From 58b53f581780defa5028b8ff1c1b8d0e4324008d Mon Sep 17 00:00:00 2001 From: Pawel Felcyn Date: Sun, 18 Jun 2023 21:01:45 +0200 Subject: [PATCH] recognizing garbage --- .../photos_not_from_train_set/14.jpg | Bin 0 -> 17094 bytes .../photos_not_from_train_set/15.jpg | Bin 17094 -> 22615 bytes .../photos_not_from_train_set/16.jpg | Bin 22615 -> 21024 bytes .../photos_not_from_train_set/17.jpg | Bin 21024 -> 24319 bytes .../photos_not_from_train_set/18.jpg | Bin 24319 -> 20233 bytes .../photos_not_from_train_set/19.jpg | Bin 20233 -> 12650 bytes .../photos_not_from_train_set/20.jpg | Bin 12650 -> 29393 bytes .../photos_not_from_train_set/21.jpg | Bin 29393 -> 5411 bytes .../photos_not_from_train_set/7.jpg | Bin 0 -> 11302 bytes movement.py | 46 ++++++++++++++++-- startup.py | 20 ++++++-- 11 files changed, 57 insertions(+), 9 deletions(-) create mode 100644 machine_learning/photos_not_from_train_set/14.jpg create mode 100644 machine_learning/photos_not_from_train_set/7.jpg diff --git a/machine_learning/photos_not_from_train_set/14.jpg b/machine_learning/photos_not_from_train_set/14.jpg new file mode 100644 index 0000000000000000000000000000000000000000..2e5addd9f8b9e93094d71de842e8f21aae6fe9f7 GIT binary patch literal 17094 zcmbTdbyOVP(=Iv$_Yfc%oB%-s!3G#S@Zv6m2e*OX?hq^t?qPz2;10np!3URNus{ef zI0Uz#hxa?*`JKDYI)B`IyH~BL-o0mcJ=M>yUbVaWVg6wS@Kjk|NgjZKfdNo_+yM`( zfDdxMP+I^%O%1>a008g+7|~Dw)}w~;DAbPv0AM9y0-iknQap-g64rlo>y+gG(lNn& z06lD*C(I z==iJaTKPL#fvwr3B#8;ceMNnpT%Bw@Ef{^B-aC7U`bseU*XW{;`oGO@m?XvBt!+iM z|B?Ui9*;*7O#f|*kB<+Jj{uL0yWJZ;Fc|!Xm;VhvKlft~ZVx|aPYYjeXAkE89^fAv z4=Z=5t0&aOnepENEi7HUJSCXCyr9;iwidP^OKWQox21)EH8&rhwFS3@wE!QtwSa)N zFo;it-3|6g74c)dqRqO$Hb7M?c$Jc{JMZsz6{;^r09{aRu>XgllK->i5&NU|A5Z=3w*PqB#`)33K99b9SOmxdaImm(u(5D(uyJs4 zaqtM95)k0y6Ht(l5bK4?iB+y4KwZY=ZvoznOWI5I60^oxOutRd0(+} zu>U&<1}-ix0UiN40RcHX^>b?W|Igb)7k~^8BMIX*CI%DW2^j_^8OB2&fZ>s?*pHn4 zm)8HiVLZWnv=%+*jSI`#t3>m55OYBe)f{@Ee^Ss1ul~t z1%Fs_J|447T{orn)Deq-rTYhbg6A)QRMf9n+1NQa1wlf>B4AP3f8^v96qS^9bRl~B z28Kpf);6|w_D}~8PcLsDUqAowh{&kuk1?>6)U@=B%uiYHuLXrg#U-U><=^TX8k?G1 zTHAVh`}zkEgG0l}Y1GW@-2B4N)iw0`#^%=c&hGKa>Dl?k<<;Noe{o>|F#jj4{~-H6 zaFIRYdV+<8iG}+wE{rEWkAg{th5eEb=h<5=TnjgHCjKxy3Yp~mx^8@C0qrA7OZO>) z=PZJ&ua5tP_Fu^U-vRsZ{|niFfc_p(lMEmQ$d&GQQ+uDi9@Y;Icj_0$ z_9wgYFs6;CmaTJvBt`8(koX3Jo^JY?;gK;sZ0xo`ar zKlXVxZ^uJaA?5tG{55zvy`(&E_-z#n=nUuCZzm`debyxSQAw-;(f9jY$q#@aTGA0v z*V5922kT8%Vfq80W8dJuk;KvFtruSgtA@4Li(K9obG`AO>afu zJkhwB(vQHO=@2|NSS#MyJtRAxNu_lVO{nVh0O(t|D3cc@Pd@(=zMyo=h2xxsgZveZ z{>Pfx$ys0;Bs89l)BrG=o8OQ$R6@FE6es@PIWWC|B~w^ohlo;nUy~vW@mjV3_iVRN z0L!ViGsM&l7GEs#R{o zz9}O2KwP*6dip$Ht}|>%!P_Ad%Uw!9D{{F@J~AOBLjPp|+Lgb}3zn$FCYE@2!Yid? za*$u+;ImTIzn*J$dn#KO@-obblRx0o2pMJFw$F8ZdW@7~dlZvs@t=tYKwunvtER)| zeMGE^Uy1V=*L$-;>%38Y5@?*8(LkKu=CeMfKl$xJYdP9moT;&%QoVqM2S8%b;cV@? zx6kYSQACQtIy|xvvMVQZ3A_nE27Og}Z@Ip_5%pfziP5x#60%{t8^USB_uOcOp-tet zG_EoLy`wcHO$dLtj2bpUh3?-F;38Avkiga=VCe|*Icq4(FO_!WR|-2i_9v>R%5lM=A@(24*;ng{a1sBS8%NNzC)l`kZfU^UESpXN4x-8H}kx%zW#G>%sZi7phV7h zmz%A!TWkvldj9E`z=o)R<^$tP=$*zkN2$_2n>OFC&k^a`2d+6vJKBm^nt$s>Wl3+( zl0R_Vs&h@$h+CD7DmIb*iF&N1Q=k-%Pp0XwgSA z8~PZ(wIKRwMm6rmgh@7rSRpBCM}o_NIdy`0qi$z0vHSA}fLZ2Q^*>DSp1o z9*Jc`wqNJRHf^4RW;C$1{X0qg)+`tVSP7xFH!!z7eSMYpf#Vq0whai(1okl>ovvxv zWh0m^_Vbme1oQ(AIxqjru+#$m-7aqO`uHe%Znl6d#a%sw`jkdOH)gaeSJGuthwwW% zkn}>1=SfYO1Sd_IRdby9Nukxv_@eaf4iO3dmYZY*k~91EOE6`4(ApT!lyc9Z>wR*9 zlz_?kR{S9Y(=hPQT%AkKkDfecT){*In0RX3P3j~hAl^f1dVsYvCa(=~npceb05IxE z*@JX;KF*AaGHcu`mB1gF%8{l;$OD4D+g5~oV=kE5-7V_@^vbh;GQp12dfypk$N z3|%`WJf=izx%>rNS+Q=IMK%6Tzs&d;Dpf00MH-`IU>-yzNC2c}_kq>8w?m&fmBpdR zM-5PM@$mwJNEFhc`sG65n6RL2Z0J4`Wm85-uDl`+S3~_iMdoCCVxAOYs;kj)`kH50 zogk9;rYVEzc)c=RCiQCbML#oxXX1oyHL;E`K+elOP(O>hAhq|hSeg%jiukwZhdRy| zl#3cqnm>a}U?DaXU#7pR`bD(fM!t)ONbW|`sbjN3RX)JlrQe?{h|j&}=wToL+kiE^ zIo_wJvF<_(M5=h?qMZu_N0C!*2Iqu-)Q9_}kk0uZ!+J8-@97+~JC8fl{)ts&X|eeA zT~2E5tVZm$;Wq?Zt6)?Igd%{aVA~TO9p|M|S?QdyGcVt9Z(Ga5!`hM>)K|lG-Tush zXwrDLeCX+-C0uoyC{)*G!a>zOFIa3Xa{?1JqwOK@fD;>H?>tYjk(4?CQU$5fFeh*t zDo!=$R2?v7J$1nZVuBw4dowX?(SuJ}S!p`DwyQRy4pV$@D}k?3cE6Xac z@c0!@2x^5X)zTVR#i8Defj?rVYSj&{CG{1j%Dv(vfO5#BBCBMrUgzlBUzW$cVzbW& zvmfY|AjrWzPl7)*T1ny;Uy)=j)tHp9;($zk?*i6>>$Nu14R z6_1!H4?<;C4_d4eYlBOS-04X~00aVBn{l(3{Iz!|+bp>1qxXZM!a4%-_AUF03~|)> z{R;4R^Vj}buC@D9sj6(#B`1YrVv%ucJ#cHv7qh9L_1yGmffQ(D8GbQbpWW*fD^x%c z+e%v8Lya|6Ff@4Azfl%0tXubW(!mu>X&|9kr8&&{$iUI5p&f0^(tO>^5~n9g1LO${ z#dYUvMF?g=Kh>=blc^TUi_5}2BeHohD?b9xb?;<_Td-tt+smlzj<_NtKEAc446~LJ z`r?|m#bKjWc@{==qT04?`B4!*s2<4r1r;q{|0M-Ms$iPF@;5zsl0!YJLe?}QqCYnN2pG>7>srgK-11si}+fcMg8Y8J*EhpSoh(?j4ve9em#aqC(IXuS%rc~2V;zd zf7!fNR2SQp8wdSVq?G}1*O2Bk7~u-nd86E3;_GA3xw)v;W^;f1vHac+w(EHqEjqgY z!`^@qx6JP?;_ehago+5}U@?lw9Yh1h)adGeXoVe`=9dKWe0l&NX7gQMhy&3)8e6c* z?^i~W1IFqoqD@Iqb{WHDhAln6db}2J#@-3LJR17+6hUc z+wNvg7aQBUO7#Q3i7bXMSyh8;td8!(i?{Vc?CP82zF~Z~l{S^VTMH?I!p3Un4QlM5 zQf$}B3fOw}muKPxbG_G{qZWS}Dt5Hm_@(=TeXH6@qfJ>l-VKa7&E0<R9VHbC52LGIbTg#0e#Prmsxd%g-XTZ#8771cg)WJ{#Y%%~1V7)>N(m?*Zc> znz(yL-oFVd(XK9_Xq$t&0g5~X+h2Xp6Tjma-MmjH62#Jdb|QOou(h&2;E)qnVDdC= z4Jm!Jl+)2+uVxEBO?x85ukJQ2M0Bp{XfBGI0@&~om=Fcw_gFk6*Yn6V&KDHjqB`3p zJ+BtcDrPO|7rxAS+C7yp^-qTI^NdhN(uKD46mHm(`4^_T1O5ZU z`{VU&ukvriU)-e#dPHJ67b=SAKc)`k5_~)6&iic1*o=A#NGa{9W$5V&&P`uwOHaG@ z+MmsIYtZRiG&Jyh3?usA7nX+{S#@t)*7eL{JA_GNtElZ|-d4!8XQ%_xJWiT-CLFF+ zON2ascGuKw8cg|Ip}ma;Upq~N3NH{xM!yxrQOu+X`=GLyge#`Zk+ zV?vpN2hRx};|e<=;p1dhlIyqdkQ2(t>9=C`;<+0+D-MDRTXvvZfaaSy*;NYJNDpKx z6)W_(Td*z@#zBXx2Vv25tBdcAdsZSoH`_G8+MpjPqfkphz!x^JFT_l??^L|muydLx z;_K3NJ^O<+$A!T7XKt#=v+~~uq4-i65_?sRS5h1VbD}8d-A2Mv^R7V%=ebG@at6Se zPw@xf)>K!FqLv@uXWtnY(@*?3T3!<^`#s|ssYhz!s(K>Otii#j`gecrSG#RIP?5{g zUN0GEMX&g}7nJRN^PIDk@`C=GK`?DDwn``3Ze5Bawq0Q77pRgM8FVt9k~O&@+KFv?MXkxD9>lKrLhGQGZm2=h0%#9^?!1(WC& z^FD-NdQshVGwtJrTU=!_(VR31mC~Q(uf|zo;M?*DzhB|{mWiNENCoSq*h{P!yHB(b^?$6e|0h zh*Ntj?0TZ`TGjnU`n^}9C+5BdEqPwGYOF~d&F}M=99AAMa=xO z8jw=XV=^Hfe|*6_4Rd^k|2ilX8WIAz25V+7qT~BDzby7QqMuqT5ka$CBWR~ z<1U!e&wTiH;g*C`+bR{W9B1m}o{sY_Ny%!Qw>OGD3hqCz&u7~Ra2wpkr_A&rWCq{_ zsdLq|L|A>*o0^F)8*=~COG~9(0L{`v1g`}wn?f?$x!l_o>dC}0r1AWQ$u)+s!%Yi zrl1u)Z^R)WC-~%%(|m#y4QXFL#mOjL6r*R;kcIEJ2=K27PG{TcDpjZSEvA1RnM5*F znMRER9{|yA=ODLyFqLwHmSeXmdHbkFY{=}$A-uqy8u{iS(=68LkP71-%s0(zJuffj9&lXRGq9~PQl~%-F zN?i-5TUhwtFhgV5AQ(;QeH3Fj?l(atrCh=)6n9SNi0FH}bXL}hAG!F?1E5XnO&|=e zCYOOD2DuKPZ_GBP)Vq+W6%ttw5#7+8wqMMe-xm~%zbJke=|lb-S^4|^hID5sw=whU z_h0-=_r4*dCbHYyuAK(P{*P%>MKJv`=X9{aj)RhpK%JurD`;F*v;;)nmlq?P@vjMX2r zIP3y{=5B9v3RBdzDXPyD-WB{5%KNb8eL60tH>BG0_MRLu{m5uT>Y(j54feboKdP#h z%ng$>n|p{mytGm-+v{ahx@@{7CW&NYS(-O-0kVBN&s_Oy<`_tRAi?=q}0TuU$EX|TwWkoL%FH8l;%^?eFcJ| z^#MT5A218UIwdg&2CgTcSH|0RTQ}Ve1CDP;!iFxY9O&F7c2VySXc4))!cd!%2`{!^ zF@)&3CmmZo%N)L5tv^paxY6M)#Qii^!3EjDkX?GlY3*$jqZ8&Ne%^`8w7A5H^J>|i z@5Iz{yQa%yw3mF@eayI)42K@52SBdl@2(MI6=Gq1LzNPp@Mjh3m3~4B#zI6{rV*Ie zkWPtJILGUQ8S4+a?2xvnzRWw}5Q24Tc_z@ZV$ba_0TZ_$vPD&-^v8(kS4Yduuj=%L zCNjeo+pZbhCLaLjd)YN#IxGrmV#WCbU7#l5 zF@M`F!t1yHm{!C+Bp?sXDiA#2qNcX32r3q9%JTxXx^!-|Vs!G0%{9-Pn7s3)pWRg= z$|QXv&`PJ&1zG{u*o?ruLV-r3o!&*Gi;dBd(r4|8P>lWl!qHyp(w zB+OQKPTz<<8t_$O&&V= zt|22z!TJN!i8`?H1TF3k3y&n;o`wcBN#kZeVXR0ITXXfGy5)|-4GzI((VtrSmP1rB z{$h5vr|@*QwVfE-Z>x%LNy!R;1M3bEA}{uz|NpQ1ydF!#Sn|bV^~P z4{*u0bbjxJR4WcDM@m$d?=FlBAc{0ICJBQ@Ym6Wjr}iJ7vKtMX=dhTTd%Q~%CKSYH zGWWFD3GcqGH!*XVJ6f+i{X`g8WK91{;6BLBNGp>ML^c_;Fu30<2wP;q6-==kk(bb2 zna-sEU@iJ4~d6d zmzB%9moO$Y+=hY~NrSmmp0T4#C@K&wdop)Zsp?vYx6)Mpogb9Nr;@s?(cih?$=>Z; zUbr~zS>*l<&ND;17x!ud`>wyo%f-@z2sr&u`+>V6#aoSFr9X+qj>WH|Vw|=d{rbvo z*^(0qI$iUCfx<*@=zo;39q{D60MJuT$X;cKA0`_8`DAx+zKi{?F=`P~+m5V3HN3!Y z2uCrv$Yxvprd$l~>i|JO&1SNn$>bp6v67BVDGgp@{Ah(4p4V^4-%mD8Z!2gj)B!=c zj(^avSm2V*N+q_hCYiV_=SVza)Dakx<+oWJ)Tz{3}{dkLpg&L%Yj;SYAwj z^C}ZszqftM-c9y&q0HhVsC)Sak~u9>u}Nf2KZ74R8e4}C9FVT|f|TSpzq(}q6~pZe z(7Dtv-F9p_>R&6)qj0aDVjB%EZY3<;GVHP+((gGNtopQQ8QKZxca&H05UoQZw3XOv5jQo!fz~0_)1t0oIKq_9Am1NS(f~|T#R-- zxmX()J>KY{UA!m?!U<(oLY<1qavCf(Xo zyU&TJ%UPmMRbPWIEBm=gH92>4anLEU_FVB9t5{CbTSiH&1UKSZkXN$hM@ zyiwb1sY5YYVdgF4Vjf!c9jO{Fb(2^`DdF7{=Y!(9WJ{mp`Nfillf)-+wX%8dy|^oH zDCAzgnz^l&7Y)IeobP{LYZ8=paCmbd-am-t$$UsqQDy9xRHrqe)vv@e^H)nbZ}~tVz!AodRVEwgARU*i;BM;7Tc!jD}A7w&3s(LQ?%-Ly5boQlI<5Y zc^=Lml+PfM#<8Taf>FtNo);>F&stPw*7A4tpGeYTbm{}(OX7GdUt>@_zUpsMji0(& z5>f`AM{?Pj!F+7HA=mSjoi8)B8u9g)=`_w?!tBA7ZVJ~Z=U)>vy}a2+5Qru2$?;HG z#hAJth0`k!`I(`_$Z=egu*Y<(3~13Fu6s80N$CV&5ZEO^6y#U+{N0ua*5z5@77DEL z9NDzQfxFAm7O_U$e!MBoYadn?CxpKKunp%-K_kPiiD~g!4wmqM4zp*u@iKMWCwn) zrtT$>N~Y~FL;qMkJN?`7E`t z*x&LNehfyFmA@5>lh%;WI9lIX)`V!#j9cMzxetK*wjzeZ^eK0i%*&5b?M!)}f;?__ zb`8CUVVE5JUu?U6s?!GJ{zWN4Ext;)Pme~{f=%T-fYm1(lxUGHiJ*SBwlr4454gYf z?ZaE;G;siDbQ~IH6M6mubCYL9K*p7oOUgFuhS$zkNy-t?IxP&Qj@eg3`NU?@;qMwX z&OY;Pj8g<{-!OFDN6h_$k2@#svD_%w3^UkhXwy6zql&LzBKtktX0PYzz?r;lr3Wv2 z@jS5nmxI7N-1r8KD}`INppqx5T9TGlzet&HCBMvK65QaasdH-W2Hvi%?GM16xM)cn z$VDhkhMuJgh7|~QBQwF(z1hL`#kM(cS$bms2SArf(hI$2?XNOZZCgLgj_w>0_3xy5 z$L#IDvwTo8vnD5Hm7n-Ev~rI{+6zJ?6z)!@kxfPAy^>?z9{CJ0q}ILpM$0SJ6U0S* zLgw5~L3iNu{CXBe{<&RmVp;1$2(zJ2SC+I0;~O(m$J6&t40aNtd4|zt6Xf)78xo{A zD=J^MP8*9|_D_IsI`{Mxn+7#BRDFsYL}c*(`ae~dbCpqlwyB_^uP3qx;lr|#;sp*? zIr`07G`6Jv{(;Q%aw5&pqSP(x;@UC%Zk(&2-s$+&J>E$v&JPklLgQER*`_VpMfP^j zf0-=~EA8pJwH@4yps%ciip55tb{#(b!!u!?issENYqbGn$orh{qB*^dY_S^=+#oT` zj4i@WD)?J`h~Tey)C#)M_=GV`=8wEN*!H}JN9lJuO@*_S>QrqC4?sd<4XAKR!& zibn7QU{sGJzJxMvf(LS(j#*kYxHuXC-i>Ctq38OJ-@_pQSKp7qj30zTu)>X!D3PmN`E zT1`010co};N32i4;`P&;e>?F2c_nC-qG5P^b}d8Nz?1Y5A+f})C=K+Ep5Sa;k9mCT z$65?#TZ51F4*>kz3NF*eyXE7!8ly(Sju(XOK>3s38;HT) z4XZO|O7H8JEaGuQ9-4Qv+9L07=WjXuuXQuEfOeb#9$NQS%*@E2%in5 z>?8%Y+@J?Qj;!Y$#i{N%=_n}!vh5{J0a$<;%@coDlK*pW(usfZO}gaF#$+yOlT=v^ z30$+2Yv+zu!H;-6#}zBdL|(H3@OJP(f@`ye0-9ofef}q|RI`_Z0DoNbq~sWj`jUV5 zFc}#n#XK^g-OxIx!>NQ{TCXlRZ5lr=VD7oIXu_1DkT56iYNi9PXsh^Ob1 z@4>o1{c}@N*a>~D*5&bb@u@01Ra6s4PA!Ne-O_R6o(bH8TDeHmp5RsfQ8we5Mx6@r+(R=CW=Iri0!hpNvKburBKDt53^k;IE?>nyoE=*pE(Of`#G_(>X zy2bqa#}(>n%2e`lwUJm#toPV=UQ(;XDo*46O)-pA=4i(3Q0Xq_=^|O%`BdC|TJH+q zi6U)F`=KZ$M%2+kzc4UrbMR%W#^6Q>bm-8j!w)GDuYT){%G(b4@x zjwv$!id*HFpCW^a>+T?7Z&%=I9>Nh4Fy zrWjHtLF~v6_$=B5{=`#B>QDH_rAYE}s3F-+u7fOTisL?kb&&uxUE3LLo-%yTf2mts zr5&q)^nwI@i$@{$t`M{-psV&pSr#~WvVp*b9$wL>+YadEqAJnkayP9wQXf6;Dc^B# zoW5aB?@LmNl6DtL;nm;il8P78Nbu^b53JO;dQ(9nY`0`tw3yLroMm)gw;FnJ%SE^s zr|($yc1vb~eg-ibCCu5I40#TT8%azng>+#8&r0W?YwMnXX}!yMzCQp$dcF=Kn8m%T z2PKHCW1OrPcsBkTQ(?KmH-f?TF@8lqeWPaIEXxPRrWBMvz75@W7r39SPW7H80-mGu zCa(25JF|^8!^`YXU3r)ppNTS;0shnPm()AOJaQXLoN&M{CCWWcOZIBA8peA--PKnbpU8I%JQf?2l?HTI zzdzosbQdKs7U$jXx8n{ux2n@idtw?-kcP(b?RMO{ zQ1D4Mt>?w<0I|WdH*e!;wG%{}B^!SI7DlKgD*)Hv<; z+zlXuP0Xz6V3Oxzuu1m7mkJ_Uv6K>g%TvcFJ8V_5tYCZte}U{1C9}n|2a-chpy8M4 zTGY}oS7XeB8|tGVN5jsU!|yYG9Ir_S3l0Xv09^CktM6711j=M z*>PkE1I0+Y=W`ZqD_h~P?xXSM=k>)gUu{UbSjwgy(Ir;_dc}sUIz!-z{96ZF6BnxI zaEI-a$0Y_)#c#)f&9#^pj_2f<^O88Lw~1)e0NCY34BTk8gMEUj+@PfthURO96#0NtBfQo@iCv){A>i8gU?YKPdA%a*OoA#7*JCt;hVoEb zBX9H2pafU>jYy7R7VOK;n9RlVF?wVci~qgus-DW*mV#9K?CQX#>$S!+H4LB={2tOm18Ro3cw(259NUYYnE(MOTQ{M zTLLn`uUu3Wo@QVNhh%t>o>I7?;=qP@qR|Lhw5yQ>ex$mU9(&3wf+zLouNC~uN;`PM z*m^GpIKHVKtk=8xb(LoV^14p{7|O%z6fn!)sZic@Nt$sVDT2qK3xhV&#)l-0W+n{` zKfett3@TzSMN-zUj){%FEX1_+;g$MQJz+;>oEFWRQKGbZ6l+IoCH6UmG{m8fpN#y? zCF$S$w4oP6z86P;E=J4BCTbbuM83DT{tP?D68l!0vM(lH1WRxl>%<7ggIO&!EE3I8IVpkkiR{X#nag}mLQ|D`Pfl{|(B=ZbmqE|5%r z9pXD&)`eI;khpKmA$nrZny}>|;H*_^2Uu;rB+j;N3ZK?CWXQTtqu(2y|6BmQ{DS~f z0nk)fcDQVm4g>N~hOtv#gu@G&!mz;!fL+w>lP!2H6@rUlROHo1s@rpk&Dpch| zuK$*@Fu&&etJzG|W6GE@l>GLTIfU2lu^dTqX7&5)$--%`<|ts+m+Zr40)eEEh=6d! z#-8a-P5%X(K-Xyd6(eSt!RLqw0nT;Lt^ux}J?PGOG575B+WVR1E%KEbVh1C$OmF8Y z@!#i7pTJy+XZ$BISnY0}fwFhmLSQ4O>? z+@^gHI9P$QN-DIPEp(x}3Z993ajDEh9)(Ms=rBjD=UKc&In7^%hf>L!|2zIT3vV#D zq6v(g#EJmXI+<01`c_B3dxqBDY2BkX-dBbCeaIHr64Bbp_NsJ1#f!9#SVQqzN7Cst zkK9kkk2=`-)jAT%gSlHmwjn$9HCgZVZ@OwU91848ej4nkxY!W9#d1vh2l%AAYq6?Z zqSg^zrxOna_d5rmEO!dCCfFBV;+7WE*ks7;`yw>V9PB?0m1^KK0)M5s&Cy9I=XtOJ znI${9HY>Cwd{t$n{3!rWiRk@xg)y65eY?w4aD&xpnv3*X;q3A|))34^kAe!e(1o(B}PC)b2M(mOZ6>C!C#LD z5`_oc0%h9q0CCvp_+X7SFYbF>*fuP?4Wo%XBS`cDLHGm}i;slEG|4)Ivz)t-L|Byl4Z1DvG@9-$@YYc-*xu3{(CdY$a(}Ml z_kv(cWZTuTF7$O%*FTF9u}O{w?d@4Z1|PJ(p(QXqG%~ZvuXJqx{+Vh=3trv(2JJMK zX7pFs{U*Ut!p+;!=qhij9Ac;Y3~Nrn?Zg9qS~**}M*1)xZRR9^*DuF782$BPo(VvQ z=&nzfkO@J@OOx*uOx%6J#eSilSTpXSx7X+rhYG#{H}wqf@fVo0QrE)Loj{+bToW|JbGMh zbveD`8o6h_BDqKRlbb-5=%hw~k}kKibh|C(*G@AIei~U41{QrE zJzlk{2}D_)ZX8CM;-D~x{9Pb#6?eWev*;(ZNb8AUxu9Hm01$|KRQQIQhz6HjK*`LZ zSh4g7mZxI0K4&%dZE122`Jb^900(YnY_Q^^-O)>SC5VqawYpTZi`&F#Rq{Lq7G%Ns zwq-`~ncJKQYi+{=0Q9DM;S(`Zc$o^9?Uqk3N4Pnpr-MpY->ziX816<_KPVYg(blrJ z_?Ip1Z$v7J$d#)cvRs)$TTzV+QC_dk=X=M``*)5R-XZ>FkrlcqtFMrHsgb)*fRy5W zG!`*6FwI1Jy9AqNtYL1n;T$KouQtx_jlm?FhS$XpgKu}+Ztq0SD`tCrFv7+lhNtrD z1433-iF0f}+qmC6naO|EIui`W7_8|TZPYCJ!@iRe?i zbQ_nb0Nqs-=W=CnU;LQ>Q;C4-)5HD0C@Rrt9AhE`3w&CJRr!of={qbKn?2H`d=eD= z2W(AfJv8b*kF?>642oPx{4mk?rdPkPg)ryOmvyC+h@M@qWno4vl}M(o$Wqwe^Flfk z&5lc}anpGv-mY79dMg20#al>|lipTTNItH1&;Z+MLng8^i|wzHW!--aobY4AR40QfEn548T@S} zChLG1ny~JRJ$-6jo7H~(B)fxzpo(Jl7=c{8z}^VC}O#Z~?M+1R@jyyBNd@pN@@-!|*dC5+XPmi!L- zO|z@=-tD1?ZPC=T8t!A#{%Gn{o@giXh4K}No}|&G^-xmGy)n7hAftn0nH+l^(^GNh zOu+$HPX6_|#a0HPWC2NR`3bnKedS`S5=ptwQ2MVOy?V7zE^*;n+*)o^Ir?3#GQQUf zq_>Tc(|?8UN6b`AnMS>N16_gxu%dZx^z@G_)65L1m8muUTB3)>> zv|9*|C=^Ea`<&3n6*|bic}w|iFo2ITcofg#wO?|(zpl$uOrBnE5vo$7^};}&1CO(E z&34KWRvGZwj>%yRdSOFd>f^qP$Kv&D$s&Gt7s6Gf^n4_w0qPELABi^WeE?KC8uWAb zdGIDpO-C=U73iK^Z7r9CzQ~f^)iC;*_5w7NI=NRB6Cj&w5V$~xU$*{MIHT_=j;n%| z+PApZgw4|oTc;&GQr^3K>EinC2_*tH9F{*lniKA4sF)w?7W8e+mj8fz&k$e<=r<$Q z;A5(lfIM}FKNcqAJ~m*T4`L{HllT%a?p&h@yhpus*l)mJmmFHPp20sL`B-geQb9DJ z$La2l$Kq8X^*$Mrgl)r2Tg84u`B+hSze{Kz)0JVT3%u1Z>O%$kt-cc?-U*`XrHy>b z_Gu|tgdvf#(7yG3wQOm|{;ZUJUU+Ntjxskeu4%#|8-B`dg~qU5EQ0cdiYj@%47~Yc zVs#1{F$8 z&6=8(gXx>2S$KTAc2ja)S6Ij9ok$HWhS?qKuEB*((M?;*pOuivqUQ)FW#${ z=N<|ip(<%hG@kj+`7>p#2wJQUexefIKzfC@bzV(qaO~V%HjdONHIXM(Tuu5)+C@D` z_D8y)kuRf@K*UIQ_TzdEbi!Mft0B&CzMecqX$VBAI;7g~$zo}>C1{(Zt^fA1+;}q! zuBB-2ZC{MsOr;WvF8dy~#zm(N;$ByzEfrZR`5?vQxKl&8$Lo+J>*mCIW%C#9qUmuR zmn%`R@ww{8eXT|vXr*#eun9q>*6uF#V@e6|m+AqVxySJGY=`WsLmJkvS| zqI8uCx<sN^bNpPtm5kgM`LQH4 zDAWFYY1-3xy(r^t#d7>dHTI9NnTR*XTxu9>RQ1;qCy&flNu%c^cDziAg#R2wRC&&p zKXqF-=0}J63ZMFKgg7kM9%?YL58J_vFR9VVL!qaOgV+B>3s*CEj>F}Y8y;C|f}9j-EQ z7ZPKRf&X0P6+_!pleS;fnmPy&!_0$5UQ|32xhCB)6CUCcs|UXxbyotj%+-f>dzgA@ zZLQVOe&44$qfSS>6qhYmU{QMg zT<@?uVOgB~+;-?T-tSm`C;6;QoBUVwsxh)_s-!`6E2fO6@Z^`$>$ro_1H`LO>v;ok zs(49}B(I?gzEuq%<@{HVB^Y~QFf6#yf1EA>n4H_CMQ0fASFT7Bt-`nT^c#;NkZLoh z92!?S`sMM{ABplN_#%t8M8LJau?^v_V`yRB0WM{;3f{`{686s6TNWbG4_v5MN1hv0 zan3-ZH*`{nA1=z9UUUR&zk|02@w2mOU4wHtd30h$wi5FBX8UG~lvd6rl#8c4)Yr4q zS)uG}&AiVu;2b?k{a;fB$rGRyNy1ERq!Fo&d3{x6>9Q_)!(fpvbKSf-&}c(%Bh;7Y z_P!!WQ3t5D15q zG#I)YppoC7d;U!s}C)fWuj}+?!+PBIY^L{V>;6%wO+I9POr{ zR&I2*u8)33Q}T<}te0Q#B@zs8kwMLY) z@3DGg^D8brK?5-p$0ffgHMheWMkU1=@li_ScX*yw@X4 zulsn>43xT@8oI4$$}l!EuAn{bpH4K+Q~fk$g(F>F&`yGjHu)VR?()Ug#bJ4wdD!=< z@#+$(+q~QIcT-e{Y=y&TsRj^DdrpD!#0cQqvmo3wT*0 zpYc5X%?CD?z3~uo7C$^O-8*}I+{4oYQ50Z06TV%SK9p9vjem_gUO(%)*2UxWEh}W| zv!WD5aXQF>pcwq9L5CI)C*0iR78#B05jMfF+V7^_8!aNP-*I(ftg|)b!>?HR?VmaX z>t<%#Gf{=Q`oTQ}mi1hMlC!BilLWe0Q3_eflE_t9AZXhRe$S0HO;x8Qo|n$X604YA z*i~vI;~?~Y+5O&6dB`(h2_Zw3SKo@lp6MyT*0&)OPL~!V@Q}k z)A5Hy+~=O}{Qe0K$*8&5bB`Z%V`RJs9h1{ioAG_)S3*#(&kmQ3n@o9&m7$9$p^ z4!L|sn;DfZjTInv*THYmf!9v7_vynXfp$lQK7=M&L z9q%9cMMUK(SD&piL|v={{%j${C{v&N3!bnB-_~PGCE@;^162k(&K?jF3oXwM;Y;;y z3hyCyOx4Z>ZE$t+iaZrCWW@d%HfXCUt6yUvcUXRzWixZg(rR<_C6qEa)Xk8JMaK{o zG#Nq-b$2Z1)zVWQAW>^?QnVjV^p6&V7^H*<(^2RI4oExzFtj#dmM#0J6h-9l_|@z6 zx-JCU&jMN$Or#hPyQf{+4}$Kg;#Mgaf2CwP|3XOM00F%tRxW`xV0G6%QVdVH9Nj%+XH>J)K|mOXz%UV77aJ7sn&-0iaoJO2r3jCAwmUGSf$;3dTxQ z^xO-k4DiOXuKC%xBr%xW1MeY|L+CPR3%ouqUJO6RW`_KUzX&tzrXRkw@~*yY62a;I zbV`{%qkUvyx%VjKzOZn;*c&pl$`dg*TrmC2kfJp|-RJ01suJ$2w3RrB;U_9%`p)u< z0jFFO16>!!KU$gR#pLQbFJJcWL~JHa84B@fyjA3|FXa82k^=)Iyv=o>ok^H^H$WXq zAaJOpTp$=KASX2<*xL`_5KPM|qMdxK5?02s2T+{rC|4vj97{ie1#@tq02?I)HtfZi z2qWJ;RhW%^apjhrVANzcNy%Sv^p=axUkpinS3O^z|;5<#Mdcw}WiE0|7B zOAnx1ih`+5DX?7N+ACrj_n=7a-2nW6((nmhGo!f zxTPhyOqB!ss{u%zL`EX*Ag-6u4(tUKfV2h-IXnwF9u7D49vaP2G1S=tj$WaSmUi#h zKXROPrfH1a5W5@HDceZD0M&YK!(t2Z*9=$^?F$eiuryrzP!NN6Po0wByCP1pxqi4R zHbp}h6b0BdnTE;%#Hk^hpVduC?4P{VE&~F`15i&2b#y~NQ73CqK7l8z@sV?^73%D1 zVruC00}OBq_0IMn-REVLEnjTXTmfUMHR<>1iqz>e6j{o0sr{@D|0BTwKL0)ZVDsro znrVrxbU8{oQlDx}QY0};iUla327yaX#TcfL35rTuF;2iIY6#+%idF)os#U5y)v1>w zHC!Pz0}`B16!ngyY5+q;B`p9g2iA%x00)s*t{6LpUW5vv-mIz0iU3+#N+>D)w%#XK5_8hZ8SkP?GW6$;by iObL|Jfv7>J1Bw8h4?NWSfZ&{dHC0;_xuV4>SpV6WS()_! literal 0 HcmV?d00001 diff --git a/machine_learning/photos_not_from_train_set/15.jpg b/machine_learning/photos_not_from_train_set/15.jpg index 2e5addd9f8b9e93094d71de842e8f21aae6fe9f7..7932e36ecc4b399f02d5745d3c438786625a6732 100644 GIT binary patch delta 21693 zcmZsCWl$VV+wS5LTt<74Fkfns7n@E{Nf;eYl2E;bf6c0Lv^J{FEIth{_2Y0kx^+B>hh*LX}7Z6SzXiHU_;ukpugd)Wme=#8E=g>g83C3J1#mp1jo!Kx-mUo zL68_K0|#gAoa6~$#wl8!P--b%8h2gDW%Y9U6?B>-oksn11w8IeO$QXh9L3@A83_(o z_!w#c~~&hXRe2>2Y*ii3NlVK(Ln`n1?9&=U!c@GG>;0#m(#+h zSw=>Sb)-pcd;vRxW4r3t`);H+-u&sscHdq>>6LG*q^R0aAbXBaSnt?xKG`agB z+1NPa+p`$)nAmg@b?*SV@Yz=_2I>%gSM3BAU&%Y9T!^27|v(P+Lc6i8d-HB?P6l)3b)Vq$(L#c z)#y{yKM&XsZYC0GX=ON6h?5NoFl?C+Z?tq6haqzWNfG0}xVGn6K=3a5$4I+vHRqMLObpQ0h^l2 z-@4h&^(xRG)4T86Zi`}MN8vas30e)rYGOV;w2I#+?K=$zIxuH`i9FSmtgB0LPxATi zs-s+RX}JpQ-G_j}IdnaLB_lljKxmjAY7^DY!klSelzlqj(z(?03i8oTJ>?zY>9@}M zqlC5p@uh72rkM{WHgEnrhW=NO7jRPS2K^qgtR|ajNqno#XD)R0Ly8#f=`d?ob5%m) z&K*+?{exY9Q5#h%#kGJ2$J&w$Zv2>BcaRczpP3j_%z5futYJ*g9ryRs8Z-FmE5u#}OV9Iza!kIEoQ? z5vodUoRHL(Udxa*(q25@QDh#IoeS@pYwhNdzvCZWj~w-U;1ZNVN}WfA$I#8EIp?=g z(k)~pMb|BkJH};;qigV9F`BE)SqA%?g41r9qb{BxYklg384AaWn1-|?!6?|D$3&*R zZzdnnDohg#e6Xz#`@(ET1WdB;tCm>7kY-~=J|wY+ywi}|{L89D3Efg*(})8(VA3WE z7W0Ha%XgI-@ku=aJ`t&v#@tO?dK`g710Qg6Y^LjzBHXw9bZnfF|F_Ig4yE>9LA%*6 zE=VEGl)@MNFD~03%7wHK^+J%L7#eD}d&rP~JG=~5?`a8WUqL{m>h{2M$J=+(oNOnh z$)%3?k-_2=&m|-L6Ij*wtC8nia*l504A4k&Q zb@s+KT_Mx9M$xw^^`|1?xx%9h=09$n9{GY`E+Mt@c$!^WsR5v+EnbhD2PZ6-NX^EL z4nObZ;YDNe<0}C21n6qIlEFBQ!KNjh!@jSeE!yml&!-cxjl}Qp1%KQm$qB7aedAVX zUP0cw`&#`y9OWce2Hu55+tA9VVwo(&x7|eJkzK71S0Pu!G+6S3St8J{k*;S|GWGit z&N{I(cTrQwS9*N%(~LVjn&;J9(wE1gp90r7=l_lIuh zN0Q3L0n9L(NE`#?<4FH)31M_qA`_qPr=oSLmW>DVKv)}b z{&OMPAL#<|^P|(hn>t^l)1tK>8{YDivi55DfXf;R@ba6@#~mtqjri1A57lH-HEd&* z*1tutIm+S1(T;Ik8|%3fhqcQYmw!v0sgo|V2IBs`Jh~c44hD#u(Dw4=Mma~^<=J85 zG%Lv#HoP~BRqPS4O6Qv}TZrln9OKB7;>{yc0mBjKnW4v?<&tw4WRWXO7jEXa$2-vU z;l^!25T$D#R3zo=a$*Z`<40u9FCCT9(rc#FlsW0b9Kb9TL97wA~NHi@7rKm_%#8^+P5~pB$Bd4Rta^3fs=CRGqf3CddaZ*=Mw8TrFh&K28Qklq_ zsw1w1RXGpG*&kv|h2|d@HD_qONc<5!4nJLx)2bH=OuA~hA-2>Z;$P>b#-MSuy&kz8 znG7l}GB2B^IxtaIA1dH}w=*r~Z9CBCcmRgh#I5nUL!LbOmAgzZ5p0nEs z^ZG1mDqucwy@p=?#oT9p118boC-~ird_hr=oZ?X<7+la7sh2P)xAm`=RSVG*xXPCj z!KG`O`CuiX5|)GCUg&03D^C$Rr6$#0&xxe-Jrt+e$+}maNJBx|8l0RWMM;p}B#RKyyq_8=gtIR;~a6(R{oDI$;8x zMEFX`aZS9hCZJvyZPXdYg2-~eSk-d)FZ?JYF;l4`x>T(s`_p}sXVNGDl%l7@6_UG( zhMDGA3DPFr7hObb|I?Tn4-{nAG~Frdj86@T*vh0KR-`*3hw;$lS7CKlSnfy66S`WH zX)JeeOzXMuOZ>5p8NxRpv8KYMh~9G4oX2_wvpo)66)oi3npx35kLDJZ?=<# zrJWqZ>pXz-XWSYGv{Nn>Kv1kQ6p^V}o4V<*qnIN4(H6%RIr}mKs>V@JQ5udWLRi=k zW{+eI8j+dcq{j&@2HdHUbG}Ty@9)gL2e(!c3=iB-V&xSS=>L4$zZj~xj}|700~&B;4xy$QcX!64IlzDW zA;Pl=R|Nx1ox73FB85HN@KxsLLdksmq@7tpw3C-_M;x7C>LW@`q|-Q}TmFyveckYl zG!86+v31SWo*Bq3x!IjIP@QNNydbd`HAxXy{ix0L!dg$?)BI8M6|~N#Da=^Ep@<&W z{PCE~)sK}3fS2SUa>X5%m>Ja-V>&i00Q#i8_Y? z#-6DVr+g7qltl*$AG+4Srr2ZqDsC${xZ&s@ykA&M0b#fiE5RfErV-}HsJ3hP>il!b zn>^YWLRo4+`~J+g?WNefp06qYF~^ofdho*rdxY18jIi-wa(<$6x6$}5hu$lQ{1)nS ze#=_?3gXKBl!$Tyt|l!l6oxs+7#=V-k{o&ncN0hn)0OGnh;b|OR~#|nAUqX6C+lbX z6eP_6&t?06uLGE$>y*#)bj|HsAw0XJv{J92`I1P8j{;E4ZJypKvh;#sT@$QXPdCxJ zWX8)MVB%{Uh##7ED~S2kO_ZuvW0aR*_iRMAq8AR;fb`^Bo9Kw=!$G1M`lQrxs{I1o z)44Y6+Vgmh@b^~ic88Yjpo2%>x{`*Ot*9oDC|+)Brd)3u+i&Lh#DL0idME3W$@|9_ zzCyn{flWA?Lvn4DZKx6Z32`d8>%p$Xes@mx#?4e@F~Q*BKOpM~)9m{DkR|v!N!rDF zU}J<)dhp0MRE0Z?<9yuU1-A?G*>ES8EpGv{JSK*Akmoeu8Jk>?4u2g3=M=ch`(mxaRwSLfu?O~C^}fq?xladNQzsdx z27|zwR26snlpV+Ye~n4Gv(==n9Ki>@Suw{=c&5I!>Qu3<{K$E2JjuR0eYm=O)0t8$ zV9fV5Kh?b_6{8zBa+XCt+H*7?5KZia!l^sv4&);eFEUJE?V5G}x_$KZZ~ zpQrF~59DfU@ zK8ohpyX161Qk8g7dD-((G%>ionbw5W&IhF=lE)E65hWshvd)0#jrnia3v~LH|2|s= z%bfL$)^jhf=x&FR-VUHkPZUkWeAQGo8>v~Anw6>lA*e1Ho?+iVy6p{&wmi*~r2nYd zzWZ%&|JY1S#$mDP6zVqiBEmU$@PhrfHBc$XetisEC!hgM$Lf6l-m)?V8}0jnSz-^X zGR>&jq>Yy1subPa(;+vZ;5#)nz0?Pfo9FxwfMt@%3rYwP>EL@MV7t z2zEZGq#oK9sO}Nb*If_rZvP#pP6$3*5{@^MExQBjcpBl<+5lsaYs6Kr+WR~Z8wB3Q1H zTwib(Ds81Ez;PJSX5QL`?dY#l4Cc>~=9($Us|(LQ_+ZnJp$xQOuzlXaW)eTbcX=wI zH@)Gxk4YwhXDvcT9d_<>CikJ^&Ith(2nv} zs!k_;pRy01;&nHpLk#^d^DC)}c1Gbf46-0Al+R;1l}D0>Wp&IX&69h{O_W@!zmN(u zfDv~e?bfn$OhBBwd`V-qmIY2sD#e3hi7Ky*&-Z9)>MQa%aoxQd(*2hV)Y!p z^ZjgKMg{z!!yU@ovsbWt*LV6fTlM2v5ukum|HPLAwodJeR| zSSBxU6*srnL>(V!SdqpvGHK3Rn&l%r<~H{g0nxx+a->@-G^P82uKpS~g|c=+N}fL8 zgbrgkhXLSg_WTI2yP8zSS7L4zrC;htzk)IoN>uNBcf5Tfy!d0FbPDeypODS~xuWd- zdhR(7#B%&E>>T|qgl9kP&mikkoakNiwOKzuioReGFx{B*V{dv2u zif_iV^`OfH^s`is_30V!@=Hy#KTLlNTj}@CoILRnb@cZ0=}_CcP9uHC+AVHMsD46j zUL}_g%}x$-TJuV7NgU!I9M4+h?<1}N(Qe%nPx1nQx}Zm^N^9l4iy!ORPF;_lvj?6f zA&tJ4!bVH2ii#%T_MRVtf*aE!e#VTOzc0Dr6T#{G!A&BH3pJuj&WsLSXWldN45YeM3%=W zU)5`yj6Ch%*DxQ2W4^ilM_=&vpk$2|zdG-?F*UbG(XJ3U@Ys(wPF-ily)C=w zRY-TFtp6Q+JkK~nH1pzf5sc%oL7dcPQ z)+Ki-3ibAPiF@N8_yqc>pI$fvQoP7r-+`S!pYWX6nR|S5(21>LF}AN)cyX!N=T^u~ zksmW5<1BF9G*mJ{Di*ix8>tl?c!IFm{|906_1Z@UnnYeSViQejydpnS?h5a5r_Za( zJP^S{gMj~!)`Wj{8(akzxelX*4LuzCuXItj?7q%8rr_LQh&E3%?9JxOqHLS)R)}tV1v%^r zCzZXt3vR2|57+BlSyVIot=M>PX+V1YOO#-DDbhNB*50n!(5xa71+_7HtUmKaGmWWL zK})T7&~U@^jIS{jjVwOB`q$d7@9aKc>v3ev0erT(+psa53v zckozMIn!fw4G^pff%x{Cr~g|S9zLnqoXBcD(^*yi zcQ?Lk14b~-W>ln@L2=B>*B5-rfq+Te$LP9Q7pZX%h3F>}Wov?FCh4u4zu^-rk3?TD zVb5}I@kuTvK=aaug%7_bQ5Zb@KrOevJoXmN=fI@G1GIEA;~)B1uE)xGuP7p+D=`LT zi>V$7Q=2|vq0HC|`W-|I=|vjTf5FMa z&okZh1o&fh4xyNn%r}5vS-Atsux{jG485tMl~^GB%9DT$i;&sP7Rp6`nWb?ESMmQ(F?&o11)pFS}c z>1LejkCvgl2G*mvy44;MN4SW}m z)OYtah$Ke_*XU=cR}?+VV^1`zhidT}n5Vsh)PGLY(jR|R<^HVMUBOldM*tVxP%i!N z$&sWax^z#L-v81-7n?~mo&Cj8xo*arzEH~OvGdfX_1&TjKEj>ti)L%y{>rDR_d%g$ zz$?gdbfDh+9C0jP2J{Nz`#o8p=sXZtK>JvPY5SqepvL0tq#P%aB4$S0<3pI+^^<2A ziqZH^RnsF^-uIb{-2iIP^XIzSQ)KHV@s<^xR)1fM#yZ=s!#=V^#dF)Kgpz{0prwN* zXAGK@-)1Dm&*!K2Q)29Ty$1b?HOCZAKwZ=_IB_ogmr`k|6YBM5z%|U-0=ywZ6jQnS zrTq^{K?R`V1C5-h=Oo2u%CM|%*E>{-7cZp#Al@8>U0@HB%mmwiM;gYcVw^pRkYaJi zHoALu)QYpL!CA^axfPhWSb@+NF`lU8j;EE@8oRf;10PEz9On$<-_fqVd-U@FgdhHU zqW5DonEpCM{jn@w8H_}h0A{0&)5^EX@fK`onHCt*F~v%#>l+EDKV$r&@Vx_W)h`N|X*| zKpC_BEG50A&6%-b$lVnyeCo0c_+k$e3Ov87^*s6$9@o|Jg}Z@MUv=sfSn|C%Sob?J z=g3XuW~ZYqoG1L0>>d>VD+1FKSh;uwbr#m8Wjk*5z=Vmm-Z0fX1o7aL{8$>5m-n=u z{Ne_dWg^6N$TfE>Lqru)G@imp$0AcTm4b4&4e||D)Mbz-3#Veq+;oZIeY!7mKGqH& zNLRLL%s)*xdYAAFrrrXCjM-}^Pi=CdC2q9->*l>gMIi#3hJAlz|2=ceN>0`(aW`&G0>CUl>(mosL!Q zqdxU=!i^^teXo!vV-0p^6C=CMIN3yWxp}%*uflVx1X(!R)q*Fmf3=$@TjVV??$V4; znW2|(vEeeTbtZY)zY>zUOR|gGNm=|{r?ZCjMy_$}mH^h&ms$-^3&K8=BA26EW@{{F zrg!2bQ)3`E0vI;dq70RlMNj5nOL_kT%?tU9qK)32(ZvF%*C9c?)Y5Mm)!4ZQAG8r= z3c5(b6*+WfG+W^P0^ijQ!QtvGO0v;Wtwf_7UC*3M`hWl7+vHqt?M^*ZmH`{&ijM2o zG5EjgBV5%Z+`>o?BYb3G%(VlqUsc2c_cEUfg~y=Ht`y8{`xC|YPMu%lm2HRTgzwIt zAaqsMjB^^aMT%S=>0ozNpZB#b$;gL<@rBNEeX4UFq@qCGOi&i(bYJX^M_k{<76E~u z!J}(g*Ndn_huzF0W3H*dQ4Aqz=SvLM&oFann0ES|u*S>CG~gjqpQfM|wn+!HuRV*D zEvmM9{rbFWohZ5B(00gk?~ZNY@@@2uav0)lD8cn!TH@px-X4U2(FzlE*249CEB0A>3hmR3-v=d&g zEDGphryWL6U)Q65huN4cdBc~IZJ<7KJnhXp9l*(PG6=tnUaPLErO_)m!NsSUyGJ+~ z*U^uQOTXYzb2v77Vk==6v$D<}6hF!yk)F~2q9H*dy^vCUte+f|VLBMS2vG@CNHq|r zGo#L2Abg6|JidY?3h&k9#bzDWZL13h9G9rZ*L@Q3idq;Gz$8KUlj$M}IDlAgb~8F# z0JtsNMjWPYo9@EKtq;@qHJFymk%>5nRw$oXDunN@t(k+FPAS_bRb`3Q4wzr)l0&^J zd2{vtxjr7#i9BfKah6GWXD>##AsCJ(!S)v}f7Sl_HhKLC#JDAcp;m8u;6Z9U)4;w) zY;R{4A{pkyZPEUu^10e9TQDw#xfXsC1o$IL`rR;WJ8I&W%tx!q%}U$5BnL&85{6FR zgi5P0Wve#e2g`m$K$6}O)|;+;mv4x6lCR5Px`U*i!CRfyj;)03Q<7RgU6x&;@A1j} zKX@(uMua#-6aN}BM8^Q#j0NQ5u%Pvmw7;5hsb2(nP5^|v8<k z6RE6JUjhsOi8GBdZo^VPR9-)c{Rg+F6LujY(X*sDVGX;DRD_#)RNfEnHD#3j*@b$u zS)#!DmKYri<$E(|$lL>iU&y%JV!_4KuCphDc$>2|eZXA|-F1mH2kM83POIp;>=ZM+otwpw0#AFFSWm^Qee~Uv(hi!+ezk@D$f%oR#!UNUP6t?HSNX`StA42EA zMQC`BdP*5AV_Oci5AMOPMO&8)SNcht2>i)QfBL4PLs~!mdQvCbz|_&}dj%dg z2Uq5$m!jJIMq|MT+PC59)u;B)?>IIGYg#)E#tb8(Yc4T<9^5_vj0w;jgWm+oH4Z@? z5B{>wP+oD*#HYdFM7eRf*5p<&g8?T_FH0q&=n(+0YnWlzC`}a4?eJ_Cq z&o_;XyGb{p{|4umZ3}wI#E&NagL`ye^mbZktUS%qDSbC^w{bo^0o~GVLS<;eqaCtHU)m;u?>-)*dy1dAkHM> z;a}SfW^8P!)tl()F98Qm;KGZ&z`>N3h`)pDS)F0@-0++P!p3jui9MbYJsYXVZmm#P zlC{ZT=e>Z!XL=NgX3aS2kL)JR7pzw|ut)uM2t;rYX|>)&*yt@6a(M&eRSSOzO}^OP z^IQ#Emj{3kMikO6UiGxs$W@8a`U`bwjzFP67o5YVi^4<+7d68v5SwzI<-Y7uIIawA zKEv#N`U(E*T`KlW6EBG^-Qm%tT?~#eIc*osjqtxS-5S_PXAJVn;=j?gDD472?k?u2-)h z3~gTf&qGgWo?SnLj8}_zbXBZxdsd94{+Ajo<$32_D={Tomyo%tpYTv ze(=;1^9qgT!hQXY#^C&K%WBVSmXb5AQ%2o-PjajP;J`CY%*7~%H2Tq|-9L#KQae5$_UL^@&6o`f27wX_{+5>Q)SD%* zHxuU1qufMoskj{7b|XVh{Ci9O8!SQg75@Ug&1aP&gk-l%qZ+Un-2hR9(}|}b?s!3P zTPvm9Uy@(0P7r^Uq?N<2M(NH(0nylKp#efe8em-dUh_4`{yF5B3l1m&2?PK9&*miM!o#zQyv|a$tjVhJVI^Zni5=X@ z#cL*JO26AQ|5#lVr&~sZ_f{7JSywNk1h1g+sb{g#lk41so$qCo-!7_m9iQou6}h%p zwPo5)b6#*`S7j1lwz?JeHHE(!iw>Mf{@4n#zJhWN@_KF}JT0c|u#H=BNXHL;@(FfN z9I4wCOlN$58bxA%rFNX;OP@T9A?$75NCl@k7C zSr^F9U(KtWO)iiB_i7QycRSE;TbFgm@l{T6#1X$!aRNGH^q1S*ipL7!eSw z|6!#+O`{=H|Bi4AT3{c$@39(AsiGUP*3;_r=H z<-^M&2yNEm5txOi4uqcl3T3A$Z!jahcK7ezsgb4HiKfq<63^FQlC{T~{8$)1;|lL_ zPC6Ng#O^c>N(-RS-+%VjVpmMH(IDp`hgpMPu-Y2aEmS_pnCW84^e$PUoRx$V2>p~R z)mBXqBDWQKAZ-4~Skn7qE)p1xVwP&Qf9o8gjJIITX24bAX-yV#d;4qnGc&upt2Xa0 z?~_Magz&pXeGl36la5$ThDbXNJTM`;gGPA6;Sj=XK{0jKmr5iecIMbd>U&Ap^nvMl0@z?8Q!}-BLxp(|9qb^ZdcZn z-@Jq&RR4UN9jrfuy4Utj>ftfj|DCjp%5|1Uk4)gz4GB2Pv3`k9J~K3+m9%{mt3OD= zV|Qbpl_ba4cCEg+8#fbt2Pky0y;5Y$O~-%2fp6 z>*@aP-(wvRink=XzrMw3kaD$)mc6I|A-E1%I`R=7-akPG?gLDIgE6 z%=#NXjrDy5%FTo7u4Y&0K7q#(XzH_3dCl)rW*M2|dc&EO3|WsVaUsWL(-x12*f!+X zjRBTthqwIesT;0@vYXOAY1PCy-XxK5^h!-HkF|OG(EGc=g;bn|eRg5vu=4iaEKc50 zm0jB3vDHnV^~n+~nrECzDPA1@#j;PBxY(!08odg0noYK;(1Udu>dWFkHkc|2lc8)H z*e~XM`<#G2685OIy&N4WU)P`uTO1))(*Sr#?gqwYiRm@9k`-m4F6=J(3y!9OOJc$; zYz0x6nlU>9KbEnTp~IJ|?~omj;7(O)*8O&Qj#XU@BSIyoVkUKK8;ujq{latZ&pfV+ z^=eD&w8LV1hhiJ`&1g(K5zP@IJF9Xsu+Xm&UCKhWB1Shp#dMf?a(RYziU*=M+5s(A zfBy$CwsPoi8Ksk{6tv-m9ArzNlFzN--POwr;%RBPc^7zk#EBQ9E>1$&Fufs&zLS(C@G(z=?-zo%Sk^KjCt_ef){68SN7EVgkQ z6*2pEda{W0c5PhJ41L*H(n8BVO;Z_`A^mcux>O$X&h$tNZwVnZf>8(OQ9caKHtY_| z>ScMCSCAPQvWtmx><>^Mh1DWyyhTk31DG&>8ic1ZkI^MiUv4}R$D3LT^f4K!9ajyx z+jC^HVsx>?J4s<_klc?6E5pQHHjkP$Owe!uzVY!LrfLc0L2U=(DxR18%AHqGq=6OB zx2HpGTtWh>EtM%_)}Jr8dWq82kMi49m0z|VGUQ-FmdPAO`gtyBzb1I1{tNBHO-&R? zv5fYvl*Kzb&Z<-EZ!jAG1QiX`dbC)iPx0Z>*)=y!CVmYjEJ=$`WI)%7X-pjdxx@dQ zX`fuG&c|lE;1Qu7b||n{!&WtXDHZtDQ~THZa362c0lyRO@|m?kn{>UOaXxvEzv!pQ zQ{(QG*XA`@bD9VPl;Jiy$MdGYLM+#6$BE6imG`DB#9lnvE8?62xT)L&+uV|AePZRg zZ;+sD95VprIv%dH1n4yUuH`SU_TMJZ$>({CgG|()Q1(17uJj-Mvv>RDYGtqvtSO0< zk;#S(yA!4Fgq{qB>>0`GdLq}@-tJ11}x)Et#1VSAuKf^H0%gXd$M`)E)Zya)eO7yRt9H zU`J$rRk^nJd}_<>Sm#Wxf2G?bWNK1(WH6ARE2QS(qg{b?-l$o1yq{lYURG1ZwkwB_c zWK`XWN@kL!I$&4b37bG*dO|%}B&S=N#BoyaAkWgedYBH^^wj{AFxA2y{OzHg%e;}M@Ea7oFYKv~5E+3;vuDSHu=uBJxrqWtGy{i+-1tVO z)6<;6A4U-$eUG*^Y`^S&KX5|f#L6X0`qiLoPR(Y5`ID7&g_pvLRIkj=N5dDs# zVUVR>sjFgdX1Eudv5Hs^k!x#58K%#gyhb*p()TFc;Qbml!EcWsk*2Qx?INr*W+T@9i1%6(;qgN$&zs1-*s!SWx99EkH23EgS1D}HHybC}wKhuX{b78uBv z*W?`qJY(jcgfojDe70++E>zpG;1l$s!6CW^p;P5MlENF4FY(d4(SG@ybEWsmgTJNi>#MlzUd1Q)w4rti)Q#2%pNG^tp66DywP`PTI&#Y(x&^n_*;~$-F*7d+#v&-ct8uD5b{0- z$&8?gK6@K4?Kh+L&UFV2;-oOR=-wae8$OMm9vdFI*YpAscJHUD= zA@v;k8WqBUs&$*VFj~o41~Uvp>5)|1(v)gOvR^i|13hB0RB6+#V6^)Rx}Qi&yrgn% zxz^fR+`n$l^SW$lqKDH>e@L-?nzD+7*43G=N`G9XD^H8YI&&v70b&}2?zT+xW5(?m zPnkHjXlysbf__$@{UfS8fu^s-hZPWj%`}l~d7Be0^EJjawHmjPHIMfMRb%{Y0R$`IP z;!I9RH^l{EdDzRzrx28up+?c7cF2<>leB)1QPVP2EO44-7GxN}+olzk+UlKU*WPah43~u>YO;GVQq{|9dSOID?}=Lcm9O1(hjUZf8q6 z9SnZtn(jP95k1wOkaspStqr zUn$!p3KVed!CsMMB!FJ%yM?^Bn@B|UZf{3Isax%uDeBdoD<3SCrp}kn6E~l43L=|Z z>2MC)Xo3s@@0~f`>~@Biv%w<&>0sfImw1Q#g+{hyrQ!1RW$30@E8C*q1ub2+XgsNbh&^}H>8zdgW-B&;>}#s?>%FF#T!t6t-YkLkdG(0= z#!m}tLHrIpFf`I(v-rNkV!L)$Bo-)%^?k~82z|URX8mtZxXA6PS$q3}73r)F;+AOn zk3zSP+)O;D#|G2!O>Jjf|JdZhHky?&J&X?3t1fGfk8ntNdgx9Lmz9LmsEu$YooLnK z7ApS%)=<|alJ^lhoXDQh5)-#Dhq%_>-5XPRzrTr^YCu_Tz1Xqrc=hO0D3L*_|dPN}w9sXOREm1Z3Rvn;WK*~;WVSTO`McdEd`JgVQ zpUk2#-cKB7>zKMxSo3p+FpK=Q&FeC$)Y8~&+n*(W}y8| z{*Y5kNQ8dvftXVj^ITHf3)vPUSp90>qZ7m;Y*kkY>imayX@IBJ&4i*hcZ8xhKgFTX z$gLcAz~>*cZ@y3=lI7pGLU|#*oqi3Zt?SQSEju#h)+T$z>(EG>caVc(_%<&}<0bp= z6%7QhovAfsa$3_&$%nAq*6T5>W)V15K@^(zE(0wCxC^NBP?RY6zDb0v-M@61{=o(a zVg5gy^=RqsEH_Ro7xwr}SD*N1o*KzMi2B&FvJu%DRxvrB=;IFm(PIe_Qegv1=liKS zC%oBZ%3O6_48^1(x-`%*@Vt{LqCuPj!0ZBxE7f2XhAaYSf<_vl{D@>HRO({kMKV-AjVVlg|_OeyeTYMu$zv zj(ezwIVV@evda@Nc5X}82|w)A8q3wx{gd2+Q7=%$i)HqX{Ndd#bFR7CUro-PVbk9u zwMhh(t#vh+itc2)l2_=$y0pWNLUd79YeX61MQy)c3TapnIbkUa8_e>l z_d6UoLH+fbxH1@KEO$N(idh7CKF;yHxK0x2>JrFtyIUDs_|V^l3>)k9;c%%791j25j^xj$Ie z({yG3V-}IU<`qECPd-Wx5376dR$bIt&>J2Nj-^tX9%~c7(-!0=Qb_dzjH7cWvty-c z&K8)HZ?V!XpI7M;h1~_4tzZ^1jLB@B5-W%%@Te5gV_RStQ7M3R%PWwo!6va3_$5+q zkTrR_T5FQemPj=J0NtK(WLRZ=YvC0{tKNY^n&)-_!E+NL04j|2TIy`!e*6=6w?H{{%rwtYIK4@+my}4_i zlRj_$zu5oU-VjIBUogx+BnT{FeY{7zq!8@3(YKPwiQ{=OE0k2Q1GAB*A5XRfJ1cEr zjS%GTgpE58Cu`We{Xmez0Z$o~)@b)k2a!c5iuh@o4Tw;L_j(eAxRBGa>iq5f)n;qO z*m>_qO6@lBT)l6YA8b8febZ*6uM>bqxNUj@H34A>6KV4z4nQENk%{Eaj$v<-_DorG zhb?h!+^jksM_PA_{}T6lL?eoEq<#Jg?g&@ZNJ&8 zTdT-6(5ErBL7`3>7x+TkKm-{;o*!sX8pw|?pt(Tt1m1!yNNPi!`{q(cm z`Pn)o-KRu}z8ijC4R!Nk7GqG!{B5SBw`_*FI7uHcIgirO5xA zL_tXc_K;L-8q?{2NWch4!b9ent&_h|A1#mX|K$&Q@G2CpJ2e$KkKWcl%Pc2%dWb!7 zj5SCrMT1y*jJ{EK4Dv7zzx1xjR?~sP>ewbJ3g-k~PQ6{#7l7>5j*)Rex~4Ia>f?`f(NX6x5~29fgF&F~)~3=9^cSZM zg}8cOUCHiP#yL_$DjI&^uS7Wh@ydMrEzeGIzhfUKYdtbS+Q}Dn5|+TZ)GhUt7;~OMg&#_h*WGf`?oG9y~t&t3?({NJ=)C z>2;&G44V|q;rNfAL){sW`VKdrJMxty4kONzohYEypssVc)Uh^l%lbP^;F*zi$aV?4 zU|94eUX(12TEoOKJtv=zq$xXk96XZ&ZV=nNrT6Q0Bi+5%mVVBj)K^5rOz}u8BCc+K zItU8z{&xrHRbOTW+G(+I=kG+7I21ef8SE~UfGaAKj-&tN6fpoksE8puaT+N*doENH zS{#hur0U4QZ1v~pS#IeX&Dg3lWnFx!6m|m*4t=Sg3%pGuO}^aw{nt%&a=TOev-HS{ zX8Dsht1D$$C4%G-D~(Xp`n|`@%e}S$`;tr+eJomO*&~WRTZW z-@qngT3;e9jT2ig#@gjmr9|%g-?QLZUjgb50=oat(w1UjRQ8!0R_`_pI!ExGdD%NJmaS=s(Z! ztScu7y-S1UXA$utRhPzEmzF_Qbxt~bsH6H-p9kwv2_v%9i8~%YE+6kpBRTv|YOsG|tO}9{IRtj9l?6IVo9Knj?_BmfW{XJI#jTqco-bgbol;}VU&KX$s2aIxSpYYd-gu7z7XydpfWWV~m zj^8(OcX1%5UU*v7fr5hXr z94Q229qG34z5L!qs4j7rEBqq5O=H6PmYu!kfLvQB$DIk>pHtiquN6ugi;W{gp4&-r z=gB(U%e?^$v>a_cvz~t{^dpLmNZy;dlxeH`#ulkGFi5c5fr$8GM<rvV1u?M)5I~Q;nU91Y@XhavVZXVwnN(UPLbv?1Vh#{`X9l> z=CjK0xRDk=?jvqLi5yjPq(qGQo9z#<96}Gw!@so-z>pLLP%r@PQd~-`*oi`*;0l8^ zv=>%p*y?{;Wf`pmR?Q}9Gf6=MsdG%t8K4ImGfmAIpbn2ioC^?7BHnMDf3V;T{sl+p zTemt4j|6uX-@Hi<&=B|fS0~}isIB!SORO7N!G=&yK2zWDI5ppC63M09Nu^&gBn-yD z<8t;O_F?`#s~Jhf@}pFhu4H|Rcr0Jdh2u@Ysbzo0?!6D;S{XK?D54t!qO&)4%_Z%% z%6zB`+x)~Z$sIY*p%r^ewl`M9qo>;7AG=(Sn02FDU5#4yMnA-N_YIEiB1Q zff;$htGB4~ly)VX0G?|m+5;nRervnYd_Q}r=zegtjw?eZ=hP={i5jj!87CMd`e!SF z-mavSRoM_%(G0w`mqwb(8I*}*+boONlY@W!xUDY|YtP~hR9v(wflw$I0GxFv)S7m+ zt4FUjwUwK-!@{5&hD;e)afJh*`qqVxou_HG=_T;F{^?wQBUx#Cm(4v`xEe^ zKdlstOI@Zy8tl9$oIhsOvDo+fIMCrAcRTDI@JxFZ-t*jyey-59MA#6ps^bjhRoX zoL57qc(YNp*s{s?n3Q8=oac{P^Zuae%bE}T{{H~;H0HWAX401C;#9M_ieMzbSrDQ0 zGukL(Q7O+mfgA+z&}x1Q22t+8zR4&IGKO9m5~E; z?~rSyI*Ue(n|%rvM)uC_Ww(xKZX?N8RKqFt2iM-M-Ak%!S8a26(@i^InIr_0jz1c@ z`s85$0LVfOq~s4I5I&@(s&`+=b z0IL;?s`#f-)Z~5A6)tkklFWXrd93}7SxWmC&+gdQzPqv0<1wo%; zX|zx~4yC4Mmo&v;z}Iu(4NBLvoY#Mw>HZ+M)|%Bd(h~9ws+V0viVxj!k)N(X9=)qaP?FhWHzzN8Zj(t<%ui51o41+5&73meY;nRA#NqJ($O$Pl9G-= z&Oj#%fO`t&f3@QbO}t27uI+@M&9Z9dlYe=22BN-LxOt)wj7-7PE~Jp4@;JfI9qG;* z^EN2YOCzN4^cL@`N2ln44D3s_#D@rqps{Xx;CDD4)ZKq;NxHbzB$_w7gGqhrw--ap zc@=naM`4`t*R^ss*OBO#X**6D=}!?t+mHMRkCYE?O*dcF^-W13dz*(aD*1549F>hm z4mtXcO=Boc%iVex7am)^$oy5RrRDdPXB=_aKtiHMyH&RL#bi%%x7X8MPOBfCDUpH< z1~lX1I3--Epx_?ww6-7^tL?4c}HuywcLhxR8O<+Kg91 zcQR;7F;mA2NJ6N~F~A=6w-1JIUMI>0R9)FT8ktTo_?Y7dEsl1TO=w+d-)6RFGAka~ ztVvzh1K%|61_YB|$dp;_$s{D? z!*G9sNYA(jq4yXyk8*_=$enxC-)FdeG+nK{t82f@GX?oK<2y;|oDAZzX>B7#-5pdK z{*^lHz0+og-qPTeAMgnSe=$hsM3*lHrF#Q*^DPDk;;sEFl25t_Kb3c14>cPI;?yi} zAW3d6p=jXqBxFs*5y{Rw_aBXCG^xj#BH(|y-L7QI2At9teR&HvQ}$U2KdmxP>_pF* zsb0)|A+!mf#hdz7eQQI#(KQyd)MEQR!hpaNkU{7{?kbDhjk)twlUhYaO6bl>r>T7E zI$RvvX_8L;n(p9{{{VcZ-{)1X^^5Dc3-g4mkevPh0LrJ+tY?3| zy@t}tCz|GF2^ud}C$(OPl&&`3BFq*bNhD&mb$dCq>z}jBDo8?tSqUQ~bj?yt)>jUf zC__fXNRP${JcIbxqtAJ1s(d%Px`RfR=J_)R+vGyF_OYBCCQmQR4(If)dbJ!H?9Hje znKRFA@4vIx&$5vHsE3XIT!d1%&)0vGk4#ofXhp})a>tTuM`8;HSkPb*gWjm7e$n%F z#wwz{>xx?tyv94gzPwe;D!O0q_TZ}TPP04eCnj1Y#PcZ>eO8`c4eJdq_BBX$YZhb2{k-BKOOO@Pqp>q@8%1~@a zV#+!JOsYDHZj*AJm0~#niA#TwD2~=)Em>ewmZ6SSk+8k0$`4*D?oEk2-HF9E)HAe_ zvFpI9mlI|7Cnu$8K)WDS_NZHw)sTmpC~gfEp^#G2Qi@<_(V9wHMFkn6f_NUZ0F+Th z0ty8kXsQ^=hEktrtZG_qo%NlK%SUT^o?XOP1!NsYLGSO@h8a^;9AJOqv7A%fxI1h> zU**6Iht*FNV#@AFB~lta!=K&`4nCD6)^}Fcv0P0Ai458D-IRd%>yKKY_Ma%^#T(5OMDwLk{ss*NDKYPVs+_Dir}MmV*qjXR##_)< zV!rF#dJ28i#x2OF*pPbFb(v(;i$=RpjN{UrbYS&G>5xeoQ_$9qjw04BF79=QW|jm{ zLf{tz@at4FOorsxUq^I^B-_KrdOG@1UYneK-Ni~=uU&<`)$XosVX}Fo`yI18Tf$CO zEys|*kgT-S#BzUZolhUcDUEWINh=`QHxd+{N3~SCK_J|}d$^?s%7-mprp$K{N%tgE z?V6k%^sYg{Q`{PA+)AHzMjwr7&QBrPk7{*si*Yb-^^89nu(y{5app1lnmNOe=%r7e zH5~9PvEi7mIpV13>}I@)u1mZsz`BOPEA3qmiLdN#9C7(=nG3Y1KX{Yh z*i`dtYY&%0F4kCWp>LZfwMq7tb*0pFX>{mqT5cM2^8(|bJwH08T~nz7mp?Mle71U* z^!SXk?r*v|t)O_U>p2x+U6ne|$jxaT5fXQ0hF<2FNEEFm}P2bbw4)7&Q~2eoYpP%zMf@PvU0%n1Y)ynp54-6awH5> z_eC*)`5k?+nw6IefN*MQ^2RO+d5&qhDO_}b1|WZ8qa3y}2iB`J)1sWF;yo)0?(S!q zvh2U?^r5k(bE0VxN6gAU8i}v%bXC;Tpq;N zx_kxk9p8wp?))jK$QsIM+CeG7k$PoE9_O#UeC(^WzG5;vSG)eq5Tw33h@HE9whS2c z`hS0()yIrn)b%%^q_jNy$NFi~d`+oXs>l*Kj?XaUka-6+&DrHkzomND?IEYfY4Hm0 z%E0piu>n9F=hNw4QFHsNe|%=PqbA~;BBHah6}44SjPf|BS5xz6RBT|@BOXm6k{A)x zR@}_bl^gTf`K($Z75a~Qi9@FnsaC5xUCMvW8gK2xdsk1d*g+Mv0VYY-L=Fh*zSS># z1+=-!LuvNbDsjLkCbH$XBkuCq`9+e!6o_|VP zeq3gzoC3UYK_xnMBMK-O>N-(HXk;m*rKZyXX$36?orXg+$r<^LR((Px=tX90(w{H@ zNaC@X$vtWtEk^pC9GbEYnWci{T>?iu;<=zntJ++?T(~>~P}y9jwo@Dymm2@ zUDtrG8p~bN?pOwnDOHY19DaWtx&14iyj-BtHl-yQU7eT5NUmk z-x-u>qKfD;EZAKeS%VRkJx8r{@2H8b<16zh7~`#R`KfL0B!Ra^e*=Hgn%qrX=wt;{ z$rELJk4lXuSH|EoQQ6-?D&fzT=dYosJ-lpp#>z*kn!iIoQsfx(6sj*;+q6hN+Y!3h zk>fcl_p6+NwmRj8GwWNIdj6ibmJIOjj@+qrQ}@8_Sj|3&))www@s_P>5kIq`Xwz;P zo4EqGN$=#B<_l_a^Hi%oLdc&g0B zk2Diat0ju33=MR8T>fN09<|N^S{iJ-B*8oyXqI%*HVs;K%4CjljMXSki_@% delta 16129 zcmZvDWmweD`}HCqAt3^~GzyY}G%O+Yr8}0EklaN&q(2}fOSi0qNH<8A(o4s(l!VCA z-3|WzJ+Gg6HP^hFYwmNOxz3q0Gu1eK;W!B<;t+liC@Bf_00aWz{%`)jA;2dfD9$G$ z&L_mo4-pp<5a$>9|E$%d=;Gk>i||7DYj1%sGgm`;A)!vaqWFFkmma3H zQNf_q94qC(V)h1=>q*uW=B;F;0r;-NvoEluEgRCy`ksk2PKla*P>ChSPo5TZev5A$ z4Z$KqyhA%t=z`dp1&nf2I#qTCs$TkQx9CrL=)2z>#Dv$A4gCP|M&bk&$-=VRH71%D zAdmpW!@9^!l$g}fsI@8?4UNGX7L~-aVwKLZH)kx$xo+e7b~=6dAP$f0;7KCZlRm(N zW?++Fr`r195)&^w+~4kobZye<3O##~>+lzpNPv&SV>&2hOre)*xESs;%(qQx#htfsPMeIFOf#q+wVdL+k3lG-3 zoBTgY>s^xL~`aEHJcd{_d*KvYcXQ7|`_w?g**}q5Q`Oewu zo4-1}KMM9oOZw6;-&1A4aZpQAFtcxzbS(C+os!p>yu=~5gI-|_>f;j)WS}lUS8J-W_R*<^@--I3se^Yt?Zgpub;=R5Tvw0CUbj@xX;Iid^YO>7KB6wCD zQ|^!5(wUHXgnYY%88pKL@7@p-pp#I=$PMooN6}_>_w8xH`4e|AM%z<8uqF z7Ap0VkqC`Y zn)s3PR+D?IO47PySh?Z&J?7{ptuYG+=y=7a%{SINqLZ81hUJyWGp!v&u# zY#E~f-<3edNoEb6`M7a*rf3mq8Asxaz8Ov8S(8p@35ol&zaWeB)5`xEI19oZN_xSA zb-#7*b4z~1Nx#gO6z=0T;%S2M4KDO^NB z!d(-dnep|%?`D5No!52{L}xadl(8)GDo^Q~`2=VflUNXUpb+}?ztxiW9R22qCwu8ikvdU9ej0Ax8G%?fr!oLZY+W(O z{5eGx&?tshTx3*{&Qj?!_L4&V5UWa}tzNm&5lpg9vYHG|QQxdEjSw-Img57W%Dol# z#Hl0(Lpf}OiHVIB6hdRr@XF_N`6Hr2cG1DRXpC*iBTCg}Nu&nm_X#>H(-ZeNA6HX@ zfy>7-&H5OXxHCx|#K7m34!DdPROgC+VS!A=h}vo69pVT(FLl9ut!e@_-pk`@{{@xB z%AOtQIiFL{YdvWE0x3cOwp3pyzp49%HQ$E6jfKA14rkEBXM?GIM6}AhKc17EdC%F! zL=3ToXnAwKPtsu9hUJM>@G3+)=Lrp?C)|wA9_?uk_DZ9jb3cW20corE433%YN9`&9 zMJuy5SuOrhke)fMl6YnO9mU=(6wwBy^5@Ol^h8F+c&U|_JEv{UDz@F*RrB()H6;i3 zRB>OoK7o^rn@*PwJf44tRG%aX*0&vlt2^WbNvx!g;bNwAJrv;&qX7r!S*o>!r7VE;wNV;5X7F61w0XDW(4vi~s~8(mw+X2p8ML6XmHnaC2r8NyLX zV6FRQ=9gTU?EN5?{;a?)`EB>Q`U#bq%{yhqfW#er8{+a#I=|3vYnuGTAuq64A!V;d zhoA~lRbF+O*EfGmNGC+4n%>Ad2J?CZ@(DLtr>1`;p{FnzP$NLQz7x9t3@?x0?K>Y4dW#OuLv50XnZNwp=|+t{Ho!YC)7vmc`=n zoKV`Noivl*IuiL?6>+ustYMHac3kG0}%`AtjA1W2vpx;>@tw*{|XQU6V($` zbZFXDW{Lr5iF%cgZ)dOlbX==OSWTD`oZNGYXq^N$)w{f^DgxW|-xk7u8?H>$>CkD23af@^H zFN&NVB=k|n%@x+1trVbGgnZRE*32fFsLwC*cK{QLSqW=jVy;#1M5SBEo5Ggo5t(f< z1t$FbD-CHDO+}1_RkDR4!xcGJCJf@bb}hLPVIMGE(A9Gqdj8%ED&l0J6hqbT28v_{ z1~mC>DI{pi%w^9Vt&B&hQAqW1Se*v}$1d9LiwcsLn|y?(&@NfX?3J{TU528=`XjOt zHURdI{LEg7@iTDF5tRHp3iZh*qv6gzSjt&)0e_RTxZg~=#{{tx+b)un`PrM4#eYQU zg!@b=BVPy&H^rIzAEs9dYNA`RV_=^PbkacXS~6TlL)@WyuT@)%d_EYpug`0=*xny~ zD!sQyYtMw6iWXs*u$$WiFN3mhRcd_}<1?x&kmG$9$XyK*-U|-u9^ButXVJBlQ zf42e@zz`$Vvqn|+FlqMdL?wKK+KW?3;+gL2_F=2Ny0R^u76F-_AfJj>@S-j?&XG-CHd=8X?hS`!A-q z>{B#9(N*Ou;Cs+0piQu20(k!>F2}mM2uIrP*Yr{4pxCbrJ&%2lqV#hJ`1ndfYh?H}PMZ=+m@nFi=|oy`QOU}bITp{g zq$cqo7A(KMsM#0TH@-hw&Gah$PWshdnz&0Ws(r4kfbmmuUpDdgBc7Zu@0c4gk3mVr zUDZro9YNWt%PpxX*Iv8R>27s;J@dv!p8x2?@WgPd%c zTx*&pD8=Kracc|?T&ov}c>eS<{B!$rnNd?3RM`CI=eiG+4enUX+R&6lgmqYpMYQmB z>WU+RXJ$&wuI^18cpXMW(uMY)68|F@jz^FFHMNRDua$>_NLp5}HH#PT-Oy=aAWZaK z8@35-xt^6-p_GaCKqu3%!HznGYSIy$3i47#(x?vt%{WYk@ke#BRT$$W<1!U z4*sF?cP~)=&3=_a7k`)?*Zb;c}>^#luzewG37ua$&3scjmqBAH`5FW$Zctu?_#Lo zyLjPsXc^mu#B;nTgKg-x%B`a&3W}pQVn-l(O+4(QqKA4>BFZ==wDG|X!b2__XL)ZH z{E?i7G4d~HN@tt2UZmtI{$cg4sOz!PD|Pp0srO#>p18YK&`&?v!t^c?FC`L4WsZ_F zPo)5{5eL*$Etcbw?0MYW(<)(=tbZy)Cidu@WfI}|gy>aZu&}G??&rsE+G`D-t~`^! z`C674IFWoN46F7Q1XF`7Z9i>8sC_L5Z|82wxOAVN9N#l=-6g14kMea#Fh(H# zW)1o6>OpS(+eFmqA0DxQ9tLW1S2cxMf878oJdiz!eXaVT&zGHq>pUrv5lO%7KH4S; z_7~zDPwJ#*r7FLYuxsV0<;-Aue9PK$mww(C4;DQN=6yj=qfeH1mmA;XHbcF#UjQz9 zKq$t1_V7pK_clir3%p%tu-{Dft?pr~++Waq1EI+;m&+?{NbFxw`>FKUj)h*zI=L!9 z%~W*7$RQcUaj*(M2FT_r#p!45v z5EES!pG>zhl&en|T1_qLtq=n|-If8bHvyq#^nRq6aK8H>cZnEFfaPt^iIY-L zB<37j;bXKl^sC8JsUSivQLP!ZlT_2h|M}5a=q*aU9L}Jbu z98o>83#TRRMB(%Q{ROp1zYahkH5AewN6hf47*xs6KHW~2i+jK-Gx{qo(B(7+>8h>!a$1?g=&mS3j z+SY)?g}x^u4yd1gW8>BiFVlcOKc^pZ2=2|?-st5gY3fo{o+`b~`z4a|al`v$RKj3D zy-W6<5;ge`*T%Ggn=M)#Ia$6m6;0`DW~a9IP)rRU~y3YysWhkoVzaUxx|7ir?37I80U^VfqJl3w$rr~Z7baXou zGH_l2XKryg%YpQD!ve2 zQtrB46f|@DDPK@Q&Ul21e0jLk__D@OWGp>ozU7+9ZTv6jYzN4!`r2ldR~0QOFfLc> z#qIvGkrnH<-*z2yFOP0}pup8@^tfaBBcE*5_aV0&%%y`twNGc{y?yqL8U`@8B&!S#3X5$O***}K;CoCnw@QScb?I+Be0^Z?cS3#mFxV&Q`SO4d4tL)Qqe!qtoI__dyPG_ z%4JQLlmC!FlY6zyFongrXhJU2X5W4=f>T74z2=Ou9v>L?|0cC#@-CgIZdq)V;#Vmv zv&)iNDuZ&zZE-Hg$lHAd<)$wNj^9V|@3(QTp+hP`hJBOqdWg|D9iBETj|9H1x;l+F zrj5R$c;RApmYRVzOKtgUoI;J_zjO@W4baH>(bLoG**6NJvMV7bn3ftor*4;+kO+Dm z7XrL$v0}j8bFG*)zmBg#Nd2Q#-5IVFY(icy<}eww%wjb!^>~{i`bdcAg{7y}R%qvKt(gUU=5V$AylD=_af%Fy4zp~GkFlV+7k|J5mgzg zX-DpEB3V-hB`ZVY*Zxseaw4I_2K$2>ndsfh?M3jgHG|TR$$4sE`}|&`Z`bwrXsJYM zAThw@chU>q7AxGShp6nu7djTciimRBaP;jdxn)m`%WHSd0SAbZyk`7a#JhYU|3aYv z4UK-|_#&y!YeWF6G{yVsHRb#9hRIDOZ6%-vES&AQhkeP4eB-QAWcQM)FM&svwdb^G zIHAJbK7mKhj_sQ@(n&3uq1-_S>FhA#Y1Y?$^8e8Mg@(-$^W(9j{9ul1YIT3WrpMN; z{K>|V@S5e3sX1xZ*CT_Jeq|ol#7xFv@0<;@&x7y^8a9{6FJY5X7rh39&Q@QhfmcEQ zNIKU2g5q&lTw!aVIr*EV#Yh7KnmYv#-46FbMG3?8%XC=n&gLygC&lBr601+bol7^+ z^hvR@brKuKDWdS<=o%t$pG>6}v?#anDcD&uzM}A+ro`V0MAh$j}TM*#Z}yp5u#dA`^#l5A-<8hdvP<7MwLGcSk+J3z2tA zS~UnNh_0s?6@6`G#$Uv?@8szYI7U@2u`c*_xR`8vaCNOkZ~wLji)X#?7j#|1F#HVO^N!QCJdmz&Lu0v`w11RTOUSu@ zqW_74l)HBh>Ol!Vzsfuy)^W4EvCThra>r@@UsS4%r*4lENr$skjk=*0e@5n0vr0;y z#=^i8boH6?6E=yg1X*SRY0q5NkDC4r-9N=Da>?xN)Vwj9?8yUB86lQUqY@rEwQb2- zE;ZwLBuSy2V`u%6`VSWWznr=SsujfnqBpa>Ppi!W zQ}z#T_9c7!@jO`$h|4NWeG_VQ#&mjBc&EG_-PK%PeWefR2p%U|ZYvvc{<^)-<7^U5@#tgp^iM)&8ihn$K{U)q z2c|DHm9T6H&hMRo0D0mKkm&+G4T_!gbd2d!6=Ra#uOC^HXu2DTc7Y?jv_=l?h`q#_ z9ScdHZiRH2BmA|n;=!6`{*A1DtwDh6pMIcPBe&+6S@oISrvH8(T@rzkf~8>9g?G(P zI*^=1|HOQVzfg0bU5cT~M~3P2e^#Heb+6MU?_i*OuQ*`#G*lokmq{vxb3tnvr=067 zCs>4tt)RrB>FUpa;pBzbc7dge(CE-NgI6`%I08!@Uw3N*R$pA z&(n441^UT9Yw66Ri<+WVG3!h2qBWA|V@&Apo`xdR<#FKenK%d8N~*V`6{Z6Xfnm=b z@}tvf-AsY_vrwzk9b|w(w+oY}8={ieNMm3OB8FwEKug3$fY<^xQ+h*S*_ zLLbz0E|_0E@mnUJp_Xaj`gvZ{o~c+|gPNfk5N3^ea5PX-Hlk@j<@C}+acUqwe3ZZ} zYomLRyhV41#}3K1o~DyeY+uscLAK{Z(ty5PtgqvoCMpPEnzF9tw-x3 z-c@JUI!<&CCF%8l^?hbnuAHjg{%kcSb);LS;7s;vqeqq!9^*IR!Xhi)pZ~F_{%!X2 z)x1hS%Nyu3`e}HXGuBPQfmOvxRB=9<6#M&jB?HopV&0c9APe<=m%#!ww^`4-f$o`> zxq+`~(hJ{D`IGo}#e+UqUfzs1kDgjCD(JN6o+u|lW@jyp z+Q$vTjXS#<(@+x@F*nP5(%~>o6NGXcjO2?=CVrg$fPCNYKgm0BXvON#6@@0_m2 z_D|0bv5=2yzGyizt>O6=*N&{btL(FPGMbxBWaQ}`O#Y?xXS?`1z6MLjkJ8A{nZco; zr!-_Z%$XaRZqxP7-ZaPtvU~ay|!o+-_|fdk-RTIR(Djb^Ow# z4qiv}8%lCE z#j(YK<$FBxZedhh{`PnZ#Y9BTO9htAp)XKlTK${v^nB7?f!wsm6wa+w4ErCRUQc5v zzqA^RE$Ms&Sd2e(WXOmyzXmMK9Z%jnG1*Ir=NLzpj8QVm*2PJ4m6bnlo-~!X=pBRH zwC@-wH}q?1sedS}6O$vn@_VeQ;3}v2WL-(k&_HYl%8zF&%?IwUaP*zFs&7jE{S%$z zAIY4|R z8L^D5H$7$!k=s+WgxH-`@v8hzr7Lr`R-dR&;sr@b?ciiau;7*~8)}rYQl8S;;6~`g z7-lI*jsz@OQ!=v#2?G;~Vfk6ToGhi24|iq*MIQuZP|xo5Ti2PTRZ1Q6(Ch z{P($xb!jny#G?^|HlmuMR<=$R2_3;nK~3=Bk~(|sW(QOEL}04Hb7PT+DIB)_DV9X< z`#$l!5za07apR`Pr9r?)gJb#^87WulTJkUGOW3PeSdJ>2TFXAym)PqxJY4cmu{%Cw zdjOHFom{_aCj{jbVbux-k+GT8OeuX2Qint&;xi(&uv-Q~(=lC^vC*HZaaagot3c!* zqiY{=ySmLe4q$IBU2>VxFq?nMpCa=_gV$z8Un*;aWU$*?+DGX#qUR5dE71I*O?>sejb=40zNERy_W_hU)KLvp!{^_P&13 zDj7rKp?x>4EB5|&_LkG{T0dO}Y|rKIp>uD|!h&v$rj+R+`_Wv8`mm;wnV`g;9rzcN zCGUAhb)r8?K1|MpZh20Z2N7h!^2Xj3<^I|kcM_O?o%&{KZ9JR2LAs=h45{7Dy>&;g z(Pfn@vlrMTCts9;GB*Jpb%#oFDR#6+Xo$3;hYv=;)~2Z`uFX_lcr z-MZ!(JuVfZ;#y6iN%PoILF<24>pJ3elz$n$o}q@6XF>{UjL?)=zlp!p@_M-u_Ue~0 zNz!|pm(73FIPO3dLp81MgV(^Wj)|8nETZ8nz@uA1G4^rie+o3>{Gh)LG0sRc_%Tor zar+k}7I~1>TD#3hb~?e@O-#oiR*dmQffz!Q`YNt`&3*Cg@)J1X-vgeW4}Jvc|MJUD zO5%9rW4)?KxJ^V;-maz|KXhV6^2RNdAm)kSy>K%(dCCLA@;y}x-f`Zbqm3;n__(eU z_+HRH-^szBX?aRe@38Pzs#Dh^WSkKY-{?L`H1Upa7pb{v$M+holGOBiBq%q!nV%VV zC3#lCB+6PV^1)L$Is)$|NZ5Pom`{_;&rndMwN}AX17gwEWBH-d;MX`?u5jng{1EP@ z%Gj1^%WegEDxOT}>z4yJdGkxf6yZ#&K$SyDm3D1nvvpaSGDRO+amkN%rk1(x)0>?K z_^$heTb-3<-4~8-&hFkrOau#l(+Opx!)uRT?2Qle|KL+1KqyKxTMFt92bUwnH&}lE zyu>_Cnn+x#G?7S(_8$4cM{XTo!DZUJE`gKG63LtyEYrairrPxxWMj&)lnOV^52ZhO+*7~hSvz^n zlG>A?79ryw`qpSSmQQ5Qiw=f?qxn)328l1EQ1iO8>p1Zn_KJk5?vpPm_SpusLJb z2JP*cChMUk4kxa>EX+>;aVCq7<@*OMoKVlgLTg=OH@7!Xs}X^UrTO-H%(yB)tL8-0 zDf99a{94GT99{75f;7+V6Gu41Wb^swzUsk_Vyge~yMBXEAkLxpFOAn7RsQZ`NX0ba zb1|K(L}ZRmGHrMa+Szu9QR1{RX?k*ZiR$C%;|JaJuuBlW{Wf60rd5kiGpj|=bYPKb zm%6ai%w!r;n5*$Zt+gptuIJvW1AKbRnbv3|7wRXK(SkH|nc4MfZ=?G$WZlPt59z%g=6yy)r-u-iBGoRZ1qTgzEz=#a{-2jxpDDMDJm%|ERr>V* z{Pk}$dkAoSGa zUe9fR3dGpdiXJXyHV*rnF62U9STmkVoKI;oFhbpCrzfS_hJ=^)`t*!qYy$@nLEwXJG@$N~V zn&Luc3`JaDA=>`wj8)6>Mku25aJ2DhZDG_mTe1$;l1WEw(WSpZp)s4@0Awup7EW&l zxX?UB!Z(lqc@W~t-;V+st8vdA&nR(c-#q+t8;>>jM_i0WAx*aL$&=QC9KVR1=x4Vo zEiskc_WJPC&(wb`+2iEhkss`pPbw;bBUHJUBs*6SswUv)n9F&`GBT7fxCjxU`=$Zy zjCTzeUoQK4>w!)>XCaZ{gKUyFUQPq--DN-PF6}iEGS?Rc&vZhs5nIAuq>m`>7Vhg0 z!Pk#6E|ez!z#Zbu75d*v<7mH9N>cPcF(GX3m)aKT5&^IL2r?0zR5U2CNhhx0bUnf{ zX{iph)blkC^h>btqnMmUJ^g3J$t3( zS5n-@8^Ydw-pBb}eSfvq)wcsEO$X(4oa`AZB5RazOWvwc-*mjO;5k%=jKJplZDmXk z$m%W3>X?3gA5`jB#$5=fuKhD2G5kCq*X{$K^w-KUdm7V}NVc>hl|P5k_Vm^gUy{fH zc#QxBj`%w*|i=<;TER)$^$w$9Zwwm=mwC*PHw^sT;e5C%B_rX&%Ym%aP|LWC4MxoILmy%KL=@}b2G{T2Iuc>^ z(w6V*30Mt1vtj^)UNw%MR|gr=hxU;v^7;8$A67j&ij3Gljeop2Uyxt;(3(}@al+%| z5L6M%VHK<~)V8%B++T*VPRO^O&Uc}?44R60cA?5k89_iA51%15@GM-Qo)oAc#HeM= zUXA{1#v9y?NMaKwi2_ihUV4R)q4nYKu7Q=eI`^2h_drFk@5fBR4KbaqOs{e{CRVI@ z$OcB(Je10qe&~KOdf3JxpwSjj8N|~BY(lqct1{jj-gH!H!Sn2kei?14x!4lR;yI@L z2Yyi5F<;RsRqcqa(TjyadY%0-@3!(Y#yIAl6BHNH*`~?u`k=Hd;0~V$inWNC!HX$w zGYrzIK#m7HnB`47_j;L*l#jZcv>z4dF$trez9?>^t50W%8bOdIU1Nb^Gm=Ab%La-& zFIF7mS)-96d^S=ihSzYE>Aj3;37j{g>LB40MHJfKc>S@;VUunlr;&>}*GCWF+}skxbaaQK zCVVvC1C{&?c%c!5;0@t)dtUHEb_RY#ebux3E*JK-cb&$O1@3HB)^FA2qe~jSV!seh*GKG{)&=q<#}&jCRAJ3^v=bGO5K) zFu7LU1)Y@o&<~j^)9VDDjo7z9vk3NjFb$i%_#Q022k8wssd^P^hQS+rVgb~tv@0<) zpkDm=d^mWFKK$p*x}4l`58bm|lHFr_Da~N2u_XQFOV(J@$@mU(l<-_gWv;GHT2y9J zsiw9jdkV3MtQzvVyOW+1_ALf&8HqS!3b}YLOscpTN1bQL>Q4`t99IcaGi0|HZ?+^Y zZZ$q6N}))=!DH-UB&<|71E8v!45JA0B)HNH`gfk9bm{&oQ|$y~)!Z_71G=}>8!+Z}~VF^Q~+9faI&x7^-| zos~^@f4~VDfda-SimQDh*4FVe?7v!gUO$*hgOZdtN!0YCgfplhE0rJrG<+SEAU-Kz z_y1y=t9YXI^x!6}N8`e6RH{t)uBzZZwx{s24PGM_4}%AbNi1B_XvDGx_NS(sK zOD|P?%mkFI)Y86JrU)^+o|;{e5kNsU5M{mi8LWEyYw5U^u%tosX;;xU>}AX=b{E?* zNxNc&Ksu7ApegyKDWXl47dHM=bRnJRJBGCSwtspJ6YTfn0?P_Hq6D)E1G<~6vs1Zp zr5)g}?Ywrz=!*Lh__NE}+0&7?NrZ*Z z3t|~+V!p4}o=KT%qTdO?4I8HaD0;UBqc+8pPpf#2$a^DclX)YZDCbI-rMeP^7gmGG zad$=(UJ0A*AIW7o=$W5LI;RWuxpE1t&dfJ6i6jcX!B-qZ+BuZZH>;49ei%qy+%l-u z_zbwjgzE62}ggq+LL-)+SQ{04r_^E@239VlF0*S4D z`Yw-gdAq&EXo^i%^8ZninQqd3o3Us>gDP2;7gd8j9gmD(?7o4SSkvBmLapPW%4WKneagJ_)bNX zzkIe)z#Icn$*QbqTF>K$u1eM#!1tI}j~XYLHcpDVq`kNKQzZ@Es5xZi%{5Y>@p zuMfV}GU>qt`2Kk-Lb?^m&`lrynEmrYkQh@ub-qLM`%3xZwB2cGhn&#n$SqYKa7@FP zRVMO;#~O=cH(vnb4;EMPdLD4IXJ&mOJY*4|cqFxMc%zc5cu(hPbacvWe^$BeLtNox zoo&?OIDFxo+t3g>(vtcdh#~*^oT6$)!y0b>`fwT<+p61;Skn>Gwtgp8h1ZmHe{hk` z<0c3M>8jk0KuwKV2XKpY;&NiWx_R$m;31l#mUz>tA6&nZMhakshL8tpp>^b!gd1m- zkBp9-8%svfTE%9Hb;(<@2oe3>=JYhW&Z`4*E5hh$`0NRh3NHU8j;A7A0aE;44T3`tIG7nVhcqd zrC&I1RXy6_gD1$lIk8>ZUSVCdJ+5Q2rOMX66#QmFw@Qaxh&o}*=vdpE5L35(KB+&H zx{?P^cOg}j!d;3$IsJ9MpAqf;6P^7)YFFvNYYamAgYLG@d#gBo&#`s|x_3WbFj)+`Oy)dS1>Oux35lQ;*&gwGi{>oJkHr z4683LaPi7*6xDl<tMoA*F9ncmn|Nb--ua}OH zB&03&Q#d}fkf9J7-h$^xlHs)qB^P4ojaGUv+JG<}t6FwxonZueu^{O`1V^VtMm6XFxfSLcsBX`lB==E>d*C3^ zTon5k6s@}@-g6B^E=OfQutxfJTD7^##hgoxI0pQ8nNtXBQBT->R&5R!Bt=*T4m~S- zB6dx_Wg$AiEl~@3HSDeeVV$WB?({JC(%D$4q5rW9&>S#6y&NJPb|jCodOQrKZf=y* zyT@x+`h(ox4`R90By4IAth@%QqnCMQTyiORFEL7 zMsBNMc42|u%G{e!IzzZ~$AVf?zEp`-<<(PzgU+}mNy;<3f!kQ$BgL)6(-K|E#mGOV z=#GgZpiX@ws)RTHcv0n5%>M8`>gDIvoIWH?>>IHJuYofDKU!ew*>4^T2#)+9L{Poo zC_@}LF}p*D!8q2pRGBPNjep_scV1;M&3aZTET(+;>%TunQl$;Zc~)I1|7$~2+eh1u z!TB}&1k{acgv(0{_*)~gtR&(exiK#fJ=bVr0B11CYX)i5PZ!m7F9zb3-$9%GM46fN zu0dH`yn4}M8*#b((>>D#D$A#1s)Z9CnyZ9LGR_%#5Z?R)44otm_D`5{B?zSKoX zX45SUBj$8gFZJf!I*)pac0b5=mGCq83dGQ_3+ZG>X6k=1OlwGd)|~NNb}DlZ_oz}2 zdYS&`t%UcTE+o^_)YW!u<)O66W;l_?FN)@{QjQ%qZ+rpeg$GzLE>*VH(8+_1ANyyk z7k@!?r#6O94W6L~ZeQK#02#s?$b;T0O89$&N2xWR&Ktqf7ZU@wWesVjCZ=WdCqVCH zylIa5=LzeFGNpN~WCU2V-%*k-UwvHQOG_++K95cREReg+x-I=M$F#|p!M{k?3DdP^ zyOb+T!yF={b0b9n26|LAA5=JKSxmRXKZmu7gI{nB|$5p~JlE#%j zp=(q1++R}0uD{P}-K<&$rG|9e^Z@qb+BT>~@I{qk+SAn6AK6)VMgdAzUqT7}I|oC8 zgOh!63}`YPxmlAskW#!!bd5P$J?*&GC*<-e$$!yfO)ZY$f-4Baa0D>@@Frm{q@~%X zsaXxXymyr{_jROnEsjnJ_KDfq^*aFBd-U-ZHKt$Grba4iC-n0Aw2J9FkdQ{2*`U;1 zrFjXI-=(edHks}7DiSoYAKk%JHerO@fiJD|O&{q$VRlK!o%J((iOs>ChdC;Jz~^e%v_I!Q3SyzK7Q+sbM08hgJN-u&rF zcqG0@$QaX~UN_zDNHIx6pzZS5RBvP8gMf1R_y1~8Z0qSQPsEjKYWsIkcs4U}D$eGL zFQl-A%F^g^)_CsxJR!SA$a@~VNtzlR$(&Sn)@bF_{ElK1Ik?FCNe^V7UNel0EtS4+ zdnl%)Uu;AG5t5@2Aaq%8Rczc{bcxV$EPfGY8b!wPg+TxayU#uYwtoLY0%=v}JMOXl zZp_U0!bgmVWNaDJYj0qeEXkqS-rF=RDs(oY{tqsZ! zgYkZmLQtb5K$L+>FQ8BAF9=6x9r3Pd7n7un9vr=VwORvopxA%q(PI!|g`nsi-Qr$h z*p50ug=*n9>KA8U9}&Z$!f#1cix72qoz?$vMksVv_@XNtj^XL2R?+10`IRu@=qrMq z%&k}yIa}$Q?(E}x=#ldmq+MxF!;fetxnzN{Fh(Q`MN5@+-3ul4@kO((_}aQ8Fqz$h z@1f%ZSfIq&im->95673ektuiV3T1)c@YAPS(bb1tDk#;DK_&gea1TXD_B{r@D=Jzm z@tVS-{8)mW0Kzympll<+@FlXCrikY z6iUe`pdbGiKURI{0HQk6Q!R_DJCb>T2;$_#fYyqLZ8-{YQ6@e+>Uv{Be`KEImKavZ z)N>uf6P|?XmK5tx&MbY7!e9_?+MFY*MM5NXvFP$%HVA`)jsZx&7=uusP+~oQn9a%s zEc&09x()P?D5F@U?(1eUbPWx8^G9|L5LwP*+e+ipCWCTVc7oy}f*0j|yMO%AdhyI8 zx`Eu!BjFr*RG^eP90fuv1zt`!%`Q6aVF}FX+(UzWTOHl*k^dC9YRprZd7$<;m=pG) zUO}4G?7I0T(r;;q1o~&f%;4fs-2)*2hi^xdn)rwE!$M2LP<4E&x(*lyv~4yCQvgZQ zLf5}&nv*#^kku^#gGc=_5AyZ&gFn+IYEeHxCTj3ga<1g-?P%j_>Ggt)9_AaI?m#=w zN~oK@+NQXIM%1fP?^Bg&Q|YKOR27nY+2B&QmM2>(NLW;bCqz|THwUh+%L?$TA@DiA zJ`7RQ>;)Gl5dE{u_%%D&;e;z`2!jXtrO;BzsgiUSVYBDLxKA>*sLtZ@;2?R0mpmXI zf@uT?h#=9h5-bs69!8wIR9-TO0GXJma^Q5O=;8mf+r(&n&WlkdA5=l9etKzndI&#c z9bRc5>}uuPh_cky!hg}dyppt^X#LLC|J6;4nt1X=ohW58q*%5H7Xiv5m&DuzFJ}e` PLrtlgzx8q&{hj+ikR69I diff --git a/machine_learning/photos_not_from_train_set/16.jpg b/machine_learning/photos_not_from_train_set/16.jpg index 7932e36ecc4b399f02d5745d3c438786625a6732..ed7479e7ef9e31e70a782b11ae24fd340a460f82 100644 GIT binary patch delta 20091 zcmZr%c{o(>`yNIHSt4p=>{E6b>x^BpCOg?GTUoLzYn;J{q%mWSG`1{*tYu9!*0B>p zwq%CMo@`nB`TqYqf1T@G*SX$vo%ea}=YH?!ekQAF@(O8^>{L)nAW%vQh!z9_f&X{^ zze`p|R!&()QCUV_0D)4LmsOUN`~RNRq?^%Pkdu=}DScd{DWe5uXI1>Ci!eUJ7F|Lm zvjJ?dh4F+Y(jnKtv-}0cuNa!Mz`H)5Bb^I}5GO~Yv9nqhN8{Ck8ivUxun6~Oho6EA zZxs+UMx){{s^AxZpm)rOAY*)y{@C;%WQ?<8NSEwlfcvX zGEfh{Lst5|U7+xaFq14;k!>P9J>pa}|xS47i%Zf~*>h zn#gTHLsUolOjA%Im7<^_$O_&p#UJ-6bWlD8NG1qAxQfRIzH1q>?>!NrgYi0XC9)w$7{*fbwfeYdw_y|wf$xPti zu}t16pBM94LvIcLfv#47biY5y+g>vpU~tIEwX=Q5FTt8yq$Rg$MRy4>bd4t_Pi`ho zNnz9Z47`5J{Sq6nWN%O*F`F3bnEHV+sQ~8Li91ao22j3B`N&bYW2hyl4~gm(%F-9f z7eY&iHvW>;u=6yu#9;l0!pz+?97aZ72-C$3Pt?NSxWX|JA%yoyp?lCSZKm|=DomM} zXIq-A9$Le7I`~u~sqSLG|4hC6&#>`oDECPhb!o%ej1(!}_!A4|`&&vMQ5|jyT=;lU z4e@%6ZzBE!U5mRSf;qN|UBm8Or!mz!vwZ76T&HFax>WPnjK!n@&6tJdDA<@E~ZZY$()J4xghQjn^bWNs;4d=VW2f8zgi& z8m8YYbT{)bvj(Ex0XuU}j{?m7LWci=DpUQ%X?F7@#e8HK!LTvyxH;@po5pAczqCq@ z!ET}B7mTO0^uWLzv;=!eVJoBP8%(RJRCt@`qYUwyR#e;z-|6s*vh^R#=T`|68 z@8|Sm3}%LV3*X+lMaR96>xm0i`4l*h?^xX%`%i_`=5EPuTFW z0#OHH_)+{jkP;~DeE%UWx?cb!C1{UJ2p??&3m)bKoxc5G;G0pswxUk}|3?<7jPUp? z)hGrAC+RAI0*#)>wO4nmr_nspGj6R@^zYVGD>1zcnaDu$-;kS`FHeHI;lWWU9#E&K zRS!!?H<2o151W_+UA+o{%iMePX-Ts7XnKPpbNaxE#P>ib- zn4h*4fkVhiB#l_L^jl>7@dzn^&+wRU*98LkLy)leRHfD>c&T*e4`yeGMXuz6SyL~} zCF`vtnYXd($7XQj1Dt&l+}j*Q`CaC5I<( z>pcBp`*J_ah|=^Ybu5$A37>+M8pgl;P ze#bApiBw5lcd4mBqg#qftR6%l%;m(RH5*0c%!CJnbK;_GlH)dwW%MdQTrlc*xTXDv z|4@(k<~+FY)pWcq219{ew34g=dIEuiA`lcAmV-!mDCrhOdceX>dkazouD-z=?^1gl z^gb_fPR{bHi&QE;NR2_^vE^YKE2$BDvZL>U>zki%EHb}^Cs%1rCjq*Ko4vbjurX*7 z6|}jso5vVHGvq(BX5HnCfN$>Ex)JikUVgkvB)z=d!<;C2-l~#9%+0s^Cl!$=D|KUFmg4 z@)C^ykJyw-$cnKU(CCKqQ8txTH(|kt2NOa=P{bmq9d9tI2;%~$;C8wMWmR1lBEc03 zala1Xj=`n;6gYdYn&zq)7_&=vvx?4CNG;E01+8(-V=fvRGsSFK&K>FHhDR$WIDxrE zgim(!=%rcxw9abt*}$;#&@OGKfL9~RG{e|B2!__QfKa3lB}b2&b2R_nGOAR6=Ffs# z>s^HxFe<;Hqeapc3)}-_i7ls_uLBj_^00e5M-CGpUXVDzxhE2{V)W>qDUUnyMEuHi zO-X1VHeIg%Yb{j-gRQ&5;KL}%8u;UP9(}LK#pYjXr3q+#C3*=wdHiva4{aO?Mr|s* z+vFSuJmo(PbJP)LzlP^RX(*njzwb_#pRUgx0ga7I8WqYqOyAqO14)0!y>L0&XRs0B z+c|4!{{$Jm8|cG1w4X{=7*-K~v|~gcvt=kVOSAP4G?|a3Argn}5^fnAvL};_E^Bhs zENm00ob}uPnN9ld7g=O>hmFj!hL3=Ea(SVQN7h}X-yqBZaJ{&`%HQzyjKvHwW90Geq{M+^m z>D-$$_=^Lz^^#K$B5VJWr>OW!<%E!9LNv{aKEt9#(+lVDqcF?D3yvYf4Tg#vfJ7`E zl{ehtF>_$UmRpsRCi|tXxJdkEi?ZxI`oqA~sa!+n1y}M#yv6uaa{|H06numrV`oRV z8$=Q?_y`16v<bNgEj7+D-( zV9e}o`*{pOR05<(euFu0A#lxH$zqDNaKE7cp^gZ_*q!D-mLK7NwhY8C6-IaDEa#Ng z`N?5h_jo%l$MQCbaMDVAjGl>FV0M|*I4dhv;WQtRRi;%r6(64WD+Ju|yJbogPIIv0 zLRiqs+H_`5QfQMveK=;HV36TGLj!WfX^p-fxEmKVq&ZDPC72NYfgTVzKm&?V$(YnO zjaZOYZJ(``f!Af?kjnl>luAvF=z6#DL)XnMTcRL+(4P6ZFX_Sw5iTv+ zD)SpUY&e`LKvO3%ImJZ}S{u3L(KIvtCxv7%KQ+rn*Al-$1!qOJiT0WX4hv<~Y&c;q z4Ef`Lp(Kv7<;(@?5lD5Zvr2|A1cC|5{|AaS7&755rt^xy?{p)~`uSnJxf?glEEbq^ za?*$ltGcuPT>{V#q7iw=NjgGQVK7AX?5Q|a1cH?fTg>H`8h+^Ms1n@)sv6A|(Hf5$ zw=}r{(Z=J$v%Gwp#f>k3R7wtwSp$s4%7CtSEIq^Z4EgrUAQvAblq#PPc;jpPUY7u? z{<<2HAi=6h7mVC3PDlEL`+4*kmi{shDW;VHxl*wP;5wyEax+a*MClzj46YJ!7B;T( zp;I~ldFoDUl=vOQ%xvW$mlL^Vt|!0jGfQhM27R8dN!hg7EG&MxQVri)I;(-_IQ%4iH_DgH5Jj)erV2?UW^ zKuUg4CidePw#Hij<)ycA;Mw*K*}jlzGspJs$^6iSU9*(-M0dc z#zf3UxXYX9BRhnsr`B?W>(IS68}nny6le0~ikCp3@YO{BB-QvkKrWx_Yw!YY?K z{2+}eE89dRaPD0|?WxzI(?F!sw#CAEkVq+f+f1oX>85}m4I!o(ED)*YPOB3cvVmnW zfhAy`xBKINi$llZ;rdcTfw)mZVjzZ=K9DGnuI5J5Eoq(v8g?pUXs~sR$uUc>9J8d2vjmLc&`jTJK9^A>zw(EL*?+cP87K2F?}e z&4&+UJWxqHZAT+?Y@!-Z*?YJbvu;dJb-?^Qb#YDtV$>{cb`cccVIF;Ge(R=|Qxe0f zhm8M_*3lnvm6eSOss6b;Fp06J7|zJYA1CcVjt#hpwYtEuq5lHOd35%4ksB<~m&Psd>9oAaWAI7CZ z$(T_ZOej@=*_!)A6+Y?;yCCUohQLwB)0g%k4{F@_C-=M=F!J!e5~rvQG{} zJGkcg;IXyD^2#|-8N zB2BvoR?QKg4t;BNIWWLKDtYV3GC5<%h9y4%s2}Y>E}U_3#&*a?bEeNUeX45Q&7;ea zC2|Q=2KXWWfi%eaF`hqX`hC`VN~3*XO93F&XT-D5mOlA5n;dT6bhYvroS2AIzUTr* zECb&gl9`FvQp89EvPe6Fx)s!gV4+FFcBru!)cy&_s@ID4GlMtPkb}r>Bpl%Y{sZ7z z_RiOsKwo=bM@wM(?8pk@{H6a)Bvv)r#P_U40c)Tc3Oo7EeKfWhQOtpeLTm>2Fc%GGY~yK@(f@gLQzZYwj<#z_EF> zyla-|*z?NLYkMw4GfTJ7&ESYPiJw&(lhLvW^@I?!&F@FSWkIs9-u^B6#`Rh#Qr}7& z+IA+S^5u)qT<`Ng@T+h8bVf5tkG2;FfwJ z<>sPVtkt9fk2k8GA;;DPpmDx6U{VdsrKluZ??I*OuY{&dE1+B-ygxhmGESYEfPK%- zjHq{fH4LRYH8_j%D7?CUhn^rG0AIYI2aXjM`Sqk|WKXW__U2c4ISHqNz_tVW#!{(C zjo>dTFHr}}6&_O8D;9Y?5SLw*edaI++$#q8BBgVRHf$NZEv0xEaLM0vs&7(qCPV@) z6PER{MvK%JcIj%0$CZS(xG<~%R5jsY%Yi)@mL%5fM|^!@a~*If0YBVpo??a8@!HRS1p} zM^WL?4ChovzwO%j(T^VA+me>U9l>&AfIaFzBE^*M^;(Bd_w1iQoL%_yABaA5APJ@Z zufhx=$cRofJOqT8z($oy2pa=ZaB8?Col3EYkg6m=btiGBuAUXb()a>COO&>|9 zlZX<^sSHGeE{-PYMB4_%im2%A5lY}LF~Bc|QdZjEdM0m$lDMR2O3amHddsA8GEbD5 za<=7edMWX>cqFy6(rn5ij2K-^r*^k&M+Z{oRI5_G!O)*(UuXS>BBJ_m`RbV?oNPu!h=;maCjze6 z>(Vc_Kmi?x{#NqU(gvpG^+|r5sTn?pXJ3-`-ZwCF2=508DWMAloajdqj|V;Nk_akADv2CvYae%dV1i@8Sr1+n}Sz0o#?{ODR9~ZH`_e*LEvr zF6h+{cy)`xu8TgkFx+5xgr7`30 z=7++(ECzzs&}1!(Rb=U^U6Armwzny{ilOF&yn{R)%J1GCnZBKwiN+=c9$-V@r4)Bz zgD^F*)kh=y*|jSzZsqM)G*X^Da1qJv7&miH`*g)+w()w%%AgKPmN~f%DUkE7{KFLo z#~M}kS@L-<>Ko6MWpaZnjgc$2M2r2(?_B92=h|Vlcl=}xxXH=ZkK1NC5I)T>j3Yeq z{1~>5#%Nm^QBuRtkIuLpoq&c2dQDaH&o<85EOW7Naeeq6WrPmHSwf^j)puvb%o?iv z+!ti=tWCoeYPUAGM$v+8lq)X75GX+${rL>4@aP>Inh4He3v>I9CI_BzG7JRWGi9U8 z@zeD;lcT#&P|-sbTB&5fS^XzozFkg2(+40n&U6s8O=dAapv&0+$(mfO&nu_@!C$Dv zoRPXjw-6Tgbi@2sQGu`7EOOMSR(nbE1X)_Kem_(SxB8D5K}ae{o_PP$O1s)eR{a6Ml)^~+oazfkIpt)t2;9I$ zF0q%YE;v5hKlKE>qx=w2BbNgAx-78{y+cs40DD_$`=Sn1Qcv~raMj^{9;2|My$3IA zWV)*`OOqF<&~5T$F%ui_pUyMf7q)O@mB;9SaVbXV(?dH%=Tc*|6Z=VE6p{eC{T!D3 zcjqo{%eDGw_a8`Yh33HqT`uyB9amw+QI6=lmE9IN4EP+LO1SGB#Dl1%q?Si_`7?jo ztUKU0cL{znMa{=XY?l`pIpe&)D4G-nggwp=ReycuXPPl@L4dAbFrS9j{ii`sxW?Ys zJTlk4m7_;?c-=T+zZTHz{DD*UFg4$SMqnZRDf^>IVmbDUcRDVX3ZY zZK3ryI1a9EjcdO5yRnsv(3}y~2pMkuUs}8BndKQ$d{&6s0IQ}!*I(1=-)e_1boxqa zo^}IXj?|j7?6sO}&x2($FnMVL>b73Ut)3&x=`KPbA1b|?o5_DB$rE#A`Ix++D67!Y zhmXUY=hwLV=X_j7=<3zF+da;mC0cZU3U~JMBz@eK$#Z2htKz~fCW~NNvsE>=IBr>)VpUufU-NZr;URP3s`9@aPKV9#kh0{XjAHT+jEh zUZCdFJzXvaGK7{;(8?C$Ct%0h7{+y&Gnr!X$co)zrTU zVTkEq$9*WTC=Kx{jX^gO!s{{8Dfi-$%Z&W-BjF{uH;jVW=@NbvBCzvIKTo?J0N>z5 zM;wjakH)hiwv6B(D`i+i)DG9O!d0lT7Fd+IJD66xC82&o1cEaLlx;Lw{$RC0H;{bo z6^2n?_fHoB*hf@++kWMgP~18!6jte`sSjh7B5&D zaTfaCEbl4m(LIs_89PqnWC>g)c1VQpDO?t_R)5GN!+DvcASt>!C883!y;t15vHXc1 z*2ELvyE3-YCBT015dFw73h#5UvRB*}Tj<1RtH%;U{1p~v!Tu6dJObT=vCkyrAZo>y zV!(+l=i9+3sG}nb1HF$fn5ejIt%b#WcH9HcqnF4sL6Tq$t4;7ApswP3{r$!n%Y_~lx11^juo_{w##@qs?kQ=sl+?WJ5|yMy=jZv`nMR`fXKx#^q<|(@ zl5rnglE=`MlqKK*IFZfU;?LPJm5X{N^|fzkGQP+qNwg17A>)t2?h)J+H}CzmNc>{h z`Kk6!-u6%|*^hNJ1O~npboriYX~jv&xMHvhODj2d`~4@Mw`b@B)pb<<&T;5gcO1vlx((J51+Kv~Yzx+I8%2s1?S5 zZcinLCk6KGFMdLmdlxp0jfo~3fS#qQ)__?Fv+PGWJ8Gp5ODtKf<{~UP?>Z1$kHPt9 zz5ny@T}4IqSf5lStqCk&*KGJgO>SB416Em4#{{KnkI8Ur61{s=pNgO6rdnkB@W6+< z8H`+YKfv1|j5BU;h#V9gx4j;x@L$tC)1atfP4O!YQLcbMxi8P9%J0m2CCgdh>~BT} z{=6M1dpxbSt7F1z-p30A4S-CuBcotrGElYq-rN20C)svh%9$9P1eqL(M3pH8c|3y3 zDEGjqLGx$df*LEI1?}jR*}r(Tl*;oaaCpgl9e5}r)eV)1mYYrT7=_j zUg$Z9K^oLs_oi&QTH>!}h8C#2*-72&_PkbOFk95}E;+j9PcNk6K~3X@?G&Dwg!iJZ zQg!i*W$nj4sdOL~uyTD<@}$a8gdP`c5`!4uo+zk0T@Vcu>pk(*)71Ud3*{c3ND(LJ z0gbO6^_V+qP&W#XjS7VE)xz-KIu;JHc&Zw`#?datfb(oevIz_+DOSmv_)~&>!1iqK z{RQFSfqTo`KK{1igUoG14Be6M>WDjE`DDX_kX-_|RQown3IarXttkIMdn>L_&!rxy zs|CAKHFq1#MdLK=Z68~Vkm6>p6c~{Pytoi0;Ju_r2jDG){b3=Z6gSi=TMNQfG^jpk zkL1{R9-7&9?VmPp1!4Wsz_5I$PF=QsutmcrHHnSzr}XE4h3My9BrsS2NHx~~2YSj1 zLH3f6@6Bp-7(kLJZn8$UU{WRp90C_YTe{>A19k44G$Lf~%G}jccUCHH$LdOcAv^2 zli7{Sq285fdh2(`Xz{Bc0~buxK{$}8>A$>?RHV;+{%7qpfxEI>37VO6F@N^fpPk`4jmPZ)k`IW!!tN8IsWOr|jsX`HH;vhNkF5riL$4&w%7wnp&+vyS=lK6c_zsmi zC@Ow_Qlt2v%Ez&i^N%N6@9HSY!i`2HzYE$LbC!}l)YBM7qra*yF8}TF`TFsSt7JLR zj}^sDvg>PXh@XMHY41~i9yK%l>7e0?nL;-4m8@tVAQ7!e#d%VFpNYCgKheyUb=9l6 zh|ri@xD;lJ&SxcDPm8`2{A$p3w$;mX;mmP|w8LdLK{rt`&5q#Df6pPe6K>QgS=Z(*9*`;&?OL6ZQD-7$!2M*d|yI$ z0NWo6%+t%AyDh2+17-CeIQl;_D$X0L94yytWpSn!H2F0{^+9I2Zv)8ioLO9Vt$f7? zo0LnKCc1y1@R709Mjf84RQrC~2)u04e=7WoD5RQ+v#i>CMNU2^ml@c%MpmJRTTG5G zo|jx&a1+5l{@C>RTk4`Na=1@!<1Ek`kq)l{EJpUrl+C?@;rm1Z>rbTPYAq63zwowj z-yg#GSUfLshDdHK&A*>q%}p|X($B?|}ENUGU9+}2@A-Dbw88K|ZiN-y6_;MCh1B80bMP7e`a#qb8ik?CGkbSN z2A1{Fx6OthA8xdy2k=A241K{QAS_j^C4zFdr@e;IcN@CHY1ZCTfs z@mXH&R&t{+_2lSX7ShXbaNUm4zl{Ncm>ko6G6xZG@6Sju5;8XNhT#zDpolyIj>;7D zghj67Ak~~S!2=c@CrkDM)cUY7SH@+?Jytd^m)&#H&onsxOlNGIIW#rMGz2pL;qf+0 zuN6~G3>LYfgI?X*vj@DThirX#Z5Lk+{IQH)S8;U9`YE*Ss#INT7xE;O8+X)oA$4Zt zOaWJZSG_LgtUPjUFf-s#eeHuH4pqS zd-{5h(^UsWGWm3ti`yBrv*S2u8nIVh7L%g*DqcNZETKMm+M^Lqp02O`F7#6;l|zE})X;zBbTeB` zt8o9C*kM?9XE89b)FaKx_1D?NY31IgWAx}8ySZ+TB<<#pRlNu3g`G94G4s|IxB5gI zxThWWivgj%UNx=Kx~FEI*A|_EBN|208TyrAF4OPU3oe?qwj}r>LgSomIkUTJ#;H|y zY27wDs$TUCQi;u!Hj($2bHc2H8p5A`%*?Mo7Q|8LoiYIR&rjF(%BMJQw^0u%0R~Bw z9AJ3Ox*pzAYA1gfLa=p(B?XvJ?d*(_O^Qoi8kRlBC3mk5*U&j!DlcJs?)JOuUh6iU zj7(kiy{6P4E*Dj|*`s6TQytc0`uMqd0Zi>s-X6GAHO!LzM>qV?SYIVF`wQt$`Kt&y z%kgo8Qe!|$Dl>-CEn^cr8+P`%R&uvw`O_U1F{WFQBIs`a2d3_>n0tw+ZsUy4(uGKMnxGN6H*{Cv;BEtXoB;H8 z_iyF%tSF~QI5TpSg}GfCa!uBZ>xXtyY!+bqr|#@|y$vqX%CrIE$T{viD(FDW{@NOF z8+VW%N5-Q5flz~*eP5*qXK6A-8hij{dLy?EX7AYmy$Z#vJJ81uG`rcSqILZY&b5>ZtJhXevDO?Bv&p9_-xAet z&Yx{p&-HGdJCy8_n4b4X%R*fvT{zb{zPG<;ons>(eM>6A{*Z&=9iNqDR3_cbmh&3+ zSw`RZGhxp1NmPKhOP5hS9apxhZY$bs0OL?jwW?Bh>2^9;NioLrnT$`|?*wjKXSUHd zad>KX=?(a?hZ1tQ-XnuUvRPZ235IUjw&tEtK~3QhUzMV>Ph{EFQ;3U2f2X4463J&fm{|SUXB} zR?MdZ5!q)5OF0ttBN`uepBOx|@8_@kahs+AtkLY$&6dxCK5rPm`{{xiotl~IzuxKT zBk27>+K-V0*Fj@^CBqPY_M^m;Y+yUrJIz}+DIX0i zlM~m^PZVB%ElF)<|D?q<^61S-0 zo*_N8zmCW?>8`7&eeqd;=^I}5a&FCSk~{zI*WXI8eHb8a1aL@Hbaj8cnNEP&Q=d3o zV#2wurKp9mh3($uH;mC6o49E6o8C^(<#lrNM?R_oORbbj`|>pRpNRmDTPF7D7ihs!v z6U4?1T`WjZ1J>~VB)-K;{Vz9-&`1&&15U7>O6a5EuUa$GFYhBEhave}cFL}|#mM|~ zH}d`i{U_6{rsvt<$vOZ|#WQDtYKd27#_*Ax8&hx?uA~@b0b9V54@VDUf!HY395I>> zj8B{OLZr>=IcG4jdhAC~(UsLa1JYf1NRO=Up90~RdwbpsZ7!+}&Aj4cTs>!L*P5A@ zJG^A$4qwH5i=!b$X0PD+$%Xhs1r^4Rd0n*!8akGQxmSH;-1G^F*%_iG7M0D z9liV?RwKAhw(mQ+HR2zL{m|;oOC!k?FJwPoZU*^e^ZiggC~qW>ovJD2fKrh(>5uHz&>V_f<2V*YM-pC7r8Zv8r{>uPELoP7F=`(vENSFG~(3KkGw zeSWhv^qy>|TZ*^F`fBB*V8X)YeIgKW$?qz6+bP&tw=1?*xe|9_IhW(KQgT@V?km8% zjmNVPDf|xM6H*;B9yM>{;Wu5BqrWOsn4?>r&i!&VB=s*k5x!^abDoRy)0z|OAi9XJ z<8FL;+lSjdm2REa29&O)lcw;Qg)T})G=luAvd_^So*{y>?O3dI^v$=6Mul zAH<5%80S03JGTctqXP~noi33-lREMWV}FFT-id0Xqv8xF6}M~s=foMgAX`_tXJ1tD z6;zE|G}`oxby^>YU-7to_bWVN6;Rjl>SCIUJC^;}$b0E>!gx*1SV165CxS~u*{Fnv zduvnTzK@7O^lf2_YfhhBd`ki0dX_sb`a6$n-t67p*|_O*h3{6mPIV+9VMXxw(o%bE z7N(ydt;FCgbSIAY&yOH=Hm|Iel%4hAhPxhoy4)U2iQoT$T!W7Gj;!9^mk8ad;^$t0 zszugrGC@=d-K(`SpRV~ezu3B=`dYo5RAu*TeYdb)uu$CzN`->XOWYEmbGsd_atUHc zbBN{KBvG}j*9{f9NE$e<`*D#0T6?_V?&4*_G`UL<&ut zVJX$GTjs9K$23;fi@*_Cf&P#3qp6LAr9XzzTDzX~q2-UruKqYHa5Rhhss|x}KS=H%VpSV*iw8=bFT{$b zfg5A6-(0!4vLt1=g`q=X$C1y##XR3Yl!soDD#c7QB*4)HEL_kn6ylbxV5i5>`8d zML>Xk60){pHvfcd6s==RlZ0VNqo5<2nS%1gB|U{S6lXc?OE*Kxr-bg$d~Te?zjpdD zxwh#Ud~qL8)?j;reXbOEd8RhF0mX4w*fn!V-E3vF!29)A_y_Wnr+eiko6y1`Mtwnk zIr3`}G^jjL+pNj@&-3oO_>-QQ0DE;p-F3S9E8Q)dWu=J}5+4$>h1xH9{N(Lv1^iK= z75JRfsc=YeOo+WUllr0EZU+kS3%P*^T$g9tF^XilN-U~f$ zo!YCY`^YiV{k3=k1j?hT?|G8%CUP3TH8hAev&@xhk(V6+o!oNOn2Uw3jYJWbg=GwY)y~ibgkY!C?TX*`orQmVAb=NTz4sf z_b7mE)zhLl(YG5x1!CfU_w{@O)PVN%ZjWB3keCj`>7rQ)|KbcpJ4VT{kq)hl&AuBD zY}YcrMrn($*!K>xJgJmB=lQ;!j|)Du*gVEQ!O0;sh8s$_SSy@A&T@OfHC$6O?Z1rt z0}21-+wFY3nxU%_zZAcD3k|E+A}5>n5P$)!JJ#%QxFGD>qYt#B_V>Y;-LmJ9yA=`A z5O#Tw#PR@LW%jeXioN<6kqklNqkA1(PSMDoQ#O9Prbi)?TS7ysZ{9i)7cQT&`S!hk z@c8mb64KWJNIm+drvAIP)W8W2FI6c>RRfN`F}wK}le|^U?HVNbhuN*$n7#`{LV)wL znC_^NB67!-&v(9O^|Pbf-brcBwUO9np6}3}N1BKc(Y3!>(=90TJ5HW=+3ngHq+BjC z1)^oc@ZVnAtEwX%o^Dw=J3=YPR0U_5i?5$i$4%(~#j&Nt*#*ju_NAHyY#6oD^RbB| zVp1rY;It4Gh}K`z?pfE0vpX=pirL5H#(bqsWNHL?4(o~C4^OK@&{Kh#^Qt_RnIM7^3B7xXR<)C zA1a2`)BFPK?8jEj8++6k*Tcr|(%8zN1lV&QZs*Zg3&suoh%Zf}e&qiPToISIhFW0H zRl_cQ2tmUTw5T~PH{$XIna>&3fZ;<29~9T?lhwrL9UV=!`R(2r?kJ_-&^$N1%nWKuo*K7dRckb7K1t7Dl8SFC(n(PSvE zyS{g}4_f+Bs#R?*{o||)>NYTrat490sH}nrcLS!L2ftuQVL)~K0Z(&dZDakoAl<+R z>5p6S&|4t#+b#I9L%os& z(|uHeT;uJ}(cysGM6He5+{AfM?I$sq>R#g0r`v5iv&tY0dimV<4Sqzg+S47%g=oz< zM!gFSBL0aky2=x>x4U2J?*8lZxBuR3eQvM^(uC@D^)!u9M^=~1?kfChOf1Ac<;DsG z(2~FWoUY0F`JaG8eUFy9-M-7|mW7pb+_Hh<8xV3yi^K;|=hNdnS3hV6i?ue0au~g2 zXAM>RqA^-i`<*56dqb0V%|{=-VTSoH+UH5U_ug;<-jJ)fbh{B0r=}hQi&RkSPUr0u z?cDOBq^ml=+T}{fI53d<8oObph^P6nvvtqw-LsFa+pElsvy zxgo1x;=PyzCJ#D1y;}JN#5^u|FjU^ zU_tK38XfjB-*sG@$KSxc(4D)35@|_xrL_%=a$;Uof??d|%A*Arqyo#y`uf%7eF(7pY1eEqMWER>sl;;_Vs%CdRU2F$x0HeNeQldQ+hv zO}FMOlK<4RI3?+CFMnTgjt&!nTNqn=;Xjuh#MTOSk7pBpVfs5t70lrNydIY z!q)yK%81K!;xS{i^42u>l223<-Z)L?QQ>@fXpn2pi7Czml?2gwBZoXc zn?L^{1K~xkoXeiVeuFDR2E5`gCA(<^0o(XtQ&h=vyfl}IS#p;FeJCh!)AR03_Z&e@ z3ruLJ1NmQ@zUBWR&gd1nO3)i(Y6)+l@TFTA#{KC0)UbihXKhTu*QNf=74xGr^T znseP-bwk#Pv;W%95YhmN?>lms|L6Ucuz_4~Wu2hkr zBbvof{10^7VoA3#^t_#V?C|u+ip9+Cj!ro9&nV`(i;nyI753?g@7{X1G9F?N{()@Q ze&pKqjL(~VwAcI)pFe$v<2y+Ww0BM2m1=qP@onpB|qz4FKX2p(Cuy5?T=O@*%UmK z4G1B5zV6dcn4Y4e4Vckau?!|zSk-?Rtfy1isXb|t@R=UcbbQkI{gvWE%()rryevd2 zM4nmRdHswD%t8!W877m~^n)aRRbLEud+fA)XDbQfIci{2Jerpx2M`w`#8a9!+Fhb7 z+B*dJyU~Ks{-z5PS)xL=EYwf2$7a;Sr!#xIMg-yLx7>j7{sdw%Kot_#qwk zxZ*bAM}vq)h2?BeiZP;hkWB&|#2O=v8;!d1<3g)-+t$j4MIkYf009#MZNK^z__eJi zB-=mXD0)%aC36!70j$mSP~a-glSeP<_&Sd)tt+8Bdwkzy?#~&Igs7*XZO#IBXhA6T zZ%)PryxZg3re$7Ut}y>D{mxG{y$@6Z6I>+an0J08n|*k_k~-}90tk?etP}H1bIhUF zF9t#CQ5yz1s3XVGn%TUaTx}!ZZJtIVT~g~E7v4{!uDPF(z|mrgQR0`I{W%2{N`o_P z(B1#ZVEXPm^Y=!MpOp&iT;hUb&qtXCz|fwRNd;-SYyuVblsa9@PT+izqVAiKOoGhE z_g+kjG$u_d@K)Xyv`@w#kN*&p{JcR&vz3*^?awqz{H1vqH$tlV>2M1&S|^o)5xB0u zd)`CQK4J&%4|OyL^WU`Q&nw4qc*HH!XNL*|=2CapBXD){os;I>Z{+PB?G?OF=E>fG z8)=KE1`*q+7>t6?jGerO7st$?Uy2waeb%2J#p{Q_|3OiwKOgIU+HrbvG1_`jII};P zFL$WnvqptlTw(5$dpR&KciZho)?2A7W2<8F21p<$;)-6*^%-wrd9wkc4|r^90dqjH zjw~vj)32QLOo0#9I4o2X$?&K0tvAPu#(iE5Sa!~eU!XD5b5uh(JQ~Tpn>pz8qHdN3 zYmynMK7QR#Ia~V93oU|hVTJHAn^Iu_|Ncj!dbS)c4EsdX%OuM;#bd~(gl@wZco5EX zR|=4YxV>3ONJ9_is zd|!z!+q;+_^C=QE0v!K2(fhajmG=DmA(^$;O`E})Skj|@SXy4b)RJ`bZ9N>yCO|Y> z7jtlBPiLypeGwFSzaVS=SWf@l@_K0oP0&986mpbRQ#@n;z0uu_(zY}e@Z;2T#@#X7 zB}>1L9v3iw+mPd!$!wz2eM zk9=Tqu9UuaP(P$yVD*#xp>g)AB9jW&Do|m}&xQqp ze#@{KK6QMr=tuOs3(})~qy@^Xit=Vlxq#?))04;Q1?@e>s<}EjQT2*M;^QJF6n3F z{j$gw&m_HY%*V(ZnOA3%nqZth|3H&mK2{a!2 zVd^pHnSz&LQ2_n`bqZYTN&Mcpg>5-U7$l)^CeoU66qa>MiR%R<$$p|xU?HkIqQ*)% zt(tl`-uDlrsFE8-Z!iXfxh1Kse8o$%vJrU2Uhsq<&$}PyvKM5ov*d*Cl>ii^(`uM` z3e&0bn8V2z<vuEkmMDozLX2p(CQ^a(@!iO$ael3$V|IN@ zJ{2z+Shazt$LFI;#C-+0l0n%_9P~~t^pP6R$yxg3EIhEiSNt%ZOm`3b-XrkW!7F+D z)*%wp9OA6^?9JLq^tGDMSH0dsCg~}NmSDcdHQWQSa$ zTEGzxN(nKSsDsl}+!trY!8)A|)lpvS=|l^ECAGj>%M@t4vs{MD>+@Z)?tA3kS3^}} ztbAeE&`^(dFyLFUPvbuRavEk-XfwJi(PG%U?8XRly>KfOwS_apcDFxN@&1(3Ry{Na z8a`aCw4axsytN1{Tic{AO=t4F$nSchaGH>3)9z&o73Ie*i$4?ZoPLyGf6Fyhc4&?f z3H~L%BNm{T{doa=>RGPT(=&v!=4%nZKJLP-gJvb+gxNyIUPUB1`FDW;FLBK=WUfd!a<={^xcu>w3mGWWzfbp!_XT2W{Ad(*kwtarIfYChTo_ZfqPr(=`rB!J@e^3WMPW142%N!bDO_R7U zZoK!UW*HvcYBc~M8P7Z%P{1%MdB{1S1eu3WxyMd%QKJpGaB@A56(f*-@g(Ph1wi3R z$-w$h2LmSI_lpspn91o=Mq|Njl>>rtflVBBU%S^8EN-mCKSFcpD#;p1SqNq)@Z?q4 zrC_=A2LPJSe~>Rc5)XWIsiC+VfL?tw$LBy7;(wP8!2Jy*vSg5~LBc{ImJ{jn5p^$^{YeKP*F|Y@=39)DkUeW3Se%=pxz0OLqtCKZtZ+T)wR8(Z zbg#;!Wd8tkW}mdiN#|>G_5T1o)FHPJcVvaY9<=AVQlteScH^x;%{@NjYVB}LY;n`2 z7YqqGe*j@f2OX-MERsg88+^aQf4%QgO)lY)*BCtD(jP((H_Lo5I46u$VYfEZ>&d7t z8Pu);AoI`irdzwtxm5!s1$ZHtlL zAJ(6vVQm}cIA+|$^(PfqP?HiCY#woez{Mm{4>4zd-8}s%>m%nX06cf9i*+eTHuHi0ed<{7%Yr%{N#isC;M+mzlhAt7CSxSy8@b}6$SsV9IOmLD`&6-& zEAw(x@H5xim4LBtF44{~I#tCW_2^Ax2ge-x=M{Dth+*sfXaeI96yW~=g)c>Hb*8XV zxeU4MjP(@)$TyWd`iekV&&$EiMty0&e^96EQL#VdQyNJ##~#4Y2N9A!>G=rs&S-f< z1t+FC9@SmkwnLNjq*8e-I)9$Ep(M=TH^{i}&tF4Hahwy6%93l1v&X@Bn1BEo`Lq83*Q7DzJE&&K9kM!8qy5@^ zna*>`;QLZMqA|cLlgK@)vs{A11e}cYp#gUp8-omvr`m-jn;x}MF3Prgf1jo^Q$r%2 zPt+PLBI1GA06nNvhQQC`#W&3gK74>j2ROwyc-k<;;POo&o7yqnq!EGjH0@RgVYn*w z$QkX9)n7!E`FQ{yaB^|RYhq23ZaYWI$-(K{{QW5ubE=_Pff+a)5y+>g$`o!n&0V{; zi5Sbq{9yWzPv=lW0EQ5v_sr=9v3^Si?EmBW^Q})gZ>= z$@tbq%*G`uGxH8e>MCn{q9SH44=1AI2anJ4??4)INLw98zB*NRlm_{;>qWeZ>%8*o z)1JLMeibg*&)zAYdO&c~A$J5Ej-4qnjE4GCE^ZZ6s_~w^`Kn)U+zO6_=bqK627@;2 z70GU$YQi^MWMt#gf3u;HOOiROO)lTL)2$#aBMwg>=OED>izf|(^LHH8DJBL!Ng3c1 z#YGLsTq!&QpIQLh2%zL{z&SWL?@Jo-tL&3@Hncn z+^Jk1267Ey++MJmhI7qCZrQq4i5cAJpuQ+U1PpiYTejMuniK)PW5*`A545+nEEjJS zfP=*+5vd-A*F^yYlD$uSQpI{*fzKn6SXLK4b-J-`gOQ%qYk3$ykJ6y4n-bn;OtJZR z>C&M4NFWvDe|9yV3paD>Ij5uTKJ*34Yj9da#{-aa)~&-iE7baCvvJsd6(YVkUfj?I zx7rzsjo(^pTrpx72adIu=N#k`J5!cZ$pD;pBds7iFAussyF0KOPIi&W_pNrhDx@m6 zJaXN#f5y2D5@#EL$SuIF_+|MDOjy1;jsQPOhP5pWf0E$KDJ(`aj!)C2A$$|GaNY5W zX#^bLZRx@3PUmRqayZEAK*^(EM<+e==~6I{EXO%q1xMoqE!=TMgwwIcNc z9s1RUf3uO5$o>(?sYaaTRA(7H@zaVf1y=;Gpa-1NtF|%MHD+rkhm7tR=BUn0QUjcO z`%naTL4;eBt^nj8VOjA`!OHWuuLiG7RtT8nws}x}{VN(`-@}dk9Ac>m-M5&iiHQB) zcN}qpT1#?HPbZv?Yo1ngwU2h<L0PE7Q&pNri<+<;gsF%!J zoO4tii9XaT5`LAjiP1rS<$zZ&p1|@d;l4Nlh68mu>0HE97{?UmyEx!v_N8Im-kSYR z($DG;q zq+BZJ*0eJhIi$}tna@m7jPpRvof>em1^sKHQ=X)IR~KyFT&sian(J(26GAd_ed{?Z z6%uvEFaQUs$9k3{h9vRFTvTg=yQ#-z;a0 z1d1@A_oW2jX6fe@+<* zT;Oi)+N7gK6hk7FQH{7HbDFUts;T*L^gfjZynp~g;|Cn^QZ$>#$^dM7(gEs`@?!k+ z#~f3X=LBR_24z(WS7{v6V~~L5n4iLcEX2(p%A_6LK<`4z6y!czt||tXYhedHdeSR` z=YBHBs3w3CR~wE&IX(HT{X#a8f3O#9U}H6P4p=VJ{d(1V5KkePnwaw7?~cH=w8 ztx#zI;DM3HUwXKu(Fp@5t_bPP5tRx1%x^rN)C}@Jx_kQ4p#yi{V5D2`MOi!Y#e5r-y)Gf+*`dC z3!2gN_UtiG-7|SO<90gKaWNx?r`%vd**G9|^`tYExc>lL-kGS|q4%jKIho1plTn^| ztq27NKhmXMIO|ai9+?@be+>XGNagZUE zO8G=!$7>JDuiML&%W!?q>sv@G?Ws*UNQMpG+C=9$W5m_9sti;Y@rrf28f9I}g?{G*s&LxCbuo~JLzZ0fK{={WPncU7Yyd|*=uFrF(sI delta 21694 zcmZsCWl$VV+wS5LTt<7edofns7n@E{Nf;eYl2E;bf6c0Lv^J{FEIth{_2Y0kx^+B>hh*LX}7Z6SzXiHU_;ukpugd)Wme=#8E=g>g83C3J1#mp1jo!Kx-mUo zL68_K0|#gAoa6~$#wl8!P--b%8h2gDW%Y9U6?B>-oksn11w8IeO$QXh9L3@A83_(o z_!w#c~~&hXRe2>2Y*ii3NlVK(Ln`n1?9&=U!c@GG>;0#m(#+h zSw=>Sb)-pcd;vRxW4r3t`);H+-u&sscHdq>>6LG*q^R0aAbXBaSnt?xKG`agB z+1NPa+p`$)nAmg@b?*SV@Yz=_2I>%gSM3BAU&%Y9T!^27|v(P+Lc6i8d-HB?P6l)3b)Vq$(L#c z)#y{yKM&XsZYC0GX=ON6h?5NoFl?C+Z?tq6haqzWNfG0}xVGn6K=3a5$4I+vHRqMLObpQ0h^l2 z-@4h&^(xRG)4T86Zi`}MN8vas30e)rYGOV;w2I#+?K=$zIxuH`i9FSmtgB0LPxATi zs-s+RX}JpQ-G_j}IdnaLB_lljKxmjAY7^DY!klSelzlqj(z(?03i8oTJ>?zY>9@}M zqlC5p@uh72rkM{WHgEnrhW=NO7jRPS2K^qgtR|ajNqno#XD)R0Ly8#f=`d?ob5%m) z&K*+?{exY9Q5#h%#kGJ2$J&w$Zv2>BcaRczpP3j_%z5futYJ*g9ryRs8Z-FmE5u#}OV9Iza!kIEoQ? z5vodUoRHL(Udxa*(q25@QDh#IoeS@pYwhNdzvCZWj~w-U;1ZNVN}WfA$I#8EIp?=g z(k)~pMb|BkJH};;qigV9F`BE)SqA%?g41r9qb{BxYklg384AaWn1-|?!6?|D$3&*R zZzdnnDohg#e6Xz#`@(ET1WdB;tCm>7kY-~=J|wY+ywi}|{L89D3Efg*(})8(VA3WE z7W0Ha%XgI-@ku=aJ`t&v#@tO?dK`g710Qg6Y^LjzBHXw9bZnfF|F_Ig4yE>9LA%*6 zE=VEGl)@MNFD~03%7wHK^+J%L7#eD}d&rP~JG=~5?`a8WUqL{m>h{2M$J=+(oNOnh z$)%3?k-_2=&m|-L6Ij*wtC8nia*l504A4k&Q zb@s+KT_Mx9M$xw^^`|1?xx%9h=09$n9{GY`E+Mt@c$!^WsR5v+EnbhD2PZ6-NX^EL z4nObZ;YDNe<0}C21n6qIlEFBQ!KNjh!@jSeE!yml&!-cxjl}Qp1%KQm$qB7aedAVX zUP0cw`&#`y9OWce2Hu55+tA9VVwo(&x7|eJkzK71S0Pu!G+6S3St8J{k*;S|GWGit z&N{I(cTrQwS9*N%(~LVjn&;J9(wE1gp90r7=l_lIuh zN0Q3L0n9L(NE`#?<4FH)31M_qA`_qPr=oSLmW>DVKv)}b z{&OMPAL#<|^P|(hn>t^l)1tK>8{YDivi55DfXf;R@ba6@#~mtqjri1A57lH-HEd&* z*1tutIm+S1(T;Ik8|%3fhqcQYmw!v0sgo|V2IBs`Jh~c44hD#u(Dw4=Mma~^<=J85 zG%Lv#HoP~BRqPS4O6Qv}TZrln9OKB7;>{yc0mBjKnW4v?<&tw4WRWXO7jEXa$2-vU z;l^!25T$D#R3zo=a$*Z`<40u9FCCT9(rc#FlsW0b9Kb9TL97wA~NHi@7rKm_%#8^+P5~pB$Bd4Rta^3fs=CRGqf3CddaZ*=Mw8TrFh&K28Qklq_ zsw1w1RXGpG*&kv|h2|d@HD_qONc<5!4nJLx)2bH=OuA~hA-2>Z;$P>b#-MSuy&kz8 znG7l}GB2B^IxtaIA1dH}w=*r~Z9CBCcmRgh#I5nUL!LbOmAgzZ5p0nEs z^ZG1mDqucwy@p=?#oT9p118boC-~ird_hr=oZ?X<7+la7sh2P)xAm`=RSVG*xXPCj z!KG`O`CuiX5|)GCUg&03D^C$Rr6$#0&xxe-Jrt+e$+}maNJBx|8l0RWMM;p}B#RKyyq_8=gtIR;~a6(R{oDI$;8x zMEFX`aZS9hCZJvyZPXdYg2-~eSk-d)FZ?JYF;l4`x>T(s`_p}sXVNGDl%l7@6_UG( zhMDGA3DPFr7hObb|I?Tn4-{nAG~Frdj86@T*vh0KR-`*3hw;$lS7CKlSnfy66S`WH zX)JeeOzXMuOZ>5p8NxRpv8KYMh~9G4oX2_wvpo)66)oi3npx35kLDJZ?=<# zrJWqZ>pXz-XWSYGv{Nn>Kv1kQ6p^V}o4V<*qnIN4(H6%RIr}mKs>V@JQ5udWLRi=k zW{+eI8j+dcq{j&@2HdHUbG}Ty@9)gL2e(!c3=iB-V&xSS=>L4$zZj~xj}|700~&B;4xy$QcX!64IlzDW zA;Pl=R|Nx1ox73FB85HN@KxsLLdksmq@7tpw3C-_M;x7C>LW@`q|-Q}TmFyveckYl zG!86+v31SWo*Bq3x!IjIP@QNNydbd`HAxXy{ix0L!dg$?)BI8M6|~N#Da=^Ep@<&W z{PCE~)sK}3fS2SUa>X5%m>Ja-V>&i00Q#i8_Y? z#-6DVr+g7qltl*$AG+4Srr2ZqDsC${xZ&s@ykA&M0b#fiE5RfErV-}HsJ3hP>il!b zn>^YWLRo4+`~J+g?WNefp06qYF~^ofdho*rdxY18jIi-wa(<$6x6$}5hu$lQ{1)nS ze#=_?3gXKBl!$Tyt|l!l6oxs+7#=V-k{o&ncN0hn)0OGnh;b|OR~#|nAUqX6C+lbX z6eP_6&t?06uLGE$>y*#)bj|HsAw0XJv{J92`I1P8j{;E4ZJypKvh;#sT@$QXPdCxJ zWX8)MVB%{Uh##7ED~S2kO_ZuvW0aR*_iRMAq8AR;fb`^Bo9Kw=!$G1M`lQrxs{I1o z)44Y6+Vgmh@b^~ic88Yjpo2%>x{`*Ot*9oDC|+)Brd)3u+i&Lh#DL0idME3W$@|9_ zzCyn{flWA?Lvn4DZKx6Z32`d8>%p$Xes@mx#?4e@F~Q*BKOpM~)9m{DkR|v!N!rDF zU}J<)dhp0MRE0Z?<9yuU1-A?G*>ES8EpGv{JSK*Akmoeu8Jk>?4u2g3=M=ch`(mxaRwSLfu?O~C^}fq?xladNQzsdx z27|zwR26snlpV+Ye~n4Gv(==n9Ki>@Suw{=c&5I!>Qu3<{K$E2JjuR0eYm=O)0t8$ zV9fV5Kh?b_6{8zBa+XCt+H*7?5KZia!l^sv4&);eFEUJE?V5G}x_$KZZ~ zpQrF~59DfU@ zK8ohpyX161Qk8g7dD-((G%>ionbw5W&IhF=lE)E65hWshvd)0#jrnia3v~LH|2|s= z%bfL$)^jhf=x&FR-VUHkPZUkWeAQGo8>v~Anw6>lA*e1Ho?+iVy6p{&wmi*~r2nYd zzWZ%&|JY1S#$mDP6zVqiBEmU$@PhrfHBc$XetisEC!hgM$Lf6l-m)?V8}0jnSz-^X zGR>&jq>Yy1subPa(;+vZ;5#)nz0?Pfo9FxwfMt@%3rYwP>EL@MV7t z2zEZGq#oK9sO}Nb*If_rZvP#pP6$3*5{@^MExQBjcpBl<+5lsaYs6Kr+WR~Z8wB3Q1H zTwib(Ds81Ez;PJSX5QL`?dY#l4Cc>~=9($Us|(LQ_+ZnJp$xQOuzlXaW)eTbcX=wI zH@)Gxk4YwhXDvcT9d_<>CikJ^&Ith(2nv} zs!k_;pRy01;&nHpLk#^d^DC)}c1Gbf46-0Al+R;1l}D0>Wp&IX&69h{O_W@!zmN(u zfDv~e?bfn$OhBBwd`V-qmIY2sD#e3hi7Ky*&-Z9)>MQa%aoxQdlRfMV)Y!p z^ZjgKMg{z!!yU@ovsbWt*LV6fTlM2v5ukum|HPLAwodJeR| zSSBxU6*srnL>(V!SdqpvGHK3Rn&l%r<~H{g0nxx+a->@-G^P82uKpS~g|c=+N}fL8 zgbrgkhXLSg_WTI2yP8zSS7L4zrC;htzk)IoN>uNBcf5Tfy!d0FbPDeypODS~xuWd- zdhR(7#B%&E>>T|qgl9kP&mikkoakNiwOKzuioReGFx{B*V{dv2u zif_iV^`OfH^s`is_30V!@=Hy#KTLlNTj}@CoILRnb@cZ0=}_CcP9uHC+AVHMsD46j zUL}_g%}x$-TJuV7NgU!I9M4+h?<1}N(Qe%nPx1nQx}Zm^N^9l4iy!ORPF;_lvj?6f zA&tJ4!bVH2ii#%T_MRVtf*aE!e#VTOzc0Dr6T#{G!A&BH3pJuj&WsLSXWldN45YeM3%=W zU)5`yj6Ch%*DxQ2W4^ilM_=&vpk$2|zdG-?F*UbG(XJ3U@Ys(wPF-ily)C=w zRY-TFtp6Q+JkK~nH1pzf5sc%oL7dcPQ z)+Ki-3ibAPiF@N8_yqc>pI$fvQoP7r-+`S!pYWX6nR|S5(21>LF}AN)cyX!N=T^u~ zksmW5<1BF9G*mJ{Di*ix8>tl?c!IFm{|906_1Z@UnnYeSViQejydpnS?h5a5r_Za( zJP^S{gMj~!)`Wj{8(akzxelX*4LuzCuXItj?7q%8rr_LQh&E3%?9JxOqHLS)R)}tV1v%^r zCzZXt3vR2|57+BlSyVIot=M>PX+V1YOO#-DDbhNB*50n!(5xa71+_7HtUmKaGmWWL zK})T7&~U@^jIS{jjVwOB`q$d7@9aKc>v3ev0erT(+psa53v zckozMIn!fw4G^pff%x{Cr~g|S9zLnqoXBcD(^*yi zcQ?Lk14b~-W>ln@L2=B>*B5-rfq+Te$LP9Q7pZX%h3F>}Wov?FCh4u4zu^-rk3?TD zVb5}I@kuTvK=aaug%7_bQ5Zb@KrOevJoXmN=fI@G1GIEA;~)B1uE)xGuP7p+D=`LT zi>V$7Q=2|vq0HC|`W-|I=|vjTf5FMa z&okZh1o&fh4xyNn%r}5vS-Atsux{jG485tMl~^GB%9DT$i;&sP7Rp6`nWb?ESMmQ(F?&o11)pFS}c z>1LejkCvgl2G*mvy44;MN4SW}m z)OYtah$Ke_*XU=cR}?+VV^1`zhidT}n5Vsh)PGLY(jR|R<^HVMUBOldM*tVxP%i!N z$&sWax^z#L-v81-7n?~mo&Cj8xo*arzEH~OvGdfX_1&TjKEj>ti)L%y{>rDR_d%g$ zz$?gdbfDh+9C0jP2J{Nz`#o8p=sXZtK>JvPY5SqepvL0tq#P%aB4$S0<3pI+^^<2A ziqZH^RnsF^-uIb{-2iIP^XIzSQ)KHV@s<^xR)1fM#yZ=s!#=V^#dF)Kgpz{0prwN* zXAGK@-)1Dm&*!K2Q)29Ty$1b?HOCZAKwZ=_IB_ogmr`k|6YBM5z%|U-0=ywZ6jQnS zrTq^{K?R`V1C5-h=Oo2u%CM|%*E>{-7cZp#Al@8>U0@HB%mmwiM;gYcVw^pRkYaJi zHoALu)QYpL!CA^axfPhWSb@+NF`lU8j;EE@8oRf;10PEz9On$<-_fqVd-U@FgdhHU zqW5DonEpCM{jn@w8H_}h0A{0&)5^EX@fK`onHCt*F~v%#>l+EDKV$r&@Vx_W)h`N|X*| zKpC_BEG50A&6%-b$lVnyeCo0c_+k$e3Ov87^*s6$9@o|Jg}Z@MUv=sfSn|C%Sob?J z=g3XuW~ZYqoG1L0>>d>VD+1FKSh;uwbr#m8Wjk*5z=Vmm-Z0fX1o7aL{8$>5m-n=u z{Ne_dWg^6N$TfE>Lqru)G@imp$0AcTm4b4&4e||D)Mbz-3#Veq+;oZIeY!7mKGqH& zNLRLL%s)*xdYAAFrrrXCjM-}^Pi=CdC2q9->*l>gMIi#3hJAlz|2=ceN>0`(aW`&G0>CUl>(mosL!Q zqdxU=!i^^teXo!vV-0p^6C=CMIN3yWxp}%*uflVx1X(!R)q*Fmf3=$@TjVV??$V4; znW2|(vEeeTbtZY)zY>zUOR|gGNm=|{r?ZCjMy_$}mH^h&ms$-^3&K8=BA26EW@{{F zrg!2bQ)3`E0vI;dq70RlMNj5nOL_kT%?tU9qK)32(ZvF%*C9c?)Y5Mm)!4ZQAG8r= z3c5(b6*+WfG+W^P0^ijQ!QtvGO0v;Wtwf_7UC*3M`hWl7+vHqt?M^*ZmH`{&ijM2o zG5EjgBV5%Z+`>o?BYb3G%(VlqUsc2c_cEUfg~y=Ht`y8{`xC|YPMu%lm2HRTgzwIt zAaqsMjB^^aMT%S=>0ozNpZB#b$;gL<@rBNEeX4UFq@qCGOi&i(bYJX^M_k{<76E~u z!J}(g*Ndn_huzF0W3H*dQ4Aqz=SvLM&oFann0ES|u*S>CG~gjqpQfM|wn+!HuRV*D zEvmM9{rbFWohZ5B(00gk?~ZNY@@@2uav0)lD8cn!TH@px-X4U2(FzlE*249CEB0A>3hmR3-v=d&g zEDGphryWL6U)Q65huN4cdBc~IZJ<7KJnhXp9l*(PG6=tnUaPLErO_)m!NsSUyGJ+~ z*U^uQOTXYzb2v77Vk==6v$D<}6hF!yk)F~2q9H*dy^vCUte+f|VLBMS2vG@CNHq|r zGo#L2Abg6|JidY?3h&k9#bzDWZL13h9G9rZ*L@Q3idq;Gz$8KUlj$M}IDlAgb~8F# z0JtsNMjWPYo9@EKtq;@qHJFymk%>5nRw$oXDunN@t(k+FPAS_bRb`3Q4wzr)l0&^J zd2{vtxjr7#i9BfKah6GWXD>##AsCJ(!S)v}f7Sl_HhKLC#JDAcp;m8u;6Z9U)4;w) zY;R{4A{pkyZPEUu^10e9TQDw#xfXsC1o$IL`rR;WJ8I&W%tx!q%}U$5BnL&85{6FR zgi5P0Wve#e2g`m$K$6}O)|;+;mv4x6lCR5Px`U*i!CRfyj;)03Q<7RgU6x&;@A1j} zKX@(uMua#-6aN}BM8^Q#j0NQ5u%Pvmw7;5hsb2(nP5^|v8<k z6RE6JUjhsOi8GBdZo^VPR9-)c{Rg+F6LujY(X*sDVGX;DRD_#)RNfEnHD#3j*@b$u zS)#!DmKYri<$E(|$lL>iU&y%JV!_4KuCphDc$>2|eZXA|-F1mH2kM83POIp;>=ZM+otwpw0#AFFSWm^Qee~Uv(hi!+ezk@D$f%oR#!UNUP6t?HSNX`StA42EA zMQC`BdP*5AV_Oci5AMOPMO&8)SNcht2>i)QfBL4PLs~!mdQvCbz|_&}dj%dg z2Uq5$m!jJIMq|MT+PC59)u;B)?>IIGYg#)E#tb8(Yc4T<9^5_vj0w;jgWm+oH4Z@? z5B{>wP+oD*#HYdFM7eRf*5p<&g8?T_FH0q&=n(+0YnWlzC`}a4?eJ_Cq z&o_;XyGb{p{|4umZ3}wI#E&NagL`ye^mbZktUS%qDSbC^w{bo^0o~GVLS<;eqaCtHU)m;u?>-)*dy1dAkHM> z;a}SfW^8P!)tl()F98Qm;KGZ&z`>N3h`)pDS)F0@-0++P!p3jui9MbYJsYXVZmm#P zlC{ZT=e>Z!XL=NgX3aS2kL)JR7pzw|ut)uM2t;rYX|>)&*yt@6a(M&eRSSOzO}^OP z^IQ#Emj{3kMikO6UiGxs$W@8a`U`bwjzFP67o5YVi^4<+7d68v5SwzI<-Y7uIIawA zKEv#N`U(E*T`KlW6EBG^-Qm%tT?~#eIc*osjqtxS-5S_PXAJVn;=j?gDD472?k?u2-)h z3~gTf&qGgWo?SnLj8}_zbXBZxdsd94{+Ajo<$32_D={Tomyo%tpYTv ze(=;1^9qgT!hQXY#^C&K%WBVSmXb5AQ%2o-PjajP;J`CY%*7~%H2Tq|-9L#KQae5$_UL^@&6o`f27wX_{+5>Q)SD%* zHxuU1qufMoskj{7b|XVh{Ci9O8!SQg75@Ug&1aP&gk-l%qZ+Un-2hR9(}|}b?s!3P zTPvm9Uy@(0P7r^Uq?N<2M(NH(0nylKp#efe8em-dUh_4`{yF5B3l1m&2?PK9&*miM!o#zQyv|a$tjVhJVI^Zni5=X@ z#cL*JO26AQ|5#lVr&~sZ_f{7JSywNk1h1g+sb{g#lk41so$qCo-!7_m9iQou6}h%p zwPo5)b6#*`S7j1lwz?JeHHE(!iw>Mf{@4n#zJhWN@_KF}JT0c|u#H=BNXHL;@(FfN z9I4wCOlN$58bxA%rFNX;OP@T9A?$75NCl@k7C zSr^F9U(KtWO)iiB_i7QycRSE;TbFgm@l{T6#1X$!aRNGH^q1S*ipL7!eSw z|6!#+O`{=H|Bi4AT3{c$@39(AsiGUP*3;_r=H z<-^M&2yNEm5txOi4uqcl3T3A$Z!jahcK7ezsgb4HiKfq<63^FQlC{T~{8$)1;|lL_ zPC6Ng#O^c>N(-RS-+%VjVpmMH(IDp`hgpMPu-Y2aEmS_pnCW84^e$PUoRx$V2>p~R z)mBXqBDWQKAZ-4~Skn7qE)p1xVwP&Qf9o8gjJIITX24bAX-yV#d;4qnGc&upt2Xa0 z?~_Magz&pXeGl36la5$ThDbXNJTM`;gGPA6;Sj=XK{0jKmr5iecIMbd>U&Ap^nvMl0@z?8Q!}-BLxp(|9qb^ZdcZn z-@Jq&RR4UN9jrfuy4Utj>ftfj|DCjp%5|1Uk4)gz4GB2Pv3`k9J~K3+m9%{mt3OD= zV|Qbpl_ba4cCEg+8#fbt2Pky0y;5Y$O~-%2fp6 z>*@aP-(wvRink=XzrMw3kaD$)mc6I|A-E1%I`R=7-akPG?gLDIgE6 z%=#NXjrDy5%FTo7u4Y&0K7q#(XzH_3dCl)rW*M2|dc&EO3|WsVaUsWL(-x12*f!+X zjRBTthqwIesT;0@vYXOAY1PCy-XxK5^h!-HkF|OG(EGc=g;bn|eRg5vu=4iaEKc50 zm0jB3vDHnV^~n+~nrECzDPA1@#j;PBxY(!08odg0noYK;(1Udu>dWFkHkc|2lc8)H z*e~XM`<#G2685OIy&N4WU)P`uTO1))(*Sr#?gqwYiRm@9k`-m4F6=J(3y!9OOJc$; zYz0x6nlU>9KbEnTp~IJ|?~omj;7(O)*8O&Qj#XU@BSIyoVkUKK8;ujq{latZ&pfV+ z^=eD&w8LV1hhiJ`&1g(K5zP@IJF9Xsu+Xm&UCKhWB1Shp#dMf?a(RYziU*=M+5s(A zfBy$CwsPoi8Ksk{6tv-m9ArzNlFzN--POwr;%RBPc^7zk#EBQ9E>1$&Fufs&zLS(C@G(z=?-zo%Sk^KjCt_ef){68SN7EVgkQ z6*2pEda{W0c5PhJ41L*H(n8BVO;Z_`A^mcux>O$X&h$tNZwVnZf>8(OQ9caKHtY_| z>ScMCSCAPQvWtmx><>^Mh1DWyyhTk31DG&>8ic1ZkI^MiUv4}R$D3LT^f4K!9ajyx z+jC^HVsx>?J4s<_klc?6E5pQHHjkP$Owe!uzVY!LrfLc0L2U=(DxR18%AHqGq=6OB zx2HpGTtWh>EtM%_)}Jr8dWq82kMi49m0z|VGUQ-FmdPAO`gtyBzb1I1{tNBHO-&R? zv5fYvl*Kzb&Z<-EZ!jAG1QiX`dbC)iPx0Z>*)=y!CVmYjEJ=$`WI)%7X-pjdxx@dQ zX`fuG&c|lE;1Qu7b||n{!&WtXDHZtDQ~THZa362c0lyRO@|m?kn{>UOaXxvEzv!pQ zQ{(QG*XA`@bD9VPl;Jiy$MdGYLM+#6$BE6imG`DB#9lnvE8?62xT)L&+uV|AePZRg zZ;+sD95VprIv%dH1n4yUuH`SU_TMJZ$>({CgG|()Q1(17uJj-Mvv>RDYGtqvtSO0< zk;#S(yA!4Fgq{qB>>0`GdLq}@-tJ11}x)Et#1VSAuKf^H0%gXd$M`)E)Zya)eO7yRt9H zU`J$rRk^nJd}_<>Sm#Wxf2G?bWNK1(WH6ARE2QS(qg{b?-l$o1yq{lYURG1ZwkwB_c zWK`XWN@kL!I$&4b37bG*dO|%}B&S=N#BoyaAkWgedYBH^^wj{AFxA2y{OzHg%e;}M@Ea7oFYKv~5E+3;vuDSHu=uBJxrqWtGy{i+-1tVO z)6<;6A4U-$eUG*^Y`^S&KX5|f#L6X0`qiLoPR(Y5`ID7&g_pvLRIkj=N5dDs# zVUVR>sjFgdX1Eudv5Hs^k!x#58K%#gyhb*p()TFc;Qbml!EcWsk*2Qx?INr*W+T@9i1%6(;qgN$&zs1-*s!SWx99EkH23EgS1D}HHybC}wKhuX{b78uBv z*W?`qJY(jcgfojDe70++E>zpG;1l$s!6CW^p;P5MlENF4FY(d4(SG@ybEWsmgTJNi>#MlzUd1Q)w4rti)Q#2%pNG^tp66DywP`PTI&#Y(x&^n_*;~$-F*7d+#v&-ct8uD5b{0- z$&8?gK6@K4?Kh+L&UFV2;-oOR=-wae8$OMm9vdFI*YpAscJHUD= zA@v;k8WqBUs&$*VFj~o41~Uvp>5)|1(v)gOvR^i|13hB0RB6+#V6^)Rx}Qi&yrgn% zxz^fR+`n$l^SW$lqKDH>e@L-?nzD+7*43G=N`G9XD^H8YI&&v70b&}2?zT+xW5(?m zPnkHjXlysbf__$@{UfS8fu^s-hZPWj%`}l~d7Be0^EJjawHmjPHIMfMRb%{Y0R$`IP z;!I9RH^l{EdDzRzrx28up+?c7cF2<>leB)1QPVP2EO44-7GxN}+olzk+UlKU*WPah43~u>YO;GVQq{|9dSOID?}=Lcm9O1(hjUZf8q6 z9SnZtn(jP95k1wOkaspStqr zUn$!p3KVed!CsMMB!FJ%yM?^Bn@B|UZf{3Isax%uDeBdoD<3SCrp}kn6E~l43L=|Z z>2MC)Xo3s@@0~f`>~@Biv%w<&>0sfImw1Q#g+{hyrQ!1RW$30@E8C*q1ub2+XgsNbh&^}H>8zdgW-B&;>}#s?>%FF#T!t6t-YkLkdG(0= z#!m}tLHrIpFf`I(v-rNkV!L)$Bo-)%^?k~82z|URX8mtZxXA6PS$q3}73r)F;+AOn zk3zSP+)O;D#|G2!O>Jjf|JdZhHky?&J&X?3t1fGfk8ntNdgx9Lmz9LmsEu$YooLnK z7ApS%)=<|alJ^lhoXDQh5)-#Dhq%_>-5XPRzrTr^YCu_Tz1Xqrc=hO0D3L*_|dPN}w9sXOREm1Z3Rvn;WK*~;WVSTO`McdEd`JgVQ zpUk2#-cKB7>zKMxSo3p+FpK=Q&FeC$)Y8~&+n*(W}y8| z{*Y5kNQ8dvftXVj^ITHf3)vPUSp90>qZ7m;Y*kkY>imayX@IBJ&4i*hcZ8xhKgFTX z$gLcAz~>*cZ@y3=lI7pGLU|#*oqi3Zt?SQSEju#h)+T$z>(EG>caVc(_%<&}<0bp= z6%7QhovAfsa$3_&$%nAq*6T5>W)V15K@^(zE(0wCxC^NBP?RY6zDb0v-M@61{=o(a zVg5gy^=RqsEH_Ro7xwr}SD*N1o*KzMi2B&FvJu%DRxvrB=;IFm(PIe_Qegv1=liKS zC%oBZ%3O6_48^1(x-`%*@Vt{LqCuPj!0ZBxE7f2XhAaYSf<_vl{D@>HRO({kMKV-AjVVlg|_OeyeTYMu$zv zj(ezwIVV@evda@Nc5X}82|w)A8q3wx{gd2+Q7=%$i)HqX{Ndd#bFR7CUro-PVbk9u zwMhh(t#vh+itc2)l2_=$y0pWNLUd79YeX61MQy)c3TapnIbkUa8_e>l z_d6UoLH+fbxH1@KEO$N(idh7CKF;yHxK0x2>JrFtyIUDs_|V^l3>)k9;c%%791j25j^xj$Ie z({yG3V-}IU<`qECPd-Wx5376dR$bIt&>J2Nj-^tX9%~c7(-!0=Qb_dzjH7cWvty-c z&K8)HZ?V!XpI7M;h1~_4tzZ^1jLB@B5-W%%@Te5gV_RStQ7M3R%PWwo!6va3_$5+q zkTrR_T5FQemPj=J0NtK(WLRZ=YvC0{tKNY^n&)-_!E+NL04j|2TIy`!e*6=6w?H{{%rwtYIK4@+my}4_i zlRj_$zu5oU-VjIBUogx+BnT{FeY{7zq!8@3(YKPwiQ{=OE0k2Q1GAB*A5XRfJ1cEr zjS%GTgpE58Cu`We{Xmez0Z$o~)@b)k2a!c5iuh@o4Tw;L_j(eAxRBGa>iq5f)n;qO z*m>_qO6@lBT)l6YA8b8febZ*6uM>bqxNUj@H34A>6KV4z4nQENk%{Eaj$v<-_DorG zhb?h!+^jksM_PA_{}T6lL?eoEq<#Jg?g&@ZNJ&8 zTdT-6(5ErBL7`3>7x+TkKm-{;o*!sX8pw|?pt(Tt1m1!yNNPi!`{q(cm z`Pn)o-KRu}z8ijC4R!Nk7GqG!{B5SBw`_*FI7uHcIgirO5xA zL_tXc_K;L-8q?{2NWch4!b9ent&_h|A1#mX|K$&Q@G2CpJ2e$KkKWcl%Pc2%dWb!7 zj5SCrMT1y*jJ{EK4Dv7zzx1xjR?~sP>ewbJ3g-k~PQ6{#7l7>5j*)Rex~4Ia>f?`f(NX6x5~29fgF&F~)~3=9^cSZM zg}8cOUCHiP#yL_$DjI&^uS7Wh@ydMrEzeGIzhfUKYdtbS+Q}Dn5|+TZ)GhUt7;~OMg&#_h*WGf`?oG9y~t&t3?({NJ=)C z>2;&G44V|q;rNfAL){sW`VKdrJMxty4kONzohYEypssVc)Uh^l%lbP^;F*zi$aV?4 zU|94eUX(12TEoOKJtv=zq$xXk96XZ&ZV=nNrT6Q0Bi+5%mVVBj)K^5rOz}u8BCc+K zItU8z{&xrHRbOTW+G(+I=kG+7I21ef8SE~UfGaAKj-&tN6fpoksE8puaT+N*doENH zS{#hur0U4QZ1v~pS#IeX&Dg3lWnFx!6m|m*4t=Sg3%pGuO}^aw{nt%&a=TOev-HS{ zX8Dsht1D$$C4%G-D~(Xp`n|`@%e}S$`;tr+eJomO*&~WRTZW z-@qngT3;e9jT2ig#@gjmr9|%g-?QLZUjgb50=oat(w1UjRQ8!0R_`_pI!ExGdD%NJmaS=s(Z! ztScu7y-S1UXA$utRhPzEmzF_Qbxt~bsH6H-p9kwv2_v%9i8~%YE+6kpBRTv|YOsG|tO}9{IRtj9l?6IVo9Knj?_BmfW{XJI#jTqco-bgbol;}VU&KX$s2aIxSpYYd-gu7z7XydpfWWV~m zj^8(OcX1%5UU*v7fr5hXr z94Q229qG34z5L!qs4j7rEBqq5O=H6PmYu!kfLvQB$DIk>pHtiquN6ugi;W{gp4&-r z=gB(U%e?^$v>a_cvz~t{^dpLmNZy;dlxeH`#ulkGFi5c5fr$8GM<rvV1u?M)5I~Q;nU91Y@XhavVZXVwnN(UPLbv?1Vh#{`X9l> z=CjK0xRDk=?jvqLi5yjPq(qGQo9z#<96}Gw!@so-z>pLLP%r@PQd~-`*oi`*;0l8^ zv=>%p*y?{;Wf`pmR?Q}9Gf6=MsdG%t8K4ImGfmAIpbn2ioC^?7BHnMDf3V;T{sl+p zTemt4j|6uX-@Hi<&=B|fS0~}isIB!SORO7N!G=&yK2zWDI5ppC63M09Nu^&gBn-yD z<8t;O_F?`#s~Jhf@}pFhu4H|Rcr0Jdh2u@Ysbzo0?!6D;S{XK?D54t!qO&)4%_Z%% z%6zB`+x)~Z$sIY*p%r^ewl`M9qo>;7AG=(Sn02FDU5#4yMnA-N_YIEiB1Q zff;$htGB4~ly)VX0G?|m+5;nRervnYd_Q}r=zegtjw?eZ=hP={i5jj!87CMd`e!SF z-mavSRoM_%(G0w`mqwb(8I*}*+boONlY@W!xUDY|YtP~hR9v(wflw$I0GxFv)S7m+ zt4FUjwUwK-!@{5&hD;e)afJh*`qqVxou_HG=_T;F{^?wQBUx#Cm(4v`xEe^ zKdlstOI@Zy8tl9$oIhsOvDo+fIMCrAcRTDI@JxFZ-t*jyey-59MA#6ps^bjhRoX zoL57qc(YNp*s{s?n3Q8=oac{P^Zuae%bE}T{{H~;H0HWAX401C;#9M_ieMzbSrDQ0 zGukL(Q7O+mfgA+z&}x1Q22t+8zR4&IGKO9m5~E; z?~rSyI*Ue(n|%rvM)uC_Ww(xKZX?N8RKqFt2iM-M-Ak%!S8a26(@i^InIr_0jz1c@ z`s85$0LVfOq~s4I5I&@(s&`+=b z0IL;?s`#f-)Z~5A6)tkklFWXrd93}7SxWmC&+gdQzPqv0<1wo%; zX|zx~4yC4Mmo&v;z}Iu(4NBLvoY#Mw>HZ+M)|%Bd(h~9ws+V0viVxj!k)N(X9=)qaP?FhWHzzN8Zj(t<%ui51o41+5&73meY;nRA#NqJ($O$Pl9G-= z&Oj#%fO`t&f3@QbO}t27uI+@M&9Z9dlYe=22BN-LxOt)wj7-7PE~Jp4@;JfI9qG;* z^EN2YOCzN4^cL@`N2ln44D3s_#D@rqps{Xx;CDD4)ZKq;NxHbzB$_w7gGqhrw--ap zc@=naM`4`t*R^ss*OBO#X**6D=}!?t+mHMRkCYE?O*dcF^-W13dz*(aD*1549F>hm z4mtXcO=Boc%iVex7am)^$oy5RrRDdPXB=_aKtiHMyH&RL#bi%%x7X8MPOBfCDUpH< z1~lX1I3--Epx_?ww6-7^tL?4c}HuywcLhxR8O<+Kg91 zcQR;7F;mA2NJ6N~F~A=6w-1JIUMI>0R9)FT8ktTo_?Y7dEsl1TO=w+d-)6RFGAka~ ztVvzh1K%|61_YB|$dp;_$s{D? z!*G9sNYA(jq4yXyk8*_=$enxC-)FdeG+nK{t82f@GX?oK<2y;|oDAZzX>B7#-5pdK z{*^lHz0+og-qPTeAMgnSe=$hsM3*lHrF#Q*^DPDk;;sEFl25t_Kb3c14>cPI;?yi} zAW3d6p=jXqBxFs*5y{Rw_aBXCG^xj#BH(|y-L7QI2At9teR&HvQ}$U2KdmxP>_pF* zsb0)|A+!mf#hdz7eQQI#(KQyd)MEQR!hpaNkU{7{?kbDhjk)twlUhYaO6bl>r>T7E zI$RvvX_8L;n(p9{{{VcZ-{)1X^^5Dc3-g4mkevPh0LrJ+tY?3| zy@t}tCz|GF2^ud}C$(OPl&&`3BFq*bNhD&mb$dCq>z}jBDo8?tSqUQ~bj?yt)>jUf zC__fXNRP${JcIbxqtAJ1s(d%Px`RfR=J_)R+vGyF_OYBCCQmQR4(If)dbJ!H?9Hje znKRFA@4vIx&$5vHsE3XIT!d1%&)0vGk4#ofXhp})a>tTuM`8;HSkPb*gWjm7e$n%F z#wwz{>xx?tyv94gzPwe;D!O0q_TZ}TPP04eCnj1Y#PcZ>eO8`c4eJdq_BBX$YZhb2{k-BKOOO@Pqp>q@8%1~@a zV#+!JOsYDHZj*AJm0~#niA#TwD2~=)Em>ewmZ6SSk+8k0$`4*D?oEk2-HF9E)HAe_ zvFpI9mlI|7Cnu$8K)WDS_NZHw)sTmpC~gfEp^#G2Qi@<_(V9wHMFkn6f_NUZ0F+Th z0ty8kXsQ^=hEktrtZG_qo%NlK%SUT^o?XOP1!NsYLGSO@h8a^;9AJOqv7A%fxI1h> zU**6Iht*FNV#@AFB~lta!=K&`4nCD6)^}Fcv0P0Ai458D-IRd%>yKKY_Ma%^#T(5OMDwLk{ss*NDKYPVs+_Dir}MmV*qjXR##_)< zV!rF#dJ28i#x2OF*pPbFb(v(;i$=RpjN{UrbYS&G>5xeoQ_$9qjw04BF79=QW|jm{ zLf{tz@at4FOorsxUq^I^B-_KrdOG@1UYneK-Ni~=uU&<`)$XosVX}Fo`yI18Tf$CO zEys|*kgT-S#BzUZolhUcDUEWINh=`QHxd+{N3~SCK_J|}d$^?s%7-mprp$K{N%tgE z?V6k%^sYg{Q`{PA+)AHzMjwr7&QBrPk7{*si*Yb-^^89nu(y{5app1lnmNOe=%r7e zH5~9PvEi7mIpV13>}I@)u1mZsz`BOPEA3qmiLdN#9C7(=nG3Y1KX{Yh z*i`dtYY&%0F4kCWp>LZfwMq7tb*0pFX>{mqT5cM2^8(|bJwH08T~nz7mp?Mle71U* z^!SXk?r*v|t)O_U>p2x+U6ne|$jxaT5fXQ0hF<2FNEEFm}P2bbw4)7&Q~2eoYpP%zMf@PvU0%n1Y)ynp54-6awH5> z_eC*)`5k?+nw6IefN*MQ^2RO+d5&qhDO_}b1|WZ8qa3y}2iB`J)1sWF;yo)0?(S!q zvh2U?^r5k(bE0VxN6gAU8i}v%bXC;Tpq;N zx_kxk9p8wp?))jK$QsIM+CeG7k$PoE9_O#UeC(^WzG5;vSG)eq5Tw33h@HE9whS2c z`hS0()yIrn)b%%^q_jNy$NFi~d`+oXs>l*Kj?XaUka-6+&DrHkzomND?IEYfY4Hm0 z%E0piu>n9F=hNw4QFHsNe|%=PqbA~;BBHah6}44SjPf|BS5xz6RBT|@BOXm6k{A)x zR@}_bl^gTf`K($Z75a~Qi9@FnsaC5xUCMvW8gK2xdsk1d*g+Mv0VYY-L=Fh*zSS># z1+=-!LuvNbDsjLkCbH$XBkuCq`9+e!6o_|VP zeq3gzoC3UYK_xnMBMK-O>N-(HXk;m*rKZyXX$36?orXg+$r<^LR((Px=tX90(w{H@ zNaC@X$vtWtEk^pC9GbEYnWci{T>?iu;<=zntJ++?T(~>~P}y9jwo@Dymm2@ zUDtrG8p~bN?pOwnDOHY19DaWtx&14iyj-BtHl-yQU7eT5NUmk z-x-u>qKfD;EZAKeS%VRkJx8r{@2H8b<16zh7~`#R`KfL0B!Ra^e*=Hgn%qrX=wt;{ z$rELJk4lXuSH|EoQQ6-?D&fzT=dYosJ-lpp#>z*kn!iIoQsfx(6sj*;+q6hN+Y!3h zk>fcl_p6+NwmRj8GwWNIdj6ibmJIOjj@+qrQ}@8_Sj|3&))www@s_P>5kIq`Xwz;P zo4EqGN$=#B<_l_a^Hi%oLdc&g0B zk2Diat0ju33=MR8T>fN09<|N^S{iJ-B*8oyXqI%*HVs;K%4CjljMXSkcV;;S>5WDg)^3vY6u~dY*ag#G)ug`8A z!?S^7(WR$GyYfM`@yXwUKbR?6kO_dX1NOt+tTFy~Ansv>R&F;sc5wzYc0ZpdhsTAn z=#kga5ZVpA2s>++)QWmG7u^FRo9u=lNqiYZFE8~;3ZLg`7syql5>aNhM!*T=#60Q_ z)r?V%WYzL-qSvjNYbC8WRjkl{`v61_1!QXNQ-|+Fwi^z)f%ZDD6d0q2^XHVpQy;rS z;^aM&7DMkq(bnlMj*7ZY18)B;X5$XBo%%kKrZQyU@) z(vdlC#tNB&7VHibOgzxQRNJS&ZWa6wexoE2fbU@XbTxVAC`8S7(QB~Ts6ACMI-c9d zqBEafogPfRwY4RiEaO}tZy&d0J#+NKH5oVKTFR(Qr2koWNFIs+=bF>=p=-j!-#Af? z>v8HMF|a~|oAm@^hbP|aAkWSX;Bwp<)ouvEpKQ>L#lh}@gcfM0L|0qcWHLR7Pd7YB(m>mumC-#8%;LjRoV9PRccL&B1 z0|IXqw@C=LMbsK~UUn|t6mErzD4S`h*lpV+BsT9;D} zpFE|Rc0*NmXS9BrA2n5wj6y>Wb~Ks! zD-yaS-~~D$I8*|V$^jfwNz!myozP^U0t$~AP!QpsY8bVA|1~jz`otY*Oe_Bau`v4(K=L1@yzG%jS}n)GvYPRa z!klkP(|?Fp(0|9MD<^ksoHx7Kez$!le!3Hi`o_8bEm1%9O;iJO+aj4LgYSWXBis<~ z6$`OG9V`VdPrSy}MaQOiADhZQgYE?eh>iamqEJiXKwr3{E0TXROs%5>fI%T2+fN-- z8rJGfaSNW6KyYZ}+G6tBr0!VHN;o@s;pkSk$X-l-8OkK1Hs+4yY`O8ZYIbPLt`cQJ zB@u=C__6V2i z4Gl%jNzta3eNQBmAv>A5suvDM@yP=nb(qU<&xY!Ok6gc2Lf5=-lHnSYn@XpHYA4A) z0&+hk)?^vyH$u@QF_KxR#w+3^rMW~)L)0xUDC5E0KsdZi0k^AdGTko}Ipql&+ zMAQVtiLig0gI_CMa|tiY8?5U0x%AN`bV#U>*p6XhY%~Jpn{MW-d(|zMRUznJm={CDQ;Ycz8|Nk&QDQUelQ~Ueg7<{9hx!oF zav$xAnze-^<3rLL<;6xVEIg28{O4m_fk5#jqrkTeOhn%LEv2P4nu$zB1P_D01D$L( z2=I)r;V%|Gh))Zkuaq75-1-r&iUN-khNZokSX!N)f zV7s6-Vu9j;x+0X3IVwrqO3>K4+eAnNTp|I#_0<}yb%-~d`XnpDl48-bdpWTOVD{2- zPi+-H=oiqCec)El8vKt_$)jPkQb*w|^!Aa!|PR{K%W6F8a>=4 zPX?(Qz=2X+NJ@)0E-qdTKggAKxdVkM{z=kmb|b+TN9$Pok1-Pp$H2kpV~Q3Zl8ZUy zOBwKn;`(X_D3@25?l+g2m~wA zWSlMc4`T|BHmd5jN)YJK2?w2Y-zHr97omPtQ}{4+QWvSv%xicAW4PW|(mY{VQ;)|G zcz2E$D_|6_IbrTP*z<5QP918_x>L$x8%tV-Jkld87yg#+Txaq4ZEqk)Gd)M*m+tW( ztY5d?61->^ZB*bE=(%#dR-(H2QWaviWjM_E^`C&mR$B3Kc@>L*drm_za;;Dhc?byV zu`+eck=IBKa3*a1QeB65F)o?7C!(^Wm5vNw&uZH*uB=4on3ShyrhtjIg`u%w=gR#2I%su`E#m(1a9royFS;2m_s@@#T>U5n?wT;j`$N5t1?O%zcA)XR@b^kNKhWb z&1GOU$0ooAU(>Y|Z`$tBd3w@1EoztUJDB#G!q3{Si_Tzo@p?Wq#NF>Qkm3$hMfkh2 z{-4@o0maU;ks)2<0$EWP_i#y>fLWXoR8#kLk#*PmGEb(LJ(WwTSXDdfO~vAk=ln60 z(g~q;u|4bgr^f}V4O#Dw=zBgM1+|c+t2+b*ZCV2_Hr3QbaW;_S$;_Fgt;s%vJ#}!J z?!m(j&f@5BvOhHhWAvTy<=iyY(0Ei3udnCMEJDZJWx2QxNn*|LD>vS9~Z4^1wrzEl~pe96&LE+P&&UJxEC8^9#AD1yjttB~6) zgn)ns1Y4un0VFEsq4tv4-{&AEORpkux6VgjcQGf^3~uSstqrmUNv2RzL^Zm=v^TaC z3GBRf7R#BiwXafb%u?w+(%j2uo0+g9O}s4>alROQv9SM;q>aI$=%dTqsuTg?Mc4p` zZ@?_A03$efN0Ff7W|0tIUECI(MXZ1Yy0+A&>OKA{;9<*ZHI=G7eJ|^zj#l_#+(@Ew2@cttQ6UY~#-6p&v9>x;u_I!yN=_YzGpH6)N zm0u(Sa_p&OKXWpse%)QM3RRaj43-Gv4?G(>El42GbySHNS~G1zq`#id1k|zsO5umR ze#D<6`l~#J1PZKmEOg>S>kbjRDNiI#tUU+cr8TfbARnWAZ@mk(9uzBfVUJ3cM(h7l z8=_+b9Pfx6YK)h-+>Zgvp-)`ljP^WCd1(-WFNW%VfYO{9r|p0g>fAP$s=w(^sMXu zJeTE|iJ@S~+Js*V%ElNB|42}6Kn-I_{*W2?GMXQq6uFxOR~ym_PxJW#Rzo)kgV^Qg zc+c#*Sy6m&Tq$$q1ogJ-#d^9=b7;u%`qh0A8HShM5K_SXM##8Dn8&;j~Eh(YT7+AKWWA;kGv z<}&qGUDO|o8X`y<`5beCGsF&!x&A9a$r@5@U{|IbafXhnll*V!!Olgr7CEaG8i-YF z_in50Bch>y%eGH_GKWS9aHO*SXhWtqibm(Kb-p8x3l6oZc&#}A+Pl63amu0yJ~Fgu zJ<%YswhL8@26&hb&sjfST7C)pFScgIW%0v?Dkz%S!3&}v@e#39$WGS~nw=ywLFf(^E+2H z%h5rLFudOC+^OF>Ha67TuOk(Q(7~tEREI>SXHeS0e%N`tE@~YiZv0DSt zv4mXCf#eT(Z=8=jz{Q-iW5(X;JO~gYt2P;bNSu|6*i+ZzX&{yf?eIHzOEe1Eh3Nig zLINRH%L)IE2>Qhrl%6B-#))@Pu|rOEQDl~+4iag*5RWS*YtWNr8ygm>gUiApdbB`T?=YPuve;4=cH%$cZ z{t56}t>D+-e~0A5rQdWBqkkXctfP+$I*MwJF2^3_>s*w_7=C(L7okC&UMhI59jwQ0 zMG^m->NnQimhj_$IfRRc~v1=5*ImoBZ|wheb;s99u3l7#dfb7=^ANNTe8g)B4M-l}R({Jv z0}QD^-*>IgqV7{IuQ7uC;l{<fLx&GBxi- zVg+jJ#r$pcKt&1@ZYbQcD}wM3KlOcxh$7B{Tg4Bd(4$V&yPe=_mYPKYFgp;ewg|= z9>PGd?ke5r8!@V$=>zr`C*#j^Sl4onR*vZ6T4GBwgB7nEx!JeCsuk6)S&!i~9AZS* zM*7ilj+P9P!DINpmP8$fJfMzJG}mi)kUf`^KMu?j~C_8r0>6r1xH|>>k zjt&>@2xWY#!*h4RR#vo|z+3(y91M&`=!4v*U~K{P)xt~ePH~(rN#Hi|Yi#D{R935Z zTNCVPZOxkJ^*W~$8=MKQF)*m`PcH}i<8(4pD0e+G5Q!P;dyQh7g-uy zPxeB=i*X{j=YjN&fN3)K4wFFdnF{P-{0I__WvG_foMc-Hod}t_b|)oPba_q{?H80X zAlNW-aQ&7a_7(Z+>qnAPi93+A!|dOzm%Fo%;|GEKd{%ipJ}9eIY}XB!O5`6IDm(Ky zCEQ9foU5q~4T6`Ag<;+7p;1j8oVNN=s#>|@pHa^s@walUfKw@U4cDD?lDaj|-AUhG zBqlHKzzWT{_Esosb}5KW78Tkob>kq_U?qqpk{B9H}EsUR_cGrIoQA#R>R%mX;~( z3pW=n?Y!F1n_c{DEB2J3@#LB-X_#7s6=t7 zFDaynTl;4piXz<{nB#i*CihTT8)o&4|6N1L_5|JnwmZ>y*^ad7xo&b|R}b4jcc3n) zHXt*>+1yh%?;K$)d@J7z);$*gd{Bqxmom~P;Y0LVEc)sfGm@Umt6#W{EuJZj-GNdI z^%=nX+jpRYjbd}d8mZOI1-I*Qw1?BHpEE11i<_kpDWKL09|%KgF80^1$H+wFo@*f8 z=3hYGc7(lhbjfUACA{-z+VWn>YIS`a(enFT^~MU)V$oA6^Wg@2{XAVWbUa_ebFe)Z z<-pvp2*}l?cIAJk;^aLsk~*M_gIN!0yqDlny<}F!Tid?i$Q>9i@=_;=QcFOfDd0+r ziJXlFMS%z%xlVJ(cS;&~`|L5xBSYi&Vm<(;x>=&Y8XI#+d@UY>10hP%28*;Fi+flJ z`OX{-{T1+{uKhDn2Vz3PVfwo+PWeQ&OjNiP`UIDrjMJcX#Tv_Ac5$iYMAYViIq`jQ z)&(-*SR~o!{E19__pOjmKnzRiz#ZNKW72bv&DOMiR2XX8*|LYpEj2D6J;Fk++<^ej z3SKvlFg(%>#Bj+o+z^=fyM|k-^^$jN4lyB2?O$9#q*G9a$#$8ZoYT_|*hzuu*yu{Y zJm?srtM63iCW^bKXrm98@xBPuK0mq@QpO^k#A8GCN+A{ri%-+P-+^dzL`)zqVCteb z0*(C*NHVahj`Fq+MJvNrn%^Trfa%-R;JL2X7e6~khFRil6$#NLb{jUW|2o{-Sc#vZ zLDHAB#eea_6j_-q1>DJett3S4nw*3hDmgD45uq3&)|X}tKgnHJHM$>tw*IW=Y2Nts zd5rbRS%;bL3W*V!ClF4TN(d8F~sNtX`YdhvRCbY;tC&$fZ)e1 z1&x)wxOKA^t*$0#$Jk39fb&yS$U_ie2SVT7=`~CGOSjn!H~zgr^R^V9R=Nl4_S8(Z z^y&`Z61IDHam!mf-K0z+=l0FR*$xWJ8xJTyi~^%QbW3q*+L#x2`F=j=}Ve6i+`*_ z=oVv~u_k+iy%9Xw(>6Rese9tE+jkG5qrC?}mudTs*h0O(k_NZj$M)~6=xvJlPhLJU zb!8Pm~JcGOw)}~m*BOSE_TCbvZ`IS}CUyxQCO-c3Go6WUs$wjhQ3$wWo`E4kkZ9c}?Q1))*jYe^WDiy7U-T9?s`APi>gD|eEe zs%W!g$ zaOeY4S~~8Tt_E!JiM-;9FKyLl&YF)F2U`kwaeoTfVeR6`TGi3b3X8{e>*)<>ZPrsp zo^VHuw_`|p9zAEe!AfbxbH!Bp=hs7Qd=`-t|wi^g#_|GAZ+}tpWfftczHvj zmF&o?-Xab?YUmn0(7n}q{GAB~H(^5zUR>&4Rq-pThP-~s4xXr;V82caS!Oj<2B1%f zks)%ZW^XGzvGihTb@5iU8&*xvcY{OQhWURyKcIoO%gBytb&LE?eL6MoihULhrgzLpjC ziuBiW4H!&yy`%Gy&8^)HK2M_p!cHv5MX5w4c4Pmui%)F0mgM^EsCzz8>XUXPvYYvy zXB^hp{prol&q5Q2gS=j+u=3e)&y$sj3YXM6dI~pu{dPCqcBKaC`B!n{a;csVKMNl1 zoKoUoEPY~|MWw4AZt=`$5S5sl<4B zv31>uf8UF=G1OGXyO`hqd>MhZCb>lGXs&QAuEdGsX6OyuoIIE$+f9FDL%EvQ)Dout zRo;8yk2$IFv;tLm78hWv)=n#K(RQ1%P3l$@Ce?T$Eg=?qT;>lL`}w7;kGS~!7=6}b z;d8ifPPa+UnCP8U@Qyb*-(?S`}ekl<`|BG3;-KY07njJ%Y8 zLrbFqX7lkSaeL-!Dj`J-F;sC}Z%N4$G;!ZcpE~Uc@W*Abp8QaU_ z6Yfkv?!iaS$6to@lmFREy0w5rNbDkq8b7l{VS(75O3>?fGpx=h5WB;Ch&a{q+-$i zz`MN`!9i+>o#}=WUa4~LCx4|`RJQ8bp`%RG;B^z9Fa=uiqSEj>?|JJ>p3sGbfWqxm z8G!#?!}%;G@8Aw3uJ7m&Hkh_jd**Sy1yv614Tn9OWIVdK^&D;`J2RLFHlbGZ@Y~)l z;d=i?cr)p=#PdZLgfo3vDBe>%S-YwdQW==&sFUs=LVX@3=9_+Wy_rHe7+EkVsawID z;G;VkY>!ZRUF!K{=Fv%ZMw;pvE7zAu4xm0KD}k4XA~m~T<}0m>GoX2uKz6gYCNm%bb%|yaVy_=2U>1Q z{)))mayO%g8JM{Ji?0gb>YD=74*P|Ex_8CM4u*VmiE)dE4YeT|bqLfR z-q>rZlYaj4@A&Etv>0YSKWrCW7`R_i0Pk*DWSC7G4L7fxsSBY_O%2?KbBbC-n;)eW zmqYkW$hH+A>1EUfQ=$BXQMJvm`y5-A<+7d-{+s4;Xsc!jd_!yduw!^CsuhGAAA5OL zplIVV84s4ss^Q1@Y^Yh}qlqX&ffyaH%hB14h~BBOrUzxzE{OtR`il>m-0E&y8h zS{gzh+EWOq{*bt_Z%HCHhJtI20tu%Dyca`J_`<3Tnu^{3{4`kTv&6330rpZ+#vBE< zogRHS7^&M-8fPOt$P^?cic%c2o^ANly))!H@>orpVm*IT;rm&RF3vMYb|{)J?|z^O zdAg^`$9e+YkY-e!{gW%pYxs?Pw-pj3AvnT%OHCQe6(K0#Unnmx5e+>QDuH$*#Cn3b z5qTuP-K>tckQjityJ;4%WVW2|S=IKlj&TFi|H6!|W>pQ2T3I*DFES=(f!rCT)bkj7 zDF^3diiiF4)=c=JATros8B|JLO>Jj;W*u};$4811P?J8{1=LcD3*tX`;B|~JEDLtH z3!dA-O1^)8!pCO9?;|YLH>pSSTyaxM_CBo^7v)*Z8xwRfCjcmT2S7GgpJO`i;16vX+%St^6?5_z zbVO10+d${OB5rkC9GHrz$CS^+4;6O)2R% zBN^6ptGl7qeURw6QgJkLOVlmyNod~>yj96W>Uli;1)Ny}KO?15UiFzoUj)P-s^7Bx zoFH2^8rQs9xS#>-hwoeJveW`2BZ^jbYjzNFg8%E_Ql0)CC;;cypn%8KWqX%O$vIA! z-oJJlfTpi2!>M=^M&s1~-hsY_AJIP5bLliK&Fs$Y5fI37E2Ub)5vPr+Yc>8#gr(lq zcO)MICKPX(Ms}U8QTlP?@-h!*d564j_j_)uBkV#8j8KK$oR|9+cc5*@WWMj5h{mxr z;qRI%Z+5+rM8D)7hR^?olOpZPD8*Tek#`{8qigC#kBu9t%i}8xs^_g&MKSQL6N_}-p=X7$S_ zKf;!KDM{p?{UcBsR98Drx6-r7dGx?H5f253enqt_hR9MYeN>uKg#Tu!zb+Ug{=w|? z@FLK%)JM6rHTc5!@yvd1m@Vrb3>>`#9=Z&yGV$U>2NnOZK!nlks6Jl(EQXTzb(a8O zMZ;iQD`tfmHeV-k(cwB>Wg4$QgN2i3a7m%EdjC`}=(hA$!l8(;U%W>t<38w96ohWjF#_%6Q z#yIrkVx&kp3o9v|$|M8?2j?$W0_=xp^V_;ABtgy%?wufP2&|L-=Z&M}@+m*-4r`%- z#XZ-w?||QrL`4C#&tC;&YuZMeDdoiJuLcdJ?h>8#gR441G?dfw3w_Ffq;m$9OC!!m z`q6l?Nk4@{6lea0^t*reBB!nU%C^$gZVH02H51~N2eaofs$r^&HObl~TKZ|hPhcc- z9+)~QExv$@Vm>W+vX@GTA~$(&Xg8zLNIiZ@ZjA*?%+DJ2-fFKEYp>1wO*3sfEOpiz zC3P+|JE6ymfapA%6ObiVJ>7SN6VlcCxmDr^*u)|*af532dGzo2gU_!{)Fkv-8as~O zr8r?-bXCX{F9W3tO7GDh`t4ExgRav}(x$PVWZy^P#XhU-=j#_`=LC~>MG79-k5_&$ zROfxDAHL@wokKGu-NsAez0XWO^gAng{8i~<-|cICMJvzHtPDs+%s0vxdqoLBkmUvT zgu3)fuI^-x1N?xnkTAb4b+#N-Osm2O8z`Pen{&A zJrF`4ah9EHXqx#}VE+p_Uzr*y3r&o^l+WRZ=0l>_H~?&`m-*2h$c=pD4pdR9e!;SMySxDW8_LOP%P z8jca?0eHu`=F}0k^JXP^z2rssUAfckG&Xg^E|l~i{j(BR9tE0zmpmEWm=_*7!GGky zPpE`_^1?dL0Yg5r*EwCK^sATuUasOErFT%Z#jE_c`u2UIjE4UZu;zo`5$lm#!JWm4 z&Te$R2k$)@pLHRMN0PHKUUun-33|t0KmDR40oU@aedoc4d^CE+rrL5;Qc&u|y*-Z(5lER!h~`cJ`hP@u+mnyfk9_H_Z*=?fc-ErH3wXY;Isk$U3xDd{pbrPJ*s;Xk4ipaCsbIiSGL99cwrURpSD2vL-3i82BVwPq z5|h8KO7F>fx0=jN#Q2fnezw7HP{gE=vTONF0&&C12BQ&Qa+3fqm&=5Scjy$xD%5;E zP<}dugnFM`52u1#JDXQWZ#|_o5_YtKFmcEZ^n{YcF-b>$BQ~_%R7|`>U*FCJEPf9U ztT^g^Oe^#W+{-9(KeK=xeh_;M!gr>#tfd1F82;F%H=GqmMdhIj7XPQ$5pgRCQa(Uy z<4#ena8_hCgfrJTvpR#Y6V1LQuZ9cWpeQ-BSJR>K3*tbmE^cj1vl|yW4B!ffOQt}Z z%T_xaOii7wqIq~Gikzpxl9=XnWvr$s9rtYSFPTtsw$p)m9SDYh_85DOY$(urk!Jjv zIF=>M)&&P-calqV+R4^6nRL+$5=Q;{&tu}Sa9HJOu~v+DzS8@#%csbvLF8qC@?ZHs z0?g%&-QUi*Dp2z7MBPr-fbWOPBb`z!y|7$j7|gVjQ=ZRzYt#3vAn#|~n%xtDL%+pC zPzwlg9cD8y_0b;OgKH5xx?UqimOfss*q`{)+QV&4Zm>5|9L3*xd|gz!PuiL`p+9WR z+IR3JrGo#eYmmurF}kNN&PbL+4`=KX4O5615J9tbF*ST5n7JhkO#Hpx!b4-vM_2eR zAHB7S%-XSsm0bEqDEn8co|Z5iJd}MQ#T`jh+R-D&+@Sy!T74E*jYQV$tr`Df3+|Mc zUjd{>^-d$oDy#ekHA7W!lm@8GSq>=3L}7>c4htcqMy@X@d1!mFojO zl)3an@d+Qgum|A-vY9NLlI8i=pNg)sT^H5O3yO1+MU2zT$xpsJKB?!f%LtBN_;o73j%kO+b?*#mJr%!d9`Z>*Q<*Tqc9N>)x1i3^YxcbP z)eJ_vnB$q@`qeK6`;AwbmP1cR3WYxA-@pgA)IF6ltrKMn7DEK}vQI7F_x%_>-g`Pl zXWW(C-^pKVUYNFW;w-TK`x#`nZrEB}Siq|2axDZn6$q$Q}T2@}oA7xGjocyU`CR5{NN4<+wD+$3_KvP%m#UD$3%Z&!kEb8@% z=A)81`Sxpx{F@|`nshghr|FB5iRr7)b0*?u9z)hRsI7rIg~JjqIibPF+Ft&}x!+m4 z;ub;x0n_w6mjEz)aQ&^ZQv~U%&!*C(=#N|ZYUYKyj_+C1fm-=)n}`+((e*9el^R1? zpQ4`{_1YUK(E$FD;d)+Y%ZRDy`1+W9D7=&UGLTZW4LX<{XL1Z}cHJ`mTO5n+w`>TX zZ?y0&6+M^`QdYdi-Y0Vome)si2OG1xY@`77p={j>7ircSE13l1+%ikj8X=lqmldJ| zAz3feG!l@}gRRC2q`d2-!NQLv3X3xtQ!_ipaeXmaqk*3GaheVP{jsz+6#mi0sYZBq zRw&pQ&XVm3XXUuN*UpVF#%cEApqiRKUBA`970$v?enB4wG$$H8PdM|x#`&kl9|<^? zl95Y=JIK#=*YUF=pXg6i>nDc%p!4a3z3R66u7V)A1I=b~!&{x(n=t^hE?wWxhUqPs z8Z~$91G;pROMo-mI_des3gNJfIw;)>uKpIo%>w)Y<#f6;pA9_ zV?oDhJX6RywOMnr%ePG;Ym!)QC%|-a9X3Fw28LiVGq~}GMSYwoyOGLG$wAEdkWOD@(13d zmf<#HDPcVIx^*zgtkD}^9glA%%v>R}C*YCLdk(GmCB}upk%L~%0~u@xOz?!kpN|U@ z{kHqZKT%%rnf)cREh9g*)W?OB_BXq^Y|Q0@YEv6&*-HP+@JAO%kN;+xDQ9jnIIT!P zK1Ls{1SlSt$ddf@zhc$O6Sr+d-%zY zd**plx+mFE zs@3+_e6fK?-dRgS`D=#8W5%BP8)aGh+)kIyv!nDX6Go3Sh1Ef< zS+vxv`sA+P$%%%sbB-ec1=-S1p-%5b<+Fmg?AmHn+}_R&4y>%cmH^aC5RmSd5*LzV zQ{FB|#6>sr9LrYQOTF~-%b6FeeW(9C`@D}&a|N|OT3hR=-4|V3W!&4W3mcLC#;cZ4 ztTb=YYK+0LW3x;_A(wWqQsaaymf1)vg(%^wc>~IUO-xLwXNHdf#a8!m{HG za*;?E`cag9?&YU$eJsYIN9ypT@Td)XkvTAr9gY*}Dthpb3CTC$yH@|!QQh%jbwiby zzL&hze-p|jEysE4v?ekKDrd%_J2GAmDR@~z|4cvZe4)uq4M-N=R=0Lkbi4B8bm*P_ z{Xy4EPwM$orRHlPwfQdpp~?k-6)$k+^Oqppv%YUtGcdKvd}P9S7J9EJJt`-iAbeTzI`u|v)6MIyO(K$ z^~jWiIDG^ZcLA-})bp6kVg_wT4O<~MQ}E4m>taFzozy74$;tbX%)-d`5^d%beI{1a z>)!YQk3psIJtAMqlLI}g7+7-=VD_LOzO zv)1nF_s13f@x+Fxiaysw?mu?*EggZOkicJa8z~M>-ncfvtt$y zF2?FnVBGiO@uQJNP%5)Wpl3CL8+xB@KG^acqCQ&SY)$`^iWmp$9yn(^AF+JfF#)y; zEgtZBZ%jz$Hi<0KM}IAvH~Fzd@#6Fz1bqLcGbv{}dA#swCtYLYcsCYztv7nN%zVql ztn!1)?rLJ)5p|6O_}z6;Zga}7@1=8gHztlw5p&T}84g$%HEXFv=dh@ivZ2V`za#lF z%^WT}Mrqs~Vrbtnl6TVd;hZXLT<$6-wn@NpAW-Hr2oprQ!#Qb`W?Z!v4 z(}T~MHkN|1M=#aQ7El~X$$R20g0dlMpjk3-uAI*-xNd-uy2w(eL!en%TBx%`&t1Vc&F-wwL*feV{+uY_eqjeUQRDx@ZnG;qB^QMDCnsXZ7KQeK;Z_y*BK+4{|79?T(i|e80E< zzRo&QLP<-{3Wks);%|Jgk%P^=RIrDf^%@NckHG9`KSaBu01C%xyHI~G~#S_b`(VrOC`wgjvispFHJYB}ZQ$$;byqr3ugtMoWw6c38(H4W3^ z6Qx0#Gsu`q7^|3UNU>XK58vz|pgfTz63O8usioPJXgq?#WC^Klcf8>u>q0(G?5Pp4 zIBBIny43p|YxMvd2;8(lIHMB>6qNHmi1em6bgEVRZYtQR79RKVZA_FB@T-04Rh;lB zHO2(q`v|^&eWAqFO{1$t2tm66>PL|ZM=T$ZKOk64D1E?zmhvKp^-TQ*!{|hB*z-gM zXw(Z{0{UPO0Kfual!L0vv?xDvX)VM z*!YQ7kbQSBMIlKhJu%$Z;$s2#n!FXQY}HFRbxT)2qPJiuil2QLQ-Pf?Na|F6mrT#a zMKWqXDEF$Bz0^ZjOEsV6TLb;S2iG6*NQC5%a2JjWUD?LiGLDq?-ZIm&sGb#0>>NQq zLel^z=XSZk^TW>Z(uZ1R9et!fU%Aw4YW>e_R9!~(*X}Aamp*{gNw@p<*h%7bt|4hd zQ_CynO`qKxf44=8nu!-ubZ4;3-u7c_ZrlNh!?EddtNFFKCh~F}nxTnRhn~bk) zQu0EgL#fK&`LQM3Ao0M39^-l}d{s+GY|?nMm;bKS)!n)^>dy=;9# zZ+y|Ya|49}@(PUWlVf6&4~mVwBy|X+-7?a(FUAuhRbX#BV7ChN(IZF2{ivhDS3qQB zkF^u>7&Z+q^Zom%=h;y0HvzdC1)@3^SPQ*mqgS!tm{_1y^TTSBd=SnE^`@WR*a*~= zBJ4BndtCai74m^fyLg9;j#bM?ygro0igr?b3s7{UWBd=Y+m57hiuXVI>a|{D4^GaC zc8JBgS0D+Vv&PgXi-F)ATgCIlQ(#}jZp(;GE^<3x_`)g=Hc0P7eXqQ%D5CP0Zwacq z1Ch67$BFPSO5Kx(*Q59LBMFB({K~aQjW+U9%9;2{`ZI?~?(r9 zDA6XNKtc$%I-9hfQhw$n)W9h-Imi9*U{iS8?IXbrzV|`$DyJ`Q>v8GU;(WH#wU(vT zf8Y277Z`7UrWUnlW^50t0Eu4Hn;K`4S6&h+jQhph&ghA^1#MOnu8Zr>^lsh#D%=5S zM>N_}d4cevv?12isLx|~hU&?h(Cp%qtkKhK@yM_0G(U|}NnJjq`6``$d@gyoit5ip zd9U1o;x$@1=@N+^C``2}fx`!iKPF*6b??Qv-j97& zUgY+>F-PO>VZhbuS<*^^&3`>+&xEpdlLc9f8t7D7Kp$`!mEH1Rcdt|IkHy-23Rhp! zHhIi=asMYzh7H-|fn_d{Kea`6xpS(%+1BLl_U#_ZEpv$jwEa?5ye<(mjg5!FlK=hJ z@8!z)m9=lM+G~--KMw=Qnv_K>y|=AUeK6Ev>!yH*k@{-4UmCvbBHIExS;i1oz+yV z`9Z@V{k;Zt2bzZl2agAJATiMhLZ1=j&pzk@s$^3L@IgzHR|q7!kTpa*2Q7FJSS z<0gGHpJP+XJz5t@))`Y@U6izj^RN52P{G6^e;m{N6Fe@w%=zQt^BN~g{;4EV44bZL z#Hu35>K>N~yjk~Je!wxX_78ULJ7%20!|UE7K0riL51r0Vk|piarh@h|h4}JqAU{F? z(H!`d&9-323J#kc_FF?`XW1RdtXkfwh&9*1(#7y8N-83b|77ocR3pXf$Z0#kAjsD* zvfe-DYmK9O;6R_-f5BCDP;>z2TP~CMx3%x%UZ4em?3c4^}@Tlj| zs+*H+7zW#gv0n!2;wlR-Mf51R%qPA|Z|LR2iVKenkV_3@#CloRJ!HC2lnB_2<$l;r zQaA&2z3IlyU-4|$6TEj;!MVNh!1Iy2Vr}9`is(YTJ)>uF%dVev?Z_gQjP+fyu?P5yCSn zWZ$zSUSGqCons+{xKgSN#o19QOAB}3EnlQ_5L z>`Wmco^i)Nvx?_cf(-3a?LF>?F@6KIlw4Gtw*}R!;||pYR6n(@HU)%zAgZRoqbBA9 z=SUYn2-A3g3L>$@iAXk&YS=x%ybnyQyLZFn_k4;*Qmd{ zn0UB6lU_A%Y=E0M_)TQ!!;NG9L^bu!a-0%1VJ2R>hZ#WEcvw~WE%{m0Y>+PCM_wwW zZ9EjIkFF8S-`ma7Rz=YEiYACWjfHS34hROfUaJKrx?_bm+mt^3_$|mZfasXL#JLwY zy?t)lGV|S7F;)8B5Qs|yxp%}pC#!u%w8~)~BgVn&=1Z1s2MXYdbRLb57qzU{{h~SB z>FPDo{iHEc@Tz_A7rE;}K7%^I|7HDw`qy<6X9)H>GSh`VTTVweZpk1%6a!+fad&qR zLDMi=HD)sr6Q4lqkFnLn%`FMUPhC7W^=vC+`)0jwOZJuZeyHe5;!M{uORuPVE+Iq zP!)f@^)+aM7nS3ck(d%N0uDxUb5$={mUFdZ8RUi;H8scw5yIne84a9gw_eo*&ljBF z7a$xCI)1#$NRt{IH7 zU;~afC^+d+k+?7baqCtkKX?wuzZn^-@;{du;Qs*isfe?n>T_uNtXJ0g1~&PWe-if< z?ag?awT-r^r!Z+%bC2&1>VIp%oEX(`GC1IOu9Lw&Cw&s<%bkl^NO0q>!|Ezzx|bJi z4_H}JXx3QRJPsR2J|(9EP+V9u*9&)H%Nf+!_<4$o{M!9vm}w9 zGA7`R;Qs*ijcE#=>x&ej?_C|T#PFy|1_-9Hty?EaY*j8ZHMj7}qkrd%*wuT@HdvF* zhZDis)0};4f=bNjPURicZm8)qNMyT(A%1zN$)wFRfO&t)m|B`o7zch_GuS3S52%`)MDu4|0-?;iyXMYjQjk$nUJgW5Scm#cY zKl=2pCjvI|QMUcoXJe8+qaTed*J0F#We$ykbC7+9xA@mBjqVM#Wilfx08Yeb&u?+l zrB=O`V3F)sNI-lQ^c`?B$j5V0HN<{oE4?O>i3I@piN`!=`qf+OuQ32{LB@6|Dn6f1 z^=T7w+`>rg(0^PcOXlr#1^L>2alrhmJ(@Wqo972VDFEbvKhNn*y14z{%m7%|Bmi&+ z_;jeDXwh5Cz-A*kTw~CV^=T5>YiZix$e>1pV9s;=s+`vWlds3~+ zqM%Muc)=LkgO6T+&(@%lb`EkwXPo1$Q7q7BPc&~IyN$qbI)Fw&{(qHLnMJ+BvJiKI zG7dpfI5hbR86W`SGPryUk@=3bQdb3EEwGFg80tCW+o-8SBxcyCU*;SEkDCKMhxzSP znWJdlFn<`hkdVc=#t7-_npg818*#}I;GPfD)1drw^r|X$939vru6lEv)goIKXGkU%^NuG@kz$>=fDw@Q1k z+}Y%0k&{p}uUwvbW1;^5IjR#H>~>&d0AqpHs(-V5pf_`Y?^Ddg6W1Bz-l3ERkN`gE z$iU4p5x*m!Om(RK?@|Xt)})sN;AiT1s`3yy9YNrZ)ClOjGvb?#8fAuk(pfe>UZp+9 z_*bFX+{Zg5_K`68xgZ~vzP^UMVn)jnSab6Zb6S2M)NU+p16jFJe)5ubpTed~sd1M> z=zsqJ4fv%pu}sF==b={U-{LE?v(%x;WOHig_?PC5zYgDpcpjhP8%yXGJwiV!PRx3K zeXD-UQNFSO*<3Be9Yk^*{zkCn>}`AQdsLBI-LCoVLu7xhwIlTvQ0S0LlWlsve(b72 z73WqyG!QuZR8!ix{w2vDopjcIHHL68d4F#&{d7^E&#&uHYiDmeT{1M*YXbbAkGbnnh__1(Fg}5r5_`RlWN0o=#|;Z8>402*X>*u_TO7&mk?6Nx{H8 zao3t?yLTQ$vS9%ESFkwjJt_$00zzDGk@8O?9rKPTX5OW?0tRq#kU91B;;^x)X~QlR zUN?GkdFRi0#x*;o)UfCwNDu6fVrPbvG2-gt7uK3RnDJ9GGcy??5Ngrj_+ z_GDy{jL?uaXdqixa_o^asK|_NVozh(bJxidBiU~mor_q2?p)`Cvmgd1o_NMT3ZTpcyaTmPRG$9; zU(%&+Tnw=7fH-gdwMEK2-f1PnbjTnc{VI_xjmxVxR~wF4dVW9SRqiB_VZHSQZS5)+nPz;*QF9)G{!Yd%LQxd8c3 zAQRAF^{X>VNFG^W0o`qo>V{MaOco_O6>Cpd><7xLseau0EwejprFQnI$!5vq;2!VbzhHd1tLJ<^^BV^$)GJlu(^r&|3S0^K~i*lOC4A=|?jQ9Wc~vRljv?UAqCBUzJAXgUfGrD%e6-yfZf-Xo2mb(A{{W3oB<055 z!9Z0}$bZKJKDhO)*0@)>a{Gw;yc`en{uI){ObW45qdSgq`S#+A1PXHrl7A|V zFMIrYd0W|~5 zi5W>?*udy<&q{QX28~L-J$b5yi?W;ybJ21~xqtkstSgrtyuKL%VDJgS$;atc^R-)X zkdS^ry$7yyQM1bHxs)=o!sU)f`TY9Qw0mI^3^5&XK#NhJds%ljF^uJgay|QUY75CE zX;)zbj2=Pl$4ad;IdalqE;#_>-}=(5sH(w0CAr;%-kq)Rp?mN72o3$ae(7mdR_ z_4dV7ayBbSa(QsQz#w3g`1JOvq+ukl^6lN*IRJLgu;5iUk*1A?017ewf1lw{iX&h_ zDhF))cjw=Vttc$d{l&lo(B~$m0S@v=^nV;Xy=`yvErkU zW1QojJ*W_*k~Z|o>xxyC;yK;UHt|UzEh7L)8O~}pARaP5S_Wv^Y7Q80Vsd?YR{fpN znyN|1p~Z2kag2AZO)BWAR6K#!qJL2-Na~e~pz^ks^ffKN4ze7BoN>qN+n}m3u`B|P zSl|FK5BbeVCCFo(XR+;A*wC{cB9QR@Q62dQlhg945u*}$fP@Y@0iSM_6}`gngk*u7 z1J<10t2qEI`#@A> z-aNJ)#z_?y`p3(&0x&+KJwHlm3g!3%zFaW!`2gvcM?Z>u_40z*ufbLIqE$l(IUGr95K!? z-%hxwi69jW53VW9=j8>mGm@i$QRi!JZZdLmdgRj(&Yd`Hlffo{J1Ar_+n^sa5ypCPQ=^c_fWbycCxSR1=j&KCsj6hier^!uNdd9c`hOqu-kg3}SmYKSpHK7oQSz|J zC$Bv8sLth(a?HE{%s!lc6oy)exJEcVLHDUzVb0u?@f~#A~t3E z^Gd_HaJn+?2j=#n=oI$EOrn3Cl46?Il4YpXE%D z;ewD4%Yvhh)c|p@jy-tjI{yImsj7>z>2jsFr96Gks zHtkem#GXz)>7WrMX%1KdJu%7ciiPA*dXLVfkol{-X5QG(U&FOknPhnh3^?GI>T1#@ zvVZAq&76bZkEKELiMB)ulK}PUf!2lu#^A_D%n49B@$2}0wG_^w?(;8Pq~IAi+42>zUSI_ z1mJoKmGSn2fJngkahi#}3iQw6#WVw1c7N?T1QDJpDPIwl#wm9e-N_tu%|yhO+6D>j z?@b79K3;?xfv|g%+lrDx$L|0!!65ah$su+w7_rF&RR~EqP@s~1NX14Gf|3!4&Ua&h zQVquh3~fB;ps0&si3E)G=9&Qj+}Ot?fGMuo$r&`5{ppdAs9Zmu3fFTB_0m z52*vCNV$qa2~t5lA0QuE%)6Eqwtw#d6GZ6=25!TaHeDN|ra+;qneT5HtRJ)fnYG1IuR_%{gD32K(K64`b~`hF^AI z$L0>?ZW!kjs@q$1gm=oGhwD%ywxw=OuH;;Y@dBUE?TQfJXy8$Lmaz)ba@?cYV#s8*_rAJu^`8 zwVQK;o)5M;rbu1WXktmmbIwkA{{R{{hejLsFG+2CV5f1gTpE*aNx*a7MW zf61zw)yY*n^`}R?CJr)s^M6jka@@}0L2>hA85GZ);gM8lkPkSfMK_j0v`dCu9pBH` z(^~5-f)oM3+A-dQE0Qdmm}IEquSy9o%7gEL#%dKmc!mdza(~agJ_%Q0F4Czdq7FZu zI|}54Z+20QyGt?7Ju0k#oHFtixj64r7X(P#ijFV`bMH`X^BHlETz|3Y>-{S-$c`9% z`4|}5IsX76qi$2=AxX{%G)$y90OuJ~{HhW&xu1-YfHFAsphCIY%eY_;x$Wsu$o~K? zLwDzzNe<~gMZg2CGif;5a5{6&Kh7$EQr~+SI5l01WVg0?=A>=GeIA$!`FyD-9S;LF zNRg8A*y9WV>H1Vk#eaTbkicg-!Rf$V$Me3MNsfe-XNC?k7Z6J3Bqm%cYFfqr{lro&{%MRq4V`MJiILFqS5dQ!$D*T`j zM&FwU6o0ETE_P!C=aErJ4hC{K$ju`o79@Wzl+YGt!9p>Pat1l?`g2vj^RNJ88%}yu z{{Sn#9DX3@K9yW;`#gEz?|yN~tVHnEV11;c`Bn zl+qB^IL9m4k73@1aE+LP4pf82 zdeZ_tsUJ2M9Pl%mkC!`B=|cu3hH;Ka_321P#W=tR^Qu5PNSY=)vIq0;{VEnAjzVMD z8h=vwP`Dsx=|OzQw>)(md(#mfJJS8&+js+>XkKs&1ppJ8Xc<$EfMn1Be)mvu=}(oz zU}TUxnr3$3jCJWoIOc#1gWtD$RXOI60fU-VU^ATKwkQKnOq7OP@-TS(D@@288J7gN zwkw{ul%&~CImq^{n|TD0u0Y6ak9y8)seeeaNimY&Fg~>jUEjnr>?%QqU^w7*?~c^( zDNXu|@;jtTAf&|j&?I0NZWZ~4OH z;GRWD#4y@G>(;3VB#?|_Ja9d!?IRf!F$7>^2RQ!#Ii%X9d-2F%aYL|X845VbDlwBx zLz}0{I`DB$Cz1!RJ*ogUD%8lzfScj-(I F|Jk%Gj_m*d delta 20091 zcmZr%c{o(>`yNIHSt4p=>{E6b>x^BpCOg?GTUoLzYn;J{q%mWSG`1{*tYu9!*0B>p zwq%CMo@`nB`TqYqf1T@G*SX$vo%ea}=YH?!e*U%4jAM>-b{Ax@4)V`sH2j>fA6H4KwYU=i-m4nGAK z-YOtyj7G&@RKYI*LGPx)itEvA+`PcGTsi~=*PUK)vu9>+Pykwl)e~uzGklNVCxNH& zWuP8@hphB_yFlR;VJ2CyBHKiIdc>({$U)Tr{ns9FwAitq9yhf`FdiLu7;rU*1z9y1 zHIdtZhNzD8nWmsbDn&sXyf^5ubwsf^hUh_s|?@y(A>HHYv!|DI$8-bK|y_Tolc?+}ZC zv)j#BP6UN7yXGvS%q99uFg~b|KOD^0X>l>ptPQq(G(uhiL#BdGJQ8Nn{yoF;`qWJ} z<8WX(iGH#FHI1>XRvw+JG$RpaY3K*))68hTa3)BZx4mXIz~GRRYiIkAUxGEaNK0Ac`z1DD$=;wsVm2|e7a_87We{@h29__qUWjqB`6ZxbX3y z8shaB-$eWex)ygu1aoW^yN2DnPGhQdX8G2CxK7O;bcJ$?JQ};m`etha4J+IwV|SZi z+g-YaTWebrMZdx$pE5fdH=TGQco>6y;X%++*-)sd96m=q8m~!$k|M{^&dI`{H%RDm zG)%u)=x*j=W(`EW19s+|9tD{Dg$(}#Ri^rj)9mI+iuuSef?;FYadX(IHjU8?erc5) zgWW>M%S&)FEZ2@+U)PfU#Dh!!c;-cGm}wKsPQ+?J)Y5TsiU$Kv{=tgT5K)U#x?+6G z-p}dB7|aa!7QVf8i;jCC*Ao}4@+oj0-?7xUP-Qg6FFcvE%X}+O3E-=ZscKadyOlb# zvz(kpNn$g8v!;K+`tINtT;#W#zoq?Hbo2N?dsNPe=Q3Nv6{d_r3%lT^5(l@M6%v=~ z8}5a`t*laEmhUdz$ULT0{#;}s+t*-_W(Q&jv9(J`8VJzuM)Z_$(=Iq3@r8}SpRnO$ z1)>hZ@T2&5ASF=P`Tj#%biV*dO3)sc5I))l7Cg)eI(_@Wz&E3MZAG5|{*NqD8R79) zs!U!DYa!-JzzJfKcd zs~(n)ZX#929yT!tx_T7?m$~=o(~@NE(ewsI=JbIRiSL1!)Lc^&LuoLrW9lkmG(CWg z;Azz#fX>axU&soFv5)19qi;jWaM-t44a6`V#x{@vCc>XMKdhKn8}JhB<&W0 zZM9(t;2_^B?V#AF{WZ6*mWeKhpa}O-n7Ipc^c1XSpTK7cXy09MrH&y9dOI~i$9cb1 zvK-~y69fDRoHa`?XQ9#|gZgc@xV!VanX~1b3%d}FbnrFV#;r*Lv^Y+c852Bg_xu&k zft7*eWiG9V2V-TF&7HYSRHCDt%K*v zF+Xi90*8>3NE)$f>9@%E;}KE-pW!jzt_uY6hah3`sYuK)P+Myd$@RJ=Tfpc$5GEzQa(4CVE=dh3A_PM*yw1enbe zN}HPfH>|F651V1ref`9N77RY?{S93|dbTQGLua9d*Q=2&r52UQo;B?5u339-OAb%o z)_MBH_T_$-5vA!*>R2YJ84&b7^2@p&QLCtThb;LmVz$im^BS1gCOMf$F&tlHKzoon z{f=LH6RDEA?ov~MMz<7|SUre9n9GSrYc`6?nF$XD=fp+XB*$$U%ji{rxM0-ra7+6S z|Dhi7&3SO)tLb=K42A-`XeC(#^aKJ2MIb0LEC-SBP|_`m^nit%_7|$pom3IJKkVa5yk~h!R>Sj%Bs39M1m_6 z;(i^%9fM2xDRA~)HO*BqFlLwTW)+>OkXoM03R>fu$6PctW{TOeoIBFX4Ubk%Z~}9S z2%qfc(Mz-XX`R*Pvw>mfp|jYrca5fu!b$IRy5K__ysB z(z!Qh@D~Sa>m{ciMArT#Pf_ue$_XLIglL)-eTGGgrWelPM`4zQ7aT)|8w?dU0Et*S zDsQ;OW9GnyEw?HsP4-J&agq4T7G>Fa^oN0|Q@MuD3$Emgc#H9;<^+O~DfkFM#?Fpz zH;5!)@DT{CXd7yeWU*!>Eyl07w2>wCJw(#4wFR|T%C5@VpHccDJ zxRyrJJEw3@K{0UteGWjVF0$2hprjgU$+^;O#jNSmP%cFTV$S4eQ+^J*K z81lyfLrENE%b5$(BarG+XO#?L2m}+9{|^*vFl54AOy?DY-|0q}_4C7cb2o09Su8N; zuGvSbB!*8S?FyK`uT>C{;co@W$8ny)FS( z{dF}YL4sA2E*QC6oR0Jf_w(p8Ed6C1QcNoYa;0Joz;#NSJx z+R?S}ZY8JcdpUsyG7?xNLB19-G_j;S;1-@$Zu-3ntue^NYj?4@SJ)3}L0US~(U$ay zbVmFNV>1Ndf>4Lmj2AwhMU=!&4yjDVon6k!O&6Vxr!kUqmC+c=Qv74c9196z69^); zfRy~8PzZ|d^4Q5@#`>RDrcz;`p5EQ29c}N?LxjWrfs|9Ae9t5cRLQ73uyAmnx^D#> zjft3zaG%ZFP(`RZ7wjl0sV0T+jdvO}dXp~3^lI3p$yh;!v41ISI|;FxYI0|sD!fEA zLmp%G#oV_%)&9Gs4>$J?N(uynauCE`HIHD9`TQD8PG}y(n@DHvrvPfL%Y<*Vg;g$f z_(2*`RVWxq>f)RP#Hd-?>>?<>!#w)X{MJn^rzD0| z4;lXHYELr+MsLDuzP# z-!FOe47k@(tVtI6vZl%K9&Ll)-a&9NzhJthXvs$}m)n=V1yRMI582ae9;Ar zSO&f~Br_ASrHGLTWRZ3Tbt|X~!9tUU?NDPesQnX;Rj(E8X9jPoAqSD&NI1d){0G3b z?47SMfxh;>j+Vgm*^w2*`Ah$qNUUnKiSJp90@gq?6n65R`)F)2qMYF{a7>kEuaGXG z*?1=@hg@}dR=dg7#BYI3+fPH7XYze7WI;o?f6=4VKAF;9=nw2x4m24WAyW97&et$} z=w~q3JIwv=dhe#mgKRMwetabxz!-(k`Us_q;)jwfM)NdnTTKg}k;2kwgPD^IR_R$l z20Ot>lxmbg-vFFdH>5kH)NsQJ4&EznZ`WgHMN!OYRtIci+W4|ppL%ydG;m@6oo;eM z_J++;yKeg`syx*&9!IB7z24m=P+XsPKuIorco8OOu%YtNIz5QGCjq9~gq`s9l zwCzkt<;xeJx!&i0;8)-F%LzJj7GD(o2Xa$mGkN=`tVT&reVBjdm87%}A}%N3!7cSd z%FRW!SgT0|9&c1VLyoNpK;wLCz@!?MOHoO--h)clUkOc_RzSHvcz<^AWt=)S0sEev z8By=}Y8Xm)YH$|iQFwLz4n09W0KRxZ4;(8j^6N>_$evu;?ai<9auQAjfo%u$jipkP z8o^&wUZM_`D?FsGS1j^)ATGNq`^;euxK|AFMM~!sZP+q+TT1aT;F7=TRNtiJOo#+p zCM@e?jTWgd?9$Z~k1GjnabZ{ksA|H)mIHe*EJ>`{kNEn!Rxe5GoZ}U09>q>>tTi#LRMuqwO7aJi?i1c}rU|6EVkFR~|{aWKd2 z$t)O6!xyLs_aHYQYUy*o0DlDR9a(@Rc4Q=x6mss)Ug4}_lj)QIE32Bu@J~aYfNGG> zth$%^#&vaPEijx9l*d51n7+^`EN-*6KRkigt3)A1>Lgvx5u9=V>}gHqX~L{GZz4z{ z&rcgq##PBLiwR#De%PIcNh*v+frG=$yBL|2!bj)>fTm|FQBxKLn3x|+6qf{-%DFCC z+M}cKxA8AjbNt6nPCeo;ZU{EVtV|R!Gu$)h@~=gQ*kJ;rasnrL#jY-);H+dYst_C{ zj-tY&8P2JUe%rP4qaQuKw$MJ_?%6+qIJ@xYKM;NBKoUy* z$7_G!WEH79kQB!EA}P?ClcOWJl=|Zz=-W9O?a&J&MSSTNz9r_d_w#+j5l$a~Y^p;8GWS%H9 zEsaBsGKj(=7N=#pkGlR^rkbDfjCy!LAQ!{)H&%Pw>y>DRV5Z(_G$SGF|XET%*s?2xuSHK$hRy$rT5d>E>lyZtVPg zbfvnhLAF<5_lO|#z{Lw-AO9T4PvA^`mt7_4-o+92wn0aa1GX!@mr{P}+Z??{uI*OL zT+pi@@a!b8-mE42j^4IS3wl=#3*1`GRGVm`UbVpR~N@K>~ z%@2inSqucNp~+entH{z-yCCJCY;RL?6+_Jlc?Wqql;6EOGJQKU6OBy@Jivy)ODXQc z24QMqtB*$Zvujsc+{)XpXrw%Q;3AUSF>dCZ_UVetY~%Hil|dbpEOT-jQXuDD`G+eG zjy0<6v*hz!)Hj|h%j5=E8Y5S3i5B~n-?`F5&b7m8@A%0YaFdg*AGghPAbgr%7)N;I z`7vxAjnTF;qNIkOADwYIIspw4^qQ*XpKYAAS>|Hl;`;DC$_O2XvxG>6s_)K4y2Oq5@yDS@4=BNBe&p51P1pwgwI0QJhz($!*0lQ-urVo}m(L-C~^^ z7%miutoD-R39__e{eGwvZuK8Af{;{@Jn{agm3Fm{toj3hDTR^tIn@`8a>~hO5x9Yi zTw*U(U2uH1f9eT%NBJS5MlJ>Jby;E^dWWE70rs}i_C+12q@L>K;i|*^JVs$hdk
mL@Myq1)uiVkS1;Kb>c|FKpq+Dv!|t<5G;!r-yck&ZWj^C-#%TC?o-N`#CK6 z@6KJ^mTUFV?mv*)3eAHJx?JQLJFdctqa4w9E4wXl81Okfm2lTNhzC(iNiC1=@@M|E zS$Dv1?h^cDikgp&*e)+Ha>jXoQ8XzE2z#6#s{Z=Q&opD+f&g8=U_K44`%i1#iRcJ703PZCdO)_}2`oT}L%%6>><=cn(t(pr_IAiw@HT@>op5C69)&sfwlX@KK9)1SNNiBQm!?Vf2GOSoe1x zhRWO(z^VoTNVp2`ztJN_MQ`ozEW=+e>+`K2&-&Hg%|OcuekW~*v!bzaZg ztipWMSVPXyYEr<`Fn_W^@P*5L*0&{xUx7ml+`Nmsn$|&H;n5Y!J*ZA1`hjBXxt{N1 zy+F;Ud%9cqyQOaIVfk9Q*+E=K=%{9!2&PhPQj116;tdpFELg-P`Gs;Pey z!VuHJj{8tvQ5xb^8iQ^mgx6!FQ|`qhml^rvN5V^RZx{u$(9Mu$7ekZXf-OkBY+Qh{b!oZ^r8NCvm1+xWlwi21A>Gf=kG__02_1EncuR z;w<#NS>99BqkAL=GIpHC$r89q?2riGQ@AWK~i*eN<<}cd#|{AWBC(3 ztcfSScV%p)OMw02A^MSF6yE1xWv{p|w$O>sR*xly_$w^Tg8e0^cm%o!W1mULLDY&Z z#efrA&bNb6P)A1=26`V|Fi~;aS__N$?6?P>M=z0Of+WEhR-52KKwZW6`u%sC!R&uc z>9*tFM*e0HK@r4$pmE(=a1M_$lh;g*@XNL23i$JyX&XLjod7)frM1LR$l7Gi__)RA zXXL28JwiQq%~0TN@etK8)^T*UjkhEN-BZ$NDXDqcB`Qga&d>9=GmS*|&)zm-NdZl+ zB;!7~B#)shDNDcsa3Y(x#hTBQ7WPFiJl4u{ELdGA3-6OauZr=NAk@&^1 z^Hc4eyzQY_vLEYc2n>8H=<+?)(u$Lkam8R2mR54^_WMshZ_m&Ntby<+=nCQjS-l0~ z*;2Xk!S-+5G`+?r7$yh;2V#BQ>udB=%d2rxBRIs2XE7incbLwfXyFQXwCmX4P%Df9 z-JVJgPYUeWU;KnB_bzN08xu`706j}ptpT$VX4#K$cGOBAmRPb{%|%#p-gO|h9)t7I zdjIF)yNZhJu|BCvS`%2luG#Q~n%uJ72duK9jtNTD9+TnLBzpI#J{3RBO|{7M;eiiz zGZ?w*et@?_7-!tx5IHC~ZhJjW;lHMPra@7|n&MX)qFe!ia$lZHmEW25N|v+0+24!| z{CPW2_IO%tSI30cypIXm^7s@?6ks?mc z0~%jD>M?iJpl%c%8x;uStA*jebu1iY@l-W>jiX(P0q5C{WD^)tQmm3S@uvj&fbH4d z`wPOu1NWA>ef(|32btT37`h|h)e(2T^2vq;A-e=_srGZE6a7$wibk|Xi$C7 z9?7xsJT$ZI+COdH3c~uMfnoVhow{uOV2g%LY7!gaPwCJ93enHINMNu4kZP>|5A>83 zg6t(B-<#FwFn}ac++>Yx!K6$II0P<)wsgrK2J8w%XPY8AQ@@33yr9~d0~-i_s~MMH*+d+YOEl-mDbc0_hypz2!FgS<j;EO`cD!x(gkVg1XnF{8rMjNYZhg^nIdX!!d#q=4CCpue#Wd} zV;hv@Bx-fH|M*@ZZJblHd(T?dM^>gy5jq$Ut69J=NL;^b^hKbb_9|+~-SIv~xZCu3 zC$k%uL%l1}^w#f=(c)J@1}>PWgK!{G(|>s(sYsvu{Lk8H0(WJ%5;QaCV*c!{KS7Zh z{n{Kpl!B<0%1mFb)%tw|$F&jFa4vi0Nk2SJS5uoo>Sm5*a3=O0hD-qlf(g&U1ZeiyVg<}4+9sHZWEMt@aZT>jhT^Y!BuSIKgs zA1jKRWY^c&5I+NX)8424JZfh8(?P=(Glgv8D_PM#Kq6X`iu0uUJ`;6~exjKx>#A3C z5uq`+a4F0bozF_Ro)_|>56Y^#^&!kOa^X@|>hf^MQ>nj>NQzm%ni0}PyeQ$O`k zTUHBC5<6tHWuQE+noK+MbvLEfQ|4Ep_+Eup2YI)ot{0$xpi3aC+P0mDlg-jr`M!ki z0Jc9Cn5UOJcUx2u2FmI`aP)sVwR3-v*H3IkUL#TKS3( zHYt}dO?3Z2;UiA{|}@Sd8qKDVuu*!}o~-)}Khn)mkL7e&KE5 zzCVQVv3OqO43XSentwmJnww<&rb}?{qc8WWv1nsYl*LYL-vRGkyXqyIlMXxv_S>^Y zNZm|ta-z!SMUU&ljQkT1^e!%P?gid86~nfZ^^v2sE!K^%AVD$IHCo*jpr>kGzvqNXZG%l z3@q!TZ<`H2KHzLFVCYS90BH)R0_GAoMV5vT_+(rdR}cqC`1IY>jVN|IC(D`)hQR~9 z$*i;=u|^kWc36W_{IjCo&0IUF_yVVpxy#loQ7EZz^;w`dczvQGh?4RuH!@;Xzm0;` z+jg`Rk9wQN6TtZ3U9FeXA?SX&at%^7%sG{2f@qKu?)QF7eYqG*|1$0l;0=!2+On=M zi{u>dDc&ETos=;JO{7e;We?F*&CDWDX+W-k*_RBxG#j4Z|VQK@oWb9F-~P z35#6EL8>`vf(I-*PL}KisP$oEu8hl&d#r3;F1zQXpJ{OXnaHN-Os^( z?MqP)73fFq(ZQldmTPuZrC-t5GS%KpY#Bld|Eb`Tf^%rg2x$X5y3lhMi~rWSY99Du z_Vo20r>hQ%Wb)}O7q>HLXUB2SG-9v1EG9+qRlIt-SVDdBv_~VJJY8S=UFzr9h&}It zWOLlt6bu^xtT=4Em&ZCM+`7#3Cj^9x{C@Uql$hjUO>0i-N&fGyDu)E`siFVM>1MW? zR^k3NvBR+J&SGF#wtk)5^U~$LP^Hc5~evN!raHt9lR63p;C8W9F?bZuN;a za8En#7Xw0jy=q#ebx+MauPr(SM>LA0GxRILT&CZx7hE)JZAtJ&gvL4Ba%Okcj8m)Z z(zdaZ zmgD0FrN)4iRAvmNTgE1MHtg(it>kXW@~1m2VzvaLtl?mzHvj$3r@iZHE3E75yYV%k z;BNb@*5nL|Qz*$;jDstVEWF33xbE^&N9N6e9emECG$^ePFB!bFP}o z7Y|^K&?^Gj{po$U*sJOqM9|&-4@})%G4~Qt-NqT8r3;bjG(jVBZ|JVT!QBS(I05MG z?%&GiSy4`raAxEt3v;_P$yn`j%9J{UHa#J3cGRs7$(_=yLY{r*EZgvvsm{JntJ|k0Xr(S6*rhHcs;dMFY+IVY~@?E34bl|+N*m`69%5o zm3kBYUt_~R&})2>T7<_;6Ci0b5U17ja+it;w`@>^SUir6y4;`%88C6coxh*`uy&N{ zte8&+BC^jAmU1NOM>Ia{J~4P^-_Kw7<2FqLSfkmgn=PLOecmvB_tOP4IyE!Zf4$Sw zN6`C&v>zi0vc0OoZ_;gRz*%RFZ(4cpWlTCO z1^F{hZjGo1jlr#^AG z#DsHQOHm7B3){WRZy2LDHgVDBH@%&n%j@Lkk9<@GmRc#5_T_n=5Mi*VP#CjgxOFc6 zhins4y`V@Ut7x`DQ18OH<5MWFCy1#h=;w>Z_hWS8L1G}7W8i$IkR*KwoUEQE6#tST zCWwt2x>%5+2CU)zNqmcy`d@Aup^+pm2Ap6$mC#4SU$thWU*1PT4ny*{?37(^i;?-~ zZsh$3`cI}?P0zEzlXU=`if7IO)e^7FjNv0WH>Th)TuCv=0=9r9AC4Zz0?xO&dgt~E0) zcX-Lh9lnbB7Dq#h%wFkPkwhCZn9HD6_R8U{ug{4aXB9V*cvf5U1DWJwYMDw@4R=m| z5g4XJd*ypyX`3UccTo4O<>`9VhzqyS2UdcB0|&_Z1b4^<_8g)SW#|P9SBieTn9VlL z0m%KShWt%?#!pQc!40@_=n|uPxmR+2P$!!7tKJHsf^R}VrzTuY#XXO;Vsb)3WEi0Q zI(qp(tVVF1Y~OcsYs5bg`=QmFmqwB)UdVpF+zj%`>c!Yg?+%NyZZ&_iNQrFyksf&T zxC5z&scOJ)rcQ5?( z>zVwz1TKrx`NEw+9iJ7jx;^MERagr1S!uGO8B(*KuC9Eh(Dc~e_f6WPLbVHSQ<8%r zd@}z)Vp6H&M={3jP4X7^E5^i}MgF^@_plig0QqU*`N?y*m{evbcB$E`(Fk~-Itly& z3>*CN$~n5fG|j~#mrVRThhMm*v@hDD3PL3-HEk_wAS1^XyIk1FZu)fRm&9qR^KsVN zyWhv(J+@7Fng{rAT*pa%#<=q3#r)mwK0k6F-THM@*VWSgIr;P#_s2MkuUO^n6)YgW z`ut{T=snp^w-j%U_0`Hr!Gwj)`$Qn%lHXPCwo|aPZdYurawYDM&xtc~LAI`P&%UVQ zE2tW`Xte1W>$E-)zv6NG?pJukDxj|8)x|UycP#s{k@wQ&gz=i1v4TLBP6U^RvQY^S z_tvJweIF5n=-a{;*PK4N_?7~~^(=Q>^miWDyxF_GvvJes3g4}Ao$5$J!iwPUrKR@T zEKEN^T8Y6~=uRB(pC3W$Y+hL_DLd=K4R<~Gbh$m462Jcgxdt8W9a+7-FA=&^#m~J0 zRg0|MWP+#^x>svuK3(%`ezA2!^|g9Asmkux`fg#pV4=DblnMo%m$)TB=XN_<!4hI$4j&cdG!bwuSUql$i4>YP z!&0hWx6ECek7=x|7l9+P0{tK5%Rdr4f7&?0_LegfQMMl}Z)lwfg@rp8cqG(JcR+HR zbG~sZsXM0&MpGLJOMeWbwRSz}L(3nLUHx%Z;Aj^0RS!Y{e~{ck#Hu#r77vs=tTAU1h#dnIA=4T_jBvt6f)VMIU9f?EqEo9sA)bz4H3C9HM^ zi+}+8BxG&HZ2k$^C|bvsCJDokMnOk3GX>>~OL_`vD9&=&mu`lXPYK>R za&6Ny_~JgGtikpK`&=pT@=R@T1B&CWuxsX!y4lKTf%ogL@DJoCPxs18Hlc+>jQWE7 za^%+{Xi#~gwpo+)pXc3m@h3eq0ru*Iy6bfHSGrp^%Ssa|Bt9f$3$0sUW*qR>2=~}&eP(nzr^oPZBz^dmjx$aT| z?@<8Ts;5P9qHi~X3dF?y?(6vmr~&Qi-5$M6Au%0>(?zoq{>2%Hc8ro?BOO{9n|(JR z*sf)KjnWohvF{yXc~U8N&hvdc9~XRRv3ZPrf|EmN3^$Z;u~s;LoaOd{Yq+Ln+J71O z2NM3vx7+!6HA7b=ekp$Q78+KsMNT&DApiqdcdXgra6#C$M;~ZM?eBvxyJgQIcPk>K zA?)%ViRA&h%Is%%6?^qDA{m0jNB26ooT8CEr)>OoO^-q(w}ggN-@J7qE?hok^X+^8 z;PK^=B&4qckb3k@P5pOoseuz5UaC@%ssSsr{y_3?MYa_AEJl~-`k2Db@qHBM%rdv?vcbq)$vfH&YNV!~O z3Pj6>;lI7KS5-$kJl(Q#c7#%nsS3_A7hgZ4j+@c}iepQOvkR0R?MpQa*f46P=VKE` z#H3I(!D%6!VgdE#xV&>^4s8Nd0f&3VAFv?QNkoaupX|JaNY&8+V%W~`gIu!FZ4Pfx zRJR(c*im+S1U8z#K%qR9Z*(^KQf1Pf*-5D~N(iger}+ie*^jN5H}v|Gu2}iDqRCKR zcYW_{AGGwNRIA!r`o~!p)NNoKg2!5%nw55NQ3BE35%*ZwACXCCNXrn__P(C)pD)smIoz-K>k zdz3Xd#%w{Dw?aU5VIR`aawqT!Z@*V{z))yVk_&jmLdyGk%FU0uptnHew_EUIhk7Lm zru(P_xyIX{qr(BWiCP=Axry_j+D~FI)xE^0Pq*84W|cu0^zymy8~lh~wWm9j3(=Z! zjCvOuMEnz7bd@J$Z+E}c-Tl|+Z~wj7`rKd-qzTpQ>S-FIj;t=1-BtM2m{^E?%8eBW zpe29#IbDxMc&yHz4Ga7Ksm_&ZozDu71!C7He$~2@P1PE9=q7O9}tozB}S z+PURLNmq4#wab-|abO_zHFm>H5l{1DXX~EVyJsJzEeqrCu#i%UEAD!5n%>*LfQ3#^{clf2*S{%Ik+ z!Ghe6H9G8NzU#O)kH3L?p*wd6CDM}YN^2V!<;1+G1jD$^l}8IMNClRY_4TXE`w)zk zSe{`TJi$Stc;}x#M?CjOpIm4ViW|X`=Dr9^`=5U znr_WmB>$;raZ1wPUjDw~933VCw=lN$!hbG1h^-au9?vHH!t{5PF!Egb{$@1KlZ^d* zgsuHelo6Nd#AC*2<*jM%C7-A!ym6Y&qr&;}#vd8`ADB2SmeXAiBkv6&&>+{G6H}x) z=ob*7JoZ|+xs+5SXweYO0ImaRHSRQ?Obw}on_oVtZURxU;x^+~4l{gVkMRp`n52l1 z8&M7=J^lEns?7Y* z7MRdb2lBr*%V(S~Tj?*aH942|M?>qLPyL{W=c&sqa<4}qve2rEV@Bh9%Cn`PUgXJf zz@+=56j$-sa-7_2%uDA3{t!UYio1n3me##M2c8+#hj;UxoUTz|xP0uS)U*@`yjHzQ zKAiL}nl^amtMvVyN641&e4Z)ork}#B7ab4=x zH0Qdv>V~WnXaBXIA*2Bk-*@CN|IhnzsUrL7|C!N06uhM4FL5#e3v9+*?)FpO#!R?H zmy^%F*1oo~^|kb7=xc^iRne$jfT|jqvDf%>wC?4l8Ofjq?+gr|i<%`SfMM-$T&W^K zM>LC}_#f!D#gcAg=y^N!*x~7s6^ohO9i4FIpHa+n7ajNaE9}z~-@Wy2Wjw?l`~%sp z{m8ZJ8J{=#Xs`JpK7aZS$9Iw%Xz#r0ORGSY8#0*#zBe*~tf&3!(97lSfD)g-eQ;ti z^=~t^5)$@$o*{DBk0(sm_Ib(7>%i5B3$Am+$WO-#&7jrDU^C1yo0jpxx$4J4xl*6< z=9z8Io%j#QQA6K0Y%5fcUi5q3tt(l|j94zVu~DGZwBIq2mdVFnUD>iX?OHNqAD8G3 zbBVg+DDbgC0u;yfr{L^{2(YYSH={oRPn2p<0wL5GOMce9Ueu~HpxfK9+aIk+vMG2d z8xTVBeBGy?Fg-;_8!)4G-7a`zytTm~%7Kd0B{5 zh&;2r^ZFSRn1vX$GE63|=?6*ts=gTR_Sk9p&Q=n{bJW15cr-6X4j?W>h^I7dw7W!E zw08*bccTTz-wDS2*SpqbA@~wXi5k*V|5hE;!y`bgaC>+uclFF%8JpH^ZL{AP@k2W7 zam8)Kj|LHq3d`A`6k|m1Ae#g_h&4tSHyU;2$Awnwwyl*7i$Y=|0Rkoj+J5yb@M~L3 zNVb2%QS_p;OXemF0$7{tp}I1rQ(`StsV3=9ojT zUkrlOqc#k3P)ClVHM4m;x!Oj++dPd#x}?@SF1(*cU2{JnfuqF~qr@*a`*R8^lm=(o zpu7K*!SvmC=I@OhKPwg3xx@v>o{usOfT2ArlM2#u*#s)=DRsJ*oxu4bMcp?enFN`S z@4c85X-t|_;H|tZXrGKf9{(XG`FVqmW-BX++n;Hc_)GIJZiH0z)8Q6mv`#7oBXC`R z_q>OqeZ&sjAL?ih=D%sppI46K@Q7Qc&khv`%%$$GN8sw@J15P%-^klN+ADaU%#*zV zH_{eS4I;KtF&G7(89R9mFOHc(zZ5Y<`m8@ciq{W;|AV4Ve?HdzwBz*TVzl+5aAton zU+z%DXN?NAxWe2g_i|uf?zY>FthZ8E##Y7T4Uj-i#1*}q>oeZM@@4}>AMn`J0_K2X z9a&U5r(ZegnF1fIaagD(lHpI~TW^jRjr+VBu?Kk73z;v$v1MH|L8QK>JCXqUP&JNs$lv30+0;Lu{o@MuyW$7Xskcl74N z`Mwfews$c<=2IkS1UUY4qW5q4EA9FBLo#cxn>K?pv7|@+u(Z5u9WC{U7rGuF(*me#z<>S!)P{) zE*b`rhKpI;ejp{~2KAnWzm&<;(4Hv!DAyX&ts(9xq3)*`*Si{S8TC~rk34qcUDD6U z`(=?Wo=JM)n2(V+GOx}iHNiwTj4k2;Yt2JQ>6TTclDxRy1DY>J+%vllZ-H3)^yzFi1k-Or$mCC@kxi64whzlKn)Xz(Q1aM2(ej zS~c}>yzd`KQ6)Ew-e3#{b4yZN`HGijWh3y4z2FH!o_9aYWiQBFXUPfOD*-4-r`0g? z6sA+BH4ag;ZV8e9gL4N=?O0^wg zwSXfYloDbtQ3t1|xG&C(gLOI`s-wKt(}@=TN@{_%mMPG7XSocQ*XO%p-S^17uZF6| zSoy-Rp`jk_V8FLxpT>Rs*NX+JMNd210^wzf%Kn$F~Tk>B-1;WQ!7rrpaFD$0*r7Jnw*IsGWX{+4U1?9dz| z68uYiM=U@w`||?$)U#Zvr)LOd&DSD+ecXjv%c(X%jg&~J+29y_%y@(-SXVzt>>mhl$7VN=IXV2yP@n&1w3@6= zqw>PX|8QjT>t?UlcDFiyM3&OQ%xLaMfabp{_d1tzl#)P< zk?uv7@;ed6cU6J{)RcFueJft3$2(x$)FhO(B>ykP4Lb5n1`oJBzZ#?j?BL}J?#=){ z^zn%STmmucRU&f3e{tZB3GGvcJAqvD*YlT2W{Ad(*kwtarIfYChTo_ZfqPr(=`rB!J@e^3WMPW142%N!bDO_R7U zZoK!UW*HvcYBc~M8P7Z%P{1%MdB{1S1eu3WxyMd%QKJpGaB@A56(f*-@g(Ph1wi3R z$-w$h2LmSI_lpspn91o=Mq|Njl>>rtflVBBU%S^8EN-mCKSFcpD#;p1SqNq)@Z?q4 zrC_=A2LPJSe~>Rc5)XWIsiC+VfL?tw$LBy7;(wP8!2Jy*vSg5~LBc{ImJ{jn5p^$^{YeKP*F|Y@=39)DkUeW3Se%=pxz0OLqtCKZtZ+T)wR8(Z zbg#;!Wd8tkW}mdiN#|>G_5T1o)FHPJcVvaY9<=AVQlteScH^x;%{@NjYVB}LY;n`2 z7YqqGe*j@f2OX-MERsg88+^aQf4%QgO)lY)*BCtD(jP((H_Lo5I46u$VYfEZ>&d7t z8Pu);AoI`irdzwtxm5!s1$ZHtlL zAJ(6vVQm}cIA+|$^(PfqP?HiCY#woez{Mm{4>4zd-8}s%>m%nX06cf9i*+eTHuHi0ed<{7%Yr%{N#isC;M+mzlhAt7CSxSy8@b}6$SsV9IOmLD`&6-& zEAw(x@H5xim4LBtF44{~I#tCW_2^Ax2ge-x=M{Dth+*sfXaeI96yW~=g)c>Hb*8XV zxeU4MjP(@)$TyWd`iekV&&$EiMty0&e^96EQL#VdQyNJ##~#4Y2N9A!>G=rs&S-f< z1t+FC9@SmkwnLNjq*8e-I)9$Ep(M=TH^{i}&tF4Hahwy6%93l1v&X@Bn1BEo`Lq83*Q7DzJE&&K9kM!8qy5@^ zna*>`;QLZMqA|cLlgK@)vs{A11e}cYp#gUp8-omvr`m-jn;x}MF3Prgf1jo^Q$r%2 zPt+PLBI1GA06nNvhQQC`#W&3gK74>j2ROwyc-k<;;POo&o7yqnq!EGjH0@RgVYn*w z$QkX9)n7!E`FQ{yaB^|RYhq23ZaYWI$-(K{{QW5ubE=_Pff+a)5y+>g$`o!n&0V{; zi5Sbq{9yWzPv=lW0EQ5v_sr=9v3^Si?EmBW^Q})gZ>= z$@tbq%*G`uGxH8e>MCn{q9SH44=1AI2anJ4??4)INLw98zB*NRlm_{;>qWeZ>%8*o z)1JLMeibg*&)zAYdO&c~A$J5Ej-4qnjE4GCE^ZZ6s_~w^`Kn)U+zO6_=bqK627@;2 z70GU$YQi^MWMt#gf3u;HOOiROO)lTL)2$#aBMwg>=OED>izf|(^LHH8DJBL!Ng3c1 z#YGLsTq!&QpIQLh2%zL{z&SWL?@Jo-tL&3@Hncn z+^Jk1267Ey++MJmhI7qCZrQq4i5cAJpuQ+U1PpiYTejMuniK)PW5*`A545+nEEjJS zfP=*+5vd-A*F^yYlD$uSQpI{*fzKn6SXLK4b-J-`gOQ%qYk3$ykJ6y4n-bn;OtJZR z>C&M4NFWvDe|9yV3paD>Ij5uTKJ*34Yj9da#{-aa)~&-iE7baCvvJsd6(YVkUfj?I zx7rzsjo(^pTrpx72adIu=N#k`J5!cZ$pD;pBds7iFAussyF0KOPIi&W_pNrhDx@m6 zJaXN#f5y2D5@#EL$SuIF_+|MDOjy1;jsQPOhP5pWf0E$KDJ(`aj!)C2A$$|GaNY5W zX#^bLZRx@3PUmRqayZEAK*^(EM<+e==~6I{EXO%q1xMoqE!=TMgwwIcNc z9s1RUf3uO5$o>(?sYaaTRA(7H@zaVf1y=;Gpa-1NtF|%MHD+rkhm7tR=BUn0QUjcO z`%naTL4;eBt^nj8VOjA`!OHWuuLiG7RtT8nws}x}{VN(`-@}dk9Ac>m-M5&iiHQB) zcN}qpT1#?HPbZv?Yo1ngwU2h<L0PE7Q&pNri<+<;gsF%!J zoO4tii9XaT5`LAjiP1rS<$zZ&p1|@d;l4Nlh68mu>0HE97{?UmyEx!v_N8Im-kSYR z($DG;q zq+BZJ*0eJhIi$}tna@m7jPpRvof>em1^sKHQ=X)IR~KyFT&sian(J(26GAd_ed{?Z z6%uvEFaQUs$9k3{h9vRFTvTg=yQ#-z;a0 z1d1@A_oW2jX6fe@+<* zT;Oi)+N7gK6hk7FQH{7HbDFUts;T*L^gfjZynp~g;|Cn^QZ$>#$^dM7(gEs`@?!k+ z#~f3X=LBR_24z(WS7{v6V~~L5n4iLcEX2(p%A_6LK<`4z6y!czt||tXYhedHdeSR` z=YBHBs3w3CR~wE&IX(HT{X#a8f3O#9U}H6P4p=VJ{d(1V5KkePnwaw7?~cH=w8 ztx#zI;DM3HUwXKu(Fp@5t_bPP5tRx1%x^rN)C}@Jx_kQ4p#yi{V5D2`MOi!Y#e5r-y)Gf+*`dC z3!2gN_UtiG-7|SO<90gKaWNx?r`%vd**G9|^`tYExc>lL-kGS|q4%jKIho1plTn^| ztq27NKhmXMIO|ai9+?@be+>XGNagZUE zO8G=!$7>JDuiML&%W!?q>sv@G?Ws*UNQMpG+C=9$W5m_9sti;Y@rrf28f9I}g?{G*s&LxCbuo~JLzZ0fK{={WPncU7Yyd|*=uF<<)(t diff --git a/machine_learning/photos_not_from_train_set/18.jpg b/machine_learning/photos_not_from_train_set/18.jpg index 6d169e59bfa6cd196e622481d7d675f05fd63fc7..86e73d1b05650bf863e764d8c044f9134835a90d 100644 GIT binary patch delta 19293 zcmZU4cQjl7|9`AfHH(%SQKL##jTW&&Rc)~;s%lnjvDf8o)ZP?TqxN34N2wA!YVQ@K z_Dt>g=JWgam%noEx#ynOJ@@&1z8>p!+fERXMG$W!@k$H?N=yV1fCm3^~n;L2QC-T&j>qbOt__*6qnttLR#F$uH zP-F7?Z?l{~`|n_ub?SkfaL0PRvqg({&vdTP!X2s?NxD!lfs)Gr_R8~C%p za>TXTT9JuLRn|k6?A}r(&!G=vYUUxGV>J$c`T#|H^wRevsX8_Us$OCu!BOdKSj2OG zAOGU8dgC>s`Gvn=K`|hO>1vbB| zqy*?+d~loU0$PyRGV-P+(ki18_aJ{NiHmpF!-h@%fq~x7BOCgkm(em3CBi2-x!apc z1#6DSS$#8_qCHr&o5F1@HotWw&vqG`WFgd&>y#T3H(!qi`a1J2kQMsP6U^u2hkj1o zi-oJ!8}6BR_V4?{$tD|WcD-^eFkc31n1BO43rGlUkEGTu$lwuXDg3ZFZ!Sdgfjx?- z%JdH0E>XQxW`@CZAvKd=tQQ(Q{Cx z3c>KSKcp@E`bM55gTia)-5<4H6QK)Vz11hO`J5x1%twD=A5KooN?)_VnC&Fy)PP=) z^oaCD87u;_pMyCmS1;%OJ4e8(1RYDl`N#VIL~SU$^{R)QZK+eYkVq4r7Tzh?T>imw zvp}c202G}3appa<@jz!416psI=uVm}T!H)XBy|Xg_`aUekXACkub7yp{0{Xsn2qrRtoZ z42- zyx@aig4A0!CT06OhgFz~Vi&-00bx7$TaY4GQ2($5hnl1Eo+`CyD{2un0429HTMf3^ zAEVV?!RVQ|8K#yie@*~kWADkCPVKPM1XaVYx7o6=K8Ar0uH3%2x%t5Xg<~vR3Hoti>HP z>f?>=WAx=nDT_z8_I( zpIZf?>ED+G1pr}at2RLc-F(vZFyd?c-kn+FTu?@!=yOjWLKj>>3YX%U2+_@wbj>Yj zrxX)qU~)|RGrjPME%9)M2)M13QsFV@u=FJ$kzg!gD1A(FpRjxui#f*MJWBG_s;8iq z`T&sEd%`mif7TDKFsX+&#YtV~Z%+)S6c!B?k1;Xi*o}kvEH;jU&?MdY~vO* zRX!{JIjae^2|rj4pf~wCiH_P7M*<=kQOtr6QMja7dW<)68d&-hoigP0x7bHC&%OkG0_u0&~z1yi3yz}-w zzml{`popwt*x`j!lk0Ghjv84MCrc)a=i2u+o;?}g4xXlXug zL}Q#RA6X|wq|bhtoNLidQD^=WOOfQZCO{lDJbhTk2b=AcG07hL9>2M^Qgwa0enp;= z$?(2ovm#N&FsPL{C^9{YF^G|*W!#}x_h7BCg+tPRu|=2QYpaOkPHgf{P<1ZU7t%vx z7VrP5#bK;Uipn;5@KMAqNTG4T*Sc)3#1bM6SJ(PC-^-kJhws^g-l+tVbxC$m;>6Ii*wb-UVc6-aISt|Lc{vK#Q3^qC6i^U?N3<_ zzesF)>5e_wFu9yv=Hic8Qt5f8)kvV(x%DH`^%>jD+S)7B9l5xGlo~f!5}P+S^jD22 z@9&i#IkDZ>xD;K&`H8d68@Sh7Q~NRJuxVP7>Ps1-~CUKa#Kz4kce8Yf)r$B(6` zSe2@s46EYB>Z~gEf;KJ&Kw($*I#jtRE^&Dxak=OgWEy{eTaiH5$3-bBUXPI~Qu&(X zNzQpoh|4jS-ndw(Nati9RRt*|u1)0DT*6BKTAOv1pG`#n*+Y(@Y&q2uGvgfG z-h?Y;1)%Eo%sE**_BAnqY!v8;dJVDcufd40-%?BJ7u)RECq zG!3aEpJ7^uz6Jln%8D-WCHc1vg+895_SdzJOj^jPc+TKDKsfvMb#@0px8>{T_W2{ZhFsPIuyXA|!vI%RlC>VVE_!UHv*@3>3I1n*xZhFxDID zgOY>Fyb2CfT~4e%V^rY*Zs1NqnReU6X5UcGaZ+s2uY7(#8+an10x}<1w(VqEH?PuA z(gT4IiFPu7Jl{7v8U6IzX5JM4Z5iu3Mi@;h!ht!zTUG#!>AuhgAxHHjO_;-^fmA`L zQAf_bPkS-&84ZdoIpJN|3cNGK!cdj|ErH zW&eTVtt<~=O6;)AyiEG5mo#-8q1w*Puin4?zER5+(U2KCNmb}f@BZqA0{Uukn-Y)j zyvi2XlIcE1JR!p*@^XIs*ZU7!0BD76&E@!A?9J!g*b*sJ_@8h+hG`Ujh37uD_tBMT zUgSai$GeRjM1m|m3c2J&XpSukg|voxLf~y~Ih!8@V`boa7YmvGb9X*HWw!L#71CWH zSa+(R8E#o-?A;I1CeBWEgk4!IykSmIp`Al@l0CGV=Q(?*p zfMmM2%=u}VsDb5tbaQ!AJc@^X<*ekjH$=}=WJh-QW1fAg&@7p~uXRJA^Jo~@y;|`Y zmlA89bHQZS}i(mlTTG zQuerKG9SkH7kE4jQoDNvP$=UG4)wOn4X;DL(h7LV>G1n(MN*edt#eNFQ-1FbNvxY2|g~RTK>x1nuRT_INoC+>4oyy^UM3W4&=opQx8q` zl>ClX}(lJ~ZBn?B_URp`G)7^S|bRc1ldD-j*$vyz967SL6 z9!80St|sRVo-6`iSn)F#+8g+|j@icP-`7`mn#>;|S3QDIi7M-$^_Z4Wlcb#l$2gf`L;#l(FAsw7oe@F(YX8>A-vFcVY7oUm>{|%CZF1;GQ z1^rTZ6&rKh$~<4#XYQ(pcqj8LYwZ@K{aLMsc~M;Is3{h4$}rR~)zEmw^^rebOlqCz zy-UXDmVk)Bg3rISbsri0`6)8@^2U|)iYn#Vk7@g$^>|l?mW=u`hAWeg8on9Fl=t*M zRb`f0Va2#(D|5h>C3v8LpFA96!({4`g$+l#onzp&hztE>4TYLcK+=0N zjKtIG9oJ<^nWiZJLnq=6*oIz;Cx0^|gz4Xoc45Fsp7g?vH(}uOS<$hF&5XF@FJB|# z;|@RoUlhzqc(rqvL>VD4Wd^yp$QQ2fmd;mo+UbdS5EGB| zj`!<*%;=h+N`aN0YUAof{5hv8ZgdiD0)E1oDpS<%Q_(w-#^+Zm&RFh5yj4#Dv35JD-xk?+az3a z3xd~46$%v4eLdU=TUG(G=EDu7RwGVJr|TSBAGZ+o^4WP3pJath-q+3Cczx^&R2Z3o z-pprVHDzu={IQ#reVt0^%;Fx9yvt+jfbOxccYh1t@R9mQp(JC}@-OJnfe+FicqSDQ z?DTM_>Ak)MeS5Q4JHUUb8&6rC5c}h?p+`>Fq<1IBH)5Ls@TwlL-%`v_21gLCBleW5 zjaVH1FzYO^!I!?A%=f|M!MC8wx_8LIpWkv22S!H5Byl#SDLY#@!02<0g(GcWTs+mG zA_FT1#g)kBfz0$}Q#@v{>hRWO1KC@gmWm}>tA1t`C5S`PQ`8Ax=qFmPhsMR3XwO+o zmVKJ6C9LL|jsQydZ5U6N0RoFTSZs}@;{vVy37`m&9 zG$HB(r*L^MGDD$l=AF{7lLHt4ya@9vDX&#u)5FYxVKq4l16X@M_`o*f6E zwR;W$-e{Wp9sqIg1_n@vXq<=}zM?*wWX*mFjl;?DrxZehO4?v_8WB~g*^zl zH!wV2yRIu1myqz+@ajZoJ~4GnNUDY_z&+a?SK$h5WXU9l8HR*jT}M;#ei4HlqfPwx z5m*Mj4K6C#i(Xg*rLL`vx#Z36B$u$d3Rdk+>qmMg#4hAjr@YVWZHa{&Wuafx_?qLW z_cQj=9+NaAJ#Y+{mD~fb+0kjnaCg)KW14Ywb1%L^u+p%Lv&sy3-&I>9HP%G>Sq~?sDJdCd9Cx8*BU#pcMwl93{)urGc7BL-O)e^73>R67-C!_sStr3wovNB1Os;x_cy!2zgOPHNoy z{Za(;#|%d3J8!tmEI7)yo}~)-SU$aUFR^;ac~SXLiYO^tZStKGem=gs;BK{%TFQ^zU461+GC7#R&x)!E{Wnf~aSOWK zo)~5}>7_RpZ1cYZ@U?f{g5E^Tv%WjJ{#hW%FE6lTb?@4dO1c($iPhJqbP{5D@ElcB zvPaLa<&sKHb`9+>J$A7t;}RHc!?Ifk@@T82F1kc#NpHVp>P7d-XCq5)NM0AY)nEc? z9;JKKsUY|5k*i9U%%h9(!RHYiKR6`q|69ot!oEs5uIS?f5UKXQms6>04SaGNE$AcY zSX%hIupR@(E+$NtQW*tuh`C8YedZd!81-xqDv?mufTl9f7g3plP$BeRUdjiLFC6j{ zTFh41X7R77?~yC|w;8Db4%LWVw&+GQyULZfHtXg0%4*Mme91q3l*(?sc&j88ynqHz zl|7I#ss$2K(K1;-lx{(-=tAEcyNAXdqCToLfERiYRrZlFS+0rYR13)KQvk&OM?u0xCZM zL^fp#e|#jUxDnKV^1bFY2FgD-5`M$09ZH1X!&lKn2f9s9WS4ug2ZCz(H`jyv7z(c_ zoS*p|9lR4daqg|sc>9+SQy@e=5q~$AbE?SZv8$wyp7G|*Is|2ux+WVRuc$K>$X9D^ zk`;n2vk$aL7)zj$VkelF=KJuxTIS;z5YJN3eJA0wy&3sxhCX2I`$8+Od0Aw>Rov8w%fU@=}K_y^c@lJZQGZV|}A=~C3QF(hZM z>Q-S($CZBCL{rHT0CM_N51@ia^~TT?-4@N%qu6s(|GFL_Iw2lO*fT~(eEm*xTD5hy zeeU9v#=j7GEN8=8&MMdd@GbkfCFUwmW+sPxa8O`8)-cw`y8g*#4`H>=woF)Ut#JDt zn#{P8vaz^RGeqw~KxPIghLI~F`jDOigBLrorM?ZnH<+u2Q7*qGJ$lzEdzoB?#v<0A zC>vhq6G{)0(2aCC=z8)nMEL*#kwp;m-m2k*Pt9O4qN8$e<@=m~M;Ek0SCjbIjD!gj zWP&}7@~#MRI>*+$NBxBX(--;;xo*!LtePB)gFoGZKAl!-yC+JEK6B^UlL+33bFOcH zWrf&vRfE>#?pfA<*%&{t6nQV%jqpXyy#Nn{c-~WQXrwdk`jpw@D2$ve;YpVn=PHG| zSa;~kPnIcm|3d*R#UBn@(wP^M^mr`wKSum}nc1@Yvuejee>UKp^+5}zjIgdd6I)7( zEu#U3i6>*Rwo8-r%6p*$i*C{JEH6L4s*f4dbAr8PA}S}>1Z@^s?pWq zEj1#8F_MOQxzgXOOkf6))mv)ZpDrgYhpRWYm}apY?fg&Vs<+3u`NBGwaYRHnmuJM@ zt*o}_QpKV=hjihoC+zIAiuHGwP@{yPlRVUG+s3;se=Y6=a@QrQRRbV+PM2vQS-v zarMfUXCJonP-n6JrD0!B25BHnW^HGTWu75%Z2^Cul-aJA8HXa-lP(^~zH|EeQ5+`# z#Y4FFs&@sVvT~TH!6tx85cR~zcG?njScg~xRPQ=(38hofry>B z!xA2~ZjPM6+Sq`?+&1JKCnNNk&Cc|tCRql)PV-fNrYy!n3FKXvEP`9P0*LS^O)Uub z4oCy2gt9B)Jn`lHcdyFV(#WX{F&pm#@B8~s_ClL5<3w9}L8rY&>vIXg|o zIpn|hGep^PGP8J-s539psrnSzLa_Pqn_ht{Haz$pPUUBwt*f2HZ;$w(`gwunMYYWA zflQsGTKWu?T~y|#c&%4ox$Q#3pHT-E;L>2U_T2bQOTFO-)u4uG?_#MuEU|l~r0KaH zv$gtzD?5Uo_UTiX8wC$3uBqQ2kLZiEUOT0THLuPM`d9v2`pr^`JH|VDIQKYr_YS+V zjXhkPBeb~U;Jz1Ne7I)PQDedX(7@GO3%c~0I**DHQM(&y*8Z^;cC{_9F*SMvu<90W zRax%07$07x<~?p$c5$+%(tnYqv)$V=`1HT!|9*Be;#<|9Y9?RCE$=MxTW^abV>di5 z3#8QZQEc>rWtw)6@A!HAUpczb_ujCv^f>m8B) zS0CA{29eF>XZC8ocp~w3Mo*6gKtCx_QOc~UQi*@_`xf-QK^kr;S$<4?L^1IkSJ1^m z?sl(X_UKH5EJsbf+tcJ4uiacZ9Qxc>x8&RXN_^C$AJa+%2kivQ(`FU4jiU3wI|lnI zrNyi;X*($hc@B^T_l}TMzIkdP?{I7tAWiat)P0#PbCOv;-I#TTyx9pDUicQC8~x)T zVy$mj&$cstwskThmOBd1@9kE8eat-Bd87AxFxz4IIJnpArK81MasC@6kd%AbtT-cQ zfhY+BflZ^6NnBNdI@x_S#`wDq-3wFzYO3`8&&z6&_=`*O49GvRwun19%@a&0Z)uX*q%s4FCxn?pY%+Jd?~~^IOn!LX@=p zKhmO$*D8*VmOp7DkBXnC)la0ae?jh`PIB(W-@D_xgsNS%k3?yB;M&cP- zO4LgsON$g19Ny;@5V9D&56m;(@a>)7ELg!vNsBZJOJ}2%A7yz8a$ZbEq0;jxyg1{b zFLq?<6N1tK0=(HpYnpP1QZ@Fy`(l&PH;aa?fb^8-q_awD>^a++{(rL~?fw0%?XVrw zMXUS9^Be+#rL>yP&f-0uW?M@pL+d>gKfJXZmGk*T{YSdI7#`JFpjfVF80eFPz%K?s ze-%|?-&$K)5vQ6imd!*;MF=)0E_D7;ZBSa?__S~b(7z1s@otO?c<|S!TG$pchIz3m z%)WT9v1$9~XST_|u5?W~Z4yS9~6D z_LfcWl>3fzB0(~cd!Y61F>XAQ>gQ8%im%mZ?8-|WBuh=xhUErq)zrm3SDmfK$G*HW zYo?F98i+`vf^;D{+DgxzY|1^P$qlRQjvTE}G$#uz*`|}vf0$V~6{r{YaEVdWKFcu$ znJI2*&Tm-tE(v-MyBf}I^tm$9%{NvUm{a~i$0HfwGGx%*wX&Mu3$ci?e2aO6aZRrX ztnP#8;&@Of`Y<>4`TFUO`dHKRto%oy@&O|qAgPa|s#5zE&w_bf#_KxhsQHgBDtc-Y z%}$iurkDwBg24-XoWNg17p^yH<*2N-(SgW)P=$K61})jWRjNp0YO#_ zp&|NzD(`d82@7QdBb6@$dyav!VqC!F{%BD@ecYpZ4R2BYh4qg}@ttoSSPC_+&X@=y zKIS6W)`500MZPeW6>0R}8f-=X7drX~r{I=3^xs?U1xumTni0OXkutERcQ33!;LnfD z_~HHw1)Y{A+F#DXpuWy6<(ip|YyZlI?826J!W9$UmWnOeMiYm7ziR-)-&OoEk7bD- ztmE7_Ot~gTD%N6Zt_Nz#68yW?r%OKxR{Y>?mP=yfDX<_NnHNj;zArXenXfs966n5W zuBBcb%NO;~c@r>M^iH|glaUZ_Uj&6!B%c0?-R2Yom5#QDp01y zPGKoc5oy3XZL}DCo8sOCnTPGJhH1^~w<<_B-E`!F0=W{sj~A)tzjJv#y(# zqFkx~74ucw$C$MWj3cdwM7F3x#)O0!+! zco@a8&RR^0iM|E>K%djSwHS=UYo2(DF#9+Q#5@s zzRs9%=Sy2 zBNN;DE=$(J$|JaMTj^tu3qJD>H?MT$*3;sDdn!l!ll`xT&Yf_lKws>u#WoO z)bD0SitDG0r<<*?&psbhFCFA27||CTi;Jz>#O^4pLc|8eURmI4#7r-`- z9^W-_dRQwtqE>ALoU8xj_g)mjhuRUmM(T_r~TT#57M44nPHn%o5hQB=~Ndh}(0d}1o zFT9dXw)`7 za!J$sj9b!gXfqUMvuUy_@0cn8Zqtu;kE20WoKDqSrg>|22Q^zs>JUQN5Uzj}w7$s0 zrst2j>abNJ;OF0c3>gm|voy}JWXU-44QFNxmu&q87HLxD9SdR-ey*i zt0UJx-l?>}dsaLLy0tNtfmwp^TEC+XnZF~vl=mD3*Dui(@6!LNdAjj1sF3oJA>}eB z8UyQISWE?q=3P_-%A};*q&W_Vxhj~BZ&2jpzfRkeoT8i3WZ`=l84sa7gXg;Z>=xM4 zFL`Ip&<_Rg!qj>N4UP(df5bM6RvH?@2bX&Hnnisdyzh*?&ZsLEG~wk5?L0#nx+iSm=6`09k^|(gjS%wi8^Q>X!eT?`49)uYcYPRixcdOQb%SpoMib|hE z4eDIHa8W_XCB7&EG>)EaU2o+(w5Yj(SEs@l8@0w=cy@;6U4e6J_FK?hrX1quQR2P( zN@$`g7W2w^7L~kWJ|S%BL-IG~VypkHplkXVimVATZT9hf=`%_!780J{+3QJ*vOm(L zx99^KWo*Cy*U5{jkR2FPeN@7}w=F@WPVnm2-g2w~ML=`u{RHlQ_rAe(%#6$R_TU2w z0}p3XrppP6#v;*gzn$E<3;tpV5AdG+MbR|EG+9odgrc)Dep(xtji^KVN-<b&N;NwMQM<;`}{KV%js_oeObb4#*i|6R=H z8@596=t!s%3$q}rP^&{cu}o-5bWwGjO|~f9j=b8Sj61M7EvR8ixT&7(bAR;k`4!N2 z@vpdxa5Ao$Fj2mR!TPGJny;mU|L4lvK(f&v&8Wjny|PgA$fZgB*@%RIlmIiXS`)Xf ze4#m2paK(3;j2^6?ss^@*AaIdLBMsXH>~SScA8hrupeM9x8H6%b;P);$FDBO$vSx2 zV``Eh&lKaORT-b9O9hov3-lXPjRqbdg12z$bmCXWEH0_0KQUujGH#zP`gP(43U;;m z=S!Z&UZK`Ox1hDs2hc6e7a$HI9Ke?`zu!s}OTFR>%_+?R3N?g&RsPuvihRu-vj5+L zD1G){3pwEh~MF+)eq<2 z;{Hr#9o0T=WCF!j%wO99sTWH&bD<=ro(j?!_vxlIX;*JmjX5+2!{55iZpCUsQI0v@t_(D-3|H_JXM$3tT+6T$~s{+ z;Kih|@e#?!JWH-?3GVNf5tyQ!v;D}wc1TR&;Q=E-Cc1IcF3YfY%wOF{tV>eXeXy*v z`O~jbo9{_WO|~6?ZC2=;T(wK#VIc}@osArpH{V_zGj zaj**8H?L{wGVhpvLzqS_oG8a-gb4NbJNz{kfj-kH{V!7U(%V`a|0#U^bx(O3d;{m7 z#{g#!@;b!5Nt=)x3aM}Mr2hM__T|ebebKSmf~7Sv|Au2d>J3{yGR?;mSaIZqgX*X< z|K$rdU>MhdwW?o4#w&+!?SxSrmKdp(sZ0vyVNfh3NYNrREwa8$Xr_%VM^DxCg-5_E z8*N~j!!3tmYx&_*QnjfF|0ZOCl@c(X$6BTvJ=%-t+|)=%4x>iFTly9A%xT#zL3k_w z4>Ii>Cjeq?AZ1(WLV`!q0|z{<^gdKo3IkcZv)V&IT+k`g)}{8#z|t3I z3lxBanbMuvHB+<;YLq~6=(z>w)k?x%Kkj?(Td1vHgT@qc1#TRn=26o6CoL|Ao*>;B zm~HFCvH9FUd%scb)?nBDp(F6Ng{Aw{&svX8OOn_4gZuEK?X``;;f|VvqTxgSocVdm zU1j8O_LmEr!z$|r9>;^^nq6w5lS+$D2@%^2=@un|^v=YOxIe5=f}o3OqiUs<>mo)Z z=jC)wSW!RSz;E5n1S*UEe|>m0Ino`_ix##gIzmlVDB6lG`IpXMho8wkaz*{;b;>Xk zD{8eUy4C~!^kL$xw8OaRLYLl*2&^)ikP{QGyU=}vbJw@!_Dc%SV>yNt&TxdzAqlPJ z+w0=ny{l3>p4r7zp4a+`e|la=;j3W~+jI@2_yRpnbcGSQCjRMhbKGo3jRAn&rhoGw zn=<6aE{aZPH?Q>`Y)>fs=hIBrOq-N`hU{K;b3(Kri(cQNF}#H6 z-r%Ft2bipX+~IqYS~C{KcwP&1qzRBnEFq-ZdS2HWp_+SJ58InPRm5> zIhmpxJYSs2^_RE9VFJHayU26zS;oPqE%jJHl6yQE8-8};Q3_3qC-+<5O7BP{ZbVs) zn~W(P*KTYqP*WhzH^1J$KZ~p>h<0vf?Iq!h`HMLL~_vj$WEc2W>+^>sV%IEVC*z$q7MVx89)>jlV(Ym>+Nu0@5(SfPr@ zp)|ZASATshh@=1gFUKGoW?|pR1DPwj$UZ7sWXYG!jE|jp+ zCS~<_7O22Jpd^i~YT9hC>sn@biK69`_h+x}aFi+(e+%7(0=ZrPs?0+_4SQz=aNd1- zH98sabPxOK1*RrZQZ>2pTNrWLNY?^-D(};(0--G+HN6j9{z`ut2pvv@HA61-ysNi6 z56L>Q*E^7y4(J1GJvTebM1ND@L<@*+ktF{E3*FdAoRP^?jP485J+g$cN*0}*>GhL?qEPl z?)m6aRUvpFLQyRiF}?MEMq$6f#eAvc(P7syhR2x{@mqSWzHjI;l-bRO!Ov#H}!m zK6R1|MHj+|c<~WPCEXfJkAuU64aP4s+U2xz|8JsU6Ge`z-H?>0Nc++q!G{|})s&5+}^1%bWYS;#{-N{l~B3y2k`7lTYt5vAgp>CDPt#mJXDKXY`*mh%fNjeW6Y@%tieV-==4Bif|37EBK7cCARvT+GyxTEq7LDA?CyoN%(?Ved`c@dGY{kBI3*HB zmtbC5f$SnovRm@7(tP!^$Nv&WAV{%PG6^e)892EA3kCOb$vveA)Bt9fbhD&Z( z7GZItP7KI{PDOkbVDYs6co3NksBAZ(_GjaGRq7dBEWjEDg**zVcyNZ0wtJ5u;XrrEdo7=U;YCBD#sLIiUn^ z{ndSYsz0q!fG%YFq&C~KSD$Cxf^6Dy?mXv_X?yf9>gf?RV?WCy?BVvrpN(nHuRNiu z?DK;F*$4s)l!y_DS~5Bke1PHVWy_D0T0Q+1UF&7Yky+8+JMU>B`G%nyo6fR4#ZpA_ zLhqO|t953mQpg98>xSW2@iN-iiX(fQ4vZ_O*L;0X7eqHMq8Oy2+3Gh;IlhieybyJ} z?*I*~(w)es?LBTeB#?43mG%_yyMT5mLu0(tL)s?+x}QX>CXuN*G^9D4FV*r;;QgTN zUtg^OHyC?xhFkgx0gCInw@p6&7^px^fH>Zky%%QU!8IA$SHs*A#!>p~_x@fWY(wcD z#f&i9c|pBj4N(i-bxBgm?@j=5sjF{OvacJ2?aZa9v6oH%EH^RP*LSSxoA9n?9rgtB zN;)0*E&QMN$gYpJMNNUT2M1d>16wIlH010+!-l#bmlM);1822Jt<&0)jpW2ZzbxqI zYlxogymQH1qM$P1_+iFri>e?J5eQqk#>$~`hfTw&t80T3+Tym}ogv8;UpvDWD5IQV zu$M_VKq4``&`eD|GdfYRkqc0 zeu6+2$~`0|vdU{-?-!c5Mg|#a{&Z-$Ie41+CkpfKp+l$z?&tOIDp2KX{q1MjNJ1G+-it)~n#T_VHf;%@1{-SE}#Y%2J6$$DF&b1HN}ybd2=# zMN3XInhTBJX(^sgW@urY%zc!Bm07D(UJMi6MOx@{hDq^qdXGSM?be;Bu9c7UW0&4{ zl<-$`L@T;nbzNiuMyKD1(8;wN3Z+{F)y|fUNyIo}12-YJ%fHUByIKxF$pPh)S)ssO z9|!ua^k$2olrFY<%+!YmQqp|px@{3HF-MpSIs@i4(a&7W-xFqAc7@{A?e?~A@kg8g zy%ODc+4fOFE^ko~EEFAmW7l69x9`0#a$Qz@1dTGEtO$8mf9k@s)N)N zI*&ZANzqfjDnG4GUf?VS<`LmSv95r;meTJ&Dv!YX*-X#s7EVt$zdAdYjmJ}ijnEQ< zS}{}FA_QG`isuuWgAQ6>xug}8M@%E0mU^JwyWL3Rp?t)!$K3fk6P199Dg(tp1(Fp? zo|5F&-YiR^V5!s`2O$0ex~@xssG>^|IIKEeURLady|}TZ*KN8ma&8X< zr+;5Px_3zsjRRixXA8qJDQcr{c&+BSNR0DX0)BJ`(nxhKp-)S50{3AapsPbZkE=+3 zWu9gBNv{dz(`D3}%MCm}G(73WHRUZR9lyU-_yHcs$^I>vfuxz4vu7RtbZwd6dZF|o zRE0RQE}q-zDiw5!!Aoed)|VM((eo%Q zY+n&LDXod-EfeG66Tzo6V%`SqY5NeckQv!<&gf5lbvk*$dQs|QZ=4~&4^45JL7sW_ z+A4=v=WxdSCO{rnL_t@@yU>xtv_u}k#eJms3x51|+55T+Z-3jYGqQd@EqlRar{S~D zSWLLLD(TL%qYo1lcq?NDXZ&MC*A^UYxeizq7pi#n<@k@%>!uFZr@Y2;*-U3d%0AG_ zN+V1gB;P$u0f93SSuUEg**{6VnCmk9ESbIEY24WWjk6Cl&|~a_j~H_lh8$)V`!FZP zEB>`a$Yosp6Qu}Gn}fa5?u~?M$bG=*j$(1gV2VRN0=cTaL@3&@Pd5Ch_E3y^4S)`$ zI%SRFtqMxeyZ%omf)~zYXL))bSz{Vqn+ob5|F}N8r?m}kYivZlCSiZ9cCS}jxVa?R z{c=J9I_CLrJ`y2B@s^if-iyojc}iQ`%V6sTj1#N>iMHB#<7erD=UAq~_k=P-J`}uc zo!Pkhhm;M(Qr~_Sal{X}f`v?MNPw?ZMHg#{tNnU2!t!^JRm9_*%y`{6i01^ns?#{2 z%m@`Envd4IoAQ4FVhWx0*zR7PzrcT5t#6I84E22R_03q7xg>uO&*7S+xkz1r>5_k1 zXa$ewSVvEklloOF!d%8l&Q5s$06x`rF^7m_oMNg@q)i&|a4+sz*{Audn&dM|Tzn1E9&G;Ag5~AMpPGKdmgQh=J*W{XhEEXUY5d z=jO-dkMN>I+(P5ArUfFo8OQMB`PJhe%tyM9=R-sDvg3-9LA0Fu@%83`3uJ)A;BW!s z@y$apD;_&zAE~Q$gE2qUe_F41!eC^7@&NVT;l_`U&^y) z;a?qwC>k>^7dZC+019$NxDF~~9`ZBO9M!9Mzxvc%WZGO9d2l)qKT6uRkLF(4=~T4g zwp)x2vT<70Df1}mM?BJGk`>!`9#^31J%wmO17Kr;v{Vw|t{;vSPJb%B8g?9i5(ip9 zXq+HD!SDFg(t@!3yp7p42O=SX$v7GBR-ASmsps^hG*@4h_#N^w^{6J~Lyzu^{ng9@=Mgo|PX^9ZA z@4q;z2*sU9{`n@aFlM%!Im(=W)fm?j5S(GS6o9*|o%kv<+|@Nd=(z3%D%POEP!DRW z2n}yQ(LSFh*koMrK?CbfxFA}<-Ec8Y(_-F^JA!dcnIHQt7-aLvpa-*l^+@P?R8mSq z8jeGShEHmnXm3OHq%=!(#E2xu4ipclHD2$VF`hRz59Vsc))E*2>AZh`O0O$#w@u!? zKRS|%ISXXOcV+xKW}PNc19v31^`}URZCQGL@}D{bBx}%MkItw?d6zi$1Nj=Rs6NKr z^27ROtxj;;kKGy1sL$iH(*Yxkb;BOYqX+9${YG~vA*#7`&^N+@y&~23Z1IOh|MR!fjf&4@d)KjL7eC|d^Q}|+^ z$DhYd+<)I+{c2gcVn?fgDqmd{F93Y`{XhEEY2WvMDDA~pP#PvA zebZAqH<7VFgm8U06o7$_=^W#QZNFNBaLSIqD*lF~jPB2Gn?K5-nMm4CJwKSFGSaF3 z&2if~s(Z4M1>+2wYR|k0G6A7l_3DgGt+i|Q~v7Q_YxTXX4{_(MY##bN8s{a7X!xBDHKdAoz8o7*2 z!MNlM`*Bp;{bo=1cYd@0jze3hUt{{yZ#v`A&p(ApfFXzug}@)37ejV^%dq_MO$eoI z0Z6m!pVU;69LX3b?`;S2p;Hm5TygV$Vx2O7rN$2cKLZ_jrb{D*0hj&;dHUv|xLhol z{^m!2=4$1*8-Vx8{{X&f3#G(z5&r-@0seFW1d0BJThwHJbynq0?mxUmXvny+LH^J6 zs@Dti5BJW0I$&04_eS2oFsS5@4~%!kXrhg{$95mBMpQI^H)h@SrE!#{oqZiKz_fh<*V~gdOe|K>HbO?`0jIDrw$NNY1HLYrg&IF7Q03YY@s`^A^+l3$V z&p)aE01DHEN7`8SImT#ck&viUCr_v2%}$A%f>3e1XWKcbBL~ha$t$^uKko{)^CLGO z$HDyQ81M?)vW%0Q9R4+RF}DEZ(R2!Iq*Jdh9GQ!4E5B#*j zsG}H>*mMhuU|O;`PoJE_nt|BIGVMRY59?FggOED@&y4GL^A&51drzbEe zIARGEYfmkUh@X?YKU!ikZ9ok${w}zwp;EiBGxJnf5$a9v#Y-u4Z;^OB(8h;Mg{(L9 z3j4m4#$rJ|NFyIyll^LEL-r|7ep0GHsAK2;1myn!Kk%q5g^uXr&t3Wd06(37Pr&n! z`&eJde~ngB#iJgM!~FhLVB^Vl>4Tr?KoLvxDagmlN%~+>{{SplAG+N?I(5OqzXR^$ z^rn^n07XAG6-npVf00ZAMc+G-z}z|dfBNc@^E8C;LWBC%{BLIj;}}1v&+@8k#Pc(B z5%WR;-64#g+j#tGgz?YtqYu`9p2uWso~%@TIjF!m{{Vn6{b`^fi4M@Crp$hoEyC`) zM(>~KY1X6nh`m8k{vXzr$TuO*G4oR;jI&MG3!i`e1XMT5e6rv4%qaZ7`t@qx%{bGR+7bh(D-*s&@&AV)|$G zpkrc;?O(_BYKV+RN4PbhiHPt&yr(~nR0){LVg1qg(hHKzn{Jb^&hN+y9X7)&;~Y2g zr(As5Z$)p%rAs%>r?@;Fxu%I^x@1G_VD|EXKhOHrwTLH}8#vvxew1l3?YC4v^UPI< z*LJ{q`GjZJjN}v~X+Y{^C-BIr3o6OGkUYYFIzT#5 zH^YtyJXEqMSXhryiikD}I}CTlOy@8+xui0>w%2~&H#J&fUB*AU59?DdLlS%Q{Qm&L zp~zX6KiyG4$!yiW$ufhtJ--BV<~^V=3rKM;#WR@s!!`p2++02Z2BM{ zrA2T*cWwyh0;aY3WEuYGAEhP0JL3d);}ihhMR2g=JRtscS|WUcI%Jxf{qm6?P7mi$ zMa)BvzuP&79CP|JffA-P delta 23411 zcmZsiWmHt%+r|fp0VE7SV#q;|ln|Jq1!<(aC8ZecV;;S>5WDg)^3vY6u~dY*ag#G)ug`8A z!?S^7(WR$GyYfM`@yXwUKbR?6kO_dX1NOt+tTFy~Ansv>R&F;sc5wzYc0ZpdhsTAn z=#kga5ZVpA2s>++)QWmG7u^FRo9u=lNqiYZFE8~;3ZLg`7syql5>aNhM!*T=#60Q_ z)r?V%WYzL-qSvjNYbC8WRjkl{`v61_1!QXNQ-|+Fwi^z)f%ZDD6d0q2^XHVpQy;rS z;^aM&7DMkq(bnlMj*7ZY18)B;X5$XBo%%kKrZQyU@) z(vdlC#tNB&7VHibOgzxQRNJS&ZWa6wexoE2fbU@XbTxVAC`8S7(QB~Ts6ACMI-c9d zqBEafogPfRwY4RiEaO}tZy&d0J#+NKH5oVKTFR(Qr2koWNFIs+=bF>=p=-j!-#Af? z>v8HMF|a~|oAm@^hbP|aAkWSX;Bwp<)ouvEpKQ>L#lh}@gcfM0L|0qcWHLR7Pd7YB(m>mumC-#8%;LjRoV9PRccL&B1 z0|IXqw@C=LMbsK~UUn|t6mErzD4S`h*lpV+BsT9;D} zpFE|Rc0*NmXS9BrA2n5wj6y>Wb~Ks! zD-yaS-~~D$I8*|V$^jfwNz!myozP^U0t$~AP!QpsY8bVA|1~jz`otY*Oe_Bau`v4(K=L1@yzG%jS}n)GvYPRa z!klkP(|?Fp(0|9MD<^ksoHx7Kez$!le!3Hi`o_8bEm1%9O;iJO+aj4LgYSWXBis<~ z6$`OG9V`VdPrSy}MaQOiADhZQgYE?eh>iamqEJiXKwr3{E0TXROs%5>fI%T2+fN-- z8rJGfaSNW6KyYZ}+G6tBr0!VHN;o@s;pkSk$X-l-8OkK1Hs+4yY`O8ZYIbPLt`cQJ zB@u=C__6V2i z4Gl%jNzta3eNQBmAv>A5suvDM@yP=nb(qU<&xY!Ok6gc2Lf5=-lHnSYn@XpHYA4A) z0&+hk)?^vyH$u@QF_KxR#w+3^rMW~)L)0xUDC5E0KsdZi0k^AdGTko}Ipql&+ zMAQVtiLig0gI_CMa|tiY8?5U0x%AN`bV#U>*p6XhY%~Jpn{MW-d(|zMRUznJm={CDQ;Ycz8|Nk&QDQUelQ~Ueg7<{9hx!oF zav$xAnze-^<3rLL<;6xVEIg28{O4m_fk5#jqrkTeOhn%LEv2P4nu$zB1P_D01D$L( z2=I)r;V%|Gh))Zkuaq75-1-r&iUN-khNZokSX!N)f zV7s6-Vu9j;x+0X3IVwrqO3>K4+eAnNTp|I#_0<}yb%-~d`XnpDl48-bdpWTOVD{2- zPi+-H=oiqCec)El8vKt_$)jPkQb*w|^!Aa!|PR{K%W6F8a>=4 zPX?(Qz=2X+NJ@)0E-qdTKggAKxdVkM{z=kmb|b+TN9$Pok1-Pp$H2kpV~Q3Zl8ZUy zOBwKn;`(X_D3@25?l+g2m~wA zWSlMc4`T|BHmd5jN)YJK2?w2Y-zHr97omPtQ}{4+QWvSv%xicAW4PW|(mY{VQ;)|G zcz2E$D_|6_IbrTP*z<5QP918_x>L$x8%tV-Jkld87yg#+Txaq4ZEqk)Gd)M*m+tW( ztY5d?61->^ZB*bE=(%#dR-(H2QWaviWjM_E^`C&mR$B3Kc@>L*drm_za;;Dhc?byV zu`+eck=IBKa3*a1QeB65F)o?7C!(^Wm5vNw&uZH*uB=4on3ShyrhtjIg`u%w=gR#2I%su`E#m(1a9royFS;2m_s@@#T>U5n?wT;j`$N5t1?O%zcA)XR@b^kNKhWb z&1GOU$0ooAU(>Y|Z`$tBd3w@1EoztUJDB#G!q3{Si_Tzo@p?Wq#NF>Qkm3$hMfkh2 z{-4@o0maU;ks)2<0$EWP_i#y>fLWXoR8#kLk#*PmGEb(LJ(WwTSXDdfO~vAk=ln60 z(g~q;u|4bgr^f}V4O#Dw=zBgM1+|c+t2+b*ZCV2_Hr3QbaW;_S$;_Fgt;s%vJ#}!J z?!m(j&f@5BvOhHhWAvTy<=iyY(0Ei3udnCMEJDZJWx2QxNn*|LD>vS9~Z4^1wrzEl~pe96&LE+P&&UJxEC8^9#AD1yjttB~6) zgn)ns1Y4un0VFEsq4tv4-{&AEORpkux6VgjcQGf^3~uSstqrmUNv2RzL^Zm=v^TaC z3GBRf7R#BiwXafb%u?w+(%j2uo0+g9O}s4>alROQv9SM;q>aI$=%dTqsuTg?Mc4p` zZ@?_A03$efN0Ff7W|0tIUECI(MXZ1Yy0+A&>OKA{;9<*ZHI=G7eJ|^zj#l_#+(@Ew2@cttQ6UY~#-6p&v9>x;u_I!yN=_YzGpH6)N zm0u(Sa_p&OKXWpse%)QM3RRaj43-Gv4?G(>El42GbySHNS~G1zq`#id1k|zsO5umR ze#D<6`l~#J1PZKmEOg>S>kbjRDNiI#tUU+cr8TfbARnWAZ@mk(9uzBfVUJ3cM(h7l z8=_+b9Pfx6YK)h-+>Zgvp-)`ljP^WCd1(-WFNW%VfYO{9r|p0g>fAP$s=w(^sMXu zJeTE|iJ@S~+Js*V%ElNB|42}6Kn-I_{*W2?GMXQq6uFxOR~ym_PxJW#Rzo)kgV^Qg zc+c#*Sy6m&Tq$$q1ogJ-#d^9=b7;u%`qh0A8HShM5K_SXM##8Dn8&;j~Eh(YT7+AKWWA;kGv z<}&qGUDO|o8X`y<`5beCGsF&!x&A9a$r@5@U{|IbafXhnll*V!!Olgr7CEaG8i-YF z_in50Bch>y%eGH_GKWS9aHO*SXhWtqibm(Kb-p8x3l6oZc&#}A+Pl63amu0yJ~Fgu zJ<%YswhL8@26&hb&sjfST7C)pFScgIW%0v?Dkz%S!3&}v@e#39$WGS~nw=ywLFf(^E+2H z%h5rLFudOC+^OF>Ha67TuOk(Q(7~tEREI>SXHeS0e%N`tE@~YiZv0DSt zv4mXCf#eT(Z=8=jz{Q-iW5(X;JO~gYt2P;bNSu|6*i+ZzX&{yf?eIHzOEe1Eh3Nig zLINRH%L)IE2>Qhrl%6B-#))@Pu|rOEQDl~+4iag*5RWS*YtWNr8ygm>gUiApdbB`T?=YPuve;4=cH%$cZ z{t56}t>D+-e~0A5rQdWBqkkXctfP+$I*MwJF2^3_>s*w_7=C(L7okC&UMhI59jwQ0 zMG^m->NnQimhj_$IfRRc~v1=5*ImoBZ|wheb;s99u3l7#dfb7=^ANNTe8g)B4M-l}R({Jv z0}QD^-*>IgqV7{IuQ7uC;l{<fLx&GBxi- zVg+jJ#r$pcKt&1@ZYbQcD}wM3KlOcxh$7B{Tg4Bd(4$V&yPe=_mYPKYFgp;ewg|= z9>PGd?ke5r8!@V$=>zr`C*#j^Sl4onR*vZ6T4GBwgB7nEx!JeCsuk6)S&!i~9AZS* zM*7ilj+P9P!DINpmP8$fJfMzJG}mi)kUf`^KMu?j~C_8r0>6r1xH|>>k zjt&>@2xWY#!*h4RR#vo|z+3(y91M&`=!4v*U~K{P)xt~ePH~(rN#Hi|Yi#D{R935Z zTNCVPZOxkJ^*W~$8=MKQF)*m`PcH}i<8(4pD0e+G5Q!P;dyQh7g-uy zPxeB=i*X{j=YjN&fN3)K4wFFdnF{P-{0I__WvG_foMc-Hod}t_b|)oPba_q{?H80X zAlNW-aQ&7a_7(Z+>qnAPi93+A!|dOzm%Fo%;|GEKd{%ipJ}9eIY}XB!O5`6IDm(Ky zCEQ9foU5q~4T6`Ag<;+7p;1j8oVNN=s#>|@pHa^s@walUfKw@U4cDD?lDaj|-AUhG zBqlHKzzWT{_Esosb}5KW78Tkob>kq_U?qqpk{B9H}EsUR_cGrIoQA#R>R%mX;~( z3pW=n?Y!F1n_c{DEB2J3@#LB-X_#7s6=t7 zFDaynTl;4piXz<{nB#i*CihTT8)o&4|6N1L_5|JnwmZ>y*^ad7xo&b|R}b4jcc3n) zHXt*>+1yh%?;K$)d@J7z);$*gd{Bqxmom~P;Y0LVEc)sfGm@Umt6#W{EuJZj-GNdI z^%=nX+jpRYjbd}d8mZOI1-I*Qw1?BHpEE11i<_kpDWKL09|%KgF80^1$H+wFo@*f8 z=3hYGc7(lhbjfUACA{-z+VWn>YIS`a(enFT^~MU)V$oA6^Wg@2{XAVWbUa_ebFe)Z z<-pvp2*}l?cIAJk;^aLsk~*M_gIN!0yqDlny<}F!Tid?i$Q>9i@=_;=QcFOfDd0+r ziJXlFMS%z%xlVJ(cS;&~`|L5xBSYi&Vm<(;x>=&Y8XI#+d@UY>10hP%28*;Fi+flJ z`OX{-{T1+{uKhDn2Vz3PVfwo+PWeQ&OjNiP`UIDrjMJcX#Tv_Ac5$iYMAYViIq`jQ z)&(-*SR~o!{E19__pOjmKnzRiz#ZNKW72bv&DOMiR2XX8*|LYpEj2D6J;Fk++<^ej z3SKvlFg(%>#Bj+o+z^=fyM|k-^^$jN4lyB2?O$9#q*G9a$#$8ZoYT_|*hzuu*yu{Y zJm?srtM63iCW^bKXrm98@xBPuK0mq@QpO^k#A8GCN+A{ri%-+P-+^dzL`)zqVCteb z0*(C*NHVahj`Fq+MJvNrn%^Trfa%-R;JL2X7e6~khFRil6$#NLb{jUW|2o{-Sc#vZ zLDHAB#eea_6j_-q1>DJett3S4nw*3hDmgD45uq3&)|X}tKgnHJHM$>tw*IW=Y2Nts zd5rbRS%;bL3W*V!ClF4TN(d8F~sNtX`YdhvRCbY;tC&$fZ)e1 z1&x)wxOKA^t*$0#$Jk39fb&yS$U_ie2SVT7=`~CGOSjn!H~zgr^R^V9R=Nl4_S8(Z z^y&`Z61IDHam!mf-K0z+=l0FR*$xWJ8xJTyi~^%QbW3q*+L#x2`F=j=}Ve6i+`*_ z=oVv~u_k+iy%9Xw(>6Rese9tE+jkG5qrC?}mudTs*h0O(k_NZj$M)~6=xvJlPhLJU zb!8Pm~JcGOw)}~m*BOSE_TCbvZ`IS}CUyxQCO-c3Go6WUs$wjhQ3$wWo`E4kkZ9c}?Q1))*jYe^WDiy7U-T9?s`APi>gD|eEe zs%W!g$ zaOeY4S~~8Tt_E!JiM-;9FKyLl&YF)F2U`kwaeoTfVeR6`TGi3b3X8{e>*)<>ZPrsp zo^VHuw_`|p9zAEe!AfbxbH!Bp=hs7Qd=`-t|wi^g#_|GAZ+}tpWfftczHvj zmF&o?-Xab?YUmn0(7n}q{GAB~H(^5zUR>&4Rq-pThP-~s4xXr;V82caS!Oj<2B1%f zks)%ZW^XGzvGihTb@5iU8&*xvcY{OQhWURyKcIoO%gBytb&LE?eL6MoihULhrgzLpjC ziuBiW4H!&yy`%Gy&8^)HK2M_p!cHv5MX5w4c4Pmui%)F0mgM^EsCzz8>XUXPvYYvy zXB^hp{prol&q5Q2gS=j+u=3e)&y$sj3YXM6dI~pu{dPCqcBKaC`B!n{a;csVKMNl1 zoKoUoEPY~|MWw4AZt=`$5S5sl<4B zv31>uf8UF=G1OGXyO`hqd>MhZCb>lGXs&QAuEdGsX6OyuoIIE$+f9FDL%EvQ)Dout zRo;8yk2$IFv;tLm78hWv)=n#K(RQ1%P3l$@Ce?T$Eg=?qT;>lL`}w7;kGS~!7=6}b z;d8ifPPa+UnCP8U@Qyb*-(?S`}ekl<`|BG3;-KY07njJ%Y8 zLrbFqX7lkSaeL-!Dj`J-F;sC}Z%N4$G;!ZcpE~Uc@W*Abp8QaU_ z6Yfkv?!iaS$6to@lmFREy0w5rNbDkq8b7l{VS(75O3>?fGpx=h5WB;Ch&a{q+-$i zz`MN`!9i+>o#}=WUa4~LCx4|`RJQ8bp`%RG;B^z9Fa=uiqSEj>?|JJ>p3sGbfWqxm z8G!#?!}%;G@8Aw3uJ7m&Hkh_jd**Sy1yv614Tn9OWIVdK^&D;`J2RLFHlbGZ@Y~)l z;d=i?cr)p=#PdZLgfo3vDBe>%S-YwdQW==&sFUs=LVX@3=9_+Wy_rHe7+EkVsawID z;G;VkY>!ZRUF!K{=Fv%ZMw;pvE7zAu4xm0KD}k4XA~m~T<}0m>GoX2uKz6gYCNm%bb%|yaVy_=2U>1Q z{)))mayO%g8JM{Ji?0gb>YD=74*P|Ex_8CM4u*VmiE)dE4YeT|bqLfR z-q>rZlYaj4@A&Etv>0YSKWrCW7`R_i0Pk*DWSC7G4L7fxsSBY_O%2?KbBbC-n;)eW zmqYkW$hH+A>1EUfQ=$BXQMJvm`y5-A<+7d-{+s4;Xsc!jd_!yduw!^CsuhGAAA5OL zplIVV84s4ss^Q1@Y^Yh}qlqX&ffyaH%hB14h~BBOrUzxzE{OtR`il>m-0E&y8h zS{gzh+EWOq{*bt_Z%HCHhJtI20tu%Dyca`J_`<3Tnu^{3{4`kTv&6330rpZ+#vBE< zogRHS7^&M-8fPOt$P^?cic%c2o^ANly))!H@>orpVm*IT;rm&RF3vMYb|{)J?|z^O zdAg^`$9e+YkY-e!{gW%pYxs?Pw-pj3AvnT%OHCQe6(K0#Unnmx5e+>QDuH$*#Cn3b z5qTuP-K>tckQjityJ;4%WVW2|S=IKlj&TFi|H6!|W>pQ2T3I*DFES=(f!rCT)bkj7 zDF^3diiiF4)=c=JATros8B|JLO>Jj;W*u};$4811P?J8{1=LcD3*tX`;B|~JEDLtH z3!dA-O1^)8!pCO9?;|YLH>pSSTyaxM_CBo^7v)*Z8xwRfCjcmT2S7GgpJO`i;16vX+%St^6?5_z zbVO10+d${OB5rkC9GHrz$CS^+4;6O)2R% zBN^6ptGl7qeURw6QgJkLOVlmyNod~>yj96W>Uli;1)Ny}KO?15UiFzoUj)P-s^7Bx zoFH2^8rQs9xS#>-hwoeJveW`2BZ^jbYjzNFg8%E_Ql0)CC;;cypn%8KWqX%O$vIA! z-oJJlfTpi2!>M=^M&s1~-hsY_AJIP5bLliK&Fs$Y5fI37E2Ub)5vPr+Yc>8#gr(lq zcO)MICKPX(Ms}U8QTlP?@-h!*d564j_j_)uBkV#8j8KK$oR|9+cc5*@WWMj5h{mxr z;qRI%Z+5+rM8D)7hR^?olOpZPD8*Tek#`{8qigC#kBu9t%i}8xs^_g&MKSQL6N_}-p=X7$S_ zKf;!KDM{p?{UcBsR98Drx6-r7dGx?H5f253enqt_hR9MYeN>uKg#Tu!zb+Ug{=w|? z@FLK%)JM6rHTc5!@yvd1m@Vrb3>>`#9=Z&yGV$U>2NnOZK!nlks6Jl(EQXTzb(a8O zMZ;iQD`tfmHeV-k(cwB>Wg4$QgN2i3a7m%EdjC`}=(hA$!l8(;U%W>t<38w96ohWjF#_%6Q z#yIrkVx&kp3o9v|$|M8?2j?$W0_=xp^V_;ABtgy%?wufP2&|L-=Z&M}@+m*-4r`%- z#XZ-w?||QrL`4C#&tC;&YuZMeDdoiJuLcdJ?h>8#gR441G?dfw3w_Ffq;m$9OC!!m z`q6l?Nk4@{6lea0^t*reBB!nU%C^$gZVH02H51~N2eaofs$r^&HObl~TKZ|hPhcc- z9+)~QExv$@Vm>W+vX@GTA~$(&Xg8zLNIiZ@ZjA*?%+DJ2-fFKEYp>1wO*3sfEOpiz zC3P+|JE6ymfapA%6ObiVJ>7SN6VlcCxmDr^*u)|*af532dGzo2gU_!{)Fkv-8as~O zr8r?-bXCX{F9W3tO7GDh`t4ExgRav}(x$PVWZy^P#XhU-=j#_`=LC~>MG79-k5_&$ zROfxDAHL@wokKGu-NsAez0XWO^gAng{8i~<-|cICMJvzHtPDs+%s0vxdqoLBkmUvT zgu3)fuI^-x1N?xnkTAb4b+#N-Osm2O8z`Pen{&A zJrF`4ah9EHXqx#}VE+p_Uzr*y3r&o^l+WRZ=0l>_H~?&`m-*2h$c=pD4pdR9e!;SMySxDW8_LOP%P z8jca?0eHu`=F}0k^JXP^z2rssUAfckG&Xg^E|l~i{j(BR9tE0zmpmEWm=_*7!GGky zPpE`_^1?dL0Yg5r*EwCK^sATuUasOErFT%Z#jE_c`u2UIjE4UZu;zo`5$lm#!JWm4 z&Te$R2k$)@pLHRMN0PHKUUun-33|t0KmDR40oU@aedoc4d^CE+rrL5;Qc&u|y*-Z(5lER!h~`cJ`hP@u+mnyfk9_H_Z*=?fc-ErH3wXY;Isk$U3xDd{pbrPJ*s;Xk4ipaCsbIiSGL99cwrURpSD2vL-3i82BVwPq z5|h8KO7F>fx0=jN#Q2fnezw7HP{gE=vTONF0&&C12BQ&Qa+3fqm&=5Scjy$xD%5;E zP<}dugnFM`52u1#JDXQWZ#|_o5_YtKFmcEZ^n{YcF-b>$BQ~_%R7|`>U*FCJEPf9U ztT^g^Oe^#W+{-9(KeK=xeh_;M!gr>#tfd1F82;F%H=GqmMdhIj7XPQ$5pgRCQa(Uy z<4#ena8_hCgfrJTvpR#Y6V1LQuZ9cWpeQ-BSJR>K3*tbmE^cj1vl|yW4B!ffOQt}Z z%T_xaOii7wqIq~Gikzpxl9=XnWvr$s9rtYSFPTtsw$p)m9SDYh_85DOY$(urk!Jjv zIF=>M)&&P-calqV+R4^6nRL+$5=Q;{&tu}Sa9HJOu~v+DzS8@#%csbvLF8qC@?ZHs z0?g%&-QUi*Dp2z7MBPr-fbWOPBb`z!y|7$j7|gVjQ=ZRzYt#3vAn#|~n%xtDL%+pC zPzwlg9cD8y_0b;OgKH5xx?UqimOfss*q`{)+QV&4Zm>5|9L3*xd|gz!PuiL`p+9WR z+IR3JrGo#eYmmurF}kNN&PbL+4`=KX4O5615J9tbF*ST5n7JhkO#Hpx!b4-vM_2eR zAHB7S%-XSsm0bEqDEn8co|Z5iJd}MQ#T`jh+R-D&+@Sy!T74E*jYQV$tr`Df3+|Mc zUjd{>^-d$oDy#ekHA7W!lm@8GSq>=3L}7>c4htcqMy@X@d1!mFojO zl)3an@d+Qgum|A-vY9NLlI8i=pNg)sT^H5O3yO1+MU2zT$xpsJKB?!f%LtBN_;o73j%kO+b?*#mJr%!d9`Z>*Q<*Tqc9N>)x1i3^YxcbP z)eJ_vnB$q@`qeK6`;AwbmP1cR3WYxA-@pgA)IF6ltrKMn7DEK}vQI7F_x%_>-g`Pl zXWW(C-^pKVUYNFW;w-TK`x#`nZrEB}Siq|2axDZn6$q$Q}T2@}oA7xGjocyU`CR5{NN4<+wD+$3_KvP%m#UD$3%Z&!kEb8@% z=A)81`Sxpx{F@|`nshghr|FB5iRr7)b0*?u9z)hRsI7rIg~JjqIibPF+Ft&}x!+m4 z;ub;x0n_w6mjEz)aQ&^ZQv~U%&!*C(=#N|ZYUYKyj_+C1fm-=)n}`+((e*9el^R1? zpQ4`{_1YUK(E$FD;d)+Y%ZRDy`1+W9D7=&UGLTZW4LX<{XL1Z}cHJ`mTO5n+w`>TX zZ?y0&6+M^`QdYdi-Y0Vome)si2OG1xY@`77p={j>7ircSE13l1+%ikj8X=lqmldJ| zAz3feG!l@}gRRC2q`d2-!NQLv3X3xtQ!_ipaeXmaqk*3GaheVP{jsz+6#mi0sYZBq zRw&pQ&XVm3XXUuN*UpVF#%cEApqiRKUBA`970$v?enB4wG$$H8PdM|x#`&kl9|<^? zl95Y=JIK#=*YUF=pXg6i>nDc%p!4a3z3R66u7V)A1I=b~!&{x(n=t^hE?wWxhUqPs z8Z~$91G;pROMo-mI_des3gNJfIw;)>uKpIo%>w)Y<#f6;pA9_ zV?oDhJX6RywOMnr%ePG;Ym!)QC%|-a9X3Fw28LiVGq~}GMSYwoyOGLG$wAEdkWOD@(13d zmf<#HDPcVIx^*zgtkD}^9glA%%v>R}C*YCLdk(GmCB}upk%L~%0~u@xOz?!kpN|U@ z{kHqZKT%%rnf)cREh9g*)W?OB_BXq^Y|Q0@YEv6&*-HP+@JAO%kN;+xDQ9jnIIT!P zK1Ls{1SlSt$ddf@zhc$O6Sr+d-%zY zd**plx+mFE zs@3+_e6fK?-dRgS`D=#8W5%BP8)aGh+)kIyv!nDX6Go3Sh1Ef< zS+vxv`sA+P$%%%sbB-ec1=-S1p-%5b<+Fmg?AmHn+}_R&4y>%cmH^aC5RmSd5*LzV zQ{FB|#6>sr9LrYQOTF~-%b6FeeW(9C`@D}&a|N|OT3hR=-4|V3W!&4W3mcLC#;cZ4 ztTb=YYK+0LW3x;_A(wWqQsaaymf1)vg(%^wc>~IUO-xLwXNHdf#a8!m{HG za*;?E`cag9?&YU$eJsYIN9ypT@Td)XkvTAr9gY*}Dthpb3CTC$yH@|!QQh%jbwiby zzL&hze-p|jEysE4v?ekKDrd%_J2GAmDR@~z|4cvZe4)uq4M-N=R=0Lkbi4B8bm*P_ z{Xy4EPwM$orRHlPwfQdpp~?k-6)$k+^Oqppv%YUtGcdKvd}P9S7J9EJJt`-iAbeTzI`u|v)6MIyO(K$ z^~jWiIDG^ZcLA-})bp6kVg_wT4O<~MQ}E4m>taFzozy74$;tbX%)-d`5^d%beI{1a z>)!YQk3psIJtAMqlLI}g7+7-=VD_LOzO zv)1nF_s13f@x+Fxiaysw?mu?*EggZOkicJa8z~M>-ncfvtt$y zF2?FnVBGiO@uQJNP%5)Wpl3CL8+xB@KG^acqCQ&SY)$`^iWmp$9yn(^AF+JfF#)y; zEgtZBZ%jz$Hi<0KM}IAvH~Fzd@#6Fz1bqLcGbv{}dA#swCtYLYcsCYztv7nN%zVql ztn!1)?rLJ)5p|6O_}z6;Zga}7@1=8gHztlw5p&T}84g$%HEXFv=dh@ivZ2V`za#lF z%^WT}Mrqs~Vrbtnl6TVd;hZXLT<$6-wn@NpAW-Hr2oprQ!#Qb`W?Z!v4 z(}T~MHkN|1M=#aQ7El~X$$R20g0dlMpjk3-uAI*-xNd-uy2w(eL!en%TBx%`&t1Vc&F-wwL*feV{+uY_eqjeUQRDx@ZnG;qB^QMDCnsXZ7KQeK;Z_y*BK+4{|79?T(i|e80E< zzRo&QLP<-{3Wks);%|Jgk%P^=RIrDf^%@NckHG9`KSaBu01C%xyHI~G~#S_b`(VrOC`wgjvispFHJYB}ZQ$$;byqr3ugtMoWw6c38(H4W3^ z6Qx0#Gsu`q7^|3UNU>XK58vz|pgfTz63O8usioPJXgq?#WC^Klcf8>u>q0(G?5Pp4 zIBBIny43p|YxMvd2;8(lIHMB>6qNHmi1em6bgEVRZYtQR79RKVZA_FB@T-04Rh;lB zHO2(q`v|^&eWAqFO{1$t2tm66>PL|ZM=T$ZKOk64D1E?zmhvKp^-TQ*!{|hB*z-gM zXw(Z{0{UPO0Kfual!L0vv?xDvX)VM z*!YQ7kbQSBMIlKhJu%$Z;$s2#n!FXQY}HFRbxT)2qPJiuil2QLQ-Pf?Na|F6mrT#a zMKWqXDEF$Bz0^ZjOEsV6TLb;S2iG6*NQC5%a2JjWUD?LiGLDq?-ZIm&sGb#0>>NQq zLel^z=XSZk^TW>Z(uZ1R9et!fU%Aw4YW>e_R9!~(*X}Aamp*{gNw@p<*h%7bt|4hd zQ_CynO`qKxf44=8nu!-ubZ4;3-u7c_ZrlNh!?EddtNFFKCh~F}nxTnRhn~bk) zQu0EgL#fK&`LQM3Ao0M39^-l}d{s+GY|?nMm;bKS)!n)^>dy=;9# zZ+y|Ya|49}@(PUWlVf6&4~mVwBy|X+-7?a(FUAuhRbX#BV7ChN(IZF2{ivhDS3qQB zkF^u>7&Z+q^Zom%=h;y0HvzdC1)@3^SPQ*mqgS!tm{_1y^TTSBd=SnE^`@WR*a*~= zBJ4BndtCai74m^fyLg9;j#bM?ygro0igr?b3s7{UWBd=Y+m57hiuXVI>a|{D4^GaC zc8JBgS0D+Vv&PgXi-F)ATgCIlQ(#}jZp(;GE^<3x_`)g=Hc0P7eXqQ%D5CP0Zwacq z1Ch67$BFPSO5Kx(*Q59LBMFB({K~aQjW+U9%9;2{`ZI?~?(r9 zDA6XNKtc$%I-9hfQhw$n)W9h-Imi9*U{iS8?IXbrzV|`$DyJ`Q>v8GU;(WH#wU(vT zf8Y277Z`7UrWUnlW^50t0Eu4Hn;K`4S6&h+jQhph&ghA^1#MOnu8Zr>^lsh#D%=5S zM>N_}d4cevv?12isLx|~hU&?h(Cp%qtkKhK@yM_0G(U|}NnJjq`6``$d@gyoit5ip zd9U1o;x$@1=@N+^C``2}fx`!iKPF*6b??Qv-j97& zUgY+>F-PO>VZhbuS<*^^&3`>+&xEpdlLc9f8t7D7Kp$`!mEH1Rcdt|IkHy-23Rhp! zHhIi=asMYzh7H-|fn_d{Kea`6xpS(%+1BLl_U#_ZEpv$jwEa?5ye<(mjg5!FlK=hJ z@8!z)m9=lM+G~--KMw=Qnv_K>y|=AUeK6Ev>!yH*k@{-4UmCvbBHIExS;i1oz+yV z`9Z@V{k;Zt2bzZl2agAJATiMhLZ1=j&pzk@s$^3L@IgzHR|q7!kTpa*2Q7FJSS z<0gGHpJP+XJz5t@))`Y@U6izj^RN52P{G6^e;m{N6Fe@w%=zQt^BN~g{;4EV44bZL z#Hu35>K>N~yjk~Je!wxX_78ULJ7%20!|UE7K0riL51r0Vk|piarh@h|h4}JqAU{F? z(H!`d&9-323J#kc_FF?`XW1RdtXkfwh&9*1(#7y8N-83b|77ocR3pXf$Z0#kAjsD* zvfe-DYmK9O;6R_-f5BCDP;>z2TP~CMx3%x%UZ4em?3c4^}@Tlj| zs+*H+7zW#gv0n!2;wlR-Mf51R%qPA|Z|LR2iVKenkV_3@#CloRJ!HC2lnB_2<$l;r zQaA&2z3IlyU-4|$6TEj;!MVNh!1Iy2Vr}9`is(YTJ)>uF%dVev?Z_gQjP+fyu?P5yCSn zWZ$zSUSGqCons+{xKgSN#o19QOAB}3EnlQ_5L z>`Wmco^i)Nvx?_cf(-3a?LF>?F@6KIlw4Gtw*}R!;||pYR6n(@HU)%zAgZRoqbBA9 z=SUYn2-A3g3L>$@iAXk&YS=x%ybnyQyLZFn_k4;*Qmd{ zn0UB6lU_A%Y=E0M_)TQ!!;NG9L^bu!a-0%1VJ2R>hZ#WEcvw~WE%{m0Y>+PCM_wwW zZ9EjIkFF8S-`ma7Rz=YEiYACWjfHS34hROfUaJKrx?_bm+mt^3_$|mZfasXL#JLwY zy?t)lGV|S7F;)8B5Qs|yxp%}pC#!u%w8~)~BgVn&=1Z1s2MXYdbRLb57qzU{{h~SB z>FPDo{iHEc@Tz_A7rE;}K7%^I|7HDw`qy<6X9)H>GSh`VTTVweZpk1%6a!+fad&qR zLDMi=HD)sr6Q4lqkFnLn%`FMUPhC7W^=vC+`)0jwOZJuZeyHe5;!M{uORuPVE+Iq zP!)f@^)+aM7nS3ck(d%N0uDxUb5$={mUFdZ8RUi;H8scw5yIne84a9gw_eo*&ljBF z7a$xCI)1#$NRt{IH7 zU;~afC^+d+k+?7baqCtkKX?wuzZn^-@;{du;Qs*isfe?n>T_uNtXJ0g1~&PWe-if< z?ag?awT-r^r!Z+%bC2&1>VIp%oEX(`GC1IOu9Lw&Cw&s<%bkl^NO0q>!|Ezzx|bJi z4_H}JXx3QRJPsR2J|(9EP+V9u*9&)H%Nf+!_<4$o{M!9vm}w9 zGA7`R;Qs*ijcE#=>x&ej?_C|T#PFy|1_-9Hty?EaY*j8ZHMj7}qkrd%*wuT@HdvF* zhZDis)0};4f=bNjPURicZm8)qNMyT(A%1zN$)wFRfO&t)m|B`o7zch_GuS3S52%`)MDu4|0-?;iyXMYjQjk$nUJgW5Scm#cY zKl=2pCjvI|QMUcoXJe8+qaTed*J0F#We$ykbC7+9xA@mBjqVM#Wilfx08Yeb&u?+l zrB=O`V3F)sNI-lQ^c`?B$j5V0HN<{oE4?O>i3I@piN`!=`qf+OuQ32{LB@6|Dn6f1 z^=T7w+`>rg(0^PcOXlr#1^L>2alrhmJ(@Wqo972VDFEbvKhNn*y14z{%m7%|Bmi&+ z_;jeDXwh5Cz-A*kTw~CV^=T5>YiZix$e>1pV9s;=s+`vWlds3~+ zqM%Muc)=LkgO6T+&(@%lb`EkwXPo1$Q7q7BPc&~IyN$qbI)Fw&{(qHLnMJ+BvJiKI zG7dpfI5hbR86W`SGPryUk@=3bQdb3EEwGFg80tCW+o-8SBxcyCU*;SEkDCKMhxzSP znWJdlFn<`hkdVc=#t7-_npg818*#}I;GPfD)1drw^r|X$939vru6lEv)goIKXGkU%^NuG@kz$>=fDw@Q1k z+}Y%0k&{p}uUwvbW1;^5IjR#H>~>&d0AqpHs(-V5pf_`Y?^Ddg6W1Bz-l3ERkN`gE z$iU4p5x*m!Om(RK?@|Xt)})sN;AiT1s`3yy9YNrZ)ClOjGvb?#8fAuk(pfe>UZp+9 z_*bFX+{Zg5_K`68xgZ~vzP^UMVn)jnSab6Zb6S2M)NU+p16jFJe)5ubpTed~sd1M> z=zsqJ4fv%pu}sF==b={U-{LE?v(%x;WOHig_?PC5zYgDpcpjhP8%yXGJwiV!PRx3K zeXD-UQNFSO*<3Be9Yk^*{zkCn>}`AQdsLBI-LCoVLu7xhwIlTvQ0S0LlWlsve(b72 z73WqyG!QuZR8!ix{w2vDopjcIHHL68d4F#&{d7^E&#&uHYiDmeT{1M*YXbbAkGbnnh__1(Fg}5r5_`RlWN0o=#|;Z8>402*X>*u_TO7&mk?6Nx{H8 zao3t?yLTQ$vS9%ESFkwjJt_$00zzDGk@8O?9rKPTX5OW?0tRq#kU91B;;^x)X~QlR zUN?GkdFRi0#x*;o)UfCwNDu6fVrPbvG2-gt7uK3RnDJ9GGcy??5Ngrj_+ z_GDy{jL?uaXdqixa_o^asK|_NVozh(bJxidBiU~mor_q2?p)`Cvmgd1o_NMT3ZTpcyaTmPRG$9; zU(%&+Tnw=7fH-gdwMEK2-f1PnbjTnc{VI_xjmxVxR~wF4dVW9SRqiB_VZHSQZS5)+nPz;*QF9)G{!Yd%LQxd8c3 zAQRAF^{X>VNFG^W0o`qo>V{MaOco_O6>Cpd><7xLseau0EwejprFQnI$!5vq;2!VbzhHd1tLJ<^^BV^$)GJlu(^r&|3S0^K~i*lOC4A=|?jQ9Wc~vRljv?UAqCBUzJAXgUfGrD%e6-yfZf-Xo2mb(A{{W3oB<055 z!9Z0}$bZKJKDhO)*0@)>a{Gw;yc`en{uI){ObW45qdSgq`S#+A1PXHrl7A|V zFMIrYd0W|~5 zi5W>?*udy<&q{QX28~L-J$b5yi?W;ybJ21~xqtkstSgrtyuKL%VDJgS$;atc^R-)X zkdS^ry$7yyQM1bHxs)=o!sU)f`TY9Qw0mI^3^5&XK#NhJds%ljF^uJgay|QUY75CE zX;)zbj2=Pl$4ad;IdalqE;#_>-}=(5sH(w0CAr;%-kq)Rp?mN72o3$ae(7mdR_ z_4dV7ayBbSa(QsQz#w3g`1JOvq+ukl^6lN*IRJLgu;5iUk*1A?017ewf1lw{iX&h_ zDhF))cjw=Vttc$d{l&lo(B~$m0S@v=^nV;Xy=`yvErkU zW1QojJ*W_*k~Z|o>xxyC;yK;UHt|UzEh7L)8O~}pARaP5S_Wv^Y7Q80Vsd?YR{fpN znyN|1p~Z2kag2AZO)BWAR6K#!qJL2-Na~e~pz^ks^ffKN4ze7BoN>qN+n}m3u`B|P zSl|FK5BbeVCCFo(XR+;A*wC{cB9QR@Q62dQlhg945u*}$fP@Y@0iSM_6}`gngk*u7 z1J<10t2qEI`#@A> z-aNJ)#z_?y`p3(&0x&+KJwHlm3g!3%zFaW!`2gvcM?Z>u_40z*ufbLIqE$l(IUGr95K!? z-%hxwi69jW53VW9=j8>mGm@i$QRi!JZZdLmdgRj(&Yd`Hlffo{J1Ar_+n^sa5ypCPQ=^c_fWbycCxSR1=j&KCsj6hier^!uNdd9c`hOqu-kg3}SmYKSpHK7oQSz|J zC$Bv8sLth(a?HE{%s!lc6oy)exJEcVLHDUzVb0u?@f~#A~t3E z^Gd_HaJn+?2j=#n=oI$EOrn3Cl46?Il4YpXE%D z;ewD4%Yvhh)c|p@jy-tjI{yImsj7>z>2jsFr96Gks zHtkem#GXz)>7WrMX%1KdJu%7ciiPA*dXLVfkol{-X5QG(U&FOknPhnh3^?GI>T1#@ zvVZAq&76bZkEKELiMB)ulK}PUf!2lu#^A_D%n49B@$2}0wG_^w?(;8Pq~IAi+42>zUSI_ z1mJoKmGSn2fJngkahi#}3iQw6#WVw1c7N?T1QDJpDPIwl#wm9e-N_tu%|yhO+6D>j z?@b79K3;?xfv|g%+lrDx$L|0!!65ah$su+w7_rF&RR~EqP@s~1NX14Gf|3!4&Ua&h zQVquh3~fB;ps0&si3E)G=9&Qj+}Ot?fGMuo$r&`5{ppdAs9Zmu3fFTB_0m z52*vCNV$qa2~t5lA0QuE%)6Eqwtw#d6GZ6=25!TaHeDN|ra+;qneT5HtRJ)fnYG1IuR_%{gD32K(K64`b~`hF^AI z$L0>?ZW!kjs@q$1gm=oGhwD%ywxw=OuH;;Y@dBUE?TQfJXy8$Lmaz)ba@?cYV#s8*_rAJu^`8 zwVQK;o)5M;rbu1WXktmmbIwkA{{R{{hejLsFG+2CV5f1gTpE*aNx*a7MW zf61zw)yY*n^`}R?CJr)s^M6jka@@}0L2>hA85GZ);gM8lkPkSfMK_j0v`dCu9pBH` z(^~5-f)oM3+A-dQE0Qdmm}IEquSy9o%7gEL#%dKmc!mdza(~agJ_%Q0F4Czdq7FZu zI|}54Z+20QyGt?7Ju0k#oHFtixj64r7X(P#ijFV`bMH`X^BHlETz|3Y>-{S-$c`9% z`4|}5IsX76qi$2=AxX{%G)$y90OuJ~{HhW&xu1-YfHFAsphCIY%eY_;x$Wsu$o~K? zLwDzzNe<~gMZg2CGif;5a5{6&Kh7$EQr~+SI5l01WVg0?=A>=GeIA$!`FyD-9S;LF zNRg8A*y9WV>H1Vk#eaTbkicg-!Rf$V$Me3MNsfe-XNC?k7Z6J3Bqm%cYFfqr{lro&{%MRq4V`MJiILFqS5dQ!$D*T`j zM&FwU6o0ETE_P!C=aErJ4hC{K$ju`o79@Wzl+YGt!9p>Pat1l?`g2vj^RNJ88%}yu z{{Sn#9DX3@K9yW;`#gEz?|yN~tVHnEV11;c`Bn zl+qB^IL9m4k73@1aE+LP4pf82 zdeZ_tsUJ2M9Pl%mkC!`B=|cu3hH;Ka_321P#W=tR^Qu5PNSY=)vIq0;{VEnAjzVMD z8h=vwP`Dsx=|OzQw>)(md(#mfJJS8&+js+>XkKs&1ppJ8Xc<$EfMn1Be)mvu=}(oz zU}TUxnr3$3jCJWoIOc#1gWtD$RXOI60fU-VU^ATKwkQKnOq7OP@-TS(D@@288J7gN zwkw{ul%&~CImq^{n|TD0u0Y6ak9y8)seeeaNimY&Fg~>jUEjnr>?%QqU^w7*?~c^( zDNXu|@;jtTAf&|j&?I0NZWZ~4OH z;GRWD#4y@G>(;3VB#?|_Ja9d!?IRf!F$7>^2RQ!#Ii%X9d-2F%aYL|X845VbDlwBx zLz}0{I`DB$Cz1!RJ*ogUD%8lzfScj-(I F|JhaQj+g)d diff --git a/machine_learning/photos_not_from_train_set/19.jpg b/machine_learning/photos_not_from_train_set/19.jpg index 86e73d1b05650bf863e764d8c044f9134835a90d..4bb75afbb7083c84a1d8261dbf59d282fac1b937 100644 GIT binary patch delta 11652 zcmZvCXH-+q*L47uB1IIWgGvWMAPK#S^d5RwkrEIPX;Lr952UwH1JZkyZYY9?^iVP|65GXMbL)U`b)<|F5kkS%-l5U#FlDxNei6j1U-{(`e2^^HeDo-Y3#P#>pn3 zw&nZWkzh2~o5n7P1I-0Tp&vtn0(}aHX$CPw^7nbs3}_+GlbmdId2u!~i`D7$OwYXF zI0|JyeXz0v!3xF>sr5*Dgy>Kio?b8~f8P!P862Si$w|ZT9bE7KJz*aSmp(2Sq5w%o z1N&O|;kyJKwzZZacJVzhdzv7OE>S614apl0R(cH4<&RQ^Q~7F+Jd%cmXb!;@a3ycb zca=XB;bLZWrDE@-Qp0j1~puwI@B@A323ehiEQy~P8o**EzqpHMqsZdt9qTZ|6 zxpieNF-Urj;-MPS#R2_@1qsFv2PotalYzB{3mI~V?P=1BaM2@#xacu={7j~n5YiYs zghUZhom#e;BK`~Vg7e}H0|mm15YnTXx6urcY0Z&`Eb6?deD*eiSG)=(-wV-tVw`A( zk~$6ib3XZyL0qaQNDA`bn7gXh<3ysLJWy7Le_lz2KHLz4F#ud}g_0)NP7W~w|D(Pf z=p#-vQ`yr|SeZ>1NY!H@^?R03*9 zJ2+UL3Vpj2-$clk1@|Vs2pM(0@CS#2FXD(N;68q@}pcEU}O{oRUjhoAb^aM)je957*n>+>HDTf-! zJZi2D3#=5Xa8ABY0euVW)1xj1qvnEx^>8s*0zv$BX9?l`cH~xiUOt+sPX4}d!JHm` zGLbJbO6K$sYRz~c3vNVta&3SzJOv$T9lbX0Xdp>Tn)CpC*PKQRJ{Y=K0(>l%a`E{P z#5pGqrFXQ%f-Xmqb{m=_w~{dM(2^mCdzbt89Dx*!5cL(|kXray;IRVM&LQ!3!^cLV z5Um>l{`UZprlp!%!7v1keV`O3jnrI9M`~e%0yngmO3T}MzBq$+t#^#n$%)-KQ-prJ`>)pxs1Zg#= zddf3?{%5Z8hkpYGaSTIH{~$>CCOsd@x&g*}RtXHjr!g_%M{EZ^vPwwJF)`TcL`g>C z|Ki~Q5NeKT=;N_T#D?!8#hcKBLwE`y;Sd5Y2YfIIaCq0L#aco80Wz<%|ItxKkS=%!}tjgUplTibqdAiBt}pgqvbf|hL^kieLQOQT=F46mqzpF=3EMG zihnujiAV20q+;=ji${aIo?R-WBMy>Ygr~+lHLyIMN*oCO7I0-W$0PA%Kw5-QLn^W$ zUEp}f1<^rVz8BdcJRg5nCpm5riLd3{xkDW*-62HJUQqHJ{WUTwkz+RO@1=J%_s1czh_@gtM5ZrvICzXGP?ChXLS1j;Oeij zCbhe>cJBssI1LVCvo@>oWZIeIaGT9#xL=mcz0U$L=6ccy`|qh+>g?4nhN`^^Jh`G= z8=lv029xUd#s$K`g+&vOpdk;)au?1h+?c~v{c&64L;>@JX)>5$V>ZPuVzDn?elXj z?P3Pt(Nb=6^5^d5Ome`iRhG-snqNgW;75IJGhaQQn70%3{07v))SStfJEzXrLY4St zs&Fpy6J%@Ti57NYoD%LX-xmVI<=*++oED)_h*m;+IS^W4aCvv|fkXTYoH`W^=n{j= zzmw|4Ln!nCPlO8j&=*u_27IU>CZqtK&owc2!LeNN|H7Da8-LZrJWvJwYt6t1w;2J! zIG~AGzAiH?W8z;1z)|I*75Bo}1*TDM(g`6+2}jbh`^h!B`JYN{zg12T^rk;fNOF!D zW=TS(SGX98`MkKGRIN0(ROgj99ir07$ew6`-5U*yFeqI!IIhkDl9jW1Hmd5^P1Ts= zeHNAlgHE>KZ<-HU&g=(ip`gW2cBdrGh7>HL+cZoPCu1Yl|eHt7ui$U zf;w?De}zfw8#bbWQznzr@85f9(hK56P?RJxK1H~1!EXbFVbZm34H06mlSCaQEyln# zT<{L8{8*j*KY|N~O8rZZe+|Jor1*xH5EOouL<_>x@#}yro)YnkUpS-17_YmL{67lC zXU$X&-oIdZGA)K8T%Zo&u5tg^UPKmEXOt3`{n!R&R=SJ2TFX zOKr{z$i9PV^G$By57@m1rL*UjZdcnkB)kbzR@RR06yz($1UwF>r7_XgzTA_s9gW9%zRfUPT=)!K+Fm@2Uc-YqvxBefM;MZtiMKnrZ1 z#ygVx-PdRAecili)z}Kg7WAXGsCng&#lMReR zAHzu{Kz;VW5W^v`k}hxq3Nw^|$+q!jhf1?8nGf^B08Eab!z50llxcuXZ#FImx-R)F z63WCg$k>D6k0p<{cM32Jss=OAV^b2xS$Fi169d(~RavW1XqWv&237V-rN*{%)k~?0 zmDyk4abiZ{B)_g%_~~@d+zRHvve_l|9EXh_3v4CZ7FOMb)lS)#iV=GakkSwBt^2id zooVwxdyFr1xAV&Ijx(cF@bCVYzpnrcDn_xhxh;y?-9|D%7rV(8VRG~;?bRkg3C~<6 z_bei7=M3!~-r-oTqJtXdCIlV`okvaxh!nyugd+^Am_)K&__l;J_-{pudP#%sI7!MI zDU*}DRDE<(wZ&)r_OAzjPMc$YLXb=9bvt@>%BbC9zItUAds)>zt|`uZMbFk4>H z*p>K!0o86mc)pSSwy(j!yS~}U&&E`YS(Zc^T?17v;fAoMk^Iuki18I-b{ah`U>OUrVyiFNh9(6ob8xQeI2r+wj z&DpBd{TFmZmGGBw+f|w=Z}$FcQ|G=LP?l@LIj&Yv8q|KU8IWyn0r0Ki;tZ6s6)BGY zWXr)D8d7C6Q+jo9w~bRaRnvt9lV2U1OaTd%ysZxc7#0Vp3_&*_vvPnt6c=~pr=5R| zqK1ugpJ*8J^}v}!S0gXMFPZux-lXfys%AXGuK{29`<`)$8N1Jlgo^ZH?n#noPNJNy z$-iK?kRlm^G%SeVL!#Xcner|uliFKX`-ZO;8h4Xk%{-|u9&n}&&;0W&VzyF4mDdSI z3>#At#Pd;M5e7qm1r{~YJViw7*zX$hl=!BR$5>R69bPH8I27Sh>K|E*g^H#GJ&aW6 z0iii*bUS#JI0YU@so&-{o7v0yB-mc@-S**gM6)qlM@Z=nNM>Ek)~(RJ^-OFrM5gBi zJ?$Tn)O5>J<}RRcHrdpbVeqBDPmu3!( zMO#m;!r~fx+cu-Vo_)&YK5uUr7#5FW8;m<}jJtdqAcVRzbo9(7bodW4t^#B2up6rt zo7h}1taJ^GrA9CB(U%mATaYan_niADE;{dc#ja58mrZ_?t&jc^iGd4`q>xcS!}FbH zv$x(l{|(5HqEJ4Xai1HL zE|>rHG_GyUn(2$rR~{6n3dxd_oQQq$AoZ!{zNt3Ae^+PPFebH3!c7^@Q&l&}%-fm9 z+ZpsQ6_TV&80jgJ$wTnBkf#3~1hh56iz?KYzpH^%w{p1GZ>C*uSO3ThuJph7@bX5R z@$wWrDl91G=`9f6uhN!8p3^N_hu(l{JUo$$!hY|G`m)NTo-JN(q629@xL#PBT-bKn z0TbiF49wD>KP^rkRObmiAqgU|I4(TVtDu8@7$YoXCrnmicf)*vJof!_X}Xl5b?fO< zM!%^$Fq*5ozEqRbO$|~d6_rT%ifaBX!ku44+|0eZT$ ziHpR!tHi4;4865QV^8QL}>$5QfnY5i1ZXsg~eR92qax5RBell9sdAyxo`mH&8 z3&!Nh7pRw=R=VLnk9tgh;Epv$?O@M`CksP5(E55B15JoY{p9ibJB|CANZBm3JMbt$ z4;-Xz@F3Io%{5{3(V5*xtPc_qP|Um?#Y44T<&z9RTFsa+?iK&mE(`@mS?7< zV~g>qb8?RhzXvDzu~jsi3InHpf4f>OF9$YOj}b)`j;|Tnq%FTP-oV;ciqGq`sPE?D zD2is`(=q7e{y0flN=fPsnecK}fIfEam=|-*{vqXoAT!Y^g9Uy=U~3Wxo%DYZ{0duH zmGr70G@rY8PVOq%rx2&@vpZ3r4AtWB6*sFE`cc}(oVw&SsrMbuNYWZ^#=xMNF-k+5 zFq!q2FPeCA)|g;fCCth2o)~gO+}J~Egre1d?%=~Ezia2i#?!{8crBM&KuVR)PlA5% zJ$1KRe7~Hu{w3U%*@`V?{CU^f&lHMWHN)#i#G@$Lh6bt#)xA1N;bO8Rmf6%xxpW+j zU1IcPiT}$*ZJN>lkw>H%$dd<8A%vJQcl_ER@b8|eP8nWb51KvHKspOJ*a?U;I`iZZ z>!~S$X!PU@2$z7$^^?T;xgXANLvhI;`C?bbZ5g0jz#VDfD6ff~F* zBKGpAKSAQeEOF|4Vt<+st(2iq*wz(YC?~_Kx6NXJ@ePQuM}HxXQDrg1Je=|S4ifHN zALd*@4!R>0a08M&M$;MA>!C-a}p|2CI8 zU&nOGl3);OEt8c`7TKFEGY{)aY}pX6zZkfjbzcP<+<>Opu6!r(6 z&0G)sjf*Wqo2ZII?wrCWVB_i%@T1*oMwnY}dJC)9sJ?78oL*pd;b;W^W(xRQ4cSl0 z76@)MGU?LHppFmu8l1wtVa@(464M$mlhvpcu2)PhH9CC*3M^3kfq{?ALXgol-KoOg z#S(!~Lv49Gj)cw~adC;>EqCMH`WYsc`$v3RpYslIBC@CRef{>631ck*!j_(QEA58N z%>y89t@88*N$Fm-TSV^6L>)5CteJ*7wY^PuHg&%~*odB)m~#tdkN&b9w6KBvg;W1ro5Jih5%*qo+0mwIW#!_>spsFxp6Ufj@+<&A+_II} z9>3C|pvy6wPKtPHQTD%s)q{>pEx%0C2Br5C$#XF|6;-PFgxQ#2)$ZCF8xyP+Ot=IM zQt%}AzNbds&ngD1DE-wTd`%@7aT!SvCMk=N{Q#wSt%5dHcl!-KA%UC6@VoXU@jYr1h~14J&p7 z32VX~S5B>y{w(<$(HQz$53;K17|vspe_H#CwZz2z+R01MQF05h(9aK#{9~5C_9d+q zS!wMIldk)1-T(~jidRw@phi7aU7bmOGkn({O*+2Q#;6k^tmb@?!C(X|#1ehsp~Aig z9$Tzr5llQ(y30r_WA3ffnR^5JPs}W$L$oWaowuZ@{Kt#*^<_s}@pZmr`-hXCBPtuX zOs5YP(gi8k#ehZ?;yvkWS`Bk7lVNQ4G>^HzMiW!*8|N|<(OQ(*@4aZp0s_v`7~jMp zx$X*wYntXyh97Zy_e{)zcQALvO!2BEEL6>}(H^Q9NS3@&TIEm)y@W{2gjYgBoy^NG zmJDl0I=@-Hm(%O1gf(4g*N99xG(IQE4D|u^^^}Vh`eqd_UQj4MY8ojQa-Px;IYJwb zR~_w=u7S0f^?ux^N~Q~8KVe-NS0v`TTFqV23Fp0#DrwRmcC`e=t{bGeyC05DeMmf+ ze)u##S-$5R4Ux%IX?4|`*4C^g_h!?~-X1Ihp-XmrzqaNe5rKH`R|ALhcBVfWRnx%B z0X&yVMrz{Ahn|9P6dtZ<27KjB_i@t3%VM&TVC;si6r{tG2fuF$@-(S!O4-@q|8TFh z_UjA1SwyfQ5bEptU5jXYdayZjAnk4UuLH^6-wUWq)k1Dtx1W~3PM+ObOIY)zt&IM_ z1s!NQO*_z8wG@da3!4(nDW|WZLyZUs$A}|i&>(ikVo#6w>On_%W@u-umXdQ(`iy@j zmA)o9>X}{q^#=Q~3-8E}5{+J6;)@2%6SL{+-rzIweBr~eiyh}_>+*!na@aiWF!DI>B6-K=c4XxwJNz6A zC1kZ+)Y+Hls4Nd4?C$fnlt}or7kgXg9z$P=*85){>12;ip3z?|5VY})@07c`GQ>{N z62Ips09*>%(!%?uWe;yap=K@AF6Oab)q`hi{NKMl*_b>%zv`mvdE-?D6HmI#@x4H7 zT3wKnl|7Gb)2Z~K>uwX|cYfY~E=~LumPiHr`u#FSyzRv>zTg;@!&GQ4(cwSZ_@}?eLP0XhS^-LXo6oPi z_QsR*1*cB_B7jNdmAD^xDHk;PpT7u3u2I_DA+{yANzNgj^}lBdXN_{?lUPyVx6$^9 z+4D&m?~w^4=1&qmv;Mj6ZSoIQ?$1S`4;bAUBW7rg2-b92hIOqSqZpaL7_zpK0e$11 z22K6XhM%3PxK_SYp*X2=3m+|%IOiMZIev|Df=$lNJnTxo-d|wsH~covIsH*hZHt)p z7d-1;*i*FbRX)oik$<*W&ea zN1S+aCh*`r97*MHKc5t!k?UM1i%HH^XuarJ$L+& ze!W0gg!=hoj?*`ZgEh~X8$JwoJB6j}>KI8#S+*zpw)U*pSPAbtTApvW0xxes+%}qH6Uc^M2$qUesnSs>Jc!~&dk?QIoPXT;A7$hJdni5ZbCsWek^=Gpu z#F6hxeo8Zf-j&iJ^vF=fGip9Qx9izO1~(b0-oNAd$~w2l{o(+U-oRkI+U(B-d~Kzg z^j^36LEk|ewOA=BBc{;+)c^PDag1&t5p8qw4_Em2s|=3T3Of#gxp5hWpR6{J;3f>07>0 zqbPXJ?_r=frOeBj#A_#Y9czf4#)qm^#2Sz+Nil!P%tP z(>U-UB5S;YcUJ3H*2%R->YrG?yi&W4TL|Myk13Ath!yLJ2IuXiChNIs+2YE#$k;Ba zI@w_jfkO-b{EPfbC$8T3r%pkV1gcv0j*ZX(Ef4J+W>-&YDM0YSVXdM*In{zT;>4PwVY7;(CH{-tRyEP_EWj8UJ1R)Fb<9KO82P2uz>&9W!I(*u zaTTAEMvw{MqE%nMcR6Y(%|54mOq1P$5=3jD{zP%pv}v*|+;j${PiVe5Ql=qFW6WN* z;VjJe-+$L0GZ$0OIH%J|f5FVBLnY*dkD&#xxpTFdBwU!D9aOiQVVmk>2@XnzOE+QB zj|zu$8sJ{457xC3Qp5*ZZW}Ui?A|!88p5fg6-XC@mE|qaiJK2$4XwocS)7sAz-1HYRmo5skk3z1<|vEoA)ktpeu%r zq=&FoOLHJ%?dP0@3s0dm%-B>xi3YzV=jF*EOi7Fc@t|ok@$X9U)NTgSbwG<13Ou@> zlA&Ri9!s-`hQc@H2Oic)kM+Koga3d`@($%J{JI9^eI9C?}U+mtARzk zjH|+BOBoZ}M_h~T3o>&1+YQGY?2aWTRldUpF{PD)re;ozq)T~r6&UFI}YcDD~z^{yv{*ObrT7Vr9l;evq;z;80 zDYPX++1rVOyh|WV{4v(LAODD{Kzajv63~^X#VXb7ivTQJoa2FzxSEaQJYY>WcLTB< zWT)e@+WVGRQqQC?sN8_Qsj}%hZ7f5IfOXC{iDDtq86W3pS|7WVN1a%pKu~+o^`Tbl8eQP^P`VG3m;|pvnCqszyt6Q zrXIPeFWSD$tFnL5N?yx%3*9BFginz(FWkS$p?GuQ6RTm#gB9R4Vc^OssH$!W@~6Sv z0i6BhHt~kf4Tx-|yqJpBOiy{#C{iBItHt?NS5Ju(BUx#ZhSGWmkUW*E zyQFxj`eT+z%5Mjd29{f#niVZPSyqO^%bzGi8Q9xtqQ|XFg<)ZwU0;XA2~jcHd$Vda zq`xR-8=Q<=YhZB+YZUM55i9VZ-Y~m|T3zv7q%HLVsGLO;POwXbs-Hj85dpDo&*(q9o`&vZA zBpT=Zq=y4g``(sa*3rJTnj)J#_S;G<)L$yVe~}COhv{=r2i)yHCAL{B5Nil_yq(g) zYeM+N0J#%wiSYCzjwJo)IxoRFwH|+uDqu-IMYWQ~zVG!#toYo)_O+H(&mJaPyYVxh zwyROXAFl(M`jU$6rx@A4)-5#>Hh(9-ojuw1q+qcFBGhN{ee|+-w-?j=?AiCKSw~u> zd@3CChQ9j@@9wxI2kTgu`%BhWd*eksMMash8jXG8et@;Fud>T-?J>-WaN$ z*lgC`)l??Us_@bOH82}`y)XT`HRWU$y|hmClwG+0@6NnB!TF?X@w{k5*}AbvknHfA zNtgUQpgxo5GPp{XA%2q){lgD`~H za*q47hat)L-&*JGU-3Wr3{JQ8VJa84IU568C61cN9Xxr_BOo|fiKPUTmzWrT zS54XBA7|o~@F;$>A|OE1P)Zc4Mh5OJ%LktJfP9g$jsB0FPTC)=>r%&03a7As50=X* zm=7_})`bgKrhImC$i_3K@EN&LtID4W!?#d)=M9L{jfEo-YVSx#NUvd^HEsvz&%$yY z?udpQRKlL~t<=%E6e9z~+G!T}4Y+!EDu8>AvIchZce-Lu!?*Z$%0E1<)YxzP3h3=x zxOpW^t#H&aCpz_@Yv#LU`?Gcdj#oy-e6_U3T;;!~TMx~9;%in=bK}=pUss_4gdBVw z2(H~`UxI5O**)v&L|8`UFH5bEq&HL16m2y}(4{}4t6ltU&bdEfe0p^d=-uw7#Jf@? z{uh6HW9J`VYWiirnr~*i>!4R41(-&k)C}M(v{fzxXDM$$$7m{$2RE{3FE+zX_E~Yi zqgf`<(qpb6easqt)z;2<1RVKEal}NwGw&wkO94@K7>|w>l`7Bqe*WM{u@k|x%7h3T zmOUnkyw!xbP~7`)>mdFC1r%cWx3<^DhZ0=JnP#y@GMp^?Tl44 zDMVlrk$6XEKVg>jI`b@NWB_+ zESuaD<+Sp3U)uYS!7gm(Z3X=o0UWn)lgH~ufK<_A@o_9CDk)(^Iy7#L-)#KV*FEb< zXyS%#dwMMR6ck8sy871`;D2BC8$5Fvmy=KSfzMGWcANk7w0?3_zgpJ|}M*hOPtUvJacg{a;tEXa!rs)yOd<^|EXVNxNpda9&u zMq68gu5U=;w-91F3GP-cg=hTgb%tECnm3^NR2=u-`nj>1vkh%?oB*x-8mOB;(kJnP zS|(BglGR}As@M2Eo;*e}Wu z;8y!kVr4>ZE{=Ow3@UT6n{2}tW9a_PvV7Qaie0ov1z`l-2gf?9z9eZEGb^mNiZYie znXyIuu^_+FvJbCjq?uFmc-+EYhn%RoJva9DwT(70v!RI%OiVRUVZBclTUN2fE^ivq z0eT-$*4Pw4iFj#cN~AhS*xh#5Jve*s+TXZ~Tc6gjZ)55Qw_jga&C_O=VE3}LCWSi$ z50wODQe0 z2!6}LZ4EsIb15uPf}WIJY9j(0T<=M%xX6j1Z$J}OpRVuot6qwEI=>!%+)!&WIP)$y zoFvD415h7YA5wRH5m3pfpZ{Os))Q1=OA~PBKHLx$){cGVIy{@=#lFuG{FiL&8@pE1 z4@q*Oavcm|I@3?|W6=#mYDq)Jy%Gjd`F7)J2AntTTmtn{d$!;Ca9euM!3c9M%gi7=H0xG=c$+yFfL zAMvGQ+jy@+^aSUhQQS8-ws%pdbW>|iK*63K*nCdi=Wnvg-%F=q#x<{Mg}u8#SHiCw z5OW0}FIVXCYSA|$)91e%(0h!eG8AUh2eoZkDzy@2cQrd&YLNAERTRh&QC)4&vU!L- zv@Z83TWdKfKF!E3bP!&XBAe~H`(~1*Vvecu`SaF1|EM!#tx}5sWH(%8{_epQphNhz z@O{66O`JkUb>?vSIwSx1^(TA@CkstC$osr z5PmWK=9fLaWUbXFTF2N-SC*j=z&LW#RCLtR;%Ta}aY9~`5oc|iFL3Ytbz8B7bHR~t1In2=4TlW0`Td;OSG+5eT&jfB?_^bYN#!0*DZ@Xki-RSaH3qC~ z`tibwxgEO2fa0b1$dd^70<$TZmB=?=$zM1PbqN37ua<8b5!`LHp{(R5so2IqqonKq z<9@ZCdAMzEy#8`B<@7-}0+{V)c}W~!acB8#?=~Gm=i9G7CYf`>^|$!bevfRMZHU^T z;~M07$G$+q^6R=%gUD#(HoNSh8UIfv(*)%2Ou7Ur=qScgW!}4Ek&Cjtj$E!aXHFVy ztyPo3 N5lB6y1JTXY{{bDhzw7`2 delta 19295 zcmZsCcQ{+``+uxbHH(%SQKL##jaJ19Rkg*YsH$19#a@TEQF~L=ti4z5QL4m_+It15 zJyScr`TYL=<*!`l)iMKywiHKWN0C{;Z6ND;A2O+l`*=j zB9WC3Jl4MO3O|}m24J_K4_VcdvhkD(!MfEmQb9YIrH@x<`s!kXPJ9sKGtoEJcFK@RS__Kg= z#I@>Lk+E`B)ic+-tGENaG+}r38w9l(7XldKf)}99Tw-!1xq}zLlIS( z+=1IBsC7!uFqkZ)WDty%!-fVU3VY0+8rk;24AUo=-e+W(M-(&L_9uWYCl?{Q_9|4t z7@qcrw1wZ^%CV$Vc<#LaquOgMbm61B`a~w5bA*%m=r8Q!$!S^X8#WlTt@xZO&w;*xThZXez2U`Tadw{uNs5?S$z&MMe7kmJT3q8B zmH6w@g)}{`7$R`ri(8Oknf!@q_C7+5Y%G}e^Ox^6{Woy3u%}8}>6t)dMU)Ix=LBUy z#9bCDC~8$EQZxJ1>F4gTyxb$Smt&h3vcRBIQJYmcNQsd=zY)T+mdaqwtn)%UY9jsx z9|RMq*0M1v)89F)%uE!s0EP<)+q&I?6u1KWhs8Nm9hCM|s6|^*i>Lu8xrOO!koEo; zt=0-g*Vxq{rCjMtJODHG*0m0+fm$(ba$9359#mG99%cR4Z zShSB>>Px+d)!>z@sR5;CL`!vHRIyf3976B;lbb&avyj58u+5jJzXyu0@c+yABQo_% zs~|M(`;wplAPjBQB50tSPrM#Re2d$=Gi#I!N)Hfy?%_@7jPp=H{xdrW% zVj}g8k7<9V6+W>c9!?hlx0O=LKjs{kx&*}Ijl>P4j!Etlmd|1_$M_$Ql6!D4tlGpj0CG6a=D|OPde$uY_NTpvrUJ8j38yju?2xCKp> z&x(D?YC>(oPgve{-hw<{QdGGXm`7oFK;ye3SIsPEjHR_|Epx21BRx1>htainAQ$%t z;t$QH_6xV5>hsIZvUhhjSpx`D>?)d3M?{zD;Y#nSB0h%YsTAVoDU&37YT_nZiq8wt z7%Rg^)=3fJyB&n?l5JL@5AC~dKW_zWLv&X*2ZLY0UU7xOBktb&` zeCXJ$NKiHiY$XniNQ-0)WF%=Bx9`)4-mmP@0uMQ zC397IAbUJfe*U5{BCmQ_{e*OR#x}FI_6l`JHr7A6#ub*x=EV*DRU^v# zd*w$?O!qY|S%+|b;;i!q?)lCHrUk-fPvu?JS+E(f_({Rz(ySi##<&zY#nC`fV?`a% zwnP>d%wcC~3fyo?7wWNh@0>gxO^skjku-qes`B%WU+wHW4N#aKUAZvekN{(I10STE z;rvf0`&Y?Ok3FY_n3=A^+Gm23=ZRU|u=kuww*OkTb$ICES zCSB}o8%)fcSZa9^z)ngB<_ooBn#+V(Yt3&0FGop2x)OxOOUeNDn`O00GGcLpS+9~D zrUV*KmUNk++)$;OCB0!OM7{eVqDP)~xQ@nCI01&%w!6w_6VZG2kYgxYR;9$$COV9Xzs+l2pYj_!_^dB^WOx)s zL+Ze1klLYV&cCp-qC*@mJSmWLYUPhD;P_`-OoljTc2Q7BuszW0GH6y3s&7YL?EVuI|_!b7u_5gu$KdV*Gq` z^*HzLo1fD$z$XzD?5A_oo1bZ)Z!xmv1FhhbbKOCPIWuE-hHT#%jdxxYKwO29?oc0; z98~66aG>IRV)+H50{3?XcM3|k+axsmgm8|NVvBy|^ZQ!E698q9*}$?*C)2uFmAaxX z2!u$mmHy-Lq1n;!r|&lNrr2+b7@sl1C{hs)%=z820$@z%g%$`osw-j494ZB*2to}z za_)uLVG;n;hN^k^GYreAvCf~Mjh@{vuRbgg2=4!;N`~8UaV}DVtc;M6#5{Q{xOy(T zj}-4@cnFhYhNb7F(_X!#spAOIa%z6{;obL*TCVVhjF?HPLMM8+S1;tzSBu+}czows zw!oG|_bL1d876_3^V7fHf7k**GjwY%$M<4yKIg`UNWQ}FgzGU(z3>}6_pzO~j(GDT z58^-GZR8*lWZ_=OB`ZR6Y+fj&In)yjZ*$Gr{3sYB4cEO`$ncxH^Z6;Wh5N3M&I-Z0 zV+GA{%Q9o{X5rkr@s&^^hp7r&u{}xecNFJ`-a39{S}}xNL9EPsqDvZ(4Gf$LRf-2B z(!8Y4Ps>F0E#{+|%bVg*JnSoHC2zbSx+Wq!GP|Gh>{5hg$?SZr8Va38L&0v<3dgwQ za71!^MAWLx^{~ya-$w5`qJs`_i1&4GYBP*8+(xLk)F#xef}qRbsf=#R-_5(EP|TK+ z`#t0NP{zN&<6)5M-7A1X2~TjSx1Dcz?fVs1z)OyY-)9@&22*x%AYyw{X8nyckms?- z!=S;KpDn4kpa(#KcJPTEwZ=WGN@LMMpHLzm57@7|ihkQ8SZ#czn9W=AapFJVI$uX`hq>%ce2Ea=<}D@#k#wUzQFP!7*_SMfJ}8@#G(bV z66IfCK~38e(?ohX^)Zd>k5F>ZaVgdEH|EwXY+=Rm9t%k?l+TV|&evriFE)vKXsV~= zca#DbCk>Rmx24e zN(^*0Ij{d@5%|iApSjT9fX8*r){g(ay|UF{{sg(|5rm3YSp}{~w}coc?(`V6+aF7N z&VlGD3atODWy`1G+fH$3_Hh9W^NQj(24L5xJvLkGOx)LZ0CJG+EvPI$3@0F@y`)mh zU~-Sl#jo^7LO`zKppY0i`cWXqk~1SDMw;-)Asx{1uVv!nL@yNoQHZEvRKYoK>-WhsMON@o-XL?L|R#%uAgv zcK5=Uz-!L*bQ{TnK6FF~*d-`qGvE4!bFu?Otb$D6SEaG=1hw`|)GqwXnKSC*+VB6|V|Dsyz9K7=R=M#y#zh&t( zy`4iT zr~JCl98=b`W8OPw=c2GB`^+~qRI4-o^#BcHx>eVTIXIb+e>T}jZ3ah)-1hoz_xjl! zQADt%>xIIZ3~U03R_)Pyh&`UhBWsQTOUB+ALN7^OzNQn9@Y)O| z@vwZ)by-rTAVM`nRK1=s%JtwQ%D_81Q^nbnIa>BQELdxA3^w z0}#L$33C))?c60%LI_NmLM|@yh3h*eLQY17pwS=4VEdb93jE$cHhd&t_0G}pO5%BX zBN@$XW^f2k6wb9*g=4R|5eu+PS%+g8e$=}oe%o#eVxhmF;`Q7ENbdsNTFg&bW9q0X zuAl8eu(0csCXautKhrayGW7bhS%P$+P{~!Nm>7eS#}%V81eG& zk6RF>m$-B2%LKKt8j1Y48(V3Ws@M9WhZ5W&QJ%gmL=h1flN7WXv=xYQd?FUe#3Qxi z^=2P4x+bVxV5zIpxOx$H&Z&YMokSahpKzu~7qxp=^iHJm`Id??mOBz}l@!^)6@>eQ z)ohIgMM}6_hd;gcu<)(44gWXUtoLX9x}T1lCB}(T9J!f>*yekcNSl}yfzYyP5-zy~ z!RsUo1q$fC9d3j!D+5{cVfvD*;isk3bq=kMTZnr3Y(0oivVte?>tt-aId%am3{63A z=d-XH(zhV~n9a(*PDOM^aSuq&`LUIM_t>|)zlCr3Nc|#F649#p7j)==2dNJ{5{n3S zdbm?{-`s*S-|p28@L%f0QC7#t{CI5Op3^ny)ya`bY&`&8)dlujiW$n_2*P#5o>H|T zi~S#F?FBaY($|yuKA0T%7F1dH9y$0kGY4^CXlO(dYh9YWvxNf;ztosJ(Duc~Q5`BU zuwqbL32g4j3?DXyV+P9(FC8|Jo%w0$>jW#6FRY>ju}FG~I^hew1dH{M*jQt&IV*{> z&y%%;)jZQN0PlFl7Zj5`(&r?jBKPoV>4kCC%S%Zb=0 zg~S&Fd!2K?ac|=2`<`B`JK!+wTd_)|o>^ z5!*^Vf{&MU#ABj)w)#sN{kH{O?&5JrE`TkqeX^Vu>mqwyYRuYjRhPkjqedjZ2O;+Y zhR18ybzaBD$Nx3BI?N~JF>cv=PyD`C*ZK?-3_5Cj1Q2^rY^3kbu z=1$ys!(bnRfa~98(f9~#u$Qk~I7DwmXsmK8g2GF>Fzq$(LdK^Ug8s6Gs}#|H#5eGe z`8%9o56CMwZk;+SDI<0b4zj-IkK+HzmgzISXGF&u=F;K*Ei-Wvy)rv?*{ktW|4f)) zkr{9~6&zkW6h9eOejzKIGXj9h#_scvvbcDb5_|>tonx>LP^>avWsX0dL+FOcZE{+m z89602g8M4TND)-nm)`#ogRF`_Dz#gvo{F(y=`~)b2n#7i^(21gHgMm;0jO7ws@(hi zk_7X|42I}CZ@Em(Im)-5r3iRiJiT-)v3$sRQTb4kC^1`g@~-;9DhXv1zm1W z3^N<|(whmk`P~8d+PiK+Z^P$V-ydE7ED+?E6WFo5ckMtWRSUhu>giEB3b8zRj;bly zqvzLjP9Z0|hW3{pJKK?Q35>R3*{uS2v{X|Toujg(w%;-JqWk2sktH`IZ;D)NFab1= z(%kEmk^6SYRYeQt(Z#r+^KgzI91?c_tz-#dUnL(`^zi|R6g!{Gsg$(_KG}^H^bvF{ zHSB$8k3M4;6DCWsi~>2t+$66ybB$k&TDCitNC>NcQ<=w$$P7WK5c)4K<%7o;_WAKG zrYmf-_{Y?9&lUaKjFbn5sK+ducO#lzWXoHdb@O{=v}Qm)8u}$x1d&Zq0f!&L!%B+ZxtHA6Fmqk*#`Kg_;ycS+Fnly-IYoyAGFPH zo~*?3LeX=>&fpGlAQo*<#Z^{V2Mq2P@T}dhGDF?!yNy8 z+I6E?0KRZ#IM$FooxLK>m}2{PHTFinm}nbVs-Lxyv*?DbI7eV!+KR9?E%;kqq+Xp> z*1_a9)~T>ji?c^wg*@|m8%CVDHJWwBBO(zopTZx;AktN|=yLad{Bdhi&m$@_94y(S z+Ay~}UFezAd^mT&s?$9iY={QD8?s`K)a%n974AqINXQJQVWJ)$@QDn9^3 zHl+)Hd?Kj05mblrz2P+i%D*%cX5!TjMZ)i4t7xJFou(%;%RSixfwlab>p^`Cg;x|# z&%BQg-V2>L^;W6B`%8!^5Tc%lyPL~7Rb>6xMZ#OxX!B+rf-+25lZlH{(4Gq5tFw{V=3sq6aU4|lzhDQLkhZj*fL2Pe)_DjYV1co z$tRs#kY)HS2#P6CdK*5Zx{h{|k^tg$@}RAI@lQL!2h>}7MHl?&UVl5f(;lrlRBFbG zBWefFzjG`HV^s4G3#Q}ev$DUQ6wva1#r)+2;Q+i8o|nuCewql*xdoB?14R6-E_eBw zuSv*KUMZd!yAUF?;P*0z9dc+0kw0FnYJC}4j1vj^0XCVWJky|C1afdX6!mNjNg1m; zRoK#T#h=zuRI&tstRB?^sNhk(5j0t+MI+@X=G?@uu1APYh(`kUjFAyvzmuGnZJljj zx;Ulq4@4fr+3=3D3N`>_Wz3XI1X#CTiPKiTXdtk&L^4y~;fZofm5 z5nEC=7JF)n=w0y7NC!nTa>Yj-(oc2KlZ((;`1%ti zgX?@ksbLbjkuG~34<3d{Z@@pI2x8V-H5~uB8T^{)sN75GJ}2Pb1+CE0AU-xFVZsC& zV^1T!DuNx)u{9r1e__D%gvMa{CWqpn&$pn@rf2vg zB6eL=p*6XC7WH2@#t$q+K1g&Ud{A>QzyrY^_tY91=}fvlXY@D-BPUCE(xk_^N}F{fCsB2w{vH*wfvlTo{Zxh~_L~KdV&cb4 zA*oIx>h)`oh)V)h;QY)k3oE{A|M4?&F^B1n=z6{VToAAx<;sN9jdE@}8jYB0bg_R& zjYwyVprKx_^z$qem_cOqmKyb^$x6xM>dnljSu937{}Z|D?J;V;unJ-v5z)!z8L@LM zt1Y@zHm}YhU3lsNJNu$+_1!tdFh1}k5B0{T@ovjs^E(0Db%}ONcBefMOKYYl3A#h3 zt_;TF#ht)Qg5cJuKOo^&Z~s@hoPitV!)!6Oq}T!Un zgh#cTBWJKS#=kJP4LQfj2z_R~GkvK+mX5E}e3hTci!o3FIcFyGpjIw_B0Ne{4aB_% zQUNNV>`FLKTsi;UtMau}aw-GN#)p9Wem;}E&?d|{(Uvax7t)15WTm`G%UoQ}PE&CX z`S1O7QMR0nEZ#)wjEgj?J_WX5Y<}FPXTXXz4}OPJ{+VavVk`dJJua|*USN4qH6wc< zLp!mSK3#bim9Z&S>)BUsv(WHo)Sd;n)E})qH+tJrZ}3qiup!E;STYYw>{cmZa<0p4 zrS{;;mY}D7`qcSG-d&Pw>i4H3`XbFYj>)f^SLX)(D*rA0W+}xT;~hPmTdbQ~hi%!$ z9xm1aT3m5(-xDx8Tr=*dG3S4%@8YEiU3x>EM@5OK-HkA9|5OXR+LlwF8odEnbqcqt zEcRQB4zE)39ycsIJ6cicy~xtu?rj--`rq<@Kf4+6t?EZLlP~R>cb1UZ+akf(4Uf$N zDfWDNJ$k`1O}oc;{5i%v$G!c13;Nz51-FnWKc+sSn0SsW=wcyv zz1J{%bf!+0qpH^JVSJ6(Zm#SPz3;18@a=vhK5Ej7ZY6?)c7o(+vkKZq(Rtt<{e9)q zVpf=xtt5mz2grhZg-a;iJT;fIKeqIjBKb(_w#=3>$t;&<#5zOX>l@a!=}en#oeYoRj>PkO+m&CRGER2h>i!h*l-U_Muz|5gzs=~gx?#>iP9 zO2R;3-RNi>TUDS&c3+h-?yi0J0u_LoD*f>DvRWkW;*vZa^6zz0UYuOkGwG1f9B8zQ zOF*^*rGokKo_X)g0vg!q#JM&OaRtZs%94U*RUDk@V}yR2$DW+#3oSBYisiNZ?&6_U z&zt!=L<%GB$C5#2szf%a^nk(%Va5=f^xf|Jq&a{2g1MW`-R>yJ_Fwa+&iaTDB`*Ju zwCLcqild|D&sxZ%;^(RL6KU&Tkvpi9oV)vos~%G3d|gyMATQ`BNp#l4W&KJ7EGni* z93%z}Md;EFe)ta=m*+7R$nn{LF&r%PJP_MoJPUORY~nY#1)(RZH_RymNSCgWc!ri7 z`BKQjJedWD_jv_`%m?oS^Ncrqd*?R`mM~J%BK5-3*(jw)SssF%7n6~wv^)w=&N%3c z9U1!gz%+mWZ+6j|Bp;$wjC}6C*kts{qG2l_J>@y+tdbmi&UU8v->gV`e?MzGY{z8L z^1jhLhk#%yt%j46SdWM4){^nide6iUFHHxfd_GaXkuFb$M>Xasmg^Y?`a~h{iviGI z1?8A`R+g5;DJF|$GZB*Eg3SpFoqtps6qh$XFWdq2E`xf!8YBH5{PnIDwt^3r@>RINp5dUJ>E0H3m3e7*Ez52ffPA#T4&e-UR&;8Hd zvFV<2-*HMHNCI*XG~YkQjb~8(dA9nIxw{m(L6z;1gC&aQWPv5yWb*kBQ**}xwc;MG*A%tSa!f#` z3R@cU8&y`(<=h2 z`zX3N9vFf?%#C@ze!8PJ*7Q6p{}HHsz)%}V?Bl4a)Oy9UU{;s@rVcu4_M?l6p4wQW z6D7O(+L$(8{{=oy;3uMk)=J1YrI3fY7-Yd13&|X^&tib~9^*RSMMbevy^lN8SCe>| z!SkwwqGj(}Qz(S#`##N#*a+XV(7SH;OtG6)eNwy>Ly7@hS>My~g5*RH6(T0tm;#6( zwxC{8RnDTJyMfz2H4$5=*{C_lxX;^Q+wgqB;=hG6^ew1Lzx>XQXY7%PJy`Y@w4JZ1 zuc66WY;pso5>aowc-~OGy)B(XaAVWB*CEr)wD2%i3xRtX`70&y$txG?#*58-v)EWG`pUhE=B=_0r5(rzD)#OJj8)}ICgR~e!1hmi*4;#f9msy z(4nf-E&|3+$PF0kQjRV*pFmI0jZF`N z@Z?Nq#gCd4TfDz4Mj8Nd?9(DtfhNZ{59En`KekY!Cv>6`Iprvuhv>~_5t`y4^s5wK zr~8S0+XC3xg3n5o_kTIeWfpaRcsVfrC^+o~vyblkE0K-5(Enbd8~d3|!a~nK(2^k} zSnp5eeeOA7p=@BJ@?}8JF;G^F^Pk)wE$XL_eN?aRCCb0B{s}3zli7i#Q03~34kzMc zE`n_xXcbfB3u9T4hX1X>R`h)cYRnc2AZt8BTwp)vcMA93O(RF+h=re(G^&<4@Z9_vfm_Z+hg!}+ zh#=(!!36>#3JiKuFp-ICq0*V(n<}s42{FEJ6@PyGT7)*nR&FHi6SEebRGBBpQ>MmD zVJS@zYdj*h3C*)jG-SF+bmwN z)B(}Qy3Gs`{LKprim5j*=(Zk9Bvey0d+G1_$^r8FcfJRM$(G0b3nt{NJJ}E?9al{S z*%SdP=EKr%fXhil9({t^P^%}&;|iLNAeQCZYqUeui{XBb<<({HUMWJIo$~OMX1m1U zFp^`PwU`tWbqo5-QLOYkjMPC%I+@}JM9DS)HuR8x>0-q{S!(oSbum}Kh5~pGjB76a zmnKxhY5^q0_5tGco^tj&L>qP|^F-IqGD7jImfZl=djheue%!mfHW~L)41`p=X!>G& zoiYB<$=iCI9NL@qSlSF-?2wIb{OQ7A=D~t)qJA!a)}P5r7WZ;7&MrpT$aa0rhVh9; zCbsp-Z`4T~i9tWIppQW5?$Ta!h(`F0clM6%E5HVt0z4G6b1uCDDQ61D%%3bw^OVdZWlAVer{e4VeZMC~8 z-%Sk_)=wEvH(Oy}yg#K}+RIKbqAxfW7hAJC@fJPW^)K6+HoZ;rdLq24ijiT@pKTmH zzH8bTDZ%+Mo5cdlb5c3PEp3C4{v!GWDB`zY7?1AI<=NO5!4~$ldWiUT=SYz}eX&XL zl=YbMRpedK6%lLh7%FIQdukb*YTAbxduAFo7bY&$z% zcqW-_huhwLMh^&?V3Xgw^lnb%4s$GbA3C~i@VoT)IU-E9tlEmZIOk)h+8kGgJN{a= zSd9GZ6zl7(vii}d+YQRUo<-9a3m7nbShC6|-Gn@qu*gd0=adAfiy^47+{UN#$uO}I z=Xfn7+nQ4=qKge%E13A)@U- zolDBEzln^}P_ z4qX3ur&0s%S@Im{)J9hZWC_A+eUCb%|Bmod-g6LKzeHEOPy46p;mX6HOv*=wl+BoE z45)iyJ{2IEcTo`_ot$Q!>M-!yMc!n5gCZaQcG{lg6y2023E#s=y9@21xYWJZEb8;%Lubr&dR?)gF)vR@=NZZ{PyEN( zHyXq*^f)WrPV2?2z)TLS`!y2JG7PzxXALs$W5f>dAk45(qiqkoTeSvUP7+2{RC*_< zQ|ID^iwZ(6u|*M}arA8KdMn?)Mb#C&Iu**;s5$P;vokE`0-Rg1--7Nk3z53q@x~7kz$ciAtdLQ4H-lN2?gTwMWdp&4Tc1Jq& z=6ztp^z9G-I(bnQG6Q2Ok4o70w#A9m2wwf#TaMAE@NX`?AJ5(I);GA0nQ^|}9(+Kd z@9sp(bUC4s2f(~*-U<&nHDUj^J{4zzpswM-X+m1HbK z;HrK(5omE;mK=pdOvy)l+|B?&0!DubM(=+bu-o;_VKdD)!6#ljLr zI9sZ3b~LLZB;V^{8aq}Wt^qQp5(?QlEuSxX*2h%^ebG)qJ8+(2>-P-S($?fCGN_$# zCS8A=Ra4xNS2FCnzNxo3UR3V`Mmo}@?rAH>z_LE3b?%Co@P4Arx?ExxHj)20)wDBk zkOb`KvKgF+{JjN*=&9MP&TE_-7dvDsZMKX4Au~U@FJ*hLYtCUYA8&(qr%a_3F>_#ep<}Lg^wbtrs+~k z8~Zsce-+}}oZ=P(`;?Tv6-K9FB86!k9|8dWg|sfp67Drz#L7M1J1s5r_$sgwMk*#n zsh=c75)q%}`Eplw_ARGPBj5^HFEekP=Sen$E4UhLv_BZ9KHFoXF z7n)N6DlkzLKHBx{zK1t_9kIvZ1YDQ8!#Yl6r+LK;`~GIK`|UPUM~thw{A#kCtb?aL zCdTn{Owpd2m2p`*R8U#f0N*i{DBuAiXbY!CCw67T;+$gg6El`2?fUtmUpsc7U{{NO zzT{cV6>1%H3tB6E0Nv7f0pcLS0etE6`>jMV)GIE~oYEYiP+jO(<)6L4h&SB9`~NM7 z(r14IW3EqhG46wV>y=LUc%osZ;yoIvBnlkUE$C4d?Z~k#7F8*tde`D3AeiN%q_K3p zehcE%H>ZdnLT3;K?gR#2rWf7CYoJVj7yP`_>zeAneF}YF^FJlMm@xTB<0x1&vFnmR zvuthk3ulb;o|3oRNG=&8M|KN+4w{0=v*b~yhI z_h&NesP=Iq6DX!){@NBuxmdEE3kervWZFZXRyiM<#NWh!H|p&4>hVxkI79JVL&>*) zjbk#G<-XBsCrB5b(uR!+EL17KPt!>*W7Qs_(Ft%5&2w&+#d zP}hhv@Z(F0c^@jH;mLKP-E1ne7o*5Zq8+#Lkef<+pKqwofodAKYDYwQluMZ%>^7XJ z9@NV~_=Q0XWv-o-v&?axpm-C_qcWo_($FEH=JyUpgQ_faH|SIFR9!~1?(iontN2y_ z7n4RtMNhD#E9zn16AM7 z>Je&LJvoZ+#gKj^%)5vypiYRVh*VOyK{ca6zcHuOgCFRX1UZRk;F8jwo>b8plTHp) z%4!BBPBnY33qGGZIOKYP44ad0G8?=04nvWx}9O~?XEMPNLSwM-{!v=`C2sh)-$Mva2E^eX0=Q?pwF@mBsH zWa>Fi0L0oto<-Xvob_4}%He#&_g--{gxGl%0NO+@C?>hz5YLY6e}Nw0oyv*Wurv2A zcm?=b>(wx7g_lgg-)x|%k1}uz2_8uc81S&v{a95g3}o@nY7GIgfu~Gcms&3aN?)8U zPyphlig#w$Owi7#Q38db=jNPOEAe~%xbL~|pfQl%SxKX&Odr9k`)Yu$)f;1;! zwyhJ#=6wV0&7|6`!LIv3N8oJ>OZTatwH}?8B(3oW_2Ea`8*BZ;9aVb;gNOV%^YfIu zO32~tuNT&bRaOl=4hKm!yVOJ{mFAt|A~xw#Es6wboe7_Ce^{Xeffv(;)ru?EMT|(! z%jufXqJFx8-#VM|RObEv`tWLUgd3n6C2U7@gqo^Quz9`YS2}|oekS|K1@)ijDZ@;R zsO6&QS`Ya1$BDDj4x^?E9ePtDu<~epPIQ>gLiZ8QP0xngH!&=ap!x1uvB(#!i zuZwH0Ln1N1o36^7>;`=!OsakCjV`UAF`e$9hy zN{}1dNILD^yw-cLJ)y9lPltWLU1}0mnOx=hcMG^^!~;#<(#7_61fQE*|C4&KB=u7$ zN~r%}`Wh}+deU6TJNH1MY1KZ@f&3{WV_AyxS2Jpu7AgG<*}d%M_$WaZ-M&R5cnQ(H z!AGYLFj@b&!}cUJXUvQ7yc*EEE0gQj4Cw_5s#1b(e{k>}pCh=osE=(2z$_IT1ad~L-d<(n2y?zg^^+7VCKh_oCx z9#cH7-Pl;5ra+u;e!G8v7Fkme<B&Wm#mm}u*M;+#dI|6$fmx@k+xq~qgj%28RK zB^DZ%(O=+^8W)98SAfQyPk1x?bU|#`_9>V1SWW&{dz2KB-a6My)6rj;R}KYMW)My> zRHY|Q7cN}!#M??W+fIiL)cE*eRD;OYFzgXYlMYd-5cuP4GZr8{InJc=;J}O#d$(PB9i=y6y{wht2l#_Ttp-7ksnddT1 z#8r_lC#vd;%&g}BW8_&XpIzdvm~8JZN{v@!%7gY2upmxLfo>@a6 zo%DaYhyDBlQ!>g~=$ zvQF&vP6eB1BVE`;n5N8#u)Nu}hiP|nI5>yFY&A`GK?x-V6gc}!OutJjG#)x9psB{Y z&oep$dis{VuiX_QeT}B(b&tsB-XZ%NM*L=OK>?NW95*wlspP?hMWvTRh6?sWeo7^? z0N`<<9}hVhz|@er^gM2OFzoDQPqxDqQGa?6@?CNFk4q5-KgDUi{f)Fvbc@*a)POZjGhK-hRRw3ed&(i!wsV9N>z(y z8&1$XS`<)c-$3aJ6J}E7&3#<4ni1m0ds0kZ&=61S>i10mv^C@w zMB&e%Jf6aJ*&zSn(>F1lV}g~*r+1my-T0ppX>Bx11<1hD`%fCg7WizxQYV{Grx3iN zzuVf#uEqF9xZIEOLyJpkMO5XVVVy4^MbL;keDz}YVx57Wz(GmIQ{7(=Z+AvqXa9Id zs{UhEf1@6BdZ0eR$p0sSdUz}V5W+y3fC^Vp`>;E<_d;9dock+2rrJ75(%SA zFt02@w&BLvEqPcezWUkYfAJ#_BwC;S*Szuy#Y1oo3VXvxN&fX&8VyzgACe@)B{eLI zu((nu_~${V!oLZycvyWph)_|->ntH=(m%+If=-+l5~L2{kfvn!jAB5Hbh<()pYp%i zuG2G~h)8D<`K&<5a5y85>*jhOdK~|iBo02#>C=lz;apjp0(5kSXMQUM=Q|- zAG^+;synkkfi(ikHBR&RgHso}mPDIpVr4R!^$Oan%i+?TheyZu2mXKHKVQVVQxuan z9#MBrf8YAZyeFV*KJjCg-OhZd5fB162&%|3+@$j-GzD}KJ0Appk4PzI^69?H0OYp9 zah&I7o`E0U@^&KAn0e1o3>yHgugZglKl28In?}g5)sJ$_+~-=jpc~>$aRb&v~TV9{r1adPL3G&+-U+xIOV_W7^{zPlyWp z{2)L!g1`bLuZcu07##>c!f^F6ep+A~zim zZ&rXSj6EpbHSL4|#r53FIv;-wRG`LR3~$Tc3pIAdjfeS zl?MD4{?BV<*IUcHrohRagRPr^trRI5e0HF2OQ3xaN?j}7xePg zMNf9#J7+9WQ0a60Fy*vCRS<~?gsxm;Wl_1qCSlaowL$T1v0LxYkmL$)oZt(Tkxnq! z%S0R?o)A`Os;ZU|m7vhb1t?oq4SaDP1VrdAb*vMDs>5)8yz6V+Vn}V(x6l3?J?h=B zXNJ%@NR0>1OOEZcv$!LVH_IeL3X`b9ng~hRh2Z>lPdk4i@WgmO zK>!Qo9ugB#a zW-T(1MF?*!$9@|A7$Wj>nSRi9DF2L;!IF;n3dr7(Nuz8rttqa=9U}eV3#J5nI{WI1 zm)f)?tB#BxJyA{{N=JGzOCLH) z_^Uah6r8WRF0uf_(@Y|CQZ0vk=@vn?lSN}9F^*W@Rmk=7uM_O9rae${K>1`=C?MC{ zo_;H>**q}0i>)3r_3?qE6rY(+TX;+K5$1wUpLtF63m5bE_}P|Sp*S_$y{%jP>E?g0 zL^ocxeG-?=TNDHfMMd4%_E*O4d+m!{mlYpDBh4l&f*%}-=h<^-97~m@v`DOKBQ=E1 zBaUm5b(OBlPpgv_IE#UKM3_*F3m~Vd_`8qFJ>Y&e)3dsT)6>mwPEKXxanxW#wD_QA z^puteLD!w)`S|9*gVtBhsRiZX(}<^~?r67eSJF5rA2IAPcfR&SC7`UrKrv8(WQCF^ zC%U#b%aF)hC^p9ei2q38a!iksIyiX}BeH}k#$Pl-L*A}D`3_Jik<=(Vvko@+V}%w* z?|q|J#T$~3ta1~jnoj%Zd*hHq&RL<^#dMJ#BXTTbwAoZ@JBbrS=|7n+yeAodqH(I; zx&_dY#7BG|1>QSP?3FA4->b2Xn`#O!>yjX}C6?$PWZfxjvnl22T+5^C8 z-&c?BT@pm$fS3K*!mtdA+Nc{|%XuymqdXS>ADsa-lATNF)6$%PeV9Aw>X6U4Y7^>O3$+@GZgTwd(+2<1jX%q@Y z=M#euCh(Ei(?X8AC-l^g+kC&Bak~#rNwI~=2irds#?(*2cK$!eO1p(t{xRL~CI9I*ACDN73_Qi)CA1i;%XHJIc@!45 zuK=8s)I!*qzu<5zrk`@Pp3!7JkZQa zB}^S8-#ttQfin(YHKn7!Vs-`N0-vkx@TW9)*C7<1%@>}MAHFek+; zezio%WnBFe#c&VngT2!3jreNFeZcUJLUG4nvVA@RxvI59DB7@3HvFje@HO=s03Aqi z%o@X66_lX&{hy5mFPzBE@^nA3MmM@N71Tfeaea1Aa~s^&*ob;V!v0wGUaypJb4ilh z<%B$R%;VpD1VV`79WT9{Czs9h`S4DF^znD#PYejI;) zN{-<^PJMqm(2fGCM^YQFuldbKcNPZ&pvj`(XR2Wz@c#fmtt_jEf$4$$Kl;^Y$@}@| z=Evoa@S;TALgTTf1tPf_$MEC%)#D$`N4k&aLqqej^Jkn&6729_nSD@-Wg=j(pU}J%_R1)E?AC47He=5Bib{u~a2U0+@|yi4d{x zzc{K0#hpn0`6jP0X11F-%A9}I7}pXIoME^WfV-@n_$o8p)ipopxb6lj)}X;q4{ECj z4R1ivKA$GoWL)q;1M5z>AX>oPa4}8OV&0BBf^kflANwsBWb??N2eW?lNa%W0Qc6P_ zjzfipPimWJZ$tH@G)r{Eh$O}i6c4C1UhkVRo;NlR=4!>(5*PvLynla6uPbl2P2Rmf zI+BVx3uMH1W&Ap3ohDHOcO0$K^~#cTLTK{6r7bQ>Kl4?nXyb_+p>O zpT|wyf8SsIYFW8rN2`A-Vi|0>x96sF{(m~9asI3hcpuWPsoQ^P=sEsEsoe}Y{6#P- z$UahQI%WA^)SA?oXM@w6{uN$GbKBaG6yuNPB=r9P>(%>sl&(*%X!7=`{{U*N#~2S7 zKAg}4G_~BawmQ3iO4_kp-32|!!5@WY=?ngf&PR4Nt!SstjHu^sXksK~+$F{{mK+ay zzknQW9o2aCs)~O%Gh@`B$cng}Ou+M&AJ&rs#3y4f0DSrVKl;^a-}iqg?ZsD68YU!t z(^EP(k+DC7aD6xwfPs$b9OH#;zgmNE%8tJ({)VKC?$2+VKgyw*NZL<5KbWL4(y9K< zaoahnd$N)R<0Klr0nL*G@BHeFV=md~Q;K3Wt5EbezX9NLtCg{WBSu?I^)sLKZQwvA&3rzz#p9#Lw0@3u>A2&2&HTR zNVDso)Kroj$rvZ^Z3pt9QxU0Lar1s+oicx=#t#5L108s#OCyB=m;MHM`sSgyTr8OW z=0|_#YUQ{afcMG&0KRGqrNnX({{TDz{&WEZiT;LL)MS2jR^?9aKfFa~$hfgV{?GNQ z*9-Fx_s)MhU{+}NM&7?LsN|0ijCaLoqK&x6b|0-qR5X7#X5ICrag?2K69cH?q=`vV z-hkDk7taXyQT(Z6i{+SqcX0l62#-mOt$=^W`$zRPt!jtP1dI>>ALsC@`b1>gg&*_J zKdJu!3e$y0+F15E#%O4fkf>89Pp9L}PKld>P;tCx+c~Hs2hJb zJwQKSnw=g^$3MdSpQ#kftoe}v*aP~|fU{-+u#-ICk^0qC8<>IDW-3cE!p2e${ItQS zqZpCcbPI}LTCzA#pPa**f!N0~?LWc~>r>lkT4FM7Kn*bdF1V?oQoFD-^Hf+7>P_#(ODS}3k$61N#)nLWtT*%u z`@WRMVnIDfBOhFo{c2}J_9;$&QmR0xW9R+^j_BggUHSh2Kb?P1!1Is$ zSYOD0jaE{{qaKdK{Qgy7gEgP-X@5liza$j8b_`e0H204!J^y4^oIb-}{F1McJW zrj`EyML#wbN$1#qkxT+b-#d}O+&TJx`s$MNG=%U%gZkC{Z)XJK7(b}b@~UgZ^D}f2 z^FjgLA&j2ec>HOE@z3z157vL4$7E}stW_v3 z{)75dbEfNg2Xl;mLYRo9LFB=a#y~%vSGxebV;%B;I?$Rj%?KTcKd67IcL|AN`e*f^ zV`7Z$U&r-oh>S)@xHX`Oi10tWr$3EU37E-Y{n7Z+3zE#6Zj-Ri@5l-rHp46995?c( zTzuJYMQ_KYOE=A@xI7)Xrio;_WJBy=_VR&0&-&H1h$omEINh{Tw^Tp#%vFfj zcEEc1glE@|w8U1pLN0$L+t(z1wL5&wK^Xz+JD}oeKC@W`nPD#^Q$Ji>oEKsr!2 z!;T0%RI(^oSdUSPh&Bp440pv$=P)<9q%yj;*M8qOHCkd_#y`3b>r*a65_|Lf{{X_F z$XS;^-BCcvY}LNWGK0x{)lKBhHV-(f+Ib6ODSy4@U{-kIS3ZBLPwPzx(6z{H`XC>r zMQ}fNZV2ZBrnUKG8UE-Wr6s^S;{zI#*rIoX|7>*&&}+^#A|> diff --git a/machine_learning/photos_not_from_train_set/20.jpg b/machine_learning/photos_not_from_train_set/20.jpg index 4bb75afbb7083c84a1d8261dbf59d282fac1b937..868cb9ca14594429e187cb35561f8ccaf9fb5096 100644 GIT binary patch delta 28524 zcmZsiRaBJU`?m+-O9+C32uKW)!T{3UNGjdk-Q7F_k`4?lF_d(7gET{@gft8|(%tp< z_a48`(O%EtUiaGj{#^I9cg?1@(c<)k1h_z;gaptt5D0|+zxDqsOl{J7e^|TtiTOFIfRPUH)Q*CXD-Do_#@}hgIP-&%;ASQ)vz-_^+7Wf^ukU z5LRaCa?MdKz3OeE0kNwF$)b?$#_pwPfW4$3n;nre{IV)fw&w-j@om^0fm!G+pb@(M z1PY(WSg{j>Mv7hPt(QdpxU|+_QgjMfbUgVRRDb>jZru^ckc}CO5?Nuq*kwMe- zY~=la8`$GPJvdj*z$0_s;>;nSO)KiIAJj?v5>rV?!|KIYc-KBVWJhBC2%GV~H%IJ9 z0rdp3D*4`<^-7$pQ0HWqOVNz!iolxo4`0LHY^>1p(zyq86xJ89`LtpcAyiZ+=yP z-bV$FIQ(Rj`uJB>9!dQ?RFwaYxG!QmMCkmGk313s4aFCBXDY(Wk*D z5c+3liogH%rRd43B+5Kv$QD+7u{C}U%wE40uk=_;^~b|C}CYs-_FN9L~Tq3fKM`jQ6}|= zz0}U@(gu=lWm5U8^?KODUb5H-&%WXb=ZB5DxJON*fX~kBwSd^S=f*mL5&JL}*t&7F zPQdg|$wemYRIkPPn8cXQcQHIQ^mk_GrQSKo^>>e;gH-VGhsOp9#=aQop9k&cyK4`2 zBJFKhb+YsXU98HFdiK2b=P?u4n$4ZoJHU2jC+WqKo$}+DzT*jjwwNakI8z&-vR9l! z8h1T`Vm>&E0^R#lx}qTc_n3x3>W>H2;5#1Oh;`AJiH!2q&b!jkdpjIq%krT)&nM7N zJM_&!!_I9KSo(EGg~T2I_w8$(e9r8;-TB=>UDeK#1?5>2YcvL;OtRPOGai; zx9ZN37T;VziAZ#dZ$secC(y|L+SRPgV%878Rplp8;H=2`%DJu=ZtaY*F;$cM6KKsU z)u}S0Vs!25cj?^@AJsV;M~eBJFTp+b437JpjF`IW5qCz(!he<%7>U=@j+B4LxYKj0 zfi`V!$JdKCRxDkWpug^O!8$&gV@%J|q&e`ZRr~q)^T$A9w9_GI#g>{Wys|@Dq{5qF z16}Rw9)G?tt(M~g{Iw9q%( z@Ad;onxE#^RmZyk_G)0^r10X$gUBu6RM-{yE!D+AE6;rjSGc4X(b@C828hsymp1PD zMlyAJ%M1vq`v+KuVkSvYuqTiC#-)L)YJ#-KqtNjfBCK87y~w~aS?SsWaXUC61w0Tm z^Nc0k+ZPCx<-MuMJrFw?mnI2w!e4C6SX+RD2DeDKy;Ebr|MCCR9MS ztV#yM$QKL3>f}QhR-zTpV>wjn%nFeVW8@EZooTXZ;v?jBGDm(@?Oxozse960sk}1M zxV3_gg&xK+b>>~(9@$~$CfS}8R0%wO*xn%oB+PyTA> zc^)Ag@${kl`{R+cmzF#moPiL2eH{l6X z-jw{qxio>`w9@Z`&(HAWH^8)rokCQpEtXznG)nMgw4Kcs_4+9@v6@{^p#V?PA}d}3 z2hE|;SL^ub%20c=@|v!_=!BlBDofL3m@|EPwR>$F6J%e8#P4LT?l60VpEi9zXPT8J zEXzNKSi(vKgkIs3-QTuz(5{4;;Vt+()jVNQZec%_7|VrvBV3;B66k*oZurh3tLi4R zKa*|TTxYhJlEKbVhu!V=`TMt3mJ*ico`#53iTlcpZuxZx|_lh5UK~ zdCY5D|JYGAnh3PUu+pXc*4jb~tT+i;Z+G8n)#_JSN<4wkDgpb2pBgS;3+Kb^;fTgl zq%8%pG#QHw03!Y?W=+X1#%wVs&!YUgrmSzTA^AHsOrgrAXK+KSM}|UXEm`P}*ZF1( zbzFHty$B*h&ndbQ_Rh-;i$}THp7s(AaVAR-vB-d^&QA&qz&B=3pk(g^eN^$7%;YWV ztZ1~~!iD!X;QRZr*Os%oaoIBJA!5&%jtZ1Ayk%nmgv}5-<8&K9hrd?Ak$YbH$Kp4I z_oc|V*z9A2)=Y2Ho9XeT?ZolGI|~;{{|^n`M#|IaCR8Dr3%V3Vmj=56(8t$nwaFVv zunNyCEg>~wveBs+;MWE3RmZ$$tcAa+o)cGC`IJZ6>y6}84yMZOoolTW1wYKu{8YIv zuwo5*XI~SGwTOHEc>LnQez%IC=8mPy%i%Hk%oy<=LyVB;%?gZ%Ch-YGfqtvaJF8oG zEc>x1m8goC!^rjoVUXY@s74!0mHZ(=2~?p7@b(`T$>kZ;Q9R$xoi0Bhz^0G$w4w;o zM5vW2t9znH!<0GMXv4Nd+|YRH@@>wfZT9EJ$+8(~T9eU;T-UvbvwbV1tjTdKu=BE% zAX%Ce^>Pj5WZGUY=*y4aBrK1R%l@J6Wsu<%>Gxghiy@b(zV@{&G+H$nVy%PK4w^3m zqv8S>Tc$3qH=dOlIw$up%frE$8iYFMRahtAqn+BNOXb~#!0!WUWPj1z5d<~NhZpeC zUCIsTBh5LSXoB%n4lD;q>`h^vXPc#En8`_Kr^oVJ1if>)A$(@J_?+^>>s3z7{yrz9 zs_(FWubd`kOCjve%i}{F6Ap*n(hl(fKPYff+LPJmsKt+>{7>3R_UIeg8_M=rw=Q#G z@10xC+-w&4`RyB3n7D}R^@+-eq^rlk@8HE>T%xGxHb~T1eES4CC~105i@q?Ut)hW+ zI~nlS9$f@SJ3BlZIOV?Vg|Vh?%hnti{>&&}vip=_8~b=t(@W6Pj0#VB9%D(npm#4z z&0s-!ti;JwR^DS!l}Um!(z5_WhKf@p$$#2YDRU{A&jAe;cgy`Z(}1Hsev|5>=XQv* z9{}ga2u=*1&~u_Yqe{J<&GxUq-+eQ;FUzo{oq1F5n^a};N9c0C9P7RvJY0&{#Fbzf zunmTJANGXCaV$UBhkKtF8-0F>BYeL3wSUwP{Til(Sanw^ieyduDGQih5chDU*WhBP z==0Ozr|oHkxlcLr$QAq@o~=NOUNuSC#rU=hzjTwJ3U6fPF|`?NBK!}}1*gnS z-Y{&uWs@TX4?mE=ZldMutBLhMCWnhir%Jk5ZRVQd#or)`gdD1^ZGD)8R^fArZY;QF zcL^ldpf~SCKmac`Klyx##~yP&*f6 z-)$(b_819NQFYBn2Y4M1RQ7=D%Y#5Vii}$5@EI1(VnYSYZ985c0 z=Z_1Tr>jrzM)E+bM)(rl#v|Niyf5LR2hF7XSlN#az{m1;FpO9A3Ha`F$+~pCOwupD zkl+36D6Te;PpTTCIXL`;XW~`lC@qCpMb0=QCufew(LsGb9*^O1{scLNaO~LMFAulB z7$E=J;`eswn z7bEPS0W9KMPT(tsZBpSrA1QGXJ!NlbK_qM}G&WTid;&!=_ne*~W{ zMFM2#)bT?PVwrBUeUe!*yNukCbcqhR?7kQ%5e`-1bQn)Br&%0(31ZJD&sc?9vi|nP;7R8*@`E@Som;R%4|K~d`H1;3}tF!?yehJ zmT|v)FnL)hdH#$Ld)11t3{eDe zgNrSwj#vn}(RWiDmyHB=H>v-1pS4E+BKky|V{D2sin$$`* zbMrno&M#O>iex=0ixu@i;50|}*$nZD+sli^DPb5jF6kiYqLQBmr_w70IX03JNrV%)eAf+vk#c<{xrist9;-@&?yHM7$-npslM?HO zKQG5&>8CU!OEr=$mwq}1p>7dVJ z_PURvt1eY6oRhJd2l<~s{FRFu@01Q$M--M`_4{*6YUq+-@+NOtFWhNM=TBH#Q@Gow z2VAi+K&2SdHQxwR{x*7$04t!hX7gI^BtN8m!NK#RLQF?hu~m7?3l544pbgQjo1@Qn zXeucDXaba5UJ%Rq1E%CM+Y@)j3`8|jxsDMeiiP54;F|p|u{c!nB3$->%uE}c4 z30g5Jy%cY))~b*KIEy)|Pw|}qM~MIeBY0i}@*k)=nv2}`gzLV|y+xbOjbI*}EKJX* zz!{;*peS!xXz4@a9~mHjX&;Wke4rZV#*u}+H`noDK#w82(8lXbPllGtW4akjsFt%Y z8z?5F4D_<3GOV+T!4wAF|0!@>8xB0&)q4tkPTf`lL7v{~XqL~@*ClW@StMPTB1GkZga zh8NS{XVhz6p`s=BRFzgWK@dO406$;z1>lBrcx3i7+TLI1)w83P_`F3KSqk&qgVnmy zhXSp}C(xHh>@rAA89GkGe;uT(*zwtK`r)QHweAVvj@oTM(Jl%)+O6VuO59e z1W$!skgBdLc;$drOmC)%|5;Pi*GArYucZ=w@MTx!cDS;_*&WuBC%T_p(M6TifIW<& z;qy*U2if{bH6E9mp}p3vVcW6+A)v<59IR2mPn=kxyK48=u#Xq#kAdL6CRU|Sm8h$t zomYQD&7KkIi5IMDXL5OAp(v z^DW~>2H*ps#td|iFawY7aRBRvhnILTMoWr;G&>`FUyxvLM`@Nt@uEA4GdD#No0hT4 z!0)1r_Zat+VNDeMIOixAqKIm3x~+cOa5%)Di&_W=E8!k^OO=KNjdsgTFg)FAI~~Ln zv~CnaQ;gBGPnKqR-AKwlBzjYlMT-ZttKm4d3=JW3F3QY)#mQiA0dS6dZQOT~D(p8( zF5+cgmjpzzsDwexe?T-3>@W@FeTRS466q`5is|#}R~)V}l7F_$95G^I;!$E2R`(9J z-MxgMJh`2j>jCPq^TOY!Njz-D{1vno{)e|!JK9p_bYJIK{v9oHOWYNOM+@jLXg8Lp zn{ONax9GJ+sACQWzT2h!!}@X@BMg^d<{#`mS9@135JIx;H1F|48G+>>HHf-$I`)PH zm76m7gYjdNu|mV(m}~_(Aeq&EPm|kbjV@z=1p!r3%|o z=E6Su5xA%Pk4OTREDrp>sMEmWkvM}}E~=;A;yzNIt~3;AQC4c+`MgX|_jT*k&-z)p z6uHbFxrP5e6UAq@9b6n7DC+3hlK!Z1NU>C%$pQ%cw4Notw;VA!i|?0k$Nd>J-uH5; znX*i-Kdo6qU@wdJqIB8U0)6s+RN$V;6Vo9;?2KWGryz;%R`_K3OXwf9&c3`(tfBz3 z4#BzY_@o>d;PU?Nrdx~Cabi6hf~dzG^0*r**(4-bw)|)=1m}#yo=|G3vI3!Al;k!n&*v2%S=ua#9tY?0FOARTD*^Xj7z_odY;n^xfa?|Z!~t(hUlLp=76C6Or{U9|jL zN&J_T*ju)C=}I0AKhwqO|D|!z>)aPz<9`6Om&q zyBIKMDISphISyFonfg79AF(y6IjwWTu$o3k6n#{@#-foj-p8c7LYn?z$+7)I;bO^Y zo=!o!3Z_DWzTI80t`S#lOT0(^sRf~7^)ngOvyEo{eP3|0r}lp)4VgM7vUVW!hvme5 zrq%b&8X2;I?Y|d9hK|lm{(G>q)ohSegR}t;ijF=)@QS9RdyBc_;Wy*sthsRylQ~R7 zJL5Q2s@H+87>dO3=?ovsn`|!$i-{GmQMPi0izqlsUrD#pJdB}D;C;*ZvZJOGs!;iE zpo43pkEpxK7{P`1hd7B?cs=&ZC8EKjcdaznU;m_Wv#4XrzyFS0D|z!>e3vC{kpj>| z`Jcxs-#4dHY*I`PgHbiQZ>i(rX8Cuap~kAR>oPo|48~1lMt1kak_#?&`#dwRO=->@ z8q-lGSn zmHXxtsGA_qDdpAnqD}hY#$qDQ@F;*c%SV80T|4VXL7q^R?XUR#QKMdirechoMBtX11+ef!1ebVwU0WhzQl#eLm;B=ohMLia29g4%y2pCV55O~ zfNNmwg9#R;ga9gd-1nj&hW?AZE2q5Y^DXR*t-Yx)yE2@vs)o|eUX%TVL^L6Ks&Qnl zaPaZ1+BDL;<~u_+I-uWP=xq>EN@`L=;az&`^E+}&y+dY_)B~*Wm*s#qop|MKtZQ@2 zz-lOU7Uui*8r-y35%8ibbFWYFzbvR+u*);m<$T9R-v|vN+fi`qZ<;EbrIOCV%O3-1%{ZhhcFV4X6}#e(mxhD zHXGN`=2~bi^X(6(kkX+)fu5ZoGAH*H=#RaVx!h2#C89efD7rcLIPa#H)EL5mziUqY z?p?6I}+L1(Yx>)nmA*BcX+nF^IzMla(b(9pPimL6e0 zWa#yLg03M?b}}R%Mgx~Az4Il#i9+Y!*%{jF_gf450I)Wcg=P8xZqtnTu^4w)%QN-_{ekL#1V8)2_SRAuY)$=}E&Mu&#z3y{#p0d^! zTq5B+GyVYD~zB9QeWR0 zSmOyq{RFD;H||OL&21-6?uexHrO0~Wm$cKbE$>uyOQg84C+w5GNSw8R>l?*m~Ea{$xO;8$~973Z#`?@ z5Y+bHNMX&B2%Vw5sC2OF;IL3MBqy)U~&;&Oo30A38@DRi)nOL^m=^P8T6JBm=Mmhf(w5;iT)+Utmz4mpNE;Rs25&KLf$816l6tzEeT>R4sg&DHoYA)FzDSYWpQ9{qU# zR`D0#+(O$-12&p%6KVRY^xfc~^4J75lh(fg!_$ED-TJ2AtZO(puKEew8YlwclK$qG zHZD%_Ocpd>rpSZwd-NhX4!H9@)Zw=87{>oZ=pq`iTB(y{^6pEGiJLeDp+9_j;D{va zV>m_}hLw|>01{?=3K6skZRKWJN_C8Ub+C6|;e>wo;G)zbNyOD{Y#mI@K*-| zV7G^jopCHW*NK8pwsx8s%!ZXU1&j$>k~DFqgF?aR6ekPF21_G5&c3!I1K;j6-FO*J zH*Y)_tmzKM&B~UoazC4yoMp{`oh7`jV=pLC6J;%+aOM>PFqxl*WJY|+H#zu68n}xm z(wWsHw0NC3EH&MBr)kRu*Ud4utSLL}oj*-K=VhalW&`1dbf)bspO*;p6zS_hxW1EM zkVwkN<{*%3B3KG@OYhRU!5oW4F8q|?@&`(uYzHsHgdl?n)IUVZCCDiL5di)j^@Er^ zy10{O!_gcdCKcmAoL{p8brE>57v0?0#v=h?oQ{4P{=&{RB+?~t zF=p9Pu`dm{@Fq2}>ELA|1iDdFnFKd`$wFAHKVN$fhz7Vml07C{QR_6zXe{7ZSamV} z(y$VMDmJf|@LSMs?=2k*&myFF4^`tPOzBu@xd{QsHC(}UN0E724EOBuR>Kc{L?5Sk zkdg5B41YNLQ>`AF43cIvQ8Fpz&~@!j_HH0S)* z#cy^TZZ|M3fch^``O`POI}O;|T?OHOwzMeZvcTY?`--wu;_aMiONz~s$0Z8Omg5ur z6!-vqrt%dji#fCG;kIov`%>C_hIJ3o?!AR&u*duY^9hl5iniyonjs*eA7B#%T=)sOO^??qp#3QX0;IrQwn8gz)N(H>)Mcmi3k(T7Cx5JGKV;-C5 zf7lSqDc@tWA(lTKJd5<3TMe~-F`oNYnNSW|US6IP{-2TrX3d7)@}yJ6!H2I+>e6^} z(9u(NP1VpL#$aPU!@v9f8soK)3=vL$Y7#iVn#3`%|%@TW&7*DfSaQE0AEigP=d<)#?HfU6yu&_tBz$EE0?=aBVEv z?kNaY)p!lEu%5q}Z&C^ZwquQy{kHZ0HZE;My0{d@hOTA`31aK2;OHDIN916|A4re9 z5{S=?&f&DCc=K48uPwigkw)&ePn&~&AKexfW+>$`e0fS5omqYex8Av)a@(Ol5o1_3 zANl;gdk5B+m5k?#eV7P*7z9-@D~pK2H4^kwf9P68Mwm`vVk4A*jxY#)_3Y|q*K}Y@ zzQ!r*LeM^=0HXPP@Ijz#rzI+5j7=v&pFBM9Wa7NE%t`oK0dLTyWm#!f~+=(Elytw7X(V>gLt-lsabE4~WaZ=XPZON1DBE9KPZDnmFO>BG5?*~b~ z^irUpZbFX@*`WBsxc-;%9A~exu%?p&XPvrPbxW*YrfdUSh7}G3tE#~ZUgv`qsXeJ2 z9EtA4J!Rkwj7Oixh71d{^d5m;w5DVk3S_o}pXbGSS?M0NJI#G}6QQUP{y*<*PlVY? z7jK^ie;&;Bj+EZl*&%D?Bw8nEf;WX)Gx4DKfSFjas}il(8f%`Es(vZz&AI~aO?S_a zIDgWMS?X0SZ8J-L zIBw`TmT2de23N7BwuL5VDA|jnzp_$#7z4X}F+fiE{n>!5=i`IqSJ)=sX`X4hUXB!EBFvqttlh0wfucVBC;>fT=;p1)p^d4mSeo}n9j zh@tmvjV$Tz-Z7>rU{0txe=ALy3^!7VVl@(}`NA%6BYwHF*uK`!$EW>PoqW%@cG-z} zDgqyC)J1|)hU4>;r+=HH!i!kBRWyu$Z~Fmtm-Np+ z?F%Q^W*PMT<+tO#X_)Bz=AWT;W4mw+_@dw2*Pd9S7CcJwjVP-l<&cc`=^F>ucWN9~ z%o6`JVxUjENLt9CyTgIx8==%=l~9zCw(#33C*Cen3*xQU!YE;n%QETp<|UF5TH3Is z*eB4hKoMKvcp|wCxlDsEAJYKb`+ny@7KkTxD`&X`bSgiiCcAxf_3@g=ihs0;Q|MER zrre9cE_7-<|9>H@gaUn>!Hbh^<&GoHcNdtjYw^U;e$!SCOBwq@K_x+koIlTPd%@UZ zhK0^D?HdXrMALMF{}V`Nglkac6Jc1TG$A^%t``Wh9Zg3g1--QZ_g$9N=tx$}O+{G9&?nRW z#d3#2H6}}}&zzdt5$^Ku1Xd7a!dFK}Dl1BpeT4EjVmkpZWdI(Iq-Zb zl_tKtz_>ls{V!&S*ftlC6BhUyEJY@?ENF`;@e3aVpTUK8T77Y~BzQ8eM^W^^q-*`6rgeGn7>xZ1tQ5~$ftWezSv-C&>E91>~ zKh4NfNOu9zufN(N)vubeLIpPK{p0ZE4Np1fTN8W{C52qFXB#rpuHiyI^F8)pbMWhh z{7S4G3acFRFY>hL7rBJLUsu;Wfz-O21|;k7#i^m-xwOFIMS}_`*!0cWM`!|)Kd}&7 zr0vn;VHjWG@TL{;UzqYWab}w%HCcmvs;0B{9tGsk{I{}XHzCsYyC16@@kYXM`3_e$ zRg=l}T@jrW(@W)JF7fih1?0&~2q%cW(e(N>mnr?S`Yv@zvI$xWFX-5~1%*Z757*L2 z`Sd0e?|>!^uMJN@MjMud>ij2H=c+34$!Puh`2?~^UnRoje$GyZ7k27%Q#U`~q_BHl z0T@9X1%-^B$@Hj5(6NKI{I<5{X=<2dPYG5o@bnqQ##3;oam#X(>rOXZ=jW=+Bzeq- zhh4SmL|D_w_x={f43Ex3E!8BJRk1PrTw?`MJS#ptjfeuEIeWOhuIHy;U>F_VtJO_U z#^&Gi7ge8+^A2DNmm1)lvJu<&O#kc*pe{VGK7Rju9uQF(@xZ~*KD4Pzr_y`aC_C37 zO)@%FWUQlqqn+l)hV>cHJ9o+8)(o6nh#0$`P1)FO2lm9?)~@+zt1owDy-oQMsqt$H z%ihUr?5}VRK%tF;WOK^9eS5%N7SZ~GDO%?Xv_xLr91qW$xc|EIQHcm}7t%t{WmHiXQQ2S=CGj_oIUw{0(v}{ch)-%C$LJhSg zv9g)dcvZvPOAU9uo&UZwgTQFKz&tb5@NHuin-!Pv@t@rIv%anL5*O>#E3V~Gm zn4$T8zDY?hp<7Of+=FaQ`ERyL`eE`YJjGtTV`YPN^P=gp`LTrWa+gG2)#h=>~X@{ee3VL?zSSW1AnCug(2m zmu1xAY;EP~RQZjMcKZf)%l}C9yAB#ZVYH^IJD+efh6V2puuNsw+=fxgkIP_DioK1O z;^ZZTKCEN9q3vjSMoQ`}9&pydZ!*UBN*$4D`5^VMvP4m=f(|CSN`qp;-?MmmqcW_p`pnBGMjB> zaX?X&<39grS(pUG$w@K~ADaU2s_<)HlB3C|X9P;v6S=qApElAQD;%rtrHV^gyoPG2 zDIz%IKufXro+1-X6g{#m(7Yixcc>eec9H=lWPcEdIZNThtHfS{O-%o2r<6M_az5Ra z>Zs@Rgt$q!jbQ5<$|tf;9yz$r6s`tx=q`q3NNxZ3+_>bqn>do}szSEurxyD-<7qCr zMq)F_9YIXQ9^)%H1RJ~!6nspc#oV+&dRjSLYfCoIor|b_w0-ku3NIcSQxQCQmW7BT z_z3~Dd$OqN+FFI0R%N$S{=>xd3lUQi>m{x@j^;nSU^>6>j>R36WM>(HyI&=RF3s=h zp6sdH2rkccS_kLXx7s`hi7!+H5BO5Y=AWgXmd#cO{K|WAZvXFrNjL5r53D%jMJX2O zqhUv{rwFI`qvqcrvVf(XeIbm;^0Q969PpGI ze);@<8J-2VYCEnRmq~7n3Y0t3!T(Xo{?`tQ7O{4>g2R&&v|gEFBKk@_xL@jp&a-sj zT_&8?;XApkGy)vsLdEju3G|3=6i)k!WkX4cfT4Z9|1f(|!kFH8YpLm7Gb0!^{Zot} z@7FC^Qa$~6jqU$CpJtCJDL5;YbUXNWG=yncwEe=8E>Br%gbuaTf0SScOI|K z%S!G)zQ1S0A4(}MYJ5S4mm5qG0&r<3bEpr!G3QA_S<%JfpUH%a(5mY5&%O$07os3C z(zbLe0mUZ=jGhSNSb8OdV+aJVv%1TU+cz^`9Pi0_f^M zqmtTwND9Z$v98IBpRuLly{T2qY#|}m;E-x?Y#`T|i2jwu2-ROr4cTfuA~-=6#kBhN zLcsUsue!B;;nHTTLIxZDBnvoQ<+D2<$0~bcA%Kuvb@t4bMA6kEa?3Hg{|B*w2m^7An87{W-sd^ z)NjIOat!}t-n$8jCG@Jff|_3eXN_((L-)cLw^s1=wf3l(j~#P>gHRNjK{5g|fmMa| z(^vSBn5RYlv*qA`F9yYj+$(f3V}-mFCp0thu3I1*r6{Q-?Ky#UH=9{$Q(!hb2r4xx zL$-**T_62sJ=DmgHr%*|NG~bh{wX1n75cy~3|OExJN7qLvfi5LWXb-c?< z6gHxWGN}DTV|pk5=2SaYJ|NpnM96Qp&F5WPf)2_Q^B17jD+Y+j-M6Y-wlRr#Fm#Gp z%Y7?+=tV(#t#@XcAM9fKza*RAv7>GAgO01#Iw@fdf+jychFP#}G(I!_jttJ$t2V{A zus5ZKHHinFK|>KdObykGYCNLk!{)y>(p-sTT_)S8(SnhTdqV}++4+i=$e|xHXBMq; zhlEn6-vN3TM63X_d~rMb@xsceu2}CqvX8!Yy}Mwkk_s> z$SE_8{REm!Z!Y>^9sO;GZhp5@J!SfvExal;eq)~Js2)BFU z>Sb*m=gR77ztT}`4eL6OkJvLj`kLYS)%Y-avt2xO?gLhSjG>P6raZC!`sW|Ls50vZ zwOK1N=i!R?qh_u7Cee1zoedkW$^nzpiB$QUCJH1t?tahUdB`g*8_C3$#hPIyS>U9K z4>;j0+x@KbO#44KK`LONgYF4bk|-iq#eYH~2we*cNCCUAr1S&Nd-8OfG*n7)_|Yk2 z6p_joLyso~#|bDs=q&_1ITK(51ZAsh^4xV9%6p1$?@uASPI{byn4)POTRI@Bj~0q3V)rz04Y+&d-6*T^Sawf zhCoD6v)>?1=*>RTIfZ*7)z1|Q^?Tq_^L6a_9Ib24h{?ON6dgN2$a>$iZ8q_|V`66S z{-LBhlpUM&gDE_=J$^@ZHhBsl;?S2T-U#R)K|1*`=2A5nrVbBrXM`j#mvk`-2q5>A z+*21?<0N{XVJ|IV;He8F_t0RPpBAH&iYcJgbXq2=d>;&7fd$vmj{+ zCQ?00>jbov_P;#7*$2Mq9c@X__rFViAIyg(qh(M+d+3A}n_25>xStK+mV1s-jp$dW z$kF|hd%0BZ^bvOdv4(DaJxf;NdJZtuFif9HWTx1?5>UpMu&%r|8keFlw&4(|k1$!T z6wta9k#@P=Qd_e1@_zY#HNjWClHUwp;J#Du;DCGS6G7y^i-+Xb*EtqFNgYrvyV?>7 zrLvRj7~jAuxFhz|UWgn}cc;qH+9d)zz*5ckqR-5ARr*d_Y*{_;fht-)9HYTM7bWLk z!^fXM@&b*^A-kCLX_&qP!0khsalhX41s##uC|mFTxG^Yxvie3<*yahBy%wSA2el6$ z?Ae}M#3`>!dsDrb*`B@UayIvRzWQ74@;h29M8@mlYJEDf-Qol`^AtZnd{VUtx+4;(|aOV4+ z;ICjdz$Xy$E%n7xwdPs(q0oF@aI!+u@~$Im=($lWD$oQ9MuLq0als|hrxBlBM3BN0 zNp^Wvx%9TgizQEjBx$mam-J;VBQ4e*bS|va*K5_mQr>A5?m~ckl(wp*QYqb|@a6w7 z9vGt^Zp_j+xt=^sL4iJV^ABO9vEqLFRrfl}u4FMNs9Xqmd!GHw?#;X&Q%yXQ@b_nW zaoJ;zMc@0NhHdg#-UJONMl2}RMcKyx1@kTp(Yu^$5TpM9tGEvf9ifQcthpKK%V#~k z>x&zORq3?e+Ju^D+SM(fvi|^t;!A%mV>3Y->^uThbJN_K=zKjoNo5P61sOpGxGQ^r zo(t9?xRCv!?xO}Gz<;p8>-5e6u8YC99&U{o3RlZJKEF!za@hMmXuj+4Ngh>o?;l9` zCQaI8C;fq3*NT^Jxp)5le@fi&1Mkvd$3G~npBSz+$^GzuO76qI-ms>&dilkv0?S&PVmHDe)4e zpTrb>yfdjI>&0}JUMrg7Rr@MM5)qB(E?2K3r}D0P`+fD|UR@p68OU(B!Ou_zD8o>d zI?kins|s}7tz#?2@S86XEyN%I_{dX?pL(HnaV3S*kbeY;)GLhTPyYa}y2$lt);QtR zbjxd~kckH@j7c5OKgzJR!3Lnp_K_Hf7%I)XkF9spoSRXUbnbIhgwwoA@y(f4OYaYy zN1U?Yao6zY&{IrA67Hn!9ODP;`h6;%rE25LFtWMh?&J~c*0d(mZ!cgHS;p=21>6@P zXFLxt>9fmv3Rz=lm;-jT$KoISd0}5HYlK+|<*rPP&vMy3v=d?s{j6^<58Jx`R}^ zxzyy@c3q;iwvH$kJ=_S+?jIdV+)2k^DqT~#&4_(ZAoaFxije4)beSbndcf$>*T@cJ+YgPxG;AKBTe>(9qsw zi7TkRSC{p3C{<2&MPxRYhe77A>85#CJ*1l=Dvz9BF2q$u; z?cTNZxkfHHsuq@#j)oPZ>}RIT(|?JhGqhprJup^)c{PwLjlg)uju`B`SJdvJ7Vk>Z^#{+|( z)DO_%YEK;uYKnbh2EBR@_r%p-yE(=Ct5)G3yQ+X;R<1$*tk-OgWI8d5oqBUoD5(IV z;$~migtiW-Zm?SHK&YVbsyG$rJ~YSM2m8O) zy+Yt-5^KwRWskQ10KjV+IVFC33hkvEYD4U4TmJ17u-u?$2faw5Ld*axbBqDg)`U^z-~*Bl zGshJomB~9mC!UzcG|fmgQ5m@#1DLq#*d&3I^y^vfgMvQk_pNP6xVMZnYNf{Da0WmF zAE$buBxEoV6*(M?Oka`)-YE@|W6Mz)`Y0%u#d|0EEx;;SpM`F@=hrmvAL(`)WY;%wGql$- z?u`~qu5vfzV~)R>t}4z$5GWX_R@^W%$Uo=uuS?WC8yoyOeOBA|vxSb}IxaAv9D;ft z2_&CNj6^Bn@lmYhZhI?tEo&b`gp$(fY+|@?mN`poAb*4RavM44{{YulJSH=&vc3wv zq}U*Fkr{vem-MMT6=yD|HOkE)CL2kXAj~ixMe@`xdy>FZeg(IW{t{~l5!grOJ4mc^ z@_B8$KkyvaO?r!xq98SfRD$uH|k?KA$fnbQ#TiHM~|n4)Dy^GrFqAhDjtN z8RL_W$N}^f;^!FG8eYOG?s_ltCXFZYGXAw=Hld_m*jO`0vB1IPUI@tT@7}z3;NGt$ zk*^&-<-EVOHq0Kvu4G(&s((UR8>r`ie*^sM!oDwQl6YIix`SF} z9cN3}8_@60e-oPG%IHQ=se+#G^Iz5eMwK0snm&lstwq(lNPr#b$^QU8hc)wej6550 zWq)x!v<&b|=9Strjx&$QSG@Qe#P+(rhiiNt78%eJxwwtG6({S*;Z(e3YS!-2MuDOx zNq-TCQTwI@e=p14iWREiDmh2eOU)Y1D%AZCnQeFJ`o5m-3akF@vN4d|KU`MUt!A%r z5oH@ois}9-X;GV7BNz)Ut+KHry8i(B`c|%!q1yPH!w}uV-c8q(4;>2*weCE^9FVUq z6VaT0$@4fP$n_Xaq~T@d7EP`XrD#VF*?%S*S@wnlA-eY&uG`0+2fAG<(@;|zMKb>I zsm|6Ecw@s5YdTefyshWlq>ya`0bK|KKlj-DtE#3toN1}wO@$tKO339VvAL2-cS2*8 zR7h3uFob{`uTDjEE8*j!>Ut_kw99#KDoRx3XOcfcKPtVi*vz)tY?lZkyNx8%E`LDh zE!95`GoNu<+T(fpCxC2UD#=Pw3Mr|r$OcTJ$$S0RSD1Tesy+QARHSJ?dB;hg$b!c_|lGrX4C3sfS9G3`pRPSbxe$is<7E ztTG7quB$||hSN`qJ9v^L#|n#pKMLleaFRxZHd}x~k_XiGuENZPwS;%r4Sb#>W8Hw4 z(HU&oG?Ga3{Afnu^v!vHi=maZfa@R;2*_mH)aQer&b?Yz_>pSst6R;S>;jzIOjF%J}A-CQnhtZqG8H0?0r6!=Q3H# zX!AvRxg?DYgd7e>V1AiDm3Ap1H{d)8-1Krsj9qg~fM&3(*F_G}YavpQ|V~={^HhF~^_6*DY_BHa45{A#b|L(ByQkOm!7ri;e8otJM)LH9C!F;krjGw>nMZOKl~; z+AYg}h?z5Yi6%|JytbxWm=jG4gS9Ceyhs756jkGg)k;tSlQa?vnsFJ z2$&ZLm{HM~_5|Y{&#nb}2Z?nbvRXWFxcfs5!=6+h<9|NqoPK_l<^KQ+*4JLwwOcFL z#NuMoM6&W1YhV@QgZS6a<*}7Y&ly+j+RL*406wMJdBh zkHMEV&416E0ded=ApSTf@}i{O9BQxp-=F+3GmV!i;NJta39W_RgMS%#T$vLiD!l;* z*#2Lgd%fI0+PW*o7Z*^1cpR|r`ewd(@K9|Y%Tm=fIpkTaZUwAygSoe4hU2Lp;a@;_ zS5i$+Op5v=i4=vA2V>vg2dMTUx6Q8_?y6qv(SQE{nG|0tN11EzF0AiH zrIcs4u_Cel3*MO4`%jqj1iONtL)3nM&b=SRULQ6-H`6>tr>8G7v(t5@-Qg`t*q&{P zoqs>wAm<;Be>&kl8M$p5DNcOIbrBeQ%%dAs_ro)oX>_ z@a(YX?9wZbqR2m>t6n_45O}*v)fWL+B!4q~9Dk4UsXT>$1#6JSov4z5pJ0E&w5sgk zE{(WATa?1~!hv5ah)+a&kY$^W zEzi=t;8&jOQY4p??Q9(29CSFMifd6xob|*xB;a~h4y|Qr zc+GEco1J4aXCHKQ>s>wLC_;0_dE+(8c*{_h!XNZzg(Q+T0hw}g2qW<8`G3}pwXrE& z;cfgmdwVNAmD3wFVq;bqC!V;YRMYOXzalxHP16v-pw2q=uHVAfaE}fp)X}msrUEJw zWI64QqNB3XzqNc-w^q1V+shL{2+rog;f_WJ)AO%6W2!o`=lEhMb1j*`-CN$vd9qdo zcKob33_Ij@=}}Ip8WV6lxqlUbQl}xhjCJGR>0ZyTcxK+>^{Q;^ z<{`uEMmv{i!8}&qiZtoGHx4ca_RDVokPvZ5N^&#Zhb4bwzhcmiK8&&tR>{<8*|2S^)-`W0@(=e zZes=BEz!ok6lc44CZ>4J^w61dm>4^HpRc`RT71@B5zkTUcd_dq4fRv4ct#jzB;IM~ z%53!@ebe}l>s+74eSalqYfVAae8b3*y~iN_S*o56*1xd4VFYuOOFN(~q)^$x{st%4 zKhC{lTF~u$L2Vtq%9gj@tmqChROAf$V}tEqGZ?%EIlZATd48yO=7yW2%{~r%I)_xe zw$!z_jFu3wcp_xtLJtf_rccxIuVL{%s|KFYdG8pwxIR_18Gqxa8TRAxtZi#vi$abY zdrg8v@<$Tz8v~#nfECEu-CWN*6#gq#N`fs&O!Q$?d`N1 zy;Dv8%G54=$$#Uucal&r6yuMtBy--pb~6p8r!AtVm2m`_Cm12Y#d^796-pC})%RU{ zGf3Tg$I`wiwrF(;9b|7RMBEc^1D?75l`nuV{MDM=^DGazDeezZ`WlkP;XFs+yF26{ zzmzxN^dp8Jfvz6QRQ|y6MYPgnK{JSC^c#r5{Qm$<*MBA^jH^;`j*?q^i=T6y_^;vL zu0zeuVzD*nD2nBGvpia=&+a zF-8X%aq}BixGoSpT%^);Fu?^k7%*D zis}-piGQu-9E|?}FM9I7iuw~rs(q#c&aDnSz_`IvkPp5X{#5S_c)e`zptoU|r$%xV ze5gh`dIBrIzLwu!(-~JM<-r~CSW%}eB-57N4Cd68j(@}VLsjtXQt`dx$@XEv{c~JZ zydPrtrd%!)P_uGUY5YprP4 z$bjs+@*MvFb!7hl>!|$bapb8|5!y-qS4NHVK|aSN;>(r3y4S3j;i0#NSpA3@u8YDF zHlg5sPF4qW(8$Dll;*fk5wwu%*LP049_~pk_5=JWwL$!L=kc#f_-6=z4qQY4AhAq- z6@S%=f`%3{UE}#A{{SO8PW2gg!{M94`gnED?J6ws>mUCBUcCPR;m7)khtj!$I(@9f)6 zfDz{5v+09e$Ag<~_uxOBb$&4Uw0O^>kALM~K@Z}@kNI}aC$Xt*zVN6!pQTM~eqmmO z_Bl~!qY>{;rnlau&1Qj^QC+u|KJeT#&rwdb)@8MYV1&1qAILW`V}a^VCaN#q9_Fbp zEXUrwxl>H^V>WgXYZJ?AS|OX5|at_B7dBc zYlZOxrn7q!Id3SEj&uAY)7;kQh-dO`h+n?vV%Ie&+YUPcfmu|7+B>p6qgxhjd`?$d zw-71~J|yyySD^m@YxKv`yL(>|Lu&x@q&wK|1)n5+Gupgv`0Zo2iludRJn^baE4nX5 zCyM2(mC~J(&=pq`)b+24R_h^x#DBHT$v6RcLF!9-4{FlzUyE;iL9a-Ylv{YCB@#5k zglvojq0$2^+q$|yx)R8f^#zI&dPV|8xF%%14SB#(f0;xz;wxE(Y3Q%128 z+vYG9PI&_$*Egow>N>pb4v}v?%C<7i!mrfyuT=0?!^pJXF6&ukxw#)Q#s}`u{X3e^ z7g~lEH>maP)Thr;+>60J1%JBn9mHCex@Aih+EE;k^8t)=)mQwFTK0)1>1S!RWnq8^ zL0FHftPwIpwVg*!!|Pn1fc#S;c;&6N8;>$e&-Hu1yr7++b_I72%Df7(#N(T*JtDSV zM$o3Cp_4V8{GSnszH=Z*x1l{0bRd35^R0N$!Kq5UJh#C7Ij+aWc7ID}t^KV~66>@# z*B{|r=AyW`^RPd9rH(y+&MS(oXDKK(Yb$-kxN?>BzYtnzTDi7~(Gp1Tt1rw7=bD1#tQ(HPejXWEt z=(h9o zzA}1YxFhqy{A&y1WFKW_;|siF+nkT*TyKYdEgLO=O-6c121((g)#QnL}wkR--3tOq0W0;07!P{b!SWg|{_&3mQo9)I#b6nGIHLK-zi*r=n={ohtY2{#?>v?F|zj_D?_K zUW4$T#8OMA?SHv&&m5juC#e|YKg;m1IMb}!_fEYjz(w3!(*U34n(Y1-Y3kZ-*nJ3L;dl5*OrOYdx!>507S-v5#TdNtt#!(h^KkXw1AIh*VwVguC z!`E$Pv|XxiRx7&zV?27}BCO5g0jT(LOPIo+I^4Kn?tiu7dpUBaeVvYo%~_^-w~J%@ zSBahx!rOx1pFh-BrhFrdc7pAXm(6zkzx`Fhc!5M(rS0ZESt5*Q9;!dWy%*t&#|Oi) zFgcahU%-}c>0X6-DPW;)mi&yV=~1$-y)W5(A9~DwVQk#`u~I*ot_$Jn?Y5NqwRC?G z@4Sx=L4Ra8d!`2+!VmH*8^JN`v-+C!aw=_6bAM@*RqJEY{3vmJzfbF3hl+-DG2ad= ziSW~GzK=ebuH(d<=r8P4{R% ztdVTyblKMO7^X#aN9A`e2_CfqinnJOiWEn8kbk0JyW=f^)Z@KYPrg32z|O>PKtIr1 zBDqVX8`usof30=V@nC+n#Os$IWVD*&KQjH*{_`FH{LM!|k;!Wk{jXJZU-fYOymxN( zLjM2>9z6wLv9w_x_Bp{hKi)mh=UE!$q+AFi9FdyNn!V~v<>+N|ozya9&uY(-b%&0! z5r4e72JFxy({AdiJ0P8 z9Ta1!;Qs(h^W~ExjGwJ<_#*rJKgC*Q%N?O-Rb%KISx^^CM!Y zTL&G-YVh!JmLm+Q#%?}n)}v6J?0VJLiu5fdJez4?1x7YP1GnTjAB}R_w~nswSf!vg zuybg$0(|=l+ zpkd}ObI(5Y=JRSd_C6|)QkBWQwYXVS;{X*o10I#H;X8&hka)?-r15>AeR=>fnbmWT zQgL0B;TltF+nYULne{fc_#!qCX>qbue7H(PvI_5QdVb!4L){e#B4U49FCRj z{{RfN;V*)2^nFh9IE|TNrg;FwXOWEc0OWDgk6Lxbg`99KZRJH78%szsNq_b=#_PTw z`yI=>p?fDeS6+CnE2!h6?5ZnuUn4JL?EU1=OSjYn`byiw<;`;np@4_NkU%Ko)DiNZ zLKoE6M{jW+x1z@+LkvgVZmQkX{SA0#gQ`#A+pzJs+H}^+Wrj*Cb>p|M)K{z6T(+9g z-Kkd7?yy9t*+NeNv+vN?mw%YxwT z1QYp+>2GwjwbJx$GSW{bRs(#9c9#PmE=Q^UwLgh8sI^#NxJ(HnedGc6y{es@h%_9` zRZ;}Y#(Jq7;<+l+_OOKF^}fElBN*(>Ju=8EPh&jHT`*9v&gDHueSdTMR~)xr@Qi7) z>32%Z8C=3t?f@R#`_+#Hz0JP6JoilO)1Z}i9Fd0U`qpl%1lp&Jp4viuxaBH?(R%*? zTIj>kwOK-L>dCViHOq8d@s+?j4xSKx{^B$Qdx4MZUC)G3bl(PB$2)~VlOua%mj1QG z-CK*>tr{-BXY&<@xPK!b*0(++UjG1P_)^%+u4kdNa3t zW1;%~UzL3}8k}I1Vzfj|>-0Hx-$rnI@m>D4^Jo)&0k1pJ8-E&vIrXnZ)edwS$NLr0 zFODG}g`Pajjq@~kRd+6$;uEHolGRTrX+XV$qbR@u{5^B(~S0B5~+(=Qd1 zs9P<>Y>c@Ttl`ZbRA!7;X!Es3PBM6;5F>vGs`nOmmV}s_E7@C`sx^-xz`KG-$o?hd zSDh>@)Avejxju(&IVIyjf880Z>yHdWyD+mO4uxC%YkykTRkXPO09Q0_-`&pE{Ho?b zrckM#U&%)+;Z#7dLd>Wydb!ATw+Br}|c zM!+~Y9Dhf=TDrpqA3w<$;ZGPkdLq?d_vR3Px^$@?8Ks*Fmn^ z@7Awb`9e zYEWq%#)qjsjp71~+ih;tE1&MaWBBy^t4qduYky4_+TiEAf!?|4!d+ZkG{AXkn@IKl z04B9O9pW#v$tIDig0rSXZ2tiA-8&KPJBs+2)2kM-6xYLRnp5m^0xtckSnb9#_0a2D z8MT@S?LnG^MX28(_!n!69p(6-?_?bS60_Hl3Pasnfj?eC+=k7FZM<=TI zen??^m=)q_Bnut74d0omG&Z`kTZ>zg$z>{#@HRqk#|@64{VUQm{XRyS<&_vmyL4*J zoK(7&g$?-KC<@&Cz;j)+T8`@+2*=x)&G{{XIa=Jo^qG8}(=SEM)1qs+hb%>Mu?s*248JySgPWe>v+ zDtP!c44>AdL-SXBj&xa&{GymCT>OHg&18yZRIWrW7t*uDj2Ls?uYKT0sDH(0?F`sH zwZhJn&WJ)TboW^~80c%47ExN6BZf7M7A!y=N$*`&l!+Cra3(}*fd)=U1KiejsccqV z*z4AysUx3wi8unHk^l!v(`BexIi%S(F=w{~9m271wAEy9-R~Zpb6s=Ap4C=MV(+&c zVcn<9$sith-4UfY%|zmuwTKf+KXMK z?4gOs7|F+>B-V9s5t`9zPdX-&&2_7Pn~RvoC%cbYRnk62y@D~SvMWHBGgh&&Oc!+35I6YPZLN6=Sqp=tKwG5dgrk&F(R>&LHJ z&k=x(xHPNlANB0m4YAR)wU0Ij! z0CGpxu%Uuf*D2QOD_IpRwTUgU2BY(@-4g-V{op!%f0avpVQD(F_R>Z7Itt=>OlekCDZW+K#)_(xY*~f^s56b&YcDOki`z@~h=S=4CnH4mxJJom$%6 zC1BRXw*{meAO5{{GedJE>E+C^LO%8rEZ;(SACajiv{_@=!*DztjZXhE@BjNXO??b&Vc)1d`iIT_pY48;{AxdUUQ- zX%Rv5NS`i9V#7bJd02`uZt_-_baXyw>264#i_-2`FWRb=` zT$;V%+bI6VCMXFYDwEd&wLFv`bwzqOIuDUbPgZkPmwzj0%ZA&zr?hzOSJ^n}QM7rl zQVPiAmZLP73*W_o_fBij0RI4qY@m#Mhxu1I;mbdm$VXlUb(5|wF-l0>0X056D7yVQPjYEw8mVT%I1bQLsevpZPs@j91Xp`wQTd!n(^=2 zSMLK{FMnfnU$SyOQNiqL%$D*?XBx=sEWto_3$zpKj@3nSxa?~EyzR8@0h|s2I0mtc z=xWSci&lu>^Y2g?iLSY=e$gITS2*MYk($o9(%5Hb2i~@fE@a(|A0~yj_BF0-WK88x z9+b#o^Ik=d1>-whe{_%z58y%kYiQFlawtb{ihr4H#(GuJX?6CM!YA4G9Fv{fvN4X> z#(zq(wvYYOTc{bi8R7stQ-mV4e#+ovp{Dsw(`o#w?P43bNJap~HIaQP<3hyXDJSVk z_E|r;YLX?C{IObkC~d?(&^LU$dgBAHzH?B0o%^Ay`eYJs;TZlEooL=A(t4WP20B+e ztABWG+#|KE)Un8NKw=2VJpDiV)zmC?0G@66SDxaf zx!oB!>~dNirlVxf1gpLVZNc2~y!vLg*#xlhSJbFh9?ZS_f~h2l)T}Vs!3PHi z9jXR_jKW52s9bq?1ZO{cIL>QCTTTA}Jm2vYeVS5#)xYIWKr?M*X;tNx-dla7s984T z;Pn_MgYQyAQg~I+?v6#sAoT{XeV$+W=HHbxTT9wE{HX|}@GC>*obARkc|WZ}ntyGt zmQmqW&m@}CHj)+u#@QVX-ju&*kbeVyRW6)l?$Jtein3)3TWIYe@?hQN0!UJGx7d4B z+cGN0*`?3=w*0D9vzfTqN7l8CqO4}`ElLF{dpjn$ewa??wQY2Ub{qNj6}fL_u&BTp z9-XS3?XZ+PkyzUZR15+ADrhjCCK6)2&-b@^e-6SZ>X!lKnin+1QlGJ4SdJ9@woSG19$s^gR1& zLe$JujZDQuMW$jZ)6ip)Mk&fG&AHHtzzzLr=(sr*3g@+0wM0eQsuv`afq#sX)X<}? z(R|t$V3tHHh8WK|9Ytx|+(gF{##nnCR#^MM07&+z6I8YPWyPqGn&JglbW~zMZk@U5 z+PWd3jE;;oi)1uXeRm3Y`v!0pPjQi4-K-O)rE_xklF1Cpp&(!a#ev(uKJ{WK@o;3p z-c%`KPeGi2GhI=ik&B0!q<>_NJ7MNpncUB`q-+!{W$+l}@Oxo6_j$@!M1yso$^U{0B73*r{C}T)~aMUBWwK+q1}(ALn7FuZ1Nqdqa}|30a?3< z7!-~cSlT&MJZuWGu*e|w1XVdM#PXVomTSNyeiYrdzuxERS;dVto_~&D?&A2)+s^0C}2Uqw5n>yud4ouJKW!E+<7jsz+>rTZ{Gl^j9xqXT9+Ip;r5&Za7B z#C09dMMQ|(Dd+(deUW+Yd(rJ! zav{RQC!+phnk<7709=j;+&DkviXKghS)3?Ql6?g`aX34agVUNltb>qGuz#|@n4~rs zJqP{tDgI{Oq*8ArE$|_inLj?osIH9a|@^<6bG=HK-Q}Y!3F;gs!$p`SE zRgiKbAQBZgwOxk>pQN& delta 11649 zcmZvCXH-+q*L47uB1IIWgGvWMAPK#S^d5RwkrEIPX;Lr952UwH1JZkyZYY9?^iV>ny|6f~8vL3-LVW^-`-3CE9Auu?n(VU0osZuPwPo#m2lTAWx z%lEk>!Dz5Ija?82nhTCXKZXPa`V z6v}@3U}Xn_6^tEH>yh*b(V;Rty&jYUkn|kILp7v}1NspQ5{w@XP{<)B18WTzGUO23)1(*SqDKgE(PQrTnM^Gqq%n2~ zi6WvpwQMs*{1@Z}=fxWa3WOISq(?PxqZuI6nj;Tc)Ok_)>}>?Ecoj;%7ozpVIMECx zbsG5ReDWcKxKvM&6y(1#cU7&&i9|nnpsWu6ypjrixFH5(0Jz`^B~7rM9AX6iM}0Za zN1SM;vZtfSmug6`-cI41Dk)fNPIFEJ`4sQbjW|!dovV1uhw--FN-sczArIuK1k{jr zaIicT`gSS4iI6P|?oFU)7vw;wIeJ`V7d;}pvJ^db7v_?4iyR=cz{+EG${xiF6%*;M z9s-5L6G0q9c<(__Im9>wq|*Tnl7nQFW|V^EN4Yk@$S4S^Kt$d_02wE(hXf%4cpN|B zy9q=$z`9|Db3cU>@kZ+I6rw>IEs%5xvwn%-|_sLar78i zc?0Alo0JY297TfMnPGPESpY9;S5py>l^}c*!V?dzOubB9;fp%?l0#)Tc?!H!4mFT@ z)La`DSSeKDoP3`G`WDuwM_mj?%>@VR;bO1^g81vs62klK$gT9ed^A&?{C(kqIX(Pj zB41>b%;_Q2n(;su+=%kz+5lyE3Odp{dTrd%K$4a;=>hnzIgJ*4Fm$m5_*g9E;`1Sh zb50&g?`VkyU5+B{HZ(_WC1K#9B|{GPF8A>{0x1|F>MOz_weYdPV+E|8L*ng*kBvkj zS~mjx?*SrBOEtBEVF()gKq*WbskxMn)WQY@ZfIdUv9lw$axgpiziy6?0ILE28(;V* z-pri>uJ}H0m_-E?y{z~-}-1y{4P(tX8%`Kytg@xt3nJIPGyOZw;(rQli zlxO_>&s^mX{{{@=7>1z!L6GoGdOnnO1B~~q5*UI{V`9RO*baPTm5`caVzAYTl8nUv z#lrz0)Ev{$$77R-4c|qIH=zfI@DxJAAp~3w_+S#?@UByhZ{gY#O7B+dC~)$jR_txj zujWpaO|ElsKIVDeTh%x5B0TVb{pt@}mrVK4Pa8uf9;b6Q9mKn>{nGKSc_Ayac8#=Q zrjh~Po@&QWo~Ece66K70AfZSF8N$6zY)ff+~akMpW0WpY*E!7658UV;`; zYr^~R6y{RIe}5;3@e>}tbX;@l6pGDBjG#0|%W=vLFL(L-c+~2-1I1v0T;L2!@N8-tVvR)y${~^MbOG~EOJ7py` z(S9;Hy$G0ia?lZcFy^LgSKd9F{A7NcPv9$m&%T^i--oPZ2R=h&bnB7M==K4?)n8*x zYIkSt-VNw*8XU%EZC2ySv@^%yHk-?Ezbu)1p9Nsd^`sH@-&42L*{fX)ReKe9az(i| zJg;x@KF%cDoJq}!y}&DFZaI=`hHc2Fk8KsI;t4ob4ywK5Y)W}Se^DhON9O#eo=&c{ z!NXLl=p7ZN<%>zlnAMOk`_frHdu2rF@u1{4WYxECcCRl7^TqpmFog$di)x8@K#aPd1skE6Je9Gf^v|53Ym-fA0&4vWq=jU45 z#SFlsrQGJ^&)v(JzlvGWPMxuZD)G%! z;aub=$kxacE$qTLCEQ)UF9e3mz4N&_EkdCXt%US)Ahf{X^6uaRhxivbbt)RrB?gy& zC)JCGQ0N1m2o>_7FR0KA_)tMiNC7;bYhvtzW4Yr0g)!$g{;G+2pbGlent=~)GXjEf zKohZiU1nIu#J>!Hqsm1q?uD@nOrzYS6GD;_j-+MxlWTPIKb6{ktDGL_O@Ew_n&MR*^M5U9FJ<$NWHyRdUP`YMtT%83ZD`)j=RMoGWsxim= zEG!EKoovD1G#?7%lt@nvW-ee9L3X|41Y(xX6OeUq@zxU9j7sQL8C`n{|ig4e8-v$c9q-)(8BE()Ni8@MJjDc&o z;2l``u{!yG1Q!mK`j;O68iI33@eMB_DEumk7KEqc*8y2PCE^#qa7K$UUUwt;e-w(( znyDPTf5Gx(S`0__ug}>3M&i`ibBj3+1m)iozoWQI89W~4hn#$;!k1;3`s;w7af6EUt8>3EW0ER* zKBw8e6R~S~CI%B(`Sz)QUzv*ZDY$ET%xLmkn_mJhi80Po&1BPhIs$KyX2P67YuT8Is4f%Pf2N8Xad^YwR1=5_sOpV4%#fAo1xeL?km;oze_ zhLcKw`s{%rhC^T_UEl^3W+(xZZR5)hm1bKqALfSvm>fTcNt{M0(*T>^Y+Md>UGiBZ zl!<4Mu?N8)OCE3U6kr%s4Q8OnrX-HD?&u*W2C93jvR0$eF8hfLs_d0YjcwKp7+>ga=au0dXGW>u-~BItUjZ0YjACbVTNJgsjbwl>c9Si_Vh|8Uc^VjuH3@`| z7gA6Dt`bdBn1GiY`6cwKy*l@^n8^$^$JE+<)Y%Q_kyBE`M~(F5Fq&siqXB9IPmUwn zqxK+w=`6O9#YO_nEwRDnv&`d5Vx7*qazVq_IaNDe5B0hpn_xjXFDW~}9PbiOJCa+l zEAayZs@;I_d?Wj9UxR^neY2CFjj0&3G}oeMbp)}}?4>3v-5+tn^WfpD1D^^&bYtT6 ze*@H3W$)$GPf2#!137#C=mB%)zpMlY(jKS#xmqmMe@yatn=-mQ>UgR)9^#h}V)pQw zvsJ14FX)IW;VeilrV9%uzdAOV0um~DTOR~4EDlf^f^I-&wEHcApgq73sy?lO)faL^)lP zf5C1cMKT0wSP;R7M7tX@6WL=T|nV%vZ*V>;C0E`w7=0q-IQ%^Vnu zww_vr#WnV}ZAN`P`;^Ol-rg`UEFQ%+7Gc1;*N8H&!b) zvAJMa=^7YIjb7fPFDV$eAX_l*IrmRobl&lbU7^}9oBSqQAN?f~0~a1iA)|nX=R3`2 zZ@qQ?8;~JIp?oyUOCBPV(dK`+FUZFKbJBT4z2pXTw#J5ODUS;uZrvJVKO!jNJ~t*^ zF8}LkT-%y8(-)twJSa{Tk|ifO5&Psp>Ql{qQ*D6%uFkY!Olp~gn=+iIs&0^(w=<2m zGw5L|BuSSr(o-aphv07^P5(OxXlsNQRj4n2R|BbT<#4axOuOE${*f14>3{Lz<&8Gu zSa5R8uvAkvRP<%;8B7e zI7r*zL8kAUYr^KEGrNyiA0#56n0Y&jhiVlWwfK6t-03{4Ch*$1Gq30>#~lGGbA;pMCVeeB#ZFXov2L&^g|W};ID3;c$_)+7)*>Hi}56}GY} z=~Y2!K6mk)+*PtqAx_(8ccMNSs>R_eZdNVyqqL1Vb;)Z|?>n54q&3`(fk884l!i88 zGV3p2H1XuDF~PD*n3Lf>G31E2v4_+MMXUeZ!G}wJ*UpEHr;SbVS}wJKlq#K{1pVN9 z>Tb9AemQCVOSmhu62GH+@%iD znxnm-;rqO*;TL-@p_CB?3UCs7rN0?$J}t-%b_=pFl9ON~qpvYP*EMal9V23dGueLj z;jVic8bibBz~R5BmKNgWg!sF6(*g=R``^4EP+W*!AOLz8dYJu;n=cjW!UE`L2kA3J z?B!8^g2ahg;?(!V{xlz2DMO*Ktt+}vPKH-+o5cX*8xUcS{z4q1%3_9jIOF#nB;30` z%(;LZbVn%Q1|)fmrZcSB7mPazf8cT7PU3a4vcgV*$F3Ep{UU|ksrJY7{wceUZ?|Wj zgwb=nCk0rOH?65WB#s1b{qPBPgA^GVO5E)L*-u7JQt&qQpNNYm#u6t_=0BVNZ7y}b zj_Hym!64LHCM%yTvNv019@dxGvLRl7F>pESz6vzB0Zp@A`A+P`)==gyRa2`xSdq%_ zR@vvH`0qOEFZRotH|hSJWg}a*H%@L12eQ|M%PfE|p_9W;b>TldKA5t#$*O%yOtNg7 zxgPi%7h8rlQ5A>WIfYNa#?>X@N4wRGFt^?EO(!FZ8h}@ZpI%JwzGYxfWdzVAE&5j`_8=N8Hy{bf6DP1y9gx@7Ls zE2DY~r~cvE#ul@azq>U!fr-e5vgZQ3xM+a6;X?vj;b`YygtZJ+i-Q1uwtz_KOF)OV1EXEc5x!oQthufR_q26 z)`UB*oLVRSS@JicG4!_{WL48KoW~~rwDuQkiHZBQlb4{QwL-f4<|oIR5oy# zP9H3!3sSC&0gWoed(zjm8s=Cg!`SX=9&>+`5t(vmd`^-X>I3TQDHkjB%_>~Hpiq9)G*T|)Jf$CUgf<+n zI@%>&18Xts{kTt+Oc%m_!n!i9NX&J$n!BPC&U+zM(xgA^Y6*y4H%N1LKOCLZ&)btyxR%&8C^XJy--nm+bg{ZOuU<0`cCj1`g-#On)+}rh%6O zcrKNU)Wnw$Jq6(?JY3NX_{y8^(N7f_d~h1|AoKP`WqJiE1)u;xo!8U29^ zI?!~QcA&FrDH2TNk`4!iQlOJI>SARdh4)R%9^QaL&045k%wxT(2hY~{zkhqOF?o7^)kW9y#;Xb@o^+Yxdx6-r zx*#Vjdmh`SQ|Uw3-6qKI{Jj5Mn)oX$kqY+p`(=!H+lyg*!7)-jPlZfRi>4k_Uyqk@ zxKzlrt^)xUW)}&12hoSa!_B~IN{{F%r1gP^snA@a!+*5#Pk)bvf@GAn0+jYPpI>+F zjVI>|PM!Qk0F%lqaX;`pCo!_{d3*hsmWTF*1KKWNjq_`o=vC zn);s&KRZ=%t$e9MaZ=+JK3XVo&Nt3;{2Jv1o1B|@*p+;}zrfgU_-&kX`lFiK7BTHF zc-FnJr)njtw!qFaqQj~%@$Ky=Q{-?)%6?&;bb+8{$Zz8QUw*69aXYa(XT~b7#p~ye zIPv66;K6%1l){u9CI-6wp0TkRu#D{PPK3p?P?lCbeHqHW#-D&~C{Bx~3<$MFOCuh9 z&GOUVs^mZ+9H~-KGPgZC6U}OwFUVu;+R}LXuAet+NZB@pKRMY5fD1V1*T*?}?)V}7 zdV#PA_4CIZr*9GmYo0MTd>HO_3QO75F_Mt7Y)|%W?OCz065e;TJl}2wUfzJpgO~%< zN@AD&m<8~gn{p1kh>0|l7oZ_C1F4(w6cOSg)zv|s0{D6`NI*a|C7%3Frli5^&t^}E zBj1($lx76IE2Tr|k)eub)O>ty*RzWZZZcB6f5-Ecb#9OQ#Q`L}fx&pS*`Eve+DbL) zy>9h`zJoSuu~Je-Orrs)|L@h~7~Mc3+UDdRyzWw;Nli^WU*NJI|9svZ9BmW%W5V;H z;)?l7|9s|B{Vpdj!^{BdZNZ4binlKIOa;;_<6J2f%2siUDVY%s_n&9^fANviw|t{U zQShAK!$5CJnU^z-XE~>$WndxbP~ZD;%8tu~(0g}_iJHp)dWpF)b%1Apy;RDBvq`b1 zao|Hl)_4W)tk$orlWUFCKe2pyrFI>+5XO}rQykwBE7lVY&f7~()^pXe#g%W7v0YMi zvcnnzhZg?%7x|S=T)pv6oq{9@RJH6KB?}%hQ2O_|b@E;ZCMTPX7PI=s_Cg}Dqc&M; z6;W3%^Rr1&rx>921HcyZa^BI{I5@g?E2`?JI0!H+cO^~k&|Ekrf*zhl<2*UH_R4YY zI@Fap4l1Pd ztje;L)RIPA!{+3n{o|sy0R$b@io7SWh-Bl+fr6QssWdpR15m9y!VCW=NmY4rZWrW5 zg3Ne%9Y8eoN%lyP8EHXY5R-;hVI_GFkq#|=aU~IlweJyI2&2kLT-5!=Nnz96`29$ss(Mti8V#TW)(+E{1>^cYNF#=fH5+5RFG`zn1{|W@=L3MBX8G&F_S3c zDn2ERAQQkvtG;~ia@0_oeNOq9Cc6bCh}J;;iQ=Yd(_~q==?qAp(0p^GOhc5$n7wSn zS(xv?|E@h|E~cJwPN$Rpf|*Z;O2`QxLknJW=V~)axG+6CsBSmIHr2-x9Fz=~Zo;A; z6%Oe%z`ax-tZOBth!3>fHe}$~yKUUw7S=6;X&M9qHzEqver*1&H+gWV0_kHmK`2fCHj?kVjY@S&p8VhoT9aJgku(>!DHfNEA|HEyyH0KkPjBh5HJ8E&#mfQ-lKE2_yej1B-SU zSB1-#GA6cS-sMKO z+fO0=RP1=7IQfKKc}0%{xzSl-An<84@Y}J5@kI0YH$J`F5o1p zIoEZ4kAW3;Y&nLbPV?|#;$l?q>_;7)>joIsUQ~2|Ul}9)ABS+Y06QWm#}{G5k;LOu zXiJ8&w-X0>mq3{KW2|*Q{t;7w^al1Mpes>}RjSt)0a&&;#{(g8H5O*6Vn_5+J~c;j#9z3m0`HS*5$ z)oU|lDZk(w&_;EolTqIi1Ovga*I=GdztXv*f7(uKL4ICmth2z?!pfpyep#Pl->at9 zixeVIxdDAsWz%)qScVh<>zr>A#X_PpKF-m!K6ZU&^LpAVgI$feY}>`UG>(Dc(zJ}h zxxMCSG9nGlSL*WZ^TX_tb@c7SmV!|};Y89r>twwo7mF3=M<0C_KFaWCO*Ghn2jC%0 zJ#tfDw0)UZW&fg;yq514x=U6GpCV^oxPOyF@#exOR>P79E5K{Qz?D-_RoxQgPlLGw zIQz+M;tii05ZOw3F%_$sp7N+sq&%Egi}S6no)RZW&;eh913geN)2XBh!qXHAuj>Rv zQz1cMr8~i@gsGcq8uN`{7Hyho-$VIfyQ^#uG`iGLyG^v?(+!B#^(v(erS%RVc`8?T zN%2zk$1IVQ-wq%REVno{D_VH6tPF*hKT(DWYtL?;$6jydi=DQg zV|VX4YOl;FqHNaC(Jm+FMoi5=s1wfaT1%zlL=Y!5a=_wc!hl(2y^_{*9B$D3Dy3Va zhJE`LQ;@NEH^GLQ3~`(2B#bfowZ;?JoHj%HyRK9EO06g65>?w-+qM?AQDN-WAaalM z@!!-ACnD?J0%RK#eKsB0#8;XYF7Jqyzq7by9;3CHo<&8v8z&6+Za&|$Q?&l}wTOsG zG|u@+4+o(3y)C<}qkU^NMK*ctx0P6^zf^$#A{X`#)90WLxZ8h9Y_nD%))4G?JEeoy zgz$?2awpmn;ps;lN&3-sUV?LKJ^mh5z><85Y9)<*-|LH5@wtQTYb~puJxsKA<7Yl? zSEGbKUI#MuB^BFGF|vQHTWTb1{!V^7d$R3G!D0tQsL$m4=w*sZ5$x;iLa+U^eu6U;1@x%E>HxX`SjRyKw*Coq2VF^GVm@dC`Wlbz_kr+2J>n zF8O&teJ0OkaFr}W{3av%hexbD>Cvy^8&E`*|BKn&o#V0Hn#r_RS4p{AyOaCUyFXLq z9QSDtLz3^mwa(kW;(ziPoNnvGR4#0DHU_pz95s>07kiRAc=Do0Kya`UO9?11F){wG znzF+`&crL>QT%2_K!B#9lqgh<4BT6m4?OJw`66Q*{U1A>v_DwarH-EzPGS8XESFO- zA7Y-Z3m2|T`RwG7jb}{ZGjgL=l|L1RZ=vwc8xW@(3r8Z<-jR-wUc)|X+z!s4h2=Wj z5e+%0ggxh5siSi#Mh1wr(=6~CaP{z10QVea4eaLcbj6&8Z}IJve|TD{vETL;(A%|e z^GcXn;izLybm~FZ%y-N7XYB$UuZ)WMYH5wR%70I{9-8;W*Q}uC#;>!!u0jI{Irusd zT)WM_1lK^ad)Cv5u#C!ImRcc6Z>FLt+G>uVOMgaJyZGCjbAQ74^y(ncyWLHRccn=D zFaGw%&Og4?^vixV-^_N`L9ajxFpWN`8NgX+t6T=oQr>`$(NrK0Ze-71Y=)ccv*Lb7 zvrM3+$6Q1Dm^J#Ut)1}*IP#O?h>3n@-c87t0;23N9vv$xRi5+x{K1i8CxU5}2@y6d zdrT5}s|j(T_Dc1h3n29I>nYkjkbVEHugpqH$_RtYa>wgc5){LE*0*usS*&2%8LMbg zh`=Nw@s33I@@1*yzFNb`Des?gPCiG+ewQw*NBbi1bFH#77yA5IoJy=1X}w#JdNuY~ zHn}ItY31v_wD%!{UD(Xq3i>YsIBwr2kJpU=siMc?<5*5qQo@LIXxtjV+4!rkd)ATA z#0}f_^jPpID3IWE^{+9&|Gw-uc;+%LC!g#CpQBLhHvj2q{p6^~=|`&MMe{agx28e8 z`!^sIr)g84#*$3FFj8Dz>5~ntC`&G+blSD7hJZ&6vd=k47LXYh?FZ(X}hg%)B zib8B`Gnr$4U_)1rp(B&+>Z!v!H=vKh(SweD{%;BzTkz*D&X}2jm`J+~wIRNy^pJ_R z7q2bQ0*Xv41}L;JzTAgD(?El{J0IhDa2)G%;dmTZ@l^~qxo^6sdRr_#9vLi1+DFd5;fZ|J7m>-Klj-*RfPUz8!h zt@feB%7olp9QUpmROVtg*@i8~(EXcb`LN>@yJ(LJ!U(tzj&)RhNzyK6R#L4KuWA70H!GpFY9xP`wCIZ<_cZtU%A8*O4{LlYaAm};QHdY>$|tYV8@-ZY{E z^gf`hu_=HO@zTnaNOh2~yX~%faQ5D{zi}70KCNNj#?%jPzrL`Vr_C%3 zdN_h)TjK%o<7%lr=cI2>_cg2>R~kOoW<-7Ty=4_HTTH~dGU-%dy1{t*$m2oVnm-;!$(d_K? z$J&qni8__-4=~j{7iI#^tghcph9@D%?fV8Nf?G9s@s_-K@iq9`uHu7N_tFh$arc)q zorvY{#fY_%7B%jf$cDuhuL)_jrM~#>!}})GK<|PJhy8(`rDz6A_9qBKZj;xAG?`@) z;w&v1anynK)GI`D3&yS{#17Ju@QIz~_h0|zm+728>+B!wsx|%fVocTK4RJRO zRbYE?wb)sz>^5wgI-yoz#n(md>Xqe0aEmU`)JqmsB*J`5BC)zREk}09#%y`Fo#uBl za5Wwf!Wt5}R!l5;J(g#50|Nh{ox$0Q$*B(|YC;``K0p!A=ArYV=3y2~Ri*vWM$*q3 z%9ZEV3GAgYjNo-O`3@vl=}|$48EIbp2m$`>Bo~1aVJZ#CD?gI=N3i^GVQ}ZU0eJR5 z;!DT2@m_`K3C=&GxNmN3@1joWrq-N*f;~O3`JB4X-(;1)mrlcsYhKj~dv}4ZgkLux z<_bVwuF&JvqHjc|&wn?d_ZUfKD9ol0YTL3@Y9-3`AW+G*zV=ySQRAf~kImw`~+JXYdNk#D||zi=Ar5dOViE#EXExZ7$&S;4Ry3CQ1>bO}_@QH-U^ym!YU7iD=Jxm;_`oHW>4 zo1Lrc&TNQru7l2(j4d%v2G_lq%-P;Ni-(Vi&l}c2r&}^t!Bzb7z*yseXXWo?zp0P$ zZTZ%V(S9HaXr)eKtDg?U$jDDFb`9;!P`JAKt7D zxQ;1v4gO`pw^G!lT*=_?P1)Xq_C}*t@<~e`p6*_}u!f%-8O+K!4T>}%-jO(t-|zJs zA21b;EQWRX;L6mWttmHW@j8mD^6RXdKKc2RCP^Oz(VK`KA(&2#t%ngP@f5MvALA<{ Mka|i7qMNDz1L@(v+5i9m diff --git a/machine_learning/photos_not_from_train_set/21.jpg b/machine_learning/photos_not_from_train_set/21.jpg index 868cb9ca14594429e187cb35561f8ccaf9fb5096..249a027478bf35b12715f66197c4aaa8e03d5a00 100644 GIT binary patch literal 5411 zcmZu!XH-*Lw>=>VgdSSJ07?lpfRxZdIuZ~<6A)2qkS@d}8bB_t%+d1Mr1 z#N~y>CD0%m8X5+A22MB}DK2nHK>UBj<^Sa9zvqAM;{QJUFYc@xV1fbtz%MX}51?QI zftf&OWPtPBBlIt){|ztzqJTgtsm_b)Z~z3R07IbEFn|*L7YKCT3Fd_`OF=bEd??NA zQ;Jylq(e&@dnWc-*)&ZZiYJ%(eZz=NUr{oCh;xPu=hWc;Lx0YGPIz7tVFD=514IFZ z{wojqi=0_X!=wnpXYbP^tr?oK%yKpl(4A|amzV%GAb`YHhpp3bx73IkaYI|@*J-;O zhiPQD{rvf$!reTFDg4gUE8$@4kKxkI3nhZfdNs*{gWB)Eqo=-s2gWaZCj<68?o$; zEd7Xu&9o2%dPf#UI(Ic>3~|wMF>%p#G1l9K)lug#S;HB|W5%{WOjMG;bCF2o7R`}DyARL~?gsyyieyTsGMdaRODWozwo z>LMc+%|=tnG!ac>LcCz4us)m!PZN1;(=&J=%tjB4@=;cj+|=-d7CZC zhWV1q8B2ghGEZQwFMe4!xo>btFuX*PSs_Mh1k~e8Iy{)O9W?Q$wkP09svrxB&DqbK z#Wc6%oTr?{3#^l)h}tYDCT0v*pm1+)L6nURMO&p2%}^LiPCFgVD9j1X0Mq6X9FH9@ z?2aEVBznN=Xy{>eFlvklAqy%APqr!_vU_VLeQPVu+Dlxr*5kzf^YDDFI2UD}1pQ|G zT`jWdXdgzWhkYugX{h&ebl7GlrGj&Zk+;V8P&f)#=X)pqOBzF-gsds1@qGho+&5Lp z>#NmwxeuRSy2Q7<$=jsZ=iZqyebZFWyXT(IPL~m;@rw^Kugx74#C~UDF=GeAX_Q4F zXb@$(s&W~>i9fELOc%0s3J_Che7o~|P0}iG8rWd}WBxMmt$m!6_v6#9XSGcv=Nr?_ zjN?KJ4U@IFGQ-|H@kabzBcn4Q%^s794dP%s^i+q5Gf=*ha;!@lv5WO8Is+ObOXBa3 z7Syp9MeS?WMY;DdxbW;SMEc9hcL?WMh9|k#iOa1}^PjdSnTiW-6r8_8IEPmZhWeoHcAQ@SdHCGh zqMWD&&I*xVx7QP|4I*zkCzIEomztNqKA>|AbQ$+kdPuUo&~$rwQ~9zZ@D&w|SQOzk0U2xg5n3QS~K7%F^{0<05UzpGQ34>T#Jy z--3BPJi3U&@uP~>aByBA<6uwQ%QFCUpY-rpQo-}^L0hx$%=JT#n(ZypG`facdIL(RV7olFk>YF zc2xSXn#ZFRLoSg(;@t{kSV51{7)9GlA$i!u)c$dsGVimwoQ`Ta`?XF?9vP9hhdNYe z8F(m8p=E{TQ=cNPpQtwHYL;1mvv*71Du>e^aBSdT7P5OUs1iOW{V=s!YnbiFAXaJOKNC~5u`edGu5~lAjDcQC3sAlcEJj0BwBMS@_U3MRnwts zn>P=Bh~Dqpw{*MZxPsps!s#xq*)UG3nOJR1`@2$grTLJcf=Gh1q^?Pz!g~zk(58az zTD5sk?3&{EJve=-;)n`43EE{q0c0*b6_R>ErI%>7)U@AiswnvRkwwZ0?eL}J^i8Zj zy`2B5YZtsmuchY=%n?tk3rl)U5*tIQ~;KD}xBIZGF&Pyuxp#3D&u=My^O>`A2uF$vJrWcYh_?WDtyx8H8@xsqmBS>n!79n3S$fi z3y_nM=oi(4SFqZ>9?gx%>Y_A+Tdx@x>>c2G z7+FHuK%oq)g(|;YhCP@@m@C8aQ6l=BIvZ&niaE97C?<$o*m_N?>te&I$@h3N24il~< znK2*v@OOjuZ;A8bhdv{pQEXSe(%H1L70H@Wvw^d0OkEmp-!;uk#LwN4 zjh6YU#eZA!D(`%W;WuE(yr+G#pQ$~jhMAEuM_cE0f(idZ^?7Ny|D#k$F0glVeLP-S`L`@ZW3Io5&KY#(OOA`BWzndIMT4po^G-;IIxVIN(h z;fv7dnxE-X`Gfu5KV06IAkvi*M>=M^EK9e*iQnx!+NUI49wtpCMqHhpFx0Yq`Ymx; zja4pxd;7{1Idvt|BMD?<-1}J(N|VlWQJ-h7GpzO%q_Ek4OjNNx>PXZ_a4^@{fD!+W zGxmMo6|HD{tJ3;fZj60ulZ3F2;TyX2Hq9D+v_4p$U!TCmCf3hW<*d#w%^hfP3)z$C zgJ)ioSJj#me%{o`q%vzpAaC3i*t~DO9?_Cd_wW_<-dCu9uFNIK{RSo4xRUb66*e}} z7UgEju?^8=y(1BG-tLx~Ciq@eTK@!FdWLyd#=SnKuduqx%5qoojHj!K&mYPeu5aEX zyx<<35&d}vY~L`HR=_ZF7$!}aOR)vd+Ult`!H$_*b_l!58M?C19vK~7ePiK1a9{eR zJiHy-!s3juogB9hr=u5uZE4fCgSH6X;WV|m{Np|`E$EIwj zjIvB8^i(Uhuh}a>OhSZ2dr_XC{wGyXY;&k<<>x*P?oYH%VT0!61-Z9(w+M_rw-CdU zZxueVfFA@zDUfei)66kX$_Y0=&@VZHuvkO?yuvl^Wye`y476(NfX zK|ObrT`*Qyq398C$dd(b~jd9Z_>UvwIx_=S*f3h@}u!i zm5teyWrmMiOzJEsM#-}aBwY^=9Z#HWmVNl)oq4RfiZeB*-gfRTPE+O*6fUD6n7 z0x||up=_c>;*wb;G=ruT`>%5q66-NryQ^exk^QXGrRo>6b9U3U8%oyp_Nm;v0iM)u z*;^l!J#~M2-)xcEtrWZ4-EgU_b?L`a_>bJj`>oG7?K;MTaGYcY0l(H0{PB;g#TIp$ zlL94Avc70m#9ShT5A=4{TW4YyhHfiskE!-wKg>W@4R0Wn4@?77_osRsrn-|Z*A&|?9Vm@9R5bAGCF=6qykN^EX& z2bYB63bf13@mo{VyzD1O=_em4KVEcK-3vP9|B|@7C0G>HBNU8dIkr@7l`BBQZ5E#z z2)pvkR4*Hr%Zdq2GSi1;dsI)%OqOJ<9jWV#%3tEF2h*Fmv|MU&l-ym<-|T5zsWp9j zw<_@gm+&M%`PEY8Y!UlTAnVxO2((xo@|I7+hiTU&%=HjYx9G)U2L7__y6ieGKY9jHklwq<&T9k_0IG}yZhZb!*EiXe-NGw|1ww1?X>;OmolMY45si^J35S*HpgeG}>hZ%iRR$9C}oEp2^-aMzYf4588 zokQn79u8rIoB{Z1-+q)lHf6QC;@520;GO!VliP!R0+K8C6@v(s#bk{xJVmTG|6Sg+hYB$#hU9~`&BR?GCp_xD~=7_AvJCVK!yPf z`;A)q^Dou|6ltzzZO4BjN`pOSklL_iK^D~%O+}MEGX0ph5nJSoNqDu#r6B! z3=X_sOcnF{LEn7xSCulK4y_7Obx%j08q*m-7f4&M-`1W*Q!l-QCG{`mcc`BKf*hg6 zT*cEfbVraMe7o$k6Y0J4MjSbPe&k9&NLXm8I&2^NUfp>H)O82a3K-CABx{FZL=U{% zdi=DNEioYjU3t2D`U@uc;k`}wUdfiwhGfK@`}qWOXST1~)Mwx~Fw;Hg4U=E!W*Aa_Lo1 z%iL7FkU>B7S*nDKuPJ4TTwiPs+cISRc*jJ0ZuIn>g2;1xB5e_ezlA;V$(mo?oMYIX z&rcSY+6S$4@LB3nXcwsJ3ogz zAV#_SBL7+i4od5792cP#O}S)y|2To)qljSK78ta^#>orlYbJ?dDh{=a>TQ(dYP)jmJnj@L-DwsuCmK(8Idvq3F-3O zy|@rp>&+5{E+{(Wd)ecuO_Y+9Z0x_SEPTo3t$n(U zw=7%Aex*h0epR(>sW>pua+VR{pDHEgPJG5${@ngGLD@~d7xMDyh&YY2J4Xz~I43RB z%YW99`KN=0H5?m5^Xzr1!%UPTVTP4#FMPDlw_Yah%(YoYz`u#`o_S>=(AtDJ^Q zb#%(^50n%a7M5$jHND>Ur<=2j>HI~+f=pYH4ViwcGPDjd7`iqtTAekOmzPUfI-y7f zp(zENESWUJZ5$o;Zqu>!!6tE`k_vwq)2S;iN&kK# zpY}eFlFtXy`AVwXic=g;`&N@)1E3fRL$%s12w_2f;IJS!s%hz)hVjE(A>?4XFXCCh P#KEUF7Uzedb~g7vGrX!x literal 29393 zcmbTdbyQp7(=Hka#S6uuNGMv|-JxiUySuwP6ewCCc#&Ym-5rV(T#FQkKvUe^F2C=b z^PRiSx_{hzch;;udGluWJhNwIzccTXm!+3Yz&iyQc^Lo#0s=tp^#yp@0)$HY*jfPq zii!Y6004jrK!~&jAiZh`uk!v?005)}AOP|8jQ=Vs2}u8~TO=j^mkt!*0sxYd{?|38lX#|MNw8xIc`K{hrgcUDsiXERGyb7x03A5#}L z4pw$HfUua4i>bN2r3a;%rM0b-2>nS%H$A1Tg$TVik0QIGi2mrMjPzhPj`; zxqt<|nCM${VIM&sM;Av+4^v7XM+YZ&K_3yS|FSOls{d!0jY?G5&B97h?UT&^obmcj zgzA6#;_dCt>dnRK>}JizAs`^Y#?Hyc$;t9MgT>v~$-~r##mSxee;W8?>2B_3>*8VS z>_qt=gQjNAo*p7po}RWAf>x$hJZ2UaJS=9WTox=G92TZ5rWRZrEEZf`7JNJ${G3)C zW>o*nK}VPWzWo1VC|X}G5`R*X6u{Roc>Q*|IY&f z5%}sa3Mv{p#_NQpcK}2LAP^A=_~s4LYjPt5zJ3ls!g+)HfkOfrPt_EK$`zk8BrzYA zTC%Q}KyBufhRe(?6b+q_h?wL(Egk(w21afkUOs*SL8(vDGO}{=3hEk~TG~3gdgd0E zR@OGQcJ3aYUfw>weqrCjBO;@sW0I0nQqz8ypIIp-6 zk&u8$DF4BQfav`yKpdnuA2^V4B~(#NUGbTXmt5Y=~|E;`*{upgZo$%zVJLfRkf7oaf1Gd z=`AUTwFjYOm#@~H)YGcoCmRsBY7i|8*>3G$iw4+B3bNYaIYX{%3S|4a^)}0*eqLK^Feo|&EIXe43u?Ul3bF1Aq{~GWW-g)AKM%wl zdjSmmu6z7=T7LDQ3NLGY0UT)4l=ru_mr%n|kLr105Y6GLd%VQUnxC*++b!Z3!0x&f z_{5;)c0TIy%@*opP#@Y&Yw$B;!SdX(Hnpg`eo!~{J7gsx4Xd{k5j}_OOnVZWC#dv~ z{dr<13h)(!Q0KYhs{d z#(+JRKZ)|7M)d;Vt;t*27KMl&s)KIdioXDG5Bo9oCZ?27ZfEZo6P}{CW&%KGS;6BB z>Q4vh-M8gUM7_$y@;94};HQIBu`!-Q#WPN}t%ihWO}v0F&YSgO-_ebA0wWK>%-~Jq z7@dIGy|Sxp@VQ=_^C^)rjqh?qdf1=r?rXhEqT3%HK}YGJQ?}0d{k=KC8@ zb|Re}C=If-*gY)D&wBQ}_Lp%}x0_GpJDY*{(7;Q0dh zWe402H0<7mgQW4hsw5uxf9&3(6>{b_>@V&I>Z*3De>dnK>kP+|!bt5zwo; zccR6&5Ktx()8^Y0_~ivKcDQjfFSDHU({Ek*1rRtda=CV?>xEH2XKYN-;{F2Iuu6BT z&Z-*UxcO85u*XMniNKL&zTk`fh&qSnz91u}u6n|qRkrlTatbN=cGi*n-voDNUTudq zwEzf#=rG^PuC@q#W*@7*KTrMZG<;l-M`$fp^=)A>`0O7`X(~Uqs^o(M(Dfk5Bnh) z)i3kgn$!JY)b+sPY2oEhM^QV%>EIjEdy1>0cAm#Ht_VplybJV$CMF@acQ)?&Mlub0 zt8`GQ$0u-?Vm47wh$oNv*0q7FYLc|av(V`TG`v&Vy~MyWRq56OdOtiR^@QEZGm-LW zUnEpfKv$}s+e}H%7(*9 zmy5z1?g`r0Gpk)|p%!sf`NL}>$~j&sa8;G1R99_1t6?(K*}+R zs+u4{mK$6oH2QPPjFzMfrspT64ki59s$+-V_HIxnaXxCHnpumvkDtH`Pm}6M>u2?- z!;s~JyP<5v@wi)H_SEo`NSs?OgvVaDPOY*_ma3ghqre>h@Yv)r=ydvbCnpcTI-j2F zsvKFPYy>D0<&@{*vy1&P#y_fgkLV8>-cs%uGMhI@CX0iDsRcUwM7&8afXbHCpU&k; z*yq)LY(BptQVC~8>=dHQZBg{1V&H=BV(e^oC^yd;3DoTRiUoL5mRT^9IH-<|zF8;6 zREOD{Ro3+!#3c32)L5FPf}LqIYu)QR7?=)ai2TkL8jf?v_^C4w^JZD7!gKud2qdgT z0Kh7r+`*2$qfRB{EN{U->E=nxa!ZHl1Sl?)TM_ak*Ms<=rXS3*s%|oebGgQ?4Q9(} zSu9$a56_>QsX9?fI%3k^_sGe>a(7`sIQW zG^099NIRt>XX{n6qQ{WM^rzPL>8Y{XT9@b z=M%>rUCNGD8RL5!IWZLaPtI01Aoh~>002)kpp>2sX!@i7&$_IZEOA@U~+7*K$ppX~jm*td1^ z##s-ch-jxBE+w5YU(~p47v5R`q>L=g;ED}@g_YN#wE2#n?04wz7l6m2w)M|FRimju zYa}aO^6%|!)WK^`g4Vme_geM(HI@=D0EFsb`=wtRE+7l%rwGSm0)i<0p{3m4w|fFB9Q@2vURh~IoLTbVYk(4<9 zq|s{Y1!No7XR;?dNWJh+S8>9QCKODVerxTdQC<-DUWzb6hF5C)k+i1M3c1y#2Ngm1 zMITisyymQhzpGvnR9X2{M%n9)PyF~A>c5wJ%bt~ zc?qgf$5W)TB`E=_6nO`aOXLa+8pzQ1^JgoMuu*9fJgvxrG@)wc%IcoL7_c%YD|Pse zh#LY=L!r%uw9VndBuOqkReLG|p6jL;L9TC=lr<@u1!_T#5>t*QS)*JNDT%h%TiVJ~ z!lczPQrW+h{d6*%B7?pg197A>wYR>O#YXD}BP|^Hcd9?EZ!PP(HJKEKYgh%^D|0f1fjA)eoqD*3Of2rJ#0~m5HH_ zNynpZ8OKbK|Gwx2MyS*y% znww$qzf*MFsm6+TmwPtB1}56S9$C+_D>G?-WeJ>r1CD8XPX=buU)3PA$gP6U_xh`u%*a zf8*mm;liOT-HvwlU88SGjmcl3>%~fx$4<~_IdmICf_ca`1nhm>7nZ=W`eYyBeOYSs zoR-{^c5 zLd>QqF%!kOk64^&B35tkj79LZZ;TGICm@a4)Zt{lVlWp4^X_#1n*mhHG-*Bcj z0~s8yqMWK};Q7<8H55IIF#%quL-}R5 z%R*ViNQq5_rtw!GcB?DV^cua>`AH`_V~q*-XVIC6vdTdLOjpDb&%%~3Y78POS62UE1+IVG3Wu(?sUMi8S#h&Ds{Mlx<^G2&3>GEU#AuBvn zGU--KvF^QaP`1&6lSR^LI=YzK9#!kP@2brgXtsVZlr*NX_xEbX;JHJ?fJu40btz-OQP3!jJtyO z9Ypk~m6#tT_qpj)KH3-h{uuu>Lfgv}k|2Il!!UgrCu`_USe+0xH~wMdO@!Ru z6>_yishyu{``iib)2eOjyFbfr0N@!_8>0-C5{F-PL_+yd*C>vCe|QD@e)LiaA)#E=;yrIOn-Z*pO(? zSV}2VS<;$!rULVDz+G>lQc0jv$aKO{?~-5z-)$sYEQ0iX{Kkolw1;{Rc`s9PtTxlu z;!p*$f2f$kA&9ghjI?l0h`nY_SOzbWpvlHHX5ic7b~AIlTn%qC)RAk(vALQwc{wj!!6{{Ht5e-&9Bxh66E5san7<_fT2HM9T;U>f{fpN)q&C zA`&O^Z_^gA8<)i$3zEJdvyKYFAm+a~ealDPGy-R##MDKyNY31&REY&v{A3pgYEs-) z+2cXS2*MDrp9^@l`?~RJVY}vdZeJkBLxO?Wm&H&j@VW(F4kstzAi?jdbd*rjav4oP z^tFSA)%fo>Q=>B}u<=NPv zf1IgHeoS+*n{I(OO|dioJC-IEJ?^0QB&OzC#lkrirFEG91;AgutnoqVh-FM+1!vHo zTT(-p1erH=$9m~OTe@({(wfZOJ~QBkl`d9_K2wuWnEa2?lLSZst~FoK_8`fY@f8iz zj{-UyUBg=AEiX7ME`TsXvuO@o?9x%|5Um z!PA)n$m>@9E;Ny#W52t?+glY{PpK`91KaD5mA6 z#!ITj#Ae&{BjmR&)H=wyrfV&ysKuo8(!90WYeI`4%;xX`#Sa1;Wdcy7kVO%uH-Oq0 zE>hn!uE!4dHf_t$jFfE?~XQU>bqP$_Tr4N;VRDk@oeFPHYk!pe)M-J-2LKoYR z9$jv+jn{>q3^j$vY%7XTJ?B7fDKUAtuV20H?SXQt_GpaPoyyguuJYVhrln5P`WHZ7 z6#iG_HOsnhM;EgdReWPhJ=uSJEbw)k^ZYSkn`tRMrdLd~~sXvZgJzhdnD zb#M?*+7b(vWn{_B^N-dW%Abm~nqL54n^7y6>MDR}O>er0Sx^&miCK}kpyuHO8vz`3 z_TN_qlZD8>(O}vr!A z2YAu`8VDY0qE!3Th`K7;c?~wz9T*Xxd4X&8rdOBNKCu&x$H>dv*1G^L?$1t?&eme} z(z0kfj~Iu%n#}`C;$_9c1KPGls2=(Svzw|*fKqHJNt|Da+>&#!1w`s)Rga9tZM@Sm ze?(R{kz$M;q_Y-tB6um83CXCsKT_x2Yvcc8bX3CH%Nhz;{BrJ0YR6@}@SUY?poVqB zh+SE^ug%}TFx8PhgGfNsc2eMA?&685?#xVPS#fL(SAG}FA?1POUCpr-FP~Z!Tf3a{ zpx{74!-|1$`L`vtGG1`8ZPLg9bR^WA1@s6v@aUaHx#Qs_7>?7Dq9e}DiZ~R+KG;*5 zXI8xGP2tQ>lSHMauQBkus^C4v_-t4gO*_ds&IK)@*qH5T+%+5x_2;4#LPJS<41Q0M zff5_zmY-yJzSD6&j4Wu~EQFvKr)Qrk&5Ykn%swJ|SC&JK8QiIc=GZne0?WIqF#DY# zgSrFZDAdOIAgRKBr{p4D;dPCTCksy+Mt*H`7JwXPgA0B@K52;zl<&k1cnvC!))~no zt};fBnV5K#nT0oe0Pps$K*`VU=N9^c8&L})K4wTf?Zo{Pv=)ACSgUq*q%G*;=UM(6 zFL6uW7lp(K=r3tES7w^;8ogQe+QHQ^2mP?icx}_mag5PjgBX9Z_uU-axG>?8>}GgR z9?J-<2B|TrD`%o^Nl>^cgV>CpTZ|P-2)`9(xRGkbA$C}_OpdMMoy6P0ldyv1xmrO9 z)&Tz?S%D*Y3UU?JlkBBK;0dU&@~=n|iYyxBv83C;;+Y_eTQ0h<(c&>mo~AskOoga!YT%;3ejE99+RYvO{hsmI;7T) zIV^zo=OgCVb>f4gjz0RqAU6czB|}nHwlL{LfKF@-dhJQ5`^tKaP5X~Ok9s#+b0hS} znCzd*qS82esQGtN_^-)PcWmu4l{}h$Ws1|jmfHaQ{I@-melW^-NZ7GYF1Ow2gTmC* zcv^KA7SO2Krh4=D^ba{hZR!NxY^X@@-IVCk!D3f;cSkVh8cR(YHA5>`y!>;nxc5*AZyAfsI6Di={uw7!yVwRt#Qhrq|S z$yG;9CwQ^)!%!F3)&O2_jWLu9;V(f7f$(Ph*K25#NB>57zQ6ui^L9zsjQ`*RsaERt zhr}LB>Jo)M@;4sqeBYhQQHhZ`493-HzNb%$n-xBUg&C{LZp!e8(iyjq7}-4%NG`e9 z9rDcKn^IjmHl^H?Efzt?Z31QN$2A_C_Wb;vYg@!F$F*4n{L8YoD5^kW<382?MrU|F ze*AyKy~mHvs}Ie|;CDfuGs^3oCEK*4&82vp5z)LkJ_010+BrXq3WRDLzpTmX2v&D` zqJ3+@oO2?);p8rH+775+#T9@O*AzBptFh?!coEGk(Lrdxfg9-8zF5lelaXnUOeZo~ z)E=bnV+H!u{On}e9ymh@GpYaeD_+r((kqcVI^ib+IyNJb3#^1p%coRVX3T6);b;}s zsVi6==UZD*N1+P1qz6xBZXPE3K(I5(`kjin;lSHB;3f~MeYBSlzSQFtP|+e)Db{^NtP zsaCb)L_<1jH*7OU)4)UE^8V_IM~}}c*)>sx{xl>O?**`5#pb#^5HYw4ANx4E!5gFo zcr3Rujaa8oq2vt7?x;s8+qrpeLTF7RAvd5&7>@KWwFea{bX7f~QZ-dZsVv{;D@A7+}KT$jCT{6?e9w3E(%tzFj1Z(f( zU0d6R*25@skUw_TVPxP$LP~DTy*?-YwxDo9t7a;O6-ukb}g;*5k}Mzq~w#i$5Xq^ zPsNU{#tqc@7Fw%(hofo4G{6@C;^i@8>OhhH#0Qz{E!BEFnp5nOyQ5EwZh9%rp>$aL z=9C{kWG$Y;5;e8^TYiLpo7kcLH5^*nZ+B3Yx=``~cn7r-}{LLqpY_{8Yjs^O6_YqHBq-iS}_yyw;PYBJ)z zcC*4Y<_zvE6S-*XhS_FI6&#*H8s@ahNPwUVoWw?VqukBrWMzh8W#;kgM5frVghJ*% zVLw>d?P8LyAx~~9Qz4iNB2)h0OMDj%Zl4WS|xCXiDNu!p%6uT*}Rc zx2*=1qtLi~CG7kIaDENlu^arkBfZ7(-HK4K;Joa+j6ctxL^Mv|E61Be*3abK2G|&y8INZ6xpvWK$Jqria?pDTKCNF^W{P<1?p2=S=a$ zyBH1Llayk9*h>Drb^bPpWcBd0`8-e2BT=TKgX-gJQUo;-`*P3vw>-;AwJ^!;obd2P zO3EM7p+EaznLD|*2q|yB_1FGdtp(G+co!iPZcKTFl*H8gC}w#*#x&qkN^PY}Ocpn) z@dBWH0aW=L_oe*dwi73HgpvD_<-GMv*&EcBcdEI^Q(QU__Q~DzIuzvg94>{QRl}gJ zE%!{#}{LpZC}>NOv@+BHB(yeAa-sE zYWr`cu@p#z%~4-fJJ@w`+lL38Z4qgOer`QZUFEjZwsB4kxgvmr@K_2S3_Ih%oDz*^ zOWsp3qwt2piY zm2!}@ZE?}rfX8smF#?EyN@8)o^#{jsAE0XO%N2XFLX) z(x3bCLg}mnYf9Q;rc^nhfaucK1CoU zAXz!N3BbU{=S+e&VeQ<^E9s6=I7bJMWlo1$%ULZraT!=YrH4KxZGn*ju{iF}H1k@M z_JQ~&p6g?sh}~bVdY(Pe_~_g|H&!IbnZ}+$?GmEF*$=HVe>4C9f!>3S9A!{8la1yT zRU%!^UV%^&3-s^a3K)K;Sz2ixv*$$R!NI43%r0?t1BI#T^*0T>VI6)oIZtAVMONl#$JY z!Zt)u6c$!KWb}eKmP=gt$s^>Clss9F-h~S>4JT3l6seRTA$zUx`S;Y1;tFUI&RPw} z^WxHxjznIYQdAjK{qG06dRGhU_F`QGp6o@pw{|g!07&QKpGUv4bB&1f2wY8AwpATU z2fOg5w6N-6W`dX=%xUO{WrU!0!U zuY;+|^s%`Ebwh#sYuQ!MCAzj&SIh?XP;PVqSdPCrO(3A0{lvpcu5UnG%Y4Lj8XyK* zXryh62FZOJjg9^Y3{twL&dHv{lJD8MUrZFW71aqBGFHotysW=Z9akf=N;2<)Kl zw#Mn!b?|`WSu|MHNVY^Ljw6Sf*+<8GHScL#htTv;^aO5HbNbgKX`lUTTt#EpQrOga zO@42yl3EhyJh%5Vzv6OWho7jJ!WOprWsTICpYwEBu1+?ZxFwnP^k>aVh$BhAIoLJ<4+7ipFJYcmU zkUt;3i1J%l53_zdng3oHS1z`)vNA8?jgka%-Im_!v{Tg)+qV{VX-v7;@pE=f)vyuz z5Mw^We~11Wll4qlBAouHw4NbWiH=qCDx1yxsv#jgBCfM-x#ax3Ei9{{*l@$D??6h| z3s&IUPI%&M=gFY^6mPsmd$YZ+4(@bA1k+UM=HgqiXj0LV&;aS#G|h-R9b`3X7ylZX z;9S4IRa?51=5n9oKSOc?v1hxm2h(uYm+)wEw3EC~mi6OdAb62$bJ=cRQG}`nKET3y z@ouq2DQGv|NZD^!|6lXUR+NiNNqpFPwvZsIt_qsY(Q0HKO5&097>+<Z@m+aYxx@G+(%Jls&qWAyr*I3~OD7-GG5JL9%TdnQJ=YCiVmWA7e#ASV^m z74BAG3eiZ?PyeZF6%}bZgNzDQ>I!F~t({-r?wJj2E7Uk=SqeI&7l5{2 z4nGN0?6pN_O|a@D>61nTo=shrS2zjZDqs$~w5=-5i<~{~gSZY!2{+qflZq0M>F08l zE^|8G+O|G~T1w zWog^nlVcZwdw(tF)?`<7ablM9UCFcD61~~a9Tgo!EvyIVkHbV?`^n(3ZbHvZxq!st zgu!=-92Yn_D6=Vn^G>}ix@Fey(sp+Ys~oV`RYR7%E{Chq`_ef$lHCdVDnMCC&pyvh zSr%rQeFFUmEvYhOuv`Z}&#TLd@&ihDs>j|ITu~#eSE|^72&0oO<{=fs*2?$t6@tk*=EiP-V54^Moqos}H3o^aW6!^X+7<(R0V*;#v8kd|h6b zO#d_EK#)r;%=QX;cU5v1wbG+XOust>7`_C-f7v@r;nY*NG8aZ*giWG|cJF9#m1=5R zXmW;;ygm6RE2W1tw9gk89w>C~L*1fR=8MlowCqKvO-Tj_ls%Y03zM;k+TSe4k8&vy z*on{SvYY-fl3*~_e~9rzfX19WC{;$1u1va0DJEtmsNql0rh_kYis(L^glD<)uF*L_FV+7Yp8L)LGDUE2So%; z$gf^vzh7PXmF16~XTy@eT(-g#HucJ<(Ho9;KEjUtNrufMS*IzU7uTN{601!ZAkFPx zkU&yk*3(80M@df35jf@uGYZ+-E6D9nV*#8)A*0^r;UA*OJju*Ys~NV8aAP&vg~IeQ zLizOvmV1_6$=>C!{fR;fxl1&PI~_kmf&iJgKs7Ib8lIk~=pQ=sIe(2=YS?i294FU} zTY`8O3vZ=Hbt`{OftiSniF)6{-{OdIcrf({wa~-LMbo*9N%RJ;r&8CDY7(@R^qBP?a$0;sQH8DZP=JS#2t> zle5|mretEozRLO?dv5_6xUQ(vk*t-QiL{WRO{M;a;vO5TFe}*>;deF}nYx{kup!L%JU1CO}Z{y3=%8Kj@iw%Zo8Zvsd z*a{c2-XVkt1*HpIJu#x~`jTW!Dl7SJ7u6CTdA^g%5MN!Q-yP|FttLclTZ>3>i+l}M zqLSK{v_+Kog-?UOfQs$31`_ItFlAgPXWgMFpvkmlGr9|!wI*#lUlRt*E)f}#z~J|C zIu-1I`uGe`&H3X#9=Dk^H`j0k@y68M_ZNVtl5Y?HVc>p&{F{l@bpw4G(*d?vviRUc z9#4|Z5DN+mOL-uQ4W?@g1?1d)PouhEbfB&@BjGMKFB~cMG4EQ$r#RY@)R&c|hMZ*t zcc^DzGM9ZylR6*&DQ|pS2PGjV3?ugBXIGtxBTebH~fJEGKYT5`e!wj2Eu zu;dNTIcVFHe4%BJq@ZwW!5{y5&7*(X>+2d&xOX2vgJ=lL~#@ED|b%EGq zgXwcEjkWi<9D@H&j_fv*wEh048b{2ra16fVwQbc@QhirwH`(k;<%CP3yl@d|>I&3} z$=+yobC%1Lc2#|!vMkjEA&nPsYTO1#A@hf5X{3E7%*H&T%E0WvRFKgIr@*^|iy8A( zmH1?|e*by_SY)o_VQ{0f(_n_5``k4wF19G_Usf40ISL9HAD_m=U@+!t`KQg>h zD;gpS8WRtH6a+_BM?P`Tb&hQ7(x~(wH_I+`NfV9Flo;#i-)U#Kv7&ql*1L4c;?@kD zUW%N!olo1^?+iW=dtbldqpiN$lk-09XOzb885DabuZe%cdBJ4bXfRf%g8TPJ+!c}S zZy92AzQ&fxtD9qDS`!T3c0Y>|JuW^8UysohZr z9EOXGRKr$YH{RkOK30@nUbQ_g1jvZm)LuQSN3v{{881n3&LE}2M=g9!@+ZhABeBR{dGxY)aGn$<>^%YosW9=4t&r5jQ6J@HgU>m zLsfS%>23lA(jQ=%&aSx&CYPU-K_M4=pD4x2OC0;OiR^~3r{x(XskeN@*#NoAnmkPG zJ(=3tQ`+PHc06aLvQDE7qNIe80ijil^`f5G}k_0pwi&)o%1YQYqNGWt; ziXcB>h_d=$Zx26p*q|gd#|;5a@{iGMCx;^zPCn`L+6N1lU~+PjEWkn~!@Mc}Hjv_I z@);3Z33V#}UiDg*HAv0W%|UyeXe*tkVAJl zJWFc#4Z3j|x|=wRj0lsYY@uz#U3}#~$Y^IRYNO4-|Y(ok!lbfO%Ru z+-ggFj zG=~59isACgJ04?LlAU=B;(n77wz7Djdv>61Be=TIZ5>kB*lvRk5MQba8S&NCH;&4uz1OQ+xJQ8iSaA zv2tMYsv(U${JEs%Z>&Rv!;rZwJKY5CAf4}#DB62mU|eNU3oNIO|)`(Hmx^C#qFoYhLYUHp3*!qm*# ze&H$C=gf6N$6D%%|EUieI~_Rpo^LKI${s&`e5A)3Nh>XBeoKOxA3_$&rJc&5K0;{D zlLEJ*iO0H-i4dVy)#snbiC`BZ!!y#hbSeWRrUp#F->&&N<>js!pz+*Z4U0Y{=bkVxTZRn99X>P>>S~Sw@-ScdkW72L5PXZVJFH(Dx^XJjhjk z2LV|pHgORt*N(L#eya9wA0!EIbEHvCX+I)`X6V?^;>AzjR`t=;DsH|Q7iD-vH6%We zYeGc-#$t@(pQeUvEhZiWyM}C5eRnC~$LcrT`hf^(GgL7lb~vzGeHLPB%<;SKJj_y~ z#o<)BOC-VI%Q>fvt`a_6B=8|K@Y3FyxuXbo6Hw?Snyt(uyoO${up205w<_Wx)x8yD zbE7jl?o-!-gHSYrK`NAK3Z(|+m#^?M0Z*I!7t7%xUnDZN{2QQ{u|h$b6M~s|&wX$% zTv1X>+H(r!VLrRsrpRo57*K9f0c#V5xIX*Md#I5}ZMkuc5MPt~pJ^4Da*%3zCx>>S z9&Au_D_t3Fi%c~NaXPWY<>3lh=loi~lE1_=RG3vjQ0>v81jclbmZ{^%y_da7;oskw zD!Hs2p_*9zc*gGOxak2U0fpP><1ten%PsR-`x1;Mhsu%g!;w6$$oJQ(+z3w0_QhX2 z*tJ~mSfyNC#IpIO;-Kuci7xNpsL&Gfpw2Um*}cNMbM1KffLt>XA;0+!pAQ{LI&f3u z-)jA0!6I^x?JCzD3?d$M-D1{q-;1C6;Y|J3dvmQ%c5#DWQ_UaP5q9_ir!^bh@KPWIEKwQ*gq=p9*amLAg_|0~Qu zL2bpepgu>*Me+G6D!kx=PNiW^nOW2qz;tG737d7y_dS}${ciQN+3&WHny|#JMV^yJ z$OuJFZ?xlTs?pV+AK3^`cw-{(E+f0F-+2v2!*KifWO$2iF2|4zI?VZe&nS6o9%t!O zMGx_Imjmw8&a-hMR9A2K9;Kh9eUdAuuk%Jnu|2%!GBNVN@Z?*T=QrcynC(vS^aVDQ z!Z<@6=WTfc{mm~w`{5PVPipg4B+jE%AIHtw3r%9|oV%O0a4LgM&ZpAl?^?)UpoGT* z1N2ZFEgQ+?w&l7}CE4J!8oo2miv2G-h}v)51Sx`tx@cYiWyvCPHT-8pg0UOn0cjxj zwY0%t^u7Y!77dkhG=3m?oFYv5YUKH>=rjqg7kkeHnw|@=2@c9t*W`KVF-98$b!mO2 z&{SKy&@B2;(A#@5;kF=w%cPTW#QOF5+4WXCayWExATvA!5Sdc{OL^4w{;I}$_Jq9Y zt=jxoL=MtwY!z?oD}wDD+6dhMW54EM3N1HDI0~gTcr^BvMWtIt^oK+%pqhn*7R`<(e06kHW1L!IrI(r1PGvS}j48k0b6MV?g{H2S_0S6lzz&q$)0f&4B>E6hS5}ZP)df=fsF2OiOM%2<3J7)GmdPqVhC``o zV%Z5$L`1~&;6=4LOc_ZgQhiFB*wp0qzdgR&2NL#=wmPjPjND$ksZbXm#M6o2`;GRc8_||`2R9%|UlPVnQ z_c>1vL1(V`Ud}@tUuZEsw1;5at~plrJw2IsCs`?d>$% zOAm-L>HZhggw`xtLRbK@FjCtW9Zzm?%{Rv0AH9z9YdafLa~_~p>JuMqkCsb1kWK_paL-sdg-*K^K(Jvo;tIvL_=4>x|Zgs(E(aY-LGq z-kfj`l}GFFV209TZUgOw$R{}${ZX6)A|1ZI+-mCi`26eo@%MuetxVw z8uXt6Y8Ka8DY22`64^{8Ku7Q~+IjqbwdEU*Hj-3sCkKok^{e5#oNExH{{XAF4+|Zk zh~BKZ8R^SsJ-zFT8--QrwBFi;nrPb9Eugah0EFU8e=TD(K^p8l0#$R<+?wcoJvvEc z3!w!WK?b-hdw`w`)*-l%{h{uo1|q<)!Rz$S0j`U|w;pbd7z$U*J3hZk^m5qyK4`w{ z@JSw3b?+ZY_$E!-WGDTBT-S=1Zn<~<{(nl`@B{DCVaGoxte+UJHOc+(e@gDdzuvN{ zuic{?y8DW^ANsLX6k%59Pu3=TAwupLz=LkcbX9_?WF;&F1u&AX4Schj7kQIvG^g51dDwvfy#o@aND|Ohgjyr0pEz2kZKMDxRfk(U=mrz z?ehiP7a(Um6WfpFTFI!S+psFG-trn|U;y&Ub{mEWrC;5+C(HSOInTGKsC+qXCZ(;d zjFXu6mP9TKD1O`ydG@ZuO7OH(&8k~m8;K=|KGPP|+D8Cj`iu~G?mHU7y?9Z&lPy%b zx;ZK5ia7U3?i`*;=zS|s!djrxwflR?Ep2X5SbUdJnG|w9YyvqPpTfE=Kf-Y9z7$)l z2sY1b97ys>xt>9fmv3Rz=lm;-jT$KoISd0}5HYlK+|<*rPP&vMy3v=d?s{j6^<58J zx`R}^xzyy@c3q;iwvH$kJ=_S+?jIdV+)2k^DqT zfBQw{nkKjZ07_?#cL9!0bI^4e>)V{yv}(GmX<8C$mXM{vwR|dWz%faJ27LiI{42us zyU8TB7Ez>j_RyeEksO&1UCeu&ZjyPIgBl;W_Uj_^)ZHX?DlT)RmrihXHet`Tqcc0N;r9uVlXR^m{j8 z6YW=05&+|Kw?F-V!l3ZRi*KgQE#k^&8+M0v#xu(SpMF2!HJb(6_@`Nh_R<8oiq8F_ zCwTc+%VlQAf4{~(0k0z$IAd!mM@Ypa{P(s003$@ArDfdk&xl%G)sC?%-4gT2OFLtN zPauzKz!zzAf}{yo?=O7%*U?JhGqhprJup^)c{PwLjlg)uju`B`SJdvJ7Vk>Z^#{+|( z)DOgFbIS&aC`gnOjV<01@X+8|T;LBl-%@(sebpzOsSW z5z86*y$?ZAlh&O|3ar`1SzdNNg7|LV@hgaW41T7n_|;GL)P#&>6w|&N%8gs3)F^Zjfb5SU%0HWe% zU)Y4XJKQnvoYkEp!Sh^PNpXF1F@vNj9E4}w{SR;d096fj9i_ap+#QibH#1{671(%k z^4|MMw79g8NeqfzPBD?1`C7Fl82hKY7^kZ&$8NA%>_DiX@Txc!=RP#Y+Xwr<*1baD zW)f@5d}WWe{{X;i8alG2vBh0B39l*ECG&MVp@EI(05;**u4}IG<@}IM6})W9jD^nL z2|4xjt|AZ%DC!C13hkvEYD4U4TmJ17u-u?$2faw5Ld*axbBqDg)`U^z-~*BlGshJo zmB~9mC!UzcG|fmgQ5m@#1DLq#*d&3I^y^vfgMvQk_pNP6xVMZnYNf{Da0WmFAE$bu zBxEoV6*(M?Oka`)-YE@|W6Mz)`Y0%uk zH{@fEznQKo&O;C=7^zm=Ff+(M=kl*h)I1v-{5pMB+xN4Dj^H{jFrXZQdL9WRpGu5G zDdF)^tmSTdD|anxA47za(&=nsxNnv@OKc#6_i`IK=l=lLS3D*&tg^ley`kr}mlDW6?sLWuewC5o zdmD4&39K&d9`bn^t>RD$uH|k?KA$fnbQ#TiHM~|n4)Dy^GrFqAhDjtN8RL_W$N}^f z;^!FG8eYOG?s_ltCXFZYGXAw=Hld_m*jO`0vB1IPUI@tT@7}z3;NGt$k*^&-<-EVO zHq0Kvu4G(&szO;CsONxx1N`g4zAtH#cw5D~gIZ-BXG_={(C^NF z6Pn`6=tfYff}Zd5U)BCbl^v3rK8Vz3jJR5Oke{nsu4Dd_l zmD)3oGmpquy!ac$_PV}@YkVCR8PF5CxQ)6MC+o-IRJ>(s*6z_pfubf!5r-10lNi8Lr#Mo(H;JD$`I?8$~ky@Ttz$6nJC95NkSB zgS@Th+@z3g0|8wK13&lJ{Hv;_I-F^#-%W)ccuL6SCb7AaNq0hHl~hPo@Gyjc8?R19 zbt~cHqUw4oNwmv(Zz@VudfpX(UJ3xd32(1D=)Lgs)B&n_W%oQk_a#^fy2O03D56 zx8+SyMlS$8>R26zTK8mmDHm3z9V!*6hf0(TNZ^iG%1Dan;|#1a2=}h5M6-s|Pl`Ku zk|f6pi-120=Av+tMuaw7fI^Z7)b_5z%!Rdtci0Vlo+D%3fS1u3Y}z!ENb~$?M&b0$ zd4G$cm9>EDAQ1@2WZTr|gP+d5T4FqcYs~yj`^(lSalq#ksBSqu4-NQ{YU`_8&B;eh z4tfxO`r^6EI9cUV0XXM1>pm#a(^9o{P@-YVG3T3C09P3I2~$J{;d;uIUs?a+|^haqE-I@ma#G5l1EX~@FujGRpJj2 z3P2&T^L6yc<4L<4C3IH0Ssfu8VqyT=4?PZWeKG}BM;o@!5q<#xHqxWMJ7=wE-&^gH zFo<@L4rFeA?|*F7TXktwW5i}gBWS?++ol2hd*h`wC2a|k*HVVuv2CcXPT~RQ{PR)m z1mKK=$Q%ye)BI|ApprRvurae_0#k?eA6kV*HoI;Ck4FBLs%9+!V-P#hTXql3GoHWw zdh{;?-Ps)-?61T|-b;Tmk?_NE9&`9(k9y!Xd4&{}1@NHvIK^7fA-J&DEpL`KHkaLF86!SWA9Zp8!1l-$^Vf|usB}$! z_T0%TubSIXjsg%0;Ql9%YVz{jYRoSh%J#EgEy6d8x*Os3XgoKlTtx1(o0t_9M14clnu^8P^o z0BO8)JEQ*q%K+FV0QF9Z=Y+6b5z2$)gPnDzwY9nY=>dIyPh zAF^6JaJc(J4a1&PALBmfoPK_l<^KQ+*4JLwwOcFL#NuMoM6&W1YhV@QgZS6a<*}7Y z&ly+j+RL*406wMJdBhkHMEV&CiClM>{{R#} zN~pzDr93)+Wl4IiKN2MQYALhRb*0_mElSv)ZHb*f-5}>5j(Ou{(`mWHw9h=FY_dbVR7mYPuCUZ{{Ro5hEjt-@D}8UD?;#)jO4VzH-SF(N=j_rekD|ywpsQXyy%2c2O4Szu zSR^xj9Dk4UsXT>$1#6JSov4z5pJ0E&w5sgkE{(KWcitWQtlyNF8Xm-@CA7I+unGvQUH1twP!RT^n z%0PsU^!P^LK;YuOl6oV=i!4TXse$65L4~J-P?$383!Hk_Q)vrF3I~;>$ldb+@`Kxe zI3JyIHn%IrYph$8!uG;}Un_`DM0=2Bn~p8d(!AruDh{JI0PW3s6!XSy&Pd=_p6gO1 zmy_*m9N-*uIHHPcQAwQj#5pA3dR7jtWodZLZ*ZHPV=`wSbad-oJ>w`sbH;h&HOhF) zP?o|U^k#)5k~RUEa&ibG@ay^3jkU2UT;Xl}IeU96J(bfNHDY5{7$=^%qg2!Gw7()b zpiR>dz@W}L^{(H-*Km&xCDhTfGNuA55@b2;j-sQo(!aHQRkv2SSli1JK?u&~!QqZZ z2h;PfIb*6ivgi0>D03~Dz};Kk%XzX^1$O+bI1D@FcIi=0sTvb-Jh>HtQl}xhjCJGR z>0ZyTcxK+>^{Q;^<{`uEMmv{i!8}&qiZtoGHx4ca_RDVokPvZ< zdXxSY%UWJt&2by0fia!V2_$Y_NAn-0dURx}L!K_^%B4ugT&0;5&2pg-Zq7$;eJi-O zws`c3qcG&GCFJKDbH;J?HIrci*$D1#V+GzV(Z;|O*}?t>C)YpDy<=L??R-IP9lgqyx8AJi4l-2a4Eke(?O!t( zyaqYFp)YxUsCVXuo1@J>4tzR?RJ^v-wYZFy5V3e7Wa2^(3`eF<)AFxj@jj~tp3!;l z7`V7TRkRu7ry2I+@vLoYUW-DG8+%QHL-I!w@EZf59e@?c+1*^<+&P|2*D}VyKle!- zW78FeGOY1(_OpKK*?yyp?Wa;77QOAFO>i1Ef=Hfe-M;%s7mj^80raj%;NHC+lj3U# zZevw@jn?k{aKz;fea=DpitX*R8@*Fa{>s!Ye97arcal&r6yuMtBy--pb~6p8r!AtV zm2m`_Cm12Y#d^796-pC})%RU{Gf3Tg$I`wiwrF(;9b|7RMBEc^1D?75l`nuV{MDM= z^DGazDeezZ`WlkP;XFs+yF26{zmzxN^dp8Jfvz6QRQ|y6MYPgnK{JSC^c#r5{Qm$< z*Cr;6t5R@|l3RR>pL3n~ui@XY>$A0z2D6--jDg<(VE!MjYHx-5)y0f=es*5kDK?Dq zNI$}Ug#NYId|uKb)%-Vdzjt~uMh6&i^Dpwp<6Iwv^xy0sgzc#iBe`btf#;H2YM-y& zHN85E5ra{m#dN>mm?y1|XtB78>JqDot>qky{{Sy~^1q7u6Gy6jrUK5b4m`lP!BdbA zz8L;g?+kdoZ114AVVI{zauj^1Mml-|E5E*$-(J%hS10Ac9r0LErz|AXmfZ~I)Rm5Z z!}mi~@a$6Yz2nLDVZr@#TvfauV)&+9E)!6*a(y>r1b%1_<6TFBEoRf7QPVB~9!$mK zKi-Y`1b#ceDy`zHb8D?=*T{hEy7CeqKpyB_XIE%pQaDYZfT zcIWZ0O8938e-2zk03fkUeihYmUCB zUcCPR;m7)khtj!$I(@9f)6fDz{5v+09e$Ag<~_uxOBb$&4Uw0O^>kL6!M58}j+`F74H zv8ipo@TfbVrA=&pVP1sxIZx89}AW`USdUALA#@Z2-cQBJkiWwnK1gtwO; z$Tu-#f$C2tsxRIi=BY0%$KJfTQ%v+@Hg*wf6U%Dk`d24;e<8S#=Q%aCZ}QkVJ%w_! zw)b=DYE&W;lL_@AoRVvW@dKu_dlNZtD3XqI{3Fxc*5`<4@@b#*-Ps!J=nFGVMc<*Sv_os!TMR}<9ruZdRcA%euU&B-_cctPq*dJk&S@L!8> zd_k{BlayO{qa_kF!sK9Q)Si2u_2MW58CA)Z$Ig8Rr})>Ud?8)B+^dBL?8lMc<`v19 zW%OuaX5zKB<sOT6YO)rM9!4Q}L@mOOybj!w ze;V(8Cq~aRg(vQ@Ut?ZH9E>glvojq0$2^+q$|yx)R8f^#zI&dPV|8xF%%14SB#(f0 z;xz;wxE(Y3Q%128+vYG9PI&_$*Egow>N>pb4v}v?%C<7i!mrfyuT=0?!^pJXF6&uk zxw#)Q#s}`u{X3e^7g~lEH>maP)Thr;+>60J1-kJa#9EfRWlI&>Q5=x-0gQ9iSNxA! z_K7CxXKA%%VSoogSdXf#5i&!yokvc?>s+6J{8J)$<*l_Fk1|Wo^?Sd(pq-$01$Ph1 zyb7_zExHh4jR_#NFr4X@u=z4 z<3CedIzNp(8>i^E2{LMTGt2S_W{hr3cio%;_;#-zi*r=n={ohtY2{#?>v z?F|zj_D?_KUW4$T#8OMA?YVHz9G+MwsTkuw%kZx_)2!O}PQ59>MciA{0H5WW?EV&M z>e_ADV0SZot@u~5j#T}Oo8Lp3C(UGg5lEP&%qyM4r+;x-z9Fz%s~N$@Q5JPS?IQ*s z%CIlBokGjQ*KK9AU8-+ZE4u(=JbL3Itj*#9sQ7YAn8Ker+_+)xwc>j@a;JTrj)=`! zrg^uEWBXT$o)N;^g5RG%)K{i_Ba3!|?T?qucKpBnRl<0IL|Uco<~~^>jAtIIKf=8i z;fu!y!?7?qmDXRtmT&1^g?TApp>CG^jH&5SvaY=^*?b>*%zj~P-1@OnKbfuz;p*+S zl=`)Fe-ZDzj}Ad(ID4iC9l{UtD;vQv?6dls^l~a~QFDK3lU3_u()=iKe7{fYU5AQ> zbTQu!D~a&aY`%{^n6Bf*oais?RQ|Q^EhBn zb4+8+8LW|P=5*QC@))K?bw}lQE(spB0*be18HyA~caWlByW=f^)Z@KYPrg32z|O>P zKtIr1BDqVX8`usof30=V@nC+n#Os$IWVD*&KQjH*{_`FH{LM!|k;!Wk{jXJZU-fYO zymxN(LjM2>9z6wLv9w_x_Bp{hKi)mh=UE!$q+AFi9FdyNn!V~v<>+N|ozya9&uY(- zb%&0!5y!W^Yu#GTP>`88>6+%Jg620ZaSV%|<#??jD9fm%Sy?to&Pc}<+@KcTF#w7snf!@6NkPBKj% zr{l{%GU_l#KmBUV@JEGo0jK?{`ZTz@5)i^pLXV|&-Zz6b>oSa$!+urdJ}j{R07&yA zVyIgO9mi_$@Nt$S45`L$K4{jXP@U|0)z^yjEhRjgX_#!qCX>qbue7H(PvI_5QdVb!4L){e#B4U49FCRj z{{RfN;V*)2^nFh9IE|TNrg;FwXOWEc0OWDgk6Lxbg`99KZRJH78%szsN%l3y>%JcQ z9m~6+dnY+pUU;o5sNH64R~gQs!!qDu<^Irbk@pchDs}S;xq-O*Z z`HJapbhNe7^ldWIPbO9ae28|J10OC&ss6P;i8QFSSYWtJ2_t>v0r$PCot%g?9L!Zx z1k1*HsT|_DD%AF{gyQwSzPlqB?9Dwg$SY4{Jj`7%P_WMBJw|H5}gs|4DojGo#;e7NN*gVB2b09xq7 z(Y0AZZtBUi88ypvT=A8_Iu4!?e*WS#1bcyx>s`-;QFPx1TgN+vL6akUWS0K5#NAtq z+pQWdzi0Cmhqxmj*0(++UjG1P_)^%+u4kdNa3tW1;%~ zUzL3}8k}I1Vzfj|>-0Hx-$rnI@m>D4^Jo)&0k1pJ8ybW;^{+(L4s;pE`xVhIjv*g~ zqk)k8%k`qR^KCi) z->FY_-*rzPQ^)eGDqY$Os8lR8A~;nSqKs$Oxh+=N(^m5z0SEwRy>``e+a7g7I&6}n42rvTbimhk0HRjf=I~zCFEC~EG*Oa zN^H44hiy3}<3NAi8LaD%3`4sxvm*|LTl{NU*HyH*{{UAsZr|O`*8HmGLFGvR{xvb3 zNIP7Xk?65E_P>U0=6{+)9@qZ>cyNDO^R05n%(Zx!a-^r_(Ee4^_#aYRd1SD-ka=?* z(UZm-xcq;mTGq7H7fq3bm~GEs-H-JAYs|v8hQvyf+3JmF@4-nP9V9cHhep6SI2=+( z7pTQ{mrx5U$s)K>f=TDrpqA3w<$;ZGPkdLq?d_vR3Px^$@?8Ks*Fmn^@7Awb`9eYEWq%#)qjs zjp71~+ih;tE1&MaWBBy^t4qduYfTs0;OD!6-nr?*U0hr=z&t%x4dCX=aU9Q_4lLic6D#|i863~(`9UUAUbMlweys`!3LVSAVr;%Ouc z9l8zQnW;23y0cr0Taw9TDv4e-!4ZqYr?_@P@T8KiT)|wUvK&Abras`yWwPbxi|(^IlsQDJ~50?jcS) zPPpT1NLvPp{^`e3RGn4VfK5Yl}n>3 zeWS|p6`Ddr1x63gKt~^_rrKsp?N?L_ou49+^aC}ss%Vz7-A8|H0$fIU#z0_t=ku)i zZQ9Syw<{tL#DID*J^jUUQBjjh8{1#Ju3P9Yg6vF}YbDDMmo9f6IiTx6o(%!o42o zZqVod0IqfB_5=Mg9DjUQq&Ll@%)j)^{{Skgip>Q*Q#|%%55o>Bc=$C8pVp*9^H+S1 zbXk!6qL?XM{DPy+WQt}~u0$>u(zC>j7<1mQec(r^#b@md*gmzw&XmrGLN0XoSveT! zYnK*LTA3q;HH;Q4Kpjc%T~?Hd6|8V3L~4NsPDlgX)^@3ER$bWZ)}W~)pLmHl0-}-t z2TIdrs98Cr*)}m}w*(!+v2V21WN+Q?9-MPsbH$$3R!d^QlFfCif18V#$0xgwTI98O=hE(DNl~!PfZ$*Q?_H(6wy$bK+S)@Q9ITBt-_3EK z!mGcB^(|6e`n>Rnk62y@D~SvM zWHBGgh&&Oc!+35I6YPZLN6=Sqp=tKwG5dgrk&F(R>&LHJ&k=xjS(onsa!1y%p@LM`Dc0&MSrsg` zi7l}Pqw}xb69L!#;5vPOl}mkLX*#s_(g@ob&lo@BNp)r=Os)tuoY2h)04XXu3gUT8 zX;xJ!zE#%7imH@sS%w0rGmY5f)4YINBn;DS<|hGx6>&yu-GYN!9P)BcQn-hnX(oxb zk0=6n0CIb0pVF=49kWbebI0&A~b0q2I z%&|f~_7g1MLUdl! zmvnSOl9sW09mU)~W><-c7wYh;neK3tl;;oB(w#wI8UAS#pB0<}Dp zA9Y1~I64oJN>5gERhKJh%ZA&zr?hzOSJ^n}QM7rlQVPiAmZLP73*W_o_fBij0RI4q zY@m#Mhxu1I;mbdm$VXlUb(5|wF-l0>0X056D7yV zQPjYEw8mVT%I1bQLsevpZPs@j91Xp`wQTd!n(^=2SMLK{FJp9HvT{CA!R%_xmhwwy z8p!J`!9aEkv=i%&)kSi+>}vhI?X>LyoDKmv2C<9iYRp@UR*2y9?@$b> zIOGG7n$Eb=*k@-4-nNV`WZjG(CWW{5HLh%AOyy4=l*nQ8UPX@u<2zh`bdU}Y;6eOr zXwx!sC`WIKnQg{;Rncj6_LagX+4dZho!hc8j@ZV3O0u?({nJ~h8Mzta06SBJBD8+W z;AEku`AySl{HpC@8@WhE0L3+teJbNZ#Na6>=}GokKe%d=C6xTJT6!pL#6HkBe7kz% z1FybwP<@^Ip{x325^v!c{uP~Q-X+p{n%f3CS39eCY}_NYt<_f~h2l)T}Vs!3PHi9jXR_jKW52s9bq?1ZO{cIL>QCTTTA} zJm2vYeVS5#)xYIWKr?M*X;tNx-dla7s984T;Pn_MgYQyAQg~I+?v6#sAoT{XeV$+W z=HHbxTT9wE{HX|}@GC>*obARkc|WZ}nr*L^QQ=n4B%0DTk`@HU*&Pnvl)q)kZFGiq8~OGXxo>8$sK6N>ovNJeu#`KISlb9x3<3QrYlD?#9)_i2 z2Lr8AzmUUgDMc>(NeZ~h?j{;1oMn_ACJ?mTS)SARrFYH z&8d?8Jh|D}l*l_qco`npts*hfy>#?E`)Wee%v6m`#Y07=Vk*Dsy>p^T14x$7Ef`JT-~e_ zrloUo_masB%Ap`&0>y#bzdrS1DDiM)!QNCUVoyPwe=}WCpOK4)nWSWnJ7MNpncUB` zq-+!{W$+l}@Oxo6_j$@!M1yso$^U{0B73*r{C}T)~aMU zBWwK+q1}(ALn7FuZ1Nqdqa}|30a?3<7!-~cSlT&MJZuWGu*e|w1XVdM#PXVomTSNy zeiYrdzuxERS;dVto{nJUG7(ADn$agYgFN6W56tP&IWkK zJJ#LZ@CsE9N3g)GOPLF?Vsl+IDK`0}Wm0J?B8Z HgwOxkMKF;_ diff --git a/machine_learning/photos_not_from_train_set/7.jpg b/machine_learning/photos_not_from_train_set/7.jpg new file mode 100644 index 0000000000000000000000000000000000000000..e09c474fb859cd654217bd69ce2669150981718a GIT binary patch literal 11302 zcmb7pRZtsT)NMlW;%)^31a}BpDDE19Q`{*~paqH-EpEXb65OSf4=5BZ?(SNwMT!^s zd;gjHa3AkFkNeEtYtNb4v-UdAi_e)fz0093T!1D?q9Dsv~MM^?KPD)Bj zK|xMQMMF(ZPDxGkzo4R`p`xduqJGKANJ|5urJ(`~Fhe-FczOA#7=^@yctqKGc)5VM zxVQxP1hhm%w0sao2oDb*9}geT{|BDC0mRsVETAd~$OJ$m27-uz&wT(|000dH{6AFx zFF+V*=$JqN*1w=U5desWjt;`W0%Br-&_VzDK_do$zyjzbvbq>n9!#H-i_S1f1slFk zZOJhU!K^*c$;d-f8il=ju)>`t!~nE^0D?g1|495V zfqw-+U=jgYbS7O=D-S`rrRi2<(xYc;OQSMB%H62*#FmyE_E zb14Am@4wB2#8T`SdSn2a)V=+wgs~W&sGGt_wuNP8?#_`XaldBpGXSb43|U|Or8j~w zPaUvhzs{xiJ|`lpp6sMIX`v99sV$WtfBbt$CpQiAOtP?O1shewZsVw8<5kospzVUJ zmBO+TJat!uzBZOMi#72uM!<eJ@blb1Ev8r5Ltq@(V3$sT*5_VhLgy z2Ks5`{E9M`Zn8~zmu|^v+f>wlIEy)SGPqyWQRS}g4ZU~B>nu_KE+$Q{3-6~p)~TFD z(FB+0tk)r>x~-6$CX*2rDyE?YzKuZ9;h*(>!U12j3Hs`;t!$%if$t>BrFM!$5r)@n-yxG{7Dkb>oFA#;NMy$ zF{cX}5}m7A57@HDN<{aDWu>aNv2pr`Nl)%X(JAbCH-dp$NdQ={TT_{ga7cre_S@oK zZ~=x|4+2-q#QSsG>)tBZ-{ck(dmeR{W26Ej5)@dFzk5uoT`WCyU=xLX&PR0)SA2N& z3;Sys_D%oykxmQ=-I0^CUp5PoQ#;;&B5id4{Dz!VI*+DYWtx>=Xw-KT_G@l&iUkzv zCpFs5R!2b;e`VBngJc8y0vTdeg-D1-Z$wItO)mFP%tAsDJ8B@(QKW@i4V9x*t?#2=O%u)=5aRi8DU>+4N zAvVQ>lO8THokVz68n=7+hEHX{nvKEFp6^Tjp4OJg%Vb34u-lly7SY&1XRHVyP!Nf5*-e!;|ng9jx=DiAU*Id%dzI zC`6g?&`<6L%PiH~g&+Kk(7zh90zT9bF2i;ps`g~V~d={V4i2s{kF?(ZX(d-zimIh@GbE)cX zC#NcF<7Bf^B|9BHkrSk>6PYPVZO1r}H7%3?p@Ee)r&0wkad~{o4uhi>L2@*w7T6i$ z{H~QcMaEL5$=F~!&sbE3+nz?LgnVBWS1rsIvGtScf$Kt+G3zPwe;Jxc8& zG2o46AtOOz4Ic&n?X~3z*1}};ME_4cv^)8HZTGYi5$@#NnVLlQ=5RABFv+Y6pCy## z7r7V~&X1S+Cedsa(%~lk6PS*pySPbQZ}?g?U2kznX4v+J4j$UV;GZUd~g_ zj2w1GaW;M&>$cK1Z|jrmbj3YWas%&EDs)XIjVpzx&(pA))XMWO{C?Th>^gYFEUI2i zGT8UK@7K|CUuZ<94>k?_$%7HI%b@ONS(p{fSY$$Zuh8@i;LH4s&M$HoQ2g;@K;a3d zu}~&y$;$B`q}^jRf|bP<7MfzgYm?DE2^&+(bQOPMvu)rReb|wV#!zbk4R|{Ziefnq z)y0geWhvzU@pTEij^#0}_M#4X@d!@na*PBm6*le?(NA3S0UfVA?k`I;Y3m$(m+gyO z7%?#MM_`WQ&j5CK$4DOkJ~h0!P<|i13`|(=Bh^DS)XfSyR=m1Hesovt9vQp0d& z7KZWCDjjlCp<_cIDT~!EzI@16<6FOs2r$Ggg;?E)N2?s+Iqd^Ddl!nx1X`%oiONvU z(9i1V!ESNmB8PwULv5jtepHIi1~xr?!qgCkxVrxGmona+pMd`D z8E$e88GfwW#E|%)MTGnAw-RMx0+8p`MFRQ5sf(Mpjd^pEin;>k2i&dkeAr@8a#=cSFy;&nzt88drHHg zd7~gNxPv_(Rnh&JP5QxDu`WZQ%n-Wb>mcZ6Nk$jxF-j|!z?~|PMD~3Rj+toRa2`=0 z4|SAH?6=1>Yx=!M8110rq~|TNx-8ZE)!s69~h7B z*-s0P)xSRIAW~3C^C0i3jtL)cJ?ikBXl8MkU3u8po4VAwt`2H3l!{=Ai9C)G*?4A_ z=g1Er7i_611^8Q?2rx-<6+b{@3dwx&dgXBK#aC%E)@pXy-Fw`(;0o!EtEle@oufv| zH$ua&%B6$iw=*cWp6)e<-lL;rIl&iITo_o3>_^~GlilMjP0?yUtJ%4$OB+o`FN_lg z?9u4h0-hLh1VsJ{5_7OjS4iK`CTG%D{}9Ba)&$tboRAIv4Lyq<;N(o6Oe9y5k9)T_ znqM&;X$MJZbB86LRq!>uQ(nj60)FQ9L=QH}Dd86=`K~6X%HgB0T34FLYRs~bpRa9k zO1&2<=sl*+ol+#i5H?=w)Qyjdl4kjG?~0#t1$?b`DE^lD;lo3AXPyD>24|T>Kh83O^ z-ofW!AIR^L-*Anj+kLe@66OewsKwmUci&%BdVA#V;ZShoAtoVg^dalhjOaRk5~%eu z>FBqwV*g_yiOPs@{=(Y|z@9dvV2UE|`{+~wb#|De(N8RRzm#VHtN0s7LW*rtig4~MA!NlcoT${>6W73>b639SL0UY5 z2=NT~HNyCIhq>wCY+4yh5S3*oo)rVffx)x)q^^np@mYD&e37-*WRkM7{!<|(UQs&) z)d&R5sZHIV4lAqEFq*guHHJWPbNRMDgPcgS9-%ajXTax_b=Qjn#-On{1thQ9UIg+w zrC1(0NxWPIt(C^-@$X(9k&+3Im8n4U0}RUHh2=c#?d^%@UNI>iweBF;mnEF9L(+(1}RGF&+K z6{lya_Jb2@?A>|a)msg5=)VNp#(w+2lJtJ2zY_dO(d?Jf^fzhZp$d@Y?&J1YMsamN zAc@%CNm*tZI&40N!7m*byYTef3cL}Al2R|pn#(FDabc{96 zY3?NN5{mJ^?~!D1asqP03#QqzY0$>MhXgX7J(llh9ICW%nwv7v-wKkq8`h2ZZhPka zdv<1C723Op8{hx*C%=0=RJ6`Brje`@S}3fGkuEWPYduXM)szU^+FQeNAVqj#uJk3i z`gL0BksEsLtXeY@^+BMt*$4Ea&j7I_O#4v@n$VStapQ<{)iLS$ zlI%fLI^&`JRS|UW<%`voJq#ycewNZ7=Hoi{qPU#G2gkqbm7GdfSsh8(7j1tN|2-+##;1E8l57ZSmF3@h9nh((o-)e^yx6uNb!q_4c{wA{=lOsSwpsi)njzwJ9%T!p@^N733K zs~T6K;Xz*6kN%%nG7c`mRBe+?!n5b`EME%I9bFbwvNm79bwow?4QH!x!6--$b)`~} z<)NB%6eBhrZ+1pTBkT<1RM>TR(k!plPc(5Bza_`^M^x`;ZqBDep}~f}*@G9BIoYoG zzI@HcNyriWByRf(Z*QLE;a3ualj%~&l?G;;8EFFCj^mgHwO{6?A<;cFjTK`hR#DG@ zS&}rC(Ilb9H%_MZmgBON!s`SYlwXPJ!rUVVhqD%Q3%r9rqsj36_|M`S4?7q=XiBm{ zN4Ab5oa^s^QgE|afboCzGu5mj@9FgbU-!o)3p0aV1gQ8S+elX1COgJ!Y>5$Fk2moW zRN>6RhtGfm>kW#qd;4({mx5{etB4fS4^4dkx}zjIdO9%o zUK`e>;hh-QI7heh~4yS+|u;+zO@_Kr{?epFhaQCMp5bfE_;yayeL zSqRMkvYMZ->n_9^Kb zbTW*UdS!8lj);-^o0CZ&&|*~t&gDshvWpDKL3Q6J|2&4w)*>$i?;bg2s}2o!%gU8atC zuOoxy(-!cVD*rvl0@y|I>Ua^GRtwJ=$CnS$1)ksj93t( z!2&P~GNnL`&Wuo{>`o~I)_NC^3e&D(p17eecV+zB6Xt3*w4XZame9}?@0$gy8hk6R&HNRR4b?ON0MGig7CwVX60x@o-|U{ zqA;|}t7%?@9hUds7s_@SDk96dPg4-{mh+Owph*~c!}~`kq)lMusMLzC*4rTefgQ3> zKD?J8S!x27q>645G#ID%{`;93IotQ)KaO~kySL^YcEb`T^(7S^O>4gI~)RR>&-mNVDXDk%ThL#&@(H!^)@OeA>92>vm6V-WhEf9 zlv(LEWsV2x>Nlai0?so7!gQ}=IT#tQlOJ#iXx26|jrnl+iI8ZeUnzg8_YZl>#V)P1 zw|5O=s%2OvS8v{O3mE-SlRE;=9wlj&xSe~`2GA3eEJYy#Mliy`P)|C3N{mCVbHl@G zm(J{+DjrTRibB(cLBq+%asf@Y#@nW+B^tYp^a2l17SC~=NT_&wg&dSsk5yo0Ckgk2rb-xjdRVVWID?j8K*{6t|G zH+!aQ{~6%BUCLh-84S2=g3sji0+=ZLWdzXjt9F?S{fPVpeobmNsnasuZSV z&sH+h*4q!!PF0|$AOUB}3ds#u<|173GF`(BwaY!sVX8N6@V4XG!74)^l+(c}=<`Ps zHFXl#wbdy>(=Fbs11IfV50?ek4|~T*FX#)G(m`)D+9Itz0+5SJ%qLG{WqY!{ots2a zuDtKewSDHGxV{hup%%<1$%_OBbRn(=ub+PX0k9Mj?9BKhb&9ciuvNZ2m^CAVJzEwLt3M{|o zcklLsNgOvPe=j>#>s<%a3N^PNk!h3|vfASa*P;Q|4{|9OZ$@Ti2b0w(qD!ZY&e9}N z*4NDPeqGbFcu=Z_-_Eg$^5Q+A+KzC7I46wWoj;RqAfilu7%$}%2F}MP~iJAICanJ?@C{c7KPjOl%l@@#2w0=b5 z8l|l~*rkJAJz{N$&NqkeCaw;>=+Ih8-*EPp<=KGx>cygCnM}xF?aAeVS|J0cTKzAEi9I9Lals*_~cFOK2=Ux z>`Y0%_j%5uHha`=d_1$b*tBl*T8O=iMp)Fn`JD%zFE$AxTWmyZV( zH?bV*_Mgj3)sq$+2I+77Lpn7}OSY`Pjpk7gb+^&9v;v~Kr}Y1I!y9GsHieRl9-#+P z=B#N=T_PKX)wCESz`XtnZ~N-^4P|UKe19nGRET(!WK><~WhkzU>OSYcy)5IJ$zcCk z5xAz3fZls2=QSd3ZZ^t0c&g zR8gcRjB66SoPF0WzpD<5agqTAYOr-@kgs;tCLM=*AlW(4iQ4R9v{OFKvET+Vv#Pm; z?o|q_4WO&bDIPsq(?Pj%Le%f<`f<3>iC`6~nK(Sl zACP5V3wy){7J68xg+1*M+@q{%7w%tU*#<9VKr2FVULs-FUNI2kCf!_0 zrk;t_0kZM!X><2B7M6_Nohz(*)@FZsHJ{(&d?0BqF|9uT79vUx#xzX-c3k85yY7Lv zyL))tT2V^JK6}&TXM~QB8l#Zr{mfz>X3>ef9L? zu)pjKgJpC{2jjQ2UBx)FxVv5xk@u@Bq%s!;){M&*T8>b&Y!$R+q4ey;GNwlTc4I&S zu}8t{2d$P0!pcR{x1KA{jw19v2>vDDG-5L&Ru96q zmi{qn3qJt4X7=s8%_NlrM^2FhO{sdp>n2u+m7)-ov6Ab7!KUoBbr({cA-^+F2$zd# z4IB}bE+oFuGMVN}sdDCTvqeH0EY*8hP(0(#BUil)UP zNUEd}R>UvtaZ&H~kztU81;Vej+~%ITO^a z_kI(LnCo?2vuE?gW0%mkoP9}n{b}3e1mH~Lw#NJ&jKfxyx_o{bt%Ai*==|7RRw?@z z^xK!^cq6doX?YNB6-_>hDR1Td@91>Q=+2J1R+Ug9fSXm@pS6+%905yIH^Cel(r{o9 zfv-Lc;BiU6Uu`wID4h%0y%9kvuD2^t0Jt4B72ga=EB3zG%=NV09`ljt%;|Gcn&uqO zB&{F|{N?S)J!5F2+_G`x^mCkjA{T$Pv*Y0Y32aKultG-|-Tq0(ETg?O&c0N`D--MV zes<{ryg+GSKc`=EGxwxZKcY$|^(b9yDHP$k&wQC;lp4&a<)i--6=PB6(C{v$TRE$$GjnM(G$KgjLwT zX$z->1u&bj_g^Z?j<3bN9bR*d6xCqR)|3mq=;KF8SO0UCn18YC29EBh1;SF)V zEF3`>XG+79pEUhR+<#tiY-yjAQGbGb1~g+a=k(Y4A!hd_`Pb({^+epg`;NK`>ZO=G z5LJa`=76&$XFKm$-W~ZiW12x(}}oX`%(EQ-)hj1mb9RE7+i3k~4u^B{0^uKl}gT z^|N!d^BN~4&>%u~8ph0pFoB$EvaI`Qpv%ss!s#@jrZh$HcMkrtFe`nIq!g3AA@Fa_ zx0*JFp}m;D(6n>B_@#3k2*oT&b<@qT&;@kY9$m4X0m4}i-3hingT!~{ z6cOBiXG6{V#Qszq*^H;FY8m{8p4GB7Lo5I>#%64i;+8(Q3xK|O1iUXgPqb8%`DYr5 zM6&ZT8@zIk7N+bUwcbZ(DPM#q7t*yU*~Cn+Gg-GV;o6n-OcWclKKI0Vr zA-{+@RLjsSYKbl2RP6G+BD-rXw*0oobXm8eBD^%848SI!HSKKgG<8huRCAF{8+v4P z`)e-F>I?G%jQ8J(4mYIj7}cH2I;w)Pb?qCo`jxs@{-f~HjZewf;vD=M#KUBLF=7Pk zT?}&xfp%5)U#W0Z_NF)jg|lMrr4cI9ANQ9>J@m>eo_p{Si_`vg-K&!OW^6uzD)d#%y*iV@A=Yh& zADL+*y671!?E88Ge4Xm^(EL$l`IH$9)I)2jXNN+}I4wq3U zd8p!zi~FeN81MdG}szWtFTb^O$s*NuNt!)pWAK$YWekU=?P`lCt>0b zYF1i*Tn~R<#89<;td#epuK;W*fdS6y&SnHw*=v@nNxT6^ShYI+u(z)|Jrn$6=C?b~ zszqQo@OGd@jd{S|EewAsW;j+4_XC37nT22ppVM`?zLeo$lChDYHTQQ%%D#Ff znK%@?1#s0HndwL36|db7dcQ-x5;KeG%9GZ$Hz4K^trFd8uJJD(4hx8Iwb?>bElIa@ zaXZR$$6(Il)`AM|B@0I5z!JHmVbMjCEP1Xf`q9>X`rWSVA0h(mJ%4Wf%u?Q#-jeuc zozy5ElyQs?v0CJ}>;_Kai}z~6)YY+1S=rgCRCQUH>$IX*?fKnK6&1goyLuzsp{o;@X~bx-qR_c` znMsWAfYs-7=R`6wdKY{Z>VeogAwtAfH3y&5<8Rxjha_Pc4O*7&>HH?H>)jSC8hU9n z8qWmd8!@GC@YRrzGbT-jatzmiT2@zmJ9Gz!Ab~CHUy0mO3V6qJ-76*@020J^z1^U!+?SeN}z9J9T6IGWk z>1KdY!QzXIAL^4SW)w3*1vl~)i)0W*YybpD1=d;!>ZoU{6B~JFOJw+&0I_dG{g*`m ztu3TR-`S_PS_$H!YDa_{8k5vhQ^a_270{(CzdWj?S!q+@oF0=gDr1X$>qyrqdt{}= z6*iKIhs69qsA(BD8O$*v(rYHH3*9f`)+Lv1QCw(_oaGpLz?Vt} zjPaFtuS_%4|2|+p;Va+O;>xmTCPmI$qEjxGZ=~^%r~VoTqDOy>KZ0;^xE1}7ycehE z>(h_JzKNEBY4;^5S?bA{Wz2Sov4TR2njkDkptagp^z5^+rFlu|`E9oHzggI7swZgx z{S0M)dPKZ3T2HB|RyOIWie+=icS#9(2C@FFubHU=5Dp9pgG;eltiss=aO^%+({0UjBp%;qPyoV41h_kxTa7zXqN zh7C|)2&bz4cM3~qQ0MUvm-_2qD*GQVumr1?o94o>I*pbK2PcqLkF$Lgg^U%w*Rq8E zrwp*3BqUe`tjh5YHs;~n@+ExWPPKX9a(u%TdMUc;kjcHa<- z1TFIof|$iMvaKp@jo &E*#=6{0MI%NeyNxpC&s>TE6_9DG0#fM`ECzFsZ5k znN7ZkbqVJWl)d}C24__os|7;3T!OS zT*e#tHfeCF)`XqGltTVF1x=e&3hZ>^LzN;mLxMar6ZkQO!Q%|E$r;!MZjAVOGB1ARO2z@ zxI1B|FCoV=o*!4PYosQB{n-I>0%{_hH5X#rI#m$=Coj5`uL3m)E7);HokFkW33-pa zch{kZdstMjB=9Ma2YoOeS|7s9xaBVIy5svyLlL3(Cfi~hPQOauHipm@$w&rs6|fgP zE4xCZ(T>IXdo$`dB8_OMBeWoQ!W ziK3uq|2&u08axj}De1|YTp~8D-=3%0TSCjqX zGa*59KCk7kV}+zip9=2eo*AKuqlY>#VG&DWfA_CLfv zhBb1Al}jd?4A=!%Ju;lbouzUfPwI|dv-hXFXa5ysc%3xkOVdNS>=cqjYAJ)dVQ5Osu_oEIp|!QLmN8QdUeD z(GJJEx-0B^WxVT;q-W9T`!K^~#gK6sumb)kdq}m)VdNI&>AmvYE#+^!V3j+CK*ywnma7X^O11}arjp&=5y2!3O}gcYH4>}FfTwd%&_NS@+Ej7%^V0tS=d|=V literal 0 HcmV?d00001 diff --git a/movement.py b/movement.py index e726f90..27aee02 100644 --- a/movement.py +++ b/movement.py @@ -2,7 +2,7 @@ import joblib from sklearn.calibration import LabelEncoder from agentActionType import AgentActionType import time -from garbage import GarbageType, RecognizedGarbage +from garbage import Garbage, GarbageType, RecognizedGarbage from garbageCan import GarbageCan from turnCar import turn_left_orientation, turn_right_orientation from garbageTruck import GarbageTruck @@ -14,6 +14,12 @@ import pygame from bfs import find_path_to_nearest_can from agentState import AgentState +import tensorflow as tf +from keras.models import load_model +import keras.utils as image +from keras.optimizers import Adam +import numpy as np + def collect_garbage(game_context: GameContext) -> None: while True: @@ -30,11 +36,12 @@ def collect_garbage(game_context: GameContext) -> None: pass def _recognize_garbage(dust_car: GarbageTruck, can: GarbageCan) -> None: - loaded_model = joblib.load('machine_learning/model.pkl') + tree_model = joblib.load('machine_learning/model.pkl') + optimizer = Adam(learning_rate=0.001) + neural_model = load_model('machine_learning/neuralModel.h5', compile=False) + neural_model.compile(optimizer=optimizer) for garbage in can.garbage: - attributes = [garbage.shape, garbage.flexibility, garbage.does_smell, garbage.weight, garbage.size, garbage.color, garbage.softness, garbage.does_din] - encoded = attributes_to_floats(attributes) - predicted_class = loaded_model.predict([encoded])[0] + predicted_class = predict_class(garbage, tree_model, neural_model) garbage_type: GarbageType = None if predicted_class == 'PAPER': garbage_type = GarbageType.PAPER @@ -50,6 +57,35 @@ def _recognize_garbage(dust_car: GarbageTruck, can: GarbageCan) -> None: recognized_garbage = RecognizedGarbage(garbage, garbage_type) dust_car.sort_garbage(recognized_garbage) +def predict_class(garbage: Garbage, tree_model, neural_model) -> str: + if garbage.img is None: + return predict_class_from_tree(garbage, tree_model) + return predict_class_from_neural_model(garbage, neural_model) + +def predict_class_from_tree(garbage: Garbage, tree_model) -> str: + attributes = [garbage.shape, garbage.flexibility, garbage.does_smell, garbage.weight, garbage.size, garbage.color, garbage.softness, garbage.does_din] + encoded = attributes_to_floats(attributes) + return tree_model.predict([encoded])[0] + +def predict_class_from_neural_model(garbage: Garbage, neural_model) -> str: + img = image.load_img(garbage.img, target_size=(150, 150)) + img_array = image.img_to_array(img) + img_array = np.expand_dims(img_array, axis=0) + img_array /= 255. + + predictions = neural_model.predict(img_array) + prediction = np.argmax(predictions[0]) + if prediction == 0: + return "BIO" + if prediction == 1: + return "GLASS" + if prediction == 2: + return "MIXED" + if prediction == 3: + return "PAPER" + if prediction == 4: + return "PLASTIC_AND_METAL" + def attributes_to_floats(attributes: list[str]) -> list[float]: output: list[float] = [] if attributes[0] == 'Longitiudonal': diff --git a/startup.py b/startup.py index 6cc7222..25f1cee 100644 --- a/startup.py +++ b/startup.py @@ -36,12 +36,19 @@ def create_city() -> City: streets = create_streets() trashcans = create_trashcans() bumps = create_speed_bumps() - garbage_pieces = create_garbage_pieces() + garbage_pieces = create_garbage_pieces_witout_imgs() garbage_pieces_counter = 0 for s in streets: city.add_street(s) for t in trashcans: - for i in range(4): + for _ in range(4): + t.add_garbage(garbage_pieces[garbage_pieces_counter]) + garbage_pieces_counter = garbage_pieces_counter + 1 + city.add_can(t) + garbage_pieces = create_garbage_pieces_with_images() + garbage_pieces_counter = 0 + for t in trashcans: + for _ in range(3): t.add_garbage(garbage_pieces[garbage_pieces_counter]) garbage_pieces_counter = garbage_pieces_counter + 1 city.add_can(t) @@ -50,16 +57,21 @@ def create_city() -> City: return city -def create_garbage_pieces() -> List[Garbage]: +def create_garbage_pieces_witout_imgs() -> List[Garbage]: garbage_pieces = [] with open('machine_learning/garbage_infill.csv', 'r') as file: lines = file.readlines() for line in lines[1:]: param = line.strip().split(',') garbage_pieces.append( - Garbage('img', param[0], param[1], param[2], param[3], param[4], param[5], param[6], param[7].strip())) + Garbage(None, param[0], param[1], param[2], param[3], param[4], param[5], param[6], param[7].strip())) return garbage_pieces +def create_garbage_pieces_with_images() -> list[Garbage]: + garbage_pieces = [] + for i in range(1, 22): + garbage_pieces.append(Garbage('machine_learning/photos_not_from_train_set/' + str(i) + '.jpg', None, None, None, None, None, None, None, None)) + return garbage_pieces def create_streets() -> List[Street]: streets = []