From e310aa502cff82c3d459cfe4355b5f41707cdaad Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Pawe=C5=82=20Sk=C3=B3rzewski?= Date: Wed, 17 Mar 2021 11:29:33 +0100 Subject: [PATCH] =?UTF-8?q?Poprawki=20do=20materia=C5=82=C3=B3w=20o=20wykr?= =?UTF-8?q?esach?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ...2_Wczytywanie_i_prezentowanie_danych.ipynb | 49 ++++++++++--------- 1 file changed, 26 insertions(+), 23 deletions(-) diff --git a/lab/02_Wczytywanie_i_prezentowanie_danych.ipynb b/lab/02_Wczytywanie_i_prezentowanie_danych.ipynb index 6b885da..d498310 100644 --- a/lab/02_Wczytywanie_i_prezentowanie_danych.ipynb +++ b/lab/02_Wczytywanie_i_prezentowanie_danych.ipynb @@ -315,6 +315,7 @@ "metadata": {}, "outputs": [], "source": [ + "# Trochę jupyterowej magii, żeby wykresy wyświetlały się bezpośrednio pod kodem, który go wywołuje\n", "%matplotlib inline" ] }, @@ -346,7 +347,7 @@ "# Zobacz też: https://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.plot\n", "\n", "plt.plot([1,2,3,4], [1,4,9,16], 'gx') # \"gx\" to kolor i kształt znaczników - tu: zielone (Green) krzyżyki (x)\n", - "plt.axis([0, 5, 0, 20]) # opis osi wykresu\n", + "plt.axis([0, 5, 0, 20]) # opcjonalnie ustawiamy zakres osi wykresu\n", "\n", "plt.show() # pokaż wykres" ] @@ -384,14 +385,14 @@ "y = data_array[:, 5]\n", "\n", "plt.plot(x, y, 'ro') # \"ro\" - czerwone (Red) kółka (o)\n", - "plt.axis([0, 600000, 0, 100]) # opis osi wykresu\n", + "plt.axis([0, 600000, 0, 100]) # opcjonalnie ustawiamy zakres osi wykresu\n", "\n", "plt.show() # pokaż wykres" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -427,7 +428,7 @@ "# y = np.sin(2*np.pi*x)\n", "# y = np.sqrt(x)\n", "\n", - "line = ax.plot(x, y, color='blue', lw=2) # \"lw\" oznacza grubość linii (Line Width)\n", + "ax.plot(x, y, color='blue', lw=2) # \"lw\" oznacza grubość linii (Line Width)\n", "\n", "plt.show() # pokaż wykres" ] @@ -441,12 +442,12 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 67, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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hsAJWZaUVwkKDV3DKzdVmx+1sbs56n0PDU+jU22sNiL6ewsLIlc/qaigp0fc/YMsqVyLiBI4CfcaY6+L9fEoptetlZ8PFF1vTaktL1snFwbDV1RX+pdvfD2fPWlM0aWnWF+xGU3GxDi0WKz6f1afa4ODG0+TkxvvLywsP0Hv3hgco7RrkWUlEs+B7gBNAfHvyUkoptbHkZNi/35oiWVqyAla0ikd3t9WhamenNW0kN9cKWoWF1hd6Xp5133rz7GyrgrYTGWNdpDAxYZ27FJyHLofOg4FqeHj9imOo5OTwquPqCmRFhXZmG2dxDVciUg68ErgLeF88n0sppVQMJCdbJ71XVUVfZ2bG6jx1owrK0JAVECYmrCFLNkvEGgc2O9u6kiw4padHXg69nZZmXZnmcq3MQ5cj3SdiXbHp84XPoy37fFazmsdjNcF5PGuXIz02PW39LSJ1jrkZBQWbqxjm5u7ccHqBiHfl6vPAXwNaX1RKqZ0iM9OaamvXX8/vtyowQ0NW5WWz1ZqpqZVQthOlpW1cxQsu5+dbgamoSC80uIDELVyJyHXAsDHmKRG5cp31bgVuBaisrIzX4SillEo0h8OqthQUWH0abZbXa503NDW1+cpQ8Pb8vFVZilZxinSf37+2mrVRtSspKXpVLdrtzEwrMG2jHsZVfMTtakER+SRwC+AFUrHOufqRMebmaNvo1YJKKaWUulBEu1owbo2yxpgPGWPKjTFVwA3Ab9YLVkoppZRSO4Ge8aaUUkopFUMJ6aHdGPM74HeJeC6llFJKqa2klSullFJKqRjSsQXVtrLsW8az7GFueQ7PkgfPsgfPUuB2YHn144veRXzGh9fvxee35l6zshx8LPRxAJfDhdPhxOVwWcviXLlPXGGPO8VJiisFd5Ibd7Kb9KT0iMvupMDtwHKSUy+dVkqp3UbDlYo5YwxTi1OMzo0yPj/OxPyENV+w5qHLqx9b8K4zWOgFKNWVSm5qLnlpeeSmWfO8tLyV+yI8VpBeQHZKNqJjdyml1AVJw5XatPnleYY8QwzODm44Lfo2GBQ0Cqc4N6wGra4apThTSHImhVeeVlWjVlehgLXVrpAq1+r7ln3LLPmW1lbSIlTWQpcXvAsMzA4wMDtwTn+HFGcKJRkla6Zid/Ga+9KS0s7rb62UUio+NFwpABa9i5ydPkvPVE/4NN1D71Qv/TP9TC1ObXp/mcmZFKQX2NWYSFWaSFWbNFfajqnYGGOY985HrNAFb4fdF5iPeEaYWZqhe6qb7qnuDZ8nKyWL0sxSKrMrqcyqtOaBqSK7gvKsclJd2mmhUkolioarXWJ2aZYzE2foGO+ge6o7LED1TvcyODu44T6SHEkRqymRqivuZHcCXtX2JiKkJ6WTnpROeVb5OW3rWfJsuko4vTjN9OI0J0dPRt1fsbs4PHRlVVCVU0VNXg3VudVkJOsgrkopFStx66H9fGgP7efPGMOwZ5iOiQ46xjus+USHHaiGPEPrbu8UJ2VZZStfwFlW1SN4uyyzjLy0vB1TVdopjDGMz4/TP9O/puLYM2VVHc9On8VnfOvup8hdRE1uDTV5NdY8sFydW02xu1jfd6WUiiBaD+0ari4gxhhG50ZpG2ujbbSNtrE22sfb7QDlWfZE3TbZmcy+nH3U5NWwL2dfWBWjMruSkowSXA4tZO5EPr+PgdmBlUrlVC/dU910TXbRMdFB50TnuufIuZPcVOdWU5NXQ21uLXUFddTl13Gw4CAF6QUavJRSu5aGqwvIoneRjokOO0C1jbVxcvQkbaNtTCxEHyU+JzUnYvWhJreGsqwyHKLdmqm1/MZP33RfWNXzzMQZ+/Z6/+ZyU3PtsFWXX0ddgRW6anJrSHGlJPBVKKVU4mm42oamF6c5MXKClpEWWkdaOTl6kpOjJ+mc7MRv/BG3yUzODPsyO5B/wG6+yUvLS/ArULvBxPyEHbTax9vDwv7M0kzEbRziYF/OPits5R+koaiBQ4WHOFR4iKyUrAS/AqWUig8NV1toamGK1pFWWkda7SDVOtJK73RvxPUFYV/uvrBqQLAZpiSjRJth1LZgjGFwdtBupj45etKutHZNdkX9gVCeVU5D4UrYCi5np2Yn+BUopdSzo+EqAWaXZmkZbqF5uJmW4RZaR1tpGW6hb6Yv4vrJzmQOFhy0v1zqC+qpK6ijNq9WL51XF7RF7yKnx0/b1djQ6my087vKMsvCAldTcRMNhQ1kpmQm+OiVUmpzNFzF0LJvmbaxNo4PH6d5qJnm4WaODx+nc7Iz4vqprlQOFhwM+5XeUNjAvtx9ehK52lV8fh9nJs6sqeKeGD0RtXf+qpwqmoqaaCxqpKmoiabiJg7kHyDZmZzgo1dKqXAars6DMYaeqR6ah5vDQtTJ0ZMs+5fXrJ/kSKK+sJ7GokYaCxvt80z25ezD6XBuwStQ6sLg8/vomuyyQ9fx4eMcHz7OidETLPmW1qyf5EiirqBuTejam71Xm82VUgmj4WoD04vTdoA6NnSMY0PHaB5uZnpxOuL61bnVaz7Y9+ft14F6lYqhZd8y7ePtdpX4+Ig1PzNxBsPaz66slCzr/2NRE4eLD3O4+DCNRY16PpdSKi7OO1yJyF8B3zXGRL8eO0YSEa68fi+nx0+HBahjQ8fomuyKuH5heiGHiw+vBKniJg4VHtIerZXaQp4lD60jrXY1OVhdjtZZ7t7svXbYCgav/fn7tVleKfWsPJtwdSdwA/A08DXgQROnclc8w1XPVA+v/v6raRluiXhCbYozhUOFh+wP4OCHcHFGcVyORykVe0OzQ3bQOjZs/YBa7/98Q1FDWJXrcPFhitxFW3DkSqkL0bNqFhTrJIY/A94EHAH+DfiqMaYjlgcZz3C14F3A/Qk3fuO3f8WGfqjqr1ildiav30v7WHtYk/+xoWNRB8UudhfTVNzE4aKVwFVfWK9X8Cql1njW51yJyHOwwtUrgN8Czwd+aYz561gdZLybBY/2H2V/3n49/0IpxdTCFMeHj685RSBSx6hOcXIg/4D9o6yp2DpNoCqnSkc+UGqbGPGM2KcJHB8+zj+8/B/i/n3/bJoF3w38L2AUuAe43xizLCIOoN0YUxOrg9xuVwsqpXYXYwzdU91W2AppWjw1dipip6juJLfdtBh6XqY2LSoVP54lj31VceiFLqvPuXzkTY/wwsoXxvVYooWrzbSDFQCvMcaE1dCNMX4RuS5WB6iUUltNRKjKqaIqp4r/Ufc/7Pvnl+c5MXqCZwafWTmBfriZwdlBnuh7gif6ngjbT5G7yL6SuLGokcaiRh36R6lztORbon2s3e6aJViRina1sDvJHd41S87eLThqS9y6YhCRCuBbQAngB+42xnxhvW20cqWUupCMzo2ufPCH9IUXbczF0KF/QocA0lMV1G626F2kfbzdGtkkpIPh9vF2vH7vmvVdDhcHCw6GdYfUWNTI3py9CW+mT3g/VyKyB9hjjHlaRDKBp4DrjTGt0bbRcKWUutCFdj4c/LXdMtyy4dA/DUUNHCo4FDbIdU5qToKPXqn4WfAu0D7WbocnO0SNteMzvjXrB8fZbShsCGt2304jNGx5J6Ii8p/AF40xv4y2joYrpdRO5fV76ZzoDPtSaRmxQle0oX+K3EVrBnCvK6ijOrdar25W25IxhoHZgTWDubeNWgO6R2rOE4SavJo1Q8TVFdSRnpS+Ba9i87Y0XIlIFfB7oNEYE7nLczRcKaV2n+DQP6GBq2W4hbaxNuaW5yJu43K4qMmtoa6gjoP5B+3gdSD/AAXpBToEkIo7z5KH9vF22kbbwgLUqbFTUZvFneKkOrd6TZW2Lr+OtKS0BL+C2NiycCUiGcBDwF3GmB9FePxW4FaAysrKS7q7I/c9o5RSu4nf+Omb7rO/tEKrAD1TPVG3y0zOpCavhprcwBRYrs6tpiK7QitealOMMYzMjdAx3kHHRMfKPLAcbTQEgPy0/JVKa6DaerDgINW51dumOS9WtiRciUgS8GOsXt0/u9H6WrlSSqmNzS3P0T7WvhK8xk7SNtpG+3h71PFQwap4VeVUhQWv6txqKrMrqcyuJD8tX6teu8js0iy9U730TPXQNdkVFp46JjqYXZqNum2yM5nq3OqIzdYF6QUJfBVbaytOaBfgm8C4Mea9m9lGw5VSSp0/Ywxj82P2l+OZiTNhX5b9M/3rbp/mSqMiu8IKW1mVdugK3leRVXHBNt/sNl6/l4GZAXqmeuiZ6qF3utdeDk4TC+sPGZydkh2xClqTV0NZZhlOhzNBr2b72opw9SLgYaAZqysGgA8bY34abRsNV0opFT9zy3N0TnSGBa6uyS77y3dyYXLDfRSmF1KeVU5JRsm6U2ZyplbB4mDBu8DQ7BCDs4NrJ48175/pp2+6L+IVeKFSnCl2eN6bvXdNM3JeWp6+hxt4Np2InhdjzCOAvitKKbVNpCel01DUQENRQ8THpxen7WaiSNWOs9NnGZkbYWRuZMPnSnOlhYWtwvRC8tLyyEvLIzct15qn5obddie5d9WX+aJ3kYmFCcbnxxmfH2di3loO3jcxP8Ho/GhYgNpMAA7ak7FnTSXSvp1dSWF64a76eyeSntmolFIKgKyUrHXDl9/4GZod4uz0WYY8Uaons4MMzA5YVbLJTjonOzf9/EmOpLDglZ2ajTvJjTvZjTvJTXpSun07dNl+LNlNmisNp8OJy+HCKdbc5XCte58geP1efMZnzf3WPPS+0Pt9xseidxHPsoe55Tk8S541y56lwO3llcemF6fDAlS0q0HX43K4wquE7rVVwz2ZeyjLLCPFlXLO+1exoeFKKaXUpjjEwZ7MPezJ3LPhurNLs3bYGpodYtgzHFaRGV9YW62ZW55j2DPMsGc4Aa9m660Ok3YVL3Wlwpeflh8WnHLTcnWw8AuAhiullFIxl5GcQW1eLbV5tZveZnUz2dTC1Er1J7QSFFopWnV7fnken/FFrD5Fq0gBdkUrWM0KrXJFui/JmRS1qhZaSQuttGUmZ+7qZtDdRMOVUkqpbSHFlWJXaBLJGKMhR8WU1haVUkrtahqsVKxpuFJKKaWUiiENV0oppZRSMaThSimllFIqhvSEdrVtGWNYXPLimV9kbmEJz3xgmgu9vcjikhef34/X58fns+ahy9bcF3YfgMvpwOl04HI6cDmd9vLKfSvLToeDlGQX7rQU3GnJpKcm4063lu3baSmkJLv0/A2llNrlNFypuDHGMONZYGJ6jvGpucDcw/j0ynLYY9MepmcX8MwvBcLTIn5//AYWjweHQ+yg5U5LJisjldzMdPKy3eRmpZOXHbKclR64b+WxTHeqhjOllLrAabhS58QYw9TMPINj0wyOhkxja5dHJ2fx+fwb73QdyUmukMqQFVrS05LDKkYpyS6SXE6cjtWVJ2fkKpTTag33+aJVu3z4/AavN1Dt8vtZ9vpYWvbhmV+0wt/8SuVsJQwusbTsZXZukdm5xfN6vU6ng4KcDEoKsijJz7LmIcvF+ZmB+7LJyUzTIKaUUtuQhitl8/v9DI3N0DMwTs/ghDUfGKd3aIL+4Sk7NC0ueTe9T3daSki1Jo28rJUqTXjVxk1eVjpZGalWgAqEKZfrwhp13ev1hTVZTs8uRKjUeZiYng9U8VaWJ6bnmJ1bZGhsmqGxaZ7Z4LmSk1x28CotyqayJJfKPXnWVJJLRUkuJQVZOBx6aqVSSiWShqtdZGFxmc6+Ubr7w8NTz+AEvYFp2bv+KOoAme7UqJWV0OWC3AySk3bXPzGXy0lWRhpZGWnntf3SspfRidmo1cDQ5RnPgv0eRpPkclJenGMHrmD4qijOpaosj31lBaSmJJ3vy1VKKRXB7vrm2wXGpzx09I7Q0TtKR+8IZ/pG7eW+4SmMWf8cpoLcDPtLuKIk114uLcxmT2E2xfmZZKSnJujV7D7JSS5Ki3IoLcrZcF3P3CJD4zMMjEzRPzIVFpaD89GJWTr7xujsG4u6n7KiHGoqCqipKKSmPDAP3M7NStemR6WUOkey0ZdtIh05csQcPXp0qw9j2xudmKWta4i2riFO94zQcXYlTE3OzEfdzul0sHdPHvvK8iNWMipKcklPS07gK1HxNje/xNmhiTXNvN3943T1j9PVP7bueW/puToAACAASURBVHHZmWlhgau2opC6qmIO7iuhIDcjga9EKaW2HxF5yhhzZM39Gq62p6VlLx29I4EQNczJzkF7eXzKE3U7d1pKoOpQQE35SgWipqKQiuJckpIurHOYVHx5vT56BicC1c5ASD87wpmzY3T0jqx7Yn5etpu6qiLqqort6eC+YmoqCnddc7BSanfScLVNTU7P0XpmgNaOQTtAnewaorMvekUhIz3F/jI7sLeImooCqgPVhaK8TG3GUTFhjGFkfDZQGbWCV3vPsPVvtHMoavByOh3sK8tfCVxVxTTU7uFQ9R5ystIT/CqUUip+NFxtsYnpOVo7BmjpGKC1Y4DWM9Zy//BUxPVFhKrSvDVVgbqqYvYUZmuAUlvKGMPAyJTdPN3WFQxdg3T1j0c9t6+0KJtD1Xs4VF1CQ22pPc/V0KWUugBpuEqQyek5jp/ut0NUS8cArWcGGRiJHKJSU5Ko31fCoZoS6veV2Oez1FYW6lVc6oK0sLjM6Z4RO2yd7Bqi5fQAJzoHWVhcjrhNSUEWDTV7OFQTCF41pTTtL9VKl1JqW9NwFWMLi8uc7Bykub2f5vY+jp8eoLm9j7NDkxHXT0u1QlTwCyQ4ryrNtzu1VGon8/n8dA+M03K6n9Yzg/b8xJlB5haWIm5TXpxDY60VtKx5GfXVJfrDQym1LWi4Ok8+n5/OvtFAiOrn+GkrTLX3jEQ8Jyo1JYmGQHgKDVJ7S/O0M0elIvD7/XT3j9vnHrZ0DHD8dD+tZwaYX1hb6XI4hP2VRTTtt8JWY+0emvaXUV1eoD9UlFIJtSXhSkReAXwBcAL3GGM+td76Wx2uxiZnaW7v59ipPo6d6rPDVKRf1aEf8KG/rGsqCvUDXqkY8Pn8nDk7GlYZPn66n1PdwxHHnExLTaKxtpTD+8to2l/K4QNlNO0v0y4jlFJxk/BwJSJO4BTwcuAs8CRwozGmNdo2iQpXS8teTnYO2gHq2Kk+jrX3RT25vKwoJyxENe0v4+C+YtJStU8opRJtYXGZE2cG7SryRk3ypUXZNNWWcfjASuA6uK+YlGRtWlRKPTvRwlU8O6N5HnDaGHMmcADfA14FRA1X8TQwMsUHPvMjmtv7ONE5iNe7tkkvPTXZ/sVrfQhbQSov270FR6yUiiQ1JYmL6yu4uL4i7P6J6TmaAz+Ugj+cmtv76R+eon94igcfXfnocbkcHKwqsf+fHz5QxuH9ZZQV5+iVuEqpZy2e4aoM6A25fRa4bPVKInIrcCtAZWVl3A4mIz2Fe3/6ZPA52b+3iKbalSB1+EAZ+8ry9bwopS5QuVnpvPjIfl58ZL99n9/vp7NvbE2V+nTPCMdPW83+q/dhB6791udCQ+0eHfJJKXVO4tks+HrgGmPMWwO3bwGeZ4x5V7Rt4t0seO9PnqS2spCGmj2401Pi9jxKqe3NM7dIS4fVnHjMrnb1Rx39oKai0GpW3G81Kzbt1/MrldpujDEMjk7bpwu84/VXxH1It61oFjwLhNbty4H+KOsmxF++8tKtfHql1DbhTk/heU1VPK+pyr4v2DGqfUHLaavSdeLMoD080H/8+hl7/dSUJA5Vl9hhK3hOpnbyq1T8Tc/OB6rP1o+k4AVoY5MrP5BefEktRxr2bsnxxTNcPQnsF5F9QB9wA/CXcXw+pZQ6byJCaVEOpUU5vOJFDfb9S8teTnUNc+xUH8+cOhs4kb6f3sEJnj7Ry9MnesP2k5fttruHCIauxtpSsjPTEv2SlLrgLS4t09Y1xPH2AZpPr4So7v7xiOtnZ6bRFPihk7GFLVTx7orhWuDzWF0xfM0Yc9d66291VwxKKbVZUzPza65YbG7vZ2J6LuL6ZUU5HKqxep+3hv3R8RaVClpYXOZU95Dd111whJPTvZH7lExJdlFfXRIIUmV25TjRF6VoJ6JKKRVnwabF1SM3tJ6JPvTPnsJsq8Ph6pKw0Rv0KmW1EwVHN7FClDVKQ2sgREXqv87hEGoqCmmqDelTcn8ptRWFuFzOLXgF4TRcKaXUFvH5/HT1jwUGbd/c0D/F+VnUVRWFDd5eV1XMvrL8bfGlolQ0wRPLg+OLBgd2b+saoqt/LGqIqq0otCu6wR8ZdVXF23q4Kw1XSim1zYQO/dNyOhC8Ovo5cWYIz/xixG2SXE5qKgrsQd6t0GWFsPwc7Y1eJc7c/BLtPSvBaWUaZsazEHEbp9PB/spCK0CFBKkDVUUXZMe+Gq6UUuoC4ff7OTs0ueZL62TnEL2DE1G3y8t2U1NRQE15oTWvKKSm3JrvKczSfvzUOZuYnrOvlu3oHaXjbGDeO0Lf8BTRMkRetntN5fXgvmJqKgpJTorntXSJpeFKKaV2AM/cYki1YDis6SVatQusriP2leXbYSsYvqrLC6goztW+/3ap5WUf/SOTdPWP2aGp4+yoHaaiXaAB1kgHNeWFYdXTYDV1t4zpqeFKKaV2sOB5LqEVhjNnR+0vzJGJ2XW3z89xU1mSR0VJLpV7cqksybPme/KoKM5lT2G2dpp6gTHGMD7loWdggt7BCXoGx+kZGKdncIKegXF6ByfoH5mKeA5UUHpq8poqaPB2ZUkeSUm7+/w/DVdKKbWLTc/Oh4WtYHWiq9/6kl1a9q67vcvloKwoh8qSPMqLcygpyKIkP8uaB6f8bPJz3BrC4swYw/TsAoOj0wyOTVnz0WkGx6x5/8iUFaIGJqJeMBEkIuwpzGLvnrywAFVdXkBNRQHF+VnaKe46tqKHdqWUUttEVkYaFx2s4KKDFWse8/v9jEzM2l/IVoUjtNoxwdDYNN3941E7bwxyOh0U5WWGB6/8LArzMsjLcpOXnU5uVjp52e7APP2CPJE5lrxeH5Mz80xMzzE+5QnM55iYmWN0YjYsOAWXo3XtsVpWRupKFXJNZTKP0qLsHXUO1Hahf1GllNrlHA4HxflZFOdncWljVcR1FhaXOTtkBa6zQ5MMjU1H/NIfm/QwMDLFwMjUpp8/LTWJvKyVsBUMXtkZabjTkgNTCumpIcv2/eGPpaUk43RK3E7eN8bg8/lZXPLimV9ibmEJz/zimmX79tzKY9OehYgBampm/pyPIyM9ZW31MLC8pzDbDlI6MsDW0HCllFJqQ6kpSdRWFlFbWbTuekvLXobHZuzQFQxhw+MzVqCYnrMDxviUtTy/sEzfwiR9w5MxO14RwekUXE4nLqcDp9NhzR0OXC4HLqcTp0NwuZwI4PX58fn9eL2Buc+P1+vD5zd4fT77/vXOT3o2x5qTmRYIldbcCptp5OdkrAlRxfmZZKSnxvw4VOxouFJKKRUzyUkuyktyKS/J3dT6xhg884srlZyQ4DU1Ox+oBlkVIXt5LrRSFF45ml9cxufzY4zB6zV4vWuHTnm2nE4HSS6nXTVzpyWHVdWi3c50p4Y1i65U6FK1m4wdRsOVUkqpLSMiZKSnkpGeSkVJXsz267erTyuVKJ/PH1aFCt7nNwaXM1DN2qDa5XCInuCtNqThSiml1I7jcDhIdjjY5efKqy2idUillFJKqRjScKWUUkopFUPbqhNRERkBuuP8NAXAaJyfQ50/fX+2N31/tjd9f7Y3fX+2t/N5f/YaYwpX37mtwlUiiMjRSL2pqu1B35/tTd+f7U3fn+1N35/tLZbvjzYLKqWUUkrFkIYrpZRSSqkY2o3h6u6tPgC1Ln1/tjd9f7Y3fX+2N31/treYvT+77pwrpZRSSql42o2VK6WUUkqpuNFwpZRSSikVQzs2XInIK0SkTUROi8jfRHhcROSfAo8fE5HnbsVx7labeH9uCrwvx0TkURF5zlYc52610fsTst6lIuITkdcl8vh2u828PyJypYj8t4i0iMhDiT7G3WwTn2/ZIvKAiDwTeH/etBXHuRuJyNdEZFhEjkd5PDbZwBiz4ybACXQA1UAy8AxwaNU61wI/AwR4PvD4Vh/3bpk2+f68AMgNLP+5vj/b6/0JWe83wE+B1231ce+WaZP/f3KAVqAycLtoq497t0ybfH8+DHw6sFwIjAPJW33su2ECXgw8Fzge5fGYZIOdWrl6HnDaGHPGGLMEfA941ap1XgV8y1j+COSIyJ5EH+guteH7Y4x51BgzEbj5R6A8wce4m23m/w/Au4AfAsOJPDi1qffnL4EfGWN6AIwx+h4lzmbeHwNkiogAGVjhypvYw9ydjDG/x/p7RxOTbLBTw1UZ0Bty+2zgvnNdR8XHuf7t34L1S0Ilxobvj4iUAa8GvpzA41KWzfz/OQDkisjvROQpEXlDwo5Obeb9+SJQD/QDzcB7jDH+xBye2kBMsoErZoezvUiE+1b3ObGZdVR8bPpvLyJXYYWrF8X1iFSozbw/nwc+aIzxWT++VQJt5v1xAZcAVwNpwGMi8kdjzKl4H5za1PtzDfDfwEuBGuCXIvKwMWY63genNhSTbLBTw9VZoCLkdjnWL4RzXUfFx6b+9iJyGLgH+HNjzFiCjk1t7v05AnwvEKwKgGtFxGuMuT8xh7irbfbzbdQY4wE8IvJ74DmAhqv428z78ybgU8Y6yee0iHQCB4EnEnOIah0xyQY7tVnwSWC/iOwTkWTgBuC/Vq3zX8AbAlcGPB+YMsYMJPpAd6kN3x8RqQR+BNyiv7YTbsP3xxizzxhTZYypAn4AvFODVcJs5vPtP4ErRMQlIunAZcCJBB/nbrWZ96cHq6qIiBQDdcCZhB6liiYm2WBHVq6MMV4R+SvgQawrN75mjGkRkXcEHv8y1hVO1wKngTmsXxIqATb5/twB5AP/HKiOeI2OJp8Qm3x/1BbZzPtjjDkhIj8HjgF+4B5jTMRLz1VsbfL/z98D3xCRZqxmqA8aY0a37KB3ERG5D7gSKBCRs8BHgCSIbTbQ4W+UUkoppWJopzYLKqWUUkptCQ1XSimllFIxpOFKKaWUUiqGNFwppZRSSsWQhiullFJKqRjScKWUUkopFUMarpRSSimlYkjDlVJKKaVUDGm4UkoppZSKIQ1XSimllFIxpOFKKaWUUiqGNFwppZRSSsWQhiullFJKqRjScKWUihsR+YaI3BnH/c+KSHUc9/87EXlrvPavlNqZXFt9AEopdb6MMRlbfQxKKbWaVq6UUltCRHbMjzux6OepUgrQcKWUiiERuVhEnhaRGRH5PpAa8tiVInJWRD4oIoPA10XkjSLyyKp9GBGpDSzni8gDIjItIk+KyJ2h64euu2ofV4lIc8jtX4nIEyG3HxGR60Xkf4vID1dt+39F5PMR9rlHRI6JyAcCt38nIneJyB+AOaBaRA6KyC9FZFxE2kTk/wnZ/loRaQ38bfqC+1FK7TwarpRSMSEiycD9wLeBPODfgdeuWq0k8Nhe4NZN7PZLgCew3f8KTJvxGFArIgWBClkjUC4imSKSBlwCPAx8B3iFiOQEXoML+J+B1xD62qqAh4AvGmP+MeShWwKvIxMYAX4J3AsUATcC/ywiDYF1vwq83RiTGTie32zytSilLjAarpRSsfJ8IAn4vDFm2RjzA+DJVev4gY8YYxaNMfPr7UxEnFjh7CPGmDljTCvwzc0ciDFmATgKvBg4AhwDHgFeGDjOdmPMmDFmAPg98PrApq8ARo0xT4Xs7hDwu8Bx3L3qqb5hjGkxxngD23YZY75ujPEaY54Gfgi8LrDuMnBIRLKMMROBx5VSO5CGK6VUrJQCfcYYE3Jf96p1RgLBZzMKsS666Q25rzfKupE8BFyJFbAewgpILwlMD4Ws903g5sDyzayqWgE3AX3ADyI8R+jx7AUuE5HJ4BTYtiTw+GuBa4FuEXlIRC4/h9eilLqAaLhSSsXKAFAmIhJyX+Wqdcyq2x4gPXhDREpCHhsBvEB5yH0V53A8q8PVQ0QOV/cDh0WkEbgO+O6q/XwUGAXuDVTTQoW+nl7gIWNMTsiUYYz5fwGMMU8aY16F1WR4P/Bv5/BalFIXEA1XSqlYeQwrDL1bRFwi8hrgeRts8wzQICIXiUgqVpABwBjjA34EfFRE0kXkIPCGczieR4G6wDE8YYxpIVBdwmoKDD7PAlZV6t7Aej2r9rOM1WzoBr69zlWBPwYOiMgtIpIUmC4VkXoRSRaRm0Qk2xizDEwDvnN4LUqpC4iGK6VUTBhjloDXAG8EJrBODP/RBtucAj4O/ApoxzovKtRfAdnAIFZz3X3A4iaPxwM8DbQEjg2sANhtjBletfo3gSbWNgkG9xV8bUXA1yIFLGPMDPBnwA1Af+CYPw2kBFa5BegSkWngHaw0RSqldhgJPz1CKaW2LxH5NFBijNnsVYOb3W8lcDKw7+lY7lsptfto5UoptW0F+o06HOik83nAW4D/iPFzOID3Ad/TYKWUioUd00OyUmpHysRqCiwFhoHPAP8Zq52LiBsYwrqq8RWx2q9SanfTZkGllFJKqRjSZkGllFJKqRjScKWUUkopFUPb6pyrgoICU1VVtdWHoZRSSim1oaeeemrUGFO4+v5tFa6qqqo4evToVh+GUkoppdSGRGT1EF9AnJsFRSRHRH4gIidF5ISOpaWUUkqpnS7elasvAD83xrxORJIJGUNMKaWUUmonilu4EpEsrAFT3wj28BFL622jFIAxhvn5eTweDx6Ph7m5OXu5qamJ/Px8AB599FEeeeQRFhcX8fl8eL1ee56Zmckdd9xh7/P2229nfHzcfhzA5XLhcrm4/vrruf766wFoaWnhnnvuweVy4XQ67XWcTicpKSm8/e1vJzs7G4A//elPTE1NkZ6ejtvtxu1228tpaWk4HHq9iFJK7UbxrFxVY41q/3UReQ7wFPCewHhfNhG5FbgVoLKyMo6HoxLJ5/PhcDgQEQAef/xxOjo6GB8fZ3x8nImJCXt+0UUX8fGPfxyAs2fPUlFREXW/DzzwANdddx0ADz74oL3danv27AkLV9/73vcYHByMuO6+ffvscNXR0cHnP//5qM9/88032+Hqjjvu4Mc//nHE9f78z/+cn/70pwBMTEzwF3/xF+Tm5pKXl7dmftVVV1FaWgrAwsICSUlJOJ3OqMeglFJqe4tnuHIBzwXeZYx5XES+APwN8H9CVzLG3A3cDXDkyBHt0XQbM8awvLxMcnIyAD09PfzoRz9icHBwzTQyMkJ3dzfl5eUAfOpTn+L++++PuN+5uTl7OT3dajlOS0uLWBHKysqy133hC1/I+9//flJSUuxAEqwyZWZmhj3HZz/7WRYXF+3HAbuK9ZznPMde79ChQ3zmM5+xHwtWw5aXl1laWiInJ8det7Gxkenp6YgVtoyMDHu90dFR/vCHP0T9u/785z+3w9Wdd97JJz/5SQoLCykpKQmbqqurufXWW+3tpqenyczMtAOsUkqp7SFuPbSLSAnwR2NMVeD2FcDfGGNeGW2bI0eOGL1acOs9+OCDnDp1ip6eHnp6eujt7aWvr4/BwUHe9a538Y//+I8A/P73v+clL3lJ1P00NzfT2NgIWOHmySefXFO1ycvLo6Kiguc+97mAFeCMMRd8k5oxxg49c3NzHD16NKxaFzr/6Ec/Sl1dHQAf+MAH+OxnP0uk/5f19fW0trbatzMyMvB6vRQXF1NaWkplZaU9vexlL6O+vj4xL1YppXYpEXnKGHNkzf3xHP5GRB4G3mqMaRORjwJuY8z/jra+hqv48fl89PX10dHRQXd3tx2cenp6GBgY4JlnnrEDzZEjR3jqqaci7ufNb34zX/3qVwHo6+vj05/+9JoKS0lJCYWFhSQlJSXs9e0ky8vLjIyMrKkGZmRk8O53vxuwAltJSQkzMzMR9/Gv//qvvPWtbwXg29/+NnfddVdY+KqoqKCqqoqamhoqKiq0+qWUUuchWriK99WC7wK+G7hS8Azwpjg/3642Pz9PZ2cnHR0dnDlzhksuuYQXvehFANx777284Q1viLrt0NAQe/bsAeDVr341l156KRUVFfaXcVlZGSUlJbjdbnubsrIy/umf/im+L2oXSkpKorS01G4qjCQ9Pd1ukhwcHKS/vz+s0hisBAKcPn2atrY22tra1uzH7XaHBbRPfOITpKWlUVNTQ01NDdXV1aSlpcX2BSql1A63rQZu1srVxpaXl8MqQrfffjtPP/00HR0d9PX1ha37/ve/327Ce+yxx3jNa15DTU0NVVVVa6oYBw8e1ErTDjU7O7umWtnd3U1XVxdpaWn88pe/BKymzMzMTDyesGtOKC0tpaamhve+97285jWvAawgLyKkpqYm/PUopdR2sVWVK3UejDEMDAzY1Ya2tjZOnjxJW1sbQ0NDTE9P2ydl/+EPf+DJJ58ErK4F9u7da1cdXvziF9v7vPzyyxkYGNiS16O2VkZGBg0NDTQ0NKy7ntfr5WMf+xgdHR321N3dTX9/P/39/bzpTSuF53vvvZe3ve1tVFVVUVdXt2YqLS3Vpkal1K6l4WoLeb1eOjo6aG1tpaqqiosvvhiA++67j5tuuiniNk6nk/7+fru7gk984hMAVFdXU1lZiculb6k6P0lJSbz//e8Pu8/r9dLb20tHRweHDh2y7x8ZGcHhcNDZ2UlnZyc///nP7ccyMjKYnp62b3/lK1+hsLCQQ4cOUVtbq/9GlVI7njYLJtBPfvITnn76aVpaWmhtbaWtrY2lJatf1fe+97187nOfA+Do0aNcc801HDx4cE1FoKamxu4KQamttLS0REdHR1iFta2tDbfbzS9+8QsA/H4/GRkZzM/PA1aAq6ur49ChQzQ0NHD99ddz+PDhrXwZSil13rRZMAGClajm5mZaWlo4efIk3/72t+1f6nfeeSd//OMfw7bZu3ev/UUTdMkllzA2NpbQY1fqXCUnJ1NfX79ulw+Li4vcdttt9g+K7u5ujh8/zvHjxwFrsPZguPqP//gP7rvvPvv/Q1NTk1a6lFIXJP3UepZaW1v59Kc/TXNzM62trSwuLoY9/vGPf5z9+/cDcOONN3LFFVfYXx4HDx5c09kloOeqqB0jLS2Nf/iHf7Bvz87OcvLkSTtsPf/5z7cfe/jhh/n3f//3sO1TUlKor6/n8ssv55//+Z8TdtxKKfVsaLPgBiYnJzl+/DjNzc32dOWVV/L3f//3gDW+XOhl75WVlTQ1NdknEAeHPVFKre/UqVM8/vjjtLS02NWt7u5uAC677DK76uvz+aisrKS6upqmpiYaGxtpamqiqakprAd9pZSKN20W3IDX68XhcNgdaf71X/813//+9+np6Vmzbug5T/X19Xz5y1+2A1Vw3Dml1Lk5cOAABw4cCLtvenqa48ePs7y8bN935swZ+wrGRx55JGz9iooKvv71r3P11Vfb26elpWk3I0qphNp14coYw9DQEMeOHePYsWM0Nzdz7NgxWltbaW5utj/cp6am6OnpITU11T7/I/QXclBqaipvf/vbt+rlKLWjZWVl8YIXvCDsvtraWgYGBuxKcrCy3NLSQm9vL/n5+fa6d9xxB//yL/9CfX09hw8f5vDhwzQ1NXH48GFKSkq0CV4pFRe7qlnw9OnTvOAFL2BkZCTi4w888ADXXXcdAB0dHXi9Xmpra+0+pZRS25fP56Ojo4N9+/bZlaqbbrqJe++9N+L611xzjd2FhM/n409/+hOHDh2yBw9XSqmNaLMgUF5ezvj4ONnZ2WG/YA8fPkxjY2PYyeU1NTVbeKRKqXPldDrXNCt+97vf5ctf/rJd3QqtWFdWVtrrnT59mksvvRSHw8H+/fvDPhsOHz7M3r17L/jBxJVSibOrKlcA/f397NmzR5sDlNrFjDEsLCzY4yY+/vjjvOUtb+HkyZP4fL416z/99NN2J78PP/wwxhiampr0YhWltpHFxUX7FJ/Xve51CalCR6tc7bpwpZRS0SwuLnLixImw8zFbWlro6OggJSUFgJe+9KX89re/BaxxF4PnYTY2NnLZZZdx8ODBrXwJSu14Pp+PM2fO0NzcTH5+Pi95yUsA+M1vfmNfzPLEE09w6aWXxv1YtFlQKaU2kJKSwkUXXcRFF10UdZ2LL76Y2dlZWlpa7KsWH3zwQQDe9ra3cffddwPQ29vLV7/6VftKYu0QVanz8+ijj/LYY4/Zzfutra32qA+vfe1r7XDV1NTEwYMHaWpq2vIrhPV/ulJKnYPPfOYzgDW0T2dnZ9gVi1dddZW93uOPP87HPvYx+3ZycjIHDhygoaGBQ4cOcfvtt0fsRFip3cYYQ19fH62trXYHw3fddRdFRUUAfO5zn+MHP/hB2Dbl5eU0NjZy+eWX2/cVFhZy4sSJhB57NNosqJRScfDMM89w33332d1EBDtEBevke4/HYzc1vuUtb2F2dtYeveHQoUPs379/y399KxUvfX193HHHHbS2ttLa2ho22DvAr3/9a1760pcC8K1vfYs//vGPdhN8Q0PDtjnfUc+5UkqpLTQzM8PJkydpbW1lcHCQD37wg/ZjhYWFjI6Ohq3vcrmorq7mfe97n92X3uzsLHNzcxQWFupFOWrb8ng8nDp1ira2Nk6ePGkP6l5fX893v/tdAEZHRyksLLS3yc/Pt39YNDQ08KpXvYqKioqtegmbpudcKaXUFsrMzOTSSy9dc5KtMYaf/exn9i/4lpYWWlpa6Orq4tSpU2G90//4xz/mxhtvJCcnh7q6Og4ePEhdXZ091dfXa5cRKiH8fj89PT20tbVx2WWX2UNP3XbbbVHHAQ2eJwVQUFDA3Xffzf79+2loaAgLWjuBhiullNpCIsKRI0c4ciT8x+/8/DynT58O+9KZmZkhKyuLyclJHn/8cR5//HH7MZfLxdzcnB2u7rzzThwOBzU1Nfa0XZpS1IVlamqKb3zjG3R0dNhTZ2cnS0tLAPziF7/g5S9/OQBFRUUkJSWxf//+sOAf/CEQ6m1ve1vCX0uiaLOgUkpdQIJDeAWbWoJNL16v175qEazKwNjYWNi2ubm51NTU8O53v5tbbrkFsAanHx8fp6yszD4HTO0Ofr+foaEhenp66OrqsoPT6dOn2bdvH9/4xjcAmJiYQicPlgAAIABJREFUIC8vb832JSUl1NXV8ZGPfMS+mGNubo7k5ORdc2WsNgsqpdQOICKUlJRQUlJiX4K+mt/v5+Mf/zgdHR2cOXPG/tKcmJjg6NGjzM7O2us+8MADvOENbwCsL8vKykp7qqio4LbbbtMT6y9QMzMz9PT0hE3veMc77HOZ3v72t3PPPfdE3HZwcNBezs3N5fbbb6e0tNSuglZXV5ORkbFmOx0+yhL3cCUiTuAo0GeMuS7ez6eUUrudw+Hgne98Z9h9wYpXR0cHVVVV9v1+v5/Kykr6+voYHBxkcHCQJ554ArD6/XrPe95jr/uCF7yA0dFRysvL7YBXUlJCcXExl1xyCY2NjQl5fbuZMYbp6Wn7vRocHCQnJ4drrrkGsK7Cu/baa+np6WFycnLN9ldccYUdrsrLyyksLKSiooK9e/eGNSHX1taGbffZz342/i9uB4l7s6CIvA84AmRtFK60WVAppbaG1+tlYGDArnD09vbi8XjC+urKz89nfHw84vYf/vCHueuuuwDrMvpbbrklLIAVFhaSl5dHbm4uN910E263G7CuGktOTiYzM3NXXgG5sLDA+Pg4ExMTjI+Phy2/+c1vtk8U/8AHPsAPf/hDBgcHWVhYCNvHy1/+cn7xi18A1vlRwW3S0tKoqKgIq0becMMN9rlPxphd+TePpS1pFhSRcuCVwF3A++L5XEoppc6fy+WioqKCiooKXvjCF0Zcp7u7m97eXs6ePcvQ0FBY9ST0Ksj+/n4GBgYYGBiIuJ/Xv/71dri68cYb+dWvfoXT6SQ3N5e8vDw7hF1zzTV25WxsbIwvf/nLuN1u0tPTcbvdYctNTU1kZWUBMD09zcLCAi6XC6fTuWa+UaAwxuD3+wGrTzKwQtDMzAxerxefz8fi4iJzc3N4PB7m5+fDOpC999576enpwePx2NPc3BzT09P82Z/9GbfddhsAjzzyCFdccUXU43jZy15mB6XJyUm6uroAyMjICAuul1xyib1NVlYWTz31FJWVleTn56/7WjVYxU+8mwU/D/w1oN0QK6XUBS4jI4P6+nrq6+vXXe+GG27gqquuCgtfIyMjdkUmOzvbXjc5ORm3243H42F0dDSsv69gD90AAwMD/N3f/V3U53z44Yd50YteBMDf/u3f8sUvfjHieg0NDRw/fty+XVhYyNLSkh2agnOAL33pS3bz6ne+8511r27zer12EPvc5z5HtFaY0BPDc3JySEpKCguUofPQv9Mdd9zBhz70IYqLiyOe6xQkIjz3uc+N+rhKjLiFKxG5Dhg2xjwlIleus96twK0AlZWV8TocpZRSCZKUlER5eTnl5eUbrvuTn/wEgKWlJTt8BefFxcX2enl5eXz4wx8OqwSFVoby8/PtddPT0ykoKAgLS8H56qvYxsfH7SpVKIfDQehpM8F9BitgSUlJdvXM7XazvLxsh6ubb76Zq6++ek2FLTMzM+xcpoaGBhYXFzdVQdLvxwtL3M65EpFPArcAXiAVyAJ+ZIy5Odo2es6VUkqpeFp9ntHU1BTGGFwulz1tpulQKdiCc66MMR8CPhR48iuBD6wXrJRSSql4Wx2aQpvelIoVHSdBKaWUUiqGEtKJqDHmd8DvEvFcSimllFJbSStXSimllFIxpOFKXRBmZ2FwEJaXV+5rb4f/+i84cWLlvpER+NrX4P77w7f/0pfgk58Ej2flvp/9DD71Kfjv/165r7v7/2fvzsOjKs+Hj3+fyb4O2SABEkjCJotWAUHBfd9erbW1rVVrtS6tVevWaq3WulVbrbX6a7Va7aLVqq1VigXcEFFRcWGTEAJkgYSQfV/nef+4M3NmkgkkIRvJ/bmuc83MM+fMnOTMzLnP/WzwxBPQMR6fz0svyXt19NAGoLRU9qlj7lKllFIK0OBKDZJdu+DTT6Gy0in76CO4+WZ44QWnrKQEDjoIjjgicPtFiyAtDTZudMr++lc4++zA7XfsgEsvhbvvDtz+7rvh1luhpsYp+/e/4ZZbZD+8vvgCrrgCfv97p8xa+PrX5b38ff/7sk9Llzplzz4L6enyXl61tXDZZXDHHYHbr10rS0MDSimlRhANrlSfVVTA//4H77zjlLW3w7HHSoDkP3TMlVfC3LmwcqVTtmED/PrXkkHyCg2FzZthy5bA90pJgbFjoa3NKZs5E844AzpmcgBkne99r2sg9MMfwk9+Av5zip56qpQdcohTlpEhQdPJJztl1sK558JXvwodw9gAEB8v7+ff2aisDIqKJKDy2rMHnnoK/vKXwH363vdg3rzAv/XXv4YZM+BPf3LKSkvhmWfgvfdQSil1ABjwuQV7Q8e5Gh62boXt2+HII6Fjhgoee0xO+NdcI0EBwFtvwQknwNFHBwZNCQlQVSXBV0KClN14I7z5Jtx7L5x2mpRt2ABLlsChh0LHnKO0t0NODsTGSqBzoKmvlwArKkoCL5Bs3YsvQlgYXHKJs+63viWB5GuvgXesxR/9CB59FB55RO6D/N9OPFGC1rffdrafNk3eZ/Vq+X+B3G9ogMMOA78xFZVSSg2AIZlbUA0v1kJjo5O9qaqC22+H5mZ4/HFnva99Ddatkyor7ywKlZVSZbZ1q7PepElw0kkSHPlbulSyOXF+kx795jdd92f2bFn8hYRIRupAFRPjBKReCQlw+eVd1/3HP7qW3X03XHUVJCc7ZYmJcOGFktHyamyUNmdhYYHvd++98v9/5RUne7dkCTz5pGTfLrpIytraJKOWmgo6VqJSSvUvDa5GoMJCaZs0YwZMnixlL78sJ9Zzz4W//U3KwsOlbVFYGPzhD+DqqCReuFBO6P5JzYsvhtNPl4DKKzu7a8Nv6NpeSvWc2x1YzQgSvP71r4FlERGwc6dkyfyDo8MOk8DLb4YNPvsM/vMfqar1ysuTz8eMGYEdAl54Qd7/mGMkK6aUUqr3NLg6wD36KKxfL73evFVwd98tPd78q5aSkqS6aM8eZ9voaAmuxo2T9lHe4Mo/i+WVni6LGh5cLhg/XhZ/d93Vdd0LLpBsoH/AVVkpn4nO2195pWQ0d+92gqvf/16qcL//fWkjppRSau80uBqmrIWmJucEt3u3tNdpaYE33nDWe/JJqa679FI4/HApmzdPqoxSUpz1jjxSTpqdsyJXXz2wf4caellZsvhbuFCyXs3NTllrK5x3nmTE/D87S5ZIhvLMM52y556Dn/9cekHecouUtbfL5zQtTasalVKjmwZXQ6y1VQKhpCTJIIFU4Vx0kZzMnn1Wytxu6ZnnckmAFR4u5ddeK2NA+U8+//3vy+IvPNzZRimviAjnflhYYC9Fr5/9DM46S3p7em3aBNu2SRWkV26uVD3Oni3ZVK833pAM2fTpgb0tlVJqpNLgahBt3iwnndNOc3p3/ehHUg338MMSKIE0Zq6pkbGhvCIjJYMwebIMV+Dl3/tMqYFw9NGy+Pv5z6W60b/TQmmpVE1PmOCUeYexqK2V570ZsaVL5aLgmGOciwqllBopNLgaAE1Nkn3atQt+/GOn/IILZCDN1aulmg5g1izIzAy8op8/X05E/j3GQBqUKzUcREQENpAHCcDKy+Xz79XQIAFUcXFgVeODD8pQHkuWyFhlIMN5vPmmjD/m/X4opdSBSIOr/ZSfL+1P3G74wQ+kzBgJpKyVbvWRkVJ+wglyVe+febr6aqfRuVd4eOCJSKkDhTGBvQxjYmQcr85OPlmytwcf7JS9/jrcf79caHiDq+3bZbT7Y46RxvZKKXUg0OCqF95+W8YmOukkmQ4F5Ir81lvlJOENriIiZFyjMWPkKt4bXD3wQNfX1Ia/ajT6yU+6lp12mgRWJ57olK1dC88/L9WK3uDKWlknK0sGt9W2hEqp4UaDq2488gj8979wzz1O9/ONG6XBr8fjBFezZ8N11zmDbXr93/8N7v4qdaA75hhZ/C1YIBNxe0e7BygokCrFDRsCG+B/85tSLfnII12rLJVSajCN+uDKWumZ9/nnMoGvt0rj00+l+/lXv+oEVyeeCL/7XWB7kNhY+O1vB3+/lRoN0tO7dtoYO1ayyBUVTpm10iuxvNzpLAJw223wr3/BnXc6F0Tt7dLrVrPGSqmBss+Jm40xVxtjEgZjZwZafr40uvW/OjZGAqkNG6R7udeVV8oUIl/9qlM2Y4bMracDKSo1dKKiZJ7Fc88NLP/kE3j11cBhST77TEag9+8w8u9/S6/Gm292yqyVHrpKKdUfepK5SgU+NsZ8CvwZWGaH02zPvZCUBKtWyXg+ra1yC9JuIy4ucJ67hQuHZh+VUr1njAxT4p3uyeull+SiKTvbKcvJgerqwI4l+fnSa3fBAvjwQ6e8qEgGRdXxuZRSvbHPzJW19jZgKvAU8F0g1xhzrzEme68bDkOxsfDOO9Jmw/+H9dhjZYBE/wEVlVIHvqgo+W6PGeOU3XqrdES55hqnbMcOaRjvP26XtTKvY2wslJQ45Xl5MlSKUmr4qa+X+XWH2j6DK4COTFVJx9IGJAAvGWOC9H8b3o45BlJTtb2FUqOVMfIbkJrqlB17rAxq6p0RAaSaMDpaevv6D3R69dXy+NVXnbJt22DNGnkNpdTAa2uTrPSOHU7Z22/LBdJFFw3Zbvn0pM3VNcaYtcADwGpgjrX2KmAu8LUB3j+llBoUYWGBvRLdbqkuLCoKvBiLipIfcP8eic88I00J7r3XKSsrk2EkcnIGfNeVGtF27pRZHfwzxvfdJ4NwP/aYUzZ1qlThD4eGSz3JXCUD51prT7HWvmitbQWw1nqAM7vbyBiTbox52xjzpTFmozHm2n7aZ6WUGjQxMYGP//UvabM1ZYpTlpgoY90deqhT9sEH8K1vBU6Obq0M7/Lii9JrUSnlsFYGE37oIRnyyOuqq2Qmh3feccoOPljaSfp/PydMkGpB//WGihmotunGmDQgzVr7qTEmDlgLnGOt3dTdNvPmzbOffPLJgOyPUkoNppUr5SRxxBHw059KWXGxTGKdkCDDRngzYnffLZ1srrhCnldqpCsrg6efls/9rbc65ePHy/dk2zYJnkAG4P7f/+CGG5zpsoYLY8xaa22XMQQGLLgKsgP/AR611q7obh0NrpRSI1lJiYyV5/HIVD9eEydK1UdurpMRe/hhaUNy9dUyKwTIdsZom1F1YFm9Wqrv5s935tvduVM+94mJEmh5P9M33QSNjXI7adLQ7XNPdRdc9ahBez+8+WTgUGDNYLyfUkoNR6mp0lbEP7CyVh7feqtzpQ7w7rvSaL6szCl75RUZUuaGGwK337QJmpsHfv+V8ufxSLtE/yruu+6CjAyZKs5rzx55vHy5UzZ+PFx/vVST+1cB/vrX8OijB0ZgtTcDPkK7MSYWeBm4zlrbZZg+Y8zlwOUAGRkZA707Sik1rHgneu/svvukzdaiRU5ZXh5UVgY22N25Uxr2jhsXOGTEc89J4/sTTwwcYkKp3mpslGC/uhq+8Q2nfOZM6bCxZYs0JgeZT7ewEDZvdtZbuFCmsTrkEKfMGHjwwcHZ/6EwoNWCxpgwYAky8OhD+1pfqwWVUqp71joBVFqa3H7+OXztazJVkH9D3rQ0WXfHDicL8NhjMkjqFVfA4sVS1tYm0wG5BqUeQw1HHo9z/NeulTk7Z82CH/1IykpLJXh3uyW491bhnXQSrF8vnTy808IVFUmANXly4HiSI9WgVwsaYwwy8OiXPQmslFJK7Z0xEjR5AyuAr3xFMlpvveWUeTySYTjrrMDpgFasgL//XRoMe734omS4fvhDp6y1VU6wK7ptIasONKtXw9/+Jlkor1tukYDpmWecsuJiePxxWLLEKUtJgdNOg/POk8+G13//KwG8/3y7EydKu8HREFjtzUD++YuAC4H1xpjPO8putdYuHcD3VEqpUck/8+RyScP5zm67TQKuI45wykpKoKVFBkv1KiqCyy+XE6X/aNff+Y4Mrvroo9KuBqRKqKpKTqiJif37N6m9q6mB7dtlsFtvtdzu3ZJxCg2VqmGvSy6RDhNz50p1HsiYUDU1cry95s6FRx6RoQ68jJFxpjoLD+//v2mkGLTegj2h1YJKKTX46uslI+GdJig/H+68U6b+eeQRZ73UVDl5FxY6GbGrr5bqxocfhms7RjP86CMZfuLYY+H2253tX3tN3mPRIq2G3Js1a2SojlNPdf5PDz0kmcSf/cyp0v3TnyQI/t734KmnpKyiQjo9xMUFTkZ+7bVSvXfnnTBtmrMuyNAg2gO1b7qrFhzliTullFKdB0qdNEkaIHf23//K3Kz+0wFNmCDZjqwspywvT4aRSE52ypqa4P/9PxkJ379n4znnSDD2/PNw9NFS9vbbEoiddJJURwHU1kpvs6QkCdq8SkrkNRMSBj9g83gkgGluDvyfvP++BKHHHecErG+9BcuWyd904olS9sknUtU2a5b8b71OPllet6JC/i6AdetkrKfzznOCq0mTYPbswKmcEhJkGqeMDGmj5w2agmUyNdM4cPTaQSmlVI/MnQtf/aoEM1633CJBwllnOWUnnihZlptucsqam2WdU04JzJLs2iXtfPyrmD78EH77WxmI1augQAKLq64K3KdFiySI27bNKbv5Zgkc/vQnp2zVKqm6/N73ArdfvBgWLAgcTuCHP5RqNv82Z88+K4Gdt5E3yH4nJASOzA+yzrnnSjWc13vvyWCY/n9TWJhkCTtPNHzssfJ/8m/f9MMfSjsob7AJEoStXy/DGXgZA9/+tvxdmo0aOpq5Ukop1a9SUpzsjJfbHTjZtdc770iGJiXFKTvhBBnvaO5cpywqSgK7ziPYjxkjAY5/9q2uTnq1+QcntbWSUfO2TfL68EMJrNrbpQ0SSDZs69bAarWWFtnP2lqnLDYW4uO7DnVxzDFSbRob65Qdd5wEU96sE8CMGbJPnTNI//kPXcyf37VMDV/a5koppdSI0tAgveKioyUoA2lXtmuXPPbvQblmjVSfHX64U624c6esP368EyA1NkpZVFTXalQ1emmbK6WUUqNCdLQs/mJiumatQKoEO5swoWtZVJQTqCm1L9rmSimllFKqH2lwpZRSSinVjzS4UkoppZTqR9rmSh14WlqkxWp9vSyRkc5w0c3N0i88NDSwMcXy5bJNW5ssIOuEhATeeu9HRUkLV6/Nm6W1a2ZmYD90pZRSqhMNrtTgsFaCG3C62hQUyEAyqalwxhlSVlYGl10WGDzV1wc+9gZHXmed5fTxLiuTvs7jx0uXH6+LLpJR/XoqNTVwArbjj5fHBQUyQy7A178u+x8dLX+Td/F/HB8v/cQTE+X2/POd7keVlRARIYGcDkijlFIjhgZXqu9aWqRvc0lJ8KWsTAaGqayU25YWuOMO+MUvZPv16yWQOvVUJ7jyeIIP8uIvJCQwkPEf+CYyUiZO8x80B+Q9qqqczBTIwDZtbc6t//3OA89MmSLv5T9wTXW1s/TUWWc5r/Gd78iEXa+9BmeeKWXPPAOvvCLBXbBl3DjtsqSUUsOcBleqq7Y2ydLExTlzNyxbBk8/LXM3XHqplK1cKUME91RkZOCoftnZ8N3vBg5vnJAAL78cPAvkfRwe3n2mJylJ5p7ozH/a9754992uZUuWBM+s+d/3zmHhDTC9c1mABHmRkYFln3++7+DS7XYCrdRUCVi9M7Hu3CkBalqaTkuvlFJDRAcRHW2slUxLQYGzFBYGPt65UzI4Tz3lzBXxxBNwxRUSWD35pJRt3ChzMXSXZUlOlgyQt0pMMy7B+U8AlpMj/9fusoElJYEBKsCnnzoB6g9+AH/4g0wkds01UrZ6tWTHMjICF7dbqyOVUmo/6CCio0l7OxQVSXse74yey5fLNPV5eYFzOnQnNTWwbdPxx8vkWrNmOWWzZkkwpvaPf4Azfbos3bFWsmD+wVZ2tvN8ZKQcu8mTnbJVq+D++7u+Vny8bJudLbPueu9nZ0u7Mm/1qVJKqV7RzNWBqrlZAqWtW+X29NOdk/Jtt8lMnrffDnfeKWUrVjhVeDExXbMY6enO/YkTJTBTI8OaNfDGG4HZyfx8qbbszr//DeecI/ffeAPWrZMq4TlzBmeflVLqAKCZqwORtdLDLSfHWTZvltvt26VtjVdcnBNcZWdLmxv/zMOCBfDBB/JccrJWB40mCxZ0nePDWigvl8A82DJlirPuiy9KtfDvf+8EV6+/Do8+6mTapk+XWWjHjdPPllJq1NPgajhoaZFMlHdq9bfegltukSCqu55oLpdU5UybJgHTjBnOc9/9LlxySeD68fGwcOGA7L46ABkjQXZycvDJ1fydcoqM7eW/3scfS0/HpUsD142PDwy4vEHXtGmaDVVKjRpaLTiYmpthyxa5uh87VsoeeghuvhluvRV++Uspe/ttaeME0lvP/yTlvT9lip6s1NApKJDBWjtnVauqgq8fEiKBmLdqOidHvg/Tpkk7MaWUOgBpteBgamqSk8emTdLza9MmWbZulcbmf/yj9LwDCbQ8HhkTymvePBnmYMYMGa9Jq1nUcONtn+fPWtizp2vAtXmzVDX6N7L/9a+lN+qjj8IPfyhl69bBhg0yrMSMGRp0KaUOWBpc7a+KCgmE1q+XZcMGyM2VIKozlwumTpVbr3PPlcV/mIK4ODj66IHfd6X6kzGSkR07Fo46KvC5xsbATGtKimSt/BvIv/yyk731flfmzIHZs+V2zhypCtdejEqpYU6rBXtjyxYZLygrC776VSlbuRKOPTZwPZdLqu1mzZKrcO/t9Ol6Na5Ud154Af75T8n25uYGdtjwioqS75I36LrwQqeKXSmlBll31YIDGlwZY04FfgeEAE9aa3+1t/WHRXBVXy8/7uvWSSbqpJOcqUn+8Q/49reli/q//y1lFRVwwQWBV9gHHaRBlFL7o6lJqhP9M8Lr18v4bf5yc52ejb/5jbQFu+KKwPHYlFJqgAx6mytjTAjwGHASUAR8bIx51Vq7aaDes1c8Hti2TX6w161zgqmtW6XtiFd7uxNczZ8PV10VWOWRmCjd0pVS/ScyEr7yFVn8VVU5gdamTZJF9vrnP6UX43nnOWWPPiq9bw8+2FmysgKr5pVSqp8NZJurw4Gt1tptAMaY54GzgaELroqLZR42b8PZYIMohoZKY1rvD/ExxzjPTZkC//d/g7e/SqlAY8bA4sWydHbvvTIV0CGHOGVvvikTYXszzSDzU86eHRhwzZnTdbJupZTqowGrFjTGnAecaq29rOPxhcACa+3V3W0z4NWCFRUysa/X+PGBP64HHyyBVXj4wO2DUmrwbN4Ma9c6mel162TuzGAmTJDfgGefdSbT9p/3USmlOhmKoRiC/SJ1ieSMMZcDlwNkdO7a3d8SE+Hxx51eSv6BllJq5JkxQ5YLLnDKysudQMt7u2GDBF2VlTKhtddRR0FtrTS29w7U29AgDes16FJqeKqull73Q1j9P5DBVRGQ7vd4IrCr80rW2ieAJ0AyVwO4P+Lyywf8LZRSw1hSkvTw9e/l294ubTALCpwfZI8HvvgC6uoCeyR++9syGba3A4v3dtYsqbZUSg2Olhb5fnqr9D/8EM4/X77Hmzc7U8INgYEMrj4GphpjMoGdwDeBbw/g+ymlVN+EhMi4WlOnOmUul7TT3Lw5sD1WYaE0MXj3XVn8pacHjss1e7b0HtbZFJTqO49H5tONjJTqe5Dq++9+V4Zj+fOfpSwlRQKriAi5HYnBlbW2zRhzNbAMGYrhz9bajQP1fkop1e9iY2XGBH+ffCJBV+dhIjZtksCrsDCwB7HbLdWN3mrE11+XE8TMmdKBRiklPB7Iz3dmNfGf4aS+Hm67De66S9ZNT5eMs//8u5mZcjGUnT3k360BfXdr7VJg6T5XVEqpA4Ux0hlm/HiZ1NqrvV2m+fEPuNavl2pIb2DV3i4zMjQ1ScDlrUb829/kZKCDDavRoq5O5tH1D6K+/FLaNAaTlhYYMB1xhLxGdLRT5nINabbKn47QrpRSA6m93Zmyp7oaLr5YGtWvWuWsk50tbb5AThDZ2U6g5b8kJw/+/iu1v7Ztg7//XT6/P/iBlG3fHjhOnVdqatfZTWbOHLYd0IZkhPbe0uBKKTXqWCvj723YEDjBezBJSRJkzZ8PDz/slLe1DXk1iBqlPB6ZOcF/wvacHJnd5KabZJ333pOet/PmyUC/3u3OPFPaOfoHUQfYeHNDMRSDUkqpfTHGmbAaoLlZTk6bNweerDZvlozX++8HBl/t7dKua8IECdC84/R98IFUO2ZmajWj2j8ej7QlzMsLXHJzZQlWlRcT49yfNQtuvjlwgF+XC5aO3FZDGlwppdRwEhHhDG7sz1ppSJ+TEzhFV1GRtOFqaAgcAPmb35QeU8ZI4JWdHbhkZcntAZYpUAOsqAhefBHi4+HSS6WsuBgmT+5+m7Fju1Zhz57tPJ+QAPffP6C7PdxocKWUUgcC/4b0/iZNkp5UJSVOmcfj9EbMz5cTZlERrFzZ9XXdbsjIkCobb5d2kDGDUlPlOZ2L8cBmLezZI8G2/1JYKLenngp33inrFhXB9dfDoYc6wVVammRAx48PDNCnTJFBub0zGigfDa6UUupAFxkZmFlwuZzhIFpbg1fpeJfqaunVGBfnbN/aCkceKQFdU5MTXP3851JtOXGiBF7+S1ycjlo/FLxZS28GsqICfve7rkFUc3P3r+EfsE+bBlddJeO0eblcTocL1SPaoF0ppUYra6UdV0GBZLu8Y3qVlcFZZ0lDeW8DZJCgqru5GaOiJMgaN84JuDIy4JZbnHW2bZOxw5KTNRvWHY8HamokSKqslGNRUuIsxxwD55wj6y5ZIsfpzDPhtdekrLRUjkFniYlyPLxLerpzPzNTslOq17RBu1JKqUDGSKDTeYiH5GRpEN/Zr38NO3ZI1dHu3c4Jv7hYsifbt8vi1Tm4OvxwCeZ273amFLrmGhnnKCFBAgD/W7dbGkZ7l+houZ00afgFZ9ZKdqi+3lmNmORVAAAgAElEQVTGjXMySrm50mtuyhTpOQfyd99wgxNIVVRAVZUEWN1pb3eCq+Rkqfr17+CQnCwZRv8gKj1dglo1aDS4Ukop1TPf+lb3z9XVBWZYSkqc8b1Ago+UFLnvPwfjxx9L+67eqKtzeqOdcgp8+im8+qoMLAnw4IPw8ssSeISEBN4GKzMGbr9d2hEB/PGP8N//wpVXwhlnSNmSJXDffZLNa293AqmGBue2c1D0+OPOfLZvvSWvd/nlTnDV0gLLlnX9++LinAAzKUmySt5s4OGHO+sdfrjsh3+g6XIF9j5VQ0KDK6WUUvsvNlayMlOmBH/eGBmBu7Mnn5TMlzdz45/Fqa52ghf/JSrK2b68XKrO/Mf5yssLnnnbmyuvdIKr9eslmPIfgX/PHhkGY2/CwwMzbP6jhx90EFx0kRMAgvyv/vvfwIzdmDEQFtazfR5u2Tvlo22ulFJKHbgaGiSTNWaMMxTFtm0SsLW3O5mmtrbA+/63Hg+cfrpTVblunfSynD1b2iOBVGVu3epku8LCulZZ6kCuo46O0K6UUkop1Y+6C640p6iUUkop1Y80uFJKKaWU6kcaXCmllFJK9aNh1ebKGLMHyB/gt0kGygb4PVTf6fEZ3vT4DG96fIY3PT7DW1+OzyRrbUrnwmEVXA0GY8wnwRqfqeFBj8/wpsdneNPjM7zp8Rne+vP4aLWgUkoppVQ/0uBKKaWUUqofjcbg6omh3gG1V3p8hjc9PsObHp/hTY/P8NZvx2fUtblSSimllBpIozFzpZRSSik1YEZscGWMOdUYk2OM2WqM+WmQ540x5pGO59cZYw4biv0crXpwfC7oOC7rjDHvG2MOGYr9HK32dXz81ptvjGk3xpw3mPs32vXk+BhjjjXGfG6M2WiMWTnY+zia9eD3zW2Mec0Y80XH8blkKPZzNDLG/NkYU2qM2dDN8/0TG1hrR9wChAB5QBYQDnwBzOy0zunA64ABFgJrhnq/R8vSw+NzJJDQcf80PT7D6/j4rfcWsBQ4b6j3e7QsPfz+jAE2ARkdj8cO9X6PlqWHx+dW4P6O+ylABRA+1Ps+GhbgaOAwYEM3z/dLbDBSM1eHA1uttdustS3A88DZndY5G/irFR8CY4wxaYO9o6PUPo+PtfZ9a21lx8MPgYmDvI+jWU++PwA/Al4GSgdz51SPjs+3gX9ZawsArLV6jAZPT46PBeKMMQaIRYKrtsHdzdHJWvsu8v/uTr/EBiM1uJoAFPo9Luoo6+06amD09n9/KXIloQbHPo+PMWYC8FXgj4O4X0r05PszDUgwxrxjjFlrjLlo0PZO9eT4PAocBOwC1gPXWms9g7N7ah/6JTYI7bfdGV5MkLLO3SJ7so4aGD3+3xtjjkOCq8UDukfKX0+Oz8PAT6y17XLxrQZRT45PKDAXOAGIAj4wxnxord0y0DunenR8TgE+B44HsoEVxphV1tqagd45tU/9EhuM1OCqCEj3ezwRuULo7TpqYPTof2+MORh4EjjNWls+SPumenZ85gHPdwRWycDpxpg2a+0rg7OLo1pPf9/KrLX1QL0x5l3gEECDq4HXk+NzCfArK418thpjtgMzgI8GZxfVXvRLbDBSqwU/BqYaYzKNMeHAN4FXO63zKnBRR8+AhUC1tbZ4sHd0lNrn8THGZAD/Ai7Uq+1Bt8/jY63NtNZOttZOBl4CfqCB1aDpye/bf4CjjDGhxphoYAHw5SDv52jVk+NTgGQVMcaMA6YD2wZ1L1V3+iU2GJGZK2ttmzHmamAZ0nPjz9bajcaYKzue/yPSw+l0YCvQgFxJqEHQw+NzO5AE/F9HdqTN6oSng6KHx0cNkZ4cH2vtl8aY/wHrAA/wpLU2aNdz1b96+P25C3jGGLMeqYb6ibW2bMh2ehQxxvwDOBZINsYUAXcAYdC/sYGO0K6UUkop1Y9GarWgUkoppdSQ0OBKKaWUUqofaXCllFJKKdWPNLhSSimllOpHGlwppZRSSvUjDa6UUkoppfqRBldKKaWUUv1IgyullFJKqX6kwZVSSimlVD/S4EoppZRSqh9pcKWUUkop1Y80uFJKKaWU6kcaXCmllFJK9SMNrpRSSiml+pEGV0qpA5oxps4YkzWAr/+OMeaygXp9pdTIo8GVUqpfGGN2GGNOHOz3tdbGWmu3Dfb7KqVUdzS4UkoNCmNM6FDvw0AyQn9TlVIaXCml9p8x5m9ABvBaRzXdzcaYycYYa4y51BhTALxljHm043nv0maM+UXHa4w3xrxsjNljjNlujLnG7/VDjDG3GmPyjDG1xpi1xpj0juesMWZKkH06zhiz3u/xG8aYj/wev2eMOccYc5Mx5uVO2/7eGPNwkNdMM8asM8bc2PH4HWPMPcaY1UADkGWMmWGMWWGMqTDG5BhjvuG3/enGmE0df8NO7+sopUaWEX0lqZQaHNbaC40xRwGXWWvfADDGTO54+hjgIMBjrW0Eru54/ivACuA/HRmf14D/AN8CJgJvGGNyrLXLgOs7yk8HtgAHI8HM3nwATDHGJANVwGzAY4yJA9qAucAqYA3wC2PMGGttVUeG7XzgNP8X6/h7lgO/sdY+4ffUhR3r5gAxwAbg9o6yg4HlxpiN1tqNwFPAN6y1q4wxCUDmPv4GpdQBSDNXSqmB9gtrbX1HYAWAMSYFeAX4kbX2M2A+kGKt/aW1tqWjDdWfgG92bHIZcJu1NseKL6y15Xt7U2ttE/AJcDQwD1gHvAcsAhYCudbacmttMfAu8PWOTU8Fyqy1a/1ebibwDnBHp8AK4Blr7UZrbVvHtjustU9ba9ustZ8CLwPndazbCsw0xsRbays7nldKjTAaXCmlBlqh/wNjTBjwEvCctfb5juJJwHhjTJV3AW4FxnU8nw7k9eG9VwLHIgHWSiRAOqZjWem33l+A73Tc/w7wt06vcwGws2O/O/P/+yYBCzr9HRcAqR3Pfw3JvuUbY1YaY47ow9+klBrmNLhSSvUX28Py3wO1wG1+ZYXAdmvtGL8lzlp7ut/z2X3Yp87B1UqCB1evAAcbY2YDZwLPdnqdXwBlwHPGmJBOz/n/fYXAyk5/R6y19ioAa+3H1tqzgbEd7/nPPvxNSqlhToMrpVR/2Q3sdbwpY8wVSGDzbWutx++pj4AaY8xPjDFRHQ3YZxtj5nc8/yRwlzFmakevvIONMUk92Kf3genA4cBHHe2eJgELkKpAwFeF+BLwXMd6BZ1epxWpNowB/raXXoFLgGnGmAuNMWEdy3xjzEHGmHBjzAXGGLe1thWoAdp78DcopQ4wGlwppfrLfcBtHdVh3fWC+xYSgO3y6zF4q7W2HTgL+AqwHckSPQm4O7Z7CMnyLEeCkqeAqH3tkLW2HvgU2Gitbeko/gDIt9aWdlr9L8AculYJel+rBTgXyTr9OViAZa2tBU5G2ortAkqA+4GIjlUuBHYYY2qAK3GqIpVSI4ixtrtMvlJKjR7GmAxgM5Bqra0Z6v1RSh24NHOllBr1OrJQ1wPPa2CllNpfOs6VUmpUM8bEIO3F8pGhFJRSar9otaBSSimlVD/SakGllFJKqX40rKoFk5OT7eTJk4d6N5RSSiml9mnt2rVl1tqUzuXDKriaPHkyn3zyyVDvhlJKKaXUPhlj8oOVD2i1oDFmjDHmJWPMZmPMlzrVg1JKKaVGuoFuc/U74H/W2hnAIcCXA/x+6gC06amn2L1mTUDZ7jVr2PTUU6NmG6WUUiPHgAVXxph4ZD6vp0BGN7bWVg3U+6nhoS+BRdLs2bx3ww2+7XavWcN7N9xA0uzZ+9ymZM0aPK2t7HrvPVZdfz3x2dk0V1XRWFZGQ2kp9bt2UVdURE1+PhGJiay67jq2vvgilV9+Sd6//sWq664jMiWFuqIi6nftoqG0lMayMpqrqmiprcU9ZQrvXX89xe+/j7W2V/vWm79HAzKllBo5BmwoBmPMV4AngE1I1motcG3HdBRBzZs3z2qbq+Fj01NPkTR7NuMWLPCV7V6zhvING5h56aVBt/EGEosffJBxCxZ0eQzQ3tJCS02NLNXVtFRXs+ezz9jy7LMkzp5N+fr1pC1aRLjbTVtjI+2NjbT5Le1NTbQ1NNBSV4enuXlQ/hf+wuLjCY+PJzQqyreEREYSGh3te9xcUUHR22+TcthhlH3xBTMvu4xx8+cTHh9PuNtNeHw8IeHhvfq/ddaX46OUUqr/GGPWWmvndSkfwOBqHvAhsMhau8YY8zugxlr7807rXQ5cDpCRkTE3Pz9o2zA1BHpywrfW0lpbS2NZGU3l5TSVlVG6di3b/v1v4idPpjovj/isLLDWF0y1NTbu/Y1dLsJjYwnxC15CIyPlcXQ0oZGREtBERVGxYQN7Pv2UcQsWkLZ4Ma6QEExoKMblkvvexa8sf9kyCpctI/2kk0g/+WSsx4Nta8O2t2Pb2/G0t/vKPB1lxatXU/rxxyQdfDAJ06fT1tQkwV5DgwR7/sFfx62ntXWvf2ZoVJQv0Ap3u/G0t1OxYQOJM2dSlZPD9IsuInXhQiKTk4lKTiYsLg5jTK+Oj1JKqYEzFMFVKvChtXZyx+OjgJ9aa8/obhvNXA2c3mY5rLW0VFdTuGIFn/3mN6Qceii7P/6YcQsX4nK5JJgqK6OxrAxPS0uX7TEGrCUiMZH4zEwi/III/4AiPD6eCLebmu3bWXv//Uz9xjfY+uKLPQoQvMHE1PPPJ/eFF4blNplnn822f/2Lg6+9ltiJE51sXZDb5upq6nfupK2hIehrusLDiUpO9gVbkcnJtDU3U7RiBeOPPpri999n4d13M/H44wOCMH+a7VJKqf4z6MFVx5uuAi6z1uYYY34BxFhrb+pufQ2uBk7nrMau997j/ZtuYtYVVxAxZgz1xcU0FBfLbUkJDcXFQTNMEYmJvhN7ZHIyUUlJASf7qORkavLz+eiOO3ocjPQlAzPStvHfbsr555P7/PMceuONxI4fHxDIdr5trqyETt/hkKgoYtLSiE5Nldu0NGJSU4lOS6OxtJRP77+fxQ89pNkupZTaT0MVXH0FeBIIB7YBl1hrK7tbX4OrnulJ9sFaS+OePdQVFlJXUEBtYSFln39O6Sef4AoPpz1I4BSZlCQnYr8Tc0tdHTl/+xtZ55zDjiVLBiRQ6ks2ZaRt09eArPj991l9441MPOEECpYtI/Oss3CFhzuBcnExTeXlXTc0hqiUFJqrqsg4+WRSFy4kNiOD2IkTiUpJwbicvi6a7VJKqeCGJLjqLQ2uesZ74j3ygQeImTCBwhUr2Pj446QtXoyntVUCqqIi2puafNsYl4votDQA6nfuZOz8+WSdc44vsxE9bhwhERFB30cbWQ+8gQzI2ltafNlIb2aycMUKKjdvJiwujrb6eqzH41s/JDKS2AkTiE1PJzY9HdvezvZXX2Xurbcy6bTTKPvsM812KaUUGlwNW/s6qVpraa6ooGbHDmq2bZPb7dup3LyZxt27A14rJDKS2PR04jpOiv5LTFqa76TY0+o6DZSGt74en85tyI584AFiJ0ygtrBQAvOOpdYbpPtnOY3BGEPi7NmkHHYY8ZMnE5+ZSdzkyUQmJfnaeulnRyk1GmhwNUx5T3RH3H8/0WPHUrB8OV8+/TQphx5Ka10dNTt20FpT41vfFR5O3KRJxGdm0lRWxp5PPyXz7LP5yo9/TGRycrcNmbVnmYLefw6stTSVlVFbUMCXTz/NzrffJj4rC1doKLX5+bT7DYURFhdH/OTJxGVm4goJoWD5cub+9KdMPvNMzXYppUYkDa4GQU+u1tubm6nZvp3qrVupzsujOi+P8g0bumShosaNk6xAx8nKmyGITkvDFRLS6x5smklQ0H/ZrsUPPsjY+fOpLy6mZvt2ajsyqt7MaufPs3G5SDrkEMbNn487Oxt3djbxWVkBVdH6GVVKHWg0uBoE/lmApEMOYftrr/HZr3/NhGOPpb2xkeq8POoKC33tW0xICHGTJuHOyqKpspI9a9eS/bWvcdhPfkJYTEyP3kezUGqg9eXz1lpfT21+Phv++EeK3nyT+MxMMIba/HxsezsgAVfMxIkSbE2ZAkDuCy+w6IEHGH/UUfq5VkoNexpc9VJPr6I9bW3U5udTvXUrVVu2ULJmDWVffAF+DYRNaChxGRm4p0zxXbW7p0whbtIkQsLDNQulhrX+zHYlH3ootQUFTuZ261Zq8vKoyc/HtrX5tg2Lj6e9sZGMU05hwnHHMWbqVOImTcIVGtov+6aUUv1Bg6te6nzVXLJmDe/9+Mcc9L3vYYyhKjeX6txcqrdt8w2iaVwu4iZNAqBm+3bSTzqJOVdfTVxGRsBUJ3t7H71aVyNBbz/X7S0t1BUUUJ2XR85zz7Hnk08IHzOG1poaX6bXFRZGfFYWY6ZNY8yUKbinTaO1vp6199yj3x+l1JAY1cFVb69uW+vqqNqyhYLly9n6z38SkZBAw+7dAYM1Ro0bx5ipUxkzdSruqVMZM20a8ZmZlH/xhWah1KjXX9muI371KyKTkqjOzaVqyxa5qNm6lYaSEt82IVFReFpbGTNtGrU7dnDItdeSefbZhMfF9eu+KaVUZ6M6uOruKvrIBx4gOjVVfrRzcqjq+AGv37nTt60rPBxPSwuJM2eSde65vqvmcLe7x++jV9FK7Vtvvj8t1dVUbd3qC7p2rlwZEHABxIwfL99XvyVu0iT2rF2r31OlVL8Y1cEVyA/3u9deS9Ls2ZSuXStTgZSU+LqSm5AQ4idPlh/h6dMZ461yuPdezUIpNQj2N9s15fzzyf3HP5jx3e9K1f2WLVRt2ULN9u2+RvSu8HDc2dlEJCRQ9tlnTDzhBHatWsVRv/2tBlZKqV4b9cEVwMtHH01zeTkhUVGkHHqo72o2Ydq0Lt3CNQul1PDXk+9pe0sLNXl5vsx0ZU4OVVu20FRW5nudyKQkJ8M1dSpjpk/HnZ3t+03QCyelhr+h+J52F1yFBlt5JNq9Zg22tZUZF1/M9ldfZdZll+01SCrfsCHgB3rcggUsfvBByjds0OBKqWGiJ9/TkPBwEg46iISDDvJtt3vNGlb9+MeMP/poit54g4SDDqK5spLc558PyGbHTZrEmOnTCY2MZOMTTzD/jjuYdNpplH70kS+IU0oND0mzZ/u+l4mzZ1OxYcOQfU9HReZKs1BKKa+9/R6kzJtHXUGBr0qxassWKrdsob6oyLe9KywM6/GQtngxaYsW+bJdEWPGBLyPZruU6ruefn/ampqo2bbN1+Gl9OOPqdi0CVd4OGHR0QN+nh/V1YL6I6eU8urL70FrfT1VublsfPxxdr37LtFpabTV19PiNzVVVEqK9BzuWNpbWlj3yCMsfughvahTqpc6f1+KP/iA1ddfz7TvfAdAOrPk5lJXUOAM1xIejjsrC4/HQ/WWLcy6/HIOufbaAd3PUR1cKaXU/uo8TMSiBx8kPjOTqi1bfD/0Vbm51OTlBcy5aFwuYidNoqG4mBkXXUTGKacQn5kZ0MbTSy8E1UjUm8+19Xio37mT6rw8it5+m+2vvkp4fHxAG0mMkYG5/S5m3FOnEpeR4esN3NOOaPtLgyullOqj3jQt8LS3U1dYKEHX1q3kL11KzfbtYIxvrDzjchGbnu6btSE+O5sx2dk0lpXxwS23aBMGNaJ09/057OabCYuN9c2zW52XR822bbQ3Nfm2DY2Joa2+nqSDD2bqN74hY0pmZREaFdXj9xnI748GV0op1Uf9Mijq88/zlRtuIDQqyjf1T3VeHrUFBb6pf4zLRURyMi2VlSTOmkXVli0cct11TD7jjC5tuvZ335Tqi95+3tqamqjNz6dwxQq+fPppYidOpGb7dozLhae11bdedGqqb2o47wVHc1UVa267bVgPh6TBlVJKDaKeXkW3t7RQW1Agw0V0zLW4+6OPaK6sDHi9iIQE4idPJi4zk/jJk4nPzCQ+M5P64mLev/lmzXapQdHd53rez35GREICNdu3U7NjBzXbtlG7Ywf1xcUBs5sAxKanM/GEE5xgKiuLsNjYHr3PcPtca3CllFKDaL8HRf3618l9/nlmXHIJIeHh1GzfTu2OHdRs305TeblvfRMaSmRSEs0VFSTMnEl1bi6zr7yS9JNOIiYtDVdYWL/tmxpZetUWylqaysqoLShg58qVbHn2WScLFRLim2MXIDQqSi4C/C4EWuvq+OLhh5n6zW8O2yxUX2hwpZRSw1xPr9ZbamokO+AXcJWuXUtzRUXA65mQEKLT0ohLTye2Y4lLT6e5qorPH36Yo3rRk/FAOdmNVn05Pp2P+67Vq3n/xhs56NJLCYuOprawkPqiImoLC6krKqK9sbHLa8ROnMj4Y4/FnZlJXEcgFTV2LMaYbt9nuGah+kKDK6WUGub2O9v1jW+Q+/zzzL7qKsJiY6krKKCusFBOjoWFtFRXB25oDFEpKTRXVjLh+OMZe9hhRKemEpOWRnRaGhEJCb6T5Eg+QY4EPTk+rfX1NBQXU19cLLclJZSvX8/ujz4iNCqK1tragNcMiYwkduLEgMA8Nj2dpooKPnvggRGXheoLDa6UUmoE6tWE1zU11BUVScBVUEDB//5H5ebNhLvdtDc1BQwhARASEUF0airRaWnEpKXh8XgoWrGCCccdx65Vq1j4y18y4fjjcYWEBN23kXxSHUi9/b9Za2mtq6PorbdYe999jDv8cIrff5/UhQuxHo8vkGr1G5cNJLMZlZICQENJCSlz55J97rm+YCoqJSUgA+XdDw2yHUMWXBljQoBPgJ3W2jP3tq4GV0op1Tv90pOxY9yuMdOmBWY2iotpKCnxPW7cs6dL42QTEkJkYiKRyclEJicT5XfbVFXFlr//nbm33MLE446jYtMmVt94Y79XP460bbzH5oh778U9ZQo7V67ki4cfJuvccwmPi6OxrIymsjLfbVNZWZfAGCA8Pt4XGPtu/TKTUSkpvR4XSgPmQEMZXF0PzAPiNbhSSqmh19fsw67Vq3n/ppuYcOyxFL7xBllnn01YbCxN5eWBJ/zyct/wEp2FxsQQmZhIuNtNhNtNeHw84X63jeXl5P3zn8y5+mrGzZ9P1ZYtrP3Vrzji3ntJW7wYV2jXKXH78vcM9DbW46G9qYni1atZc8cdHHrjjbizsyn56CM2/elPZJ19NhEJCbRUV9NcU0NLdbUsHfebKyt9I493FpGQ0CWQjUxOprm6mtznnmPS6adTsHy5r01ddzQLtf+GJLgyxkwE/gLcA1yvwZVSSg29/mj8vK/Aorm62pdVyXnuOXa+9RYphx3GmOnTA4II/9vuggl/rrAwQqOiCI2OJiQyUu5HRdHW3Ez1li3ETZpEbUEB4w4/nOhx4zChobhCQjAuFyY0FONy4QoNxYSEUL9rFwXLl5N88MGUffEF6aecQsy4cViPB9vejqetTe63teFpb5cqtpISSj/5hNiJE6krLCQ+KwtXaChtjY20NzXR1tjou98TYbGxTnDpF2hGuN2Ub9jA7jVryDjtNGZecolkBxMTg/YA7UugpFmo/TdUwdVLwH1AHHBjsODKGHM5cDlARkbG3Pz8/AHbH6WUUn3TX9WP3Z3srcdDa8d8jS3V1Wz+61/Z8dprTDj+eMYvXuwELR23bd5ApqFBypqaqCsqormigrC4OMJiYrAdAZGnrU3ut7dLkNSxBGNcLkxIiBOIhYTI45AQCcpcLlrq6mitqSEyJYX4SZMI6QjwQr3BXnS0lPkFfztXrqRwxQqyzj2XmZdeKkFUXFzQTFxv/m/7e3zU/ukuuMJaOyALcCbwfx33jwWW7GubuXPnWqWUUiNDyYcf2pcWLbIlH34Y9PG+tvvikUd6tH5ftvF4PHbX++/bl4480n7229/alxYtssUD8D592aav/zc1+IBPbLAYKFhhfyxIxqoI2AGUAA3A3/e2jQZXSik1cmx88skuAUHJhx/ajU8+2e02fQksRto2ffm/qaHRXXA1KEMxGGOOpZtqQX/a5koppUa34dyLb7C2UQeOIR3nSoMrpZRSSo003QVXwVvS9TNr7TvAO4PxXurAtP7Z9bz5szepLqjGneHmhHtOYM4Fc0bVNkoppUaGQQmu1OjS28Bi/bPree3y12htaAWgOr+a1y5/DaDb7fqyzbpn17Hk8iUD/j592ca7nQZkSil14NPpb1S/6hxYAIRFh3HWE2d1CRQ87R6aq5v5w5w/ULurtvNLETkmkgXXLqC1oZWW+hZa61tlaWhl25vbaG/u2pXauAxRiVF42jx42j142jzYdiu3nu4/6yHhIZgQgyvUhSvEJbehLur31GPbu24XGhnKtDOnERYTJkt0GOEx4YTFhPHefe/RVNl1jJv4ifFcu+NaXCGu/fq/KaWUGh50bkHVJz3NpnjaPTTsaeDxwx6nrriuy/Nh0WGkL0qnsaKRpsomua1ugh58/EKjQgOCl7DoMIrXFne7/rwfzPMFSL6AKdTFqrtXdbvNop8uCgjEvIHZp0982u02yQcl+4K9lvoW2hqDj0gdwECkO5LIhEiiEqNkSYgid2kuLXUtXVaPmxjHdTuuCxqQgWa7lFJqKGlwpfpUXffq918NCBpcYS6yT8kmOimaupI639Kwp2GvmSGAiQsn+gIKb3ARmRDJu3e9S2N5Y5f149PjuW7HdRiX6fLcw5Mfpjq/uku5e5Kb63ZcF/T9B3ob67G0NrTy2EGPUVNU02WbyIRIFlyzICDAbKxspLGikfKc8qDvD5KNi06JJjY1NmCpKaph04ubaG9xMng9yXZpQKaUUv1jSBu0q6HXXTugxspGxs8fT3VBtW+pKaihurCaks9KugRMnlYPuUtyiU+PJzY1FneGmwmHT/Cd8N+54x0ayhq6vL97kptLPwje7TgmOSZoldiJ950YNLACOOGeE4Juc8I9J3T7PxjobYzLEB4bzom/OjHoNqf//vRug5jugrjIxEgOv/pw6krqqC+pp66kjrIvy6grqQsIqrxaG3Mow2QAACAASURBVFp55ZJX2PTSJuIz4nFnuGVJl9vtb21nyRW9a3emlFKqdzS4OkD1JPtgraWhrIHKvEpev/b1gJM9yIn49R+9HlAWHhuOe5KcjLvNRBn4ccGPgz4V6Y7sdQDj3e/eZFNG2jbdBXGnPxI8ILPW8suQXwatVvW0eijPLWfbG9uCVjV21trQyrIbl5F1chbRydEY0zWg1WyXUkr1nFYLHoCCNX4OiQhhzgVziE6OpjKvksq8SiryKmip3ffJ9VtLvuXLbES4I3wn175Uo3n3T0/Evdfb/9u+jo+1lubqZqoLnazk0h8s3es+hMeFk5CVQGJ2IgnZCSRkJ1C1o4o1v1sTUD2sje2VUkrbXA1r+zqpWmtp2NNAWU4Z5TnlLLthGS01wYOmkPAQxmSOCTg5JmQlsOSKJUEbmu8tUNIebMNbX45PdwFZdEo0R/3sqIDAvGp7VdCqR6+oxCjOf+V8kqcnE53SNeOlQbZSaqTTNlfDVLC2UP+59D9s/s9mwqLDKM8ppyynLGjX/i4M3Npwa9CeZS01LYNSXacGT39WP57621ODDpVRu7OWhyc/HLT6sbGikWeOfgaQYTOSpieRPD2ZpOlJ1O2u49MnPqWtSbJd2rZLKTWaaOaqn/Xkar21oZWyzWXs2bSHpT9cSnNNc9DXihsfR9L0pICTVvL0ZP5y3F+oLtDqOtU3/VX9GDc+jv/31P/zZVS9FwK1O7uOWeYVlRTFhcsvJHlGMmHRYfu9b0opNZS0WnAQBKumCY0M5ZCLDyFyTCR7Nu1hz8Y9VG6v3Pf4Tgbu8NzR4/fR6jo1UHr7eWuubeZX7l/t/TNuICEzgZSZKSTPTGbsrLFU51ez6r5V2rZLKXXA0GrBPujpVXR7SztlOWW8fl3XHnltTW2sfXwtrjAXydOTGT9vPIdcfAgpM1NImZnCs6c9GzwLleHudr+0uk4Npt5+3iLiInBnuINmu2LTYjntkdPkQqPjYmPrsq14Wj1BX6u1oZXlNy1n5tdnEhIeEnQdzXYppYYbzVx1o7ur9ePvOZ6ErAR2r9/Nng172L1+N+U55Xjagp8cADBwW/NthIR1PTloFkqNRL35XLe3tlOZV8ljMx/rNtvlCnWRNC2JsXPGyjJ7LOPmjKPw/cKAcbv29j5KKdXfNHPVS2/89I2g40It+/Ey3+Mxk8cwds5Ypv+/6YydM5blNywP3iMvwx00sALNQqmRqTef65CwEJJnJHeb7YpKjmLu5XMpXV/KzjU72fjCRudJQ5eArLWhlTd/9qZ+h5RSQ2bUZK66qzpob2mnbHMZu9ftZvf63ZSuK2X3ut1BJxL2uvSDS0mZmUJEfESX99AslFJ909PvT3NtM3s27qF0Qymvff+1bl8v+5Rsxh08jnEHj2PsnLEkz0gmNCLU9156QaOU2l99btBujLkaeNZaWzlQO+c1UMFVsB9tE2KITYulvqTeV6UXEh5CyswUxh08jpxXc2iq6jr8gfbIU2rg9FdPxrCYMJKmJbFn4x7fWF2uUBfJM5IJjwtn1ye7Atp56UWQUqov9ie4uhv4JvAp8GdgmR2gdNdABVfd/QCHRoWy8LqFvivbpGlJvuo7zUIpNfzt63va3tpORW5FQGY69/VcbHvXn7DwuHBOfvBk+T2YNZbw2PAu76UXTkoNb4P9Pd2voRiMDL18MnAJMA/4J/CUtTavP3dyoIKrO113Bm8ou5fhDkB/TJU6EPT2e9rt70EnCdkJvguvpqqmgEFRQS+2lBpuhiIpsl8N2q211hhTApQAbUAC8JIxZoW19ub+3dX+111D2b0NdwDSKFd/OJUa3nr7Pd3b78HF71wsWa51uyldL+0vc/6TE3QS89aGVpZdv4zMEzOJGRujE14r1c96+v1pqWuhdGMpr1/TdTikoerg0pNqwWuAi4Ey4EngFWttqzHGBeRaa7P7a2cGs82VXnUqNTr19vegtbGVe2Pu3Wu2Kzo5usswEaUbS/nfNf/T3x2l+qC77+nRtx/NmEljKN1QKhdA63dTtb1q7y+2j1qq/bE/matk4Fxrbb5/obXWY4w5cy9vmA78FUgFPMAT1trf9W63+4cOd6CU8urt70FYVFi32a6YsTEsvnWx74f+s6c+o7W+NciriNaGVt645Y29/vZotkuNRL35XHvaPay4eUXwLNRP3wSkU1ry9GQmzJ/Aod87lLGzx7L0h0uD9vTfVy3VQBiwoRiMMWlAmrX2U2NMHLAWOMdau6m7bYbTIKJKKeXV02yX9Viq8qsoXV/K82c/3+3rJWTL1D8ps1J8szWkHJTC5n9v1iy7GnG6+/6c8cczmLhgIqUbS9mzaQ9lm8oo3VhK2eYy2pvbu329Kz6/ImBolX29z7Btc9UX1tpioLjjfq0x5ktgAtBtcKWUUsNRT7NdxmVIyEwgITMB96Tg2a4IdwTj545nz6Y9bP2f39Q/Rrbv3JOxJ21GNNulBlNvP29v3BJ8UO5XLnoloMw9yc3YWWPJOimLz5/+nMbyxi6v5Z7kJvWQ1KDvM5xqqQZlEFFjzGTgXWC2tbamu/U0c6WUGil6chXtnfrHe+X+zu3vdPt6GYszSJqeRNL0JJKnJ5M0PYmErAQ2/XOTZrvUoOnuc33mE2cy+djJlOeUU5ZTRtnmMspzyinPKadqR/dtos5+5mxf5tZ/+JMDpa30fg3FsJ9vHAusBO6x1v4ryPOXA5cDZGRkzM3Pz++8ilJKHZD6bVDU2DDSDk2jPKec+tJ6X7kr1AUQdG5Td4ab6/J1wGO1d735HFhreTjjYWqKguRIOk1F5R3IN3lGMrlLc2mubu6yyUgYlHtIgitjTBiwBBl49KF9ra+ZK6XUaNaTq/XGykZfdqA8p5z37nuv29fzZrcSshNIzE703RatKeL1q18f9lkBNbC6+7wdf8/xjJ0zlsq8SiryKqjaVkVFXgWVeZU013QNkrxOf+x0X2Y1bkKcb3iSAyUL1ReDHlx1DDz6F6DCWtt9aOpHgyul1GjXX9muiPgIsk7K8p0gW2pb9vneMWNjuPidi3FnuAmPCe/y/IGQSRjNenJ82lvbqd1ZS3VBNS+c+0LQdk3+XGEuaUeYLcv6Z9fTVKlTw3kNRXC1GFgFrEeGYgC41Vq7tLttNLhSSqne6UlWwFpLY3mjL/vwrwu6tNDoIioxCneGm/j0eNwZbhrKGtj8782+uRqDvU93+zcST6oDrbf/t2CfA1eYi6yTsoiIjaC6oJrqwmoZqqAHp/2L3ryIhOwE4ifG4wpx7fV9RkoWqi+GrM1Vb2hwpZRSvddf2a6YcTGc8tApciLuWGoKa6guqA46kT1Iu6+MozKITY3tshSvLWblXStpa+zdtEF9CchG0jbBApjQyFCOuOEIxs4ZS11JHXUlddSX1Pvu7163O+hMAgCJUxNxZ7gDgmV3hptXvvsKdbvquqw/WrNQfaHBlVJKKaBv2Ye9zcmYvihdTvLFdV263AcTGhXKzPNmEpUYRWRCJFGJUUQlRBGVGMXOj3ay+v7VvZrHsS9/z1BuExoZyoJrF5B6aCpNlU00VjTSWNlIY0UjTZVN5C7N3es4TyBBrX8gu2XJluAr7mV0cs1C7T8NrpRSSvn0V7arc5ajpa7Fl015+uinuw3I3JPcNFU27bWBtD/jMozJHEN4TDhhMWFyGx1GWEwYOa/l0FrXNaiLHBPJMb84BleoC1eIC1eoCxNicIW6WHb9MhrLurY3ikqK4uQHT8bT5sHT5sG2W9/9d+96N2gGLywmjOyTs2ltaKW1vpWW+hbf/ZpdNU7DmL0IjQr1BZilG0q7+SfAVeuvIjY1lqiEKIzLmc+yp8enM81C7R8NrpRSSvVZX7IcPTnhe9o8NFV1ZG8qGnnqyKe6Dchmf2s2rfWttDZ0BDAd9yu2Vuz/H7ifUmal+AK/sOgw3/3Pn/48+AYdgVJUgmTvwqLCfE/1JVDSLNTQGPQR2pVSSo0cfRn9+oR7Tgh6wj/hnhN8j12hLqKTo4lOjgbodh5H9yQ3X3vua0Hfp7tgJD49niu/uDJoFurpY54O2t4obnwcl7x3SdBs1x/m/IGawq5jPLknufnBhh8E3bftb20P/vdkyGjkwfTk/9bZcBqdXGlwpZRSqofmXDCnVyfrgQrIerrNifedSFRCVNBtTn7g5KDbnPTASSRkJgTd5sT7Tuy3fRuIQKm3x0cNHK0WVEopNawM1158g7mNOjBomyullFJKqX7UXXDlCrayUgeMxmJYcQw0lgy/bZRSSo1KGlypgTFYAcz6u2DPe7DhruG3jQZxSik1KmmDdjUw/IOR+Y/tfV1roa0OPrsZ9qyCj6+GaT+AtnpZ2huc+/6Pm/ZA0SuAB3L/CJXrwBUKtg08bWDb5b731tMG7c3QUABYyP0D7PofhEaCCQUT4ty6Qp37th1K35X32fo4tNZCRDKExvgt0RDS6fHm38rfs+7ncPgTYMze/w+9/b8ppZQalrTNldq3xmJ475uw+AWISt37uu1NULUeViwGTwu4wmDWzyW4aamElgq5ba6A1o7blkp5vkeMBC6hMdDWCG21TnnEWHBP33ugVPEp1OUho/q5IDYTEg7de0BWuxWa9+AbfCekIxhrq6dHk3TJRhCRCOEJEN5xG5Ho3A9PlL/h85s6/m+RcMYmiMvc90v35vgopZTqNzrOlRJ9ORGvv1MyMGuvhaxLoKlEqq38b5tKoHE3tFYFbutphfW3y/2wMYFBRUyG3EYkQsnbUPGRBDUmFMafAbNvczJBIR0BVUikZIAai+HVLL83stBWA4v28nf5tvEOl+yBxl1w0ns92MY/iDJwVi5EjpNgMlhmbeP9ULJcAjQTwv9v79yD46ruO/757a5k62XJL2wsW8Yyxthg84xtaKCUNgGTAmmbP5i0pXVKM61D00wzGcijTQZmSJimKWVSTLGBttNMaAqER8O7NDzKw+Zp4bckwDaW8APLsmU9rN3TP353de+udq3Vsne10v4+M2fu3d17956959693/M95/wODefA9BW+wOzfD0d3eCKza/hxE33weDNU1GveJnupKsNy+x2jd7tMkBmGYYSGiatyI1Oz08ARbSrr2R1Y7tHlsXbo/Ui32/0LTUlidf5DvmE5zJ6trtK2n4ALTEURnQy/2wo1jZnz1NsB23+iwgpUkHQ+Ayvuzv7gb7kVXNqcEi5+coERxj6xKk2Tpqf+nv3P+26ci0P3NrjsV5l/TyIO3TvgqfMhEZgKRGIw7w/UnevthMNvwb7OgFuXxq518MmbULtQhWtNE1Q3QfU8Xa+o95smrfnRMAwjNExcjWdydR8GurQp7NAb0LaeoT5Knc/pd6Q/rCUG1XP1gRytBqKA5yg1Xg3n/1hdm1jN8GNtXKsP8KDR4xKw9bbCip5Dr2rzWZDEABx8Jft5KNY+o/09kSjs/CnDmhglosJ01b2p7w/2QN/HKrjeu0XL0cUBgZ490LdfRXB6U2usTst00ilwwOtD1rYB5l4D01dCZUP23wTmdhmGYeSIiavxTNJ9aLkFzv6uCqijbboMrg9kmnfLqUhoXgM189ThSDodk2fpA3+oSSzgKHU8BdG7MgsrKJ6AWf129s/Gep+wz0GsBmqbIVoF+1/wHT8S2o9tdTtMmqkC7HjAhUw6kwde9vdJDMD/XqnrldPU9apthrqF3vpCXa+aY26XYRhGjliH9lJhJFfAOeg/qM1HR3fAoTd15Fqm6dYlCjXz/YdjbbP2a9r0tdRmp2gVXNOe3YXYuBba70196EcqYeEN9nAtBfIpn6Rgjvel7rP0Jh19mRTmPR8GRBsQmeQdx6mDee7t2odsymIdOZltJKS5XYZhTGCsQ3upk3QFNv8Azvy6iqikkOreAd3btTP0EBF8YRWFmb+h7lWyv02kIvX7N65lWLNTGE1vRvEoVJMlQP8hWLEu8D0nvD53ntja9S/QtVk/c4Pw9jf9bSunQt1iFVpD6Uy9Fs3tMgyjDDHnKgxyqa2fOKaC6chWOPg6tN5NRhdq8mx9UCUfWnWL9WH2/OWp7sNILtST58Hhd4a/P/Xc/Jq+jPFJPtdBRrdrMqzcoCEqurf7FYHejsCOSTfLc7vO+zHMvBimLIGK2ux5NLfLMIxxgjlXxSRYWz/3dhVQ3Vt1eWSLLns+COwg+K5SFGZdBuf+EOrOgMr64d+/ce3oO4CbgDIgv+sgo9uVUIcs/Xo70Q3dO1Vsbf9HOPw24NTteusb/nY186H+LKhfClOWeutLoKLO3C7DMMY9Jq5GItda9GCvDrff/xK03YOOyFsHu+7yt4lUqgs1YxU0fwUazoLKGfDrKwKuQFwfWtXzMgsrsOY6o7iM5nqrmALTL4TqRth4AylubGSSiqXeDr+i0flc6ndXNXruVwJa1+tIxpmXariLk2Ful2EYJYSJq5FIr0Un4toHpasFjryny64WONaaoXYvMP0zsPRmrZnXNmu08CDmQhmlTsHcLqcR8oPXdWJQY6kl3d22+xkSZO6EjmSUCNSeDg1nQ/0yaFim67Wn66jW5PHM7TIMo0QIVVyJyJXAP6GBkjY4534U5vEKinPagbf9XobmlNv/EhzbFXCZRDvtNiyD+ddpbf2NrwdG5CVUeM24KHtt2lwoYyKS63UdicGUMzT1rhw+MXakEhbdCMc/0Htpzy9JmYZoylKttCTnmGy7D876HlSfGtIPMwzDGJnQxJWIRIF/Bj4H7AU2ichjzrmtYR1zRLI1HQz2ahNFV4sKqmTqP+hv4+I6Wm/RWhVT9Wdrf5FYtb9NPiPyzIUyJiIFc7vQqYAueUjXB49r83tXC3R5zvG+J/yAqYk+eGyBdpxvWO6n9HsVrCnRMIzQCNO5WgG0OufaAUTkAeBaYOzEVcstOkfea2tgxsVwxBNTR3f5f+rRam1ymP152P1fqdO4DByCJd8yF8owwiCX+ydWDdMu0AQZ5pjEnyS8db3O8wiAQN0iT2wt0+WeB60p0TCMUAhTXDUCewKv9wIrQzzeyent8IJuOo0y3vGU16S3HJqug6nLtT9HbbP248g4jYu5UIYRGoVyuySqlacr39T+XF2b4fBmrUwdfgf2PETKjb1rnY5ynLHKF1/ZpgIyt8swSp8SuE/DFFeZQjYPC6olIl8FvgrQ1NQUXm5abtWOsS4OUgHNfwIr12ff3lwowyh9TnafSgTqTtc07/f9zwd74JXr4aNH/Sj0u38BH/yHv031vECzoud0TTnDOs4bxnigBO7T0IKIishFwA+cc1d4r78N4Jz7YbZ9QgsimikI4khBNw3DmJhk+z/43Ms6H2PS6erarAFSk/25pMJbd7q+6n6Y9ZsaPiLb9D/J45nbZRj5kev9M9Cl/TAP/B9s/q5WnIrwnB+LIKKbgEUisgD4CLgO+HKIx8tOpqaDkZr4DMOYmGT7P2i7V/8P5qz2348PqMDq2gzb/gG63vW2PwGv/pGuVzRoP82GZf5gl2DTYgnUog1j3JJ+/8T7vXuyxU9H3tMJ6tMZw+d8aOLKOTcoIjcCT6OhGO5zzm0J63gnxZr4DMNIMpr/g2il9secPBM2/jkpPRsik2DZ93UOxiMt8MHPtO9Wkuq5GovrwMtomIh74cxvQl1z+lGGY26XMREZzXWdGISDr6aGQ+p4Fnra/eb8SIVOp3XKpVqpqWrU+zQZDikxAO33w9l/W/T7KNQ4V865J4AnwjxGTlhHc8MwkhQyKOrxvf6E1857HQwwvO/JQJiIfnh8IdSc5k/9MzQFUNp8i+Z2GRORTNd14gQcbfVmbfBmbujeqlNoBStBLq6O8dJv+05x3SIVWEnyCYcUEhah3TAMYyRycbtEoGaepsartJa+58HUfSQGU8+BY+9D57Op31kzX4Oi1jRpMFQS0H5f7rVuc7uMYjLa6+3Y+3o9k4DWe7QZ71g7HN2pAgvQwNwL9D6YcQm0rU8Nh9T3MZzxtXERDsnElWEYxkgULExERJsuLn0kdeqf5ITuR7ZAx9MMTQEU74NHF+g0WlMWa6rzlunTaZnbZRSTTNebcyq6ju7QflHdO/zU876/rxuEj1/QASGNV/su7pTFEKvRbcZ5OCQTV4ZhGGEwUi06OPXPvC/qe5lGMroT2qS491HoP+C/H6nQWH1TFsPkRmjbwKinADK3y4DRXwdHdqS6UL0dcHw3dO+EwaP+dtFqvT4blqtTlWwiB72uV9wzLlyofDBxZRiGEQaFDIo67UK44nWNPN+d5goc3QF7H2fI7Ur0wSPzoH4J1C2EmmZd1nqpZr521E8ez9wuI/06cAkVTMfa4GibOqzH2vzUf8jf1w1qR/OZF0Pzn6Y6rNWN6tZuXOvFmQwccxy5UPlg4sowDKNUGKm2XjlVI8nPWOV/nsntEoGqOdpRuOMZiPcGPotAdRNUzdXjkVDXa/bnYdq5ul+wk3A65naVNrmUj3Pqgvbs1vAibeuBBOy6GzqfUxcq5XqKQPV8FemnroYPH0h1oYjDRf82YV2ofDBxZRiGUSoUsm9X3elw+dN+P5hjAQfiaJs+RJND2hMD8NIX/X2r5qgAq2nSaPXJ9Zom2H7n6N0uE2T5kc95S7pQb/0NNK9RodSz21vu0eXxPaniaYiEXguL1vpOZ53ndiYFdxm6UPlg4sowDGM8M5IrIALVczSdcom+l2nC60glLL8NBo/4D+NDm2DPw8O/H3ROxkOvey7YbJg8218Orc+C6KT8mh/zERbFEnHFylvwvF1wJ/QfhL5O6O3UZXC9t1NDgRxr1X0//LkmADwns6YJpp4Hc6/VcovVwqa/9ONCgY7IW/Itc6E+JSauDMMwxjMFi9uFBmhMFz8uAX0HVGy9+z34+H88x0v0gR7vgwMvpvbDCVJR7wVXddrs1P+J9sWZNA0qp2lTZ3I5yVtW1OcnyIol4j5N3lpugfP/Xs/DwCfajy657A+87t0HH/0Kba67S8Xs8Ol5VSAlxaxLABHdR2Iw5wtwwR16vjM19eYTF6oMXah8MHFlGIZRbozGfZAIVM0CEiqikk2JJFQEXPmGPtjjA9C/P9VJ6euED/4TTmxFH+IJ+OgxXQ/2AzsZu9Zpviqn6uizWI2fgq8TJwIjJjfA9BUwaYaKjEhMBwaIt4zE/PUtt8GBl+DNb8BZN2uIDBfXPkWZ1vv3Q7t3nNb16s5JVCcEjx/XZfr6QJcOQsBB6zpN2ZCY/tbEAL7wiajjtHBNmkM4yw8+O+RGeqLZDULnMxCdnL0PnblQoRHaxM35ENrEzYZhGManY+NanYok+DCOVMLCG7K7HNkmyb6mXedeTHdrkg7O+z+Dw2+jQsHrA1Z7WmbhkqnJciyQaGbRF63Wfm49u9HfE9W4ZQu/kubYeeuxWhWl2c5bNnctn/IxPjVjMXGzYRiGMVHIx+XINkl2stmp6lRNQXo74N3vMOTAkICBQ/DZTZmFRTIY6xPLU/sORSbBJb9UEecGvRT3HChvfedd8PHz+lpiMPt3tDN30NkKul4DXfDitanHiU6GL+zQyPwiw/OX7igR1xF6jVdnF0ojnbdMmAtVUpi4MgzDMEYmn742YQiydCIx2H4Hw/sjOdj33yd31Q5c54cUcIOw/wVYdf/J3aFhfZQSsO327McpllCyvlAlhYkrwzAMIxyKJciKIeKKmTcTSuMeE1eGYRhG6ZCPsCiWiCtW3oxxj4krwzAMo/ww0WOESEmNFhSRA8CHIR9mBnAw5GMY+WPlU9pY+ZQ2Vj6ljZVPaZNP+cx3zs1Mf7OkxFUxEJE3Mg2bNEoDK5/SxsqntLHyKW2sfEqbQpZPpBBfYhiGYRiGYSgmrgzDMAzDMApIOYqre8Y6A8ZJsfIpbax8Shsrn9LGyqe0KVj5lF2fK8MwDMMwjDApR+fKMAzDMAwjNCasuBKRK0Vkh4i0isjNGT4XEbnT+3yziJw/FvksV3Ionz/0ymWziLwiIueMRT7LlZHKJ7DdZ0QkLiJfKmb+yp1cykdELhORd0Rki4i8UOw8ljM5/L/Vi8jjIvKuVz5rxiKf5YiI3Cci+0XkvSyfF0YbOOcmXAKiQBvQDFQC7wJL07a5CngSEGAV8PpY57tcUo7lczEw1VtfbeVTWuUT2O554AngS2Od73JJOd4/DcBWoMl7fcpY57tcUo7l8x3gdm99JvAJUDnWeS+HBFwKnA+8l+XzgmiDiepcrQBanXPtzrkB4AHg2rRtrgX+3SmvAQ0icmr6FxmhMGL5OOdecc4d9l6+Bswtch7LmVzuH4C/Ah4C9hczc0ZO5fNl4GHn3G4A55yVUfHIpXwcUCciAtSi4mqwuNksT5xzL6LnOxsF0QYTVVw1AnsCr/d67412GyMcRnvu/wytSRjFYcTyEZFG4PeAu4uYL0PJ5f45A5gqIr8WkTdF5Pqi5c7IpXx+CiwB9gEtwF87lz6LtDFGFEQbTNS5BSXDe+nDInPZxgiHnM+9iPwWKq4+G2qOjCC5lM8dwE3OubhWvo0ikkv5xIALgN8GqoBXReQ159zOsDNn5FQ+VwDvAJcDC4FnReQl51x32JkzRqQg2mCiiqu9wLzA67loDWG02xjhkNO5F5HlwAZgtXPuUJHyZuRWPhcCD3jCagZwlYgMOuceKU4Wy5pc/98OOud6gB4ReRE4BzBxFT65lM8a4EdOO/m0isj7wJnAxuJk0TgJBdEGE7VZcBOwSEQWiEglcB3wWNo2jwHXeyMDVgFHnHMdxc5omTJi+YhIE/Aw8MdW2y46I5aPc26Bc+4059xpwIPAWhNWRSOX/7dHgUtEJCYi1cBKYFuR81mu5FI+u1FXERGZBSwG2ouaSyMbBdEGE9K5cs4NisiNwNPoyI37nHNbROQvvM/vRkc4XQW0AsfRmoRRBHIsn78DpgN3ee7IoLMJT4tCjuVjjBG5lI9zbpuIPAVsBhLABudcxqHnRmHJ8f65FfhXEWlBm6Fucs4dHLNM8CyXUAAAAHNJREFUlxEi8nPgMmCGiOwFvg9UQGG1gUVoNwzDMAzDKCATtVnQMAzDMAxjTDBxZRiGYRiGUUBMXBmGYRiGYRQQE1eGYRiGYRgFxMSVYRiGYRhGATFxZRiGYRiGUUBMXBmGYRiGYRQQE1eGYRiGYRgF5P8Bj95V0BXVB+0AAAAASUVORK5CYII=\n", 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" ] @@ -467,35 +468,37 @@ "fig = plt.figure(figsize=(10,8))\n", "\n", "# wygenerowanie danych\n", - "t = np.arange(0.0, 1.0, 0.01)\n", - "s = np.sin(2*np.pi*t)\n", + "x = np.arange(0.0, 1.0, 0.025)\n", + "y1 = np.sin(2*np.pi*x) + 5.0\n", + "y2 = np.sin(2*np.pi*x) + 2.5\n", + "y3 = np.sin(2*np.pi*x)\n", "\n", "# pierwszy wykres\n", "ax1 = fig.add_subplot(3,1,1)\n", - "ax1.set_ylabel('volts')\n", - "ax1.set_title('a sine wave')\n", + "ax1.set_ylabel('y')\n", + "ax1.set_title('pierwszy wykres')\n", "\n", - "line1 = ax1.plot(t, s+5.0, color='blue', lw=2)\n", - "line2 = ax1.plot(t, s+2.5, color='red', lw=2)\n", - "line3 = ax1.plot(t, s, color='orange', lw=2)\n", + "ax1.plot(x, y1, color='red', lw=2) # pierwsza krzywa - czerwona\n", + "ax1.plot(x, y2, color='green', lw=2) # druga krzywa - zielona\n", + "ax1.plot(x, y3, color='#002d69', lw=2) # trzecia krzywa - kolor zdefiniowany szesnastkowo\n", "\n", "# drugi wykres\n", "ax2 = fig.add_subplot(3,1,2)\n", - "ax2.set_ylabel('volts')\n", - "ax2.set_title('a sine wave')\n", + "ax2.set_ylabel('y')\n", + "ax2.set_title('drugi wykres')\n", "\n", - "line1 = ax2.plot(t, s+5.0, color='black', lw=2,linestyle=\"--\")\n", - "line2 = ax2.plot(t, s+2.5, color='black', lw=2,linestyle=\"-.\")\n", - "line3 = ax2.plot(t, s, color='#000000', lw=2,linestyle=\":\")\n", + "ax2.plot(x, y1, color='black', lw=2,linestyle=\"--\") # pierwsza krzywa - kreskowana\n", + "ax2.plot(x, y2, color='blue', lw=2,linestyle=\":\") # druga krzywa - kropkowana\n", + "ax2.plot(x, y3, color='#ff0000', lw=2,linestyle=\"-.\") # trzecia krzywa - kropkowano-kreskowana\n", "\n", "# trzeci wykres\n", "ax3 = fig.add_subplot(3,1,3)\n", - "ax3.set_ylabel('volts')\n", - "ax3.set_title('a sine wave')\n", + "ax3.set_ylabel('y')\n", + "ax3.set_title('trzeci wykres')\n", "\n", - "line1 = ax3.plot(t,s+5.0, color='blue', marker=\"+\")\n", - "line2 = ax3.plot(t,s+2.5, color='red', marker=\"o\")\n", - "line3 = ax3.plot(t,s, color='orange', marker=\"^\")\n", + "ax3.plot(x, y1, color='brown', marker=\"x\") # pierwsza krzywa - krzyżyki\n", + "ax3.plot(x, y2, color='purple', marker=\"o\") # druga krzywa - kółka\n", + "ax3.plot(x, y3, color='orange', marker=\"^\") # trzecia krzywa - trójkąty\n", "\n", "# dostosowanie odstępów pomiędzy wykresami\n", "plt.subplots_adjust(wspace=0.2,hspace=.4)\n",