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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Support missing data plotting in GeoPandas\n", | |
| "\n", | |
| "An illustration of proposed PR and comparison to existing situation (below)." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import geopandas as gpd\n", | |
| "import numpy as np\n", | |
| "import pandas as pd" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "'0.6.1+1.ge0b7205.dirty'" | |
| ] | |
| }, | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "gpd.__version__" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "gdf = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Numerical values" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "gdf.loc[np.random.choice(gdf.index, 40), 'pop_est'] = np.nan" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "metadata": { | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.axes._subplots.AxesSubplot at 0x11e5bc7b8>" | |
| ] | |
| }, | |
| "execution_count": 16, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1080x720 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "gdf.plot(column='pop_est', figsize=(15, 10), legend=True)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Default mirrors the behaviour known from QGIS. Features with missing values are ignored." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.axes._subplots.AxesSubplot at 0x11eba7668>" | |
| ] | |
| }, | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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9ejx7E7vdTk5ODj6fj/LycsLhcL+PjcViNDY20tjYSEpKCnl5ebjdYzM4F5Hdp4BE9lmN1S2889QyUjNSSEn3kJmfTkFZLu6UwQuWM/LS+M2/Lqe+somPXv2UYCDMxpXlvP7YUjpb/YM+/55rHmPu4dP55YP/hRk3uebs/yMUCO/UEicAd4qLSfuNZ9FJByROjPPH5zDlgLIBT4yD/hCG0fV8d4oLT6prt4OgfVEsGsOXlcIvHv4xE+eWjvbh7Lb7/ucRXnvo7R63/fOPT/b52OUvrgC6MkQT545nxsFT+f5fvkXJtCKcHif+9gD+Vj+xaAyX14XL68TpceL0OCieWojTnRxXze12O3a7anqGyjAMXC4XEyZMoLm5Gb/fj9/vJxbrfzlqR0cHmZmZuFyuRHbFMAycTicej0fvv8ggTBNi6rIlsncIBcK8+s8lfPTaKuxOG7MWTeWgL84jLbvvlrWpGR58Wak8euNzrF2+MXF7eo6Pggm5jJ9WxFlXnEL++BwAnrjlRZa99DFOj4O8kmzmHTWTOYdN4wvfOAyAx/7yHDb7wFdX80tzOO6cw7DZbWz8uJz7fvMvKjfUEAr0f6VxIF0F4J3MOWwak/YrTdweCUeo2VpHzeZ6ajbVUbu5jprN237eWLvTgY/0LWdcFjct/R3etD17lX8kWG1WfnbvpUxfOJl/3/Qc1RuHVs8Tj8UxLBai4SixSIxoJMaUGeNISfcSj8f32oyRDMxms5GTk5P4ORaLEY1GE/Uk0WgUi8WC1WrFYrHgcDjYvHkznZ29l6Ha7XY8Hg8FBQXYbDotEdkX6X++jAnhYJj3X1pBR0sneaU5OOxWbPau1q39cbgczD92NtMPnEQ82tX6tbG6hfUfbWb9R5up2ljLteffwg/+cj5ls4o59NQFfPz2Gj58bRWpGV42fbKV1MwUph4wAYAz/usETvnOFyhfXdU1N2TbXBC7047T48CXmcKkeaWsXrqe2vJGsgoy+Pit1az/aPNOv970HB9T9i+jbHYJ+x81k7LZJT3uv+/Xj/DC3a/RVN2809uWofP43GMiGOlmtVk5/Ycn8qVLj2fp0x/w3J2vdNWJDFBfNPfImfz+pasSS50q1lZx1SnXUrmumrbGDr7+8zOYe9RMiqcVkaFi/jGrexlcX/UiwWCQ6upqDMMgLS0t8djtv2w2m4IRkQGM9S5bKmqXpNXW1MGyF1fS2tiOxWIQi8ZprG6mdGYxX/j6oT0eu+7Dzbz/0krWf7iJ1MwUiqcUMn5aIfOPmzNiBamvPfJuV2etcAyr1eCIMw6idOa4AZ9jmiZXnX4977+4smvpypRCvD43q95d1+9Aw27dRfJzj5jBeb88A5dn8CUvLfWtbFxZTt2Wejpb/XS0dFK9sZbaLfW01LXSXNs6pCVm0jdPqpsr7ruUg0+eP2YLn2s21/HHb93Mitc+7XH75AMmcOlNFzJxv9IebYw3fbyF95//iJpNdUTCUSbMGc+EueOZMGc8qRkpe/rwJQnFYjFCoRDBYJBgMEg4HMbhcODxePD5fMqqyR6ztxS1Z0/PNk+850t7ZF/3HniXitpFOlo6+c/DS3j7iWWsfGs18Vi8x/0Ol53Lb/92r+dNnlfK5HmlvW5vrG7G3x4kZ1zmkE7gBxKLxbFaLcTjca49/xbKV1d1TTp32imeUkDlhhoi4c/bwWbmp5NVkAHAxo/LeeLWl6jd0sDWtdUAhPzhncqOzDtyBsVTColH41Suq2Hi3PGDPic9J42yWcUsf3EFS558n7ryhl1eHiafK5yUz6R5ZRRNymfjii2kZfuYuWjqaB/WiMgvzeVn//gvlj3/Ee+/8BHVG2pwuB1c/MfzmH7g5F6PL5s9nrLZg//blK4LFJFIhFAoRCwWS3T4GqudvWKxGLW1tTQ3N/eaaWS1WgmHw3R0dGC1WsnJycFisfSqTeluSjAW3x+RfdluZ0gMw5gKPLzdTROAXwLpwEVA9xCDK03TfHagbSlDsu+qq2jkkRue4cX73tw2SRzsDhuT9y9jxoGTmDp/Ir6sFEpnjKNqYy1v/ut9WhvaySvJIqc4i7zibPJLcyicmJf4oFr20kquPvMGopEY2UWZ3PzONf3Wk3Sr2VzPu89+iGmabFixhVVL19FQ2YzT48A0TU65+Auc+4vTCfpDfPrOWqo21eFv9dPZFqBqUx1LnlqemDVisRh870/ncvJFx9Da0M6Hr31KJBQlEo7gbwvS2tBGR4sfh8uOx+fGk+LC43PjcNppqW+joaqZxupmGqqaycxLY/rCScw4aDKT9ivF6Xbs9Hu8ceUWXnv4bZa9uIL1H2zCarPgcDmwO7taD9vsViw2K1abFavVQiwWT0woD7QHFMhs4/G5WfjF/Vl4wjwWnjCPtGzfaB+SJCHTNIlGowSDQaLRKPF4nFgsRjweT7Qd3rEY3OFw4Ha7yc3N3Sta5ZqmmfjqrheyWq2YpkkwGMTv9xMIfN6JMBwO4/cPLSPrcDgS79uOLBYLLpcLj8eDx+MhJSVlr8iqdP/9d39GGYaBYRh7xbGPVXtLhiRreo75xbv3TIbkHwfdOSrvybAu2TIMwwpUAgcC5wMdpmn+cajPV0Cy7zJNk6aaFirW1eD0OLrmFuSlYbN/nsQLBcL87coHeer2V/rdTt74bA4/bSGHnrqA3OIsNq+q4K8/vpeKdTUUTswjuzCDqo112J02fn7v95k8r6zH89d9uInrL74DV4qTtsZ2Ktf3LOwdN6WAOz/8feLnzlY/W1ZXMmFWCS6vk8bqFr6/6Cqat625d7odTJhTwpxDp7Fg8Vw8KS4cbgeeVBden4dwKEL1pjqqN9XR3txJyB8mFAgRi8Zxuh24vE6mLZjIlP3LhvWK4M4WG8fjcSrWVvPZu2v57N11rH5vHRt2ofZlrNnv6Flc9/LVo30YkgTC4TCBQIBAIEAwGCQQCPTZecrhcOB0OnE4HD3+bLfbk/Kqv2maBAIBotFoj4Cqo6OjzwJ1l8tFOBzuM5AYKQ6Hg8mTJyfl+wdQU1NDc3Nzv53I7HZ74t9B93e3243NZsM0zaR9XWOBApLeRisgGe4lW8cAG0zT3KL/QLIzDMMgqyAjscSpL++/uIJwMMIBx87GarV0Xdl32LE5rNiddhqrm9m4spxH/vwsj/y5ZzLOZrfS1tRBJBTBneJk0txSCifk9drH5Hll3Pre/wLw+mNLufvXj9JY1Yw7xUVKuofzf/VloGsJ1u++eTPlq7vmdnh8bi645qucdOHRLD7vcB667imgK4j6bOl6Plu6noevf3qX359Jc8fz59euxu4Ynv+yO3tFzmKxUDKtiJJpRSz+5lEAXHbU1ax8fdWwHM/eaM4RMzj8yweP9mHIKGpra6O1tRW/308kEul1v81mIzU1lZSUlMSJZjJfDTdNk/b2diKRCPF4HL/fT2dn504FF4MNTBxOTqcTr9eLz+dL2pP27u5jA4lEIj3+/Xi9XsaP71r22NLSQnNzc6Jrmd1ux2azYbfbSUlJwePxjOjxS/KIk5z/xofLcGdI7gI+ME3zJsMwfgV8E2gDlgGXmabZq+WPYRjfBr4NUFJScsCWLVuG7XgkeZmmSSQcJdgZItgZJNARItAZJBKMkF2USW5Jdo8hfgNZ9+Fm7vj5Q7Q3d+DyOimZVkTpjHGUzhxHydRCUjNThu1Evls8Hmfrmmo2rNhCe3MH/o4gR5xxIIUT8ohGolRtqKW2vJHa8gbqyhuor2iiramDtsZ2goEwFsPAsBhYrRbcqd2zQNx4fG7sDhutDe20N3WQXZRJ0cQ89jtqZqKbVzJprG7m/t88xlO3vDDahzIqTvneYi689utjdhq79C8UClFTU0N7e8/5PU6nE5/PR2pqKm63O2lPlHcUDocpLy/fowHFzjAMI3EC7vF4cLlce9UQS9M06ejoIBKJJLJjOwan3edj3a2StxePxwmFQomlf93ZlL3l31ey2psyJMfffeoe2dcDB92xdy/ZMgzDAVQBM03TrDUMIw9oAEzgGqDANM1vDbQNLdnad5imyYv3vcnffv4g7U290/42uxVfVio2uxWbw4bNYSMtK4X5x87h8DMW9pndGG7xeJzyz6rIKc7C6+s64QyHIsSjcVzervXd5WuqeP3Rd1mzrGuOidXeVYORnuMjf3wOJdMKOfCE/fr80IiEo7Q1tveZFYqEo9jsXYWbsWiMjhY/Lq8Thyv5lnWYpsmjf3qa239y72gfyh5hd9hYdOoCvvzjk5kwtxS7w5Z0fycyMuLxOM3NzbS0tPSojYCubEhhYSE+X3LWFMViMSKRCLFYrEcNQ/d93a9txwArWTidTlwuV+JE3Ol0EolEsNvtiQnw3bUs3bUZQ/1/2X0etCf/H3c3NOhexuVyufR7ZBTsLQFJ5vQcc/HfT9sj+3ro4L/t9Uu2TqArO1IL0P0dwDCMvwG7vl5FxhzDMJgwu4SUNG+fAUk0EutzeF/d1kY2r6rg0FMX4HDaKZleSF5J9pB+kbc1ttNc10Z7Uzt3/epRGiqayCnO4sp7vk9WQXqPx275rJL/OetGKtbVAF1zPwKdQaLhGGdfcQrfuPI0ytdUcckhv+y32PuQUw7g8DMWYhgG8XicD19dxYv3vUH56ioaq5sJBcL8/N5LyCrI4NMla1n6/ArKV1eydU0VVRvrmHPoNL7/p3NY8vQH3HX1I0BXobwrxcW4SfksOuUADjn5AEqmFQ362keSYRicednJ5BZn8fvzbiIS6r10ZW9XMCGPSfuXYbEYZOSmkz0ui7zS3B7tbmXs275OZHvp6ekUFBQk7RX78vJy2traRvswdksoFCIUCvW63WazkZKSQkdHR6+lUdsPZiwpKem3UUBdXR0NDQ2JeSjbZyfcbjdpaWnDmu2KxWI0NjYmlsN11/SlpaWRnZ09LPsQ2dsMZ0ByFvBg9w+GYRSYplm97cfTgE+GcV+yl1v20kp+9dUbBz15tTtszD50GpP3LyUSilK5oYblr3zMq/9cAsDMgydz7NmHUrWxqzA8d1wmx5x1CMVTC3n5gbf4dMk6jjrzIPY7aiY/PeFaNn26FcMwmLZwIjMXTeHU7x3XIxhpqmnh+Xtex+tzs9+RM6jeVE8sGqOlvuvDvHhqAQ6Xg82fVuBK6f3hdvgZC5l9yDSm7F/GtAUTE7ffdsUD/PvmF3s81jAM1n20iabaFm689O+9Whx/9PoqvnPgLzjnF6dxy7u/4YV738DpdpCWk0rF2ho6W/2889QHZBVmJjI4o+mIrywivyyX687/K1tWVYz24QwLwzBwehxUb6xl0v5lfPsP55BbkjP4E2VMiUajbN26tVcRt9PppLCwEK93eIdjxmIxqqurCQQCiZNku92O3W4nKysrcWLc1taGxWIhJWXg+S7JGigNh2g0SktL74tXQOJkH2DdunU9ulpt/z0ajSa6ou0Y1Pj9fhobG3G73ZSVle12DVB3ZgS6akV2HBAZCoUSQZEyJrK9sT4YcVgCEsMwPMAXgIu3u/kPhmHsR9eSrc073Cf7sJVvruZ/zvrLgMGIxWLwxQuO4hv/fRrP3PUqD1z7BLFo7w4lny5Zx6dL1vW47fGbXsDhshMOdm3/lQff5se3XMiPb72ASw/7FaZpJgrN9zt8eo/ajLQcH3MOm8aSpz9g+Suf9Nrn1jXV3HnVwyx55gNueOUqLrnhPJ687SXMuMk3fn4aB5+4f69j/PDVT3sFI9D1wXTvNY8P+F7FojHef3ElueOy8PjcVK6v4dm/v5rIKqWke/jknTXMPWIGR5yxkNzi0b26FovGaG1IziUfu2LqgokcfuYiUjO8YBg0VrcoINnHBAIB2traegUjFouFSZMmjchJY3V1dZ8n2RaLhfT09ET3pVAoRH19PdOnT0+01A0EAj3a8brdbtLT0/H7/X1mGPYl27co3pXnxmKx3Q5IOjo6GGqtbF/T7Lv/nJ6ejsOx8+3fRZKVJrXTdYWlvb090dvc4XAk1ZWJsdb2r3xNFR+/tZpPl6xj1dJ1VG+s6/WYC3/zVc780Ym889Ry7r3mcSo31CQCjF1hs1spnVncaxBhSrqHez69npT03lc4TdNky2eVPHHrS7xwzxvEojE8PjczD5rM4syJBR4AACAASURBVHMPZ+4RM/j71Y/wxuNLySnKYsLsYk6++FimL5zUYztNNS2cPekHvQaBjYSTLjqa8646g9ryRuorGpk6f8KAncuGU6AjwHXfupnyVRXkl+Wy7oNNNFX36mOx17BYLT2yVtMOnMy5V5/JguPnjeJRyZ5WVVVFS0tLnyexpaWlg2Ynhso0TTo7O6mrq+tzVofNZqO0tBSHw0FDQwMtLS2Ew2HS0tLIyMhg8+bNA27fZrMN2u1J+me1WikoKOgxtNI0TWpra4lGo6SkpOB2u4lGo4RCIaLRaKLexW63J5aU2Ww2mpqahjyPpT8Wi4Xc3Fx8Pt9eHZh0F+nb7aOz/HWvqSGZlmsec9cZe2Rfjx5y695d1D4cRisgCQQCVFRUYLFYEh1SRqswMRqNEg6HsVgs+P1+Wltb6ezsxG6343A4yMrKwu12E4lEEhNr9+ZfRgCvPfou7z7zIRNmlzBhdjFls0rIzP/8l348HueVB9/ho9c+pXx1FVvXVhPoGL5OMCdddDRf+fFJ5JX0n12IxeK0N3WQmpmS6P514f5XsHVNda/HHnfOYVx64zd71Bes+3Azr/5zCc/f8zqdrbv3QbQzPKkuzv7ZqSw4bg5Fk/KHvdtYf+q2NhDsDLH+w02888R7vPPEsr2utuRHt3+HjSs289ydrySCYafbwT8230x6TtooH93eJRqJ8sr9b9JS14bdYcNqt9LW2E791kYaq5sonJDPrEOnMfPQaWQXZo724fbSfXW8ubmZ2tqes4ncbjdZWVn4fL5dvnoej8fZtGlTr9qUHWVmZlJYWEhbWxvV1dWJzwGn00koFNojFz32dW63m9TUVLxebyKAHG1OpzPRXtpqtSaWqu34ZbFYsNls2Gw23G73qLegbmlpoa6ujqysLLKyskblGBSQ9KaAhH2vy1b3cKlwOEwoFKKzs5NweOemYVutVrxeL3a7HYvFkuigsv3gre6ivj2ZZYlGoomhhv956B1i0RhHfPlAHK7Pg6edyfxs/rSCjR+X91hCFegM4fY6CfpDrP9oCyve+IzqTbv+4VA6YxwLFs9l3pEzmLloCi7PwJOST8m5kJC/77+vmYumcPWDP0hMho/H4yx/6WPeefoDmmpbaKpppX5rY2KA4p5gsVoonJjH+OlFHHv2IRz0xXkj8oG08o1VXH7UrxInR6mZKaRmeKnaUDvIM5ODy+vkxIuO5aTvLsaXmUJrQxvvPv0B2UWZ5BRnMWHOeDypo1+zk6xCgRB15Q3YHDYcLger3lnDnVc+QOW63sF7Xw45dQGn//AkZh82PSkzw9sv+4nH44mfd2fGiGmabN68uc9BgzuaMmUKDoeDlpYWKirGRq2W7Hk2m42SkpJ9fo7J3hKQZEzLNY++68t7ZF+PH3LLgO/JthEfJwF1pmnO6uN+A7gR+CLgB75pmuYHg+13z1wulV7a29uprKzc7RR6LBYbcveU7qFKFoslMfjK5XLhdrtxOByYUfC3hMgfn90jcOhL0N81TdyT6iIei7Nq6Xree/4j1i7fRMW6aprr2jjpoqOJx02ev/t1IqEI91zzGOdceRpHffVgXv3nu7zz9HJ+/c8fAfD2k8uo2lCLN83D1PkTmTC7uMfJSOnMcRRMyOWvP76XJc98QFtjx66/af3YvKqCzasqeOSGZ3C47Fz79BXMPHgKADWb67n714+yetkG5h01kwOP34+f3/N9Xn/8Pd54bCmRcM+/x7KZ49j+XMpisbBg8VwWLJ7b43GBjiD/eXgJH7/1GaYJFquBYbFg3bZcyN8exO11kpqRQnqej2O+toiVb65h1dJ1VK6r4aOdGEwYj3VNW69YW83bTyxj4fFzuer+Swf9u95Z1Rtre1ypbW/qwJ3i4pTvLebp217qVbyfbIKdIR778zM89udngK6hlwefPJ+iyflMXTARu0OdtbYXCoR47eF3+PiNz1j3wUY2f7p10L/jGYdMJRaJU7O5HofTTn5ZDp+9u5ZoOIppQmZBOp2dnfj9flJTU5OqJer2hdEDicfjiTqQ7oL07hqAHV+LYRhkZmYOKSDpLnyuqqra9Rch+7zupWXd3cO6i+27A2ygz3+vO15IDIfDbNmyBcMwEtmX7i8gEbR3Xyjt/kqW/8+yS+4GbgL66/V/AjB529eBwC3bvg9IGZI9LBqN0traSn19fdKt542HTH5y+HUAZBVkMHPRZA4+cX8WHDeX1AwvgY4gz939Gm89sYw1728gGoklll8EO4deLNldcG6xWpg4p4TqzfV0NPf8IM7ITWPWoVMZP62Q4imFFE8poGhSPla7lcf/8hz1lU24vC42flzOmuUbez2/LxaLQeGkfHLHZeFOddHZ6qdibTUNVZ/XOWQXZvCL+y9l6vwJiROOqo213HvN47z77IdY7Vbi0Rj+9iDTFkzk6od+QCgQ5ubL7+O951f02qcn1cWjFbfQ2tDOp++uY9HJB/Qa+HjHzx/qNVkeurIsZ1x6PIec0v/Fmzcef4/ff+sWopHeBf+DcbjsnPPz0/nKj0/c6ecOxDRNKtfXsOLVT3B5XUyaV0rJ9HGsWrKWHx76i2Hd10jJLspkwfHzOOS0hcw7Zrba+/ahrbGdJ29+gSduei7RhW7clEIyCzMw4yZrl63vM4M4af8y1n/Ys6j3wJPmkT0+gykLyiicmofda8c0Pw9qupekdJ/odBf4Op3OUV920p9YLEZdXR1NTU09AnTDMHC73Xg8HlJTU/F4PBiGQSgUIhwO09zc3O9FJpvNxrRp0wgGg2zZsiUxP0RkV3VfqAyHw30u+esONLbPCnq9XvLy8vB4PJimSXV1NU1NTUPep2EYOBwOPB4PPp8Pr9c7av+P96YMyZF3nrlH9vXvQ28e9D0xDKMUeLqfDMltwGumaT647ec1wJHbdd7te5sKSLra+tXU1CRqR4azJqOtrY2amprEVYdkC0K2FwuZ/HRbQLIjT6qLeNzcqcBjJKRlp5JdmEE4FMGT6uaYsw7hoBPncf9v/017c2fXxHOfG6/PjSfVjTfNg9fnxp3qYuOKciLhCJ1tAZpqW5l6wAS+cPahONx2GiqbaKlvp6W+jYXHz+1zuVZ7SyebP9mKxWrB7rITDoSZtWgqAHf/+lEe/MOTfR7zhb/5Kg/8/gn87UHKZhVzzeOXkVPUtU4+Fo3xkxN+x6fvrO3zuYvPPZwf33Jhv+/H1rXVrF2+kS2fVbLx43JWvrm637ko3SwWg2POPpRv/Pep5JeObMeoWDTG+o82s/L1Vfzrxmeor2gc0f3tqpR0L6Wzill4wv4s/OI8JswZryt4/ajaUMNjNzzNC39/lYy8dFypLvxtAdxeJ1s+q8JitTB5Xhl2l422xg7CwQhOtwNfVgrBzhDrPtjUa5vXvvkznL6dD/q6W96mpqYmApb+xGIxQqFQIlOxM0PzgsEgnZ2ddHZ24nK5yM3NTdSVdP9uD4fDdHR0EAgEyMzMxOfzJWpOBgoarFZr4rPH6/ViGAatra39LsdKSUkhPz8fl8tFTU0NDQ0NQ3odIsMtJSUFwzAS81R2VW5uLrm5ucN4ZEOngKS3fx968xa6Bpt3u900zdu3f8wgAcnTwLWmab617edXgCtM0xzwBF9Ltuj6wPH7/YnAxOl0kp6eTnp6+m53fuj+8Oro6KC1dc/VCww3f/vwFZHvjtaG9kRb2ZJphbi9LtKyUnudtEfCUbauqcJmt1IyrYiVb65mxZuf8dFrny9xevPx97j/d//mlO98gbSsFIL+EJP3K+ux3MQ0TaKRGFabhVceeJtbfvIPoGs+yllXnEKwM8TaDzfz9B2v9HvMd/zi4cSf6yubSM/papgQj8f562X39RuMFE8t4HvXn9PvdkOBMI/c8AybPq1g0n7j+fl9l2AYBsteXslD1z3Fug839/m8eNzkpX+8yUv/eJPSGePY/5hZTJhVTOHEPEqmFXW1uB0GgY4APzr8l2zYobPZaJlx8BQOPnk+DpcDh9tBbkk2uSXZ5BRn4fXt2+uoh2LVkjU8cv1TvP2v95gwdzwT9y+jqbqFzZ/0PHGOx+KsWbYBgJziLPLG5/DJW6sH3PY/fvFvvvyzE0gvSt2pwux4PE5bW1sio9CddUhLS+t1YclisdDe3k59fT3QtYzK5/ORn5/fIziJx+M9AhC/35842eoetFddXU1bW1u/F5j8fj8Wi2VIJ2ndxfLNzc2JAGug4vaOjg5CoRAul2vQbYuMpI6O4V86LX0zgbi5xy6SNexmkNbXgQ76i10BSR9CoRC1tbXU1taSkpJCRkYGqampu5RS7C4sT09PJz8/P5HCT0rJkywbkvLVVVz/nb9xxy8eIjXDS9AfJugPEewIJpYwWSwGi887gpR0L2v7uDIb6Ajy8B+f6nGbxWqhdMY4gv5Q10T1PpadRMJRlr/8MQ//8elBMxLb62ju5PqL/8ZXfnwit/70fla88Vm/j926pprbfvYAP/jL+X3e/94LK3jh3jcAMIyuE0FvmodDv7SAeUfN4vzZlw86E6S7bqaby+vkW78+k5O+fWyvpWU7IxaL8btv/CUpgpGccVlc+eAPmXXItNE+lL1SNBLltsvv5d//9xwA0w+ewuqlG4YUONRvbaSjZfDllJ+8vpq1Szdw9bM/wpM1cDOJgXRfWKqrq6OoqIj09M+HnhqG0eNEv7tjYff69paWFhobGwkGg/2+tu3rQgazK1eMuwOs/hiGQX5+Pj6fj3A4vNNNUERE9oAKoHi7n8cBgxa9KSAZREdHBx0dHZSWltLY2LXcpLtrld1uJyMjY8BlAtuz2WwUFhaSkZFBW1sbLS0tiYmtsuu2z5rsKB43ee7vr+3U9uKxOBs/Lh/0cTsOZByqV/+5JDFpvj8FZbkc9dWDWXzu4f0+5uAT53HXij/g8rp6tEmOhKPce81juzSgMNgZ4ubL/8F/Hl7CfkfOwOV1Mv/Y2UyeV7ZT2zEMg4NOms+SJ0e3JuzAE/fnJ3//PmnZo9PGe2/XUt/KNV/5Eyu3NU+YNK+Mtcs27VwWIzq0E/Pv33Zev8FId3vzcDhMLDZ4vVT3MqsdFRQUsGXLlsTJfHc2IhQKUVdXl9RLap1OJ8XFxYkWv5WVlYO2CRYRGQVPApcYhvEQXcXsrYPVj4ACkh4GSrFXVVURj8d7fWDV1dWRkZFBdnZ2ryUC3ZN0u6/aBQIBIpFIIijx+XxUVVXpQ2UfVjK9iMtuvZDlL39MOBghuyiTSXPHM23BxEHXuNvsNoom5fe4zd8e4L9P/gOr398w6L5P+c6x5JXk0NbUweP/93yPOSGr39/A6vc34HQ7OOKMQZtj9GKxWAgHR+fq7bSFkzj09IM47IwDKZyYP/gTBhHoCPD0bS/TWNlIW3MHB5+8gEVfmo/VaiUSjrD8xZXEY3GmHzyFcCDMm4+9y1v/Wkp7Uwcur4szfngiR5992DC8sj1r3Qcb+dXp11FX3rWUuHj6OCrW1fRovT0UoUCY/LJcagZpyf1/F97F/7x4Oe7M3kGJYRikpqaSmdlVexUMBgmFQj2+A4kOPhkZGbhcLhoaGhJDb71eLw6HI3ERqKmpKXmz1TuwWCxkZGQQCATYvHlzUgdOIjIy9uCSrQEZhvEgcCSQbRhGBXA1YAcwTfNW4Fm6Wv6up6vtb9/LPHaggGSboqIi3G43GzduBLquyG2fvdgxNd49lNBqtRKLxRJTWaErEGloaKCxsbHPDw71jheA8dOL+PGtF7DitVWc+K2jSc/d/av4n76zdkjBiM1u5dTvHpcIaI4/73D++uP7WPbSysRj5hw2jR/dfAGFE/J26Vi+cO4RbP64nGf+9vIuPX8gFquFkmlFlMwYR+mMYibMHc/4GeNIz00jJX14amCg6//yP697klcfepuGikZCgTAv3fM6+aU5zD5iBkuf/oC2xoEzUWuXb+SwLx+0V7ULfuHuV/nL9/6WGAg5cV4Zletrd6qpxRfOOZz5x82lZMY4csZl8uErn/DK/W/y7jN9t6OPRuJc/42/cdVzl/bKwESjUerq6qivr2f69OmkpKT0mJDe/XjDMAgGgzQ2NtLS0tKz/XT7zmcMk0U8Hqempma0D0NEBNM0zxrkfhP4/s5uVwEJXcGH0+nE5XIxffp0oOuDLR6PU11dTXNzc6/ndGc5+mIYRiJjUl1dratZ0kvx1AL+9PIvePK2l7nnfx7jlYfewelxctw5h7HopAPIKkjv97mdrX7+99y/0lTdQjweJxaLE2gP0tHa2e+gxh1FIzEuOuC/+eIFR3H8uYczce54fvOvy9j48VZee2QJucVZnHjh0bvVitHr8/DD2y5m2kFTuP6Cm3d5OzsqnlrIlQ/8kEk7uYxsVxiGwVlXns6iLy2gfmsjL977Gm//6z1qNtdTs/n1IW3jsRuepnpjLVc/dnnStqjtFvSHuOmSO3nh7lcTt00/aArrPti0U62lr3r4Rxz+5YN63HbIaQtxepwsffbDfpd8XfaPiwZcDtbdqbD74k9nZyehUCiR/YCuv7O2tjZNLRfZS1it1tE+hKRnYiRNhmSkKCCBHt1Ktl8mY7FYKCoqIj8/H7/fT3Nzc6KrxGDdtwzDIC0tDY/Hk+iKEo1GE/UngUAAt9tNSkoKHR0dic4vMvYddvpCvv27s0hJ9/LBfz4BYMtnlUDX1fSbfngPU/YvY/9jZnHWT07B5e25hOWD/3zChhVb6GjpxJvmwZPqJj0nlQO/uB8Oh503//0+jdW9g+gdxaIxnrrtZZ667WWKJuVx/q/O5LDTFjJxTsmwvt75x80Z1u1945dn7pFgpJvDaScjP52aTXXkFGVhd9h6DcLsT3ZRJqf/8CROvfT4pA9G1i7fwB+/dTObdqifstisOxWM2OxWJs0rTfwc6Azy3B2v8OifBm/7/OSfX+asa04mbvZfd+L3+xNte9va2hK1fXa7PdE2V0SSl9vtxufzYbFY8Pl8u93NVMYGBSRDYLVaE33utxeLxRIfft3Te3fUXfg+EI/HQ3NzszIpY9Rhpy/k0C/Nx5PiJrsogwmzSzBNk3eeXt6rNW/ZrGJOufhYHvzDkzx03VNUrKvB63Nz+iXHUzpzXNf2TlvIoacuAOjz39zFfzibT5es4/XHlvLGY0v7LG63WAzi8c+vIFeur+V337yFokn5TJg9vAFJdlEWJ1xwDM/d2X9r5KHy+NxMP3DyMBzVzskuzGTBCfOoXF/DghPmUb+1gfqtjYmBgN2KpxYy69DpzD5sOrMOm0Z+aW7SnyBv+ayCe375EG8+trTH7bMOm0EkFGHzJ1uHtB2rzcrx5x/JWf99Gnnjcwj6Qzx2w9M8fuNzgy5r6/buEx9w2k8W40jt/6OpoqICwzDweDw9LiZFIpEhd8ASkdETCASwWCyUlpYm/e/HZBLvs5vu2KGAZDdEIpHEbJFAIJDoa79j4NKtu799d/1JbW0t0WiUcDisYGSMmv+FOfzivkt63R4ORpg4ZzwPrLuRX33tRjJz0zjmrEOYf9xsLBYLi889nJrN9WxdW43VZmXclJ7F2QP9ErdYLMw+ZCqzFk3B5XHy75tf7FGwDjB++jjmHzeHrWuqWP7KJ0RCEWLRGI/++Vl+eud3hufFb+fSv15AWnYqD//hiV1eSjPzkKlc9PtzKNjFmpbd5fI4+doVp/a4LRwMU1/RSEtdG8XTCvFl9v1/P9kEOoMse/4jXn/kHd589N0ewSnArMOmDzo7pJvH5+bEi47l1EuOJ7ckG+jK9P3263+hct2gjVV6MAwo/6SKKYtKB8ySmKaZmBMiInufzs5Oampqes0Bkn2XJrUPk+6pvf21ADZNk8rKyqS+ghcLmPz0yL4ntcvQWW1WvvyDE5i1aCrFUwsoKBt4Am33HASAT95Zw4N/eIpoOMop3zmWQ07pezZRPB6nraGDtJzUQX+ZtzV1sOTpD/jgP5/w4aufJjImVpuV0y9ZzGmXLGbDinJWL9vAAcfOZuZBI5eB+OCVj/nDef9HY9XgS8q6pef4+PlDP2LukTP1wbUbopEo/3ngLd7611KWv7giUbDel2kHTmH1e+sH3eY3rjqDMy87GU+qO3FbU00LF86+jPamXR+a5nDZuW7plcTZ9enPIrLrrFYr8Xh8RGqxDMNIbDcnJ4e8vNG5yLTtWPaKSe1pU/PMg24fsJZ82Lx45I2j8p4oQzJMDMPoNxiJRqOUl5fj9/v38FHJnlY2s5if3nnxTi172v4ku668kekHTuKorxxM0cTPf0k/cetLvPXEMq59+gqsVgs/OOLXrP1gEx6fm5KpheSX5pCZl8aW1VVUb6rjyC8fyIkXHk12YSa+zBQWn3s4i889nHg8zqZPKtiyqoKK9TVUrq/hxkv/zk/vuJiFx88d1veiL/sfM5ub3ruWi+dePuRlPK0N7aRlDx54Sf+qNtTwm6/dwLrlG4f0eKtt8HqXyQdM4Nyrz+z19+LLSiE1M2WXA5Kiyflccsd5CkZERoHb7aasrIxIJMK6dbs2a2tHDoeDlJQUvF4vKSkpWCwWYrEYkUhE9SOSoIBkD2hsbFQwsg+YMLuE3z/7M3yZKYM/uB9Hf21Rn7cfeMJ+TJ5Xmpienl2UydoPNuFvCyRmhmzvgd8/yT//9AzHfv1QvnvdN3B5ugrjLRYLE+eUDHvh+s7ILszkh7d+m9987QbiscFPOq02Cy6va9DHSf9Wv7d+yMEIQEdzB+m5Plrq+p8afl4fwQh0zcc5/IwDeej3T+zUMVqsFr7957OZdsREzAGWa4nIzktNTcXhcGC323E4HMRiMSorK3s9pqCgAIvFslttpq1WKxkZGXi9XpxOZ68ZbdA1KHqoQ6UFTJJnDslI0b+GPSA3N5dYLDZiQ7i6rz7EYrFETUs3p9OJ1WpVQDTCCspy+d1TP92tYGQg+eNzyB+fk/h52vwJvPPU8gGfE43EeP7u11m1dD35Jdk4vU4Wn3M4C4a569WuOOyMg7h9xR+5/38fo62xA9M0MeMmq95ZQyjQs3XxSd85btTqRsaKwok79/5tWVXB9IOmDhiQvHTfG8xfPBerrXfLzvU7NGsYzFHfWMSXLjsW02IqGBEZRi6XKzFnbUednZ20tbWRkZFBVlYWDoeDUChEZWXlLs3tsdvtZGVlkZGRoVa+stMUkIyQ7qLLYDCYuFoQjUZpa+v/A35XpKamkpuby4YNvYfhpaWlUVxcDHQV4Le1tdHZ2Ynf7++ziN7msnLmT46nqbaNtx5dNuSZFgLn/uJ00nN2f7DhUB311YO555rHhzQ1u/yzSsq3tRWefcjUAR9buaGWrPz0Xq2GR8L4GcVcef8Pe9zWUNnI3Vc9zIv3vIZpmrg8Ts6+8vQRP5axbmcn1huGQfnqygEf8/ojS6jb2sD3bzyfqfMn9rjvinsv4Y1Hl3DHzx4g0BFM3J43Pocp8ycwcb9SUjO8uL0u0gvSyJ6UpgJ1kWGWk5NDTk5Ovy3HCwoKKCgoSFy0rK6uHjQQsdvtpKamJkYWNDc343A4yM/PJyUlRUtrR5AyJLJLDMPA5XIRCoWIRCKkpaVRUlJCMBiko6MDh8OBaZrU1NT0mAg/VA6Hg5ycHNLT03ukVruzJS6Xq0dLzO4rF1lZWZimmdhn96T5QCBAIBDgmPMOJhAIcOIlh1G3vpn/++59dLYGAHB6HBx/weGseW8jq5cOffnHvmDeUTP36P58makUTsxl65qd62I00Enmu89+yG/P+yvzjpzJLx/6QWJ52J6UXZTF5Xd9j2//8RwsFgsurxObXb+mdldqZgqpGV7amwc/6Xe6HZTNKR1SUftn767jnSfe7xWQpOf4OOW7i5lx8FQq1lSRX5ZL4cQ83KkuGiqb8Po8+LK6OpJ1Z48DgQDxuLIjIkPhcrmIxWJEo9E+C8/Hjx/fb8fPblarlWg0SkVFRY+GOykpKXg8HqLRKG63m9TUVFpbWxNLsLqDDp/PR05OV+ZetSCyu/RJP4JsNhtZWVk9btsxUKirqwM+DwyGwmKxMG7cODweD9D1y8PhcOB2u3G73YNeoTAMo8eaTqvVisPhIC0tDejq4NTS0oLNZuOaF3/Ag796hgVfnMPkA4uJm3GOPGc+z9/6Ni/c9eaQjndf4HDtuV/GLfVtXH3mDTsdjAB8+OqnxGLxXsHGmuUb+e25fyUUCPPusx9yw3fv4Ee3XDgqQQmw17TP3VsYhsH84/fj1Qff7vP+ecfM5us/P4PbfnIvsag5pGAEYNEp8znv11/p9/5J+5WCafLwH/7NZ++uo668IXHylJrhxWq38pOHv4cna+QzciLJym6343Q6E3UV3V/dxd/xeDzx3WKxkJ6envgMj8fjrFq1KrEti8WC3W6nra0Nr9fbb3bENE1aWlqorq7ucSHAZrNRWFjYq+5jx3OZ7Y9dRp4mtcuIy83tagmbmpqK3+8nFovR0dGB2+1OzCoJh3sunTJNk0AgkAhIBrsKsrMsFguZmZmkp6fT0tLCN689jWAwmJgLEDfjHHfxwRx97oH86/qXefepj4Z1/3ujL4/7LpkFGRx++kIuvvbsEd1X5fqaXgP5hv7cWk7NvYhZi6Zy+e0XEYvFefn+t/j3zS/2qN146f63iEXjXH77RX3WCMie8+7zK6gpb8Bqs+J0O/jC1w7epWURp3x3MWuXbewxGyS/NIdv//E8Dj1tIYZh8Ntnr+S8KT8YdFtHfnUR3/rfs8gvzRn0WCxWCytfX0VLXWuPK7ntzZ188/dfVTAi+yyLxUJubi5ZWVm7tdRp4sSJWK3WxNdgotEoVVVVvZaQu91uSkpKFGTIqNAckiTW1NREVVVV4mfDMEhLSyMzMzOx7Mrr9e6RXx6xWIxwONxVfGyaXXMw2tpoaWnhiev/w+sPvz/ix7A3sFgt3PnR7ykc4SLsoD/EzZfdxwv3vrHL2/D43ATagwP2mT/ma4u4/G/f7vcqm4ysN59cSBn9SwAAIABJREFUzu8uvJ143CQrP53rnrycwgkDz7UZiGmafLZ0HXVb6imbXcK4KYW9As77f/s4d1/18IDbufrRyzj0tIVD2p9hGISDYf7yvb9R/lkljdXN1JU3ADDzsKlc+Nev7fLrEdlbpaWlkZ+fv8dO/kOhEMFgkFAoRFNTU591pBMnTsTlcu1TdSB7yxyS1Kn55gE3f2OP7Ov1Y6/XHBL5XEdHB42NjUBXXUheXh4p/8/eWYfHVaZ9+D5n3DKZiUvj0jZ1L21poYJrkcVhcfdllw/YBZZdFimw6C7uUNwWLVKn7m3SNNbGPZPMZOyc748h04Z4mjRJe+7r6tXknNcmY+/vfcxsxu12U1RUhM/nQxRFYmJisNls/b4elUrVJkuHyWTC4XBw+u1zqS6pY9uyvslZPpSR/BL//cu73PfuTdSU1VFf6SBhRBwabd++1fRGHTf9+1JK8yvYsqx7FbV/j7PB1WWbJe+txGwzce2jFx5RX1KDAUmS+O+9i4NV1PVGLf93zpM0NbiYdsI4bnvqkh6PKQgCI6dlMHJaRvBai+tGTU0NKSkpnHnzifzvxSVB0dAeI6dndHgPYO03G3nrwQ/Rm/X87aM70Jv0rP5yfbAoZ9r4ZAxmPZNP6//aNwoKgwmdTkdMTAxmc/9kZGwPSZIoLCxs423xe/bs2YNarSYjI0M5hFI45CiCZBDR4opVVVVFQ0MDarUau92O3W4Pxp3odDqsVmvw/4FMrSeKIqmpqZSUlHD54wtZdNHrvYprONxY9eUGTou4MlgJW6vXkDkphdEzh3PsuUcxLCOmT+ZRa9QsuOjoXguS7vLFf5dw5o3Ht0o7rND/lBVUUVm8v6J9cV4g3kwUBY4+7eAPryRJIj8/H5crIExDQ0MRBAGDSc/db9/EbXP+1m6dmHHHjsIeHdrhuOWFlTxw1uM0O90AXDXmdsw2c1CMAORuzAdg67KdPLHxb6AaPJZ6BYX+QBAEIiMjCQ8PP6SHOx6Ph4KCgi7FSAstcSoKCocaRZAMAlrcr4qLi4OpL8PCwoiOjm7zwaVSqYiJ6ZsNbV+g0WhITEykvLycW9+8hIayJn58czVLPziyXbhaxEjLz1uXZ7N1eTbvPPwZ004az/WLLiYyvv0gwe4iyzKrvtpwsEvtkvBYG8W55UQlHNov0iOd2JRIzrn5eBY/9U3wmiAI3Pn85Uw69uCzurnd7qAYAWhubsbhcGA2m0mflMzZd5zC+78VNwyNCGHCvNHUVTq47snOLTOl+eUkjRqGWqsGGQQx8JrJmpGJIAiUFVRSta86+HjWfrqFKWeORRaUDFsKhyctBQfbKxDY39TU1HRbjBgMhlZJdxQGFxKH9/evEkMyQLS4SVRVVeH1ejEajWi12mCcSHeyZQ0mPB4Pubm5wWwdy9/dyCdPfj/AqxrcJAyPJWt6BvPOn0HW9IwePd91lQ288Ke3+Wnxqn5cYWuGZcZw5T/OY+rx4w7ZnEc6P3+8hrzt+/jo2e/w+wLvLZVaZFhGDI9/9SdMlrbFzrqLx+MhJycHAKPRSFJSEi6Xi7179+Lz+dCh5/px96AzaLl38a1MOWF8t8YtL6zkwuTrOrwvCDDyqEwEQaQ4t4za8kAx10knjGHEjDSikiMYNjo6mERDQWGootFoiImJISTk0NWoOhBZlsnJyelWaQGtVkt6evqQ2nf0BUMphmT8cxcdkrmWzXtsQP4miiA5xLhcLmpra3E4HOh0OkJDQ7FYLIdFVVNJkqivr6d0XxlPXPYaRTsV963uYou0YrIa0Oq1GEMMRMaH8aeXr2715SBJEjkb8vn16018/p8faOxGTYn+YOzRI0gfn0TC8DgmzB1FRJx9QNZxOFKaX84P762ibG8NJ15yNCMmp7BleQ5/PnNRm7azTpvI3S9ddVAbiLzdBTR7nMhekaxxw5FlmdraWurq6khMTEQUxQ7Hbzl8aHHvaMkQ6HQ62be7hPI9lXz/6jJ2LM9p1c9g0ZM2PoVtK7KRpfa/fx768U9HXPYtQRBAEmioaOSzRd+Tu7GQlLEJJGTFcsxlUztNPqEw+AgPDycyMnJA3Z9kWWbXrl3dKimg0+lITU094ty1hoogMWdEy+Oeu/iQzLVi/qNKUPvhjsPhoLm5GbPZTERExGGXWk8URWw2G+//83+KGOkhtRX11FbUB39PG5vYZiP4/VvLefKGV9r16z+UbF66k81LdwKg0aq5/4NbmThv9ICuaajT7HTzwaOf8/4jn5I5M4vt6wtYsng1f3//JibNHcWHe56keE8Frz30CRt/Cfztl322nvuanuaMa+cxYfbIXs1bsLmcR69/DZVa5OTLZjPz5PGMmpaOzwk/friGKfNGYw0LBN/Ksozb7cbhcASFhyzLmEwmQkJCgi5gfr8fa7Ql8C8qhCcvKaGhujE4Z+q4ZLZ2Efe0Y2kOk844fF9ToiAi+2Uc1U5WLF7PztW5FG0vadNu05IdbFqyg5nnTERr1OD3SogaAZm24kSQRcXtbZAgCAINDQ04nU5CQ0Ox2wOHNpIkIUkSKpWq1ed7S42Rvt4TCIKAyWRqk973QEwmE6GhoZjN5iNOjCgMLhQLicJBUV1ay19OeQRRJXL7C1eQPj4Zj9vLJ09/w9v/+gy3s3u+qwqtsdhNvJ//TJuUrC/d8z4fPPHVAK2qfTInpXDDExeTPCqhz7OJHQnUVtRz/eS7qNwbiKuISAgnJMJKyvgU7vzPla02Lh63l3MybqO5yR28Fh5r4+VfH0Rn6J5/uizL5O8oRq1Rkb2hgEU3vxG8Z4sMQWfQUlYYyLClUovM/8NR/OHOedTV13XL9aMNPnj11g+QJJnSvAqqS2q77gPMv2wmJ98yF4mhvcn2Of389MavlOVVUpxbTmVhFT392tXqNcG4NLPNxH1f3IjaKCIiUrSllE+f/J6mOifXv3AR5sjeu/Ep9A9hYWEYDAYqKytxu90IgkBsbGwwQ6bX66WiooK4uLg+n7u6uprS0o4PCIcPH45afeR+bg8lC8nYZ3ueWbE3rFzwiGIhURh6hMXYmH7yBD57/nsSR8YDoNVpOPeOU9AZdTx/51sDvMKhiaOmiQ0/bmfygjGtrh995uRBJ0iy1+Vx46y/Me2k8dy/+NaBXs6QIzQihOikyKAgqSyqorKoCp/LHRQjT97yBntzy9AZtK3ECEBVSS0fPfc9599+Urvjy7JMY2MjDocjkDRDhrtOexZ3kyeYUriF2orWJ6l+n8Q3by1n7iXjQOzd4ZWgFpAE2LY8u0f9PM1evnzqJ06+5ZghHU+i0avZ+MN2yvIqez3GgUkyGmubeP76t5ElmYKt+1q1u+/4J5h/2UxOvGm24uLVCSaDD5NuD1qxEFGoRZC9+Amn2T8SlyeWJlffbo1aUvi3IMtyMImN3W4Pxm1FR0f3ufu2yWRq97pGo8FisRzRYkRhcKG8EhUOmsv+djb2KCvLPl7D3PNmBK9PO2k821blsOabTYqlpBc8f+ebjJn1UKuT7/TxyYTF2Kgu7d4p86Eke23eQC9hSCIIArGp0WxdtrPVtSse3l8Eq7HByfbVuR2O8dYjX7Dmuy2kjU3khkfOb3XP4XBQVFQU/F0URJob3d0+pRcEcDV4MIT2zp1EQCAs1trjfkefNxV7onVIixGAlR9uoqm+65o/PSF/894O733/6nLMoSZmXTSxT+c8XDDoJeKNN6ASKvZf/M0IGSICGvAYR7G38QHc7naH6DPq6urQ6XRBy2NjYyNWa8/fK52h0+lQq9WtCiFmZmYedi7jhz8Cknx4JxxQHAYV+oTTrl1AZEI4rsbm4LXoxAjuefMGnvzxvgFc2dClOLecp258tdXfdM/mwkEpRgBGTk8f6CUMSX54aynfvvYTAEaLgbkXzOLhb+9h2smBDeWa77fi83QelCr5JXatz8fvbd1OkqRW7hqCIFBRWN8jlyFZhrf/8W33O/wOn9vPL+/+isFsICIhAnuMLZASuBOGT89k9adb2Lutgh9e+pUP/vE9u1d1vAkfjIiCyA8vruKDh7/CcUAMzaHgkye+ZdfS/EM6Z0fIvfDy609czSJupnbaRitsI8b8cr+v5VAksxEEAYvFEvzdZDIpYkRhUNInFhJBEAoAB+AHfLIsTxIEwQ68DyQBBcA5siwPzp2UQp8wekZmu9eNIYZWPtAK3WfJuyvYtiKbG5+8hLBYG8/c9kbXnQ4h9igro2cNZ8LcUWSvy6M4t4y4tOiBXtaQYtbCqYycnkF9lYPUsYlo9a1jQcJjbQyflILkl1j/0/Zg+t/fIwgCs04PiBhZlinNr8Dla8Ln8eN1+tGYVKz9Kpv3H+95Ou6SvEpEQeyVtUKlF5ly6mS2rsihpvq3zHAaLXFpsdgiQxBVIsgyfp8fr8uDRqdh18ZCdm/Zy4/vrwmOs3N1Hn/94lrkQ2AxEQWR/PXFrPt6Kz6PD1ElMvmkMSSNjQN199ScJEvMv2IGsWmRvH3/57ga+tZK0hX/veVd/rz4WiLTbL1+7g6W7KV5vHDDm8SmR3HsJTOJTo4gMjkMnUU7IOsRBIEE29sYhS+6bGsUviLCegyV9Sn9tp5hw4ah0+morKxEkiTc/WSSsdls1NbWEhYWRlRUVL/ModD/yIe5haRPgtp/EySTZFmuOuDaI0CNLMsPC4LwZ8Amy/JdnY2jBLUfnpQVVLLuhy0sXvQV5YVVXXdQGNToDFouuudMZi+cQkR8GIsXfcUr9y3m9GsXcO1jF3Y9gEKPqC6rY9FNr7P+x+0AiCoRyS+h0amJS43CYNIhSzJjZmZy1g0LqHPUULangjfu/ZicX/e70c29eAYxGbG8u+iHbs8dnRzOcRdNI3PyMIwWPSqNiMfjCab87S6VeXX868K+OXE+85Z5HHXO2D4Z6/cIgkBZdjUv3vYeNSV17baJy4zmxGvmkDk9BbVOpLqonh3Lc5F8ErIsM/qYTOwJViSvhM8dsFg9dMazNFQdWisJBNztLrj/DN667xNmLpzE/Ctm4nX7KMkuR9SIjDomvcfCQBQCjhVd9ZM8MrdPeqDde2PmDOeyf5/bo3n7gnj7d4SIL3S7vSyryXMsxt0PHsc6nY709IBVuaysjKqqKjQaDRkZPatJ1V3cbjc63ZGVSrs7DJ2g9hh51NOXHpK5fj3+4aFbh6QDQZINzJFluVQQhBjgZ1mW2z9C/w1FkBx++P0SN868j4p91Yycmk7ksDC0eg1rvt3M3mwlNfBgwB5lZcysERitBlQqMZDe1emhpqyOmrJ6asrr0Bt12KOtRCdFcvG9ZxKbEjhlW/vdFu454zGyjsrgvrdvIjRyYAqAHa7sWLOHx65/lYnHjsTpaGbS3FGMP3o4TkczUYnhqFT7vW5lWaaiooLKykDwtCAIrP98G2/d9wkQEDITTpzAxhV7upzXYNFx+/PnExprbmOR0Ol0QVcTp9PZ9YPwCyx5Yw1fv7i0uw+7U0SVyILLZjB+7nB0xoA1yRxxcNWla/c6CBtmZfsvubx463sHvUaT1YCr0T3gKbq74qgzJ3LGnQtQ6TrfAAuCSOWeGpa+s4rlH6xBlmHaaROwRoaQOiGRjJnJbYLoRUT+tmARtWX17Y554d8XknV0BkabHq/LR0NlIw0VDnxeP2FxtoCo64FYkjwyap2qwz56nUyKZWG3x2uh1v9nSmun9LhfVxiNRlJSAtaXiooKKioCMS2xsbHBNMEK/c9QESSmjBg569+XHZK51p7wzyEtSPKBWkAG/iPL8n8FQaiTZTn0gDa1sizb2ul7FXAVQEJCwsTCwsKDXo/C4KKpwUXupgK+eHEJyz4OuGBc++iFqLVq3n3kc6qKawZ4hUcu6eOT+NviWwiP3f8FuOzTtaz6Yj3xGTHMPH0yCZmx7fZ1OlxcPfluKvZWExoRgqfZw4sbHiYkzILP48N4EFXEFQLIskxzkxuDufWGW5IknE4nJpMJt9tNfX09DQ0N7bp8iIj4PH52ry4gflQcfzv7xW7N/eh3N4Kq8w2hIAjodXqam5vbrY3hafLz4BnP42rs3+jgsXMyiRgWxvCpScSPiEJt6H54pLvey1+OeRS1Vo01wkJ18ZHnWXzWXSeSNiGB+koHmTOSg5t6URDJXpbHW/d+1KqWzO8x20zYokOISY0mc3oq9mgrL9/x3kEVbzWYdVz174tImtRxKlxREHFUOnnv/s/Y9ssu1Do15959Kn6fj5MuceFTjaDZY8Nq2Eqo6ilUQs+/a/xyOBWeh3B77TR71G0y0/UWu91ObGzgs7XFQgKBuJKMjIzDoljyUEARJG0Z6oIkVpblEkEQIoHvgRuBz7sjSA5EsZAc3siyTPa6PJ6+5XVyNxUwfHIqZ918AjXl9az/cQt6y9A0Jx9/5Uz+b8GTg/409EBOuGwO8y+YScLwOJZ9uoaKomoa65pIHBnPCZfOxtXoZuuKXWxbkcOU48Yybk7rwns+r48nrnuZH95Z0eq6zqjFFGLEUdPIHx84hzNvPP5QPqzDHkmSgsXLcnJy8Pv93arCfCANFc1UFNWya00Bv3y0ocN2BouO6xedTVRKIOuPIIsIYmtXHckjs+j8lyjeXcaxF8+gOLsUvVlP/qYijrtyNs0uP/97qW8sI93lrNsXMG1h94sq7l5RyPM3vt2PKxpa3PbcGNIn2Hn4sp1t0goPBFNOHk90SjiGEANRyRGIKpH1/9vM5iU7OhRJtz8dwYKF3XdN7C6yLFAv3Up5w9H4D/LzPiEhgZCQgEV5z549uFwu4uLicLvdGAyGPs+2pdA+Q0aQpMfIIw+RIFl34sAIkj4JapdlueS3/ysEQfgEmAKUC4IQc4DLVkWngygc9giCwPDJqTz+3f+x8eftbF6+ky9eXMK9b9/EsRdMYyhbxx5ddicNlU3UljWQt3kvS95chcvR3KadINDjomh9iagSufXZy4lLj+brV35i6cdrcLv2O0hbwy2kjE4ga1o6R508kaNObps6VJZl/nX5Cyz9aE2be26nJ5jieduqHGLToph2wvj+e0BHCFVVVVRVVeHz+VCpVOh0OiRJ6rEYAQiJ1BMSGUPhjs5dJl0ON18+twzR62L0MSN4+6+foNVrGHPMCIZPS+Wnd1ZTfIDb5Y9vrCB1XBKSTiY8LozcdUVsWdWxe1jy6HiGT0th2YfraKzthutXNxl7bKeewa0QBZH3/zm46voMFJf8xc74oz1kZr0KmMgYM4mCrQO9Kljz5cYetR8z08z8hSv7ZS2CIBOqWoQl9F1y657D72/7Ya7Tgt8v4utEsIii2Ko+iM/nw2KxBAslKigciRy0IBEEwQSIsiw7fvt5AfAA8DlwCfDwb/9/drBzKRwe6E06pp80gdTJ8VRVVVFdX0l8fDyiKPY4WHbQoJIJiTYSEm0kcVw0x146BWQBBBn8Ag1VTeiMWnQWNX63zMZvd/DJk9/3uyvLgWj1Gv700tWs+2Erj1/TvtvOI1//haTfClx2RHlhFQXbOz85VWtUrPhsHU31TkWQ9AFarRaNRoPP58Pv93cvdqMTREHFN6+vwhZupqHO2SZzlyAICKJAzvLteFwetvy8CwgU6Fv/zRZqSxuwRViR/TKhESE0N7kpK6hgz6aC4BganZpJ88bSWO9ErVUjyTJORzOmEAPV+6pJHB7F/D9OZd4fp+J1+nj1L5+Svab3qWozpyQzcnoqGn33v9YkWeK65y7kxVveo6nedVAuRkOdc67ZiEpoKd7YyG2P/sIFt01h7U8WvnrVQf72tgcsg5H55xpodsejUnlQqZrYvn4UkfFOoqLXI+DreoBuoBJKCbPspN45HACdxolN/wFGvsFHIntq/tVxX5WKxMTEVi5ZarWa0NDQDvsoKABIKFm2Oh9AEFKAT377VQ28I8vyQ4IghAGLgQSgCDhbluVOHTgVl60jC7/fz65du5BlGbvdTmNjIx7PkVNAURREKgvq+GTR9+xc3XWg8cEQHmfn5n9fxsal21DpRbQ6DV+/+As1pa0DTv/00tWtilu2h8/ro7yoGr/Pj9/rRxAEjFYD1SW1PHXjq4ybPZIpx4/lL6c8gjnUyHv5z6Dpou6EQvfw+/3U1NRQUVHR60rcjRUufnpjJZu+30FDTSNqjYqRM0fgk6C+ohYBgZKcYoxWM421jfjcrdN1W8MtNFQ3djq/Sq0iJjWa4tyyTtdy/FWzWXBN4PXmqvVw70lP9+oxTZg3gksfPr1XLmwtiILIogteoWhHSa/6DyWGTzIyfraejb80s2tdE3POtHLXk8sRaP/zV0bNCw/M4tMXhm6834ILbNzyyE5UQnm/zSHJJoqcr+F0tR//oVKpSE5ORq9vHROWm5uLJEkkJycrNUIOMUPJZWv4v/94SObacOI/hm4MSV+hCJIjj8LCQhwOx0AvY8BprHDx4MLn8Xn65gTv94yZNRytUc0FD54cjAEo2VnF45e+0qrdlOPHMmbmcEbNyGTElLRW975/eznzL5jZ4RyVxTWUF1Yy6qhMtq7I5q2HPuGoUyZw2rUL+v4BHeE0NTVRUFDQY1FSu9fBg6c82cZtMDzOzrTTJzBm7nAiU8MQBNj09U52rsxl0w/baG7yEJ0UgcVuxhpuYd33W2gnhj3IqFkj2L4yp1truvqp88mclQTA1iV7eP3eT0nKiken15K9Pq/dPrEpkcSlRZMwPJYTL52N1qrC6XTS2Ni5UOqKbUtyeeXOxcSkRDLn7OnMOWc6ZQWVFO0qxu+TeO2vi3s99mDihV/0JCUvB0DGCPg6FCMteHxJnJIwlOIaZOb+wc6oqWrCY2QEQSY+rYmYmF/7bcYG6Wr21RzX4f2kpCTMZnOb69nZ2YiiiFqtJjk5ud/Wp9AWRZC0RREkKILkSOTA7CJHOqIgsuazbbz70Jf9Mv49H12LLX5/xd72BIkgCFxy30L8fj+7NxQQkxzJHx84m69f/ZmX713MX16/jmknju+XPPkKPaOxsZGCgoIe9RFkkZ1Lc/nPTW8TmxbJqDkjmHb6eEKjLai07RfP2/z1Tj58+Csaa5uITo5Eo1Xjdnmwx9jYtSZg2Zty8lgmHDea0txKdq3KI6cDIdEef/i/k5l21jheuv1jDGYdOp2ee9+6gcbaJpZ/vp6iXSWUFVWSNSuFFR9vZM7C6Zx69dxWr8Hy8vJguuODQavVEh4SiT26rfuMLMucEXEFzkNc4LCvCY1Q8e76rQj0zO1vT84srpvT0E+r6ltiU3Q8850Dk3HnIZ13n+tNGppM7d6z2WzExbWfMay6uhq73R7MnKdw6BgqgsSYHiMPf+ryQzLXxpMeGrpB7QoKvUUxT+9HkiUmn5ZFwsgY3nngyz6t0zL/kqOwDwtpdXoclRyGzqgNBqFDYNP12v0fotVryJiYwqafd3DxiNuprahnxNQ0TCFGRYwMEkwmE4Ig9MgiIAsSY+YP56nNf0UW5FZ9fy9GrFYrFouFXHMhwzLj8Hl9NFQ72JsdcGmqKKrCGGLAYrdw1t0noTGpyDw6GZVW1SNBkr91H456N9V76xiWGcNdL12NIAhY7GZOuHQ2tbW11NTU4HK5GD4rCYsphObmQDyDXq+noaHhoMWI2WzGZrNhMplQq1t/LXo9Puoq6lFr1Z2KkdDIEKKTI3E7PeRvLTqo9fQXOoPAPS+ZeixGAJyOwb1dMFpEjrvQxowTZUaM34VaPDR1rmQ5kKykUbqwQzESFRVFeHh4h2P4mgUEQVDEiMIRzeD+hFE47Omtv/fhiizLRKbZuPbZ87h73qJu9wuLs3HmrfMxWQ2Bb8cDSMiKQhblNhtXlV7gkZ/uRPRosEWFUpZfwUdPf8PqrzbiafaSvS6PrOnpHHPudCYcO4q0cYmKGBlESJLUK/ckURSRkDp1uQKIi4tDFEWaqpu5/B/n8+Jdb+JscDJiWjp1FQ0YQwwYzHoEUSB7+R5GHZcBwKwLJxI/PJqnr3q9W+v59fNN6E06hk9J4+Z/X4rOoG11v6XWissVEAMSfhoaGjCZTDQ0NFBcXNzjv8GBmM1mEhISgumUD6RibzWXDr8Fn9ffbhxUVEI4YfFhVOytprqklvrqQFB+4qhhGIw6stfuOSgXsr7gpEtDOeFCDzHDqjAa8hHonYVn9MSf+GpfDE2NEdTXWKit1LL6W4GPn6uCQxxsawpR8fBHZipLNWz4RWLMUSpmnbAekZ5l5DoYPPJYSpz30NysRquV8fpEoG1yiPj4+E5T+BbuLuP2s57h3hcuZez0tA7bKRzpCEjy4f39qwgShQHlSApi7wmGEG3XjX7jtBvnMeeiSR1WKG6vYJ1Go8Fms2G321Gr1fznz+/w8dPfAIFiiadfdxwzT5+E3jg0a8McCfh8vYs3akkd7Pf7g1XXf5+1SxAE/H4/oihywT2B6tY3PH05N02/G7VGTWle68DgkUent/o9eVIcj676C6s+2MjHi75pdx2yLCOKArIM4+Zk8cAnd7TbTqvVEhoaiiAIWK3WNgHBJpOJ+vp66urqgqKlJ4SEhLQrRl655z12rd2Dzxs4NPG2E99ljbSy89fcNteLdgasSFFJkVjDzWSv7d+kFZ0hiJCW0Te1YNRiKdaQUqwhkJAEYyfDBbdm8e17MXz633oq9h6az/NrHrKTkfUDGVkwY94hmbINKsp+C16XaXbD78VISzYto9HY6Tjrf8mmydHMPZe+yLnXHstJFxyFLcJCYU4ZiRnR/bZ+BYXBhiJIFAaU9ipLKwTcZzImJ5OztnUaVJ1RS8q4YUFLxQlXzCJ2ZESHYuRAtFpt0A3HYDC0snbUVTRgtpm49L6FnHTFse1u0BT6F1mW2b5qN6JaJDYlEq1OgywH0mSrVG2fj7q6ul7N4/P5MBqNmM1mIiIiEAQBt9tNWVlZMMGELMvk5eURFRWF1WpFEAQyJ6dx9WOX8OJdbzJq5nC2Ld8VHHPxQ59z1LkTW70OVTqBfbtKGDUA1V5VAAAgAElEQVQjA1kGr9uL5JfQaDV4mj2U5pWjNWgZlhHLlBPGdbpmvV7fRoi0oFarCQsLw263U1tbS2lpaY+sEiUlJajV6mCRuhYuuf8c/v6Hpzrt29U85UVVVOytJmtGJjtW5WCPDsVkNaLWqFFpVBTu2IfH1b+b+C9fqeOi28ZiDdncL+ObTdtZePl2pi6YzuVTD40geefxeuYvNCPQcfX4/kYllCOKQruV27VaLYmJieh0XR/oZG/ZC4DP6+ftf3/Pu8/8QFJmDAU5ZXy0+UHlUEghyCAK+e4XFEGiMGB4PJ5enWgeCYiCSOmetrVEr3/mAuKyIno8nlarJSUlpY1/fAt3vXJNj8dU6Du2rczh5b9+wM41bU/StXoNcWlRAeHg8qDWqNFoVVy5aCEqfccmfJ1OFxSfEHi/eTweNBoN4eHhQdEpyzJarRa73d4q453X62XfvkC9mRYLxcJbT2bKieP5+f2VaLQatizdQVisDUuYibriBqxxFpw1bgy2gIVv4V9O4E9H/aPDNTbVOznm3KM46cq5Pf+j/Q5BELDb7ZjNZsrLy/F696cr9vv9nR5+NDc3txEkKpXIpfefTf62Ikr2tJ8qVm5nM9qmjSyzY3UuolpNTXkDNeX7A8Pt0aGEx4b22IJii7ISnxaN1+OlYEcxPo8PtVaNz+tvk6lPEGS2/hrJzPk9mqLHxA1bwwmXzOLr12v7dZ5bnorg+LNXD6gYAfDL4UiSTGhoKI2Njfh8PkRRxG63Ex4e3uFnLQReEy/980v25pazbV3rQydRLaJSi8xfOAlXk0cRJApHDIogURgwFDHSMT++vgZHzf4ibRHDbCy87Tjis6KQ6XnxyK6+IBUGFr9faleMQKAYYf62toUo75r7BLGpkcxcOIHUsfGU5VcxYkYKojYgaCPDo7DaQtoZcT9er5fCwkISEhIwm82Eh4e3yXpXWlqKVqsNup4My4zjovvOprainp/eWc62lbtY9uFq3r7nU0w2Exu/38Kl/zqXsScM59PHvu10flEUuOCehX0am6TVahk2bBgej4fCwsKgENFoNMEkGrIst/r8qaurw2aztUmykTgynld3LGLvrhJunfM3HL8rnPh7C0l0Ujjh0VaqyxsozW8daC+1U7m7pqwOja7r92XWURk01jZiCjEiqkX8Xj9blu4AAkVIEQRcDfvd7owWA0argZiUaNLH1DJz/v+6nONgEfBz8z/Xcu4NoxHVEs1ODTXlOsr3idRUyETGCtij/FSVqlj1tYeVX9V3Ol5ouJqJ8ywYzSI6A4ybBVmTijHqf+j3x9IZO7YcQ2ODiuhJt5GWFo9er8fn8+F2u9Hr9a0KHnbEqu+38/FLvwAwdnoqlSX1lBRWodaqeOj1qxgzNbW/H4bCEERWYkgUFPoHi8UytKuz9xPeJj9fPPsj008bz8nXzcFo0wVdYXojRiCQItZgMARPyxUGF1EJYYycnIwkQVlhFeZQE/u6KCoIULKngsWPtI7REISAaf+pH+/FOrFzQeJyuWhubsbv96PVaomOjsZgMFBcXBx8X/r9fvLy8oiIiECv1wczUdkirZx5y0mcdsPxvJH5Ae889BFx6dGMOXokqz9Zx3cv/kRYbFi78446OpMFl8/CGGqksqyKEHvb2gwteDwenE5nMGZGEARCQkK6zNDXEntSXh6wbni93lZWE4PBgM/rw+vzBsVLYmJim3EFQcAUamTE1DRGTs/gx7eXYo0IYeuK3cHEAOGxNqIS7OxclU1JdkA8jpmTxbZVXVs+/D4/yaMT2s3MFZ8RgzUyhMaaRgq27W23f0uMy4E4HS5cjU6mzIPT/3jo6jwJNBETtzr4e2IHJTUWnAmu5kx+/mIYuVv8yH749u0aRk41c/WDIgkp+9BoChF6+XnXV8gICMj4pRh++HQ0X7zmomIf3PHiFURFxAfdCNVqdY8OfFrikbQ6NX964gJCw82s/WkXMrIiRhSOWJQ6JAoDSnZ2dqtNgkIAUWi/JkRPaDkRNhgMqFQqDAYDFoul644KhxxXYzPnJ11HU33glFulUWFPiKK6tOdxItZwC9c/diFHnzG5y7aSJFFdXU14eHgrK4XX66W8vByHw9EmE15ERATh4eGtToJdTc2cHXk54fFhFO/en2519JzhxKTHEBYbSub0FJa+u4aGqkYuePA0UAe+e9RqNeHh4dhsNkRRDK6jqamJ8vLyNgH3LVgsFmw2G2azud2YJ6fTSVVVFV6vF0EQaG5uRpKkQMC+W0atE6nMq2H70t3MvnQKezeX8c3zv/DQV3/GFNI6ENnv9/PL4lUce95Mvn/zFx7743NkHZWJoFLhqHNitujZumxHqz4JI+JxNnlBgKYGV6v02r8nPiOGvTv3W8FMVgMJI4axa+0eRk5NZc/GfGLToineXUpzU9dxd2deZ+eKu7f1a1XyvsYnxaISywZchLQgEco/b5zA5LkaNFqZR64LuKJd+/hFnH798Qc1dl2Vg3VLs2l2eph14lisdiXd70AxVOqQGNJi5bRFVx6Subad9oBSh0ThyEKWZSXtbwf0VowIgoBKpcJsNqPT6QgNDVVqvQwBDGY9GRNT2PjjNgCyZo5k2689iys455YTOPXqeYTFhHbLBUqWZSoqKoIpdA/MBqTRaIiPjwegoaGB8vLyoOtTZWUl1dXVhIaGEhERgUajoSy/ArfLQ/HuUk66Zi4TThpNeJIt+DrW6XSYzWYyJ6Th9Xppbm6mqamJsLCwoKW0sLAQp9OJKIqoVKouDyocDgcOhwNBEDAajYiiGMza1yJADkQQBBad+1/27iwldVwSZYVVDBsRy65VuXz6xDfBgNEnr3mRu9++qdXfUKVSEZsaxYYlW0kcGc/oWSPY/PP2TtdXdIDACIu14feq2rVmAOzLKUVj0KHWqEgZPQwQaKhxkDU9DVejG7dHIn9HCUargcTECAp3tHXhS8zU88x3pWjUVQMeX9Eb1GLJoZtMjAD9qdD8CUg1rW7JqNlbOI2n7hDZsdbB8i/237PHhJI0cthBTy+IIi//80vqqhupr27kgpsXHPSYCgpDHUWQKAwYvU1bqtAxarWajIwMpV7IEMPj9rJrzf70sd2IlW7Fggtncsm9Z6JSd+2/3kLLpt3j8VBVVUVCQkK77UJCQggJCaGkpITa2lpkWcZms6HT6di3bx/R0dGEx9mJToqgpqyOBdcfjSRLSLKE1WrF6XQiyzIRERFBt5ba2lpsNhv19fVUVFQgSVJQQEiS1CM3TlmWaWpq6la7rKOHU5xTTt6WIkZOz2D7ypzf7u1vt+KTNfznjje56L6zMFn3i7RPn/maJW8t6/a6DqS6pJZRs7PYsbpjkenz+PB5fOxYnYvRakCNTHVRFanjkxgxNRXZL1Ff2RAUIyOnmLjpUYGE1BxkWQRE1OLB1WQ5/NGA6WoE89WAGlmqhObPg3d9/ngeuj6D1d+0dnMzWvRMnD+G65+4FFtUxzVFukvutn3UVQdE47eL1/CHG+a1m0lPQeFAlDokCgr9hEajISYm5qALmynsx2w2K2JkCLLso19xNQY25PGZcRTntc2w1hEhdjPXPXJBj8RICy1uV93xf4+NjUWj0VBeXo5Op8NmsxEaGgqAwSDy7Np/kZu9p5V1z+PxkJaWhiAIrdyqdDodhYWFh9xCevz1sxkxK5Ovn16CLMvEpERRmleO2WbCGGKkorCSzClpXPP4xW363vX6jexen0fRzt59Xu1YvpOsGSPYs3Ufzc723a4i4m2YrSaEYO0gGY/LQ9Gu4lZV4sNjtSz6ZNN+S4jylu8awYpgfx1BMxIAuemVgBhRpyPoTwHNaHLWmdBblqNSr8HvC7w2E4bH8uQv97cSpwdLfMr+TImVpXU0NbgIsSluWwpHNoogURhQTCblQ/hgEEURWZYxGAyEhIRgt9sHekkKveA/d74Z/Lm2rBav0P2PZlOIodcbUpPJhE6na5PytiPCw8Opra2lvLwcq9XaKo4kJMxCalYye/fuD752uVw4nc42sUtarRa1Wn3IBYkgiDx920eMHBuPu74Rg1nHqNkjKSqqIyIpjJqSGk69tn33GUmSOOHyubz14IfBWJ+eIPklti7djj3GRkxyHPnb2wqbyPgwinbspb6qbSB6dEokPrcPR20jwzJ0Q9Ita0AwXoignQXqVAR1wAooy34QdAgh94NhIYIQSFM9agZEJyWw/NM1we6SX6Y0v4K0cUl9tqSdGwuDP8enRGA0t19jR0HhQAZRyHe/oNgIFQYUrVZLTEzMQC9jyKLRaNDpdDidzg6DexUGP2Nnj0D8zWUjNDq0TS2JzogYFoanuXeJIex2O5GRkR0WHfw9brcbWZbJzMxsN72p1WolKiqq1bXy8vI28RyyLA9IMgtJ9pM2dhg7Nu8jf289VY1edu0ox9noxun0MPXkiRzzhxnt9lWpVJx12ylYDvIku6a0lj0b9pCSFUPa2ITg8w6wfXUuCb+LUZhy8lgmHj+asrwKqoprcDs9bPy5gR+/nEddfecFJRXUCIazEPTHBMUIgCCoEIwXIBjPC4qRFr56cUmrWB9HXROPXfVfNvwW33Ww+H1+3nryOwDCoq089PpVgdTNCgpHOMruRWHACQsLIzY2dqCXMSSRJInY2FjCwsK6valUGHz83zu3MOboEQBUFlX1aNN72zOXdZo2t7cUFxeTl5dHQUEBubm57Ny5E6/XS0JCQqfCNywsrJXboCAIVFa2rskhiiJmc9+vuTs4HQHXJ8kv43Tsz3y1N6+K9b8WUFPRcX0MWZapKQtkPksYlci4Eyczcv5E0mePZezxkzCFdv95y92QT86aHHQayJqWFrx+oMelIcTA+f84jYv+dSaGkANTdgv86+pqPn8lvNvzHZn4kGuvRKr/G7IUyJIlyz5k91JkuX23Ob1Zz5QTxjHu2FGMnpNFQ4ObguwyHrnqJWrKO6+d0hWVJXXce9lLFP9Wo+bE86YRGWc7qDEVjhxkWTgk/wYKxWVLYVBgs9moqqoKZslR6B5erxefz9fmVFph6NFi5cg6OovNy7K7bH/GdfM566bjCYvp/oamqd5JQ00jeqMOW5Q1GBDucrkICQlBq9UGxUR4eDh1dXXU1dXh9XrRaDTdilESRRGr1UpdXR0ajYaoqKg24kOlUjFs2DD27NnTxnrSV4iCCDJ4XX6KcyowWHSExYfyx/tP4e8XvdpuH5/Xz00LHmbk5FT+cMvxpGTFt7ovCAIzzplJTWUjOVv3UVJR0Oq+PjSU9HFpGHUqNn+7odP1RQwLY+5lM5m2cAIN5Y2c1NDMjhW5ZK/K5YpF55E6KQFDqO634osy7t/S/V7z9IWkTUnE2+xDEPz42YaKrmvWHLFIleB6B1luAv085MbnwbcDxDBkdSaC9VEE1f6YjnPvOIVz7ziFusoGbpzzQPB6XWUDL9z1Dne/dm2Pps/eXETGmGH88PE6Xrj/M5yN+1/vg6nsgoLCQKMIEoVBgSAIxMTEUFhY2HVjhVbU1dV1OwZAYfByy/NX0ljbROr4JPxeiQcvfIbNy3YBMHJaGrEpUUh+CVElEp8axbm3n9RKHPj9Etnr8ijeU0Z1SS01ZfW/FchrRm/SIQgCv3z0K55mL6JKJH18Etc+cy5+Au5hDocDk8kUFLc6nY6oqCiioqJwu900NDR0O2FCZGQkPp+PpqamDi13giAQGxtLTU0NsizjcDiQJAmVSoXFYsHv9+NwtI6lsFgsqNVq3G43LpcLV52HhgoH2b/mkzo+AZ1Ry96dpXz53I/UlNQRHmcHjYrqkv31XERRIHF8KoXZpb9fEgDVZfUs+2IDq77dwpR5WUQNCyM03EJpYRWFu0rI2VSI39d+FrBmp4f8HYH0tSPnTaBqzz7qy+txtxPEfs2zF2FPsiIjYYk2Yok2EpUxhWMumxJsc+CG9e9L7gS1iqYmL3l5dRTtqeG7L7cSFzePR/+1DYthUwfPhgIAzZ8hN38W+Fm0g+FMBHUWCO2/PrM35GO0tC4ku+KLDfi8PtSa7m2dNq/K5c8XvEBSRjQFOW1F47R5WT17DAoKhzGKIFEYNFgsFkJDQ6mr63kxuCOZxsZGZFlWsmsNcZKyWscO3PzUJfz7ljeYdfokTvzjnA6fX5/Xx2cv/MD7j3/ZbjB0e0i/iRdZkILVxp1OJ4mJie221+l0REREtHuvPbRaLUlJSfj9/k7du4xGY7D+idfrpb6+vtU1l8tFfX09KpUKjUaD1WpFEATcbje52Xt4/MKXqC6ubXdsURSoq21qIx4kSUb2eNBo1cGK2e3h8/hY+b/N3X7MvydnSyC4P2v2GDZ/vTZ4PXFUPMdePIPwZFu36w2JgopnHltKWUlbl6HCfHj+v6O48+bNB2TnUugQ1TCE0CcQNGM6bRYabqHwdxnV/D4/fp+Euhulnfw+Py/c/ylAu2JEp9cQnxLZ/XUrHNHIDKw71aFAESQKg4q4uLh2T0YVOkcRJIcfGr2G6tIa1n2/hZFT0/B5fYSEWYgcFobf5+eL//7I/179iZI95R0W3OsKv1fmwIRelZWVREdH99EjCLhmybJMeXk5FosFSZLQarVoNJo2r1eNRkN4eOuYCIPBgOyDfTklNNU7yZikxRRixOvyce+8RTTWdZ7tSqVRtWvNKNhahCXMjNqkw9WNyucHw+g56YyYFMOPb6zguKuOYcIpgVPxnhQ/lWQ/3k6e459+kNm+9XyOP0HimLnlRIf+eNDrPhwRzDeD6SoEoWtFkT4+Cb1JR/MBr4+wmFBU6rYCe9PK3ezeuo/i/EpKi6qxR4QgiEK7QqSFpMxoRFH5zFZQaEERJAqDCkEQGDZsGDt37lT8a7tBiy++kl3r8OPVv35A0c5iinYWs/KL9cHr1nALaWMTWf9j55XCu0KtVSNqWqeS1Gq1HXfoJYIgEBYWhtvtxuFwoNFoMJlMGAyGLvtWldTwwFmPo9GpOfPmkzCFBCwnkl/qUowkjUogf1fH1b8j4sMpKz24IOXuMGF+BoJaZurZ43s/iKxqUyxSp1fj9fqR/IEnsKIcduaGkXncexhV4wnxbzyYZR9+qJLA9MduiRGA8sKqoBhJyopn5qkTmXHKxFbuWpIk8f5zP/LGom+6vYzohDDmnTGRE8+fjkarbMEUus/hviNS3g0Kgw5RFElMTMTpdOJwOHC5XF13OsLQarXEx8djMBgUy8hhyNrvtrDk3RXt3quvcrB+yTZCo6zUVTT0any1RuS+T65rJfrDw8Ox2fon449arUatVve47lB4rJ2/f/lnjBZDq42grJZ4Yt3/ceukh9rtFzEsDLGLVKqOJi/Nzv5NohGfHoWgPvhtxIZVe6mt3i/A9AYNf/r3N+gtxTgqh+NqsmMNL8BgLUAUodC1kgzjUeh8iigJ4i9ArpwL1n8g6OZ02Tw8zs41/zqPuNQoJs4d1ebQZ+OK3bz0zy/I21GCNczEMadOwO+XSMqMprSwmg//+zMAc8+cyKV3nIjeqEWr06DRqpTPbAWFdlAEicKgxGw2YzabiYiIwO12U1JSgtPZ82JkhxsajYbIyMhgcK/C4UVdZQMf/ftrPnn2uy7bhseE9lqQRCdHYgrTtbrmdDppbGxsU8RwoAmxt16PJEmUlpSy+MH/tWkblx5NSLiV7A15VJV3/LcRRQGdvnsn5QfD1ONHHlR/jxveeHYVu7a1tvQ0u7y4GiMw2/OxxW6hPRkpKVn92yJVITueAO3sLkWBRqvm9Gvmt7kuyzIbluXwyG3vcOFNC4hLDmfdL9msXrKd0sJqEtKjuPVf57Di262cdslMTr1kpiJAFA4eGSWGREFhIBEEAb1eT3JyMhUVFW3qGRxJqFQqEhISuuXqojC0kGWZ1+7/kI+f/qbbRQ71Rl3XjTqgeHcZjZXNmCP2ZxhyOp3s3bsXHQaMeiMxKYMzlXT2xly2rchh1Wf7T/9jkiOJSgxn04ocSgqruxxDkmT8ThemEANNDf1nga2t6H0snCAIFOZWs3Nr+25nK7+axWnXrmn3HkC1r4p4BA5/R48e4tsJ7p9Bf0yPu8qyzJ/+8Bzb1uYD8NZT3/KPN6/ms9eX84fr5jL3jIkgQGxiOC//+GdFiCgo9ABFkCgMCQRBICIigsLdZTTWu2isa6a+uonxc5JB7H5w6FDFbrcTFRXVbnVshaHPe499wXuPftGjPjkb8jFZjTTV99xyKMvw11Oe5t4PryU0fn+NEEmSyNmUy6JLXiI8zo7P6yd9fDLTT53ErIVTCY3oPL10cW4ZL9/9DrkbC7DHhJI4Ip5rHr8Yg7lvinbKsswLN7+JMcTI8ClpVJfWEhFvZ8fKbEpyS4nJjKe8qKpbY5XmlaM1asmanE5hbgWNvfg7dkV7AdDdZeemSl588pcO769cUk9U/NVMPv41VJrWgflaMQSTygb+fUDvEh4czsgN94L2SwQxtEf9BEHg3OvmUnnvR5Tvq0WSZIalRvLa0ruxhBrRG7St2ioo9CmH+dmCIkgUhgyiKLJtxT4++M9PwWuLn11KYkYkC86bSPLIiE79tQVBpOUroicZbgaa2NhY7Hb7QC9DoZ+QJIlvX1/a7fajZmTibHBRX+2guvTgUmQ/eNbz/O3zG7BEBqxu1fl1PHP16wBUFdcAsPbbTaz9dhPP3vwqL219jPiM2HbHKiuo4NqJd+H6rfBbaV4521dks+GHLUxcMJbUsUlMPn4s0Um9T3W6e0M+okqgal81BdsDaXUrCiqwRVmJTYtBUKuIjLfTWOckf/ve1mXP28Hj9LD1l+1kTk1ndz8Iku/fXsPxf5zSq8+bgtzOLT2yDGVFFnxuSxtB4pEchEq5KGKkA6QK5NrrwP4qgtAzS+Ok2cM59eKZvPiPL5h7xkS0Og0RMT0TNgoKCm1RBInCkOKMPx7Nl2+vxNXoJirexmOLb2DXxkI+fXUZz9+TT0SclePOm0jamNhgSsWWwN2nbv+Mmt9cKC66cy5jj04Y9Jm8rFarIkYOc9Z9t5XS/Iou2xkteiQZtq3M6dP5N3y7g9kXTeSHF1bw1fMdp4v1+/w8fcMrnPeX08mckobB1Nrq0VjbFBQjB1JWUMlX//0BgGlnTMPpC7hMxadGMuHo4UyaMwKLLRDsvmXlbr59bxWNDS6Gj0/iuPOmE2Izodao8Hn9vPvPT/B7/RTnBtKpGix6IhKj2JdTSv3avFbzDsuMxWg1kr1uT5fCpCSn42xcB8vKT7Yz7ZSRoOr8s0byi9RUOHnrP6tobvZSWd65u5fBqOH06x/r4K5Mg5iO1b8N6J4L4BGHdx14NoFuao+71tc0EZ0QxqkXz+yHhSkotI8SQ6KgMIiwRVg4/8b5vPzPLynfV4tOr2HmCWOISwrnupMWUVlcz1uPdZ2D/81Hl7Dqm1iu+fvxgeJwg5SeZiVSGHo01jV12SYqIZzIhDC2ruhbMQKw/OP1zL5oImu+7LoI4IYlW9mwZCsarZqxc7I46tRJzLvoaAxmPTVlXVtrykrr2VcYsLzs2lDADx+sQRQFRk1NxevxsXN9QbDtmh+289F/Au/l2OQI6qsbsepFKvfW4HUHNtkuRzOCLGEw69uIob3ZAZGRNj6JyuJa6qs73uB7vX4SM+M7rN5+MHz0zE8kZsUQk97xKXp9tZcH7vi8R+NmTej8s6HItRKLOoF4bRRq37YejX1EoD8BNOm96nrpnSdw/k3zD0liBAWFIwVFkCgMOU69eCb/e2cVpYXV7NlRzLij0kkaHkP66Hh2b93X7XFyt5bw7zu/5KbHT+p3S0lLdiy1Wo3f70eSJDQaDV6vl4qKCnw+X7CI3IH1Btzu/i3apjDwpE9I7vT+qBmZbFuRTfneroO1e0NNaT1fP/ULlT0Y3+vxse67zaz7bjOv3vseo2eNYPVXGzrto9aqqalqbHNdkmS2rMptt09LwPnuzUUAWEfHE5MaSVVJTbCNRqfu9P2bu7EAi91MxvgkcjYWtNsmeUwcaq2OiXNGoNVrqKloIHtD+217yslXzCQ23YbciQN49vbyHo05drKNM69/ust2Dl8RO31FmOUsSldl0FgHs0/KQafJ67LvYY9oB6HzmKiOEIRDk6VNQeFABrlDx0GjCBKFIYdWp+aGBxbyzxvf5Im7FvPw29cQkxDGjX8/i9vOerpHVauLcirYl11LXEbg9NLXDCv/t4th6eGkjonslu+3IAiEhIRgMplQqVQ0NTUhimKwEByA3+8nNDS03UBHk8mE0+nEarXi9/vJy8vD6w2cADc0NBAdHa0ESB6myLLMt2+0jh8JjQghPiMGWZapLK4JuGj18/Nfuqf3YsdR28TKz9d12c7n8WE06XA2db/2R4jdhNGsp6wosL4924tJjAlYBmxRVtR6PXnbirteY00jjppGRs3IJHtjPl63L3jv2qfOI21qPFFRUYSFhQXrTTx0xYss//Lg63jYYm00OfyYrQHhJCCCAF63hM8ns21jCf/7uGvrVAtWm4GFN76CWtvWPa49JAkWnT+K3I0B0fP0nyK49+VUJs1ag0hfF4bUAUPkEMX5NoiRYL52oFeioKCAIkgUhigTZmXw6tK7eeDqV7njnGd5bPH1pI+OZ/Yp41jy8fquBziAJ+/4lHGzUjn2zLG89OA3NNQEgluPOm4kZ1w/pdO+arWahIQEjEZj8JrVagUCm83Gxkb8fj86nQ5JktrNkqXT6dDpAoGVoiiSlJREbm4usizj9XppaGgIjqlw+NBQ7eDl+xbzzWuBTEqRw8IIj7eTvS6vz+NEuqI/U98eSESEiaoepMJtqGliytysoCAZf/Rw8lfvIm54PI6aJupLa3s0/7YV2UTEh2GPCUVUiai1KnQGDUgCzc3NrYrfXXbP6az+dkuPDjja4+2HviJ6QiolFQ1IfeAdevbVpehN3ReQxetmBcUIgM8Lf724AUHI5PVfISKi49TBXSELoVHjKh8AACAASURBVNSLSbj8jRhUZsqat5OhT0T0F/Z6zEOKOm2gV6Cg0C1kDv8YEqVyksKQxRxi4MFXr6SpwcXfrnyFuupGrr3vdEZMSOzxWJuW7WHRrR8HxQjAym93UJbf/uZJpVIRHR1Nenp6KzFyIIIgYLFYCA0NxWAwdDtlr06nazVmWVlZDx6JwlCgaFcxN8z6a1CMAEQlRrBjdS5+36GPaTJa+iYtb5f0wtJTsa+GpOGBzF5jpqVSVVxDaV5Ft2Jv2qNyXzXZa/ewc/Vuti7dxZOXv8Zz17zLz2//2ioOJjYpggvvPKlXcxyI5Jdo3FPCqJRwNJqD+8o9/zofGZM/7FGf2PGruOYlFVkzW2dHk2WBi6cI3HDqbHZtOwaZjl8DfrltTRqvegy7PPXsda2iyrOVva5VeGUHXiEMv5CC25vao3UecgQLaI8a6FUoKCj8hmIhURiyVBTX8uOnG3A3eynaXc73H67l7KuP4R9vXs037/3Km098i7OdrD894dm7P+evr12A+oDMkGq1mpSUFLRabccdD5IDY0e8Xi9erxeNRvFZHsr4vD5evncxKz5fR+W+GiR/a+ExkF55LRnpBiNbVuVy7YNnsX1tHvPPnUZMbCj/uOgZJKnvHKr3bCxkz8ZCXHUervzneUEXybOuX0BDdRPLvtxAZXHPrDEH0lDTxLafthM/NYOiku67SalUImdf4cdgacRgaiJpzJc9nlul8ZEyawkps6B4/Qx+eTmJTUv2u7nt2drMraeAzvD/7J13fFPV+8ffNzsdabr3Lm2hlE3ZoKDIEmWIori/Ku6fuEVU3IqKe2/l61fFxXCCouw9SlsKhe696Uya5P7+CKYNTXfK0Pt+vXiR3HvOuSdpcnOe8zzP5xnEiMluJCTJ8QkQiZlQhpfiOG89HMqaDypIHB3NkIlapl9Xh8W1gbz6bQ6uJnK4fjM1uRNZNlfFF9tlaFRHujznXkczE8HjeQRB2pOVOEsQAclDIiFxZuLtr6Mot9y2mPrwubXs23IEjVbFxdeOY9LsoT2+RmNdE8/c9JVdDoenp2evGiN/X6MllZX2iyGLM2I/JE4pX7/8I9++9jPF2WWtjJGgKD+0bip0Xm5t9P53s+rDP7nvtavw9NUxbnYSCx6e3SvX+eaVn3jhhndt3y+5XMYNS+fw8c4nuOahma0MN6VaQXRiKApl57yf7oIFRSeLJSpVcm5cXMCQyR/Qd9SX3TJGTiZ46GYuf3MFD/1awJXP6rn4ngDiRwQCYGgQ+euHGt5aXMUT11eTXZnKp6/1Zc0HVgGB5C11fPJkGQ/O8SCvwZExAjIxhPqiCWz5ygNDo8i8YYE9nrPTkfkh6JZIxoiExBlGjz0kgiCEAp8CAYAFeFcUxVcEQXgMuAEoPdH0IVEUf+zp9SQk/kaukPN/z85jzg3nsPqzzaxdsZVHrvuAR9+9lqHj47jp4Zno9C58+8FfNNR1P9HyeEU9tZVNuOqtX5dTkWDu6+tLdXU1RqM1AbiuzhqekrwxjZ8+XM/I6UOpLqvhwoWTe30uEj0ndfsR/vvsD7bn0QPCKM4oQETETe9KXko2nl4umGpr6TcimtTtR0/jbM888jNL2bhmL+dcZN1kuOy+mRz4K419G1Kdfq11KzZRklPGsl8X247JZDIuvWMKg8f3ZeOq3aTuymTsjMFMvWIMahcVv36xlZcXfd7uuBpXNQgCKqUcUyfC8pRKOU3G3gml04cfRh9uzVNKulrJgW9mUnJMQ/4hC9kpFZiazDRUeTPk+q/xSxiDaJGh1tVjrNXg4uVYoevI7zP5+AEDJgOANfTV1AQiCgRMDvucDgTdEgSZlJMnIXGmIfRU7lQQhEAgUBTFPYIguAO7gYuBeUCtKIptVW5qxbBhw8RduzpWa5GQcMTR1HyW3vARIVG+PP3ZTbbjN095gazDPcvD0LgqmXPTWBJHh6PTuxEZFdHD2XZMTU0N2dnW5FCdTkdYWJjd+Y3fbmfc7K4X9ZI4tfzw9m+8efdntudeAXpConwozy/HYhaxmC1YLBZ8grxI2ZIOQMywaKqrGikv6H6YUGcRZAJ6D80puVbi+YNIO9i9Wh+hMf68/st9qNTW0MXMg7ncnLS4VyS7tW4avi1+h21rdtN/bDw6L3eH7YqySpBpwUXjxvzEBzAZHS+8YwZHkFltoKmpa55Nv0A37nn95S7P3xns+/Fq9m/SM+rCHGKSfkAmb3vuAiruH3ROq6RbN72Mr7Zu6OWZdgH1OQj6dyTVQgkbgiDsFkVx2OmeR0eoo4LF4KduPSXXyrx88Wl5T3rssxRFsVAUxT0nHtcAaUBwT8eVkOgq0f2CGTMlkX1bMkhtUWBt1vXj8Qns2Y5YY10TK176gwfmfszqD06N0ezu7k5wsPWr5KhAomSMnB18+YJ9qE1YXAD71ieTe6iA/COFFB4rpjir1GaMAGTsOsrxgjL6j+rT64sn0SLiF9k6aflMIzejmK9e/832PLJ/KHe9dX2vXKuhtpHtP+7l6fkvs7UNSeO8wwUsOucxDm/Jws3Dhfc3PcqzK+/k1mcu5fxLRxIzINSq4AXIdS40NVkQBKvnQ61W4O6hJSLaj6Ejo4nq4/j9Lyms5eBfC3rlNXZEQMxRSvKNfLjUjePFfdttm7vr/FbGiH+ogo9+L+nNKXYNmReC7nHb98lokCrYS0icSTg1qV0QhAhgMLAdGAPcJgjCVcAu4G5RFFttwQmCcCNwI9BqB1hCoqtoXdWIosgbj37LG2sWATD5kiQmXDiYe+a9TkYnahZ0xLT5I3s8RmfR6/W4uLjY5azsWZ/MxpVbufOtG0/ZPCS6R0leOZXFzcpNaq2K4qOdK4IXOywasamJxFExlBVVU3Cs9xZ3x1LycNFpqT9F8r/d5es31zNm2iAi+1oVo867Yiyv3fmJrXK7M3n7vhXI5DIi+oe2Ondw0yEeufh5Bp7XD89Qq/fEP8wb/zBvBo6Ns7WzWCyU5lVSW2/E21+HzsPFoYBAY2MTjy76gn07M1ud+/w1LY8n6VBpjjvx1XVMRUEI9TXWkNFnrxuCznMMKrUcrYucq59YjZt3s7TvJw+09lI981kDrlrnh9R1DxmCx3IEeQAAh3cfY8msZTy16n5iBkWc3qlJSHSWf3hhRKdldQmC4AZ8A/yfKIrHgbeAaGAQUAi86KifKIrviqI4TBTFYb6+vs6ajsS/lAX/N5lFyy6ltKCKNZ9tpulECIVao2Tp+9eTMKz9qtgdoXVVE9UvqOOGTkIQBNRqtd0ueUhsIMkb06TE9jOcktwyls572aYG5R/ug95TQ3VZ51SWmprMHNxyhP0bUinMKCJxdGynk6e7SpPBhHeYL1FDoghPaL0AP1MwGpp4/Pr3OF5pzamSK+Tc+Ox83HtBDKAosxSzoCD/SDG56QUc+CuV9J0ZbPpuBw9OfZqayjoGnZeAqDHbcrxORiaT4R/mTXR8IHpP1zbVzDQaJXc/cpHt/HkXuXHZQpHLForMu9GC2XjqxQ7kChPGFiFoxysbqCyrJzhabmeMNFWN5Hhp61otOo9qxDNBN0fmh6B/C0E9CoCq0uM8OONZGusMhMSegUn3EhL/UpziIREEQYnVGFkhiuK3AKIoFrc4/x7Qc4kQCYkOkMlknD9nOANGRLPkuvc5nJzHXc/NQxAEvPx0PLtiIa8uXslvK3d2a3wPL1e74mmnA79QH2555bpeiZ2XcA6mJhNLZr9EVmoeABH9gik4lEdjXSOuOsd1a05GqWo2PiwmMwc2pBAY5Y/aTUP2oQKnzzn/qNUDo9IoCYzyp/BY5zw5p5qinHKy0wtJHGktajdz4fmMuWg49015mrzD3ctPaQuT0cSa99eTvCGl1TlBgJhRYYiiSGZmJu7u7mi1Wjw8PGyFTruCX4AHz791NVnZmwgb+oAzpt8jQvtvwWyaZHfswmtVxA7/E1EEueDN8rmjTpxp7aF65MYQjqX4snJ3MjIqTsGMHaC5CEG3GEGmtx365LGvqa2sY/JVE9C4dP3vJCFxehDOqMKIgiBMAV4B5MD7oig+e9J5D+BzIAyrrfGCKIoftTemM1S2BOADIE0UxZdaHA8URfHvX4dZwMGeXktCorP4h3ix+PWreGLhxzTWG9G6Wn94FEo5dz49l+OVdWxf3/VwAhe33i0gZ2oykbr1MFkpeRRlFuPu7Y5KrWTghH5ED4qweUqGTErs1XlI9Iy/vt1hM0YAXN00NNY10m9UHKV5ZdQdr2+n9wkc2JuFx4oRBIH+4/tyZF82hgajE2cNviGe3Lj8UrzDdIhNIgXpJfz30R/IP1JEcEwALidCjhpqG8lJ63n4Y3epqbJ//7wD9Vz/5KUsnef8BPCslDxC44MoPFaKydi88L72uXl2mwI1NTXU1NRQUVFBdHR0t+oGJQ4JJ3FIOJV1WvIqFmMRa53yGrqD1qOA6L6eHE1rjrTe84eGA5vGc/FtagIiiyk40naoXOpOaw2oTetGMPa87R0aJTm553A4xZ1zL9iFXOihYamIQXB/FEHdOs+uuswa+jb5ynE9u4aExL8UQRDkwBvA+UAesFMQhFWiKLZcVN0KpIqieKEgCL5AuiAIK0RRbPNHyxkekjHAlUCyIAj7Thx7CJgvCMIgrD+rWcBNjrtLSPQO4bEBvPPrvcgV9mEucoWc+1++glumvUhRbtd27nyD9B036ia71x3ghevfIqxvCHPunMae9clsWb7Wdn7IeYlcdMsF1FTUMmHeaNTa3q2FItF9MvZl2z0vyy9DkAmkbTvcac9WW4pNoiiS/GcqPsFehMQGcHR/To/nq3ZRccOyS4gaFoIoWqxzVEBQgh/3rbyJuspG9v5ykJXP/WibQ8zgCCwWkWP7szsY3fk8vfBDblgyi5nXjbcZ6aNmDMEv1JuS3HKnXquuuoG66gYEQUZAdCB6Px0qjRKZwvHPp8lkIisri/Dw8G7XK/J0nQ0I5JTf0YOZ9wxBgMQxDRxNsz5f+tZV+Ph7cP8173Noy1DU8sOdGufZ2+v4LtkTtaL5Xltb348tf8RwJEWgtgYOH2yiKMcMGFm+eADL/9eP2D7rOz9Z1WgQGxDcbgd5AMjDsQZutGbS5WMpzi4jYUycw/MSEmcsZ05QRBKQIYriMQBBEP4HXAS0NEhEwP2E08INqID29b97bJCIorgJcORHkmqOdBFRFKmtrcXd3d22aJHkCXvGycbI32hd1Vx45Rjee3p1l8bLOJiH0WBCpXaqHgSFmSX88cVmHlt5D32GRiKTyRh4TgJ56QUU55Sx7vO/2L52D3vWJQOwcvlaHlpxBxFncLz/v5UNX2/j+zd/tT3vP6oPB34/AIB3kGen5XXra9pPMC/Lr6Asv4KEMfFkpxdQ182E9Evvn8bI2YlYRAui2DovyYIFraeK0Ba5U4IgcPSEIRLZPxSlWsnh3Y7rU7REq1WQMNg5n9mN3+9AIROZfu05tjnJeynHBqz355LccpvBc3DzYZbvehCLg/dMFEUUbRgsnaXWsL1H/XuKTHBn5GQLSsYjk8kYNCoGlUrB/IXn8ut329m5Uk0H6wsABEHkSGokCQOKEFEiYOCu6R54RvuTstexMb3uBzci7wpDKc8BlDgKCQMBVCMRtPMQtNMRRbFTv5ejZw4jKjH8tIfeSkicwfgIgtBSXvBdURTfbfE8GMht8TwPONkd+TqwCigA3IFLRUc/MC1w7qpKokcIgoC7u1Wxpb6+HkEQkMlkrZKaJZzDhVeN4cu3f+d4heOEVEeUFx9n7YotzLpufKf7mM0W9m/J4MD2o2SlF6JQyKk9Xs9/HppJTIJV1jcw0o97PrjZrp9aqyJ6UATRgyIYPXMYDXWNVBRW8fglL5F5MIfbRy3muqfmM3hif8L7hUifkTOEI3uPMWhcnG2bpqneQOI4q2xqV/IyjpfXdKpdyuZD6HzciR8WxaFdHRsFfxM7PIIbX7oEQYnDRfXJBMX6oVApWnlu/g5NC4kLwk3vQvqOo216gRqq60lxYtHHutJqm0ECEJkQSmEvqpG1JHJAiMP3TS6XExwc3OMFb4jnUwBU1K44cUSGu+Ycahp/79G4HV7Xaxl6l6nIZR4QCgP7259PHB7J1p/2k5XVuWKHoihw36VG9L5JuOs9WPJGOcExMrb/vJuAwbGU5Lc20Nd+0ciGtUN44PUlDJ04CixliPVfQ90boJmFoJkCyn4I8ma55M7e/wRBIDDKr1NtJSTOGEROZQ5JWQd1SBxN5OSb/gXAPmAiVoGr3wRB2HhC9MohkkFyhtKy7kRFRQXu7u7dikmWaJvivIouGSN/s21dChdfO67TP4BLb/iQnRsO2R3TuKjQaLv299S6agiOCeC+j27hhzd/Yddv+3lr0ScAzF00gyGTEhl6/gDJMDnN9B8Vyw+vrO1xfkd1STWCXEFnIryOl9VwvCyduKQY8jNLqatuP0flhucvoe+EyC4JI8g1Mq5fdinv3LnC4fn8I9a4f/9IX7wC9BzanoHF3LtKcG56F7ud8Ruenc+e3w/SWGfo1esCTL3pHIfHg4KCHNYN6iqCICfE8xncNWMxmvLQu1yIShFMWsEYjKaeh+m1hVaVYDVG2iCmXxBaRddjR3RefhSl53L9yGZPnlZmpv/QMCwWSG3hLRkyIZ67ly/Ay//EPORBoIhABAT3OxHkp07pUEJCohV5QEtXdwhWT0hLrgWeFa0/MhmCIGQC8cCOtgaVfJZnAV5eXjQ2NrYpLSnRPU42EjrLgW1H+frtPzrd/khyXqtjtz85l5Bu7tJFD4rg1leuJWFULO6errjotHyzfC3LrnuTnz+yzsvUZJJUuE4Toy4cxqw7pvV4HItFRO/XtYKe6TsyCI3xx1WndXg+on8wz/95D/HjI7r1+YgfF91hm+KsUtK2HcEryJP+Y+NRqBR4+nsQGheEqam1PGxPaKwz2BngQVH+PPfjA8QOjXLqdU5G664lemiI3TGlUknfvn3R6XROu44gCOhdZuCnW4hKYfWmquS9E6Ypl+kJ8VqGi6p9wQxBELjzxQX4hXh1blyFjMQxsciVcmQnbZYc3ZnBvrW7OPDTLvxPjNdvWCSPfHBDszFyAlGZCK63gaVzstkSEv84xFP0r2N2An0EQYgUBEEFXIY1PKslOcAkAEEQ/IE4oF0XvuQhOUuoqqqiurqaPn36dEtSUqI1F145hi2/JHPQQTGyjvj4hZ8YP2MgAaHe7bbLPVpCVXlrpZyEYRFdvmZLFEo5D35+hy0sxGKx2B6LosiXy1ax8sU1RA8K58CfaXj4uDNuzghueuEqVBql5EXpZdrKXeoqOi9XKou7tgBL23oYlUZpF8IVOzyCKdePI2JwkMM8kc5SfLTzCePl+RWU51eg99URMSCc/RvTIdu5CefZafk01hvs5Fvjk2J49scHuHfyU7Y8F2egddcyfeEEBk/uh9ZT1cqg02g0yOW9l8PSjHM3GmSCOwEed+PlNh+5rHOS1N4Bet7avJRlCz9g20/72mzXd0QMZYWVJG/LACBhaBQ5KblUtfhMy2QC/S8YxuGUPGQygYfeud5OsEO01CNW3QbGTdbnYhWC8pHuvFQJCQknIIqiSRCE24BfsMr+fiiKYoogCAtPnH8beAL4WBCEZKwhXveLoljW3riSQXKWoNfr8fHxkYwRJ6JQynnq0xtZ89kW/vfm+lZSou0hiiKvLv6G+16aj97HvdV5Q2MTezamO0yaV2uU6Dx7FtJx8oK3Zby6IAhc8dBskv9KI237EURRpKr0OKvf/o3Vb//GVY/OZfad03H16NziQ6LrhMYHO2UcbTdlpo2NTdRW1BI7KJzLl16Iu7/VY9ITYwQg+0Brb19HVJUex+xkz8jfGBqM7P0jhVHTh9gdd9VpmXX7FF74zzvdGlepVuAT5IW7lytqrYrZ956PR7CbzQg52RhRq9W4uJya75Nc3jnPRGeQCVqi/D7FVd1euLhjXHVapl0zvk2DJLJ/CGkn5TSl7M0lyN/NziBBEMBkwsPTDbPZgpvHSd49c47NGEHmi+D+YJfnKiHxz+DM2UgURfFHThKvOmGI/P24AJjclTElg+Qs4e9kdwnnolIrmf2fCSRN7Mszt3/OsbTOF5zbu+kw85OWEtUviDuemkvmoULS9+eQc6SYw8m5mIytF2EDEgMYN2ekrS5KdyjMLObDh/6L3teDwZMSGTVzmM3j8cFD/+XovmwiB4Sh99UR3CeQjD2ZTLhkJA21BqIGhpOfUUzq1sMMnzKI9Ss28tfKreh9ddz04tW4uDsO9ZHoGv7hPk4ZR6Hq/o577iFrnRCVxnm3+eQ/05w2lrN4/+Ev8QrQE3dSmNb42UmsePq7Tie5u3u6EtE/lNz0QqpKqinMLKHwhPN00nWj0QU53kTQaDRER0efMq+jqzqJ6vqe1xmWCVoifD/oljHyN0mTBzB5wVh+/XyT3XGtm5rjla03eAQB8g8332P9w31x1btw4Le9KNRKAgfG8N7j33HbM5c2d5IHg8sCMBchuN3VppxvV3hj8ddoXFRE9w/lnIuGdNxBQkKi15EMEgkJICTKjzfWLqI4r4IjyXm8/cQPlBd1LlTmWGoB/zfrVYfn+sb7IkdEFEGllJH6VzJPfHVnj+YaEOHH+EtGs+vnvZQXVlJbVYe7pxsA1z01H0OD0RbCUllSzfev/cS1T1zmcKx+o2Lxj/BFqVJ0ezdeojUWi5PCas6wNKDUzRnd69iLa/W8w4Usv+V9bl9+NQmjm2tLqLUq7n3/JpbOe5nqshoEQWgzb0Yml6H38yB5o+O8sk8Xf8vDq2+2669UKvHx8UGr1Z7SEEhX9dAej6GUBxPh+16H+SKdYfLlY1oZJA21BiISQikvqrI7LooQOTCCJmSoNUrKiqspy6liwMREDvyejFhTwy9fbGXIhHhGTxkIgCBzR9A5L0QrM62ANZ9a5xsRHygZJBJnD2fY74GzkQwSCYkW+Id44R/ixdDxcXz97h+s/XyLw52+zuDl5ULBwSwqCq2ylv1G9kGtVaFS92yHTxAExs0ewbjZrasQC4JgF0/v6efRpjECEBjlT2CUf5vnJbpHdkpux406QZOh7UrYpxpBELqtmiX0kkUSGOGLu05DVmoeny5dyXO/LLY7nzAqlkVv/4dH5y4nLD4IQSbQ2GBEoZCh83ZHLpfRUGtA46bm4Kb0Nq9TUVhNSUYlvtF6ZDIZMpkMX19fvLycFz7VWbTKvgiCGlHsnpKYl+t8gjyXIJc5x+seGOnr8Hh2aj4BYd4U5djnDWVmlrcy4FL25hAaH0xuWh4DpwzllXu+IG5QBN4BXRN16AxZhwpaPC4kN6OY0BjpHighcbqRDBIJCQdoXdVcddcULrtlEtvWpZC6O5sNq/dQXd55pbOKinpi4sM4Xl6DyWjCYrYQ1i+k444SZz0bvtqCV6AnAZF+IIqkbTvSLVWrhg6KI3ZEYIwfWr26U3VGOsJi7P72nNhLW3seXq6kbrEaEnvWHSA7LY/wvvbfsRHTBnPupaPY+esBaitbfn+LOn0dtVZF9r5CBo7rh4eHxylKXneMICjRKhOpN+7quPFJKOR+BOofdJoxApCyzd5rNuKCAYycNohX7vwUN70LCqXcTl2tLW+S5oSHdv/Pu+l7/hCeuvEDHnrnOnwC9U6bqyiK1FY3f6fkCpnDHEAJCYlTj2SQSEi0g0qtZPz0QYyfPohr7pnC7z/sZfefh9i54RAWi4WJFw9l9AX9qSqr5beVO0ndnQWATqchNMAFENG4qqk1mnD1cOGON2+g8FgxMrkMD18dBzcdwmQ0Yag30m90LL4h7at2SZz5iKKI2WyhsuQ4lSXWGlC+Eb54+3mQtv1Il8bKzyhCqVbSZOhcEbqTuemV+U4xRsqzqlk2/+2OG7ZBbwU0leXb777/9fVWrnzkEvtrCwL+4b4nGSNd4/IHL+Kye2d2u7+zcdOM7LRBIqBCpz0PD5epeLhMQSY4NzTTbDLjHajH1GTmpqcu5dxLrJ7br5b/RGFWKeEJwWQfKuxwnLpGE+5ebtRU1HL4j/3ETxzEzZOeZskHNzBgVB+nzLUwq4zVn24ErEn5i168HHe9JO4hcZYghWxJSEgAaFzUTJs/kmnzR1J3vAG5QmYXHnXBvCRWvruBD59bS5CPmgPrD9j1T96czrJr3yBlc7rDHAOFUs6CJXOYc9cMu3Elzi42f7+T1K32hkdpTjnl+ZVEDQjn2IFsYgZHYmw0UlNRi0+INxrX1otEETA3mTm0s/PV10fPHkrUgFBcvVzwDfNCH+TeY4OkrqyRp2a91q2+IbGBNJlFcjOcXz3dN8SL4gz7he5nj3+D2kXN3EUz7JTnKk7KZegsKo2SiZeNZuJlY3o0V2fjp7uFyrpvaTJ3LMLh4TKVcJ/Xe20u584dwblzR2A2me3U/8Lig1CoFWSnFViz2TugOL+KvoMiOfhHMmaTmdKMPGrrRZ69+SPeXPegUzwZLjotuUeKARgwMobRUwb0eEwJCQnnIBkkEhLdwFHhOUEQuOSmc3FxU7P21dYqOFGJYW0mzYbGWePbd69LJiDSj0mXj3P6nCV6n4ObDvHyze85PGcxWyjKLiMuKYbywmrKC6uskszlXc9REgSIGx5jCwXsPyGW0ZcMQeVuf0t3hndk55oDHTdqA6VWTX4XlOu6gm+g3maQJJ43iIzt6Wjdtbx3/wp2/rKfez+4Gb8wq9pZWHznK3trXNVMvGw0SVMGMfjcfg6NxdONXOZOqNfzHCtd0GFblSLsFMyotRR5aJ8AaqrqOmWM/E3LpsZ6A6CisrSGLT8fYNqCnhuFem83xs0YxIGtGZhMvSNFLSHRK4iAeObI/vYGUqV2CQknM/2K0Vy5ZA5eAc2xz1c/cwmXLJ6Gztd+l08mEwiNC6I0r5yctHyS/0pDoZD2Cc5WYodFEda37RokDbWNPySqYwAAIABJREFUqLRqygutO/bdUWdSaZT0HdGHQzsyyNiXxbHkHCyipZUx4jS6kfsCoHZRkd9Jyd3uIKqVJE5PYuCMJNJSi7B4elKn0KDvG4lF68ID058lY69Vt3fC3JEdjicIAmHxQby6cSl3vn4do2YMOSONkb9x105Areg4lMnQ1E1ltB4ycFw8OYcK8A1uOwckISmKfkPCiY4PoN/QCASzmcAof/wj/eiT1Pzakrd2LdSxPRa9dAVxg8M5sOUIK5b/xIfPrOLQ3iynjS8hIdE9pJWPhEQvMGrGUIZfMJDqshoKjhXiEqCmsbGRJ9YvoqHawAPjnqXfqFhKcssozCzBZLTmCGjdNIydnXSaZy/RXVQaFVcumcunj32JIJNhbDCi1qpoajJxaMdRAKqKj3drbK2bBhedFkSR1G32C7Qf397AuEuHo3RrnWydn1nLoQMFiCKMOjcaV48uJGSLcsbNT2LVq791eb7BMYFkdiJ3oLsotVoO7m6uxG42Wb1BtdUNpO7NISDMi2U3vstDn9xKeL8QYodGcXh36/C3oGh/Zt12AdP/MxGZXHZKJXx7iqt6OAZT+4t1gynnFM3GnsTRschkMnSebpTmV6FUKZDJBQwNVuW4/klRHFjX2vumUCkwGU1Uldag9PKkyWiyVXp3BhazhSHj44kfHI5cLuObd/7gu/c2MOOqsdz02GynXUdCwtl0c2/orEEySCQkegmFUoF3oCfegZ4AmEwm6urqIAjOmTeKlK2HKcursOvjpndtFfogcXZhbjKBINBQ28jR/dn4hnjZ5TDkHSkgcXy/NsP3HOEX5kNZXjmGeoPD/COL2cKKR37gmpfsF1QyQc5Lj/xke/7TN/uZfHEikX182bs9m8mz+uPtp8XQYGb1F/vJy6rAYhGZNncg+3Zks297Ds+8P4en1t/L4knLuvQ+uOodFxJ0BoIgUJjffl5IUU4FfsGePDrnBR5beTd+od42gyRuWBT3fbiQwEi/s/r75qJKpKKDXP3uygP3FI2rmmsfmc2K51cDcPfr1+AT5Mk9M6yfo4bjjkMV/96cMTYYUZqbjUxn0WQ08b9Xf2HuwknMuWki581NYssvyfz8xVaMBhMqtbQskpA4HUjfPAmJU4RCocDDw6qrP3LGULasaq2S0x1p2PbIPpSP2WQhqn+oU8eVaJvwfiHIZAJqrYqYQeHI5DKrepogWGt5WCyotSrrdpcggCjiHeJFeX5lm2P6h/tQklPW7nUPbDjEknOXM+feqQye3hdRFEne2dpD8ev3ybbHO/466nCsd5b9bnv8zUd7qEvPwd3bnZrymo5evo2ailpUWiXGhp7VUlG7qDDUG+2OJU4awME9He/8l+RXMmhYGK/d9gGX3DOTSfNHExofjG+I1z9COEKnPQ9Z1eNYxLYX7HrX06cOJsgEKkuq8fB2Q+ftRmCEL89+u4j0vZkc+DOt3b5+kX6U11rzPDy8nGfceni5ce8rV2I8oVzn5e/BjKvGkjgimt0b0ti3+TBX3TPNYZ6ghMRp5R/uIZFySCQkTgOTrhjHoyvvRia3/woOntTzyslgNWw2r97N4lkv8uOHfwCw4pnvKckt76CnRE/xDfWh74g+pGw+xJHdx0jfkYGxwUjq1sOkbEknbdsRDm5KQ+ftRuLYOMITginPKyciwXGNmoTRsZ32ptRVN5C2+SgPjX2ePatTyTravhHTGTavP4xRoSE0rvOJ4QBZB3PwOeEd7C5Trh/PsxsWMWLGQNux/ucmdsoYAfDxc+fgur3UVtUS0ieA0TOHERob2KExYmw0svrt31jzTtdD1U4lSkUAvrqb223joZ1yimbTGk8/D8wmC5H9guk3LBrvAD2Dxsdz6Z1TuXbJLId9AqICSLxgCNUtbFAPbzenzmvI+HhGnt+fY6n5WCxWL0x4XCCDxsayY30KP3+x1anXk5CQ6BjJIJGQOE0kTR3MU2seYOwlSWh1WhRqBTGDwrs93vHyWnatS2bN+7/z+OWv8eSVbxA3OIL5985k5y/72bZ2Lw9Of5bHL3uFsvyKjgeU6DbXPHEZz/z8MAmj4wiODeLIviy78411Bo6X15C8MY3slDzAKnDgiJoO6mf4hVtr1wiCQMKoPuz8cS8NtQY+f+RbjqUU9/i1+Oi1lKVktTm/thBFEc8eLiTzjxRhES2UnfAeyRRycrI7/9nV6zUIMgF9gA61p7LNeTY2NlJeXk7W0SzunriUmR7X8Oqt73O8orZH8z8V+OtuQ6OMa/O8IJy+QIhB4+PxC/UmMNIXjau9ERgzOJLRM4e16uMdHUjqnmxMRqt3JDjKj7tfubLHczGbLRSftCHzy/+2cXHsvRzYmkFDnYGfVmwhJMqPipLu5XlJSPQqonBq/p0mpJAtCYnTyJDzEnELUzPn4QuQIcPcaEEUxS4n1u76LZknFryOocG6rSiTy4iIC2TTdzvx9PNg9TvrbG3zjhRRklvObcuvshbwK64msn8owTEBABzYmEZmci6NdQYCIv2IHRLOa7d/yKL3FuIT5OW8F/8PRqFUMGzyQBLGxHHX+Ec79fesLK5C66ahobYRsKppKTUqctLy7dot37UY5Jz4nMgQRQuf3P0tFqOF5E32nhQ3Tc/yI1RKOeZjOZQVV+MX1vminVo3DUFR/hzZcwwPbzeqy7u+sFcoZVz+6IUATLpyFEf35tB3QiJpe7M76NlMxuFS0Hlx+ZOzKSkpQaPR4OLiQn19PfX19ba8LqPxxPdGkHHgz1Rbfw/vM7+KtyAo8XZbQH7lkrZanNL5tGTX+oP4hngx4WLHQh13vH4dZpOZwsxS9OF+VJbXUZBjNRrUWhWX3DKJOQsnOSW87vdvdmJoMDLj6mZJda2rmusevJBv3v2dgFBv5i6cyJHkXG5YcnGPrychIdE1JINEQuI0IpPJkMuti0aTyYSggeLiYvz9/btklKz98A+bMQIQHh/EsX1ZTLv+XBJGxdoZJABH9mRy54Sltucu7homXzketYuK1e+so77Guii+7olLsZia8A70ROt69sfcn2q0rhoWLJnDC9e/Rf1xa5y/3ldHYHQAlcVVFGU2y+JWFlcz+LwBmJpMmAxmSnLL8PT3QK0NIWVLOhpXNRazBQQB8UR9kb//n790Js/NfQvfEC9KWwglNDT1rA5JTLAbqQeqCe8XTGOtARed1vY62iMiIZTUrYcB8A3xthkkD321EN8IPW/d8j8O78pq1e/+/97A0T25rHzhZ+5892pUJ1TD4saEM2vRFH74eHu3XseRfQXEjwgiO7vzxoxCKefc+WdWQcS20LtcRH7lUsBkOyagJspvBWpF972uPUXrqqGsqIoBY2MdnvcK0PPE9/fS2GDklXu/IOWEapqXv47nvr6TkGg/p8yjMLuMzLQCrnngQrvj19w/g5/+u4Vdf6Rx1T3T8A3yZOrlo5xyTQkJZyP8w3NIJINEQuI0ExMTg8FgoKKigsrKSsrLrTuELY0Si8VCeXk5giCg1WpxcXGxnSs4VsLRA/Yx9a7u1oRMnbc7kYkdJ7TX1zTy/Zu/tjr+4ZIvARg8MQFDQxOuHt1/nf9Wxl6cRHB0AHed8yh+Id5kHsylsrgazwC9TeL0b+qr6zm8J9P2/G91rrC+wRRllSBTyKivbETrpbK7hlKtoKKwisSx8TaDJP68waRnlHZ/4qJIXU4JXoF68g7lY2rquJCcKIr0HxPPwRaeGmOjNak9KMYP73AdFtHCzW9cRv6hUjwDdBzekUVxdjnnXpGEwkWGX7QnY+YNalXUMbRf13JYWvLBY2tZ+t9rcGkjbKt5/s2P+46KxcX97EhsVsg9cdOMprbxL9sxN80Y3DQj+O71n/EP92H0ha3Do3qb7PQCFAo5Mln70eEarYrI+EA2AAHhPjz+6U1OM0YKMkv54tVfufP5y1AoW3sMD2zNICI+kHm3ngfAgFF9WPHyz0ycNYzAcB+nzEFCQqJjpBwSCYnTjCAIaDQagoKCCA62FtUrLy8nPz+f6upqiouLOXToELW1tTQ1NZGVlUVubi5GYxM7ftnPzaOWtEpWLyusxNPfg+/f+IXHLlne4znu/T2FzQ5UwSQ6R2RiGLe/dh2lec1/p8qiKgIjO7foyk0voMlgwlBvpCCjdbFBudJ6K89KteajuOhdOVreM7nX0AAd2Sm5VBRWEd4/jIB25ho/PIb4pBgCI/3tjBGwGil6Px0LHmtWe7JgITDeG41eyYDJfTj/hpEoXJp/jhxVmNf59Exp6bErPubPrw7SWGNu0/v40+sbbI/Hd6KY4pmEt9t822O9y4UEeNyFKIr8tXIbT1z2Ckf2ZrbTu3fYuf4g+cdKuDD4Fo7sa9875e7pyrgZg3n95/sIPRE+2lNK8itYt3IHtz59iUNjBOCuZfN59IP/IAgCZpOZD59Zxc//3conz691yhwkJJyCeAr/nSYkD4mExBmEm5sbXl5emEwmGhoaqKqy7pB7e3vj5+eHXC5HqVRSVFTENy/+yi8fbXY4TlF2GQkjYji46RCFTqqW/cHiL9myahcX3zKZpKmDz6oCcmcCiWP7UltlX3vBP8wHN70Lh3cfw2yyIMg73iPKTs4jOslekcuChVEXDyFlo7VIXkDfUDJrOvZotIWPp5baQ80L2GMHcogZFGEXYgZWWdeEUXEkb2xbwrUkp4yQuADcPF26PZ/6qibWf7mn2/3B6v1Y89FW1ny0Fb2PGzNvGEPCqHBkSusvcMaWbH55708AXHRaJl81oUfXO9XoXWbQpC+itOYdQryeQS7zoL6mgUM7j2IxW3hr0ae89Mejp3ROao0SpUpBk8HED+//zj2vX9tm2wvmj2LK5aOdel9RaVRcde/0dttkphXw7hPf0T8pmtyMYrb+YpXFzjpU4LR5SEhIdIxkkEhInEEoFAoCAwMB685yUVERVVVVdrkmKpUKmSBD1kFBN7O5+wtSR3gHenDwrxR2/bibWXdM4+bl10hGSRfwC/Nh3JwRbPzGmgcRmRjK3vUHMDWZiRkahUwmoyi7Y+Nx+IwBDo/nHy5GrrAaNKKD4oldIdBVRnKRfeHBjH1ZePjq8ArQY2xswtNXx/HK2naNkb/JSy/i4UnLuO9/Cwns69vl+ZQVHCdtZ1aX+7VFVVktnz7zC2D9XPcbEMwfHzXXXpl58+SzJlyrJb66/+DtvgCZoAFArpBb846AlBOy0wmj21bkcjaLXruG1B1HefyqNzmw+XC7bTsK6+oO+g5U3vb8dYjFV7yFm4cLnj7uNmMEID+rFIvF0ivzkpDoOqdXAetUIH3TJCTOUARBIDAwkJCQELy8mtWt3N3dyd5Vwk/v/dVOb8hKK6DvyD7EDI4gPika35CeKWQZGoyYDNZ8gO9e/ZGULek9Gu/fyAOf3c6sO6aiVCkw1BtseRk1ZTXUVNRQXdJ+4UGtmxqdv+PQpdK8ClvVcZmyi3tNokhUsA6FXECplHFsx5FWTSITQqitrOPY/mzy0gtI3nTIJlncWd68+TMaKroeShbWz5vFHy/ocr/O4B/gYWeMqLUqZv9f+7vqZzJ/GyNgfS2e/s2JX2UFbRff7A3c9a6MmDyAS+6YQkluOave/73jTk6iobYRU5Op3TapuzJ5+r+38NnOpdz+7KU24Y5h5/ZFLpfb8p8kJCR6H8kgkZA4w3F3d0epbE7GFQSByQvGExDR/k5zY52BQ7szOXowj/S92dTUNBIU1b1E0ZA+/hhq6uwSmx+Z+Sy/ffpnt8b7t6JSK7ll+TV8evQ13D2bDYvi7FJc3DrekR85czBiG0G+F952HsfLa9C4qpGrOm+Q6NxU9A9y4di6PfjWH0dbUEhddX2rdqLFYpeA3x1qK+t46Nznaawydtz4JGRKkSe/vq5VMdGeEDcwlOQfd9odm3XnNDz9/jnqDcPOt3rUVBolkYlhp2UOc2+dzPgLB/PtG79x7fDF7NmQ2nGnHmBoMHLrqCUsnrkMs6ltT/GCRVMZPC4OjVaFocFIY731c3nx9edwyxNznCI3LCEh0TmkkC0JibMQuVxGeN9girI6r6JkqDdS79JEYJ8A5Ao5tVX1CBZrHZKO0Pu4k3PQPim1prKO5695neKcUqISw1GqFaRsTsdFp2XweYnEDIqUQrrawCfIi+d+e4S37/qYnz/6A4Cj+7OIHR5N/tFSWy2SkynNbbso4PhLk/D00tN/TByB0QGoTyymivIrWXzr55S1UewtRAMHf7eGqhQec1xIMW5YFGlb2w+56QqfLf6Wm9683GHyenuo3eRcfs95fP5ca0W4rhKTEMyh3/YgtpDW8gn24vIHHVcQP1u57snL6DcylmEXDMQvtPO1ZJyJm4cLo6cNZuNXW/GJDuTLF1aTdSCb2XdMdfq1TE0mlt/8PvkZReRnFPHb5xuZdPlYlB0Y6X7BXtz7ygI+f+kn0nZncsVdp6/CvYSEQ/7hsr9Cy5vx6WbYsGHirl2Sko+ERGe4st/ddjUnukpYXBDZB3M6boi1gFhwtC8l2aVUldgbMHFJMaTvyLA7dvfnNxExJASdToe/v78t/0WiNVtX7+KZK16xGSHxo+I4vLs5oVyukOPp74GhwUhNRS3PbbwfhdbqJZDJZHh7e6PX61Gr297NTU/J544F77Y67u2hoXJHCpYOck76nRBI6ClyhZyQuCBqK+uwWMw8vPoOZKqO+7VErdSw7ec0/vvCuo4bt0FkXCBZWw/SdFJIzsNf/B8T5kl1KLrD99/torCwmoAAD/wDPEhKikLRIs/tl0/+5KWF79v1efCTWzjHie93WX457z/0BX98ZV+vxsPHnWsfn8fUa8/pcAyzyYypyYxa28UPpsRZiSAIu0VRPPWa2F1EHR4qBj545ym5VvbN956W90TykEhInKXEDonskUHi4dV5GdWGOgPqED9CAn2oWrXNdjxxfF9St7TeOQ8dGITJZKKiooK6ujrCwsLaXTD/mxl14TBe2fwkby36hL3rk6kurcE3xJsLrp7AhHmjCIryQ6FUYLFYyDtciJuXFoPZgFKpxMPDwy6cry3iEoIZd14/Nq5rDpXx8nEnIVzHX9s63pQytBNLLwgCiRMTaTJZMFTXcmxflu2cf4Qvrh6uuProKCqsxt1dS86xUqzVwxW89+BqFr50ka3AoyAItLdJ9neV9cHnRvO/5b/bErY7Q7/BYRwvKMNsNJG9LaWVMTL1+omSMdIDvLzceP2132y1XM4/vz/3PTADmczqJZ1wyUg+fmylrbYOwLsPfOE0g2TLqp08d9VrBEQHtjo3/IKBjJw2uFPjyBVyWy6WhMQZxZnjP+gVJINEQuIspTOhVu3haFfcM0CPd4g3BYcLMDYYiRgYjtbXg8KaJlJyjiMIEDEwgqz9WQDkHsp3GKMtmkQ48ZtuMBjIysxFNGmI7x/Sqq0ERCaG8/xvj5CVkkt9bSPxw6NbqfvIZDLC4oO7fY17Hp9F4pBwXNw0JA4Nx9ffg6qSanav3ukwZ6QlGfuyiE+K4dBJnjCA/uckkHogH7Aqw/UZ3RetVomxrpHaRgs5+ZVQYE3WryyttR93fy4fP/wjej8dJbkVhPTxY9qNIxwaJa6urtTV1VmfyCwsW3sDohm+fX0TW35KsbWTyWXMunEsZUXV/PndfhKGhGGsruPA2h1tvr4+QyK59ZW2JWklOmb8hHjuunsqL73wEwC//XYQVzc1t952PjKZgMZFTdywKLauaZZvriyucoqSVfquY3z14lqiBkWSf6yUuJlJAChEC8F+7sy7Y6pdcr+EhMSZh2SQSEicpUT2DyV1e+sFYmc5djAXv1Bvu6KKlUVV6PpH0hguQ++uIuO4AXKblZ/kMoGqwmalntC4YKoc5CZs/3YPIy5p3pH834c7qCxr4OUPr+/2fP8NRCSE9trYGq2Ki+bbF/vzDvTkze1Ps3jmc+QdLmyzryAI1NU0olDKMTWZCYkLxNNXh9ksIrZYTAqCQOaRrtW9Obj1mO3x4T05lBdUcf2TM23FHs1mMxaLhbq6OjQaDY2N1tA2i2gBGcy6YzTnzhtMSW4V6btzmXZdEvIT0TbDJkTx3Ly32r2+b6g3j/9wnxSi4wSmTx+Em6uaF1/4ibo6A99/t5vyslrue2A6Li5qrnhoFnv/SKGxzqq05qp37XGeWXF2GUvnvUz5iftS7OhYUkqshm9goJ6nX7gSjaZjL6KExBnPP9xDIqlsSUichexal8zaD/7o0RjeQXpqKutaHVfIBCyiSMXx1vKsAV5auxyS5I1pJIxpXdcgakiE7XF9rYUtfxwhLTmP0mLHidUSp4+ACF/m3DGtw3b5GUWE9QvF09+DsrxykjemkbrlEPW1PasIfzL7N2ZgMBipr6+nvr4eg8FAU5M1vKqtxas+QEvs8EAuXNhsjFgMIsvmv9PutVw9XHhy1f34BPVMEluimQnn9OWRRy+2Pd+4MZ3bb/2U6up6+gyOYMYNk2znaipqu+Xpbaw3sGXVLj5/6lvun/aMzRjRuKpp8Gr2hHj7uKFso0K7hITEmYVkkEhInGW8ePMHLJ3/ao/HKcoqI7hPQKvjYmkF/UN1DvtU1BrRuNrngpTnV6DSKOk7IYEBM5IYMHUIflHeIMoRBBnffLbb1nbLho6L6Emceo5X1BAWH0hoXCDjLkli5EWDGT5tIH2GRhAQ6WuTKM5MySU4JoDGEwn4IXFBZB/tvNJbZ2kyOJYXbmxs7PSOesbO7HZzTELjgnht61NEDQjv1hwl2mbY8CjmzB1ue56VVcYjD3+D0WhiweJZXHhTs1Hy3HVvt5s35IgXb3yPpZe+wmdPfkfhsWaPXMyYeDLLmjdZDibn8flnm3vwSqycSeI/Ev9SRKyFEU/Fv9OEFLIlIXEWUZpXzu71B9tcsHVE5MBwa+KwRcTVxx2lg3tPU2MTeVWOd73rG0zEDY0h7S9rzH5ovxA8YoIJHKqgptFMeqE1VOLu679G46JEqZRzvKpZwnbVVzsJj/Jj0PDIbs1fonfY/O02sg5YZZ3v+uxaRJl1AfblktWkn5D7DU8IxcNXR1ZyszKbV6gvRZUFTp2Ld6BHmzkFoiiiVqsxGDrjlWn7h3XKdeey8IWrcPVw6eYsJTrillvPY8CAUB595FsADh7MY+7sV1GpFEyfMYgnfxjCsuvfZt8fKaRuPULC6Ng2xzKbLfzv3d8J9nbFbLawb0OKw3blCiVgL1ZQVNQ1D4zRaELVQiK4qqqeH9fu49LLRiJ3Yg0cCQkJe3rdIBEEYQrwCtYU1/dFUXy2t68pIfFPpK66nq9fWou3v47ywspuxV436XXkFh4HQYD8WqJDdPiH+1KcXYpPsBeB/cMpqG2iqtpxHQyAw/UC/WeOpNpgIa+0jvz81mFfoggNdU00nLQ4yMsp5+cf9koGyRlEQ10jMqXA0KkDrB4FmcDfwcqXLZ3J7Pun8saNn5B9MLdV30ZD20XnuoMgwP0fLUBQON6RVqlUnTRGrGOdjE+wF4veu4nhFwzqyTQlOsnYcXGMGBnN9m1HAairM1BXZ+DzzzZz4czBvL75cX76aAMuuvaLgq5etZeVq/binlVI8YnaS+GJYRhCfNHIZbhZzBgUCtKKa1r94X/9JRm1WsFtt5+PQiHHbLaw6oc9xMYGEBsXaBfS9fvvqRxMzuWOOy+wHduzO5MP3v+TjCPFPPLYP6tGjcTZhfAPd9T1qkEiCIIceAM4H8gDdgqCsEoUxd4t0yoh8Q/j6P5s7p74OPU1DQCE9wuhtOg4DXWdD2HRebuhVwoUKmWYTNY729G843gE+NK3XxhF1QaS82s6GMVqbKTmWz0hXTWK3D20XH79uC71kehd1FoVN759hS0sRaQ5zEmUiajdVeQfKXLY19hNT11bTLt2TJvGSEeSwI7atyRxXDxLvlr0j6rCfjYwffogm0HSktWr9jJgQChXPzq3wzEyM0s53mjCFBaAT1woZbUGsiwi5soG+4YO7keL7p5KfHwgZrNVzeuJpd+zcWM6arUClVqBj7c79fVGDMYmfHzcefmVBXb9lUrrMqmjWj0SEhI9o7c9JElAhiiKxwAEQfgfcBEgGSQSEl1gx8/7bMYIQHZqHnKFHC8/HS7uWvQBHlSUHqfwWFmbY/iG+ZKc2zqpvLrOSHWdsVfmfTJ9+4dgNJooL63Bw9PFrnCaxOmhrq6u3YV+Q7UBUxuGR21N25607hAc49vmOa1WS319+/LEdrRYmw6fMoil393bYbVuCeczPCmKfgnBpKbktzr31JOrKC45zvz57dciUautf7d6o5l6Y+e9chERPkyf0ewN27r1CEOHRXL/gzPQtlBVq66up7q6gdBQr1aGbEL/EM45ty+33X5+p68rIdEr/MNt4t4OiAwGWvr5804csyEIwo2CIOwSBGFXaanzkyMlJM52zCYzK19a4/B4eUEluekF6P1cuXfFtYybM7TNcTIPZBMfru/NqXbIjs1HuHXBu1w+7SUum/IiJpOZnZuPUFfr3IWtROeprKxs97xap+TcBaNbHfcJ8aaqvHW4Xk+IHhTktLH+XlfGJ8Ww5Ku7JGPkNKFSKXh+2WUkDnAsaT2gjeMtSehm/SJBZm9c/PF7GqFhXjZjRBRFiouqKS+vJSzM26HH18vLldBQL1xcWstCV1TU8dWX21n2/Fp+++0gZWUde5glJCQc09t3aEfxHHY2niiK7wLvAgwbNuwfbv9JSHSdTx772qE8b0tc9C5YRAuz7pmI2kXNus+2tGpjMVsQK8+cH8zGeiOP3PUFu7cdRS6XkTg4nEnTBjB2Yl9cXKWq7qcKW7HBdhgwsR9/fN78mQqJC6JJqYES536e5CoZtWX1pO/IQZAJWMwWGuoMNNYZcfXQMmZ2IhY6V509ckgoKo2SR1fejdZV49R5SnQNrVbFPfdO49qr320V+vTcM2u4fMFopkwZ0Gb/cePi6NsviLTUzgso+PnruONW7V85AAAgAElEQVSOybbnRqOJrVuOsHPHMZY+Ppvvv9vN7t1ZjB0by4Uz26/iPv/yUXaJ7k1NZhbdtcLO6/PzTwfw9nHjy69u63FtFQmJfyO9bZDkAS23P0IA50qySEj8wxE7iF32DfVkysLxiFiwiBam3TKGvb+nUp5f1aqtTCkHnJuI3F2amszsPhFbbjZb2Lcrk327Mnn9ubXccu9Uplw05DTP8N+Bn58fhYVtF0UEqG9Ryd3TX0+tWU6tk43b6L6B3D3sSUSLiF9MMKWFrT+/P7y+nmueuJh+YyOshRHbQaGRs3zzUnyCpRojZwIhIV7MmDGIVav22h3Pz6/ks082cf75/dtUsZLJBF5afgX/d8dnpKc7zmc6mYeXXERCQrNnJSOjmPp6a2jqXf+3Ar2nCwuuHMNFFw+xMzYcoVbbF1ZUKuU8v+wy0tMLeeXlX8jJthaXLS+rpaysBl/fZtn0hgYjv/x8gOPHG4np48+IEdGSWpeEhAN62yDZCfQRBCESyAcuAy7v5WtKSPyjUGlVxA2P5tiBHJoM9qpVgTF+3PfljYhC8+LMIlq4+6Nr2PNrGrHDw6mrasBQb+Sjxd+hdNVC+anJF+kuBoOJj978nQnn9yc1OZfgEC8Cgj1P97T+sXh5eVFdXW2XnyGIMrZ/u5chU/sjV8r54eVfbOfCEiNIOdA6H6CnqBUCPkFe+IR6k5ftOIzM1GTh/Qe+xdNfx43L5uAXqUd0EFitUCiIiopCpZKqr59JXHPdeP76K52qKvtcoKKiat58Yx1jx8UxeLDjujAqlYLwCN9OGyQajf3ffsvmI3bPm4xmxo6L7dAYaQutVsWgQeE8/vgc9u7NJie7jE2bDpOZWWozSP7ckMarr/5KVWXz6w0I8GDuJUkMHhJBaKhXj40TQ4MRtVb6nP8b+KerbAm9XfBHEIRpwMtYZX8/FEXxqbbaDhs2TNy1a1evzkdC4myk4Ggxt45cTN2Jnepx85KY/J+xuPm6IHawU/w3mbsLWb86jbQ2FntnEkqVHItZxHyisF1giCdDR0TjF+hBk9GMWqNk2qwhuLpJoTjOwGQycfToUZqamrAYRO4e/nibbYMGxVBS0PXq2h0xdGQEhUeLaKwzUF1nwtSJ5OWYQaFc9/TFqNztxRHi4uJQKpVt9JI4nWzbmsGSh1e2qVr1xFNzGT26j8Nzf25IY82afSBa65oYjSYUChkmk/09UKmUs2rNIpuxYbGIXDLnVaqq6umXEMyQIRF8/tlm4uMDefnVKx1WczeZzDQ2NuHmpiEjo5g1q/diNJoICfFixIhoomP8AThwIJeHH/qaujqrHPXw4ZEsumca5WU13PV/K2hqavtzPCTOn2BMTP3PJGKHRnU51MtstvD1i6uRyQRm3nIBGhcp1LWrCIKwWxTFYad7Hh2hDgsVg+/5v1Nyrcw77zkt70mvZ/mJovgj8GNvX0dC4p+KyWTij5WbbMZI9JBwZj94PqIodtoYkQkyPnzwGzwGOv6hP9NoOmkxWphXyZo8+82Krz/bzJU3nMO02UOlEIgeolAoiIyMJDMzEzNmXD201FU3tGonCAJmU+c+c12lrr6J3EMFBMUEIGuw0JnQwox9uTx/zUc8/M1/bMfc3d0lY+QMZuSoGO65dxrPP7fW4fnydhLDJ5zTlwnn9AVg165MVEo58X2DWL8uhbTUAtau3YcgwJAhEXaeD5lM4Lbbz+etN9cTFupNYKBV3CMjoxiDocmhQfLxRxtZu2Yf/8/efYe3VZ1/AP8e7WnJe484TpyQvcMIISGQsFeBsKFAoexCy4a2tBQoq6yyaaFQ1o9VaNgzQGgGhOxlO3bseMu29ri65/eHc2+sWLYkW7Js+f08j59a0r1Xx9Sx7nvOed/3uRcugSAEMXZsDkwmHex2D/7xj29ww2+PRXq6EVOnFuP8Cw7DU09+juLiTKxZU4MLz38aer2m32AEAISAgP/+83P899nPUT61BIedMhcHnzgHY/c1sI1EqVRg+Y0nobGmBY9d9TwuuedspOcmt3AJSaAkdlEfClR2hJBhTJq5rlpfKz93wT2nxtSPAQDAGC57+Cw88tDXcR5h8nR1uPH4X1dg7Q9VuOXu06DT0U3oYGg0GpSWlOKqebeGDUZUaiUqF0zG9k2JSQMMCiLMGSYEmQp+rzPq8zpbnHjv4W9wyvVHQOQisrKyEjI+Ej9Ll03F9u2NeO/dH3u9Nm58XlTXmD17f3PVY46dhmXHTEXlhHzMml0GU5iV00WLD8K3K3fA7vDg6KVTUFPTiv97czVeeP7rkEaIkksuPQIXX7IQjDFkZpowYcL+CnAnnTwLgrA/2Dh84QSYTDosOWoS3n57LV78x8pe29Iiqd5Qh+oNdXjpj/+H4gkFuOnFq1A5e2xU59rb7Djm4sW4/6Incfd/b6akejIiUUBCyDDW1dWFQCCA025fipOuX4JPnvsW5hxj1CsjXbYAvvl0J77/Ygf8MdTvH0l++GY7brz8Rdz6l18gr4BmBwdDp9fh6scuxqNXPo+0HCt8Lg+4WgtPqw3m/KyEBSMA4PGLUBoNYZPZI1n59o9Y/9U2/PHNq2AwGBIwOhJvV19zNCZPLsITj38WcvOemWke0PUYYyE9R8LhnMPvE6BQMMw/uAJ2uwdVVS1Ys7oac+aWh71mX3r2UMrJScOyY7qrhJ1xxjwcddRk7K5pxc8/1+H9//zUT3AS/vp7tu3FbxbciVtevgYLTpvX788EAB+/+DXa6m044ddHQwyKUFJ/JzICUUBCyDBmNpvR1NQEzjmUegWOufrwqIIRhUKBfz+zDmu+qx6CUSbf9s0NuPDkRzBhchGsGUacddECVE4qjHwi6WXawkmYesRk7NzcgJra7lwRzjmau6JLJh6o5rp2+B2xzSr35HH4UFiaT7PDIwRjDIuPnISZs8bgxt++iqqqFgCARpOYm2nOOTZtqkdRUXfVtRkzSjFhQj7OWv6EnKsWD4IQRHq6EenpRsyYWYazzzkEX3yxBS+/9B0aewXbfa90B/wCnv7dvzD/hFkhPXTaGmzILEjHF//+FhPmjcO7j3+Ej57/Are8fA0OPmF/H6q1n/yMqYdPhEZHCe8pgSPlGyNSQELIMKZUKqFUKiEI4Ttl96XL5h81wYiEc2DrxnoA3Tkodz96TpJHNHItOW8Btt/4b0ycVgxFz+Zy+3JItm3Y0/fJA6TRqeEfRCXhGQsnwjLA2XWSPFarAfc/eBZee/UHMMaweVM93G4/MrPMmDatJPT3bxAYY3jqmYtCtnbq9Rq89vpVcdvuGQyKuO2WN3Hf/cvl5zQaFZYtm4riogxcc/W/Qo7nfayQSJprW3FW8eVYdNZhWHrhERgzuRgv3PYqvntvDdz27m2Vc5ZNx5tNz8JoCV0Z1OjUuPe8x3HHG7+hIJ2MCBSQEDKMMcaQlZWF5ubmmPJG9tQM/0paibTxp1oEAsGwyaokstLKArTvbkFni73Xayq1EoacdLidvri+p8vuQdH4fNTv6L8nSl9szV1wdLpgthrjOi6SeBaLAZddvhibN9fjumtelitwjSnPxi9OnxvSNHHt2hpkZ5v77Kzen4wMU6/n4pl75vcLSEvTh31t0uQiTJ5chE2b6uXnohl+V5sD7z3+EVav+BFP/fhX3PjPK+HocGLzd9tRUJGHkgnhV4KnHn4QPnt5JR654jn8+qHzodaqoVBQ8Y8RLcVXSOi3k5BhTKFQICsrC+Xl5VAqo7u57mzz44XHvknwyIY3nzeALQmYxR8tTFYjrnzo/LCvCYEgxozLDXlOqVZi/ORCTJpeDLVWBbV2YHNdDrsXWQUDa2RYtXEP7jj9kQGdS4YHs1mPW247UV4VqaluxUMPfIizlj+Biy96Fldf9RJuu+UN/PLCZ3HGLx7DSy+uTPKIQ+n1Gtzwu2P7fH3K1OKQx9HeX46dXooXdzwK/b5kfXO6CfOPn9VnMCK59slLcdIVSyEEgnj1nnfQ2Rr/ct2ExAutkBAyAuj1emRnZ6OpKfI+/s9XbEOC2wuNCD5vIPJBpE9zj5kOrV4Dn6d3I80dq3cipywXLQ2dUGmUGDexAJu/2SK/nlmQjo4BLKDYO1yYNLccbXttAxrzzEUHDeg8MjyUlGSipCQTlZV52LSxHps3N8Dp8EKrU2P7tkZs2by/IafN5sJLL36LYFBEQUE6CgrTMWlSUdy2eA1UXysun3y8Ef/9YH3k841azDt2JrraHdjw1WaIIseun3bj+dtexQV/OB0qdfS3bUqlAmOmlAAAzr71VHicXtiaOvDOox/i6AsWoriS8uxGklRvjEgBCSEjhNRR2+PpXZK1p0XHTMD3X+7s95hUxxgwaVpx5ANJn3QGLWYeORmrPuhdmtXn9sPXbkdOug7NtW3Y8b/QMr0dTZ3IKM+HrTX6pJCC0gyYzDowQUBahhF2myvmMRv72C5DRpbCwgwUFmZgaY+tWgBQW9uGtWtqUFXVDFu7E06XD+vXd1ey6uryoLQ0C9detxTTpnffhHd1ufHZp5tRWJiO8ZX5sFj02LBhDzweP+bNG4vWVjvWrK7GCSfODHkfISCgpa4NTTUtGDOlZNC9Pfx+AR+8/xNyctJw7nmHoK3NiU8/2dRriWTBafNww7OXy/kgHc2duPPk+7Ft9S68du+7aNjZiDvfuH5AY2CMwWDWw2DW49w7TsP/PfgBpi2ahIKx3audGXnpg/oZCRksCkgIGSEUCgUKCgpQVVXV73EZ2Rqces4svP3KuiEa2fAztjKfurgPUjAowtbUdwnejub92z8CvtCiC6LI4XZ6o36vSdOKsOGLDfJjg1mPSTPHwOMVULW5IepcgS2rq3Ba1O9KRprS0iyUlvbuMyMIQaxdUwNrugGVlfkAgB07mvD7O99CWVkWbLYcZGWbodWqsPKbbbDZXPjqiy0oLcvCtGml8nV8vgDee+oTvHLn68gqysBJVx6DaUdMGvS4NRoVHn08dAvkCSfOwNN//SDkucKKvJDk9PRcK6567Je49tA7EBSCWPnW/7Dq/XWYe+yMQTWD1eq1OOf208A5R2erHa/f9y4uf/CCAV+PDJEUXyFhMTdYS6DZs2fztWvXRj6QkFFs9+7dcDr7bxzncYl47fnV2PRT9xaH7DwzWpsGUcJoBFEqFfjrUxdg8r5ZUjIwfl8A54y9Bvb26JsU9pQxNh+dbdGde9DkfGz8enPY12YeNRnHXLEY7z/9DTZ9uyvitZ789g8YM6kolqGSUWD37jb8sGoXZs8Zg4qK3F6vf/P1Njz04Ic4bGYJjj92KirnVCS8OpXfF4Db7oGtsQPtjR2YuWRq2EBj1fvrcPdZf5O3Tx5xxsG4+vGLkTbIqnKPXfUcZhw5BUqVEtYcCybOGzeo641EjLF1nPPZyR5HJNriYl503W+G5L2qf3tDUv6bUFI7ISNMdnZ2xGP0RgUuvu5QnHfZIbj0uoW45d5jwh5nzTDglnuOw1+fPR3X3dm7W/FIo1QqcOtffkHBSBxotGosu/CIAZ+fn2+J+ljWz2zvj59ughgM4pf3nAitIXJFpDcf/SiufSVIaigosEKjUeLO29/Crl3NIa/5/QIefugjTJlajGtuPQkT5o4bklK5Gq0a1uw0lE8txZyl0/tc9Tj4hFl4+Js/YsK8ChjMenz1xircfuJ92Pq/nTFVXzzQiVcshRgUMXvZdIyZSn8zhz0+RF9JQlu2CBlhDAYDDAYD3O7+m8iJYhDT53dvXzjws1WhAK66+SiMqUyHKAYBiNDrRvafA5VKgdvuOR2HHDEh2UNJGaddeww+e+Xbfrdu9SmGGyXB138BgubqNmSPTcfBx0/DV2/0v4q+d2cj3n/6U5x8xcgPsEn8aDQqnHraHJx62pxer6nVSrzy6q9hMGiTMLLulRK/xw9TPyWrx80sx2Pf3w3OObraHFjz4U/48rXvUDFjTEjjxFiUHlSM0oOKwTnH8ze9jBlLpmLesTMjn0hIAozsOxBCRiHGGPLy8lBdHX3jQ85F/OmxU2A0aSGKAhQKBTiC+4KRbnpj/OrxJ8NVNx1HwUicWbPTMHFeBb57L/attI3VzSgptqK9wYbSgwoBlRJ+fxB1Va3wH5Bz4u7qP7iecGg5AGDiweX48vU1IbPXaq0KZZX50GhVsLd2Yev32zBp3tiYx0tGL8bYgIORle+sRjAQxGGnzImpAlZPr977HoIBAb/88/KIxzLGYM1Ow1HnL8RR5y8c0PuFu+blD10Yl2uRxGCcqmwRQoYhg8EAs9kMhyO6vBDOOQwmBTgC0Bt08Hp7JxybLBqUj89B9Y6WeA834cZNzMfSE2ckexgpyd4+sNwjW2MnbI3dKytikGPz191J65VzK8C0WmjUSrS1OdHc0AllhAaWar0aHCJEvwCF34f0PCtySrLhdXnR1WrHjv/tCDleqRp4Q0zOOXW2JlE7+PiZ+O2SP+G9v3+Mc247FeVTSmDJMiPgF9DVakd6nhUabd+TPZxzrHp/LVQaFc52+6BL0ioNIclGAQkhI1ReXh6cTmfMe4hFMfz+es6DuPq2hVj1ZS02rKvHjs170cehw4pWp8a1t56Q9P4DqWjLDzuxedXgS0j7vft7mWxfvT8xPSPfisqJ+ait7cCkI6bAtqcFjVXNvc732n3QWtT4/u11EEWO9r0daN/b0ef7te5pH9A4W+vb8ewt/8bNL15JXa1Jn4JCEG88+AGqNtTC4/CgekMdfB4/bjvhPgBAwdhcuLrc6GpzYPmNJ+Giu87o81o1m/agZlN3E9eN327DnKOnDcnPQEYgntqfcRSQEDJCabVaZGdno6UlthWN/m60RFHEvIXFmLewGFxU4v3XN+CbT4dvo8WMTBOuve0EjJuQn+yhpJym2lb88cy/QRxggvjkQ8fLeSThmisC+1dRJh5Sia0b6lFRkdkrIJm+ZBK0lu4Z5sr5Y7Hhq20R37urzT6gMVdtqMXXb/6A+cfNxOLlhw7oGiT1/fued/Hy3W/3+frefb/DOqMWC0+f3++1OnrkZ/3z929QQEJGLQpICBnBsrKy0NbW1ueqRzjRzvwyRRAnnjUJJ5w5FV0dXnz3+U588eHWgQ41Ic688DDMXzA+2cNISX+//iV0tgzsxh4AOps6sGf73qiO3fr9dqi1auxa2zt5/vDl8+TvZx83GbvW7cZPn4YvESwJ+IV+Xw+nbvtevHD76wCAz15eSQEJCbt9r6GqCSvfWR3V+Q98dgfKp/Rfvernb/b/TW1rsMU+SDJ6DNOJwXihNWlCRjDGGFSqxM4rMEUQ1kw1Tlg+JaHvMxBFpZnJHkJKat/bgdUf/jyoa4hibJ+eAV8g5ByVWomx08vwzaursXtdd3NElV6B8+89GZmF/XeV9rp8Mb035xx/PusR1G6pBwDUbq2P6XySWtobO/DWIytwQeV1+MPpD6G9sXt7IOccD1/2rPx70p+x00pRPrU04nHmDJP8fWeLHbVb67F9bf/NbwlJRbRCQsgIxhhDQUEB6urqol4lEYTYZ4+B7jLCsw4uw7pVuwd0fiL4vP2XiyUDs2HltkH1NwBiD0gkkw6dAL8vgLqtDaje2L23/uevtkKlVuCuj66H1qLGWXeegMcve6nPa9RuqUdQCEaV3C6KIl65+52Qm8y2hg7YbU6k9bhZJKPD5u+3429XPIe6bd2re811bajf0YhrHvsljFYDGmt65ziFc/n950XVTV2rD014v+7w38Pt8OLaxy/GsZcsjv0HSBBBEODz+WA09l2amJDBoBUSQkY4k8mE8vJy6HS6qI4PBAZ2E69QKLBlQ8OAzk0UCkgS44cVPw36GmIwGPmgA6jUSvi9Aez6aTf8B/x/KwREqLTdAUZaZv+BwmEnz4kqGPF5/Pj9aQ/2ygcwmHX49u3otuWQ1LF78x7cfe5jcjAi2bN9L3539J9xxdxb0dbQdzGFnp787Uuo2VQX8TjBH/rvxO3oroD4zuMfRjnqodPY2JjsIYxqUunfRH8lCwUkAILB4KBnAwlJJp1Oh7FjxyI/P7/fHJHBVA4SRRHTZg2vbr46gybZQ0g5QSGIVe+vG/L3nbJg4r5VFY7Jh1Z29y45gFLTHWQ0V7f1eR21RoVzbz+tz9c556jb1oCnb3wZ1x7+e6z+cH2vY6594hJMW3RQ7D8EGbECfgGv3vtev9XbYlG9oQ6/nnMr7jz1gX63AH75+vdhn2+ttyEoxB7UJ4pKpUJRUdGAV9j7E0sOJEldtGUL3QEJlXgkIx1jDJmZmbBYLGhpaUFHR0evQFsURej1eng8ngG9x5kXz8SZF88COLBrWzueuPfzeAx9wMorcpP6/qmoua6tz6pYsbDmpqN5d2vE4zR6DcbPKsfGld3JvTvXdTf8VKqUGD+zDF63X56x/vjJlZh93BQ8f+MbYa+l1Wtwx2vXomBs378XVx18O3at393vmHwePwrH5kUcOxn52hs74LA58eezH0XLAMtF94Vzjv+t+Ak/fbEJv3nyUiw+K7RQQntjB3b9VBP2XI/Ti22rd2HSIZVxHdNgaLVadHZ2Ij29/xyuaHV0dMDhcCAtLQ1WqzUu10xpKT5vTgEJAI2GZllJ6lCpVCgoKJArcPUMTJRKZdimiNHqOZNlNCW3gZfBqEFuAX2IxZtWr0Hl7HIoGIcQCMLvD2JvVTOUSiWYgkGhZFAoFN3fKxToanOEXWHesa4Gkw+fhE3fbIbepANjDG5HaCCsN+mQW5qNTd/2LuUbFILYvqYKE+ePk5/75B8r8ck/VvY6Nrc0GydctgRLL1iItExznz/bzh9rUPVzbb8/f0aeFfOOmd7vMSQ1BIUg7jrzYaRlmJGea4m6Klys/N4A7rvo73jhjtdx3ZOXYPZRUwEAH/3jq35zrR649Gk8v/GBYTNhyhiLWzDCOYdWq0VaWhqUyoE3MiWpgwISQlKURqNBQUEBFAoF2tq6t7j4nUEo9fG5fm6hHr+96xg8cGdy9jqXludQR+0ESM+1YPsP2+T+IwoF6/emqXx6GVRaLfzeAHzeAHxuHxQKBXKKM8DAMXZ6KarW70ZOcSYOOng8HB0ueBweNNe1omBsbsQAoT9avQbXPXkJFp5+cFQJxKs+WBdxe25hRR6sOZYBj4mMHF1tDmxbPXQVrVrr2/GH0x7EnGXTYc1Owycvfd3v8XurmlG9oQ4V08uGZoBDQBRFVFVVIRgMoqysjIKRaCU5v2MoUEBCSIrLzc2F0WjEqg/X4ZGLn8d9394MKOPzl62wpO/Z6EQ755KFSXvvVKZQKHD46Qfjq9e+AxC5Wlb1AdufKmaMgd6kg9vhRtWOvUjLNKN0YiF2b9qD5t2tqJg1FnXbuosjRBOMqDTqsM8bzDrc9fZvMWXBxCh+qm6Z+ZFndyfMHRv19cjItubjwZW2HoiAX8D3/1kb9fFMkVqTLj1XWWh3CulpeKwDEkIShjEGs9mMT5/9FgFfEHu3xdbZvT8Oe/KqXB00tShp753qbnju16iYMWZA5xrMemxcuRVV63fD5/ajdU87dm/aI7/e3tAObQzFCMI1OZw4fxwe+fZPMQUjADBj8eSIxyw4dV7EY8jIt+6zjXjosmeSPYyI3nn0Q/h9qVNNkDGGrKwsZGVlDZutaCMGH6KvJKHfBkJGicJx3Um6D134PBBDoRQFU8DvFNC8vR0//Xcr1r67Ce27u8AYw2fvb0nQaPtnSTfAaIquzDGJnc6gxVm3nDKgcyN9nnU0dUbsXt2T4oAZ4ulHTMJf3r8JJZUFMY+tYGxuSE5KuNfHzyqP+bpkZNm9eQ8ever5ZA8jKp++vBIXHXQ9/vvs51SNiqQ02rJFyCiRkdedAK5SK8HUCnAe3Yfbp898hw8e/6zX80decBhaeHIS26++6bikvO9ocvCJs5GRZ4WtqTOm81gUU2xbvt+Ogw6pxLbVuxCp4nrPfiIZeVbc++EtA84dCgZF2Br7/nmOPOtQyktKQX5fAG/9bQUadjVh1081qOmxYjcStDXY8OjVL+CrN1fhuicvGZIKcLVb9iAoiFF1mydDhHJICCGpQL9vRUGpUoAhur9tCijCBiMA8MVL3yF38Yz4DTBKp549HwuOpB4RiabWqHHiFcvwzztfi+m8aD8zt3y/HTmlWWjZY+szCDBZDNi+dn/SsRAQ4HF6YTAPrDLDB09/iubavksRH3HmIQO6LhleAn4B3723Bo4OF9Z/uQmr3v9xWPX0GKgN32zFg5c+gwc/vyPhgbMhzYDrD78Di89egAvuOpO2V5GEo98wQkYJraF7NcPj9KF6bd+Nunryufreu8w5h14z9BVSTj/v0MgHkbg45dpjkVWYEdtJMczitdS2obKfLVLl08sQ8O3fX2hvd+Lf97wT23j2qdlUhw+eCR9cA8CYycUoGpc/oGuT4WPnjzW4ePINuOe8x/H4Nf/At++sSYlgRLL5++1457GPEv4+2UWZuOej2/Hla9/hD6feD0eHM+HvSfpHndoJISmhq9Uuf/9/f91fqlehUECv14dUPFGr1VCpVNiycle/1wwEu/96RSqlGi/5helIzzQOyXuR7gT13/3jSqjUkQNPa44FUw6fCLvNEdN7bF+zC3mlWRg/MzQwmbJgIjZ+u73X8V++/v2Aft/efOi/coPFcA47ZW7M1yTDg8/jR932vbhr+d9wzYI70VzXluwhJdRbj6wYknySovEFePx/90Bv0uGK2Tf123GekMGigISQUaKxuln+fu/OZjCRgTEGlUoFj8cDv98PnU4Hg8GAQCAAQRCQltH/zX/bdxtRHHAhrb4BlSYgkbsIjjp+Op567de0x3+IzVwyFYdFUXkqPdeCjd9sRe3m2G9a0jLNcPtFaNItKJ5ShpLp5di2Jnx/iLaGDmz6rnegEkmkSkWHnjQ75muS4WHF81/g7rMfwXfvrpH756SytgYbrpx/G16//z8QAjFUKBmAtLfkfDMAACAASURBVEwzbnn5Wtz8r2vg6nQl9L3IyMEYW8YY284Y28UYu7mPY45gjK1njG1mjPXfdAeUQ0LIqLG3qjnk8Qs3vIXK+eU45Mz9XakP7OI+Zm4Rbn37Ktxz2uNhk4+9Lh9qN3b3kuhq3YK8JbPQYvP0PnAAMjJNmDKzFGPG5UKhYFhy7DTodOF7UpDEyi7KTMh1TelG5FcWY9fWRvm5hpru2e2KKSXY+WNN2PN0xtiLKUw5bAJWvvW/sK9lFaajbFJxzNckw8fuAQTCI1n1hjpUb6jDISfNRvH42CvOxWrSIZUJfw8yMjDGlACeAHAUgHoAaxhj/+Gcb+lxjBXA3wEs45zXMcZyIl13UCskjLH7GWPbGGMbGGPv7BsAGGNljDHPvshoPWPsqcG8DyFk8BoOCEg2fr0NxRMi75nPHpuOu7+4EZoogoE0nQqDLQUyfmIBHn7+l/j3h9fj1r/8AmddtABnXnAYMrOT14RxtFOq4z93ZUo3wpCTieoewUhPakP4ss6MMZgssW/bO/q8w6Hoo5v7zCOn0srbCLb+q83JHkLSrHjuiyHbMkuSbPj0IZkLYBfnvJpz7gfwGoCTDjjmbABvc87rAIBzHrEB2mA/ZT4FcAvnXGCM3QfgFgA37XutinM+ve9TCSFDxW5zhuSQ6NP0OOf3J6J0ej7EKMr/6jO0+OvqWyB4Rbz3wCdY+cbqsMc1/28rDIEg8g6dhOrG6JMgDUYNzr9sEQ5dNBE5eZaozyNDI68sO+7XLJ9Rjs3r6vp8vXrLXmh0avi9oVutCivyYLQaYn4/vUkHc4Yp5N+BZBFV1xqxnJ0u/PDBj8keRtK8/eiHsDV14vqnfwWtnjqfk7jIYoyt7fH4Gc55zy6ihQB61s6uB3Dgvt7xANSMsa8AmAE8wjl/qb83HVRAwjn/pMfDHwD8YjDXI4QkRv2O0GTe6//5S2SWWaIKRiSccyi1DKfethRHX3o43nvoE6z9cEPIMdLNnhjDhN2kacW46U+nIjffGv1JZEhNnD8+8kGMwZxpgqO9/0DUlG5E0aRSbFpb2++qhN/rh6JHPkDF9DKcdMXROPwX86EzDKz/zaEnzsaK578IeW7stFJMX0RlpEcqo8WA6YsmYf2Xo3eV5Ks3VqGz1Y673v4tBSUkHto45/0l1YX7w33gp74KwCwARwLQA1jFGPuBc76jr4vGM6n9lwA+7PF4DGPsJ8bY14yxBX2dxBj7FWNsLWNsbWtr3/XhCSEDV78jdFsMjyViCMOUo8c5956E3716ea/X9GYdnFFW2Swbm4M//e0cCkaGudJJRTBaIq9KFB0U2kQtPdeKqYunYtzssQC6t1uVzyjHzo0NEbdIZeZZIQSCKD2oCPd9dCseX/VnHH3+wgEHIwBw9WMX4U/v/g7TF03CknMW4O+r/4InfribeiyMcBf+4fRRv+Vu/Zeb8ffrX0z2MEiiDFHJ3yjL/tYD6Jl0VwTgwBKG9QA+4py7OOdtAL4BMK2/i0b8K8wY+4wxtinM10k9jrkNgADglX1PNQIo4ZzPAHA9gH8zxtLCXZ9z/gznfDbnfHZ2dvy3BRBCgKaa0GA/XpVodq3Z3eu5pZcsxK33L8PBR1REPP/2e0+H0ZScbu8kekqlEoecNCficdt/3oPcsu7cRZ1Ri+zyfGxeV4vqnW0wFeTAVJDd7zYtyaRZJWB+D7QGDc659RRMP2JSXG44FQoF5i6bjvs+vBW/e/5yjJ1aOupvZEe6oBDEV2/+gPGz++5nM1p89caqiNXkCImDNQDGMcbGMMY0AJYD+M8Bx7wHYAFjTMUYM6B7S9fW/i4aMSDhnC/hnE8O8/UeADDGLgBwPIBz+L7MKs65j3Pevu/7dQCq0L2fjBCSBLbmzpDH1vyw8wMx8Xb48c5DvRt0TVlUCc45ps3pv2qRwahFUWliqjeR+Ju+aHLEYxhj0Ju0KJ5QiPTSfFRt2T9p5nH54Hb6Il6Dc45tq7ajqboF42aMwQ//Hb35ASQywS9g/ZebsL2PMtGjidflg7ODSvOmrGGS1M45FwBcBeBjdAcZb3DONzPGLmeMXb7vmK0APgKwAcBqAM9xzjf1d91B5ZAwxpahO4l9Iefc3eP5bAA2znmQMVYOYByA6sG8FyFk4DqauuTvMwqsUGsHXzWpqboNY6aVoObn7hlvlVqBG1+/AhmlFohBBT79T/97ut0uHzraXcjIMg16LCTxpi+eDKVKGbHr9Z49vZPGY8EYQ/msCkAQUFfdikVn97njlxDojDpcfPdZuOPk+5M9lGHBYA5fnY6QeOKcrwCw4oDnnjrg8f0Aov6HOdi7kscBaAF8um/Z+wfO+eUADgdwF2NMABAEcDnn3DbI9yKEDIAoiqjd1l2jX6VW4PZ3r4hLB6KyWQW45qULure8cAYwDgaGn1c34sUnvw3bt6QntVqJNKt+8AMhQyKnOAsnXrEU7zy6IvLBg7RzY4P8/bQFExL+fmRkm7N0GswZJjhs0Vf2S1Ufv/g1TrpiabKHQRIhxas7D7bKVthN4pzztwC8NZhrE0Li4/v/rMPeXd09SK5+5qK4t0Pt3qnJoWBKPPfwd9i8viHiOQAwaXoJVCplfAdDEuqyB85HV5sDTfUdsO1pQVPN/tLyKk0CepVYDMgtzYr7dUlqYYzhzN+diOdu+Xeyh5J0X7/5AwUkZESi0iKEpLiP//kVAEBv0qJ0euRGiAPBoMS9t3wUdTBSNjYH19xyfELGQhJHqVLiN09fhtZmO1QmI6YunorKueMwdfEU1O3uiPl6TMEwaVYJikssyClKD3nNZDXgpmcvhUYbuSEnIadevQxZhRnJHkbSmTNpC2wqYhhWVbYSggISQlKczthdxWrOcdNj6jsSLQYl7rn5QzTvjS53wGI14P6nLkBhMd08jEQ6oxYX3HYKGuts2LyuFru2t2DzujoIgShrPe/DOUdFZQ42fLERuzfWITt3f6GFnKIM/P2b32POUVPiPXySopQqJc64gSY55h0zI9lDIGRAKCAhJMXpjN1Jju1745/GpVKpsHtnB4QIic49XfabpUgbQKdtMnwsOesQjJ1aMqhr6AwaODucUGlUmLJwErau39/49+bnfoWcYqrARmJjMFNO2vzjZiZ7CCRRhkmVrUShgISQFBYMiljz0XoAwOLzDon79TUaDUrHpeHOB4/H0SdMRnpm/4HGzHnlWHwMzXqPdEqlAlfef86genj4PAHY3UGUzazAlvX1cm+cky47EgfNi9zDhpADzVwyBeoE5DKNFGqtGhl51GSWjEwUkBCSwhgDnJ0uWHPSUD6nKO7XDwS6m3CJPIilp1bizoeOx5kXzQt77PiDCnDTn06lRnQp4qC5Y3H6NYNLnnXZvajZ2ig/PvSEmbj0T6cPdmhklMrMT8fxly1J+PuoNSpYssxQD7P8psKK3GQPgSTK8OrUnhCjdyqBkFFAoVCgsCIPuzfvAQMDj+N6rFKplAMSiSgGMffwIkybU4T77/gQHe3d7YkWLZ2Ca289HnqDJm7vT5LvjN8cizce6d0ccyCOueBwXPXguVAqaZ6MDNzR5y/EO4/F53cS6K7gNX52OeYcPQ0zl0zBuBll0Oi6/451tnThzYf/i13rd2PnjzVwdbkjXC2xFp0Z/1VwQoYKBSSEpDhrThr4JsDd4YPOGr8ZPaVSiWAwfO6IVg/cet9xuOWKt7DkmGn4ze0nxu19yfBRt70x8kFRuOC2k7H8huNo9YwMmlY/uEkPrUGL4y5djGMuWoSgEIQ124L0XEvYY605Flx6z9kAAJfdjQ+e+Rwv/fHNmAs8xENuSRZOuPyoIX9fMoSoDwkhZKQK+AVs/d8uAMCaDzZgwbmz4nZthaL/meygIEKlVGL5hdRpO1UNNn4YM6kIl9+znJofkrhpaxh48Y7fv/kbzDxyCnQGbcznGtMMOPWaY1CzsQ5fvv59yGslEwrgc/vRXNc24LH1Z+aRk3H7q9fCmEbFQsjIRQEJISls03fb4XX5AADvPPQxFp43J26lfyMFJBqtCvc8fh7yD+gvQVJHxbTSfl83pulhtBigVCnQtLsN2UUZAOdYet4CzF4yGeNnlNGqCImbnT/W4MkbXop4nDnDBJ1Bi9b6djDGoDVocOTZh+GQE2YP6v3VGhVu/MevIYoivn7zBwBA2aQi/Pm9G3HHyfcP6tr9ueSesykYGQ1ohYQQMlJ9/spK+fv0PEtcc0gsFguCwSCCwSAEQej1elFxPiyW8FsdSGpQa1S45uHz8MIf34Kz0w3GGCYfPA7jZ5Zh0enzUdGjNLDX7ZO301AQQhKBKRg0fWzZ0pt0uOSes3DUuYfLv4eODhe0Bk1cm28qFAqcfOUyfP3mDzjijINx4wu/xmcvr0T9jvhsbzzQcZceibFT+58YGGqiKEacsCLkQBSQEJKiOlq68OVr+7cOXPH3c8F5/AKS1tZWFBYWwmQyweFwwOv1QhRFiKKIrKwsaDSUwD4aHHvhQiw+Yz4+eP4rTDl0PCpnjgl73EC2wRASi4rpZXjkmz/iy9e/xxsPvA+v2w9RCGL5jSdh6UVH9CqYYE43JmQcE+dV4PZXr8XYqaUI+AL44LnPcdOLV+KRK5+Hw+aM63udOAzzRhoaGpCWloa0tDSafCBRo4CEkBS14rkvEPDvX7nIHpMe107tgiCgtrYWZWVl8ocPGZ10Bi1+cfXgSgATEg+MMSxefigWLz80qWNYcMpcAIDd5sR9H94Kv8cf9x4ph/9iHsomFcf1mvGQl5eHqqoqNDc3o6KiglZL4iSZJXmHAv2WEJKCRFHER//8Sn6cV56dsPcKt12LEEIIkJZhgsGshzXHgn/XPI4HPr0dhrT4dJT/5V3L43KdeFOr1SgrK0MwGITTGd8VIZK6KCAhJAVt+GYrmne3AgAyCqy4+a3L4ro60lN9fT38fn9Crk0IIamCMYYpCybiuEsWD/paJRMKkF+eE4dRJYZOp0NpaSmamprgdrvpMyIe+BB9JQkFJISkmLqtDXjmxlfkxzklGQkLRgDAaDRCrR5eHYsJIWS4mrN0+qCvkVuauFXveDEYDNBqtairq4PNNvByzGR0oBwSQlKM3ebArvW75cd7d7Uk7L1UKhWKi4spcZEQQqI09fCJOPe2U/Hy3W+HfV2r10CtU8PZ4Qp5fvoRkzBuZhl0Rh2OPn/hUAx10IxGIxwOhxyQmEwm+Hw+uFwulJSURDibyJK8ejEUKCAhJMXklITOnNnbnOABgMVxEUOlUsFisSAjIwMqFf0ZIYSQaDHGcN4dp+G4S4/Eus82onZrPX76YhN2/bQbE+ePw52vXYd//ektfPqvbxDwC8gtzcZtr1yNytljkz30mEk5hqIooq2tDW1t3c0hqQgKORDdSRCSYnKKM1E6sRC1WxsAADe/8esBByMqlQp5eXkIBoNQKpVQqVRQq9XQaDS0KkIIIYOQkWfFUecukB+37GmHNScNGq0a1z5xMc66+WR89spKnHDZUQkrUZxIHR0d6OzsDHlOoVBArVYjMzMzSaMauVK9yhYFJISkmI7mLnS0dAEAVBoVcsdlDLj/SDAYhMVioeCDEEISLKc4s9fjs28+OUmjGTyPxwNRDM1fzM3NpWCEhEVJ7YSkmHef+Bj29u5Si/NPnD6oZoharZaCEUIIITErKChAZWWlXPSEMQajceSt9AwbVGWLEDKSVP28W/5+8sLKmM7V6/VQKpXyY5VKFdfu7oQQQvrX1ebA6w+8j21rqsA5h8vuxppPfsa6zzYme2gRdXR0oLW1FZzzXqsjeXl50Ol0SRoZGe5oyxYhKaZ6Q538vbvLE9O5paWlUCgU8Pl8UKvVUCqVtEJCCCFDSKlS4K1HVuCF219DRr4VnS12iEER1pw0vF73ZLKH1ydBENDQ0ADGGJxOJ5RKJTIzM8E5R1ZWFjIyMpI9xBEt1XNIaIWEkBTS2WpHW4MNam33Ermj3RXhjFAejweMMajVaqhUKgpGCCFkiJmsRlx+/7kAAFtjJ8Rg90qD3xtI5rD6JYoiqqurAaB7VcflgkajgdFoRGVlJfLy8ujzhPSLAhJCUsi21buQNyYbr9U9AYNZjwVnz47p/NraWuzcuRPt7e0JGiEhhJBIDj5+FpQqZchz591xWpJG0z/OOZqamkK6sZtMJuTm5gIABSLxQjkkhJCRorPVjvnHzYS9zQG3w4OuFmdM55tMJpSXl8sfJIQQQoae3qTD+Xd2ByCMMZx/5y8wc/HkJI+qN0EQsGfPnpBO7GazmRrmkphRDgkhKWTZhUcAAFY8/wUA4MWb38J1L10IkYv9nNVNrVajtLSUPkQIIWQYOP2GEzB2Wik0Og2mLTwo2cMJIYoibDYbWlpaQpLXNRoNzGZzSHEUEgfUqZ0QMpK8fPfb0Oo1WP/VZgCAw+aCKHAgis8GKvFLCCHDh1KpwJyl05M9jBCiKKKpqQkdHR0hFRgVCgVKS0thMBjoc4QMCAUkhKSQT176Gk01rfJj294O+F0BaNL6/qcudV9PT08fiiESQggZgfx+P/bs2QOPp3f1RqvVSj1GyKBQQEJIirC3O0KCEQDgHNBZNH1u2UpPT0d+fj4UCkonI4QQEp4oiqitrYXP5+v1mkKhQHZ2dhJGNXqwfV+pjO5CCEkBfl8Af/v1c72eLzmooM9ghDGGvLw8CkYIIYT0KxAIgDEGlSp0HlutVqO4uFjuxk7IQNEKCSEpYPWH62G3OWG0GODqcsvPLzr34D7PkUo10goJIYSQ/mi1WlRUVAAAnE4nPB4PlEolrFYrfX4MlRRPaqffIkJSwGEnz8ENz16G4soC+TmNTo3pyyb2e15HRwd27NiB+vr6kEophBBCSDgmkwnZ2dnIyMigYITEDa2QEJICWva049dzboHbvj/Z8JjLjgBH5CBDEAQEAgH6YCGEEEKGKUYrJH1jjP2BMdbAGFu/7+vYHq/dwhjbxRjbzhhbOvihEkL68p+/fxISjACA0aKPeJ6UjFhcXJyooRFCYuT3+iMfRAghKSQeKyQPc84f6PkEY+wgAMsBTAJQAOAzxth4znkwDu9HCDlA/c7GkMfHXbEYc0+ZGrEhYklJCUwmUyKHRgiJ0Yu/fwObv9+GKYdNxOKzD8OYKaXJHhIhJNlohWRATgLwGufcxzmvAbALwNwEvRcho54lyxzy+MhL5kcMRsxmMwUjhAxDao0KKrUKNZvqYLQYkj0cQghJuHiskFzFGDsfwFoAN3DOOwAUAvihxzH1+57rhTH2KwC/ArpnawkhsbNmp4U8VjBFnwGJSqVCbm4uLBbLUAyNEBKjC/+0PNlDIIQMN6N9hYQx9hljbFOYr5MAPAlgLIDpABoBPCidFuZSYf9Tcs6f4ZzP5pzPpsY6hAzMyVctQ0aeVX78+h9XYPe6vWGPzcvLQ3p6OiWxE0IIIWRYiLhCwjlfEs2FGGPPAvhg38N6AD2zZIsAhL87IoQMmtFqCJkGWPXuj2ipa8eVz53T61iPxwOr1drr+UjqdzbirYfeR05JNjqaO1H182785pnLUTQufzBDJ4QQQkh/OFXZ6hdjrOedyCkANu37/j8AljPGtIyxMQDGAVg9mPcihPRNqVLCYA6tqlX1Yy02f7ELrjYv/A4Boo+DiQydnV1wuVwxXb+juRO3LPszjBYDtqzajvodezF90WSk59K2L0IIIYQMzmBzSP7KGJuO7u1YuwFcBgCc882MsTcAbAEgALiSKmwRkjhKpQIPfn4H3n/qM7z35Cdw2JwAgOd/+wYAQGfUYsGpc5FTmg0FYyi6tiim66fnWvHizsdomxchhBCSDCm+QjKogIRzfl4/r90N4O7BXJ8QEj1rjgXFlQVYeMZ8+Fx+fP7KSohi91+wO1+/Dn+//iV8+q+VAIBDzpoBk9kIxsKle4VHwQghhBBCEoE6tROSIhhjWLT8EOjNOjz4q2cw//hZMFoMcHa6sO6zjajfsb9Xic/nRUtLC3JycmIKSgghhBAy9FI9h4QCEkJSzPzjZuK5n/+K1+9/H+8//Rn8Hj847/2XrLW1FZ2dncjMzITJZIJGo6FVEEIIIYQMOQpICElBlqw0/Oq+c7D8ppOw4rkvsOr9tdhb1YyuNgcAYP1H26DRq5Fbmg2FQoGmpiYYjUaUlZXRigkhhBBChhQFJISksLQME5bfeCKW33giOOfY9N12rF7xE/ZsbMK4mWMwdd5BSMvs7vJOgQghhBAyTNGWLUJIKmCMYcphEzDlsAnJHgohhBBCiIwCEkIIIYQQQoaxVE9qpwxWQgghhBBCSNLQCgkhhBBCCCHDFUfK55DQCgkhhBBCCCEkaWiFhBBCCCGEkOGMVkgIIYQQQgghJDFohYQQQgghhJBhioGqbBFCCCGEEEJIwtAKCSGEEEIIIcMZrZAQQgghhBBCSGLQCgkhhBBCCCHDGOOpvURCAQkhJGaiKMLtdoNzDpPJBMZYsodECCGEkBGKAhJCSFREUYTP54PT6YTNZkMwGITZbIZer4dKRX9KCCGEkIQYBZ3a6S6CEBKWKIoQBAFerxcejwcqlQparRZarRZ5eXlIS0ujlRFCCCGEDBoFJISQEH6/Hy0tLejq6oLRaERBQQHS0tKSPSxCCCGEpCgKSAghAADOOZxOJxoaGiAIAgAgOzsbGo0mySMjZPjgnEMURSgUClohHAS32w2PxwOTyQStVpvs4cRVa2srlEolMjIykj0UkkJSvTEiBSSEjHKiKMJms6GtrU0ORCRdXV0wGAx040VGJVEU4XK54HQ64fF44Pf7Q/6NKJVKaLVaWK3WlLr5DAQCYIwlJDdMWoHt7OyUnzMYDMjNzYXRaIx4PuccDocDLpcLoijC6/UiEAjAZDIhJydnSCZQpKBUFEXwfZWPgsEgBEGAIAhoa2uTC37QhA4h0aGAhJBRzG63o7GxEYFAQH4uIyMD2dnZUKlUFIiQUYlzDp/Ph9ra2pB/GwcKBoPyTD/nHFarFUqlcghHGn+BQAB1dXUQBAGlpaXQarVx+TsgCAIaGxvR1dXV6zW3242amhoYDAZkZWWF3MRLN/p+v18uqnHgxAkAdHZ2orOzE2lpafLqVVpaGgwGQ9j/T7xeL9rb2+F0OiGKItRqNTQaDVQqFQKBAAKBADjnUCqVUKvVUKvVCAaDcmAqimLEn7m6uho5OTnQ6/VyEMM5DwloJFJgI41dqVRSwRASilZICCGpyOl0oq6uTn6s1+tRWFgInU6XxFERMnREUZRvtu12O2w2G7xeL4DuG+Focc7R2NiIpqYmWCwWaDQaaDQa+eb4wPd0OBzQ6XTQaDRDFvSLogi73Q6XywVBEKBSqSCKYsjNt0KhgN/vl8/ZtWsXVCqVPE5BEOSbdIVCAc45AoGAfPOsVqvh8/nkm27pWmq1Gi6XS77p7ovb7Q75mzQQdrtd/r6jowMAoNVqoVKpQn5m6f9nSTAY7PXcYAmCgL179w74fMYYxo0bR6ssZFSggISQUUqn04ExJt8k5OXlUTBCUpp0k+xwOOB0OuFyuQB03/hFM+MdzfV7bkVSKBRyaWyFQgGv14uuri452GGMybPvarVaXpVUqVTIyMgYdLAi9Qtyu93o6Ojod7WnL9I2pP6Eu8Hvyefzxfy+8eTz+ZI+hoHgnKO2thYWiwUGgwF6vX7Er8CRgaMcEkJISvL7/SEzlvX19cjLy4PZbO41q0tIMgmCgI6ODqhUKpjN5qi2sXDO4fV64XK55O0+Pp8v7M11pJn7gRJFEV1dXWG3KUnv6/f7Q1YlJIyxAeelBAIBNDc3o6urK2E/GxkaPp8PLS0t8mOdTgetViuvwknBbM/VNo/HA0EQYDQa6W85GTEoICEkxdlsNnR2doIxhqKiInn7xIFbIwKBAPbs2QOFQoG0tDRkZ2enXPUbMvL4fD7U1NTIgYRarUZ6ejp0Oh2CwSB0Oh30er18vNvtRnt7O9xu94BWBIaL5uZmpKenx7xKEggEUFtbG/ftR2R48Hq9Yf+/lfJOAMj/VhQKBaxWq5xLQ8HJCDeM5hYYY8sAPAJACeA5zvm9fRw3B8APAM7knP9ff9ekgISQFOb1ekP2MO/ZswdlZWVoaWnpc4+8KIro7OyEw+FARUUF1Gr1UA2XDBHOOYLBYMSVBikXgDEm3xhLeQM9k3KlbUaDLYQgiiI8Hg+8Xq/clNPhcIQcEwgEQmaMAcBoNMJkMsHn88Fut8dl+1Uy6fV6WK3WPv9biqIoJ3eLoohgMCivtPh8vhH/85PYcc57rf5JFRRtNhuA7gBFStI3mUzIzs6mwiUkZowxJYAnABwFoB7AGsbYfzjnW8Icdx+Aj6O5LgUkhIwibrcbDQ0NMJvN8v75vgSDQTQ0NKCkpIRm1lKAdNPqdrvR2dkJj8cDnU4nJzgXFhbKKw0+nw9NTU1yaVWgu/paIBDoFSAcSKFQQKfTIT8/H3q9Xk4iloIbYP8WKal6UiAQgM/niyrxORyXyxXx93kkUCqVGDNmTL+5XJxz1NXVwel0DuHISCqQJhECgQDcbjfa2tqg1+uRlpaG9PR0+js/nPFhlUMyF8Auznk1ADDGXgNwEoAtBxx3NYC3AMyJ5qIUkBCSYqSSkoyxsDePXV1dsFgssFgsfe5tlzidTlRXV6O8vJw+rIYI5xx2ux2ccxgMhrAVdqSb9gNnN6XVi0AgEHKj39f2JWnrhyAIqKqqgtlsllcmDgwMpFnWSKRE6qqqKqhUqogJ0WS/YDCIuro6GAwGFBUV9Xrd7Xajubk5JYIvknxSnx2Xy4XGxka5sIJEKkEsVWBTKBRyzoq0VZI+F1JSFmNsbY/Hz3DOn+nxuBDAnh6P6wHM63kBxlghgFMALAYFJIQMzEjtxOxyuWCz2eB0OiOWLPX5fCgsLITf74fH4+n3WGnPssFgiOdwR73Ozk60t7dDFEUolUq5/4LT6URTUxMAyFsrFApFgjnsOQAAFUlJREFUyGpCMBiUt1JlZWVBoVDA4XDI/TAGKtLqR6woGImdVqtFfn5+yHOcc7S0tKC1tTVJoyKjgTSZEQudTgeDwYCMjAyq0phoQ7dC0sY5n93P6+FujA4c3d8A3MQ5D0Z7H0UBCSEHsNls8g2hSqWSa+73bI6lUCiQl5c3rAIWacsLYwwGg0FOXu+Z4ChVZsnIyIBCoYDJZIoYkADdKyUUkMSHIAhobW1Fe3t7yPPh+i8EAgG5l0I4nHO6SU1BDocDarUajDE5LybewSIh8eD1euHz+WA0GikgGT3qART3eFwE4MCGO7MBvLbvHikLwLGMMYFz/m5fF6WAhBB0L123t7fLN+wlJSVygy+ppKK0NC0tYUeTFCzx+/3o6OhAVlZWwurIZ2RkhJQJFUVR/hlUKpV8gyNt6+no6Oh1U9yXtrY2eSaexEYqP+vxeOT+F1SKlfTF4XBQ8EFGDIVCgbKyMpqwSjCGYZVDsgbAOMbYGAANAJYDOLvnAZzzMdL3jLF/Avigv2AEGGRAwhh7HUDlvodWAJ2c8+mMsTIAWwFs3/faD5zzywfzXmRk45zD6XTC7/fDYDDITfl6vm632+WAQLpplxJhE30jrFAo4PF40Nzc3OcxOp0OWVlZsFqt8nNSgqBU4SYQCEAQBKjVajlBWBAEtLS0QBAEtLe3yzXkpeo4VqtV3pYjffUUCATQ2toKs9kslzrlnEOr1Yb97yL1NvB6vfJ4BEFAMBiUl+Rj6UIt/ZydnZ0D7osw2kjVbbq6usLmYxBCyEinVCpRWlpKwcgowzkXGGNXobt6lhLAC5zzzYyxy/e9/tRArjuogIRzfqb0PWPsQQA9M2SrOOfTB3N9kjoYY3JZTulLavAkzdoLggCbzQZBEORtR3q9HhaLRb6pllYqpFl+ad98ZmZmSC+CgcjLy4MgCHC73WFf93q9qK+vR0NDgxwIDOTG3uPxhGyTOvD9pO1hOp0OCoUCnZ2d4Jz3SipmjMFsNsNisSAYDMrJyG63O+579/V6Pcxmc1yvmcocDgc6OzupFwQhJKVotVpkZmbKk27R7hIgcTCMJrY45ysArDjgubCBCOf8wmiuGZffJNY91X0GurPpSYqRtpxIXz6fT75pBiDPvvfsFislhkv9ChQKBVQqlVwHnTEGl8sFp9Mpr5QwxmCxWELOdzgcaGpqCrnxV6vVEAQhZNa5q6sLeXl5MJlMch5FtB2dJRqNBuXl5fKqTFtbG1pbW3vNbkvbtRJF2mrl8/n6PU5aVbLb7XEfgxRASoHRQBq0jWZGoxE+n48CEkLIiKfX6+VGuT07whMST/EKbRcAaOac7+zx3BjG2E8A7ABu55yvDHciY+xXAH4FACUlJXEaDglHWlVQKpUhW6J8Ph88Hg9EUZQDAWnGXboxHk5bTsJVAeGco7GxsdfzUhlDjUYDg8EArVYbUovd7/fL1YqkoElKXk9PT5dXbUYTvV6P/Px8WoaPgfRvy+VyobOzk8qyEkJGPKVSiezsbLkICiGJFDEgYYx9BiAvzEu3cc7f2/f9WQBe7fFaI4ASznk7Y2wWgHcZY5M4572mcvfVNn4GAGbPnj187npTTFdXF/bs6S4brVQqYTAY5LyH4RRsxJuUM+HxeCL23BhtFAoFtFqtHIAZDAa5Ohfpn7Q9Ttp+l4htcoQQkiyZmZnIzc2lQGQYGUZJ7QkRMSDhnC/p73XGmArAqQBm9TjHB8C37/t1jLEqAOMBrA17EZJwJpMppDoUVXEZfXQ6HaxWK7RarRyI0NL7fqIoyrlKPXt99FwxlBoNUvBBCElVer1+2JW1J6kvHlu2lgDYxjmvl55gjGUDsO1riFIOYByA6ji816jh9XqhVCrDzlb31aVZIiVmOxwOuFwuBAKBlF4FGa00Gg1ycnLk3wOpQpcUePb8PVEoFL0qm412UuWwrq4uuUIaIYSMdgaDgT4rhhuOoWyMmBTxCEiWI3S7FgAcDuAuxpgAIAjgcs756NqIP0gulwuNjY0wGAxQKBQIBoPyDK6UQJ6VlQXGWK98D7qxGh38fj/27t0bsuXKZDJR7kcfgsEg3G433G43XC7XoLuaE0JIKrLZbNDr9SEl7glJtEEHJOHKeXHO3wLw1mCvncqkbt99zUKYzWbYbLY+S9AGAoGwSdxk9JByQBhjcqNDr9eL3NxcaLXaZA8vop65Fz6fD6Ioyn1ozGbzgH8GzrkccPh8Pvj9fvh8voRWRiOEkFTBOUdDQwOA7tUSlUoFxhitmiQZE5M9gsSiAtJJ4HQ6UVtbC865vC1L6ieh0+kAdG/HqaiogMfjgcvlgt1uD+ldQUa3wsJCWK3WEfkBEQwG0dLS0m+X+KamJuj1epSWlsZc5769vR1NTU2DHSYhhIxanHPU13fvxGeMQaPRoKSkZERMdpGRiQKSJDCZTKioqEBzczOcTqfc36O1tRVZWVnIy+suaiY1BzQYDMjKypLzQaSytdJWLWk7l5Q3ICXfktQl5TxoNJpkDyUmHo8He/bsgd/vj+rY5uZmFBYWDuo9pd430lfPPBsq7kAIIZALnkgrIVK5fI1GI7cJIEmW4juMKSBJEq1Wi5KSEnDO5ZWPnv1BDiQ1qotWMBgMKUlKN16ppbW1Fa2trcjJyUFWVlbCSzMKgoDW1lZotVpYLJaoP6Ckqm4+nw+dnZ1y1/loDWRVMCsrC1lZWRGPE0URtbW11DOEEDKqFRcXw2KxJHsYZJSjgCTJpFWQeFMqlTCZTDCZTPD7/RAEgbZ8paCWlha0trbCYDDIM1nSNkCNRgOtVhtV8OByudDR0QEA8gyZVLWLc4729naIoigHxpGuKRVl8Pv9EMXoNr6qVCq5JLFWq4Ver5e3MMab1BgzMzMTnPM+c7UIISSVpaenIy0tLdnDIFEY9X1ISHJJW7AEQZBvFKVZZ+lLpVLBYDBAqVRCFEX4fD65aZvb7YbX6032j0ESSEri7mumX/r9kG7wdTqdnKQoMRqN0Ol0cLlc8Pv98u+a9PuWnZ2NYDAInU4X1TYxg8GAgoICuFwuCIIgbyeU8qZUKpX8pdFooFarB7XKI/ULkRphSl/SlsaeX9J4CCFkNNPr9UhPT0/2MAgBQAHJsMcYkxvYud1utLe393vjSQ3byIEEQYDdbofdbpefk4KCnnkVKpVKLiEsrbDEmlAu6Zn/1FPPAFsi5UBJuR7SykxPfr8fdrsdbrdbzj+RggrOOfXaIYSQGHk8HlRXV0OlUqG4uBhGozHZQyJ94QBS/DOOApIRQqVSIS0tDWlpaRBFEX6/H06nM6SaEAUjJFrSakEkSqVSXlXRarXy9/2tZkhBh9frlZPvpQ7n0W7hkqq6SKsodrudAg5CCEkAQRBQU1MDvV4Pi8UCk8kkJ7gTMlQoIBmBpK7blKhOEi0YDPbaDqZSqZCVlYXMzEwAkLcHStXi4tHzg3MuN/okhBCSeFIhHKB7Mkra6iv9L1XbSi7KISHDkt1uR3Nzc7KHQUYhQRDQ1NSEjo4OOSeDEEJI6ggGg3A4HCETnz1LAWu1WmRlZdEqCokbCkh6kPaxS6S96VIOh/Sc3++Xt55IW19EUYRWq4XRaIRarU74WA0GA8rLy+WkXUEQ4HA4qFoQGTK0ekEIIaOHlP8n3Wc4HA555UTKS1Sr1dDr9SGBilTQhLq9DxKtkKQ+URTR0tKCtrY2ufSoSqWSKwRJJXTVajXsdnvEpm5qtVpO6FWr1SEVheLVL0K6Xk/Z2dnw+XwhQYoUMEl/EIDQZOCeScKEEEIIIdFwu91hJ0GlFRQpgJEqG0q5gT2/pNzE/2/vfl8lu+86gL8/iZgENaAmW0u21UjigxRqoDEK/mpBbOKTWKGQKrVgS4w2f0D8gYp5IoIISmuoElofaOgDq0HT1raKBas0WQy1aZt2m1a7TWjYCosPJO72fnwwM3F6987O3Zs595yZfb3gcGfOOffMlw8zs/u97+/3e466gAq7wzsgs3GTZ8+eTZKLVgBKZtHluXPnDn298+fP59y5cwf+zlVXXXXRB3KxstDyikeLJXwX7Tl//vxL4/IXqxDt3xZx6jXXXHPR6y7SnsW1Ftc97D0iAADWWYwi2W/V3MATJ07kxIkTx9U8JkqH5Jjt7e29NPl3CMsdniTfdD8GAAC2S8WkdrbM0B0eAADYJB0SAACYqu6dvzHiZmZYAwAAHIGEBAAAJmzX55BISAAAgNFISAAAYMp2PCHRIclsqdxrr7127GYAAFxR3BSRRIckSXLdddfllltuGbsZAABwEXNIAAAABiIhAQCAqeoke7sdkUhIAACA0UhIAABgynY7IJGQAAAA45GQAADAhFllCwAAYCA6JAAAwGgM2QIAgCnr3R6zJSEBAABGIyEBAIAJM6kdAABgIBISAACYqs7O3xhxUh2SU6dOna2q/xi7HVvuhiRnx27EjlHTzVPTzVLPzVPTzVLPzVPTl+97x24AM5PqkHT3jWO3YdtV1ZPdfcfY7dglarp5arpZ6rl5arpZ6rl5anrlqCRllS0AAIBhTCohAQAA9tkbuwHDkpDsnveM3YAdpKabp6abpZ6bp6abpZ6bp6bsjOodH5MGAADb6vrrT/YP3fHOY3mtf/jHXz81xtwkCQkAADAac0gAAGCqroD7kEhItlhVvbmqnq6qvaq6Y2n/91XV/1TVU/Pt4aVjr6uqf6+q01X1R1VV47R+elbVc37s1+Y1e6aq3ri0Xz0Pqap+p6q+uvS+/JmlYwfWl/Wq6q553U5X1YNjt2cbVdWX55/jp6rqyfm+76qqj1TVF+Y/v3Psdk5ZVT1SVS9U1aeX9q2soc/8pa2op+9QdpYOyXb7dJKfS/LxA459sbtvn2/3L+3/kyT3Jbl1vt01fDO3xoH1rKrbktyb5DWZ1evdVXX1/LB6Xp4/XHpfPp6srS+XMK/Tu5LcneS2JG+Z15PL94b5+3Lxx4gHk3ysu29N8rH5c1Z7by7+/juwhj7zh/LeHPzvie/QK1InfUzbSHRItlh3f7a7nzns+VX1yiTXd/e/9Gw1gz9P8rODNXDLXKKe9yR5tLtf7O4vJTmd5E713JgD6ztym7bFnUlOd/ez3f2/SR7NrJ68fPcked/88fvis31J3f3xJP+1b/eqGvrMr7GinquoJ1tPh2R33VxV/1ZV/1RVPz7fd1OSM0vnnJnv49JuSvKVpeeLuqnn5Xugqj41H46wGL6xqr6sp3ab0Un+vqpOVdV9832v6O7nk2T+88Rordteq2rofXt0vkOvUNXHs43FpPaJq6qPJvmeAw79Rnf/zYpfez7Jq7v761X1uiR/XVWvSXLQ/IYdnyb1zY5Yz1V1u+Lrud+l6pvZ8LaHMqvRQ0n+IMkvRR1fDrXbjB/t7ueq6kSSj1TV58Zu0I7zvj0a36HsLB2SievunzrC77yY5MX541NV9cUkP5DZX01OLp16Mslzm2jntjhKPTOr26uWni/qdsXXc7/D1req/jTJ386frqov66ndBnT3c/OfL1TVBzIb7vK1qnpldz8/H575wqiN3E6rauh9ewTd/bXFY9+h7BpDtnZQVd24mNBWVd+f2WTrZ+eR+X9X1Y/MV4P6xSSrUgH+32NJ7q2qa6rq5szq+Un1vDzz/5AsvCmzRQSSFfU97vZtqSeS3FpVN1fVt2Y2sfWxkdu0Varq26rqOxaPk/x0Zu/Nx5K8bX7a2+KzfRSraugzfwS+Q69wOz6pXUKyxarqTUn+OMmNSf6uqp7q7jcm+Ykkv1tVF5J8I8n93b2YHPcrma3ecV2SD843srqe3f10Vb0/yWeSXEjyzu7+xvzX1PPwfr+qbs9sKMGXk/xykqypL5fQ3Req6oEkH05ydZJHuvvpkZu1bV6R5APzFbu/JclfdPeHquqJJO+vqrcn+c8kbx6xjZNXVX+Z5PVJbqiqM0l+O8nv5YAa+syvt6Ker/cdyq6qHrE3BAAArHb9t9/UP3z7rx7La330n3/z1NLy58fGkC0AAGA0hmwBAMCU7fiIJgkJAAAwGgkJAABM2W4HJBISAABgPBISAACYsDKHBAAAYBgSEgAAmDIJCQAAwDAkJAAAMFWdZG/sRgxLQgIAAIxGQgIAABNVaatsAQAAJElV3VVVz1TV6ap68IDjv1BVn5pvn6iqH1x3TR0SAABgraq6Osm7ktyd5LYkb6mq2/ad9qUkP9ndr03yUJL3rLuuIVsAADBl0xmydWeS0939bJJU1aNJ7knymcUJ3f2JpfP/NcnJdReVkAAAAElyQ1U9ubTdt+/4TUm+svT8zHzfKm9P8sF1LyohAQCAKTu+hORsd99xieN1wL4DG1dVb8isQ/Jj615UhwQAADiMM0letfT8ZJLn9p9UVa9N8mdJ7u7ur6+7qA4JAABM1bRujPhEklur6uYkX01yb5KfXz6hql6d5K+SvLW7P3+Yi+qQAAAAa3X3hap6IMmHk1yd5JHufrqq7p8ffzjJbyX57iTvrqokubBmGJgOCQAATNmUbozY3Y8neXzfvoeXHr8jyTsu55pW2QIAAEYjIQEAgCmbUEIyBAkJAAAwGgkJAABMVktIAAAAhiIhAQCAqepISAAAAIYiIQEAgCmbzp3aByEhAQAARqNDAgAAjMaQLQAAmLAyqR0AAGAYEhIAAJgyCQkAAMAwJCQAADBVnWRPQgIAADAICQkAAExWm0MCAAAwFAkJAABMmYQEAABgGBISAACYMgkJAADAMCQkAAAwVe5DAgAAMBwJCQAATFYnvTd2IwYlIQEAAEajQwIAAIzGkC0AAJgyy/4CAAAMQ0ICAABTZdlfAACA4UhIAABgyswhAQAAGIaEBAAApkxCAgAAMAwJCQAATFZLSAAAAIYiIQEAgKnqJHt7Y7diUBISAABgNBISAACYMnNIAAAAhiEhAQCAKZOQAAAADEOHBAAAGI0hWwAAMFmd7BmyBQAAMAgJCQAATFUn3W6MCAAAMAgJCQAATJk5JAAAAMOQkAAAwJS5MSIAAMAwJCQAADBV3cmeVbYAAAAGISEBAIApM4cEAABgGBISAACYsDaHBAAAYBgSEgAAmKw2hwQAAGAoOiQAAMBoDNkCAICp6iR7hmwBAAAMQkICAABT1pb9BQAAGISEBAAAJqqTtDkkAAAAw5CQAADAVHWbQwIAADAUCQkAAEyYOSQAAAADkZAAAMCUmUMCAAAwjOre7TFpAACwrarqQ0luOKaXO9vddx3Ta71EhwQAABiNIVsAAMBodEgAAIDR6JAAAACj0SEBAABGo0MCAACM5v8At9AhWvM698wAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<Figure size 1080x720 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "gdf.plot(column='pop_est', figsize=(15, 10), legend=True,\n", | |
| " missing_kwds={'color': 'lightgrey'})" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Small issue for discussion here: In case of colorbar legend, missing values are not part of the legend. What would be the best approach to inlcude them?" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 20, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.axes._subplots.AxesSubplot at 0x11ee50198>" | |
| ] | |
| }, | |
| "execution_count": 20, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1080x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "gdf.plot(column='pop_est', figsize=(15, 10), legend=True, scheme='quantiles',\n", | |
| " missing_kwds={'color': 'lightgrey'})" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 22, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.axes._subplots.AxesSubplot at 0x121c8e320>" | |
| ] | |
| }, | |
| "execution_count": 22, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1080x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "gdf.plot(column='pop_est', figsize=(15, 10), legend=True, scheme='quantiles',\n", | |
| " missing_kwds={'color': 'lightgrey', 'edgecolor': 'red', 'hatch': '///', 'label': 'Missing values'})" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Categorical values" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 23, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "gdf.loc[np.random.choice(gdf.index, 40), 'continent'] = None" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 24, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.axes._subplots.AxesSubplot at 0x121c62c88>" | |
| ] | |
| }, | |
| "execution_count": 24, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1080x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "gdf.plot(column='continent', figsize=(15, 10), legend=True)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 25, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.axes._subplots.AxesSubplot at 0x122197a20>" | |
| ] | |
| }, | |
| "execution_count": 25, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1080x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "gdf.plot(column='continent', figsize=(15, 10), legend=True,\n", | |
| " missing_kwds={'color': 'lightgrey', 'label': 'No Data'})" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# 0.6.1" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import geopandas as gpd\n", | |
| "import numpy as np\n", | |
| "import pandas as pd" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "'0.6.1'" | |
| ] | |
| }, | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "gpd.__version__" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "gdf = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "gdf.loc[np.random.choice(gdf.index, 40), 'pop_est'] = np.nan" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "/Users/martin/anaconda3/envs/mmp_guide/lib/python3.7/site-packages/matplotlib/colors.py:527: RuntimeWarning: invalid value encountered in less\n", | |
| " xa[xa < 0] = -1\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.axes._subplots.AxesSubplot at 0x11601a710>" | |
| ] | |
| }, | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", 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| "text/plain": [ | |
| "<Figure size 1080x720 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "gdf.plot(column='pop_est', figsize=(15, 10), legend=True)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "0.6.1 plots features with missing values without understandable warning and assigns the first color in cmap." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "gdf.loc[np.random.choice(gdf.index, 40), 'continent'] = None" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "In case of missing values in categorical plot it does not plot anything:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "ename": "TypeError", | |
| "evalue": "'<' not supported between instances of 'NoneType' and 'str'", | |
| "output_type": "error", | |
| "traceback": [ | |
| "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", | |
| "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", | |
| "\u001b[0;32m<ipython-input-8-89685b3512b5>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mgdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumn\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'continent'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m15\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlegend\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", | |
| "\u001b[0;32m~/anaconda3/envs/mmp_guide/lib/python3.7/site-packages/geopandas/geodataframe.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 604\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mthere\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 605\u001b[0m \"\"\"\n\u001b[0;32m--> 606\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mplot_dataframe\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 607\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 608\u001b[0m \u001b[0mplot\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplot_dataframe\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
| "\u001b[0;32m~/anaconda3/envs/mmp_guide/lib/python3.7/site-packages/geopandas/plotting.py\u001b[0m in \u001b[0;36mplot_dataframe\u001b[0;34m(df, column, cmap, color, ax, cax, categorical, legend, scheme, k, vmin, vmax, markersize, figsize, legend_kwds, classification_kwds, **style_kwds)\u001b[0m\n\u001b[1;32m 522\u001b[0m \u001b[0mcmap\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"tab10\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 523\u001b[0m \u001b[0mcategories\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 524\u001b[0;31m \u001b[0mcategories\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msort\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 525\u001b[0m \u001b[0mvaluemap\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mv\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcategories\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 526\u001b[0m \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mvaluemap\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mvalues\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
| "\u001b[0;31mTypeError\u001b[0m: '<' not supported between instances of 'NoneType' and 'str'" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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| |
| "text/plain": [ | |
| "<Figure size 1080x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "gdf.plot(column='continent', figsize=(15, 10), legend=True)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "mmp_guide", | |
| "language": "python", | |
| "name": "mmp_guide" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
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| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
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Hi @Iorent, this functionality is only in development version of geopandas and will be released in version 0.7.0. If you install it directly from master branch it’ll work as illustrated here.
@ martinfleis. Thanks. May I ask when will the v0.7.0 be released?
That has not been decided yet. It can be couple of weeks or couple of months. You can install development version now using pip install git+git://github.com/geopandas/geopandas.git to use this functionality.
Hello, @martinfleis! Thanks for the tutorial.
However, I cannot update the geopandas from v0.6.1 to v0.7.0, and therefore I'm having the same trouble as @shuai-zhou with the 'missing_kwds' property.
How can I "install it directly from master branch" as you mentioned? Sorry, I'm new at programming and I don't even know what that means hahahah
Thank you in advance!
@caminhathiago don't see it as a tutorial, it was meant to illustrate the new functionality during its development.
You need GeoPandas 0.7 to use it, so if you can't update this will not work. Installing from master is this: pip install git+git://github.com/geopandas/geopandas.git, but I would not recommend using dev version since this is already part of stable one. Why you can't update?
@martinfleis Oh, I see!
I tryed reinstalling by conda, conda-forge and also updating by the same means (I use Anaconda). So, as I don't know much about packages handling, by using pip, I'm afraid to get things out of order (as once happened). Would you still recommend the pip method in this case?
@caminhathiago ordered according to preference, you can try following to update:
-
update from conda-forge:
conda install -c conda-forge geopandas=0.7.0
You may need to add conda-forge channel first (conda config --env --add channels conda-forge) -
update using pip from PyPI:
pip install geopandas -U -
install dev version from GitHub:
pip install git+git://github.com/geopandas/geopandas.git
@martinifleis Thanks a lot, that was really helpfull.
In case you want to know, the first method (with conda forge) did not work, but the seccond one worked just fine.
Hi, this is helpful. But when I was trying to run the cell
gdf.plot(column='pop_est', figsize=(15, 10), legend=True, missing_kwds={'color': 'lightgrey'}), I got an error message saying thatAttributeError: 'PatchCollection' object has no property 'missing_kwds'. Could you please help me figure out why does this happen, Thanks.p.s. I tried this in geopandas version 0.4.1 and geopandas version 0.6.2, both have the same issue.