{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Choropleth\n", "\n", "`mapclassify` is intended to be used with visualization packages to handle the actual rendering of the choropleth maps defined on its classifiers. In this notebook, we explore some examples of how this is done. The notebook also includes an example that combines `mapclassify` with [ipywidgets](https://ipywidgets.readthedocs.io/en/latest/) to allow for the interactive exploration of the choice of:\n", "\n", "- classification method\n", "- number of classes\n", "- colormap" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2022-11-05T01:00:43.535547Z", "start_time": "2022-11-05T01:00:40.391594Z" }, "execution": { "iopub.execute_input": "2025-07-11T20:08:15.318782Z", "iopub.status.busy": "2025-07-11T20:08:15.318399Z", "iopub.status.idle": "2025-07-11T20:08:17.242431Z", "shell.execute_reply": "2025-07-11T20:08:17.242214Z", "shell.execute_reply.started": "2025-07-11T20:08:15.318758Z" } }, "outputs": [ { "data": { "text/plain": [ "'2.9.1.dev9+gde74d6f.d20250614'" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import geopandas\n", "import libpysal\n", "import matplotlib.pyplot as plt\n", "\n", "import mapclassify\n", "\n", "mapclassify.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The example in this notebook uses data on sudden death infant syndrome for counties in North Carolina. It is a built-in dataset available through `libpysal`. We use `libpysal` to obtain the path to the shapefile and then use `geopandas` to create a geodataframe from the shapefile:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2022-11-05T01:00:43.545340Z", "start_time": "2022-11-05T01:00:43.539863Z" }, "execution": { "iopub.execute_input": "2025-07-11T20:08:17.242920Z", "iopub.status.busy": "2025-07-11T20:08:17.242764Z", "iopub.status.idle": "2025-07-11T20:08:17.244703Z", "shell.execute_reply": "2025-07-11T20:08:17.244501Z", "shell.execute_reply.started": "2025-07-11T20:08:17.242913Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sids2\n", "=====\n", "\n", "North Carolina county SIDS death counts and rates\n", "-------------------------------------------------\n", "\n", "* sids2.dbf: attribute data. (k=18)\n", "* sids2.html: metadata.\n", "* sids2.shp: Polygon shapefile. (n=100)\n", "* sids2.shx: spatial index.\n", "* sids2.gal: spatial weights in GAL format.\n", "\n", "Source: Cressie, Noel (1993). Statistics for Spatial Data. New York, Wiley, pp. 386-389. Rates computed.\n", "Updated URL: https://geodacenter.github.io/data-and-lab/sids2/\n", "\n" ] } ], "source": [ "libpysal.examples.explain(\"sids2\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2022-11-05T01:00:43.733714Z", "start_time": "2022-11-05T01:00:43.549872Z" }, "execution": { "iopub.execute_input": "2025-07-11T20:08:17.244980Z", "iopub.status.busy": "2025-07-11T20:08:17.244916Z", "iopub.status.idle": "2025-07-11T20:08:17.291889Z", "shell.execute_reply": "2025-07-11T20:08:17.291690Z", "shell.execute_reply.started": "2025-07-11T20:08:17.244972Z" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
AREAPERIMETERCNTY_CNTY_IDNAMEFIPSFIPSNOCRESS_IDBIR74SID74NWBIR74BIR79SID79NWBIR79SIDR74SIDR79NWR74NWR79geometry
00.1141.44218251825Ashe370093700951091.01.010.01364.00.019.00.9165900.0000009.16590313.929619POLYGON ((-81.47276 36.23436, -81.54084 36.272...
10.0611.23118271827Alleghany37005370053487.00.010.0542.03.012.00.0000005.53505520.53388122.140221POLYGON ((-81.23989 36.36536, -81.24069 36.379...
20.1431.63018281828Surry3717137171863188.05.0208.03616.06.0260.01.5683811.65929265.24466871.902655POLYGON ((-80.45634 36.24256, -80.47639 36.254...
30.0702.96818311831Currituck370533705327508.01.0123.0830.02.0145.01.9685042.409639242.125984174.698795MULTIPOLYGON (((-76.00897 36.3196, -76.01735 3...
40.1532.20618321832Northampton3713137131661421.09.01066.01606.03.01197.06.3335681.867995750.175932745.330012POLYGON ((-77.21767 36.24098, -77.23461 36.214...
\n", "
" ], "text/plain": [ " AREA PERIMETER CNTY_ CNTY_ID NAME FIPS FIPSNO CRESS_ID \\\n", "0 0.114 1.442 1825 1825 Ashe 37009 37009 5 \n", "1 0.061 1.231 1827 1827 Alleghany 37005 37005 3 \n", "2 0.143 1.630 1828 1828 Surry 37171 37171 86 \n", "3 0.070 2.968 1831 1831 Currituck 37053 37053 27 \n", "4 0.153 2.206 1832 1832 Northampton 37131 37131 66 \n", "\n", " BIR74 SID74 NWBIR74 BIR79 SID79 NWBIR79 SIDR74 SIDR79 \\\n", "0 1091.0 1.0 10.0 1364.0 0.0 19.0 0.916590 0.000000 \n", "1 487.0 0.0 10.0 542.0 3.0 12.0 0.000000 5.535055 \n", "2 3188.0 5.0 208.0 3616.0 6.0 260.0 1.568381 1.659292 \n", "3 508.0 1.0 123.0 830.0 2.0 145.0 1.968504 2.409639 \n", "4 1421.0 9.0 1066.0 1606.0 3.0 1197.0 6.333568 1.867995 \n", "\n", " NWR74 NWR79 geometry \n", "0 9.165903 13.929619 POLYGON ((-81.47276 36.23436, -81.54084 36.272... \n", "1 20.533881 22.140221 POLYGON ((-81.23989 36.36536, -81.24069 36.379... \n", "2 65.244668 71.902655 POLYGON ((-80.45634 36.24256, -80.47639 36.254... \n", "3 242.125984 174.698795 MULTIPOLYGON (((-76.00897 36.3196, -76.01735 3... \n", "4 750.175932 745.330012 POLYGON ((-77.21767 36.24098, -77.23461 36.214... " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pth = libpysal.examples.get_path(\"sids2.shp\")\n", "gdf = geopandas.read_file(pth)\n", "gdf.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once created, the geodataframe has a `plot` method that can be called to create our first choropleth map. We will specify the column to classify and plot as `SIDR79`: SIDS death rate per 1,000 births (1979-84). The classification scheme is set to `Quantiles`, and the number of classes set to `k=10` (declies):" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2022-11-05T01:00:44.072165Z", "start_time": "2022-11-05T01:00:43.736051Z" }, "execution": { "iopub.execute_input": "2025-07-11T20:08:17.292415Z", "iopub.status.busy": "2025-07-11T20:08:17.292263Z", "iopub.status.idle": "2025-07-11T20:08:17.350460Z", "shell.execute_reply": "2025-07-11T20:08:17.350245Z", "shell.execute_reply.started": "2025-07-11T20:08:17.292407Z" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABOwAAAGOCAYAAAAkQZxzAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3XV8HNe99/HPzCxLWjFLtkwyM8R2bIeZmhSSNm3a2zYp9zZlhqe3zIwppEkaZuY4ccxsy5YlW8y0guWdmecPySiWFmZX5534pdXs7MyRtDDznd85R9J1XUcQBEEQBEEQBEEQBEEQBEOQY90AQRAEQRAEQRAEQRAEQRBOE4GdIAiCIAiCIAiCIAiCIBiICOwEQRAEQRAEQRAEQRAEwUBEYCcIgiAIgiAIgiAIgiAIBiICO0EQBEEQBEEQBEEQBEEwEBHYCYIgCIIgCIIgCIIgCIKBiMBOEARBEARBEARBEARBEAxEBHaCIAiCIAiCIAiCIAiCYCAisBMEQRAEQRAEQRAEQRAEAxGBnSAIgiAIgiAIgiAIgiAYiAjsBEEQBEEQBEEQBEEQBMFARGAnCIIgCIIgCIIgCIIgCAYiAjtBEARBEARBEARBEARBMBAR2AmCIAiCIAiCIAiCIAiCgYjAThAEQRAEQRAEQRAEQRAMRAR2giAIgiAIgiAIgiAIgmAgIrATBEEQBEEQBEEQBEEQBAMRgZ0gCIIgCIIgCIIgCIIgGIgI7ARBEARBEARBEARBEATBQERgJwiCIAiCIAiCIAiCIAgGIgI7QRAEQRAEQRAEQRAEQTAQEdgJgiAIgiAIgiAIgiAIgoGIwE4QBEEQBEEQBEEQBEEQDEQEdoIgCIIgCIIgCIIgCIJgICKwEwRBEARBEARBEARBEAQDMcW6AYIgCEL8qz3awP7XDmFPseNIseNw2gdu27Cn2Ely2rEl2ZAkKdZNFQRBEARBEARBMDwR2AmCIAiTdtfX7uXtJ3aOuI4kSdiTbdhTbDicjrPCPHuKHXtyf8DXf5+9f72zwr/T99uTbSgmJUo/nSAIgiAIgiAIQnRJuq7rsW6EIAiCEL9qjtTz0YV3Rn2/VrulP8hz2gcFfI5k+5DVfpuu9yHJJvqvV5lAUgDzwFcFJHP/V0wgnbmO6axlkiRGlBAEQRAEQRAEIXJEhZ0gCIIwKQ/+7ImY7NfvDeD3BnC1do9pfatdYtPxfYTjKpWOxOkA79yA72QgqIwQ+imjrD94mXTqcSdDxTNuD6yzpXI2qmbBbFawmBTMJgWz0n/bYu7/3mI6eZ8Ji0lBlkU3ZUEQBEEQBEEwGhHYCYIgCBPWVt/Bq/e+GetmjEl2kTWMW9OBIOjBsxdF0Gibr+xYymf/uH7c2zXJMmazglmRzwryToZ+J4O/c2/332/CrMin7zeffvyZ61otJqxmEzaLCZu5/7b1nNuKLKoWBUEQhOjRdR1V11E1jaCqoWr9/0ID//pv998fUjVCWghnqgdZkpGQkSQJCWnQ9ydvy2euM8r6/cukmI3129/p7uSRho7Omd/3L2HIdRj6MQPr6gPbNksq/T+ZNvBP7/+qq6dvn7Gts78Ot+ysH2DQ/X5dpkM1gw462kDrtIFV9dP/6ad/Fl0/Y72B7Q5e7+xlZ5KQGPhB+28P3AKwKw5mJc8DoMFbgzvUO7CORLolkwxLNvIYe3A0eevQAVmSybbmokgi1klU4i8rCIIgTNgjv3qaUFCNdTPGJLvQHOsmRNR92y8D3ON+XEjTCPk1vOFv0riYFBmbxYzNrJwK8azm00Ff/1fzqWXF0yScJc2nTnJk6YwTHmRk6eRJk4x8xsnQ6ZMiGfnUV/mMr9Kp789c/+QJlnzGemfuZ6j1pLO2Lw3avoyMWbaM+QB9snRdR9N0NFU7fVvT0QeWafrZtzW1/2REVbVB2zrzpPLM88uRTjaHe8yZCzSThCb3t1XX6W/TybaevK2fvP/sZZp2+oSq/3b/40+uc9b2Tv6sA7c5Z13tjHUAbBYzDpuFJJsZh9VCks3S/73VjMUsDqfjma7rhDSNYFAlqGoEQiGCIY1gSCUQUgme/KcOfB8843ZIIxgKnXH7zPvUIbahEQiq/c85+p+T/c/Zk23h1PKBW6fWObO9OqfziaQCG21+7+l1+9OJU0HJmV9PPkg/ZztnBi+DB0vSh7h1ui1juW/Q/eesPNL+J3of59x3Mpg7FcSpGuoERoZ6/5Uq7abd437ceAwd+vV/3lyVGcIfLB9Yc5hg7ZzgbPhgLXojYxXYlrKQ/ShSIGr7NCPj0i7mry2dnErRYsgsWfjhkr9hkS0kKSk8XPdPTrjLz7o/x5ZPnq2IPFshubYi8mwFZA0RyD3d9ACHuvufh7fP/BKLUldE9WcRokccYQiCIAgT0tPZyzN/fSnWzRizrILE/chrdxfx7J5YR26TE1I1+rx++sb4Y1x8iZmgY0tkGxUFEhLJJicpplRavl/SH5apJ8M0rT9UOhWsaagDAZs+UPVx7v2aNtxjB1cCGFHeNXPY7x5bN3ejMCkys0tTcS1uOlUhI5/xVT5ZRSNxxvKBk/FTFTacui1LZz+Wga/yENuWznzMOetJ57bhrPvAW5tMnzeAJxjEGwziDYRO3fYFg0iShEmWMckyyjlf+29LKLKMWelfrkgD9ykn15POWf/040yycur+s7Yx8DiTrAysN7B+up+AFhr8Tw0R1FT8WnDga4jgwH1+9fTtgBaiKJBL2at9BAZCtNDJME1Vhwh74keKkkSzZ/wXa4SJuf9FmfdeX0JbqDpi++iP1FTQQe1fcIorlIVZ74vYviOl0befXvN0lpv7cOhNUdmnhMZ8+WW+U7iaXzTL9KmhqOx3OEE9QEXvIRamriDNksGn53yTpxsf4NXWp0/d3+CtocFbc9bjFEkh25pPnq2QuSmLWZ91CavSN5wK7A64dojALoEl7tmLIAiCEFFP/fFFfG5/rJsxZvvfdBMITcdiqhl95Tjz4J53EFLjo9IxXKx2neDoqxmejk5vqJveUDfH9opuwb4oVnyES0jVCEoq7f7eWDdlXHp2ZQ2Mx2ls82c4acw6PuntmKxm6tvj+8LGUNzBRHgnjB8hTeKVzQWs3diBR43+a/5wn5dljqjvNix6gzW8rSaz1LaYbP1g1Pabpu3k23kl/K1jOhW+2Iadh7r3sHAgXFMkEzcU3srMpLncW/snvKpnyMeoukqzr55mXz1W2cb6rEtYmLoCm2zHp3k52L0bVQ+JbrEJShwZCoIgCOPm8/h57LfPxLoZ49JaF+Bz1xYQ0vJj3ZSw8gaSeXibEutmRJ3ZOribZjyL5wqfcHLHuAJiosxW4wdfZzJJSlyEdQCZeeE5XXERX4HqWLmD0etiKPRr7AzRXLGMTFNB1PfdEnBjM82M+n7DJaT1sdtzjEppXVQ/98xaNZ/I2M3l6RnR2+kQDvfsHVTtvjhtFV+c+0OK7DNGfXyhvQQAi2xhadp5AHjUPir7joa9rYIxiMBOEARBGLe3n9hJd3v8nfwcP+Dhq++ZgaZnxbopYfNU2bvo8Uy9EzaTNbEqCiU9PsKTSOsLxWe1kNkWX4fUFtn4IX9xroPzNyVzOFQZlu21BLpRjP9jj4vNYiKxLl3Ej7fL/Nz7eBFl29dj715PjjInahVOPoqjsp/I0an07GaPvpwgSVHbq6T3cZXtZT6Rm4oUo2ru7mAnDd7qQcuzrLl8rvS7LE9bO+LjCx3TT91enbHh1O0Drh1ha6NgLPF1dCEIgiAYgtkavxM4HHzbzb9+tiTWzQgLVZO5d0vihI/jIZsTK7CLw56gEdEbp4GdYomvwNUsG7frVNFAUNc3rZZD3qqTczVOmqpr5BTEaV/CYSws1rmg5OQsm0Is1LaFeOzNEHc/kc7ml1aiNm4glyU4lJSI7fOYOzE+/9r8h9kazKJXmj76ymGjUyq/yncKJZxK5N8HJSRyrPksT1vLtfk3c8fML5NpzR1yXbNsYXbyghG3V2g//bualTyfVHN/xeAB1040XcT3ici4n9aCIAiCYWXkpcW6CZPy8O86+NCXMpGljlg3ZVLeOH4dDe1Tc7BxyZRYVYWSLq6h2hwW4vU0VDbHV2BiMehYRxvOS+ewVsEhb2R+nxn5Fprqhh4nKp5YTBq/vq2V1cXPIeFDk9Jp98/jYHsRLx5P5bljJoJafIXIiaDXp/PSngDsseGwLuD6q6pwhVrDvh9XyI9kNaETn0MInMkTamKbasPe/g7WFz6OHKWnbaq2m2/lTeOuzpkc9Ya/x8iq9A1syL6MAts0rIptzI8L6cP/TTMtOdiV0xcdZElmZfp6Xm19mp6Qixp3JTOSSyfVbsF4xNGhIAiCMG7xHtipKlQdG/kqptE195bw2xfnxLoZsaPEZyWWMDxH8thPaoxGNsdXOGKSjNc3VJagVqkPW0XdUGwZiXHqs2a2zprix5DwASDrXeRYtnJJwUP8ZOPf2f+Ru3n7w9v5xzua+cBSPymW+AqUE4HHr1N+sBQ5zKfbJkliU2pPQoR1J6m6j18+PYfb//MVKtuXRW2/Jq2WO9J3cnUExrXb1fUWb7W9hE8b3wUCdYTA7uT4dWdadUa32P3doltsIkqMTy1BEAQhqtLjPLADeOIu452wjlV9dyl3/Oud1E/R6joATU6sCjvEGHbYkq2xbsKESab4CkSMGNgtnJNKdzCy1W96UmIE/cWZI9eiSnhIV/awLvsxvr7mH2z/4N/Z+ZHN/PdddXzyPC95yfH1fI1Xe48HSPWtDuMWda7KcuALlYdxm8bQ3Rdkf1UPt/5pPb9+/bN4ApHrUnwmSXdzme0lPp3nDPu4dru63uL/yj7Pyy1PEtLG9t4T0odfr8gxuOtwoX06+bb+MQ33u3YMmtBCiH8isBMEQRDGzeaw4nDaY92MSXnhnk56+xbFuhnjVt21kDv+dS2NnfHfrWsyVMkf6yaElRwnM3ZGksURv2Nj6kp8nSQpBgzsUnMjP/6S1+SL+D6ioSBjfBcsJEIky4dZlv40n1nyL15971/Y+9GXeOyWE3xlo5u5mYN/92k2nfXTVG5bFuBrm/q4bVmAZfkaiiTGyRqPPnf4up9fnJFNILgtbNszCk2T6fH0f6arms49bwR5959u57XKG6I2k+ws6TW+V6iTpoT3cyig+Xmq8b/86OiXOdy9Z9T1neZ08m3FOE1pg96nzxy/7kwnJ5/oDLQNOaGFEN+MOYCFIAiCYGiapmG1W/D0eGPdlEmQuG2lmb9vXUFmxugHUUZQ2bGUT/37Yjp64/n3Hh5BEuPE+xRNXEM128wQp928NEWNq6abUMBA84uaFImqUGPE99OudgPxP/FErnNyFywkdGxSJfNSKpk3Dz40D4IU4VZzsCtdWGhHYuhxvXRMhMijL5RLpauI2x4rmFRbEsWmxRbMJtA0CU0HTdPRdTDn7CcYhsE5l6ZkYtbemPyGDCgYyBoUzLW4vHzp3gI2LPgyX7r8MQpTKyLejhRtL9/IK+JfXbM57AnvuHbt/mb+euJnLHAu48bC28ix5Q+53rrMi1iXeREAuq7j17z0hXpxh3rJsxUN+ZgV6efzVOP96Ojsd+2kyDEjrG0XYkscHQqCIAjj9up9b9HV0h3rZkyap1fjtuUqDfXrYt2UMXlo9yV09CZYUDVBfj3BQktJVNjJVuNVfY2VLhsn/BoLRTLWKcDCOan0hSL/3tYVdGN3xO/z7KTM5PC//5mpJ03Zg5WqYcM66K/WM1NPumk3q7Oe4Pq5cZRUR8hNm0w4pr+FufAtrMVvYp/2Jkklb5E84y086uSDnyJbCoWmXRgpZA+ngC972PveKuvlPX+4kn9uv4Ogaol4W0xaPR9J3c51GZkR2X5Zzz5+fPRLPNlwHz515NexJEnYFAdZ1lymJ80edvKKdEsms5PnA3BAjGOXcIz1aS0IgiAYXsAf5N/fvj/WzQibUBA+cp6bY2WbYt2UUW2ck3jj1kyEJOkEtMQKLiUxoyNY4jdIUeOsm6BssFmJHUnRa09ecfxX2KU5jDN+6Z1ry2LdhJhaOM2C17k1ovtYmeJB1fsiuo9Y8vtGDsf8wRB/eF7hfX/7X3bVXRzx9kh4udj6Ip/Nd0YkLFF1lVdan+IHZZ9nZ+ebaPrkPz9OTj7R7Gugxdcw6e0JxmGsT2tBEATB8J7968s0V7fFuhlhpesSn7nUxa4tkT8QnIxVRa9is4jRLJzJCnoEZ5KMBUmMYYceZzOtnikkxVeVUbhnrpy0KL6cnTnx/x6abDVOeJNreZv108LQ5zNOFWQR4c8jHVWtjeD2Yy8l7SgO2+hjx1W19PHxf8zlO898kaaemRFv1wxe43uFITJMkans6wm5uKfmj/ym4rvUeo5PaltL087DJPX/Dve7doajeYJBGOzTWhAEQTAyT6+Xe//v4Vg3I0IkvvHuDl5+4lJ0g4YnNrOXdXPje7KPcEhJTcDDFzFLLKoSv3/XQDwNYAdIBjsFiObEhua0+A/7HeaeWDfhFAmdn168l0VRmDTEiOy2yD6fsswOglpnRPcRa1ZbK9dsGHvo+8wuN+/4zZV87Ykvcag5skOaJGv7+XpuNUuSnBHbR7W7gl+Wf4v7a/9Kb3Biw83YFQeLUlcAcMAlusUmEmN9WguCIAiG9sgvn8bVZpwThUj42SfaULXwDqKt67C7fROHu86jL5g2qW1tmlsXnkbFseTkRDx8EYFdUI7fICWgx1lgN4UD4pAtGOsmTJpF7op1E86Sad7Jg9ffxYsfKOPK2fH1WpgsqzWy1YXT7UkR3b5RLFx8PxkpQ4/RNhRV03lpXx8f+ssyPvzvr/DysZsIaZEZVkHRmviQcys3ZkZmXDvor9Lc2vEad1X9csLbWJXe3y22zltFhz+xesJMZfFfEy4IgiBERVdrNw/94slYNyMqfL5Ukh3jGwOkwT2Tna1ruKzoWcyyj9/u/zipNh/FKe38a/9s9jf1DzydZDmP9y6BD8x7lBx7/bjbtmHGq8jSO9GiWZJiMEkJeP4ylQOUk/xxPKB6QI+vEMhozzddi977WY9snPHfJkZHxliBHfRPRlFse4NfXfQG39m0gn8dWMZfdllI9IsRZnNkA7ssswZToMexydzLtRe4uPvpsYd2Jx2o7uFAdS75GZ/jlvUublj0CMlWV1jbJ+Fjk+VFbFmX8d/2yFU8Vrsr6Av2kGw+u6JP1UMo0sjRzXznMhxKMh61jwPdO7ko5+qItVOIHhHYCYIgCGNy3w8ewduXWAP9D6evJ4XkMY5LvqXlMu4+uJw3q3rRgR/b/ofiNCuHmnsBBciFM2bccweC/H0X3L33Hdy40MJHFj1NcdKxMbct3dHCgmnJHKqZ/Mxz8cqRgIFdgg3JNyHeMAy8HSs+Lb4COzRjValGcxiC1oALSCVeg6QcJ0gEYt2MEaUpe/jc8j18YvlMnjy+jh9uTsEXis/f92jMlsgeF6lIxO90POMze+4DFG7/JA1tEwvVmzo9/OppC399+TZuWC1x88pnKUytCGsbV5vfZI/9PMq94RtHMs9WxAXZV9IV6KAr0E6Lv3FQYLe3a9upiSWGY5JNLE9fy5b2lzng2iECuwRhrE9rQRAEwZCaqlp4+s8vxroZUeNqH/0Kr6rJ/HLvZ/jok7PZPBDWAXT7AgNh3cgCqsoDB7xc+d9L+cPBT465bXWuuRxr8Ix5/URktSdeumW0McViwaPFa1c6Ha9q7ABlEKO9hKJYMezTgmTlxO9YoDNy4ifYtnKCd8+6l10ffoS/XtdKWoTHe4u21CSZTimys7dv7nRhUfIiug+jkJUQ11w4+Qk23L4g970Z4MbfXMY3nvwS7kD4xp+T8LE+JbyTUDT76mn21XN1/rt5f8knmZU876z7/aqPt9pfHtO2TnaLrXIfoyfoCms7hdgQR4eCIAjCqP79nQcIBadAn4wB//qhik7qsPd3+bO545Uv8bddkw8YNF3nzzskqnoXjrruttZL+OGuW5CUxKxUGCtrgp30AcYLUGKgT43PwM5sUVDjrDpQM1hzo93DP7PAGt0dhtG0rPj7LFb0NjbmPcKVc+KsEnUUl6+WCOqRDesDusoJ/zysSlFE92MURSWPU1qcEpZtabrOC3v7+Oz9n6DPnxaWbQI0ReBp/Ebb8zzXPPSkbntdW+kOdoxpOzOSSsmwZKOjc6BbzBabCERgJwiCIIyorrKJNx7aFutmRNXe13v5/bdWoGMedF9Z1yre9cRtvF0dvsk3QprGz3ddM+z97b58Pvv6l/mfJ0p5vaqVrLmp2O2D2zZVmCM8yHcsGG1MsVjoDcTnybzDEYcd1jRjPd+inVcnZcXh32xAQXp8vk4AbAk0GJOEjpw29uEsJuNwXwdPdaTTxcUkW1ZgksITaBmRLMGVFxwI6zb3V/Xw2fs/Rn13aVi251Yj8471QvOjvNb6zKDlb7e/il8dW9drSZJOVdkdcInALhGIwE4QBEEYUXurm/SVC1l6wzqsSeMfDDhePX1XJ0/efcFZy56ovpn3Pb6Wxu7wd0l9tbKXHa0XD3nfU9XX8FLF6W62x9o7SJudgsMR3m4Z8UKxxGcl1oimeGBnT7IaLUMaM6s9/lIIzWiZd5QTOznFaL+AsctN88e6CRNmNRmstHMSLl5mozs0tqqncNCBHa42HmkNcsB/EWlJX2dextcpSLoGu6kwau2IhpyCV1lRGr5urNA/McU7fn0JH/73V3hw34fo8uROeFs3Jm3htpwMpAi8cT3ecA9vt79y6vsGTw01nkp82tjHSlyVcT4AFb1luEPhG2tPiA0R2AmCIAgjMpkVujr6OHy0Ddv82Sy7aQPJGcmxblZU/PGrbXR0riComfjBzs/x1Zcy8Icid6L3f1tWUtG9ZNDyHY2Zg5ZVdnSSMjOJ5OT47do1UXKEZ+WLBSlOB8APF0dK/D6Prfb4O5xWI1QhMlHR7hLrM8fvBEpZyfHbdjmB3uaKpjfFbN91nioeaHiKv9e+Tl1oOUtz7+Xi4ldZnvMLSpy34rQsiPupKi7ZuDkibwwHqnv46RN2bvjtzdS65o3+gCFIeFmuvMQPCn2U2sN/PPxg3V3s6XobgLc7+sM7VQ8RGuM4r7m2QoodM9FQOdy9O+ztE6Ir/i4JCoIgCFFlMp8+6HP3+jh0uBlrcTFLL8qidlsZXQ3Ru8IcC8cbCvjd9svYVR++LrDDqWjv44YHz+eqeVfwoYVvUu8uZFvjdLbWDD1j2onOLnILk1lozqDscFPUT3pjRomzAf7HYopX2NmS4jews9jj78TYaBV2epTfvDr1XiA+K5TTHRObQTPWdFJ44GB8/s7PNb/YTItaGetm4A718nLLE7zS8iSLU1exKfsK5mdcjiRJhDQPLv8Bunx76fLvxeXbT0g39nNH18FzfA71L8/m4NMe1q+SedsRmfcGjz/INx69nn988ATmCR5T2LUyPp5m5YhzI/9o6SJcb6s6Ov+p/iMSErs63zq13K/5MMljCwhXpZ9PnecE+7t3sibzgtEfIBiWCOwEQRCEEWVkp2B3WPB6Th/Q+H1BDh9qwpSWxZK1C2neX0FrZeyuNo+FDuRunIX9ktn4k0xYO/2o1V307q3HdbRlUH2TYjNR/JlN/O8+HZcv8mHdme189mgfzx5dPrDEO+L6Lb19tNBH0TwneVISZWVNiV+rpQQTb5KGKR7Yme1mID67OlusosJusqJ9saEt0IPJnE0oaKzfw1ik2OKzi9vh7o10euPvtTKU1UvctMa6EWc4OcHAge6d5NkK2Zh1BaszNpJlX0uWfW3/OrpKb6CCTv/e/hDPtwef2hzjlve/9t3l86l9qYQDT/fRVNkOVANgquxg1kc3clyLzEW6I3W9fPQ/n2NOnkqO08vFc7cwO3P/uLYh4WeB/DI/LJzDva4iDrjDc7yoofKv6t+etcyv+UhibIHdivT1PN5wD0d7DuBTvdiU+J0Ze6oTgZ0gCIIwotzCdH5y9x18645/0t159tXZUEil7FAjkimZhTdupLuylvqDNTFq6dAUm4mCb17GCXuIXX1uoBc8gA2YZ4V5s0iyzKPInkR6QMLS5oWQRnmhic1uD8RJ76P67h7q6aFkYRpaU5COTmNfSZ8MVfYTtkvZBjHVu8TGc2Bnssbf3y5kuMAuur9DHZ28Igf1VfH3PumwuGLdhHHTkfjJluJYNyMs0pJkuuQyw140avY18FD9P3iq8b+cl3kBG7IuJ8eWjyQpOK3zcFrnUeJ8L7quU9NzH0c7f45GdCcy0TXoK1tEzUvT2P9UN601nZwM6c4UCqpYXijDdtkcfBH6hR+u6eXwwGHrC/sv496PHsNmHvlC6VAsWgUfclZxPGUTf23uIYiORZLIs9jIMVvIMptIV3Sed/XSFZrY79unjr1dTnMac1MWc7T3AEd69rE8fd2E9inEngjsBEEQhFHNWVjIL+79ON/46D9oaegadL+u65SXNQFm5l2/gUBLGye2l0e/oUPIv34JW9RuGKEowR0IUh5w9X+TfGphpJsWEdVdLpZOz03owC5E/A66PqwpXmEnx/H0kUoc9vIzWmWZHoP0Iz3PEneBXUG6jl2uiHUzxq0juIZdDYlRXXf5GujRjX984NO8vNH2PG+0Pc/8lKVszL6c+c5lyFL/30GSJEpSbyXDtpK9bV/CHayKaHs0VaL3wFKqXyxg/zOddDR0A6Pvs/VEKyvrCthS7Iho+wBqWt38ecvtfO7C346+8hAkQsyWXuXHBelIhJD03kHrTM/ZwI8bJxbY7Xdtp8A+9uB7VcYGjvYeYL9rpwjs4lhivHMKgiAI46Jp45+prbAki1/c93FKSvNGXK+yvJlal8r8GzZgccR+XCqldPCEDYluf0sLpaU5sW5GxATjpexxHKQpHthJ5vg9JJXN8fe3C4WMFdjFolrJmh79fU7WBza5keKwvPhfBxfGuglhociA81ismzFuR3r389cTP+P/yu7ktdZn8Jwxc6jTOo/zCx6gOPmdEdm3pkrUvXgT91yyjn+8y8+rf60aCOvG7uiz+1ipRueizr2bg+xv2jCpbch615BhHUCu/hbvyszk2owMViSnjmu7r7U+S19o7F1ul6SuxiJbKevZSzBC3YqFyIvfy5mCIAjCuLk6+rjvT6/y7APbkWUZR7IVe5IVR7IVh2Pga7Lt1DL7GcvcvV6OHazH3Tu2kvyKo82UXLiChrf24+3xRPgnG15gbyOsGd9BUSJokjyYTTLB0PjDWaPzabF7PkXMFA/sNJMEcXo+IZsNFn6NgdHeF2IxYY7miL8u2BtLI1sFFQlBirhrdxyWoQ7h4mUWetTOWDdjwjoCrTzecA/PND7IqowNbMy+nEL7dEyyg8XZ3yPLvo6DHd8jpA0dNo1XX9VyXv/DEjqafHTWDe6dMR6tD+4k79bVNI9xptSJ0nX43mNr+cP7G8lNORGRmY3Pt7wIQNA+kz19aTDGITH8mpdXWp7ihsJbx7S+VbGxOHUVu7u2UN57kEWpKyfYYiGWRGAnCIIwBfg8AR7791s8dNdmvO7+7oQqGt2doUHj0oVT9fE2itYupmPPEXrbozdxw5many/DufFCevwJ2I1yBM29faycncfRo7EfVDqczGYI6dEdbyc6pnZgF1Li9+eX4vBoOmC4wC76iV2fEl/Bv82kk+vYG+tmjJuJZjaVaGyunthsytlJGm1uY1Tg5k9rpDX+ct5BgnqArR2vsrXjVWYlz2Nj1hUsSVtFfvKVpFoXs6/ty7j845t84UwhdxqH77+BNx/tQtc7mT4rm8nGnJ4eL9O31dK6ugAtwh8XtW1urvvVFZhNMvnpdj556QkuLX007Psxaye4PP0KXuxqH/Nj3mx7gQuyryLNkjGm9VdnbGB31xb2u3aKwC5OxeEhhiAIgjBWakjlxUd3c8/vX6azLTxXTMervqaDvCWlKEercDV2RH3/uqpTak5i1xQL7CA2J8GR5nRO7KTP6KZ6l9iQHL/PVV3RDDsA/XACQaMFdtHfZ3uoG8Y446IR3Hy+H4n4GnMP+sf1+vklW7n+gfNp7hv5fS4vWefq0gBri7opTW8iy3IcmVb+ffQD/OTNpCi1eGiLpplpDZ2IaRsi4XjfUY73HSXVnMFNRbexLO081ub/m0rXn6l0/YXh3tz6jq+kesvC/gmTJB1J0pHk/gkldr8QwNVxOqJz2M1haWvN3mrWl+bxVlp0AtxgSKO2zc2fX53Hqjm3kSbdHfZ9XOX0MjPjq2zveIOD3btGvSAZ1IO82PIY7yn+yJi2X5qymGSTk0Pdu1H1EEo8XmGa4sRfTBAEIQHpus72147wj1++QN3x1lg3h+YGF1mzp5NtUWirjn577BVdkB/13cacarAqmnBwphij0iLs4izwCTd/HP8CNEWLuwlugyKwoyfkJSU1jd7u+PjjXbm0MdZNmLAU+SAvvbeN3+29ihcqrdS6INUGV84Jcn5xD/MzW8ixVWGmbsjHf3DefXR5P8Bfd9mi2/AzrFzspiVme4+87mAn99X8mWL7DDKtOZSmf5pM2xr2t30Nn3r6J3fXLGX3vSvZ/1YbMLZurooevvebow9uZ/7HLuBIFCb+yEtP4Y5r1nLt2gWYFBndtx69+6ugu8K3k8CbzHN+m/nOz+IJ9bHHtZUdHW9Q4zk+7EO2tr/GxTnXkmXNHXXziqSwMn09b7Q9T2XvEeY6F4ev7UJUiMBOEAQhwRzdX8tdP3uOQ7urY92Us7S39JBWkE+e1UJzeX1U9+2v6oT8OBxhfJJCCRjYJScnaCVa/OZVYeEN4wldtOly/LXdHzBWm7UYVQPnFDno7Y7NcA3jozMzfV+sGzEpJpq5c/k/uXM56JgADYmxPQ8lQnxu+f10eW/locPhqdYaj8wUmQ75cMK/T/s1H/fW/IlPz/kWsiSTaV/DhsJHONj+baqPNbP3v2vZ/Vob0Dau7QY9Yxv7eCx0XSf05H5Srl9Ib4Q+N2xmE595xwbeuXExFvPpuESyXQzmp9C7vwyBrWHam47ufQAp5Us4TMlsyLqMDVmX0eytZ3vnG+zqfIuekOusR2ioPNf0MB8o+dSY9rAqYwNvtD3P/u4dIrCLQwl6mVoQBGHq8bp9/PprD3DnLX8yXFh3kqvDjS81neKlM6K2T12C7iujtz8jCQbjbzbB0Thi2ysqYqQpPoadW42PKqehhKT4e535ggb7fccgCJGQ4iaAuWypipJA9V0SoTGHdacf4+V76x/gslnRf+5esipRx04d7Lj7KK+3Pnvqe4uSxkzlB9z1sdkDYd34ecI8hnFnYxeLyjsjVprrC4ZItlvOCutOkpRcpPR/IiV/ibDVPnkeRtfPHrYlz17EDYW38pGZXxjyIbu7ttDoHboi9VzF9pnkWPM56NqFFscXx6YqEdgJgiAkAF3X+cVH/kjZ87uQDH7e39ftxaU4mLGmNOzbLvzR1Uz73pVM/9j55FwwG1OylRmfu5DyHlfY9xUPQqH4CxJGY3fEugURMsXHsOsNxe/JcLwFdmZJwWiTnGgxCM6WBudwvCwequvgXWtiP7SFEUj08qtLHmN+dvRCB0UG3Vketf0ZwdNND9DorT31/b5txyc1Jm5H3cSCvpEce62MtYHIdRb8/j0vs/1o7ZD3SZKMlHw7Uub9oEyf/M70LvA9P+Rdm9uGXq6j82zTg2PavCRJrMrYQE/IRbW7YsLNFGJDBHaCIAgJ4IGfPsEbD26lan8180ucsW7OqLxuPy0+mUVXrmL68lnkzS3CbLdMapvpSwvZGnDxFj28WaCz6+Icqr60ki3p8RsETFYsK+zSzBbSzZZBV8BtssyypDQ26U6W1+ps9DrGdZXcao+TkpjxmuKBXZ8av6/TYJwNYGeRjTciTrQnyFlomc6uZyc7b2V0zC3QWFHwSqybYRiK3s77l0RvEq1LllvoVcc2VluiUPUQ99T8kZDW/768+61jE95W0fRMelpcYWrZ2Wru38Y0OTJdpEOaxpf++jTHG4efwVUyL0HKfAxsN056f7rnv4OWdQU62Ns1fNfbg927qHEPP9bdmVamnw/AfteOiTVQiBkR2AmCIMS5nS/s4x9fv+/U94de3Et2pvHLkAL+EEerXDR4JNqx4Vw2n8VXr0aaQImgszQH6/uXDVquA2oCzpQ6VoHA5IMEmzy+QwVZh422dJxvtmB5qZ6SXT2srIcNHgdrO81kvtlG0zPHKH+jksYTbRzbXs3ClNQxb99iS9DuHFM4sHMkW9ENVvE1HgE9vgI7syEDu+jtq9iaxdGnfBitynA4v37/AST6Yt0MQ1mSE/6KreHkFcfvZB+T0eCt4a32l9F1nT1bKie0DUmS0NqGD7wmK+ALkvpaBeYIvZb7vH4+84fHaese/vUnycnIaT9BSv0lSJOYdTq4Bz145KxFm9ueRxul6/gzTQ+MafNZ1lxmJJVyoHtn1C+QCJNjvE9sQRAEYcxcbd385AO/PevDV1Zkunv9IzzKmLo73XR3uim+dDUWdy+Vbx8Z9TFpC/MJfXQFh3q6wDO1roCPhd8/viDBKsucF0pCUmSCNhm90U31oUZmrZpGIMuKrPef4qoSHPB249POPpAsdaSQdLSHYydOdx/yuv3UV47cnSu9JUhWugW/puNXVQKaynB9u2WPQnJHPrqsoUkquqyiKxq6rKJJA1/lEJqsIsXRZcmpPIadPTl2Mz+Gg1+Lr+rA/i6xxqJFqU9sdreNkpdlMiWZHrOJVj2Ea4T3m1j79JUesu3hGtw+cRQm1QCzI76fxSUWWkMnIr4fI1qWdh7rsy6huqKFrvaJVTQuWJTP/oc3h7llZ2s82sh5c/N5K88ake03d/byv394gr9//t04bMP3BJHs14J5KXr3FyG4d0L70j3/RUr9f6e+7w52oUgKqj58b4ny3oNU9B5mTsrCUbe/Kn0DD9X/g3pvNcWOqTm2czySdBGxCoIgxK0fvO/XvH7/lrOWzVoxkxp3HCUVw5gzL4+uo1U0lzcMeX/68mKa3jeXVo8nyi2LDxJgbxx7DUmB1U5epYeG42OrXEhKsVG8ppgyxYdHVVkZcnBs8+TGuTmT2WLCYjVhtppITnfgL03lkLubDX12KnbVjGkbsiwhKzKKSUZR5P7bSv8y2SShmGTkk98r0hD/QBq4LSmc8RUkBSS5/35kHdnUvwwZJEUfuK2DovcHh4oOso6kaKAAsnbqfl3WkEJJVO+0oQc1tIB6+p8/RMgXQvWphAIhVG8INaglVLxXNDuH3UWxbsXEpd7Ug1uNn4skBbYMjrxprNBuZmEyHQVVEd1HQbsD69dr6aw/++KOPcVGRnEmSblpKBkOQk4bbotMh6LTEgqixijMy3HqPHXnIyjjnJFzquhWl/Hvg8v5004rkaqW/OC1flrYH5FtG9mluddzTf7NyJLMI/98k7//9NnRH3SO1PQkPEcq8HZH5xht3i1rOZpupkOLzFAgGxbN4Jcfvx6TMvLxta6H0Pv+AO4/wTgnVkFyIGW/hSSfrtTzhNwc6t7FXtc2jvYcRGPwz1eSNIfPzfneqD1U3KFevnnwE1yaex3XFNw8vrYJMSMCO0EQhDj19pM7+c47fjpo+dKrVnH4hCv6DYoAWZGZvyCPE6/vo/eMWcYy15RQ+65ZdHi9MWydsdnNJuSacyrsdJ1cm51ckxWnKiO7Q/g6PHQ2dtPrmthBtWKSsSdZ6euO/N+i9LwSumq7aGvqjvi+oi33/CK2Tg+MaV0JsJgULIqCWVYwyzImWe7/KsmYJAkFGRMSClJ/LoiErIGk6f2Vkmr/bUnt/6cHdQhp6KoOJ0PDoIYeUNECGmpARfWH0PwhVF9/iBjyq6h+ddKnygXriulY48QkyyiShCLJyICMhKRLoOvoGv1fVR1V1dFUjZCqEQpqqCGVQEAlGFLx+0P4A0G0qPWc1rHc0IEWL9ONAsW2LA69aazId0ZBEp2F1RHbfklTCupXK+hpG1+lkKzIZBZmkFKQjjU7Bd1pw+cw4zJLtGhB+iJ4GnX/Z48zO/3FiG0/UfiZwTMn1vGDN5x4QuF7Xuc4JS666CDdqpt46T49WTIK7yn+MOuyLj617OsfuYu9b4+/S+zc6U4Ov7gnnM0blazIzNowF9/cHA4QRAvzn+3dm5by1VsuGtPQLXpgJ7rrC6A1j2sfkvM7SI5bh7zPE+rj5ZYneaX1qUH33T7zSyxKXTHq9v924ue0+Zv5+vyfj6tdQuyILrGCIAhxqM/l5jef+NuQ93W642s8pZFoqsbhg43YpxWz7II0XHPsdOVaOeLpxSfCuhFZJYXFSckkBYHeIJ52N+0N3fg8bbQALWHajxrSohLWARzbXs2CFdMTMrAzOczA2AI7HfCHVPzhnAXYPPBvRCaGOnS0KApmRcEiy5gV5VRwaB4I4E4GhwoypwsPJSQNZE3HZrdwpK1+4m2XAOvAv6SBlsoyVpMJm0nBYjINhJsng01liGAQ0CWSunQ0j9ofv0mgoaPp/TPyaeioWv/3mq6hoaPLOriHqFbTGdt4nLrOcGHAuUuDSaBadAb2jKZrqAPfabqGpvd/d3K5qvf/O7cZJklh3JUfERbJ8oG51U56vlqGp2f871OaqtFW205b7eBxuKxAZnoS6UWZOHJT6ZuZwQEpPN2jbzovIMK6MbJSxU0zq3iz9g6erwhf5egXrziO2bodCTNmJQ1ZciJJSWjYCekWAroJrybhCen0qiFCuo4iSchIyFL/P0Xqf3+R4dT3ksTA+w7IUv/r/ORtV1Bnf2/7JF+dOhL9728mSe5/75VkFHngKzKKRP/7nwQK8kB7TVyadztznYtPbcnvC3JoV/WEWlG3d2Lj3k2GpmpUvHEE3jjCjLw08jfOpSLLSosWnuPihzbvpyg7lQ9cunLUdSXLash6Cr37m+B/Ycz70D33gf19Q35+OEzJXJF3E293vIJXPfsi6zOND7DAuQx5lLFAVqVv4F/Vv6HZ10CerXDM7RJiRwR2giAIcegvX/g3nU2Dx2xLy0mlsbl3QhM3GJnX7efQoRYcS2b1j1cnjMoahIZnJj6zm1GV7alh1oICjpcl1kDgkj1+D8kCqkpAVXFP8PELU3LC2h7on+EvFAjgHlsGesoFfdmUHxznc2v3+FafqPT/yWNf31DVGhL9/ayHDivkgXBSkSQUWcKfkgFEbiD4iQjLEHaaTrLfgqyDrEvImkRxnZ3Gb+0n4B3nE2GM+rrc9HW54WB/dc+aD57PDvPkgnS7ReeLV4hZYcdDlbJ4viJ8Q4FcuySI2foaADpBAmobnNM1WQGSgWQFciaaE+pn385R4OqMTExyNgOXC+gP11V0vf9r/3IVXR+4rav93w8s0yc4a3WGbdVZYR3Aod1VBCc4eVX6tBx62npGXzFCXM0uXA9tx55iY8Ut57FHDk+Y/qtHNpOfkcKlK0pHXVeSUyHtt+B9CL33B6CP4aJBqAKCu8Cyesi7rYqN8zIu5PW2s7spN/pq2efaxor09SNufmHqCnLqFrG15ig3vkMEdvEg/gc5EgRBmGJ2v7Sf5//52pD3peWmJVxYd6bcI/EzTlSsmRL4I76jNXYnAZEiWY01plg0Ges9y7hdWxtDExv4XdN1gpqKTw3hDgZRdWNV10F4KuxWb0tHeWcZ0rvK0N99GPXmQ1R/cWfEwrpzaarG8X+8yfqJJtcDfvmBFixSdVjaNFU0eBYTrm6rDovOlcteDcu2JiKodeANHcUbOoYvVIkvdAJfqAa/WodfbcSvNhNQ2whqnQQ1FyG9F1X3oOn+CYd1ACnmOYOWTXR2WIDkrLHP/h5J3l4fNX97gw2tAZQwlfJ+85/Ps//42C7sSJKE5HgPUuajYJo/psfonv+OeP+G7MuGXP5M00Ooo8xabpEtqC9O4z/f30x31yTfrISoiN/LuYIgCFOQt8/Lr+74y7D31xyqJWPVArp7EjPYqtpbz6L5szlE4gU24ZbI8U93R1+smxB+VtlovRSjRjZQXmfUkZ3tqRZqfOE5uVIMGObrkwxKk71mmv40+szi0VB+z9usvWA+pjQHmBUwy2iKjGaSURWJdqtMVSgw5My0589VWVX0dAxaHd/eqB37rDXrZ6msmdGHzRzCag5iMQUxKwHMSgBZ9qMonQS1SXTRj1MplqECu4oJb8/kMNbs30ce28Xl71nHzukO2nsmNxFGIKRy55+f5F9fuoVpOWljeoxkmgWZD6H3/hw8/xp5Zd8L6GoHkpI55N3Z1jzmO5dxpGffWcvb/c3s6Nh81hiEQ1m0qoStr5Tx8N8385EvXTWm9guxIwI7QRCEOHLX1+6jpWb4GeN0Xacwy56wgR1A7hEfh8Z2kXJKUxJ4kGyrzYzPG57uLUahmWVI3JftiEYbc0eAjNJUzu2SN1GKAX/f2iT7xC5+ykKZgYL8ijdGDg/nFGaQu3IGvfnJHCFIAJDQ+cG7tiKRWO9t0XCgZezh0KqSPqbnPTzkfRph6p4dh5Its8/6vqO1h+pj45sw4UyabLzLhrU7Krn3zz/li399moNVTZPalqvPy2d+/xj/+vItpCfbx/QYSbIgOb+Obt2A3v0V0DqGWTMI3ocg+ePDbmtj1uWDAjuA55sfZVXGBsyyZdjHLlo1A4Cn7tvKjR88n4wc55jaL8SG8T6xBUEQhCEdeusIT/zh+VHXq993nIK85FHXi1dVe+tZhDi4GI0pkQM7+6izI8Qd3ZS4f6+4YtASO0uBNWzbkg343jCZXrpFbQ6O/udA+BoTBZ0NnRx5cjf1f3mDzLt3sfZIJ7cvNpFsOhjrpsWln236G9s+vJXvXdRLmm3k13BrT/heS4nk3Aq7PW9PvLoOwGPAi2rN1W3I3iB/u/NdvHPj4tEfMIq6Nhdf+POT+IPj64osWTchZT4Flo3DrqN7H0Qf4fNovnMpmZbB47+6gh1saR95DMxZ8/KxOyz4fUHu/+vrY263EBsisBMEQYgDfq+fX3z0T2Nat7Opi+bth1kwI5XpRU4sZuNd5ZysjEDi/UzhZsST8nAxWxKvg0BoCj+lRZfY0QXCOByUgX7dp0y4qknXyf2XB02N3/7kAW8AV7ubR18K8afHPo028KPsLL+MHUeuIBC0oqoK5XVraHNNi21jDSxV2cd7Zt/D2x+4m+dvPcr7lwaQhuhq3ehKvAs+k2VT8jHLKWctm0x3WICuTmOOj1a29RgWs4lvvO9SvnXrpZhNk/vw3Xe8kW//+4VxVwlLShZS+t+QUr7OUFO0S44PjTi+qyzJbMy+fMj7Xmp5HL/qG/axiklhwYrpADz34A5aGsRkbkYmAjtBEIQ4cPd3H6L+2NjL9wO+IAee383xV/bgKztGjuZmXoGdVGf8X1mec+UcNlvEwcVoEjmwsyRiYCcbNCmKAiNNOmHUwK5DGf7ka7wkA743jFRJMpIlx9KpfG1ywUKsyWYTprXz8PtDPPiUj/931+d5ced7+OrPSvjKz4p5x+c+zLWfvp2Pf2cJt33tav7z/B0EgvH/WR4pEh6mO17jG2vu4sDtT3HbsrMnHanuEKe/5zq3uk7TNPa+PfEJJwB6ujxYk401jh1A2dvlp27fuGExf//8u8lJm1yvlJd2H+N3T7w17sdJkoyU9CGkzIdAmXF6eco3kZJuG/Xx52VcgFka3PW1L9TDG23PjfjYk91iQ0GV//4pdpOsCKMT71iCIAgGV77rOA//4skJP17TdBormjj02kH0ugYK8lNGf5BBzT6/hBfSXbFuRlxQdOOdlIeLyZyAgZ1k0KQoCgz1TDXgn0EHan3dYdueZMD3hq4ePyW9c5gbmMv62hLOeyOVRcdSye2yI6lDP0YJSfh+XxPdhkbAvA9eTE2j69T3b2zt4Ud/cp6q2PF6g/j8/V3ufP4Q/3hQY2vZlbFoatwx0cBXV/+TP17bzskXd10nSGIY97OcG9idONpMdxgq5LJLcie9jXAr21p+1veLZ+Rz79fex/LZhZPa7lNby+jq807osZJ5AVLmY2B/D1LKt8YU1gE4TMmsyjh/yPtebX0ad2j4cT1PBnYALz2+h4bq9vE1Woga8W4lCIJgYMFAkF985I+THpD7pM5mF+6eMuZsWkxFlSss24yWkqWFvDbNO+TMesJgiTzphCkBu3kHpuoUsWCw17TxEruMkhRqQ73h26ABywiDqs7+oy7QdNY9VEtDWcOp+zIsJrJnZpEyIw3TNAfBfIXuPI3MI3Dk+LHYNToMZly8mP0T6I525EQxFyyNQIMSkITGRfkP8eptG/jx2/0zVtmUArxqbYxbZhyDxq/bEp7XVUpuOhwyVqhesfsEAX8Qi/V0N9RMZxJ//tw7+f3jW3hpzzGaO8f3fluY6eQPn33nmCefGIokO5BS/2/cj9uQdTlbO14btNyreni19SmuK3jvkI8rXVyE2WIiGAihqRr3/OFlvvKzW8a9fyHyRGAnCIJgYPf/6HGqDob3oNLv8XP0hd3MvWwllTWusG47UvJnZrFjoU7QgCfTRpXIJfSKKfF+Or8+TBnRFGCouM6AbzHOGUlA+AI7I3aJPWltr+WssA4gFAjRdLSZpqNnz1jZGs2GRUBStpO2nAx0l2fcj92+38x1G+dQmBXf3YGjKd/6Fr+5qL/boq5LdFnn0qqnUes7jKZP0Sm6B5wb2B3dXxeW7VqSHWHZTjgFAyEq95xgwbq5Zy03Kwp3vnMTd75zE31ePyeaOjnR1MHxpg6ON3ZwoqmDVtfgirU5hVn8/jM3kp0am8neihwlzEyaywl3+aD73mh9nguyr8JpTht0n8ViYu6SYg7tqupf95kD3Hz7hZSU5kW6ycI4icBOEARhAhr7esiwObCZIvc2WnWolvt++EhEtq3rOlY5Pip6MnKdVKyz0zfFD6jHSzFg8BAuipJ4FXY+deoGdoZiwMROyjaFt/DPqG/9mo7+7NQIoHQg/6b1lNV0TOjx1bW9vP/LF7By6fVce8EJzl/0DGZTYPQHDiMUMuELpiBLKg5bz9DraAp+zUGSKYzVnjEiSToZ+lEyALN9LRWePbFuUsxImEg2zzxr2YIV09n6Stmkt61H8Bh5Mg6/fWxQYHemZLuVJTPzWTIz/6zlvR4fJ5o6B0K8dvq8Ab747gtIccR2rL6N2VcMGdgF9QAvNj/Gu4r/Z8jHLV5Vciqw03Wd//zuZb71u/dHtK3C+BnzVSQIgmBAuq6ztbmW3+3bytbmWiQgPymFaSlpTE9JY5oznZKUNNblTyPDNrmrimpI5Rcf+SOhYORO4lV/MGLbDpekFBudl2bSqhtztjEjkw04TlW4yEri/Ww+NRTrJggYMq/D7VAhjG+BE53gIdLWdZtpONoY62ZExYKbN7B/gmHdmXbv72b3/kycztspKbKRk6mRk+knO72XnIwOctKayUmrJcXRjiRBnzedn979YY7XqPgDKj6/it8fIhTqT3EVRebSjUm8+9LXmVWwF1WTeX3fjTzcMZ8ttV2YFJl3LVL44PynKEw6Pun2G0GJtpt6JR+v2jz6ygkqqPVgVTJPfb/xisXc9bORJy0YC1/AmBeijmwrB64b9+NSHDaWzipg6ayC8DdqEpakrsZpSqMn5Bp039sdr3Bx7rVkWLIH3dc/jt3p7rRvv3yYY4fqKV1UFMHWCuMlAjtBEIRR6LrO5sZqfrfvbXa1nu6qowON7l4a3b1saz7dfWBpVh4PXPVebKbB07SP1SO/eprynZE9GPa7wzfrYCTMWF5E7XwzJ0RYNyGJ12n0NCPNKhounqDxA3QhNlr08XeZHIlmwAo7SdNRp0h1XfaCYo76whtk9PT4OVB2ZhW6FSgY+LcCm9VEdpYNn1+jrX34CUxUVeOF13t54fWVrF52MW2dGl6Lmf3Z/eFiUNP4z94Q9+27givnJvHhRa+xIH1XWH+WaFOkIPNs6ex1T83ATidEbc8DzEn/5KlluYXpzFtaPOmusd0T6O4dDYe3lKPresIcS5hkE+uzLuH55sG9clRd5fmmR3jf9I8Pum/+smnIioymnv5Q+M9vX+L7fx26Ik+IjUQ+nhcEQRiT4aoNdF3n5dpK3vH0PXzwxYfOCutGsr+9mS+99dyEqhiaq1v5xUf+yF1fv2/cjx0vj8uYQVjxvFyc75vDK/MDVISzrGSKSegKuwQ7etEBb3DqVtgZqd5LD9MEP+FisivUe8I3QywYs8JuXbeZ5mNNsW5GxMlmE6a18/D7o/t69/lD1DX00dY+9gBl575uqmt7scwfPDaXqus8c7SPdz68mo++9BWaPCVhbG30JetTe4bMmp77UbWzhx3ZdNWSSW+3q70PxWS8ISw6m1201LTFuhlhtT7rEmSG/l3v6NxMi2/wOYw9ycqchWdXC+568xiHdldHoonCBIkKO0EQpqTegJ9nqo/yUMUh9rQ2YFFM2BQTNtPAV8WEVw1R2+ua0PafqjrK3PRsPr103ZjWb2/s5L4fPMpzf385ot1gz9Td2g25E++6K1lkkgqSseY5sGRbkdLMYFHAp6K7VbS+EKHeAKGeAAFXAH+XD22EqoK8kkzU8zJ5Q+4CwnuCOhVJxjsnn5TcwnRy8lPpaO3l4M7qWDcnrKxOS6ybIAww2ssma3Yqx+kM6zbDNet4uEiaTuiZ+J7tdazmffBi9tWPf1bYWEnJdrC3s2XEdbZU9/Du1hv5zRW7WZm1OUotCz8ZCxoTHwcwngW0Thrdz1KccuOpZRuvXMzffvLspAJ+TdPJmpFLS4XxurqXvV1OXklOrJsRNqnmdJamrWGva+ug+3R0nm16iP+Z8blB9y1aNYPyA/VnLfv3r1/kp3ffnjAViPFOBHaCIEwZmq6zrbmWhysO8VzNMbyh013Q/GoIvxqiO4zHaj/f8yazUzO5sqR02HVcbd088JMnePKPzxPwRbdLXJ/LzfRlKTQ09Q8grQOWVAuO/CQsuXbMmTZIM6ElK4QcEj6zhkdR6dUDdIX89AZPXo31D/wbiQWwYJYVkk1m7IoZu2TChoJVV0jCRGVrH63dLow1Z2T8ko11Tj4hWXlO8ooy6Gjpoamuk5aG+DnRHQ+L0xrrJsSUoSq+jNQWwD7NHvZtms3GKlFd32WmriLxuyPOuHgx++PsPSxndTYVXaOHLR0eH//zxGK+eeE03jPrnii0LLyS9AaWJS1hr7sSnalZ7VzdfTdFye84FdJk5aaycMX0SVdbpeZnGCawc6TYKSzNp6g0n5TMlFg3J+w2Zl8+ZGAHsM+1nZAWxCSfPVzPolUzeOQfb5617NCuKva+XcmK88+ePViIDRHYCYKQ8Op6u3mk8hCPVB6iri+6lVt3vvkMxSmpLMzMBfpPTLv8Xtrcfbz9q1d49DfP4HPHbvbTmtf3MuOKBbR8cDrlAdcZA997B/4N0Bg9kxuDoKbSFVDpYvD4eeZUhZXTCiiv6MAT5fAyEcV7YDdtdg5tTS4O7aqOdVMizpwyxQO7WDfgDAbL6wilSYS76EczG+eHlDUIPDN4dsNEk5TtpC0nA92gY3oNxWw3cdAz9okxgprGd15N4WjH5/nqyt9jUeKrWs2p1VNoX0S9d1+smxITvcEKOnzbybKvPbVs01VLJh3YWbLSySrJob26dZItHBuTWSF/Vh5FpfkUzcmnaG5h/+3SfNJz0xK6amxm0lxunfZxnmq8f8gJKIJ6EBNnB3YLV5QgSdKgC2d3//ZFlq+fndC/r3ghAjtBEBJWQFX5/f63+cOBbagxOgvzhoLc9uJDFCU7afW4afe5CQ6M+L3sv5UxDetOqnqhDGVLJWu/fwFb0npOtS/agprKtq46UgtsLEvKQ/PptHd5aGzvQVTdjV88d4lNy0iitdGFzxNfJ3wTZU4yA8acTS8qDPVcNVRj6LYEwh7YdYW8o68UJes7FWqPj9zlMt7pQP5N6ykLw6yw0TR9fQFvecY/ruB/93t5o+ozlGYrzEzzUZLayQxnHTNSysmwNmOE83+/lEY3xfSQTI/qozvUjF/tAPbFumkxVdV991mB3fmXL+LPP3xqUt3ojx5uAquT0uvmYAn6KH/jIEHv5N/UsoszKSot6A/lSgsomltAUWk+udOzDTluXjRIksSazAtYkraGF5sf4/W2Z1H108cWIS3IucPcpaTaKSnNpar87Crn8gP1bH/tCGsvXhCNpgsjEIGdIAgJ6UhnK19481nKOqNzRW8kHT4PHb7BV9XTr5qD+487YtCiwdS+AA13vsSKddPo/fR8ynzhHTNpPLoDPrYHBmYms4G9xMz0pDRSFRu6DzpdHupauxEh3sikOP79ZOWlUllmjC400aBM8cBOM1BZm4Gagg7UBXrCvt1atwtJkmP+s8oa+J5O/Oq6BTdvYH+chXVIUKX0TfjhjT0eGnvgdQBSgAXAApw2CzMzbLxvURXXTHsQOYofU71Mo1LLojvUgk9tAxL/uTdebd7N9AWqSLbMACAjO4XFq2ewf/uJSW/7xLH+YN4+fw5zSzJQdI2g20tfq4u2qma83YOPk1PSkwaCuAIKB4K54rkFFMzOw+aY2pXpI7Epdq4vfB9rMy/isYb/UNazF+ivsBvKopUlgwI7gLt/+xJrLpyHnGgzfcUZEdgJgpBQgiGV+3fv5ZkDR8jzWkg351Nt7aWBPsPlO6FF6bFuwiCdW2vRt9Vy0ZfPZ89Cie5g7CsAvaEgR7vPmM3LAnMWZBJs0WjqmPgJRaKTY1MoGRZW29SahEG2m2GIbuJThbECO+O0xZlrpzYQ/mo4v6qyenY+BypiW9l2fqeJmqrYX1SLpOwFxRwdYbIloyo5r4BtveGfRbPHF2BfY4B9jZnk3nARa3JeC/s+htIhL2Cvp5mQnvhjJU5Wdc+9LMr65qnvN121JCyB3Ulet7+/6u4UGfIKSJ9rJyMrmbRUO2sumMtFN6wkPTc1bPudinJs+Xxs1pc53L2Xxxv+019hN4RFq2bw1H3bBi2vKm/mzecPccHVk58xWJg4EdgJgpBQ/vC313jsqT1nLTMBi1Js5E5LxZRt4cWsOnQDhHdNqZrRMkSgvytl/U+2MH1aGknfWctWjFcZUNHTgT3ZxLLsfPYebYrrarKIMVDwMF7SFLuYK9unZvedk3QDdUPVDRR0p81yctZYomF0INDEjPxMqppiMwmCrIHnqSMx2Xe0yGYTprXz8De6Yt2UcevO0on0R79fjU6FVJ22kjLvkSk7mcR4NfQ9QWn6Z7Ao/WHZ+Zcv4g/ffxJNjeybY2+3l95uLzXA/j21PHT3VjZdtZgLr1nGvKXFYiy1SViYupy5KYvRGPpvuGhlybCPvef3L7Ph8oVTtpuxEYjAThCEhPH08/sHhXUn9fb66D3cX8GS+S477RE6CRqPE/5u5mc6CHQYcxBqb60L70eeZ9Mti6m6Lps6X2+sm3QWrxpie18dsxdkki0l0dLipr69W4R3A+J5DLuGmg4Uk4waMlB6EknWqX0gPJnxkcLPOG0x5ZtHX2mC/KpKe1Ify+blIclSfwW6DEg6SXUKoYBGKKQRDKr4AyH8gRBef5D8bCdmp5nDPW24QxOfHCgdhbbq8FdwGcm8D17Mvvr4mhUWIH9eJns72iO+H78W+UrqZx+4jJcft3Lpn48gT63C7QlTdS91vQ8zK+0jAKSmJ7Fs7Sz2bKkYtG7h9EwaItTd29XRx5P3bOXJe7aSV5zBRdcs5cJrlzFtVk5E9pfoTPLwsU9GjnPYv2V9VRuvPrWPy25cGcnmCSMQgZ0gCBGh6TpVPZ1UuDqYm5bFjNSMiO7vUFkDv/rjS2NaN0O30S7FPrDTdJ2sa0ppvHtfrJsyoqb7DzJ76cXUGfQYqbKng0o6wAaFc53kBJMpO5EgJ4K6zmIpFQUJ0NHojxN0QJP007c5efvkOjo2ZNKykgn6QwT8QYKB+OmW1dXWy4Ll0ynbWxPrpkSHRWYqF38Yq0tsrFtwmjdZhwhez2n3eWg/dwc6ZB+xoA4TovbW9r+3WkwKC6fnEbTrHOpqJTjOX5xNS+wLKzMuXsz+hvgL6wDkUge0hX/sxHO1eCJ7XPjsA5fxmzv7u1yn/+ByVn33WUNMeBEPanruY0bqbchS/0WDTVcuHjKwM1tMXPWeNTz3YGTHY26u6+SVJ/eSnZ9GYUkWijLFyvCjYNGqGcOGr/f+4RUuvGYpZouIjmJB/NYFQQirvqCfhysO8c+y3dT0ugCQJYlrZ8zjU0vWMjc9O+z7bG3v5Vs/eJzQGKtxnKqlv5LACFZkw92xbsTIsq+Yw5u5biMVngyrwd2D7tCRJTBU0c4EzCeFnP1u6soqx/1YCSgbYrnFasJiNWO2KJgtJsxmBZPZhGKS+/8pMrIsI8kSktQ/45iODnr/2F66pqNqOpqq4U2TCNoHuhCqGrqq9//TdPSQfup7VA3t5DJNRw8NrBvS0FUNLdS/PT3Y/xVVR1N1XB2nKzot6VacH5uFvKuH1pfrJ/w7NSrNLInAziAi3e1rPGJxYSlVtqKOYabwQEjl8PH+8cDSbRZmTc+iRwlwuKt9TOPF2nSJidfnGVtStpO2nAx0lzGr50eSmpfMvvbojG34j72ZvHumFYsS/rFyn33wdFgH8NY9VZhsV7PoU1swO7vDvr9E41NbaHa/REHy1QBccPVSLDYzR/fXcnR/HcePNKKGNKorWnjHBzcARCy0y8lP45aPX8Sl71ghAqMIuv0r13Dzxy5CUzU0TUNTdba+Wsa/f/0iLQ1dvPDILq5979rRNySEnXjWC4IQFnW9Lv51ZA8PHjtAb/Ds6do1XefJE0d48sQRHr76fazKLQrbfv3+IN/8/mN0drnH/JikoAki19NoXNqyjZIcDs2cZqf2tmJCBusOO5JGTy9r5xeztyw+B5fOxMKqRguVb5ygLsxBRsAfIuAPTzKU/O357PSN53cscbrf3ejK0ZnjmEVhp4UDqT10+JvIWZdE4QE7vtbYV8iGkzq1e8SiGmjgOI8nMPpKUSArUOuNfrCQJtvoHWdZn9sX4EB5/6zO05wOiovSaVTdVPW4hg3vLBoJGdjpQP5N6ymLt1lhB2SuzKS8MzozdDd2e3jg+K18oPQfYd3usw9exm8+N3gyk9f/XsXOh2Zx8aezmfHezSj2xPocCbeq7rvJT7oKSZKwOSxcdO0yLrp2GQB+X5DKsgaO7q+jqryJT33renRN5/mHd4Zt/zn5adz88Yu4TAR1UZGUYiMpxXbWsqKZ2bz1wiGOH2nk/j+/xmU3rsRqM8gJ1BQi6UaaDksQhLii6zo7Wur5x+FdvFRXOaYqiQUZOTx13W0oYZgiXNd1fvDzZ3jptaFqiYZXemkRL6WfXaVj0WUCUvRPGmVJYt3DLlqfPRb1fY9F1t+vZKsUnycei9JyCbZrVDe7or5vRYeF9kySdBPHtR5ag8OfGKQpFmaZU3H6TfjbfaSjcOSF8T2nY0H+7hwOeyI/ztG5lttzCPykEi0OZ14cTvYnFrG9O7FnyxzJzMx0TnQYoPugrlOwQzXEmHpZpansXhr9wG6hkk3TVldYtlWUnUpmbjLHvS5avGdfVFvqsdD1k9fDsh8jmX/zBvZ3x3529YmwJplpX2XBHYheaC1LEgWpdkrSTZSkBpie2kWJs5mSlOPk24+jjHO68+ceuoxf/+/o76VpuU4u/lwKxe94HdkyhcubR7E2/24ybCvGtK6mafz6W4/y0qO7J7XP7PxUbvnYRVx240oR1BnAkX21fP69fwLgjq9cw40f2hDjFk094lUgCMK4+dUQT1cd5R+Hd3G4c3wnmWWdrTxbXc51M+dPuh0PPLpz3GEdQLDWjzlNIjgwKr+kw5pdaXSsgCNK56TbNR6artN46zQsr5xAC1PlU7gUfnoNr8dpWAdwyNUCJli5pJC2eg8tnX3j3oYJiZXWbBxBBV0GVdLRZB0VCEkaqqQT0DVCukYAjRxs2F1QX9lOa19/9ZkMLM1LJbPYSW+yhkv3k6fbMfVodDb20tLSQwNuGgb2meq0o5gV1KCxA6k+PTb1MXu9rZR8dRrFL3hp3xrdKsrMnBQcyWdcgT41IJLef1OHkyVFuq7T2daDu3f0k/eQsQttI041yLXjFMWKpo29WjuSkqcnAdEP7BwD5ecF2U7k2SZa9D7m9WZy8HDTuLdV39ZNfVv/z7C0KAt7uoWynnZ6ggEsxn57m5Ds+UUcjeMLCcXr86npG//feTI0Xafe5aHeBW8BYAdmADMwK5czNzuJDy6p4sriRzHJI/9uxxrWAbhaenj0az2k/nI5K96Rzcxra0lZeEiMcXeO6u7/jDmwk2WZ//1/N6FrOi8/PvQEcCPJzk/l5jsu4rKbVmIRQZ1hzF82jSveuYoXHtnFA397nSvfvRp7UnRmeBb6iQo7QRDGrN3r5t7yffzn6D7avRM7qZmWksazN3yQZPPk3uy37zrBV7/7yIQrIUqX5tM4y0+93MfCQCYNTzaRlGRFvcJBuRL9So+LOpzUf/mVqO93OCmLcqn40mx6Q8boHjZZJklmZXohBw+1DDuY+pmKLMmUBlKoP9xGT0/0u80sK87i2ObBAzwbSdM383EFfDHbvyJJbAzl0vaHY1Grtpu3tJij++vG9ZiM7BSycp1Y7RYC/iCdbb20NZ0dxCR9agEHu6JfrWgURWlO6l2RH+R+NMWWZIJvGKDSD5j+3mI2h8b3XAuHdVIRFlVhi1RHaKDqvERJo2dreIJMkyIzZ3o2GSGN4z98nqA7PqvRzqUDJbdfQUVddC/6hYskS2iXpNLSZ4zA+lzT0pL45Oo6bih5YMj7n3/4Mn712clVKefNzGT5TSlMv/oo9ulVk9pW4pC5sOhZHOaxD2Wjqhq/+vrDvPLk3jGtn5WXys13XMjl71wlgjqD6u5y89GrfkFft5cPfu5ybvnYRbFu0pQiAjtBEEZV1tnKP8t288TxMgLaxE+MTZLMw9fcyrLs/Em1p66+k4/f+R/6wnSgL8vSqeAvOdlK8AoHx+TonrSZZYXlf26ga3v0T9AGkSXM/7mcMl98nniMZHl6AUcPtQ05IcXJajpTU4jj5dEZdHs4xQXptG85MZax22NCUiTKvpAW62YAUOJIw/H96v4JLiJs1vwCjh+Z/PhONoeF3MJ0Upx2NF3n+CobR/qMERTFQr4zhaae2I+TOd+WTtdrxuianP4/eezri8E4nDpDjjt3Xks+FTXhDZXtFjPznMlIBxupfWZfVF7DkVL6jvM45DPOWIzjNXN9IW/rxnjuj+TP11RzQcFzZy0LR1h3rhnL81l6o0Lx9dswpcT+vSmWSpy3sSDzy+N6jKpqHN5djc8bwO8NDnwN4Bu4fXL59Dm5IqiLE88+sJ3fffdxkp02/vnSl0l22mPdpClDBHaCIAzrcEcL/7fjNbY214Zle9NT0njjXXdMahtuj5+P3/kfaiN4FdvptOG5zMpx+XQVjKLDijedBAMhbA4LVpsJfa6FzUnhG5x50yt+mu47ELbtTVTRzy7ltYzEnUVtRUYBZQfbOPnpV2BJYl7ASUNZG93dxhmEep4zmdpxVnNFi6Mwmd23Gmfg4U1bbbS9GfmuXEUzsqmvagv7dpVbZ1Khj7/LdqLISU6i1QCVPStt2TS8Fp0B90fj/0AyzT7jPCfOkwup2Ba5QCc9ycZssw3v1uM0bi437MWKoViddsxXr6EzDmeFhf6MNuXqXCq7jH+RLjvJxhPvvJd0a/9z8YVHLuNXn20jUqezH31SJmXh4YhsO16YpCQumvYKZjk51k0RYkhVNe685Y9UHGrgvR+/iNv+9/JYN2nKEHG2IAhDqu/r5oMvPTzhrq9DqevrxhcKYTNN7K2nvaOX//vZMxEN6wB6enykviwx49JUqgZCu3W+AupaBk7kuvoPyufnF0FSGPe7o370lUbxvi9lccOHO2isTmPLszKP/L4dXR/7qU/u9fPYnNkzMBZXYtrT2cimOdPRaoJYmlWOH22hDFesmzWInB3GJ1eY2fPsgHHGXDQtT4MxBHYF0zPJzHaioyMhoaMz8H//CZ/e/1XXdTRNR9d0NH3gq6bj6ohMgOIhfse9CoeQZozKJJtujMEEbU4zNQYK6wCCEZ6UqcvtYyc+mJ9J/rrLmRaU6HqpjI6DxrxocaZZN29kX138VsgWL8pmVxyEdQBtbh8X3PNuUu0WnBaFvL8eiVhYByDb/Gh+M5IlOGXHtwvpbvoClaTblsW6KUIMKYrMp759A3fe/Ccev3sL139gPWkZIsSNBhHYCYIwpL8c3BHWsA76Bxeu7uliXkb2uB6n6zrPvniQP/79tbB1gx1Nd7eX1JfhinmFYJPorhx88qT5w3eQmGq20lfZOeGqgoVrk/nOv9ykOvvHwUtbCguWwnUfOo87Nvjxe0dvqzU7ieM356Ma7EQx3Gy6Qu3dNRi9vvzIiRYKC9PpbDDeiaApywYY53lyIt1L7vx0eo6M/Lty93ppqu2M6AneRHhFYBfrJgBg1owR2GWUpgLGGtMwOWSJ2r6aXH00AawvZub1i8ju8tPy9H56a403CVLu4ukcbIzvinR1phXCXzgcMUFNo93to90N6g2zsJ5ow++JzLHhXy83A7MpLM3mPc9tjsg+jK407TMirBMAmLu4mKves5pnH9jBQ3/fzO1fvjrWTZoSRGAnCMKQWj2RORmv7O4YV2DX2OTi5797gd37aiLSnpF0d3vp3t4w7P16IHwnmYVKEhOdc9OWJPGjB5qwmk8Mui8vfzt371nK7ecr9HQOHwroQNJPN3LIZ7wTonCbqaXi1o1fTaDrkF2aY8jATkm3YqTArtrbTf31MmtvmI/v3jrcdafblpOfRnZBGqGgSn1V5LpOTUafFhpy3LCpIqQaI7CTYzPx8SDWQtvoK0WZ1h2bUPlEezcnAPnqeczNSiOlsYeGx/fg64x9F2odsK2dhxqnE00AZBQ52dcW2zFbJ6PGEmTTh9dQ/fs3I7ofs12J6PaNqiDpGmalTW4om8lSVZWOxi5aqttorm6lpboNWZF579duRIpA2aPf6+fAG2Uc2VaBMyuFnOIssoszySrKJC3bGZF9xpMPfe4K3nrhEE/ft5WbPrSBzBxnrJuU8ERgJwjCkNp9kRmLpcI1etWAJxjgpbpKnjpxhBZXH55yY1UanBT0ha9LYIpfYqKH/D9+JA2red+w96el7ufefdOpqZzOicMWDmwJsePFnrMCvGlfWM+rWuKHdQDZfjuxP9Ubm9YYT34xLKfxTl5CusZbejO299vZ2DeN1C1umuu7aG1y0drkinXzhiUrMgFUpnJiZ5QKu3BehJmMgFOH2E3APMhSJZeyY7F9L9J0nSNtXWCG7I+sw/nIfnpOxLYsbN6N53EwjsM6AOeydPQO44zdOhGbs0JccvkiKl48FLF92JKn3ilzmnUpi7P+X8QDqqECuZbqVppr2mipbqO1th01NPiCga7r3PqNd056/7quU3+skZ3P72Pn83s58EYZAd/QV2/MVjPZRRlknwzxCjPJKc489X12USYpGckJHeqlpDn48Beu5NffepT7//wan/r2DbFuUsKbeu8+giCMSVuYu8OedM/RfZR3tTM7NZPZaRnMTs1kZmoGJllhc0MVT5wo4+W643hDpz8sl92SS/fdLUxigtqICPrC16BddHL+LYtpuv/guB537UcymLfk9VHXs5hqmDOvhjnz4Ip3go6EqhXQ3ZVHQ00qPwzpMDXyOuw98XEgNackm4bXjsW6GUPSkozRdXAoPjXES7ZGrrWn0tHaE+vmjMrusDBlB0caYJTATgsY40Om0xSdoR/GwoqJQLlBSg8HtPV4sN28Evtdb+ON0Wvc6rTTYLWBNz4nmgCwp1rY1238mWFHJUnsWJfK7COZdNRF5kDGmmS8i1SRZFPyWZn7GxTZOultTTSQG82/vnU/RaUFXPDudeN+rKfXy77XDrHzub3semEfzdVjC/+D/iCNx1toPD78BQybw0pWUQZrrlrBh/7vFuxJxquYnqzLblrJ8w/v5PmHd/Kuj2witzA91k1KaCKwEwRhkKdOHKGu1xWRbXf4PDxfMziEsCkmfOrQFWv7+lpY8/4Cmv/daKgaFJ8nfCcxqq6z7+pU5lYW4to1fDfcM+VfM4PZd5qRJjBDhISOSW4gM7OBzEz4L1t5resqPrUjHb9mpN9y+AU7jXXyORxH0BghxlCCdslIc04MJklsO8/PjMN2+lzGrh6xOqI3NphRaQbpphzwxv5JrQN1PuMEzeuChRzoNMbMuWeq6+xhzh0bCP3qFYJRGtv2TPE+0QRA4dp8qnqM97ediF5ZJ3DrYuSfbUaLQBd7q4EvUoWbIjlYlfcHrErWmNZXVZWOhk6aq9vODuVqWmmubqOtrmNCgdxY/OxDvyevJJu5q2ePuJ6u61Qfqj1VRXforaOEgpFpk8/jp/5YE/XHnmHb07v4wl2fZMmmBRHZV6zIssynvv0O/vfdv+feP77C53/wrlg3KaFJuhEHcxEEYdL+eGAb/yzbjUVWMMsyZkXBLCtcOb2U2xetxm4yD/m4LY01fOilhwgapOLhTOuqsmjcZZzusSaTjO36NA4r4esSM83mxHnnNvytI1c4zvnuag6c10uS2crD8x4jSe4Ny/79Ugl37L6EN1sSN7Rb/koSnQYY/2gkDrsF84mOsHa7Dqekb89jl8+g3XXPcEF7Fq3/qIh1M0aUV5LJ2+unVvXGmUyybJgKu+U1STQ1umLahrTpKexfE57388mapWTQs70PVTPuqcKi7Ayaf/QMuhq9NuYunk7jtDxUg4y9OBGyScZ/QQodnvitEBzKpdU6x/65Nezb3fD+Gaz+3rNh367xSKzM/R25jgtPLdG0EO31XTEJ5MYiIz+d32//EdlFmWct73O52fPyAXY+t5edL+yjozE2AbskSdzw6Sv58A/fl3DVdn/8vyd55r/b+MvTd1I0Y3wTCgpjJyrsBCEBPVp5mJ/uHno2q7LOVu4r38cXV2ziptkLkc/oinWoo4WPvfqYIcM6gGCfscKLUEhDeslD6eXpHJPDcyBQ6+thyS83In3oBfTQ0CcgyTNSObLOS0BVCQQ83NP1Lj6W+c+w7N+qV3NTcR9vtqSEZXtG49Qthg/rAOYUZVJRZtxAzCMbo+vgaA6k95AX60aMwmwzwQSqZBOFWTFOYOfui31X1NQZSUDsAzuTLpNWa6bLwGEdwKG2TlZ85Wqqf/hMVCrwdcAa5xNNAJSsL+Btj3E/YybqlWmw8bxZVG8/HtbtBjw6uj7x0Qv8TQV46vJJmlmPObPFsKMgOC3z6PTupKHvKXyhZnyhZupeLuWejxrnYvm5Opu6+PYNP+Hnr3+XhmNN7HxuHztf2MuRbRURqbYcL13Xefx3z7Hj2T188R+fYvHG+bFuUtjc9tnLePP5g9zz+5f56i/eG+vmJCxRYScICWZvWyPvfuY+QvroH1ILMnL45uqLWF8wndpeFzc9cy/tERq7LhwWvWWnt8mY3dtmlGajz7Gw3d6MT5p8mLEhkEHLJ14Yfn+fWsK+a/p/F1bZxIMLtpBrqpv0fgF29F3PLW/mhGVbRjNXTcf3qPG7MZU6bNQfbop1M4bV+53p1HuN021vOA5NYfrPjXuiATBjWSGvLIiPbtqRkGK10OsPxLoZoOsU7FDRYhxQlbynmDf08LyXT9QMJY3UKjO1za6YtmM8SrPTSKtxUfPwTkLeyL2e5t54Hge9sQ8BJkMHHFdlU+VyxbopEZGjKmT9fg99Yb44N2NZHhnFNuypEtYUsDo1rMkqFmcQc3IAc4oXc4oXJbkPU3IvsqMX7/FSDvxjJjseqzkVHiWlObj+Rw7yLo/szLbhoGvwyA0XUFdm/LEOZy0r4fi+6lg3Y0SSJHHjZ6/mf37wXmyOyY8PaAQvP76HX3ztIf74+GeZMTc/1s1JSCKwE4QE81JtBbe/8ti4HnNJ8SyOuzqojtC4deEy8wkZ1SCz+A3HbrcwfWUOL+TXT3pbF5+wUfeD4Q/oSv+6gZ1F/VfIr8rN5Dv5f5n0PgH80kyOuufRG7LQ5rPy1b3JBBNkXLs03Urqw7GvohlJQV4qXVurDTVe47nqv5FLb9AAIcsoFB1Kf2bsgHbWmmm8NNtAU4JGWbrdTpc39hdinIoFx1uxv2CV/aECdrkjO65YgZKCQzLTqvbRowVOTVAs6bBRn075vmaCIWN/1g7Habcyz2rH9exBOg6GN/i0Ou2Yr15Dpyu+u5EWL8tlpz2+KwRHs6bbTPMv34h1M4ZVuraQa+59OdbNGJGuQ93Dl/DIV40/zmFuSTYtY5w4wggKZufxs1e+Q07x2MYJHI9QUKWuqo2q8iaqjjbTUNPO+z55CbMXFIR9X9BfQfilD/wVZ5qDb//+AxHZx1QnusQKQoKZlpI27se8UhfergORYFdMqAFjdYkditcb4Ohb9cx9Zzrlk+wm+8YsPxd870IafvwW2jmDoeuA3hyAov7vn2vp4OaM5cyz7p3UPgGs+gmWOk70f+OERRdewhWvloChI6SxcUl+pqXZ6TbwRAR5DhuuWDdiBJJFjouwDkCVQJalmFdNjcQ/20JGaf/EO1bZhEVWMCGjSDIyEpIG6BK6pqOFdFRVIxBUCQY1/MEQPn8IbyCINxBCisPXqEkxRptTTRaCxD6wa9Uj34YZbakcqWzBBBRZHWSkOUhOtuL3hTjUYPyT85H0eP3s8PqxXziDOblOGl4+HLZtJ8JEEwD+YhMYu/B40nakBrnsXSspf3h3rJsypGPbGrjS7UBJMl74q6kSTU9fwLa7oPZwfLwf5EyLr8Curbad5LSkSW/H1dFHVXkzJ8qb+gO68mZqj7cOmlBj91vH+PR338Fl71g56X2eS5IkPvWt6/n0O39P+YE65i4pDvs+pjoR2AlCgilKTo11EyLCJCs4Cyz0NBrv4GYoJY0Oyosmd2Cv6jqvFrnJ//tGVvdJ+LJCeB0q3YqfTrWPXfrZ2/9t0xr+MH1v2MdGmWN9hXvOv4H3b0mMAWUz81IMG9jJskT9vth2hxtNUkFyrJswLmaLCb/PuF1OtSSFJs8ExiwzDfyz938rAQ6TBYfZjP2M8M8sKZgGwj9Zl5A0CV0HTe0P/0IhjWBQIxAM4Qv0B4AefzBqEw0okjFmXzQjE+tnickqUxXhruZJmDlefTqt8fiDeFq6IcGGM/MGQlTMz2KOvoCGV8omvb3cxdM52NgdhpbFVnZJKgfajd+9MRzK5idh1Ol8CuZkoSQdiXUzhtT22vk8+Pn4eUOQJKg72hDrZozL0osW4kixj3n9YCBEfVXbGeFcM1XlTXS1943p8QF/iF9+7WHK99dxx9euxWIJbwQ0Y24+19+6jrt/+xI/+PuHw7ptQQR2gpBwkswWMm0OOnzxEWyNVW/Qz9GNCmssRfS+0km3wYM7V3Xfqeq3yWry9dFTmk2Zt6K/tG6YQsM9rg7ezLmcTY4Xw7PjM6x3PsHPVt7Cl3bHV1gzFGumJdZNGNbcGTnUvHw01s0YkTXHDsRHhV12yIokx75qaiS6LTyBlQ64QwHcoQn8bSTAMvBv4CVukZWB8M98qvrPLCuYJRlTf+3fkNV/wZBGIKASCIbwjqH6T5aNEdid8PdwwZICyg/ErqIkqzSN43pkuyoulnM5Foqfk/HJ8AaCVCzIZo4+n4ZXJx6OJMpEEwCOxanQbuzjp3DJ80kYteZq9vrxT+ylhWRkU2S7qus6vP1Hc0T3EW4Wm4V4m7hp3XWrh72vq733VDBXPfC17kTboKq5iXjm/u1UljXyjd/cSnZeeAs83v/pS7n96l9ycGcVi1fPCOu2pzoR2AlCAipOSU24wA4gqKls8dVj3iiz2lJE76td9DQY82TcYg/v22u9yw9jGJ/28faZbJoW1l2fclPOgzQtuJVflsX3QLl+p3EP7Ey9xh5fD8CcZcWogZ1TNbOkx0l6A/Qd6aK5qhmjjw6nWY3RJfRcAU0l4FdxTeQ3OFz1n2kg/FNMWAeq/5yKlcZ9xpjAZL+zm9xUO93dsanAtRWPveJiokzxnzmNizcQpHJRDouKM5Ayk+l0KGR4NSp/8fyYtzHvxrUcTICwLindxt6uqVFdB5DqChk2sCs8b2yVUb6GYppen0f5SxLV+9p4529sZF+wNWLt6tq+mur9zRHbfiT4vQFmLJmOq9UYnyNjsfa6obum3nHNL6k7EdlnbfmBOj77rt/ztV++lyVrZoZtu0kpNm7/ytXc/ZsX+el/7kAy6lTIcUgEdoKQgIqTU9nXZtwZJicrqGm87avHvEFmnVxMzX+N14Uw3IFdYZqVnjGcQ0by2quExqemP0ij533cX23Ujiaj67IZM2xKddo5sasm1s0YlZxuzArFZe40gn+qpkNrpSPWjRmHkInIvnANYKTqv3mpxulq71IDzF6RTfdrsQns1HQpolm4XTJTWZXgg5cNweMPssMGuHs5OUzh2k9dQsUfXhn1sVannQarFbzxfxE0b20ux13xMSZZOCgtxrygC5CxonzI5boGfUcWUfdaMWXPe6g70gqcnsTs3o/4uf47lzPj/S+OafiTst9fRU+DRGqRTua8HrIv3jLs49TeZN74aTIwtjDRSI5ur2Du6tmU76yMdVNGNXv5jCEnm+jr8UY8rDvJ1dHH1z58Fx/+wpXc9KENYQvXLrxmKc8/tJM9WypYuaE0LNsUwBj9EARBCKv8pPGX2sejoKaxOVRH3pKMWDdlEJM9fIFWlsNGi2qMAFbCz/8teJQL84xbpTaaLtmYNVczc9PQ1ThIblKMea1vX5KLmZeH72pxtIRM8ftaCgeLbKzwf5evjfnLC2Oy725LZC8mLJFyCIShW1Ui2BbyMut/No663qybN8b9rLAAJotCmT/+qwTHw1NjzJ83f1YWluzB3dK1oMIrH7+Cv1+v8sKvqgfCurPpus4T361jz/evRguO/N7payzkpd/UsPXBKp7/ZTX33tHJjm9ejeof3Esi6Ernqf9ZE3fVdWdqqWnDnmKLdTNGte66VUMub6iJ7sUUTdX4+0+f5Uef/y8ed3h6d0iSxCe/eT33/uEVdH1qH9uEkwjsBCHBtHvdPFIZvlnR4oFvpQHH27BM/u11XnYqF5WmYUlrozNgnCuest7N31c8zi9W9mKV4+8DOVuNfLezieiqNGrnnbOpScY9dHh+UReFpcap2BqLYBy+hsLJLBkrsAPY4+hi4fwCliwqYumiYhYtKKR0di7FhemkpdrDPrEP9Fch1gUi26XL0mXc124s7LZplLx7+LGkcpckxkQTANPXF9DlNebFqojQdNoqjTlW4+zznYOW6Trs/fEVHHyldkzb2PzvKsp+f8WI6xy7b+mgGdLfvr+Kp99/Pv7m/P79auAun8cT719C1V5jXBieKFdrN7OWlsS6GaNad/0wgV11bKqf33z+IPf9cfRq47GaPieXBSumszUMk/0I/Yx5mVwQhAnRdZ2vbnk+IcevG8n+vhbWr8miYYeBuvpMcJg3kySxujgT1dxLtaeGzglMHhkNst7BjTkPcN2VBTzcdAHf2e8gqMXHeBUpPrPhxrUpKcqg9c3jsW7GmASsDDvxSawFZZ3qK22Yj8W6JWMXkOOgqjKClGEmo4ilbi1Inz9AzYmhP1Mkqb8Le0qKDYfNgsVqQpFlQCcU0vD5g3g8AXp6vbg9p6vmzGYFu82CzWrCajVhNpswmRRMioTJouDpAEk7+U8a+KqD1n9ijaqDCrqmo6sD/3TwZcuENB2kM6b2kE63lYEpPypqjfbOF1uqpnMwx8aCKxZT98LBs+7TAet5iTHRhA7U2bxg/CFSw6ZQM+MLU9VQuAW9OhV/v4K+NoXeFp2eliBdTW7a66rGtZ22iuE/O0K9Kbz9n6EDuBN7mnjk/bPIn7uUim1tuF0eIDHGNmxvNPbrNaswg9nLh56QIVaBHUBHmMf/e98nL+FHd97H2ovnG2ZiqXgmAjtBSCAPVBzg5br4OOkPt86FoO/AMKd+6qjDfOnkJzvIS7HjtCmYTBo+3UdLoIvjwUoITmy/0a5VMemN3JL3X27Kn8Z99Rv5/gEbumH+CkOzeIzXvnRFiZvD5dx6C5c4iui2B6g39dGMxzgvPKDN7Kcg1o0YBx9Tu4uirBvzYN6R54ATQ9+n69Dd46V7DAOLWiwKZpOC1xckGFQJBr30DHch5uAwy0cwf1Ehe6vi5d3DeAIhlWNzMyhxzaJl++njp0SZaALg0o+Z0WceQvYWUl1vY0d5gIBBL7qES4FXwpj1dbDtofEFc8PpqBv+/af20fV4+4av1sspzmHf8xOfOdmIFJOMyWTsaGPddauGHS+uPobji3a1hbc6wJFk5bIbV7L5uQNceM2ysG57KjL2s1oQhDGr6eni/21/NdbNiJmjfe1s3JRH7WZjjL8RHGJcKkWCC2Zn0KP10uLrwq910wA0hKmXyrLUTL5a8FR4NjZOFr2WDxXey3uLZvLPmvP56WELhkpxzqB1GysgsVgUanYbf7IJAGd2Mvu21J7qZmMF5tnMZOU7cWTZ0FMleh0hjlu6aZOiM3C/XVW4dE8KgTwz1Vk+Sk+YqYyb+BN8eoKfOY/GoAWG7dbwjCcXCKgEApF7z+kyT/HnTxh4/EHMl82HgcDO6rRTb4mviSZsyRKrr7eSMqcHb20KB15U6WgIsfRiG13TtqOFNDA3kTwDrphpIUOeQW9XBgcqZSobAxj183qinJ1BwwZ24dJe24OuM6iLvhYw8ebfh+/KbXVYqDo4tq638WTh+rkc2GzsEHK47rAQ2wq7zjAHdgAbr1zMH7//JBuvWIxiMt7QF/FEBHaCkABCmsadm5/BE5pgWVaCaJjpR99sjMNOnzL4JOqC2Rkc6humZGOSPlDo5GNZf8ckxTaMsuon+Pi0E3xwWil/qVrLb4+aMcZf5DRPl7HG8Vk4PYfycgN15x5B/uJCms+p5vH6gtRVdcAZRQOZNjOLLyri1aT6sPz501ULXcoQAYquc+muZCrf6N+5DBh/jrizebWpHbhk1smsa0s7a9mQY1Xr+tnPpSHW0XUGP9/Gsq0h9qmpxpxN+kzTpmVyuKNj8Bm7MG6HO13k5zrxtPQw6+aN7KvrinWTxkBn0UY70y5w0+44Rq/uoxdgNkybLbGKEvrkdtza2al4UA/QopaDE2avgJVrsqg6Mo8d5cZ/zo+V1GKccX8jxdvnQ3U7MSWf7s6o61Dxr0vpbBz+ImDpylkcfNPYwdZ4zVpWYviwzp5sY+lFi4a8T9f1qE86caau9vAHdpIkcf371/HGswe4+PrlYd/+VCICO0FIAH85uJ09bY2xbkbMnXB3ccGl+VS/HPuBc72ms4OzTTOyOdRXEdZ9lCSlsShZ4dLUY6x1PBzWbU+WnWN8bsYxbp+xgN9WruZvFSaMEtx53ZEOtodKDYa2eE4eR18sM8hvZnSdwbGFS15fkOPP1XNhaTYnlviolSZ3MLjmJRlLXjp7FvqY25lE3xMNaKqGpEhUuqonte1Yc4cS5yR5IoKdQariZMIVo7HnOaAlshNVTBUhVaPgxpX0vn3C8BNNZBeZWHa9TKi4mi6thUYYFEzr6LRQNaYK1u5QO3mlO1mhrmZPZXy9H01LdlJsTqEu2Ett3+nXgrs6MbozjybQnItpdv/PrQUV9v7oCjb/e/gutxabmZqy+mg1LyqSUx10Nhk/YF91xVIs1qEnyets68Xnid1rr6/Hh98XxGoL7yR+xTNzOLizikAghMUiYqeJEr85QYhzh9qb+dXeLbFuhmGcKPSgKKCrICsSSel2fO4AQW90q1jyumxk2goBMM3ROOQvn/Q2k01Wbsk3schey0LrXlIU16S3GWlJlPG12WV8atYSfn5sBfeciP3HTtYMJx0dk7/67kzVmbtAZ/qsILmFfaRkdGFOakWVG3n2rneyb/fIMdz8WbmceKU8bsK6rGkZ1NSP7ySo6lgbliqFi+fkYso30+r0U6Z0EJDG1w/SkmGj8sUTpL0s0aQl0KyqsoRXndoVdnrQoH1iDc7ptLOvLdE7/UVXa4aVNINONGGywKpr7aQvb6dZrqANPazdyQO6n+n5GnvioEQ5yWRmvpKBkqTQ3tTLvo4GAObmpJKZnUydv5e241PjteFtzsBaaMdXO50tP53G4ddHHh9v7urZCVddVzSvkKPbw3tBPBLWXTf8jNSx7A57kqujj9zC9LBv9+LrlrN3SwXnXTQ/7NueKmJ/5iQIwoT5QkE+t/kZQvoUPuHRId+aQr7ZiV0z4fOodF6q0Ov30+cPAEEcZguLUgvQanzUHWiNSkBS/lo9BUudKJeFOBxoHLpb1jh9uEjnfWn/nvyGYsApHeD/zT3AHbM2cdFLs1GJ3UDzvryxryvLGrPmyswqDVE4zUN6Tg92Zzu6uZGgfvYBlg4EBm5cckMj+3YXDrvd2dOzqX+jAl2Nn9du1txcaivHP0ZkMKhyvKwFyvq/n2ZSmLmkgB0zO3BJY5vFT8voP1zREimsAyxpo85Ok/DUQPy8BoxkWmk2DW2xryZPFCtXWpi+uoKyu3Jj3ZSzzFpupfSyAN3px/BofUTyL97nVjDsFOAn6bDUkcP+ow2D7qpv7aa+tb86suTzlzKtN0j7cwdxVSZuePfwZ4J4ekoGvqsbdf2mE4n1u1h4/jwObzka62aMSpYl1lw9fLfQ+qrYV5l3tvZEJLCzOSw405PweQPY7OKYZyJEYCcIcezHuzZT2d0R62ZEjVmSmWZNI8uUhBKU6XMHqO/soTPgo5PhxyXzBIPsaG+CJJh5dQ6eZyM7IH1qgY28d9nZTzV6IDwBQ6Hdybuc94ZlW7FUZNrMkxfZuOa1YmLVRbbM1kXSOctycqF0gUbxDD/Z+b0kp3ei2FsI0oh+zpS9J0O5kViztuFMvYme7sE/4/SiDDp2VqMGjTX5xUh0oKHbHZZtBUMq5XsaKalyYLogl13m0U8gPKlh2bXhWNNssW5CzKmiwm7cFEXmmNsV62YkhLmlFpZc2EYz5bRpMPeCfBpiXGXmzFRY9Q4Tyux62rT6/pAuCi+TbqMN+3bO6BJznZnY3fKQYd25qju6qQa4ZBZzbllJRpuH5qf30dfgikxbY8Qzhpmqz6SG4ue4YzQ5xZkc3xeeGXcjbeH580jNcg57vxEq7DrbI/cGMG9pMbWVrUyfY6wLIvFCBHaCEKc211fxryO7Y92MiFKQWJKUj9VvoqvXS31XD/VaL/VMfDysapeLbCIYFck63lt62BcK72y1rT43D3S/m/el3YsixXeV0Xzbi/xt7U3cvi0jJvv3mDx84ctuUtPbsSS1oZkaCOlnjwOlDvybKFV3845bPNz9l7OjwYK8VDwHG/G742ucoKIF+VSEeRaxri4PPO7hivOLeC2/ccRush2OxJxQx+y0YPiKlggL+qf2zz8RpfPz2NEb+4qMeFZUaGL9lX00KztpPuMKjLWkA0iOenskWWf55Q7yznPRaq2gUw9GfQblFIdxji3mp2XhrvdQkJuKagXdrXHk6MSqwyraXAAo1y9kbmYayQ09NDyxB19neC5CxRN7ip2uFmOP0TgWkixhS7bTWhcfRQvrrht+dliAegMEdl1tkRsPVZIkMnOdBAMhzGIsu3ETvzFBiEMNfU8TUB/ApizCp8bLCFhjV2xLpZg0TjR2UVYf3pMSTddJTrPido2tK954FS1LoyI0/OxcExXUVf5Qo/JG1+18u/h1ppmPhX0f0XRJ+qN8a/GtfP+gPar7Tbfq/Hj9flT9ADC2armJmr5kK4XFl9Iw0EslOzMZ/XgHbtf4rogbQVJxOhyLTGeso1vqWVGQRtc6iXJ56IGja61eis0KoTiqShwLxWlmygd2gcT6m0aDyyJ+ZxOVniZzyXVB2h17aNIHv/balGpsyYvx9UUnvCoqtbDoGg13biW9ateQE0hES9H0VtiXFpudn2FeaiZtlS68gRAdPZ6wbVfVdMrausAClveuYF56KtbjbdQ+sZdQDAf8j5Ykp4OejvDPBhoLc1fP4uj2OBhwccC660cO7AxRYRfmi7LnSnba0TRRUT8RIrAThBgKan20eTbT7H4Zb6gRuykfu6kAmylv4HY+NlM+FjkdSZIIaR4Od/yQhr7HAfjBugy+8Nbw42TFE7tsZok9D7crSEV9B62E7yDtXI50W8QCu9RFkR2f4VBPJx84soJPTFvJe1L/ixzHee2Hih6kxnMrdx83YZZ1Mi2QboX0ga9pZg2nRSPFpJFiVkk2qSSZQlhlld+VZ7KrY3w/fL4D/t/aHQS1yU8AMhYBGvnwV1/mv7+9lPYmO7aWPjpa4+9gWZIlqppdEd1HU6ML0xMyly3MR0434UlRabV4qZZ68EsqLlOA0o+U4P9XLQFf4lTbKcniMExU2I3PtGmZHG7vACmO3/xjwGGXuOxacGfup0XzDhuKhfQgSy62sePJyF1YsSVLrL7ehmNhEy1U0QyTK+kOk1a1gpl56zjRHLvXZKkzg/YTPXgDkW1DIKRyoK0TnAq5n74AfvpSRPdnBDOWTOPQW8Yf720sZDl24yCPV/HcAopKC4a9PxRUaR7nhF6R0BXBLrEnxdPfzUjEkaIgRFlAddHieY0W98u0e99GO2N8rO7AoSEfI0s27KZ8VM2LTz3d1dJueoWPL3oPfz4Up+Mg6TA/KZvUoJ0j9W3sC4a3G+lwbE5rxLbtyfZChPMEvxbi19XwRurH+GbxyxSajkd2hxEiEeQ7pf/hO6Uy0jh/aRvWWNnScxUf35aJZwxVprNT4Ssr3yCohb/6cSQBGrnlf59hz73X8fo9Q1ePGd305cWUdUY+aAyFNI7tP7uKL1+CWZcX8Yqznh3OTpZ/uAj7vxvwxlmX4uHISeIwzOcTgd14OHId0Bq5rkuJxqToXHaVBYoP0al2j6mbadYiNzwZ7hNLnYUbHEy/wE1Hcjm9mm8Sg3tEho7O+qV+TjQrMdn/bGc6ruo+vP7oXpRp6XZTkObA74rcheJYm76wKGHCOuh/rsaL0brDNtd3ooZiX3nWGcEusWfSdR1JXHAaF3GkKAgR1OHdgU9tIaR5CGm9tHu30enbiT7OS6ma7sMdHHpg1ZU5+4HzwtDa6MkwO5hrzqK5tY8TDS7AFdX9WzIiE9jJJjihRm8Grr3dHby/bw2fmbaCG50PxWXBhTTB0eIk/GxwPs7eK4r5ZcXF/KXCPOy6y7LgU0teJKhFJxA+V1DvYMn77iVn+lU8+AONWE22MVFKZhJEIbAbiq5D5Qv1XH5xES9m1LM32cXF756O918VMWlPuEmOKX4YpoM/yifn8S7kSoywOvJ0LrzIinPeMbrU1nF9zPQ6a4HphOO9OqvIzPLrJULF1XRpLf1dXmN/bj4st/UoNvNColnILANrMgo4UdmO2xeb53fmkmIaN0en+j7aJFkiFOGKxWiT4ug4Kh66w0J0KuxO8rr92JMiVzyRaKb4kaIgRIamBznS8VNqev8b8X3V95VGfB/hcHICCdktc6S6lT16ZMbDGot9WgezZqbResIVtm3KZolZn3JyQAvfNsfCqwb5aRW8nv4xvlH4LLmmuqjuP9bMeh1fmf1vbpuxnldaSzjQZWVbm0y9p/9gbkO+zm3znyaoxba6TSdI7vlP8tl7zufvn8jAY7TSimGYbSYqDTCoc/mr9VyxoYgX8upJajbw2e446bb4OemIBIskizFtxikeL8xE2+rVVopX1dCm1tI1ga6mvWoXc1bOo2L38LPPj8RkgVXX2Elf0UGLXEEbmqFDujN5NTeXrjLz9NboJHYL07IJtQU4eKgxKvsbTvN5xWRsmoUNGbOmYwppSL4QuP20vlJGj0FClYlYsK6Uw1sSK4zU46fAjhmLp414f0ONMZ5bkR7D7iRJkuhxeURgNw4isBOEMPOrnext/Tydvl1R2d+TJ9Kisp+JmmZNpUiKzAQSE+UOBGmZZSXFZaevc/Lj1FiTTOR93MqBYHS7W55pR1cH7+vdxOeme7k2+dEpd1KXr7zN+/Pfhvz+7zXJSbs2n/3+CkJa9K4ajkbP2MIn/zuDJ767jIpdxr/iXbJiOvubYj+2CsDRt+q5fHUBroMNsW5K2OjWqT2eS5JuBiIznmjCSjND9Aq548q8eRYWX9BKs36MtkmOCTdrU5CK3TrjqbKbtcxK6eUButOP4dH6iN1lyclJy60D8iK6jzx7MtNI5nBZbCrfz9XW46FtqLGTTZB+0xKmHWql/sWhh60xOs0A3S3DL34Su5fu3sw7PnPVsPcbpsKuow9V1VCUyB+XpKQ5qK9qo2hGdsT3lQim9pGiIIRZj/8oWxpujlpYZ5azcBvwnN8hmzkvqZiFgTxajnvYXdlIl8dYM2O29PUhrXOSXpA8qe0kZVrI+ITC0WDsQwR3yM8Pjst8se7jtIUSYzKSiZL1HlrQUXXjhHUn+eUqrv3+66TlGD9VDdiH72ocC+U7G+nOtDPvsvkkZybFujmTplqM/xyIJLu4bjwuDoeFQ23GuPBlJMVFZt79EQ85m7bQrIdnBvXmrF1c+OMGrrxToXD28O+DzkyFiz5s5bIftZPy7m00pe7BY6CLRBPRHqrlvHmRmUDLJiucn16Iv8bL4ePGCOtG0+X2cWhWKnM+efGpmCh+4iJoPCES/lh65NdPo6rDX0EwSmCnqRq9URrH0ZFkpbXRFZV9JQJJ1+OpqFQQjKup73n2t38TTZ9YF4rJMMsFuEOlHOvK4ZU6G+WuqDcBdFiQlIMzYONIQxu+oAGTxCEoksTKzDzc+1101I5vwNX0YhvSzQEaAsaoQDqT02Tj8yU9XJH05JSrtgPokUp429OEkQ+rQ/WX8Kc7HLFuxrAcaXa6shyoqjGvzptNCvNnZNN3op3myvgMMTK+toAtarzW4UzeLC2V0CPdsW5G3Fi4rIhtXeLk+6TMDJmLrg3Sbt+HqkdumtVcqYQXvp5+6ntJ1ll+qYO8dd20Wo8R0hNvHMYkxcnubYuobgnTsZwOqzLzaKvrpb3bHZ5txsDa7Czk9gANLi9pyTasdS1UvrDPsCOq5UzLorXWGIFQOM1bO4ej2+JnLNtvPfh5Nr1r3ZD3vf+CH9FhkImE/vDYZ5k5Lz8q+2qs7aDX5WHukuKo7C+eiUubgjBOmh6kL1hFb6Cc3sAxegLl9ATKCaixG+cpqDVikRtZlAmLMsEXupjPv1UUlX1nmh3MNWfT1NLL8Yb4mwVT1XV2tDchF0ksX1ZM4GAvbVWuUR+XOy+Jvmt6aA8YczCynpCP71ZaeD3r43w571EyTK2xblJUHVNTgdiOiTMac9EbzD3vOsq3GzPcLl5WTHuNcYOwYEjlQEV/hcaci0qx9gU4vrPasCdOQ1FN+kTmXEkYVl3BmM9+Y+qUEy8YmgiHQ+Ly66AvfR8tmi/i12Va9Gqu/oYTPWhCQcGTUUen2tz/CWPca0KT4lZ7WLuukr5XZ9LeM7mLNjNT0khxmzhyKD4q6kbSGAjQVd1/vN/p8oBkZtr/XIazo5vyJ3cY7vMnpzgzIQM7o/2eR/PwL58aMrDzuv2GCesAutp7OTW2TIQVTMvkqTePicBuDERgJwhj1Nj3LMe776IvcBzd4KcYdtNm5qe/lyNdkflIMyGzJCkPyS1RVt3Gbt3YwchYaLrO7rZmpDwobjYT8A59YpRWZCN/fQqVRfX0BI3VzXcor7e3c7DnSh6d9wBWeWqMFdUmLaLdfyTWzRiVTohrvlxN+TsLMeLhZ08cFeBXVPcHi3nnTSffbqVqe9Wg17AO2JIsSLKEr9cYr4WAbMzqxWix6grxW2sTXbm5To61d0zpWSdMis4V15hRCw/RofZEdSKHRseBU7dTpFSmOWZR6zkevQbEgCvUypUX23j0uXw8/vF/HqRarCywZnLwWCMt8fNxMjxdxywrgxbXNrkAyL/tEnK8Po4+thXdIOPGaYnwex9CHB2eAHBkWwWH3y5n4fq5Zy1vqIn9pF5nitbEEycVzcjm8J5qFq4oiep+440Yw04QxiCkuSnr+DG9gXLDh3XQHwR8dGH4x1SbZk1lvXU6mR1JHC5v41B9K1q8fWqOQgec2ae7KcomKDk/nQV3ZJH9RRNNNzWzJ6+CnpDxw7qTOgIetnsvjHUzokLXJcoD0e+WPlFB+16+8OwuPvFXN+tvMjPEuUBMpOencjwOr8o3t/awt6aN0KxMii4uJXvjLFLWTENZnI9/VgZdOUkUr58V62aeEpCMcVIXKxZVHIaOVda0tCkc1ulcfImZq+6opifvbdxqbCtSekPd1HqOMzNp7ugrx7n2UC3vvtLFeMahV4B1GQVYm3UOlDfGXbgylFSblexWidZ9w/dWaGrtYX9vgJT3bGLB+zZhskdmHMCx0oHOFheSSU7AQtD4+4ke+sWTg5YZZfy6k/or7KJn2bpZvPn8wajuMx6JCjtBGIMT3f8koBlvnLKROExvMtP5Xk5M8rjWIZtZbM+jrytAZX0nLUPNopVg0mYmkb3aQnBagBM0c0R19d8RiGmzJuXl7hI2xf8Y/aNqUFbS5zsw+ooGEqAZU1EzKz8Ka29PJ9iyhMOvZPDmQyGCMcoecxbk0xDHA1X3uf0cqxq6O6+Rhu71TeX+sIBJE4HdWEgSVPZNzbH+1qyxUriyina1HpfBXi4BzRiVupHWopZz61VLufsZC6NVgy9Oy8bfFuDAofjveXGm4pQUanxjm0ykvdNNO5B23VpK7QrHH9uGvyd6F3mTclIpuWIFLbJMbUsPzJl26j5ZllBkGVmWTv+T+r9KA7cVWUI6uUySkCUGvkpIp26DxMD3QEZDG+627rMeJ/WvfOox0P9e1j/3cv/3OjoSJyvmdHTt5FLQNA100DUNXe+fFEHTQVNV7CkO8mfm4u310tvVh2qQisaRvP34ThoqmyicfbrLaUO1sYYdiXaFnSRJFM/M4eDOKhavnhHVfccTEdgJwijavM0c6XoBBZDj6OK2TpCPL27my1vyzr2DmY4MPGqAZn/f4GMvHYqsTgrMqUg+iaMNbewLxf+4I2MlAfVL6umiJ6HGlnqzowdfngObnLiBa5c0hyOeylg3Y1KCehfkvMHC98KKW6bxr48tp70++geibd7EPRE1TlwHXt34FduRZBaB3ZjMmp3LXk98XTScrNQUmctv6aZZ2kG7QT+LpSnUUalV2s97L1vDf18a+v58RzLFWhKHy+L3Qs9IDrW2sWp+PuVHxj5JkKvHy74eSLp0BQvTHVQ/uR13W2SqQ3Vg1mVLUWblU17fxd62ocNFTdPRtPC/oEpSHDQ9tzeKF8Rqz/rO6rCQlOrAkWLH6rBitpoxmRVkWQZ0NFUjGFAJ+oP43D48vT76uvoIBcf3u5AkWLB+HhtuXEPR3AI6G7voaOyivaGD9sZOOhq76GjoxDXE31nXdR799f9n77zj2zrr/f8+52jLsi3vPWLHdvZOmqR77wm0tEALBQqXVTZcVrlAgR/Qy4WyobRQSictbelO27RNs/dw4izvPSRbe5zz+8NJmh3LlnSO5PN+vfSyLR2d52NbOnqez/Md/+Fz93/8yH3tGouwS7ZhB3DRtfP4+Tce1w2706Abdjo6p2HvSBdf3PAQvcFZmMS5FFgyKDAbyTXJTLF1UGw6xcxFI2Sa3qLc/gHavIACszOKkF2wd+9ozYQck51SpwNHhhkkCPmjtA246fP76SN1Uj7jyYzyfNrYpbaMuOOPhlnlu4CLMv6jtpSE4BJq2eDvI6qkjyEZFFq543dm/njHNIYHkmczFdbkc/BQTZ50JKKhoj7+6OQ27KRoCu2CqYjoNEJ6+iAnpaHBxNQL9tAd1Vb0yQlMspfvkHkd1y9fxjOr3rtuWSWJ+Y4idjZ1sTMytgi0lEQQ2BEcYkp5Dm1tsZnnXl+Izb4QlmUzmV6QQceLG3G3x6d2WXZlHqUXzaUtEGH3oBea1amJ1jwSZP6V89nxn42qjB/0hQj6QgzGMHdpWFzL7nWxbfLWL5nKzlW72blqNw2La/nYvbdy5ScuPuG4UDDMYNdhM2+QgY5BBjoH8bi8RMIRDMZRC0ZzKbEqGHYWm4mi8hy2rt3PnCXaKVmiJQRFS7khOjoaYt3APr6++R94I6eONLmgII/lWY9jELU7SXEHL+eJbfPwDYQ52J96XVyTzeIFWewRUztK61Scn5fHT8p+r7aMuOMWalnvHyCipGf5elNoJr/50BQCnuR8XJdOK2JvIH0j7ERRYJrTwcENLWpL4cA38whGNRo+lAQuGSyjaUW72jI0jdVqwl0sEIxqP+UrHlxymZFo1XrCivZrUFhEK1ElmhJa44WAQKhjOSs2hViYW0xvq5uB4fTZKDsTeTYb8l4P4cj4r9tGg8T00mz6Xt9K/96xR+wdRjCITL1iAZGSXJraBpE1sgllkgTytu2nv01bjRROxfRl9ex6d09MzymvL6Ftz7Hp3vMvmc3HfnQr9QtjM5sUReH9S/4H74h26i6XVOTyl5e/kvRxezqGuO+/n+QnD378SPq0znvoEXY6Oifhxc7N/GD7v4gop/9AfqO3n6aR63l/yU6yDZuTpC42cixv09pcwkhQvwCOhS4x9slTqrB60IW3JAu7mD61kNxCDev9g2lr1gGETDv4rwdN/OrWUiJJWBd2NvVirs0lGErP6C9ZVtjv8VNaV0hXk3phS4JRnNRmHYCoR9idkSn1BawZSv/wOqMRrrs1TI95nbby1k9DQPYzxd7AAe9utaUkDQUFZ2Yfs6UpNO5I3/nSyRBQmGLIoDEysTlUOBJla8sA4tRypl80B/e7jfRsO/MGUv60MvLPns5Bd4Adw37QWIfRUFTBsWw6/Y+9rbaUMyJKIq0722J6Ts3cKvZvaT7h/k2vbmPTq9s4531n8dEf3EJ5fekxj8uyjG/Yj8flxTPkZWTIg8flw9XrpqLAipJvReZQurIy+jUqK0SiCtFIlEhUIRKRCUeihEJRIhE5YaZWsptOHKaw1IlkENmyej/zltWqokHL6Iadjs5RKIrCQwdW8tu9r4z5OR3+Ye4/UMlXazsxi9qbVEcVLx9Z7uE3rzvUlpISZCvZDAvpaf4E5Qhvec/nCse/1ZYSF9zCFNYHhogo2o1wjRdh2yY+86CZ/7stF5TEmhxKVKa8OJt9LdpK1YgngWCYoWwbWYWZuHvU6Thpzla3g6AmiKSIM6MiQ0L6R2+VFBs46/p2eqKtZz5YY7jC6XudPB5DJIPwjuW8tH4IRdGWWZQMKrKyaNzWEbfzybLCjuYBKClg2tJpBLfsp33t3mOOMdpM1Fy5EK/Twf62QTratJ0ps8cdoLq+hI492m46UjWznANbY4uyP9PM6+0n17Dq6XXMWFZPwBtgZMiL1+XF6/bFPQpy9mXz2dUc/7lLdUMxiqKoEuVWNbWQh+9/jblLa/Qou+PQDTudSUlvwM0b3Ttxh30Mh/2MRPwMh/30B0fYMxz7h8z0zBxNmnWHmVa6CTiXSVdwZRzYova0vjKucBVzRRp4t8NCFRsCbiJy+pt1h5GzV/OZP5/Pb+7MINHvZYfJmNDza4FBl4/y2jzMngBBb/JNEVOWJeljao6wbtidjoKCTPYMDI5WOk9TFi8245y/mb5oal7LB0P9lFun0OY/oLaUBKKw0FbB3/5axYBb24ZRImlxDzOrOo/mg/E3aRtbBsCZTd0nL4e97YSG/WQtnMq+vhG2eULgSZ2mM0aL9jej7Jm2mI4vqy9h30mi645Hjspsf7txnKrGzr7VjVirK/EH4psJcdc3r1bNLCutyufph1axadVeFpxdp4oGrTJ52hvp6ACyIvNk6xpufueX/GL38/x5/+s83rqaFzu3sKpvz7jMOoCzcmILq042YWUfF0+bHPVvJooQTG+jYs3gIMNRp9oyJsSwUMX6gIewrE7ovpqIxW/yiV8l3lwKuyZH05m2ziEKz6pGUKEFuDErva81Y0HRI+xOS0FldhqbdQrXvV/AMvcdfCm+8SKnU0v54yi3ZHJ9XpRc0wvcffs2RHFyzyUNeeaEnr+pdYAms5Xm/By2tgzg9aVehK1olNSWcEY693fHdLwj254gJePDN+xnSkl8NV1ywwLqZpbF9ZyxUFqVB8Dff/1aErsNpwa6YaczaTjg6eGutX/i/+169rSNJGLFKEjkG9TpihQLV8zer7aElGBoKEI6f05EFJmVvgvUljFuRoRK1ge8hGV10hi1gKX2FT58b2IXiD1NsU1mU5ndB3qpubgBe7Y1qeNKDt2wk0OTe/F/OgQB9nnTp97o0TgcIu//5AiDzrUoqVKw7jR0+FvIMxWqLSOuGAWRy3JzmGFZiz8yGjEkWN7he58+iJAG/7Pxsq2vl7zcDLVlaBrJpO00lbK6YgY6xx4pml+ey5712mtGd2DtHkxxMketNhN33H1pXM41Xg4bdnu2tbH+rdiagaQ7umGnk/aE5Ah/3PsaH1p1P1td8e8KGFaiPNx5NX65Ku7njiei8W0+ff7ki0iKlT1dg8wITVNbRkJ5bbBAbQnjYoQK1gf8hOX0XMTGQvbcF3jfNxIXeeN1+SkuzEzY+bXGtr3dDObZqLionqln12KyJd5MkzJ0wy4a1g27U1FTW0ifN/26b9bXmTj/Q/vpJr0aNTiMWWpLiBuzHblckdMH0ZUoHJtyJ9nf5DufbiFlOoPEmagCwwUiU+vSy6CNJ76yAoxm7X6+5RTFlmVSWJmvmU68RzMy6OHG2xaTWzDxudrNd11AThzOMxHyCjMxW0dfNw/fr0fZHY1u2OmkLQPBEf524C1ufvuX/Hn/62fs+DoRWrwu/tC8BA1ez4+hruxJbl38Xvvw2nyF8+oiTNaJ16nYsHOQYlLT1BoLG1yDDEXy1ZYREx6hnPXBICHZpbYUzVB87vNccVfiUk/yM7WVApJoolGZ3Qd62doxgL88m6lnJ7hTmU37aUOJJhJMr1TC3IpMyq+poGpx8YTTrEWndhe84+XiS4yUXrAOV7RPbSlxp9V3AJuU2tfMbKOZa/OtFEtvEoyeukSMybGCb9/VzmSdOw74/GwKDDBtcTlGg34dP56DwwGqr1+itoxTMtg99ui6zNwM9qzXZobSdZ+5nNu/fi0PvPpV7v7hTZRVj29eX1Tm5Ibbl8dZXewIgnAkym7vjg7WvplemzoTQTfsdNKKqCKzuq+Jr2/+B1e/+VPub3qJDn9yCrX6omFUKIMUIzJL6p7gq5cP8qvbNvGZy/7K9Ysf4pcf3IFBnJwTr5MRjsoEDmambWpsVJF5w5s6abEeoYx1gRAhefIWuz45Ms6S+BYcPhopmLhza51gKMKuHhdlM0oSNoZg1XbaUDIIh9LHsKtcVExLdZT1/V2skfqJXJhJzRWVZBXFnj5ntRjZ2Z8+3UeNBnjf7WGC1asIK6lXk2ssRJUIxdYKtWWME4Vznfksz9hDMLxuTM+wZL3CN+7sYrKadggC63q6Ka/MVVuJJtnhDjLjxqVqyziB7IJM2pu6xnx81YwKwsFwAhWNj6nzq/nkzz8CgMlk4LKbFvKH5+/m27/6EPWzY6tDd+dXr8SkkYjIssq8I99vWa29NGS10GeLOmlBt9/Fs+0beK5jIz0BddLl7Abtd0UCkAlRkvf0MSWSFWkd995k52tPVKN3kgWTJJFXKTOUxn+K14ac3JgCGTwB8lgfiOhm3UkQMfPi7yQgMWmFQ22T+28ejkTpsSo4i7MY6krA54pV3zMNh1LfFFaA2ssredfdydFeVJ/XRx8+hGqYtagUe59Cy/ou5OiZDY4p9YWscWm383wsFBdJLL2hk55o/EuSaI1ufzsiInKCrsmJoMqayVz7AP7I68T6bszIfZGv3H4NP38ofTMSzoTVkRpzfzXY7A0z7eZzMA+4aV63F9+w+s2sXL3DOHIyKKsrRpQkelr66G8fOOmxGU47+7c2J1fgGLA5rHzr0S+eYLKJosjyS2aw7OLpbFt3gCf+vJKN7+w97blmLapm+SUzEik3Jg5H2AFU1Opp54fRDTudlGZV3x4eb1nNmv69qhcutkva2J0YL0bzG3znGjs/eG5yXyDtJiO1syX2CgfUlpJQNrsG6YuUkm/oOOUxUUXgx92foDsoUGxWKDYHKTa6KTb2UmJopcDQnnCdjXIlQXl7wsdJSQYXMtSduIVhz4E+7DOK8Pri16Qn1XCPBHBU52Ae9hP0xjcySDan8Y7AGAkGUtuwM1mN5F5cyKr+U6cPKsC2/l4QIPd8B9PEbPa92nra87oHvJxVXExX0EuLy52ynWIXLTKTs2ALfdHJUT/XGx2hxj6NNt9BQkrgzE9QEbMgcUFuJkTexR8Z//swu/A57v7Q9fzy4ckZaeY3yFgsRgIB7UVhqY4g0OgOgMGMYflMpmaaMQ8Mq27ejQx6aFzznpGVV5ZLUWU+0WiUjr1d2LJs5JXk0LTxACG/9iKCv/SnT1FaW3zKxwVBYM6SGuYsqWHfrk6e+PNK3nl5+wl1+ARB4K5vXo2goc+Xow276roiFZVoC0HRK/rppCAROcr/7XmBx1pWqy3lCFMdOdxW8qDaMibM/s73c//rk6fY/NEYRJH6BQLtTI4OmV+sMnJz9j9P+piiwE97Pskz3SdPKbdKRl6d+QQGIXEL7l5xNpu8eg2LU7HxTzfy7tOJXSRUXFTP7gO9CR0jFZg2pYCW15uIZ558wVens1IYe2pOOjL13xKhFE2LzSlz4J1lHjXUYmS+O5POXSeP6jhhnBw7xRVO/EaZPYODBCKp8PdSuPZ9Eq6c9OgCGysCAoWWEuxSJoGoj+5AB9FD8Ws19mlElDACAl3+NoIqGHtzHXlUmHYTjMbv+tPdeiP3PxpbMf90wW40MtOZR1/zEH19k8OcnggGAWYbYcez69WWknJcfdclfOF3n4z5eZ2tAzz1wNu8+vTGI5Htl79/EV/4nxvjLXFC7N7ayhdv+R0AT224B5vdrLIibaBH2OmkHAPBEf57yz/ZPNSstpRjiMgyipKyG+FHqCl5ilsWfZBH11vUlpJ0IrKMqb8AQ24fESEVFkUT47VBBzdnv/dzQLaxLzyTPYEq1o/k8OZpaij5o2H2huYyzbwhIdoiipnGQHLqT6YiJqWCd58OkegUdpuop20CNB7oZd4l09jzyq64nTNiANL/MnNKBIWUNesqFhTR6BhhZBxmHcBItQFl19jevYODXgYHvQDYDBLTqvMwOc10+Dy0Dw9rbtKRkSFwxQdH6BYa1ZaiGgoK3YEOYDSC3SAYKbVUYhVtdAc78ESGAZAEiXJrNUbRRHegHV/UG9M4IhIm0YxRNGIQjBhEI5IgIWFAEkREQUIQBEREBkP9CHg5J1smEH6DePd7Kar4F9/65GX89M+lRGRtvSYTjTccZm1vF4JNYfHsUnZtO3Xmgg5EFNgUghk3n0Pb8+sIeCdvFH8sTJldyafuu31czy2pyOVz91zPbZ+5iGcffpc3ntvC7V+4NM4KJ05p1WjjjKLyHN2sOwo9wk4nqciKjCiMfwG409XG1zf/g97gcBxVxY8Plluotz2utowJIwoWnttwM681Tk5Pf1pJLkMlB/EL6T2JyJDM3F4mcSBgZY8nSrPXjRxDNMQXqkx8MPuRhGhr4iwO+Dcl5NzpwNDmq3j4W4k306rmlbPL5Un4OKnCnOIc9r4bn45xmd+Zxtrg5IjmPRkZioHcJ1MvJbbmwnJWB3qQJzh9Xm4qYv/KtnE/v2CGk75FCkVSBgwotO914fOom741daqRaRfvZSiqR+WejCn2eg5495z0MQGBYks5FsmKoijIyMiKTFSJElUiRJUIESVMWA4TVkKE5VBM0YtLsuvJFV4kqsRmCsaKITqHXz64gO6ByWXaHabUkcHwjsld/zUWpuRnsCTfzhv/XMVgl/53OxUWu5nfbvgp5fWlcTlfNCojSdrckL1l+Q+ZPq+S797/YbWlaIbJuRrXSQiyItMfHKHb76Yn4KI34KY74KIn4Kbn0H3usJ+ZWeWcXzid8wqnU2Ybe82Lf7dv4P/t/DdhRbs78o+3h/jclAVkGzaqLWVCyEqAq+Y08VrjdLWlqEJj5wDlgTIqK0X2SgeIpmG03ezsClq8ffymxQf4xnWOP7YpRJQP8WHns0D8TPQRoYKDvm1xO1+6IWDkpd8ZSFSziaPp3NONWOw4ofbJZGXgkKUdj6VoSEydwvSJwIoRYi5zn3xMViMh/2jqeXFDLmuDvRM26wAaJTeZdiMBb+xp7Zmldg7OC9Lv9dGMC4wgzhCozcghX7bh7wrTtneQ6BgaXMSLCy82Qs16hqLaq/mkBQwY6Q2eOgVVQaEzcPrahhMbfyjhZh1ARNrKFz/ey5PPX876ndo0BBJJx4iHBQ1FNO2evJsxsXCgz8PcpXU80vI7Nq3Yzqt/e5NVT68jpNcEPIa7f39X3Mw6QLNmHUBpZR5Vev26Y9ANO50xE5IjdPtddAdco1/9LrqO+rkn4CYyBjNtq6uFra4W/m/Pi9RkFHJe4XTOL5hOfWYJYSWKO+TDFfYyFPKOfh/yst3VxktdWxL/S06QqCLzz44G7qw4iElI7XQ+UZzcH5Ztg8O0DYLTVsL06iy6bG0MoU4H4nhjE03sdLcTVSZmGPijYV7vl/mwcwQMdSBkQbQb5KOjRuwgFYGYCRhACY3mwmECuQ+iLSDkg5QHgg0QGAw7aY4sRBQEJEASQBQURBREQUFCRiCKKMiIRBGIIBBBJAKEEAkjEALCCARBCQJBUAIIQuobT6J7Af3tyTF7Qr4wZcXZtHboO98A7V0upk4roqNx4ouxkDC5DTubxqegZruR/IuKURSFjufaMFmN9FYoREbi838b9PtpOL+EA/+JrXuq2WHEc4mRfq/rmPtlRaFpZIAmBiATrEuM1NlzcfiNDDT76G53IyQghd5ogOtujdBjWcckLFc3ZiozatnvUS9NWBSiSfv/hJUubrj6n0ytuIFHXrQlZ1AN4bdPzujC8fKvZzexYE4lZ182l0WXzcXr9vLWk2t49W8r2f725E2tP8zlH7uQi247R20ZSSMQCFFdrxt2R6OnxOqcktV9TTzXsXHUmAu4GAgmtpCqWTQQlLW/2z4WrinOYkHm39WWMSEMzOZzDy9SW4ZmEAWBWRX5SPke9tGitbJBMTEjq5yd7vGnYh3NeTkSP6147Ng7xSIQsyDaC8qZjB6JkxXy2hY5h4f7w4SV+BrHkiCN1voRDBhEAwZBOnKTBBFJEDEIAtKRG4iAdMQwlBGREYVDpiFRxEOGoUD40NcQEDr0NYighIAAKMG4vG62Pngjbz2ePEO97rLpbGma3M0Rjmb21GL2xaGWXeieKez3TV4jtC7qJPgvbf7+JdPz6CqL0jXiQRIEzsosplcKsHcwvhtxBlFkRq+Nnr1j+zuIEjg+Usg2T0/MY+Vb7FSbnEgu6NzrYsQ98ZIPRQUSy2/soldunvC50hmLaAUEAvL4otnjwXnObCzK20kf1zt4BT99oAhZ1m5Ez0QRAbvJhN1kxGowYpJEsv0SuxpP3T1a51gcGRb+cv8dFBYc2/Su60APT973HM/+9mWVlKlL1cxyfr3mx1hsk6OeWzQqc+OC7/Gbpz9PWXW+2nI0g7a3N3VUoS8wzP/u/g+vdW9P6rjpYtaZRAPTMt5RW8aEEZjcEXbHIysKW1t6oQVKs6dQUWGh2XwAH4nr8FZlzyfLaKMv6KbT74rbeaU4uo15ppPcKXeP3sbEyaNyZxveZmbGjWweiS365IyjKVGiSpTgqYeOA8ZDN/sJjxgEw6Hi4IZD3x82CyUMhwzDw0bhka8cijAUZCRZYNW/k/veVDzpXcsxVppa+7HaTQS9E0v986fJZ954sSCh1ivLYjdSPKcAyS4hGwVaX2snEoqCALWXVbJ6uIvoyOh+dlRRWOVOzMI7IsvsLPCxoKEC94ZBXF2nrhepAEW3lbLaM76C9n0BL30B76i7UA9TMpwUkUGoJ0Jb0yDhcGyRgwsWmslftJXeqDZrCmuJUmsV+73qRgoJKnW4see8yL13z+dnD8xlwJXCO50nQUBhYUYBu3d2AmG8wOGkY2+mlR9+53qaWwZYsbKRgy2nbuKlA/5AiIceWcXX7r7imPuLpxRSM6dKHVEqY7GZ+fajX5w0Zh1Az6FsjuKKsZfMmgzohp3OEaKKzJOta/h906t4o/oCbbxcW2LCJh5UW8bEEfQ6NKeiwzVCh2sEi8HJzOpcfNn9dBC/eiWV9nxskonG4dGFmUk0MNdZyZahiZlXJdZsCi1Omobjt/jMNSYmSDusmGj0xh5FonUiSoSIEplQ+blzvj+PN7+RvMikgQMDYEmvhdZECATDTFtYxZ6VTRM6j1+e3JsiJllSbWzz+bmsHuyFQ/7YWZeWMbRhAGGhg3cGkhsVE5Fl1vZ3YZgismBhBa71g7i7TzTuqt9fxkp/e9zGPeAZ4gBDYAfTAol6Rx6ZATPDbX7am4dOkz6rcM2NEsN5q/BGJ3da91iwSw5affFpVDMRBCGiWspyxLCJr9/Vw6PPXsKmRvXe9/HmrLwSdmw8ed1B97CfH//iBX58z018+Jal7D/Yx+tvNbJiZSNd3elRXiVWBAEK8zMpK82hvNRJWYlz9PsyJ4UFWRhOUVdt8xs7kqxUG3z2/jupnF6utoyk0ra/l8raQk3X2FMD3bDTAaDR3cGPdz7D7mG9FflEqLRnM832T7VlxAV/sExtCZonEImwYW83pQU2FtXNIGzzEoiG6AsMMxAaW2fNXFMGWSY7NsmEUTQQiIaOGHWHCckRtgy10JBZSrd/EFfYf8zjFtFIptGK3WDGIpkwiQYkQURBIarIBKMRXGEvnX5XXCP1AJzGxOza744uUTV9SMt0V2zFUVTDSHdyDJ+BLhc580oZdOn/j8MMyRN/3Xsik9uwM6qUIufItWI4rlv9moFO7PVGvAPqRcEcMe5qRBYuqmRoXT/untF4napLS1hJ/My64wnJUba7D22QFICz3MoUcw6mEZHufW5cA6OfOXa7wJW3eugWJp4SPlkotJRywLtbbRkIiroRvSGlg5uu+Qc3XLKEtZurycyIUlY0TFbmAN/+v2koCaivmEgWFxSzY/3pm4R4fSG++p0n+OG3b2DxgmpqqvP5+EfOoXFPFytWNvL6W7sZHEp8I5Bkk+O0U1biHDXlSnMoK3VSXppDSXE2ZlNs1oOiKGx5ffIZdpd85Dwuu+MCtWUkndb9vVTp9etOQDfsJjHukI+D3l5e7drGU61rD/W+05kI1xXtQRLSYxG2qqlCbQkaRaGyOIOSEjOCPUhXpJ/BcD/rD/U1OEyGwUKRJYsMgwVFAJTROnhRRcYfDeEO+RgIeY7cxsLu4Q6yjFamZZbij4bwRoIMh30E5DCBYBg18suypMQYdv1yJuPtXpvuWEQbI90h4tOr9MwIQHFepm7YHUVz+yBTavPp3tc3rueLFolwHEy/VMYoJ3eBXjwtl8FKgb1uNwyc+H/zhrTx2R2RZdb0d2KcKrJgUSWMhHjX2ZOMptBHGAr62RA8tHFUAxWzs2gwOyipXkd3NP0inxNFljGHZu9etWUA2ihzohBGsLzDWUvfOeo+mFbdwK6DqWPYTc/LZc/GsdUBDgYjfPP7T/Hdr13DeWfXIwgC0xtKmN5Qwn99/AK27mhjxcpGVr7TxIgncSVWEsnCeVVccclMyg+Zc/Y4pnC27GrH1Tu5IhLLG0r53P13qi1DFVr39zKloVhtGZpDN+wmCe2+Adb27+Ogp5cDnh4OevsS3kQi/VBYmmtiWc4IdslPFBFZkZARiSoiBsGIlY1pYXsahFye3apfHk7G2WdnsT24HxeA/9THeSIB9iVg8uUO+3GHtRMJ6zAkZtf+HOOrrDVfSE9wfIZIOpPpLcKWISFHZWRZIRqVkaMyiWwhZZbT4coWXzKnjN+wM2eleE0aBUyChFmUMGHALEiYkDAJEkZEDIqIEREJEUkWEBURQQFRERBkQAZTVKT+nMpjbGdBGV3AH9PMWVFQlEOPKaMHKMd8/95XRVaO+sroV1nBmGFgW+YwI+7UKfUQjsp0G310lroJh9U1d1u9bgoyDGQFihAMAyjC5K6/OFacxjzc4fg2KhkvWjDsTsUd73+XBx5fxu7m1EiDc4Ql5Bg+EyMRmXt+8ixfv/sKLr945pH7JUlk/pxK5s+p5O5PX8L6TQdZsbKRVWv24Q9o9/91POWlTi4+f3pCzr1lkqXDmixGvvPYF7FmWNWWogptB3q58Np5asvQHPqKfBLQE3DzybV/pF836MbNdSUSi7NWEz5cSF8Zrdt8hEMrDquhAgUZfyRxqSvJwO1ZgKykxsQp2QSk07h0kxCHlJiwPoMQ4pbsLn7VY0RJCxs8fgQ7JXynaAQhigKiKCJKAqIkHvuzOPqzIApIoohw6HtRFBCF0e8/+9VuptbuBGQEQUYQoqM33kVBQlZMyIqRqHzoFjUQlQ1EoqO3cMRAJCIRihgIR0RCYQOhkEgwLBEMCQRDEoGQSCAoEAwK+AMi/gD4gwK+gIDPD36/gMcHPr+CPwDJiiQ8FYIEjnwz9nwTtlwjhiwRQ6ZA1B7hf94fIcfsQRAOJXQJHPpeGf0eZbQzsDD69cj9EoQzT/y9TrznxNf+2I45+XvmhOcKxx6nKALf/ddF+IMC0YhMJCITiUSJRGXC4SihSJRQOEooEjlkECsohAkQTmD7nYkzd0ppSpl1ABWF2XTZhhkJaUP3hp4BNvSIZJsXcUndECFJ/TRPLZNrKqDFp43oulG08To6GSH2cPvN7bz02vtYuVH7S9O+rtgbrciywo/vewGvL8hN1y444XGjUWLZklqWLaklEAjz7rr9rFjZyNr1BwhHtB2N3dufmPWl3+PnzcdWJeTcWuUzv7qT6lmVastQBUVRaN3XS7WeEnsC2r8q6kwIXyTIlzf+TTfrxonDIHB37RCS8hZjaaDmi7QiCmac5vkMBTclXmCCeHVHidoSEo6CQmVhNl39I4RjKJw9FBlb+upkwSYmbhFQJW7lnOwbeMt1+joxk43h8hZEsfikO/yyrCDLURhnAEyGfQSz4TSLzMOOTxLrhiuYADMKRhRMR0xDWTYiK4YjxmFENhKJGIhEJSIRI+GoOGochkeNw2BIIhQWCYZGb4GQiD8I6z1FiFkGRDsoNpmwKULQEMZLkBHZz3DEj+8UBliOrYh7Sv6QvD9GEqjNmsaTa4xqy4gvKbb/VF6QSZ99hOGQ9hqAuYIBntvl4OqG2YSN29SWo1nsBgcDoV61ZRxBGO+HQpKIKl6qSoOaN+xybVb6WsbfGflXv1+BzxfiQzefhSCcfDPKYjFy4bkNXHhuAyOeAG+/u5cVKxvZtLUlpsi+ZNHTG/9O0Xs3HeDeW39Je1NX3M+tVS689WyuuPNCtWWoRn+3G4vNRHZOhtpSNIe2r4o6EyKqyHx32+M0jUyei108OS/PwGX5awjJsXWMk5UgQ8FNZJlm4g23ElHi/0GWSIxCOSv3ptjqZowoKFQVOskpsNASdLHX109utY1Z5kJ27e0lEDr9LqbJINIfSq3/Z6KxiomNq7nS/BI7jWczoJG0Ii0QNQUonZpD256BuJ87FNZeBz+BEBB6zysUGDUO43CZesr9AbYcPK6rt8yYg1Fe6h3gkuyLWW57beJiNMIF0wd4ck367HCbjBJ9cupERpfmZTLg8OEKajdmMRCN8MwuI9dNW0jEtEFtOZqjyFyqic6wx6BoN8LuMOGQ9ueeFRkO9jGxeeCf//Y2Hm+QT33svFOadodxZFi48tJZXHnpLAaHvKx8Zw8rVjayfZd2SqP0xTHCTpZlnrrveR741iNEVC4FkExKpxbzhd998oyvh3Sm9UAvVXXpM/eIJ9q/MuqMm980vcxbvY1qy0g5jAJ8uS7ABbnPxGzWHY07tAOLIT+OypJD1+A81E5BizfZGRbmzSqmoN5Gk7GPNUNtdPlGJxgDAR+r3a0IZTB/ZjFW86kjS+bOyEqW5JTBLCR2UWkW/XzAObkKDo+F/OmJqYE2MmxKyHm1yL7QLP6vZeLXup+0lOKR0+fa0FDUrLaEuCEIUFWfR5M7NQz/ktwM3Nl+hoLaNxgjisy/dkUR/cvVlqI5JFF78RCCGl2pYmRKhXpdmseKJRKfpfOjT63jvvtfIRpDhkeO084N18zn/p/fxmN/vYu7PnoetVMK4qJnIriH/QTiUHNvoGuIb17xI/74tb9PKrPOaDby7ce+iM0xOevWHaZ1Xy/VumF3UnTDLg3ZOtTClzb+jYcPvq22lJRjdpaB70/bhUN4hXi0ZPOE95NpmjFxYUnk2S25akuIOwKwwdVOu/fUu6KuUIDVrlaiJRHmzSrGYT3WuGioyuSg5UCClaYepiR0cq2T1nFW1uSs6XEqTFMT83f/0TfNuD3zE3JuLRGQbXynZQmhOHRq7Qt6+ULzzfxt6MNsDiwnINvioFA9Mo2NWE3aS7saD7NmlLJ5MDW6mhbmZOBxhhgIpE43ZgV4eo8P2Xue2lI0Q6mlig5/i9oyToL2DTub8y2Kc7V97XH1xa8syrMvbuXeX/yHyDhq1BUVZnHr+5fwl/vv4G9/uJM7bl1Geakzbtpipbd/YlGHa57fyF1zvsymVydfmv2n77ud2rnVastQndb9vVTp9etOiva2gHTGhaIorOrbw0MHV7J16MSJgqiIyMLEDah0REChzmHgovwQRaaXCUXjO6mJKt64ni+RGIVCtnekZnRdXpaNirIsOqJuHAYLGRETze0uXJ4AQ54AdVV57HKduZ7MSDjEmqFWrIVGFmWVYDIFiFr9NIfaCEW1XQNGDQwk5/V9rfVVGr2LcEf0aDuAQFUHYI/7eYMB+ORt1fz9Xy5MUvoa1P/X9yEOeuMXdbVzeJCdwwDFSEIp9RnZzHLIXOtcQ40xtbrcCQS4cl6Yp9amfrSlu99Hgd1Gr1/bJlhBtp1gbpg+f+rMF47mub3DXFZ9EebMFUzijC4AIopGu3sqIc0nT8hKgNuv6+EnD2hz0Z5hNNLROhTXc772ZiM+f4h7vnkdZtP4luWV5bl89ENnc8dty9m7v4cVKxtZsXJ3XFNVz0Rv3wgVZbFv+IcCIf70tYd55v4XE6BK+5z7/qVc/alL1ZahCdoO9HHVzUvUlqFJdMMuxVEUhTda9/CXtlfY6+k+cr+oiJRTjD2QjWswyr6eIWoKnNhKAuwTmif1hKrYLHJdaZh80zBWsYeI3IqsjKb1JaKWqzfcjNO8AF+4haCs7XD/sNLD7csCPPTu+MKyczKtDHsCRJJUFNdikqirysNnCrHL1UuH+7CZM/pVyIaGynzMooEtQ7HVcqzMzKTP2sxQ1A3az05SDYnkTAitwgjvywnxF+3U8FYVb1Yf2fkFuPriv8D3DMOa1bM59+z0NOxe917B012JS5GMKjK7RgbZNQJvDS7ib1PbcUiuhI2XCC6cMcRTawvVljFhWrqHyM6w0lCey253/Gs+xoO8LBuRgig9vtRuaPTywUEuqLiYTOeKE7oPTxYqbTW0aK12HSAgMO5OREkmK/9NcrNvZsClvYVKdXY2zUr8zf931+7nG997kh9990Zs1vFvlAiCQF1tEXW1Rdz10fPZvqud11fu5s139uByJ3bTorcv9rlg88427r31lxzcPjkbixVPKeRLf7xrUtetO4yiKLQf7KOiVv0Uby2iG3YpTCga5Qcvvs7jm3eQaTEzpWgGFjt4hxX2dQ+xLRwC3lvd7u4agC6Ykj+VgnwzgkFGkaKExRAhMYifAB68+JRgWht615WGKTL+BxQ4Q4+BuDEU3AiARSrGaihCQcYbaiasaC9aaFHtazyz+Wrc/rG9CDLtZqZU5OASfexx9+PINTPbUUDAFaWptY94b+kqKNRX5GHONrBzuIf1vnZOlZWpAI3uvpjHqMzMYsh0ACU6ORcdY0VAASV5i8yZ0jvMc9zI5hEtphslF0PIjMGQuAYRD//JyDlnGzTfWTBWusJV/PhgDslKD+sKjPCT7pv5YckfUupzdbSOXeobdgAujx9PU5Al00tYOzD+urSJIMdhRSlUjtRUTXXeaB1gWeRi8vNXwCTM6vBEtPl/lARDylx/ooqXj17Xz88f0l4N6AwlcZ+5m7a28uVvPc7/+/77cDgsEz6fKArMmVnOnJnlfO5TF7FpSwsrVjby9rtNeH3xb0ASa0qs1+3lqxd9H1ev9tZBycBglPj2Y1/EnhX/TIlUxDXgIdNpx3SaOuKTGUFRFH1FmoIM+vx8/onnWN8a/y5BBlEky2rBYTViMxsxm0RMJgHBoCCbg/RL/fQrrpT58D+eH05vIxLdrLYMDKIDs5iPN6K9KJZI6Dy++3QN/vDJ/8mSKDCjtoCgOcJOVw/RU1xGci02am25DA8E2d8xiCgISIKAJIqI0qGvAoz4Qxx/ilm1BbhMAWRFQUZBURQUFDzhEIMJLsi9rKyYfVG9YcuZKDAJPDv9iaSO6ZFz+En/LLzR1I5GmQiKApYHl7H91cSaD/94toVsR/p0gIwoEv/VfCfbVGhA8PUpAjdkJve9MhEULJzzozsIRFL0g/4UFNZnc2DEpbYMAJwZFgylIu3e9FuwXl9vR7G+o7aMpFJtr+Ogt0ltGSfFIlo5L3Od2jLGjEHI5Me/eR9uj7auP3MM2RzYH/smcCzUVOfz8x9+gBxnYoycYCjC2g0HWPFmI++u208oFJ9NuasuncXX7r4ipuc0rt3LNy//Id4ER/9pkf/65Ue54fNXqi1DM2xbd4D//HMN3/zfW9WWokn0CLsUZE9PP59+/N90uCZW4PNURGSZAa+PgVNmWhnJtVdQnu/A6lDwmYfpELoJnyISY6o8haE2A9kOEyZ7FK9pmC6hlxDJr/NhFkGWtWHEROQRFCWKw1jHSFhbkzyDaSU/u+UAL2y5gBe2H7vbUZKbgVgosH741JFthxkI+EYLaAtA2amPm+UsonWPi8CRkEeFbslD+7A6CxlRW3NEzVJoSn7fogxxkBtzRP6e2DmzpsnuqGJ9gs06gLfeqOLaa9PHsPvL4IdVMesAftksMathFrWm7aqMHysCAa5akB517I6mwGTnAC61ZZBpN2Mqk2j1qK8lEbzTInN2vQlFiH8kjxYRERkMafdDyaDBrrWnI6IMc8d1g/zfP7TTBM0gCrS1Jv7zY//BPu787IOcd3Y9yxbXMHd2OSZj/P5/ZpOBc5fVce6yOny+IO+s2ceKlY2s39QcU8daAEkSWTivigvOqefspVNj1jJtyVR+tuJ7fP3SHzAyOHk2YZffsJjrPxebuZnutO7roaq+WG0ZmkWPsEsxVuzZz1eeeRFfSFtFbQ2iSGVeFnlOE4o9QL/Uj0sZYapnGmt3n9ihTQDKcjKRavoZInmmzGWFBpZm/ytp440FERMZplqGQ7vUlnJSQoEL+NlL1fR5YF5DMVv9XQQS0HyhKiMbp9FGWInii4Y4MBLfwr6xkG22YM8ZIKyCqZxKXJhr4N7yR5M+rqLAXzw3sNMzOeueOBtnsPYHiS9On5EJj/77RYQkdAJONBv95/DZPUUoqDflqbJl8deaR7FKqdFYYG3bjXzmgfRIiz3M7LpiVntiq2cabzJtJuyVJppV/IxLBtdOdSDY31JbRlIos1bR7m9WW8YpcRgyWWpflVKZMQbByQ9+dQPeMZZnSTR1eU66Nia/iK7VYmTh/CqWLq5h6aKahEXeudw+3lrVxIq3Gtm6ve2ErJfDiKLAvNkVXHhuA+csqyMrc3w1r4/m4PYWvnbx/+DqS0wgipYoqsrntxv/Hw5nhtpSNMVvf/Bv5i+fylkXTldbiibRDbsUQVEU/rhqPf/7xioVlxuxYTEYCEROb+wsmedktyF50WVfq/NjE15N2nhjRcBApnk67qA225kbhULWdNzIX5pSY6EZD86uLKQptEdtGZrmA0USXyp6TJWxXUoxP+2dQkAOqDK+muRsmM+a+xK/019UJvLHv61EElK704crms+Hm66kL6j+9evaohz+u+iPassYE+7wfC66N706thXnZrLfNIyikgeQYTWRVWXmwIg6kZ7JxGm2cH7DZmQh/a/RU+wNHPDuVlvGaanLqKTK8LqmNmAcxlpkJYo3cvCEx3LMC9jWOIXfP5mpgrITmf0BK4awQP9TQYba1HtNT6srZtmSGpYurqF2SkFCGhb09Y/wxtu7WbGykd1N3QgCzJlVzoXnNHDu8jqc2fE3DVsa2/nph3/Fvs3NpKs1YTBK3PfWD5i2JPZoxHTnGx/9M1/84U0UljrVlqJJUitGepISlWW+/u+XeW6HticDx3Mmsw5A9pggO/FaDjMUtmDTYIaPQgR3cDtO8zyGgurX1zseu6mYhSV/AsP7+MsuDf4BE8Du3hFM2RIRktSZJAXJNalXVDxb6OKijEXc35aPURQxihJGUUASxENfR28GYTTFWRSUIzcBGREFQZCBKAhRBCWKQgRFiKAoYWQiKEoIWQkhEyaqBLXT+dCT+KK8GZlw/192pLxZpyjwo86b6Atqo0P3s92DLMy4hksznlNbyhnJNO7CYlicVnXsugaGKbJZqCx1EjYrbBzojndfpFNisxhxVlvYN6zNbrXxZigYIOw7C8n+ptpSEk4qvEOaPC24zcuYbW1EJP71r8eDKFgZCW/HIDiwG6sQBRMReQRQGAxuZEpND6J4CbKc/PIbRzNtYTa7gnsBMN9kYNZIFU3/HCLsS/78sLGpi8amLv7y93fIz3OwdHENyxbXMH9OBeY4FezPz3PwgRsW8YEbFtHRNYTFbCQ3J7ERYZXTyvjthv+H1+1l1+omdryzm+3vNLJ77T7CwdTPdll0+Vzu+vlHqJxerrYUTdLf7aagJFttGZpFj7BLAWRFYcH/+43m0mDjwZT8bAaq9iZxRIUfTm/XRNOJkyFgwCA6CMvaSZXJMS9kMHi4jpXAPveN3Ld5cnQ1OqeygD0hbdUX1BLfnKJwXeZTqo2vKPCtjrt4vT85C2BJEDGJBkyihFGUMIkGjKKIQRBHv4oiBgEMwmgzFUkASQSRo8xCQUbg0E2IoihRIHrIKIwAYWTCyEoIhTBRJURUCR2TypT1/FLWP5LYtL4/PdZHSUHqp7M97r6F+w5qq9OtTTLxUMM6yo371JZyRn700sd5em36dm2b01DKmuEOEr31YDUbKKi10+TWhnGcLDJNZi5taCYsdqstJaGU26bQ5tNeA7GTYZcyWOZoVd20EzBjlrIJRE8sm3M0WzbdxpOvTbxr6ngxGAWKbwjTFTx2Xp5ndFDWVMju5/oQNGDZms0GFsytZNmSWpYumkJerkNtSXEhFAyzb9MBtr+9mx2rGtn5zm5GhtSPlh8rFdNKuevnt7P4inlqS9EsI24/93z6IX7xyKfUlqJZdMMuRbjlr4+yuV3duiuJYOmsAnZZdiZ1zDKryKeq3iQiu5I67lg51iBTl2zzPFwnifjr9V3DPeuySY195fEzxZBBw0EPYhjEEBCUEUIKBGWUgIwSklGCUaL+KHIwQjQQJRKIYMm1YlqQTf80hQNFw8iS2r9JYvhpXZjzbP9WVYM7mseHmq7SRLpjIjEKowZhjtGO/f4ofTtdCR1v+hyJH/1iPSbpxFSlVKEpNIc7GxsIK9qLkm1wOPlT9YMYRW1vxK1pvZHP/jW96tgdz7TqQjYHexIWS20xSRRPdbDbrd2mBImkLMPB4prtRAXtbETGm1xTAQOh1IlGvsgpY1CSO/c+GhErdmP5mBquGZWZfP1n6qTmO/NMVF1gZHuo+ZTH1JqKYIWJjs3aqr9WX1s4WvducQ11tUWIadJNTZZlWhs72PHOewZed7P2rq2OnAxu//7NXPXJizHEsWlIOrJrcwsr/r2Jz91zg9pSNItu2KUI97ywgn9u1GZ9s/FiNxlxzBnATzDpY19fIjHX8XTSxx0LomAmyzyLocBGULFiYaZxGiPhJpRTLGM84Uv4+qoilDQ27a58PsTep7dO6By2TCsVn57J2vNc8RGlIX47zcd88wtqy2Ct/3y+sCdPbRkJxyIaqX06i643kzM5zc4V+PVfWsnJWpeU8eJJQLZx+74P0uJTp9P0WPhgaRZfyP+L2jJOSzrWsTsZ9TOL2DQY/ygwk0GkrCGLRlfqmDmJoDY7i1kV65HF9NxYkQQDUUVbkbyn42JnEElRJ3tAEjKwGgrxhPeP+TkvvnI7q7Ykz/SwZxiYdmEGu6VmAvKZN1UEBOZQRdfjPoa7k7+mORO5OXbOWlTD8iU1zJ9bidWSXqVt+toHRg28dxrZ8c5uDm5vVa0OnmSQuP6zl3Pbd96nN5YYIy89sZ5IOMLVty5VW4pm0Q27FOGfG7dyzwuvqy0jrpw1vZBG+w7Vxv92gxuDslK18c+E3VAFCCctxptobIYKgtF+osrpixNH5LP58jvVhOX0M+2WtZnpu+eduJxLFAWKfrWAxinaNQ/Gw99muqkzaKOJyy977+TRzvT6+x6NUZCY8UY+bf9ObqS1ICj89Ld+ZjS8mNRxJ8ofB+7ggTaP2jLOyC/rBjjL9obaMk6JgpVzfnR7WtWxOxm1ZXlsleObrmqURCqnZbPTdfqUv8nCrLwcakrfRhFCakuJK5mGbIYjLrVlxMQlTg+ikry5pVnMx2osQUDCH+k4YxrsCQSX8+3/a0iMuOPILbQgn93PSMQf83Ntkonpg5Xs/mc/0ZA2l9cmo8T8uZVHat8V5GujqUc88bgO18EbNfB2r0tOHbyl1y7kk//vw5TVlSR8rHTijz95nmWXzGTmgiq1pWgW3bBLER7ZsJXvv5g+hp3ZIJE/d5gRQb1uVRmSwH/XbyQUbVdNw5kRcZrn4Q7uRCY5XalMYi6CIBCMjm3xIrCQr66ajkfbmV0xkROUqP7eLobj2GI+syAT768rGHRob/d1vDw5u5cyURt1zoKymY/t/zD7vS61pSSEhd4qhh8fwtPuIzAYSnpc611fhGuufR5BhYjoWOmI1PDBXQsJydpLhT2eVIiyS/c6docpqM/m4IgrLucySCJTpmezfUg3645mcVEexYUrQFCvYVG8KbFU0hloUVtGTFySPTjmGnZGIRuTIRcRAyPhPWN4hoDdUIlJykUhjD/SOeb55KnPKPHAIx9hf3t8mk/MvcCJIVtmy7PDRKLHLoOnLcxmb+nEamsXmbIp2JFL00v9mqhvdzpqpxSwdFENy5bU0FBXnDaps0cTCobZu/EA299uZOeq3excFd86eNWzKvjUfXcw/6JZcTvnZOI7n/wrX//5LWRkWtWWoll0wy4FiMgyV/z2QVqH0id65KwZBTTa1KufcZj3lYnMtD+jtowzYpbyMUsFDIcS+zcTsWIxFOCLxDb5NIjT+fbqhfTGviGpPRSFK57wse/lXXE/ddWSKnZ820RUSo/L7vNzW8lDO+mSe0OzuXP3tJQwaiaCWTSQJdnIUqyEfzHCSHNy0swuuFzii197U/OdY7/a9ineHkiN4v7fqYlwleMZtWWclslQxw5gTkMJ7w53Tvg8kihQOyOHbUPp3WhhvJxblkd27qvHNNJJZabY6zngHYuRpQ2m2p3Ms7sRBREB8ajCK1EQJFAgqgQIy26C0T5k5fAmjYDNUHHa+aHTPA9P+ABhOf7rFd/Q5dz7p9IJnUMQFBZc62QLo4ZcraWYzldEhofei/pccGkOW63x+X82GEsJviTQvVP70d4AzmwbZy0ajbxbOK8Sm82stqSEcLgO3mEDb8c7u+lpib3USHZ+Jnf84BYuv/NCJClNi1Unga9+6A/87OG71JahaXTDLgV4bvtuvvJMaqUjnQqDKLJwtpNdht2amKzdWCoxO0ObtexOhtM8n6HgpgSdXSTTVM9wqHFczzaKU/jRhrNp1lbd3Zg5b7+Zznvjkwp7MqZ/bC6r35cedXxWzGvErmLh6pPREq7nF53ns24oOZ1j1WaaVELPFzoQkvRJXl0r8rPfbMdq2p2cAWPkXd9FfKnJqbaMMdHgcPLAlD+h9YAGV3g+F0+COnZmo4FwichIePwpm6IA9TPz2DKUfk3C4sml1TlYMldoYh44UWoyprHfM755U7KZ58ijyLAaWRlfxobDWHfSRhE2QyWiYMQTTlzna0mws279Dby21sSIN/YXjtUmUXu1kcZg2zH355ocWLfm07Z/hPIpGTjmRU44ZiKICMyNTqH10RG8A6mTDm40SMydXT6aOrukluLCLLUlJZTetv5DdfBGI/BOVwfPaDJwwxeu4tb/vgF7lj3JStMLvzfIT77yKN//3e1qS9E0umGncWRF4do//J29fam/+HTaLFRMV2gWtJOCeluFwFSrul0uYyXTNJ3hUPyjv5zmeQydpCNsLBjFYn619RK2p+jLtchvoPBbW/G5E5uqXf3TRWyZ5UroGImmxirycP2/ENBeoW1FgTe8V/HLtnx6g6mxsz0eSoxOSl1ZdP+mC19XclLmAaw2uP/BHoryE2dsj4eQbObWvbfR7k+NXYPfN3Qw17JabRlnRMHK8h99hFAkPuloWmbOzFLeHRxbquDxCAJMn5XPpsGJR+lNBq6emoVkf1NtGeNGRKLKPpVOfysBWb3yLmPlbGc+GcrKUzYSGytO8wJcwa0oRJCwk2muZyi4BUhOmrOAAYM8nc6uKazems26HSKcIe20oNiK7Rwv7cGTT06NgoQgCITkxM1nHAYLdT3l7H6sjwQOkzAuuWA63/jiFRgMkyOSbGTIc6gO3qiBd7gO3jk3LeETP/0wxVPSP+o8GTTtaOfdV3dyxxcvU1uKptENO43z6u59fPaJ59SWMWFqC5xEKrsZQlsLqTuroNz8rNoyYsIk5RKVg0SV+BkRTvNChoIb4nIug5jD3xqv4p2uFNs6VxQufcjNwbcnVrtkLFgyLBR8fxbbG4ZI1RCD/20IstSi7WuTT87gwcEP8EiHh4iS+jWTTKKBWgpxHDQw+OoggzvVvJ4q/PnxPorz31ZRw7E8NPQhfteSPONyIlycn8sPS/+gtowx88MXPs4z69O/jh1AQ1UBHkuUPcOx7DwpzJxdyMZxmn2TlRsarMiWd9WWcUaKLeXYpIxRX0gBUOgLdqdMs4lMycRSx8a4nc8g2Mkw1eILtxKSh+J23vFgopbf/O0cWrpPvqFQOzOTofou3BFtmKplphyyNmZz4I1BtaXEzDnLpvLdr1+DyZi8jr1aIRQI0dc+QGltsdpS0orXntmEwShy/lVz1ZaiadJ/uzSFURSF372zVm0ZEyLfYWPpnDyGKvZrzqwDMIupV+sqFB0g0zQ1bufLNs2Nm1kHEJEH+XDD01xVlVoGycW7zEkx6wACngCtX17PzG8FmLU7ezQkLIUQUFhkTVRqdvywiR7+K+8B/jF9K4uduWrLmRCLXFXkfEum5wvt7Ptls8pmHYDAg3/QzsS1N1LGX9tS43puEiX+q+AVtWXExEUz1V2UJ5Pdzb207x5gviGfadl5ZzxeQWGWbtaNi6Y+7RcZr7bX0RPoZL+3kf2extGv3t0pY9YBWKT4mu0RxYsruFVVs84TbWCv/yb2B+u49gN9zJhtw2A8dgN07vlO2mubNWPWAbSHBtk56wDVX3KQX5da6ZRvv7uXb//gGYJJ6LiqNUwWk27WJYDW/b1U1+l/1zMx+SzyFGJv3wA7u7Rd3PtUlOdkUlIp0STtY5eGu4GlomEHMBTcHJfUWIexHndoR5xUvUdU8XBN9RNkmW7kkSbtR2VUeE10/z5+puVYadvSDlvamTm3jOCnCtlbobYJMzZuKzFgUFJncVpp3MPN+eWsG8pWW8q4MIsGOn/TQdijrevVOyui+L/WoIl6dr/quYqAnBq5+LeW2CgxHlRbRkxMK24GCtSWkVT2tI4WIZ9Tlkc0S2DHYN8JmXcKCnNmF7F+UDulPlKJUFS780OAGnsD+73qX98millMrzTGjuBlPNyWgT8a5shStroFaYpImcmJU3GAIrA93AQa3Q/dFWnDcIXEnAurOPCIm8BwauTJrt1wgG/c8xT3fu9GrBaT2nJ0Upzu9kFKq868MTbZ0Q07DeP2p0Zqz9FMLcwhqyxMk7Cf4SRn+gnAOYVOMo0gCTKCoCASBUFGIYKiRJCJICthIkqYiBxihFxStYxqMNqLhI0ose8cGoUs7KZqPKF9KAmqQSYrQc4peZxs8438drt2d9EFWWHq3zto9QXPfHCCaNvSjuHz3cz7/jw2z3GppmOsvD+/VW0JMeGO5nFvcwmM472iBWYESmnpb1Zbxkl5+63pXHqxugvajf5zeC1F6rzmmmx8OOdJtWXETJZxFybDwklRx+549rX3QzvMKslBdBrYOtgLwqhZN3d2Eet0s27cZHtNCFERRVLXuMsy5uA05iIK0qGsVwVZkdPCrAMwienxvo0qEptHbuP5LhdwYpRXVJFpDw7QTmp8HkSUKBtN+8n6uI3pbaXseqoXZO2XSdm0tZWvfvsJfvo/78N+mk6yiqIgpGjZF53koCgKBmN6bSgkAt2w0zDeUOp0EwKYu9DCAfbQK5yp/Gt8MQgC5xc6MRpacYUPMhBDpPZeb4DSTBtCCi7kg9F+Mk0zCEZ6CMr9ZzzebpiC2ZBDKDqEJ3wAV3BLwjUqRJmZ+wTfWHA9P9mYmfDxYkZRuHKlQtP6ZrWVEAlFOPDN9Zz1pYWsucil2dp21VaRAmG92jJiYnNgIQOh1HuPHybwnHYbZ/z1fpFLLs5AQB2NEcXAfe31gEuV8WPl02Ue7OKI2jJiRsDPFfOi/Ht9eiz8x8OBzkHohOlFTkw5JpQydLNunEgKXDRYxr6VnVSffxHBC19VTUuBuQRvZIRmX3JKYqhBOhh2ITmf5/uuYZvrzPPdVMMd8bGxeC+VX8rDutpByyrtlyDYvquDL/33Y/zsB+8n03HipnwoHOGD9/4DWVaYUpzDlOJcakpymVKcS2WhE/MkrIOncyyhYBjraQxfnfdI/St4GuMLpU6NAAE4QFtSPQajIHJpcQ4Xl7rxKhtxhftiPkdIDuEXFiVAXXIYDu0kJLtxmudjEp3HPCYJGWSbZ+M0z8MoZuONHGAwsAFPeD/JzhGocDzDj5b2J33c0yHICle9FKHp4fgVYo4Hjfdt4KyHbWg1W/uzFQFNdoY9HWdZ38ImpWbqRo2xgJ53tLtAGXYrtLQvVm38p9zvZ7/Xpdr4sVDvcHKl419qyxg3F83Q/iIyGbR0D2E1Sawb0s268VAtZ7F0Yy57Xm8nGpVZu6KfrF3LVNFSZq1mKNSPN5p6JnosGDW6ARgLrwykp1l3NC2hfnYvOEjtF7PIqbKpLeeM7G7q5ovffAyX+8QN0X+8vomD3YO09A7xxtb9/OWldfz3Ay9yy48e5vwv/5bWXlfyBetoio7mfipqJlepjfGiG3Yaxtc2nDLF6M1GQwLNOoUMg4Fqu515OVmcV5jD1WVOLigZZETeiDs8sdD3zlBGnHSqg0KYoeAmIooPp3khTvNCHMY6oooPV3AbQ8HNhGWX2jJxml/gC3P8assAwBCFy58O0PTkFrWlnJTGf25j3v+CNaitMHEBhcU27TebOB6L6OO8PIfaMsZF7jaL2hLOyD/+ok79kYFoIX9sT51pzF3FBxBTeN08vbhFbQmaYOa0Yt406H+LmFHgIncZ0rMe2g4eO29b9VgQR09DUuVU2+vp9LcQVlIrm2U8pEOEnU1b06GEsj3aQt/1vcz4RD4mu7Z/8X0HevnC1//JwOB7UfbdgyP86YVTN00MhqP85NHXUVJkjauTGFr29VJdX6S2jJQg9a/gaYp7yMtj97zIZSlSJD0QjlCllMf0HIMgUGSxMCMrk2X5Ti4pyeGasmxuqHBwY6WJ6ypkLi8b4dyiTmbl7qUoYwcW4xZCbGQgvImRSHx2+w9621FI7Q6SMFozzh/pZCi4gZFwE6C9Ys6yoo3V6qWrFPa9EP9mG/Fk3+t7mfLdEXKHtRMufkuxAaOSmlEll2WlXrqTw2Cl5WHt/73ffTOKPzQt6eP+tvc6vBH1ak/GSrbkVlvChMgy7cRk0N7nSjKZWpnHakd7cut+pAMKXHqghH2vtBMOnxg+HonIbH8oB7M3PylyauzTOOjdg6zBeVIiMKTB67XSNrkifENyhA3WvRg+FaLh+jwUDWWoHE9z6wCf+9oj9PaNNk7733+9RSB0+kyMNY0tvLqpKRnydDTKgd1dVNXpht1Y0BPINcqD972Mx+1n70t7ueCGet6wav+DqmuPhK3BjNmkkGsykW024DCKWCUFkxRFJIxCgLDixx8dwRd9bzdGATzR0VuykZHxsAAHryR/8DhjFDMJRDvVlnFKev3a6Bgrt2u3JtjRtG/vIOfLPjJ+WEVLofqaby5oU1vCuFloXcnUjI+x16P9a+lhGoYKOeBLjW6ib705ncsubUzaeDuCi/lPz2DSxosHISU107IPI+Dns5f7uO/51I5KHy+l+VnsKh4gLE8OkyeeXDRSxp5Np998cLn99Dw6k5yPrEI2xjfqTYgYyeyaRmBvAS07Q2Rd4YfauA6haYyjnTRSminmp1mY8zE2DKZ3WuzxDIRHGKgYoeYrhYhvWmjfoM2Nn45OF5/76iPc8clzeXXj2Iy4nz+xkqXTq3BYtbMxrZM4PMN+tq7Zz6Z397Jp1V58niAf/dJlastKCXTDTkMoisKmd/fy1F/eZvPqfUfub32mibM+MJU1kks9cWPAbAmyqKQD31G1QAIKBCKg9ZJXLQGBmdrPPDsjBlHbNS+Gg9oI6g0NaiM1dywMdgxh/byfGT+cyc6p6k3UKiwihcI61cafKAYhykM1f2Kt/yL+2VfLuiHtd5FzPaZ9jYd54Ddw6aUOBBJfCyqqCPy8fQ6QOuYrQFBJ/UXJLQue519rb6a5Lw1CdmIgK8NCf02AETn90yfjzfRoDs0rxraR2HzAhfOV81CufHXCZVYs3jxMzfUM7raxd6eLYDACh7qHDvxdYumnpjNcvGtig6QIhjQw7AQBLs19joOeixkIedWWk3T2h3pgGcxdXk33E37cnQG1JZ3AkMfPr55bNebj+91efvfsu3zt5gsSqEpHLSLhKHu2t7Fp1ahB17S9HVl+70I0e/EUvYvwGNENu3Hy5n+2YrGZWHxePeIEa0NEwlHeemkbTz3wNgd2d53wuKIouJ45QMn7SuhUtHeBBjBKcN7ydvojqVm4tyPQyTTrVCQl9dLmjkbQeJb71VP28WJrndoy8A2oH60WC/6RAF1f3szCb89nw2KXKho+X5l6zSaORxRgqW0FSytXsK94Fve0LmGfx6W2rJMyTSyhd2eH2jLGjGcYvvO1K/jMV7ooKngXgcSFSz838j52j6SWWQcQUrQRYTwRRIb47Ue3ceX/m81kygsd8QaZ5S/GbQniU1KnIdjJyLFYKbBmICIgCCAIh2cOAqIgHDHKREEABARAVhRGQgE6vSN4I2P//bMUE9a3Q3gjY49K3PxuP2c5LsJU30Egs4egZWhs5p0s4OirI7q/lPYdMq0tbsB36HYs4UiUjX91MPfTlXid6V+PUBJS3K07hEns46qiAH9rVVuJemxRDmL5gJGZ7ir2PDJAJKidiN+yBcVsaT1xHXs6Hl+5lavPms70ysIEqdJJFoqi0NU6MGrQvbuPrWv34/OcumyJXr9u7OiGXYyEQxH++JP/8Pw/1wBQWpXH9R9ZzsXXz8dijS3dxe8N8tKT63nmoVX0drlOe2woGGGmy0JnlvYMuyzBwDXnhuiPpPYn6DZfBXOs7YikTvTV8cgaN1QE1nB1VS3PN6toLCoKI73D6o0/TqKRKHvvWc/ST89n9dXDJLMlc6YEZ9nWp/wO/dHUmrYzP/Ms9mnUu7WtTT0zZPP6KB+/uYBZ82/is1/tpbTonbibvO5oDr9rs0AKXqdbg/mg7SDoMVFgfZevXFPDz5+bPKmxsqKwdWsnpVk2sqfbWR/pTBm/MsNooiYrB5NkoMfnoXXExWBg/O+fPIuNAlsGdoMJQQBfOEyf30uP/7iLqQKL9uSwt6875jHWvDwIL1uBKiyWqeQX2HAWGLHlyphyA5A1TDirj4gxgK2tjuGmLPZtH2FkJMhYI2+93hC7/1pG7V0+gva+mDWmElIa1OpTFDgYvIFH21PkjZdAAnKYDY69FHwui6LVhexd1au2JOoXlrEhRrMORq+t9/5zBQ997RakNGiOMtk4Ps21u33sm6nVev26MSMoeouWMdPf4+beux+hccuJxpQjy8pVt5zFNbeehT3TinckgM8TwDty6OYJ4Dv01TsSwDXg4a2XtuNxj33S5CxwsOlCC0oc2syVC1YaRizI7V4igcjoLRghFAgTCoRxFmVhr3fS5oyySz7KHFAUSiQrU4JWMgYiDB900X1wgEU/E3CXpkatpdMx3VFJmfh8Mr2QuOIwTmUkrO0oQaNYyydeX4oaq53aYRO5IyKD33076WPHk5L7F9I4JXnpsQ/NdFFveC1p4yWLvw99iN+0aG8TBGD+qhJankydCLuTMW2WxOe/0U95yVtxM+5+1vMJnupKveg6gEyjhScaXiBLSq3aeydDIZNb//hB9nZNzgXWtNoCDuS56ZK16fhPzykgw2hiIODjgHswKXstFslAiT2TbLMFoyThbBZpfE770Wtl5VkUfXQ9EXP6pllekZeNHEndeU9YzuaNoRt5t39y1a87HRkGC5W9lWx9e5AFFcUcXNNx0oYuySC3yEFPZhR/MPbo4xyHjc9et5xrl85ATOU26pOEM6W5xsIvH/sv6mfH1rBysqIbdmNk27oD/PhL/8Slcipd7i11rBdd43pulWCjbtiMb9cgnfvHvpuYlWOnYFYhRGT69w4w1Hti2uuC+6KMFKVuQfqjWe4sJENJTXPCLOURjGp/QvOj9R+hQ4W58VUvhGl6akvyB44zjofm0J5/YppPIripUOIrxY8jpFN43SFe9lzL9/ZpsxHAYncV++9J/U0QgKnTRb7wjUGqyt9GYPw1wPaE5vLRXVORU/i1+IGSbL5U8Ge1ZcSFgeBiLvvJfFIm1CzOmI0Gps7N5y1aNfUnWFxYxroedbtLV9uzER4ZJhpKjciuuuk52G95C0VK7XTnU3F1fibh8NhriyUTp3kBAhBVQvjCrYSVYzcjXZEFPNrRQHcgNUvuJII6Syk9b4oM9Ly34Viel4W5N0JPmyth4yqAzW4k02nD6jBjshmRzBI9IT8tfbGNazRI3HrhPO68fDEZetMJTeMa9PDOS9vHlOY6VgRB4F8b7sFi0+YcXGvoKbFnQFEUnnloFX/++YvIUfUnHtEVnZx3XilvGQbPHGmnKNSKGUxxGfHsGqD7YDP7Tv+Mk+Ie9OJeeeC0x8gGbadixsIa1wDnZc/HIG86EmknKyJRcTZuuQyLEMCuvKa5KDyD4CAYTY0i9XVOhQ5v8v+A0cI06CwC9GdN/MNyLGRKcHfJKoQ03dcpNPQDJWrLOClDudqM/BsPe3fJfPYj2VRPvZ4v/vcQU6reQiC217CiwC86FiOT2tFpT3UNc0P2dKpNqV/sPte8jm/fOJUf/itTbSmqEAxH2LG+i/PnVfKmoUVV004E6pz5ZJrMqpt1BkEkf71AT4qYdQBNuwaZ+5/zUa5+FSENg0YTWVN0wggwGNh45EeLoRiLNJoqt8Vdw99bI0QV3awDMIkGpnlr2PjvAY6/4LT1uzGbDcxaUs7utW0xXY5EUSAzx0ZGpgVLhgmDxYBgEokKEFaieMMRPIEgQ14/nnCUXnzg852sPOSYuGBuLXffeA7l+dnjO4FO0mjc3MKP7n6EgTiWEnLmOZi1qFo362JAj7A7DX5vkF9+51+89eI2taWcQPGUPIJLctjA0JF0VVGBXNFEgWKmzCUxvKOfntbkLG7m/taLLzu9aoDYpQxKLDlIgkCLvw9/9L1PplmOKkqk51RUdyxWQzmKEiYQjb1WjBqs67mFBxuTf6E+p8VC9/+kbloIQEaOnY6Hk2My/WG6hzmml5Iylhp0Rmq4ccc8tWWcFJNoIPvrUaKB1Fn0jpXKGom7v+lias3bCGOsRffiyPV8f3967DEuzcnjfyt+r7aMuKCQwUf+fBuNHWnocsTA7Pklo6ZdkiiyOSiw2bFKRgLRMPtcg3gj2uhge55QTvPjqZlxseDcPCyL9+DJbtXcpuxEuDbfQjC8Xm0ZJ8VurMEb3n/Sx8KKk9Wu63m9NzU2oxNJpSWfwDo7HQfPnJ4yu7yI7s2j6wFH9mg0nNluRDJJKAaBCAqBaARvKIzbF8DtTc4G4dTSPL7y/vNZVK+nQWodRVF4/pE1/PGn/yEyzlRrR5aVyqlFVE0tpLK2gMqpRVTWFpDptMdZbfqjG3anoLOln//57MO07OtRW8ppKanJR5FlPC4/HpcfNf6d1bPysXxpG1FzcqJ+tEC1rZw60wtqywAgyzQLT3gfUSV1irC3ea7nxxuSH5VR7zIjf/mdpI8bT8pmlbLzp8mpXP/avEYylJ1JGUsNQrKZc7ddo7aMUzLr+Xw6V6hfTDpRlFaIfPFbIzTUvYVwmq16r5zFB3Zfx0AoOWngyeC+uiGW2VaoLSMuuEILuPjHi9BUXqgKzJ5bwgZzJ544dpF1GE2UZmThMJpRUBgOBWn3uPHF0Kk1mUy15xD++yCKhgO6xkJBQQbVs82Yp/YwXNQIKZ5Fcl2+RCC8RW0ZJ0U4lOylnKbOaV/4HJ7qrJi0abGl5hw6njESiSFqVRBGI9O1gDPDyn9du4zrl8/UG0ukAAF/iF9/72lef27LmI632kxU1BaOGnNTC6k6ZMw58x0I6bTzoSLpsV2dAJ57ZI3mzTogplp08cZoMrDg9lwGz1tHVNTIp0KSiCjaiHrJMS9kMLhBbRkxk2P2AIk17ObnlzA7r4gHGzcdua8tI0xpQkdNPLaSDEhSxzcbqd304EyYxCBOk40hjRpBtvl2SA9P56R0tMp85S47xRXXcOUXM7h02lNkmF3HHBNRDHyr/RYGQsmLsMiU7OQbCggrIVpDiXkP/L2nlmXV6fHPzTZt5H8+UMd3H89WW0qcUajMU2jpH9sCc9uWTrLNRhY1lLDL2k+PPPZCrQZBoCwjmxyLFYMo4o+E6fJ56Pd72T2UOtkLGYKJwRQ36wB6ez30vuaB1wzYrPOZOiuL7IZhfJWNhC2p12VeyymxChHsxil4w6cuvZNvfJuPV2SwcfgmXup2oaRwHdNYERGQtmcTCcVmVmrBrDNIIh+8YB4fv3IJDr1OXUrQ2TrADz//MAf3nJixZTQZqKgpoGpq4TEGXUFJtm7MJRjdsDsFHc3aL9yvJkaTgVn/z89gwVq1pahCVOXtYxELDlNtSpp1AHajm0TWDru1fg73LLkYURDY1t/Npr5OAHwGmazCLNw9p++wml+Wi6IohINhwsHI6NeQNnbYDYVWIPEdO0rMAqLiSvg4alNotmjWsPOVaOM1l0gyihz4lpZx778H+M1rd/Dhc33cPPcRrCYPigL3dt3JmsHkmXUVplIO9ijsCwxhEiVqS530R+LflXbXiJuIYsAgpMf/+Ipp/+bJyg+zrSU9oieuWRDmy5evJcOwHV90OmubZ/DAGzlnTP31BcNs3dqJJIqcW19Bp9PDvsixpUkKrHaKbBlYDEYiskx/wEenZ5jmkSGaR1KzA/Jh0tFI8fnDbF3XD+tAFGuZMtVJ0YwIypQDeLLbUiN1No5Rn4nAJGafcVZjEDwsyXqIOvsinu6aRqvPlQxpqjObGjY0nn7OqkXOmz2FL950LhUFTrWl6IyRtW808rOvP07AH6Ky9nAaa+GRtNai8hwkKT0+41MN3bA7Bbphd3rCoQimjnwoSO8InFMRUdGwM0tFSIIRd2iHahomilFMTG1Foyjy/bMu5tb6uUfu+7/zruaKfz+IJxxiek4B33ziKra8sJUNL29h3+bRLpwltUXMPX8Gcy6YyZzzZ5BbfOIEQ1EUwqEI4UCIUDBCJBQhEo4QDUcJh0a/RsIRIuHoe9+HRn8eve+9749+buS4Y48+LhqOED7uuKzFpXizvfgiIbzRIL7I6C0c59fkwqzJ8aGca9Tu72kMSWpLSCilSyo4kAeunlFDzu0Ncv+LEo+88wk+er4bd4nAC0moXSTIAvXBKmizsj67F3901EQLyVEMgQIUaWjci/J6Ux2KItIU3n3M/UE5wr7QHBrMG0/xzNRCwMevPrSKD/z6bHqHU8HBODlLaqN878YdFFjfPXKfTdrFBTW7uKAGvNGZrDk4g7+8nk1T16mvHVFZZkdjFwBnVRcTnSEyHA7R4XHT6/fS61ehTXqCOdtcRtuD6ja8SDSyrLBvzyD79gDkcd5t5binv3ump40JARGDYCCsxL8WoTKB7tzJIBaj12lYzx1lm2kLXcGrvdm0+1LPzBorhaZstv47tdKAa4pz+fL7z+OsaZVqS9E5BbIss3fTQboP9jL/4lk4nBm4BjwEA2F+/vBdlFblYTTpFpGW0GvYnYRIOMp1876ria6wWqaoKhvHj7akxu5inMkx5rDIvlKVsW2GCnyRVlXGjhcCRn619RYah+L34imw2vndhdezoODEpNd13W3sdQ1weVUduZb36r8Ndg8RCUcpKM+Lmw61CMkRfJEg3kgQXzSILxIa/TkaJBANoygKCgryoUu+rMjIHP5+9LHRY0Z/rrf5WWDfjSL7QPGB4j3q5gPZe+z9Gk65ORXDUSfX77oCX1Sbi5nFbZXsv69ZbRlxRwGm3DiDdUP9R16PJ0MQoLQgi/wSCwfL9uMR41unsziSR0FvIQd3jzA44ifbaeHA1BMXR8uqctgXPH2n9JNRZ67lnUObf2dX5dMU3HvM41+plnhf1mPjE69RIpTw/X9fxYtbUmuyX10g8+NbDlLjfB3hNLW0DqMg4InMYvWBafxpRTYHe09t3jmyzLTUe+IpV5OcZSul66HJtYl7wc1ZZC/txB/xMhQaIKicuXi/iESptRKjaKQ/1Is3MkJUee81V2gencP0BOP3t7w2d4hgVLtmqtVQhj8Suz5ZEegIXcGKvjyava74C1OZuWItG55ODUMy227h09cs44azZ2HQo7A0x0DXEBtf2cqGV7bQuLqJqz55CTd+8WpMZqPa0nTGQGrNqJJEd/ugbtaNgeobJAYmoVkH6kXYOYz1jIT3qDJ2PFEI86lZLXzhraqYn5tvtbO0uIIBv4/mkSG6vCPMzSvmdxdeR6HNcdLnLC4qZ3HRiV2pcorSJ1TfJBowmQxkm+LZfemSMZWRH933CY0ad8cYeUcZevLo98rxj8ne4449/DXxTVSecl+NL6rdZi2hvenXyMeSbcFxRQ1rus5cl0tRoL3HTXuPm9wDBUxZGuWA+cyLOkEWmOGZSt/OKFlZZiwlMl2OHgyKRFbYgdlnwdUis79tkDbea+qRlW8DTjTs9vYEsDhNBM8Q+VJvbEBRICz5MChGVre8Fx34bks/Syqq2B9qPnKfWUxemlpvpIwtgXn4ZTNOwwhOyYVTGsAp9mIThk+78SYrMCznMyAXMhjJJaiYmGdZh108cSFpoJP/ue6vXDDjRr72jxy03ojCaZf58Qd7WFD6ymkbnxyPgILDsI1L67ZxSZ3ISHg2G1rqaOzIYGe7kZ1tAudNj3L5nEFyc4Jc8U5RAn8LbbAr3E+uBHLq7d2MG1ORh4PepiM/ZxgyyTI6MYtWQCEY9eMOu5CJUmgpI6pE6PK30eY/9QbAYaOu2l5HT6ATX3RiZq+EgajGQzP8kXYkwRpz8zRRUCg3v8BHSqE7fAkr+krY70nttPKjibpTw/i6fGE937jlQjLtFrWl6BwiFAyz453dbHx5Cxte2cqBbaNdzM+/ZTn3vfUD8styVVaoEwu6YXcS9HTYMzPn8hL6F76r8al44girVA9EFEyqjJsIjOLbLC+qZFX3mV9FxTYHl1fVcWVVPfPzS47pMhWKRhEEMIrpnT6oZUaLzZpBMIOYc/pjx3hORYmOmnbHm3nycZF+h03AE+73HWMUggKCETCCYCSCmXfd2eSaDfgjQfzRsObqLw1udKktIa4UzCqit8ZGyxjMuuMZcPsYellg3tIZbM3bRX40i5LhEnxdCkaTiDFDQLaNXpd7dkbY0je6aOvoBfbC4elOGx7g5Atga/bJd5r7/D6W59awN9qIUTBQZipBCtsJGty0hTqPHHdg0EuH5+TpS7KisKl9hJllJbSFOsk327nM/mjMf4ex0h2pZLN/Hpu9BWxyR2j3H10o33HoNrqJYRIlnCYrTqMJp1Eg0wCeiMBAWGYgFGQw5Cd6XKMlo3A5C53ZnJc9wLm2t8gxvGd8CkS4sPZxXvz6Uj76hzl0u7Q3UzAZZL5zk5vLGl5FZGJp1wIymcYtXFi7hQtrT3y8OXz+hM6fKgyHg8xaUkD7u+nb2fp4JNux0ZieyDCeyMmbUhz0xrbZetDbhFm0MMXeQFSJYBCMRJQwBsGAKzTAQPjU11EDBkptVQgIdAZaeWu4krmOGqzySs1mxdgM5YyEm8584EkQBSgxvcqHSqAnfCFv9FewZyQxpVeSiaszNWqcbtnficsb0A07lYmEI6x6eh2v/n0lW9/YScD33qbv1AVTuOvnH2HOeTNUVKgzXvSU2JPwrwff5k8/fUFtGZqlZIqTrO/sImpOv+iPsSIicaHTi6TsPfPBcRvTikwANGYqTARRWMCn3jj5h0dZRhZXVNZxRVU9c/OLEbU6y9RJCxRFISiH8UdD+CNh/NFRE893KKXYFzn0NRrEHw0RiBz12FHH+KPvPTcQDeGLhGKOyDUJBmZvLuLgQ20J+m2TiwLUXN3AxoCbUGTi4Tc5DiuDI/GPjJx2fjGrfCcvNyAJAjPy8mkaHCRwqMadUZRYXOFkb3AfNsFCc+eZFysOk5mqwigfKB3hNuc/JqxZVsAjOxmUC9nhn3bIoAvRFUhe3SMBgTlZOZznHOE8+2oKDc10RKayL1TLzpFKXnjWQl/XmVMFk4PC5y73c+uSNzCSnNISrw/dyMfXnH4jI11YZiml4++TJy32yu8H6TTsUmVshyGbAnMx+72NABgFE6XWChSg09960lp4FdZS6iwHkJTxGWOJxGlewFAwPjU9FQX6Iueysr+GncPJa1oULyyikUJTNm3PiISCqZHxlZdl5w93v4/qoslxrdMSA11DvPDH13j+j68y2PVehGl5fQnn37yc825eRuW0MhUV6kwU3bA7Cb++52leeGyd2jI0g6Io5ORY8fvCKKLIjJ948eR3nvmJaY5JNLM0y4xFWZW0MS1SIYFoT9LGSzRGMYsdg18hKudRZM+gxJ5Jkd1Bid1BlsmitwnXSQvCcuSQkRc6Es132NTzR0McbOlma+NB5EwIWaMo/wnQuSI9olQMVgOF1zewqUv7v0/txQWsG47dbDirpJhuj5/mYdeYji+w2vn38qcoNJ45vVdWYEPgPNZ5anBFDLgjIu6IgjscwR0OMRwOHKlFqRXMooGg/F5kSKU5n9ZnRMIhdReeNy4J8YVL1mCXdiZ13P89+BF+vTt9ouNPx7yMIgb/2q22jKRx2Y9c9HBQVQ3ltin0+DspsBTR7m8+4/EiIrMzKygQViIIJ48GTCZWQxlmKRdXcBuJ2JAeCC/lrcFpbHWlRvaUWTSSs7WUtgOp15gmx2Hj91+4idrS1K8LrXUURWHHO7t59rcv8fZTa4ke2gwtqi7g/A8s4/xbljNldqW+jkoTdMPuJHzjjj+xdW3sBabTBYNBpLTYQYZRIOgaoaOpg5GB0RQiZ1EWVRcUY70gwvDMdqSICaPXjOQ1I3lNCF4DeCQUj4A8IiAVyAxdmrwoNDVYmFVBDv9JSpqB0zyfoeCmxA+UQETBQqHtAkoyriLfuhxR0Aue6kxuVr2ygx9+YeLRVlojZ0oO3nm5tA6kRtHswouzaRyOPV13PHxndoSPlj54ysd7I2U8P3whz/VKSY2WSxSzjNVsfnIENWrazauWufcD28i3rE762AA3rb2TzYOTY9F0vlLGwSe129wg3lz44y4GZfUNygxD5ilTcU+FXcpgXqYVm/y6ammyOeaFDAY3JGWsocgi3hmcxcYh7Rt3+aZMvK85GB7SZkOs05Ftt/C7L9xEfXmB2lLSEr83wOv/eJtnf/vykbp0+WW5nPeBZZx/8zLqFtboJl0aotewOwntk6yGXXaWhcJcK1IkjKtzgI49nezfefK0paFuN0P/dMM/D99z+jSXKYvLsVwaX71aY4O7leXZF5HBioSPJatUO2/iiORZz6LEfhVF9osxiPFsjKCjk9pIxvSrv1h5YQ07jAF8KWLWAfSHxt50YKI81pbDlshdKAhED3Vnjiqjte7CikLTiAs5hiYIWmd7+CALLqln46vJrSt1dkOU+25+asJ16saLgo3NqV9Ka8wEDmq3iU8iCJyiHmayidWsA/BGPbwz5KHMehkNllYkpTEByk6N07wgaWYdgNOwnmsK1nNuzjxWu+axZkC7a72+0DA1l9rwPS0SUTkyOVZc3gAvbdijG3Zxpn1vF8/99mVefvANvG4fDqed6z5zOeffspzpS+sQxdRoUKIzPnTD7jj83iADPeqHiCcSSRKor8wi4vHRs7+b/j2DJOpjq//AELUDDgK5qR8hcDq2jPhY7shCILGLU1lJrbqBWeZZlNqvojjjcsySHiKvo3My5i+fSt2sMpq2p35kimAQqbhpOut6eiGFLlcGo0hvIHkpSPtcw/htnmNSR9OdHfa9TJ1Vzd7tyZljnTc9ws/e/yQi6nWN9FGJ1jvlxguTKNG7ffK4k4Ko4JdTL23xeNr9nXT4jZzjPBer8lZSxsw2z45bvbpYyTJs5vK8zSxzzmStazHv9g9oruEUwP5AN7OuVS8yeSIsrCtXW0JaEI1GWffCZp797UtseHnrkfsvvPVsPnXfHTgLslRUp5NMdMPuODpbU684aSwIokB1tsS2F5OzqzXc76HlY05q7s/HU56cVCM18EY99MrnUCg+n7AxHMYGfJHkFMmOlWL7FZQ7biQsDxOOjiArQfJtZ2M3VqotTUdH85hMBr71y9v43E2/ZtiVulFVGUUOpPPKRs26FCOvwE5vEh1GWYFSax4HvONLp5MEEaMoEZajJ3Rw1SpRRWaovhtxpw05wZIvnBXhJzc+gYgrsQOdAVckV9Xxk0mtLQdvKH3neceTXWDQpNEzHhQUDgSszDAnfqxMYz3uoDqNOo7RIe3gktwdLM1uYL17KW/3DWquHuj28EEWXlnHhhfU23SIFYMoMq+mRG0ZKc3IkIcX/rSC53//Mt3N711TCyvz+fxvP8HiK+apqE5HDfT4yePoSPN02Kl5Rna/uzupYw60D7HzdhdZ2yuSOm6y2TrcSlA4KyHnzjLNxhPeR1TR5mLeYaojz7qUYvtlVGS+j6qs23SzTkcnBgpKsvnaz29O2dojZWdVMLDASVNPam56ZeSeucNrvLEJsZcGyDFlMMVQS1eng9Z2OwZPMRW2/ASoSwyusBeTJbEp4JfNifCTGx9X3awDyDKkzkJ7ouT5k/8eUhNnYXrFPLT7O4kKUxI6hs1QiTfShoJ2IoszpN1ckPNXvlK7g4sKcpEEbS2NtxibmLXMqbaMMTOjqhCbZXI02UkEvhE/X73o+/z5Gw8fMetEUeCmu6/iT9t/oZt1kxRtXZU0QLoadoqiUF9sYdfb6uxqed1+1n+iBefKWlXGTwYKCm8OeemWr0HGGrfzOs3zcYe2a2qCczxmKXUmEzo6WqWmoYScfEdMz5EMImaLeo1bFKD6phlstgZxeU9f01TLmBzJX3y3D4aZnlGJ03Rm405EYGZGDW2dZta09XM4Rapt2MueNgUhhVKmzObEGXZXzg/zw+sfRUxweYqxYhNSP819LBhFiVDT5Kpfl5mXfkuoIXl6ws5tlgqIyMOa3Xi2Sfs5x/lXvlKziUsLczAK2qkte6DwIFX1sc0N1GJRfXoHZySSSDjC/7z/F+zf0nzkvilzKvnV6nv51H13YM2I39pSJ7VIv0+bCZKOhp2iKEwrs7PzzR2q6oiEo6z60m6yHq8nnZsTbx1uZpNvCRFh5oTPlWNZeKgrrHb/XlnmWeRZl6stQ0cnpRlx+/nWxx9goHfs9b0Wn9/A75+9m6/+9AMJVHZqLNkWCj44gzUDfcgpfk2XzcnX3zQwzJt73expMWDzldJgmcr0jEqyjTZgNO212lbIzIxaMoLlvL53AG/4xIZQI6EI5bbUqRFqNCdm6nndwjDfv+ZRBLRTM1dU3FRnqK0isZRYHczZ6qBrU/rNn0/HyEBqpKLHwkFfYt47BiETEQMhWfsRp1aplWXZD/KV2jVcUezELMZ3M0dAiNkMDMph8qanxpJ9YV2Z2hJSEkVRuO+Tv2fjK6O16kwWI3feeyu/WfcT6helb7CLzthIr3juOJBuHWIVRWFGhYNtr21RW8oRVv90J/M7Gwh8dl/avgIHQgO8HTFzXqYdkfEVJXaa5zMYSF4HreOxGcqxGkoxSc7Rm5iN8dBX05GvOZilXAQN7UTq6KQaPm+Q73zyrxzY3TWm4ytrC/nEN65kwfI6AMqq87n5rvN57A9vJlDlsRTOKqZnipWWrvSoWeWX1IxgFmh2e2l2H/6sMFKeWUq/L0hXJMhYundkiplAavwvjMb4LzxvXBLim5c/ijDOz9tEsiw/ykFP+n5GTu3PpHl3h9oyks7+LUGuvKGBTkNyy8wkkkRsWwiYsRjy8IQPJODsicMsdrEk8yHmZhTy5uBVrI6xq+xdtRdTZM0my2gjy2Qj02gjy2jDYRxNHW/29LLT3c5OVxs73e3s9/Scth6pLGrfIDYZJGZP0evXjYeHvvsYrz60EoC5F87k7t9/ktLaYpVV6WiFNLVLxk9HS/oYdoqiMKM6k20vb1Zbygls+vtupnXXYLini6glpLachGCT7Ajjmv5IZJtnHIqsSx4WqZBc6xJyLUvItS7GatA/KHR0Ek3AH+KeTz/Enm1tZzw2M9vGhz93MVd8YDGS4VgD4MOfu4T9uzrZ8HZToqQCowu6mqsb2OB3EXZ7EjpWMnFFtZTOK9A2HJvx5PKkToSj0RTf9N33Lw3xtUsfQUCbKZlznH7+cTA9w+yskoHOlT1qy1CNPU9nk/l+IW2aTxjjHE0GIg5TLcOhnXE+b/Iwiz1clPsYnYGbaPG6xvScIks2H6u54LQ1aWscRdQ4iri2bCEAgWiIPcNd7HS3scvVzk53Ox3+97ouK6L2X2OzpxRjMenWQqz854+v8o8fPYXDaeeTP7+dy+44P2XrGeskBv1ddRTDQ148bm1O+GJFFAUaKjLZ9nJyTZ9YaHx1P5V9pTh/4SWUnT4Lv8PMz/AgxFirQ8RChqkaV3BbglS9h0l0kmtdfMigW4LNUKF/QOjoJJFQKMKPvvAPtq8/eNrjJIPINbcu5db/ughH1slrmEiSyNd+dguff//9dLcNnvSYiWKwGii8oYHVnanXBfZ0KCh0B1L7M2hT1yAX1FWzc+T0ryUtkD9Hwu+10Nc9cZP0tnOC3H3hPzVr1gFMdQwD6WnY1VvzGBpnp+N0YP+WIFdeN51OU+oaUkcTz7ptIhYyzQ24glvidk61MAhe3l+8jvsPzCAgh096jEk0IAkC/miYxXm1Mc+nLZKJOc5K5jjfa9jmCnnZ5W5nh6uNjp5hNqPtz6lF9eVqS0g59m9t5tnfvcxFt53DXT//CM7CbLUl6WgQQUnnYmIx0ri5hS/d+nu1ZUwIg0GkrjKL9s37GOzSfq0IgLyKHKp/bcZblhrpPGNhbmYlheLzMT/PYWpgJJSY9AqDkEGOdRG5lsXkWpfgMNYiaKwblo7OZKL9YB+ff9/9+H2njjJefH4Dn/jalZRVj60T6MGmbr70wd8ROM05x0NOTS7euTm0DmijmH88cWSZaanX9kJoLJgkkVmVIm1+7WcKiAhMM1dg9JpBFlCiIEcViEA0CnIUBtqDdLWdetPrI+cG+NwFjyCMIWVYTfqii1nyymy1ZSSETKOZvCdDREOTdylxzq0WRmasVltGXKiylVFvenGCZ5HIMc9lJLyfsOyKhyzN0Bq4mgdaTj5v/kilQLX53wSVcnrC19MfzqPYmk2RJZsiazbFVicFlsxxRzG+s+Mgn//NMxNQn1iy7Rb+/OUPMKU4V20pOjpphx5hdxTtKZwOazZL1JY6aF7fxLadiU2Jijf9rYP4b7cx46F8PGli2hmF8dWakARL3DSIghmneR551rPItS4h0zQNUdDf8jo6WqGsOp///uWtfO/Tf0OOHnvNOL5O3Viprivim/d9kP/57N+JRuJT86bqolq2G/z40tCsA3Dm22jReOTCWAhFZXr7rdgyTfii2i41IaOwM9hy2lmooVBi4dwatrzsJhI69rV854UBPnXOPxDQ9u8JkGXoBtLTsBsOB5l7dhEtr0/eKLvAcPpkJkwswk4g2zwHf6STweDGuGnSEhWW57mi6Ha2D8sYBOHIrcAiUmV+AEEAi9CGrLTyXEfLCc8XEMgzO0YNvENGXtEhU6/Ymk2ZLRezdPKu71aTet3gz8TcmhJ+fOeVFDpTo5Otjk6qoa/ejyJVO8ROrXbStmYXW7dpr9jyWPG6fIT+UQ5fTw/Dbr27jWXZl+LglZieJyvjX3wISGSbZx2pQ5dtmYskmMZ9Ph0dncSz8Jx6Pn/P9fzyO/8CTl+nbqwsPq+Br//sFn7y5X8iy+OPfBEMIpXvm8Ha7h44sTlp2mDLTp/rZNuwlyVZFRxkn9pSJkxEibJFbKL4eifWPTk0bR3toPzJi/18Yvk/EDh5aprWMCodWEUFv5w+xs7ReCrPfEw64xtS0K6VEhuGcb5Es0wzCcmutEh/PRNLsh5iSdbpj8kxtAEndktVUOgLDtMXHGY7rSc8vjBnCr9e9DGkk2S/aLU23EcvW8Snr1mGQdIzdnR0EoU23/0qkaqGXXTIjceVumbdYXY8vY9Zn8wk6ExMW/lk866ri3Oc52NT3hzzc4ZDjWSapjEcahzT8Q5TPXmWs8i1LibHshCDaB+fWB0dHdW47H2L6O9x4xkOnLZOXSycc/ksfN4gv/z2U+N6vqPYgXBu6ahZl+aIdhENl0CLmYODHshUW0X86AoOQdUQ82uncFawn48ueBgBNbv6xoZAlGUFCiu609Ow2+btpS7XgndAS41bksfIoEyO2iLihCHGumuZxnpkIrhDOxKkKDWxS3s4mWF3JjYMHuAv+17nk1MvPuExq1lbtnB2hpUf3HE5y2dUqS1FRyft0Q27o0hVw669sV1tCXEhEo4y9DUbhf9tZ6Q6PdIr3hka5DzncszKqjE+Q2E41IjVUIZFKsAd2omsvFefx2aoINe6hDzrWeRYFmGW0mWaqKMzubntMydO0CfKZTctxO8N8ocfn7meZmZpJjnTC1FyLQzIIZoH3ER6EtO8QmuEjHJaGXYNBQ52B9LjMxQgQ4LPVMJlWc9jE3pBqIHoHrVlxcSPZu9iRfcMIP1Mu4giU3BuHgefTo+5aKy4+6NpY9hJwtgisu2GaiTRzHCCai6nOgbBS4k1k07/cMzP/cv+N5jtrOSsvKnH3K+lCLv5U0u592NXUpCdns10dHS0hnbe/SojyzKdLQNqy4iZ4iIHbXti60SqZZo3ddD6AYEFd04j+JEWIjZtF5M+EwoKb7t8nJe9EKOyYczP80fa8UfayTDWkW9disM0lVzrEqyG4gSq1dHRSTeu/8hy/N4gf/vVqyd9vGhOMd7BIXcAAD9xSURBVCN1meztG4KwG7rTs07d6fCkQB20WIgaUj/iHmBxlsR/lQ1RZ1qLqLhBYfTGABgXQXgjEJ86jYmmQFrDLxdWcPeGNAp9PIr2rPSZh8bK8EAEAQGF1G+8YTiDYWc1lGKScnAHtydJUepSbDHROY6NIAWF7217nL8v+ywFlvdyb/OzM7j7xnP426sbGRxJ/vtNEKCuNJ+L59dx+6UL9RRYHZ0koneJPURfl4uPXPhTtWXEhKIoNJRY2flmeoaiV8wuwf6XHgQx9XekTaKZc7KCGJTTT3LsxmpyLAvJsSwgx7JAN+h0dHQmjKIoPPDzl3jygbeO3GfJtlBwxVQ2dPcw2WcBxvPM9PhTv+kEQJbZhC23n6iSGkbW8ZhFhbvKRa7OaSJT2Xr6g6WpoIyAnBrRhApm7tpyG691pedCd+G2LPr2TD7DH2Dpj5vwy6lvlM9wVFEmPXfC/WYxD5uxnKHgVlLFJFeb5/s+xobB8WduzXFW8rtFH8cgHlvL1h8K86+3t/PQK+vpH06ccSeJAtMqCplXW8qCujLmTikh0x6/xnix0Lini6rKXKyW9Kk3q6MTC3qE3SHaUywdVlEUpldksP21M0xoU5jWbZ0sX13P0PL9akuZMCE5yLvDNpZn1iEph7v4CmSaGsixzMdpWUiOZT5mSW+HrqOjE18EQeBjX7kcnzfIfx5by5TL69kt+WnpSv/6dGdCkgR608SsA5hWkMmBSK/aMmJmtkPiM+XDzDKvQ1QGGFOwUnQvCHYwzoXwlgQrnDgCQX49700W91/ASDj1NyKPx7rAAZPUsDMLNvykvmG3c6SZQudcjMoWAIxCFhmmWlzBbQSDqbVOUpvwBH3NrUMt/H7vq3y2/vJj7reajNx20XxuOmc2z7y7g4deWU/P0MQ/wwySyMyqIuZPLWPB1DJmTynGrrJBtnN3Jw/+YxXrNh7kR9+5gbOXTj3zk3R00hDdsDtEKtWvUxSFGVWZbHtls9pSEs7B3wyRfRYwkU7zcUISJCTBcOgmHbmJggHDocfEo+4/4VgkwpKNWtu55Frn4zTPxSilZ3qMjo6OthAEgc9891rCNQ4efneb2nI0Q26Bnb40Sond3j1EVWkmfcHYayepwfWFEncV7yebjQgoYzPqjkbxjpp1xvkQbkTrxQjNygEeO7uWK9+oUFtK3GkUB7ELxP4/TANM8sQbBWmFjR4H1dZryDHKiNE3GApuVFtSShKeQIf2w/zt4FvMdVZxdkHDCY9ZTAZuOX8uNy6fybNrdvHAS+voHhx70z6zUWJWdQkLppYyf2oZs6qLNVMnb8euDh58ZBXrNzUfue/ddft1w05n0qKNd6YGSCXDbuaUbLa+FJ8PUCHGjlCjz0nsE6wZFhw5GTicdhw5Gcwcmo8y1X+UQTZqhhnOZJCd1mAzxHQ+EXFcfysdHR0drSCKIp+95Tx29w+xoalNbTmawJGrTopPovCGo0iBXBC0b9jdUxvlsoxn4tPxNbwJpBqINgPRiZ8vgTRYXuFL0z/MfbvMakuJK/1BH/XLCmlfNfkid6WoBdIk09kddrEl7AJgqv0Cqo1rEUidNZJWiIdhB3DP9if4+7LPUmx1nvRxk9HA+86ZzXVLZ/CftY385cW1dAyceP23mY3MqSlhwdQy5k8tZUZlEUaDBqIhjmLbznYe/McqNm5pOeGxNev3I8sKYhqUSdLRiRW9ht0hgoEwkUgUlNEINkUBFGX0e0bvO+GxQ8899vhDxx51/+hz3/teFAUEUUQQRg0zQRAQRGH0fkAQR38WBAFReO97QRRAURAEkCTxmPtFUTeUdHR0dHTOzIg/yJ2/eJx9HfoibPqyYt6JtKotI+5cODWXHR5tlpMwovCXmcPUGU7eCGViJ18E4fXxP2+ckYVsrlt1Ezvd6TVvm59RRP9fu9OwF+7pufK7ETrN6dmIwS5lsCgTzMrqUx4TCubhHphFRuZBzPZmdE8FHmj7CK0+V1zONTOrnD8s+QRG8cxxNuFolJfW7eafb2yhIDuDBXVlzK8tpb68QLONIrZub+PBR1axaevpP4v/8MsP01Cn1/bWmXzohp2Ojo6Ojs4ko2dohDt+9mhcat+kMg0XFvOuJ/0MO7MkUV8h0x0YUlvKCfxz1gDV0huJG8AwAyI7E3f+OOFS5rLopflE0yU06xBnm8po/Uf7pDLtrviaQFfWJrVlJJSZjipKpBUIjDY6UBTo7z6PzdvnsXqHl3BktGib2WigvMBKcR4U5HrJzRkgK6sFe2YTBuPYUzZTnT+03EZXIH6/7wcrl/PFaVfF7XxqoCgKoXCUUDBCKByhuXWAvz36Llu2jS3i/45bl/HRD50d05jDI34yHemTsq4zOdENOx0dHR0dnUnI/s5+PvbzxxnxB9WWohpVl+Szyd2ptoyEMD0/i37DialF6qLw7rw3RxtLJAohGxBBGUzcGHHiTdcNfGx1+jWbmmym3aWfM9JbtE5tGQknx5jDTGOYA431vLXJQUdfbI02CrKtlBYYKcoNk5fjxpndiSNrH2Z7S9pF5f364AcZCMW3EclP593GBYUz4nrO8bB+UzPvrttHKBQhGIwcMuHChMLRQz9HTvgaOnTcRKivLeSPv7p9zMc37evm6997iv/98c1UVeRNaGwdHTXRa9jp6Ojo6OhMQmpK8rjvU9fyX7/+F+GItut+JQp3NKC2hISxq8/NjCptNaCYmSEl1qwDUFxgmAYR7Rt252U/x02VH+apFm3Vkpoo74TaOfu2yWPahb3pFSV5KgbDg7zrzWL9WxY8/tjNqF6Xn17X4cYwJqAKqMJiMlCWb6UkH2qruqioegGDKbWj8UJy/D9Tf7D9KaY6iiizqWvy220m/vVs8iNK9+zroX9ghLxcxxmP3b6zna9/70m8vhB/fPAt7v3ujUlQqKOTGCbHJ4yOjo6Ojo7OCSyoK+MHd1wWezOhNEBBoSeY3inB+aaTFypXi0vy5OQMFGkcrWencQQifG36NhYWqK0k/rwTaqfy1rJJ0TQ2ODx5llMRk5ulZ8fXYA6EIuzrGOGtLSM88EwGP/ntrbz22hfo67yQOPVuSDohOQ7NdI7DEwnw31v+STAajvu5Y2FafTFlJep8tqxZf+CMx2zY3MxXvv0EXt9oB/hVa/axbWd7oqXp6CQMPcJOR0dHR0dnEnPpgnr6XF5+8eRKtaUkFUemhdZweht2QsSktoRjmGFL4t87vAmkKRA98wJPLXqEOWzz7+PO6Y3cVHMxP9lYgDuktqr48Xa4nXNuLaPlkfSOtPO7U9RVGieByneoKLyA1p7ERO8GQhHe3OThzU3VFDo/x7I5IerrV5KRtTsh48UbRUlMhB3A7uFO/m/PC3xt+nUJOf9YEASBSy6czl8fXpX0sZ9+fjMutx+bzTR6s47e7DYzVquJAwd7ufcXLxyTNSBJIsGguianjs5E0GvY6ejo6Ojo6HD1t/9C54B20icTTXmNk625vWrLSCizC510iwfVlnGEj5RI/FfBY8kbUKNdYxUFDohnsdd3bFqZUcxnTfdF/GWXEdLI4pqVUQAvexju9KktJSHULbJgu/7UXVTTEfvAbF56ypLUMadXZbJ4dg+V1S9iNGuvoc5hooqRHzRdkdAxvtRwFUvyplJoycJmMCd0rJPR0TXErXf+KenjxoooCnz369dwwTkNakvR0Rk3umGno6Ojo6MzyVEUhWVf+DXBCRaFTiXqFxayWkzvNBmrwUBW/gCyRhITBRTenrcag5KkRh/G2RDelpyxxkhUMbGD2XQFTq1LEubypx2z2NCXPqadw2hmXn8Oza90pZEVOUrxFCOFd6Z/04nj8bxzOZt3Jb9WpMkgsWSGjTkzdpFfsgJJPPnnVsBfwsYNNzLoNpKbHSY700Nm5iAZGV3YMlowmnsTUg4iImfyw73nx//Ep8BhsFBoyabQmkWBJYvCY27ZFFgyMUvGuI/7mS//gx2NHXE/bzz5+t1XcOWls9SWoaMzIfSUWB0dHR0dnUmOy+OfVGYdgGQTIX17TgDgj0SYbs2lzd+vthQAFAQ2+OdzliVJhl1UWxGUfvLZHM1h+AwmYlTZwp0zdnBTMH3SZEfCQd7K6mLRHSUM/7ufwFAa/FKHcPVGKVRbhArkLdiGsamCcCRJtSkPEYpEeXvrCG9vLScv89MsmxtlWsPbOLJ3jD4ezGPr5vfz0mqZYNgPHG50IQH5h26zmVGVyTWXvRj3VNso1rie70yMRAKMeLrZ5+k+5TFOk51Cy9GGXvboV+voz/nmTAxibLUJL7lwuqYNu89/6iLdrNNJC/QIOx0dHR0dnUlOY2sPt/34EbVlJJWpFxeydji9I+wALpyaww6Pduq41VhFHq7/FwLxL8p+cuxA7B0t482QMJXNgWFCcmypfEaxgNVdF/JAY/qkyeaZbTQczKBtlbYM1fGjsODeHUSVZL2mtYGiwJaHz8bj14b5Wl+eSU15iJWbongDY6tZZjYaeP8lfupm/A0xTm8vf7SSn+6bE5+TJQkBgTyz41hTz3qsuZdjzkAS3muw4h72c+OHfkMkyYbtWPj47efw4ZuXqi1DRycu6BF2Ojo6Ojo6k5zuwRG1JSQdL5OjCHUkEt+OjhOlLyQTFQqSlxYrlUF0T3LGOgUdwgJ2+HajjOM1F5Z7WVj4KEuK0idNtj/o450SH+feXEbLY+lgmgtYBTsexa22kKRiDuVrxqwD2NM2zJ622J4TDEd4+AUjs3Z/kasv/Q/2zKYJ65CF5Nb2iwcKCn3BYfqCw+A++R9REkQKzJkUHGXkzT+ngnVvNCdX7Bm47f1LdLNOJ63QDTsdHR0dHZ1JzmQ07AYi6VkA/2gK7Bb6lVOnSSWbDAmemL0veWYdgOgAlbK9FUWgSVjCweOaS4yHqLKFj8/cTebe9/F6u3jmJ6QAb8ntnHtpMS2vdKktZUJIBoigHeMqWRhHStWWEDe2Hxhm7wMX8IFLllA7/e8TiraTFW11544XUUWmK+CiK+B6786ZsCC7jr3PDxDWQFmNG66exyfuOFdtGTo6cSU9PvF1dHR0dHR0xk330OQy7EQJev0etWUklCyziZKCEP1BbfxvrSI8MesAWcqWJI+sTuWXMHY2KnM46J+4WXcYWQlwS90LTHfG7ZSqszanl4IZqf0Lzb3ESkD2n/nANCPiTu3/2/EEQhH+9h8TT/3ri/g8NeM+T5Tkd21VDQE2le6l7so8tZVw2UUz+PynLkZIRCcRHR0V0Q07HR0dHR2dSc5kM+xy8+xE07iEr0WSaCgT6Awkv4PjyTCLCk/MbsVJ/MyrMRNjzbh44BVKWRMuoD+4K+7njsiDfHHeSvIt6fH6DUajtM4PY89LvTTCwxQuSG/z/1SMDKSnMbV1/zD/++eL8bhnjOv50TSNsDsGBaa6S1m0dRpFDxex8989qso5b3kdX7v7CsR4FSLU0dEQumGno6Ojo6MzyZlsKbGO3NQ1B86EJMDCKVYO+tRdQB3GiMITszvIY506AqJtjHaHTA79wgxWB/x4I4nrnhiWW/j4zPR5z/YEPHCNA9GQeottyQBD9v1qy1CF3l71UyAThT8Uoanp7HE9N6oY46xGIyhQM1LMou3TKP1HKe0PedmxsguXS93o0sULqvnO167BII3N1hgY9KD33NRJJXTDTkdHR0dHZ5LTM8ki7MxZabqgQuHc2myaPNoo5C8Bj8/ppoA1KqoIjzaeSDCKAs3CEjb49hOREx9xVe3Yl/AxkskuTx8lH0y9mmhzL7Hil9XvQpx0ZIGO3vSOLFy7w8x4fJ20irBToNpbxOJd0yh/tIzOv/rZ8UYXg4PaeM3PmVnGD751PUbjmTdlgsEwL6/YidVi1NNmdVIK3bDT0dHR0dGZxISjUfrc6b3wOgGr2gISgcKFU/PY6WlWWwgAAgqPzu6lWFilthQQcxJ6elkxspPF7PZtBuSEjnWYiLKLEntShkoaqwLtVF+VWqbdZE2HtfjLCEXSN8IOoKPPy/DggpifF1VSvKejAhW+fBbvbqDqiQq6/xJg+2td9Pdp67XeUFfEj++5CYvlzBtwza0D/N/vV7D8rFpstvRM5dZJX1L8iqKjo6Ojo6MzEfpc3nFFEaQy/7+9+46zsyzQPn7dzylzzvSaycwkmfSEkEpCEiB0QgdBRbC/iI2muGvZd9V1lSK4SJF1UVeXoq5iXZdXRRQRkJ6EkIQQUkhPpvd6ynO/fySEhLSZzDnnOeX3/XxCZubc53mumSRkzpW7DPiy74XmqeOrtKYnfWZdPTSzU2Odp72OsVfylsQOqlQr3Tq1R1Ym7R6H5uryiQP67ursWd49rjigqSduVHWwXC/8Nv0Pcdi3HDY1HW1a8fXUeB0hJdZvWKgTK5YP6zmxDFwS63Md1QyWq3Z7pVpW92v3zk41K31OGH+nCfWV+tY3rlDBUco3a63+8OfVevyJ13TLVy9XYQFlHTIPhR0AADmsoa3L6wgp1+kOeh0hwaw6TavXIQ6Q76TR19gmZ/lWlxmvFYNRDcQ3JOX6R3N8xVZJ044wwmpCSZ6Oq/JpVGFEjuO+8+G9Z+gevDzM7v2PkTngnN233zZ737dvP3+/gdYe5pp7n7tnDymz75GAz1Wvs0qN0QE5Cxyd7Fus536V3qXdnHNydDmspMH2YknZ/3fHi2v8WrBIGs4Kyj0z7GJJy3QAK4XdoMLxPOXH8xSKBRWM+eWP+uWP+uREHDkRR4pI7qCVO2gV7XcVGYgr0h/TQH9UfX0RRSJxtSqm1jQu6d5SV1uqb9/6PpUUH3mqfF/foL79749r24423XXrlSoqzJ5/3EBuobADACCH5doJsZLUNJheS3tGam5NhXYNvOl1jAM83l6jj1V4nWKPWLxZO8wiOZKMXDmycowrY105xpVjXRnF5ciVo7gcxWQU2/O2je59P7r37aiMsWowc7W6/03F7YBnn5djVinfN1V98T1twqh8v2ZXB1RbElUo0Klud7f64nv+fLdLyZ8JZg7z9lC5b/3kqn/e8zo1sFjP/My7r+/RjF7Qo11eh/BIV2tuvIRsaOvT6leuUfWorSoo2qFwwZvy+SNHfE7M+jSUws7nOsqP5ynfzVMolqdQLKBA1K9A1C9fzJEZdGQiRjYiuQNWsQFXsQFXgwMxDfbF1N8fVX9/RK5r1S+pX7Eh3TeTjaoq0l23XqmK8sIjjlu/sUH/evv/KhwK6u5vXqmiIso6ZK7c+L8tAAA4pFw7cCK/IKgdkeyaFVNSGNOuNOsgf7rT1dWVBTJJmt02HD2mVOt6X0nQ1QLaswX02gRd79i5tl+3nLxTQadffaZcz3ZskyR1SuqMepttpKysema+oNM+tFhP/yT9SrtcXg4rSQ1NRy6tsskv/iJJ9ZLq9akrpmvshP854vj60DP63OTRMorLyN37c1zGxOUOhvTrb5+p9tZ+DUZiimnPPMUuDUpKo1nJaai8rEB333alRleXHHaMtVa//t1y3f9ff9P4cZW667YrVVyUlZvWIodQ2AEAkMMa2nKrsCsfla8d8r5ESpTRBWG90bPds/sbWZ1e7lfASFZG7ltLJK3UpSkq0UrPsr2l15ZK2pbAK6ZPSxPy/VWSlG8djco7Q02DzR4nShwrq67jnteZVy/Wkw+kV5mRy8thTTyoXS1p9i8EKVBTnq/a+gePOi7kNCh0mKWlrz9/jRp259bfuYlQVBjSnbe8T2PqDn+AUGdXv+6454969oWNmji+akjLZoFMQGEHAEAO+/wVZ+hz7zl9z15Uds+/UFu9/bOsld2719U7PybteVG953G7b08sa9/+mN27GZY94Np7PqZ9b2vvnlZv73Nl33ESxr7H9933KOMO9zyfFMmLK+66irqu4tZVzN37w7qKv+Ptw42JHmJsbL9xcbv3uYf4+BHH7LuWVcyNH/B21D24KJpRU6A1vak/NcTI6sZ6o/eUr1Se3XToQWlymElvpp/aOASOcXV8frea0qvXSoj2yS/o7E8s0hP/mT6zunJ5OWy4d1zOHVQkSUtP6pDPGd6BRW7cp03PfVDPPVkgx2fU3Jze+zKmo3A4oH+7+QpNmlB12DHrNzbon7/xWzW3dGtCfaXu/uaVKi3JT2FKIHmy/zsYAABwWAG/T5l3pl3ucq1VdL8iL25jcuXKWqu4rFzryrVWcevKta7i1srVno/t+bH/x/a+vf9ztP+4vc/TO8fFtaRwnars/5OiW7z+khxVoZM+RU8yBe3LmlRwkTb1JnI2YXpoHf+ill67SH++3/tfy1xfDqvuUcr2vdIOZcy4Z4c1vqdxth7/79O1YWOnlEWzulMpGPTr9n99j46bdvhTiZev3Kov3/wb9fdHVT+2QnfdRlmH7GLsO/9pGgAAABgCG10v23GDFN/idZTDcq1PT0drNBBv8jpK0sXNRP21vUhulrZJoxoW6vH7vN2g74TzwnJPe87TDF4yq8/V0893eB0j5SbVFumD73tYwWDbQY9ZVxrsnKDe1onqbB6tpp2levaZXsVi2fnnMBX8fke3fvXdWnzixMOO+evT63Trnf9PsZircWPLdc83rzrqgRRApqGwAwAAwDGzbrds5xelwSe8jnJYW8xiretb4XWMlGh0L9HKri1ex0ia0c0n6rF7ojq2o2hH7sIvu9qV/6on904HnX87X6vWH1xa5YLp44p15bt/pECwS+v+drUatheqcberXbv7FIkMb7ksDs9xjL72T5fqjCXTDjvm1/+7XPd9/wlZK42tK9O9d7yfsg5ZicIOAAAAI2KtK/V+T7bnXqXN5nX7iSmsvw2EFbPZv1m+Vame6Z6m/nif11GSZnTbfD327bhSXdr5/NLCm9fn7IETkrT2kdPV2pm7e7HNmlisC5Y8rftvPt7rKFmnsDBPFy6dpXddNE9jassOOcZaqx89/Hf9+JHnJUl1taW69/b3q6qyKJVRgZShsAMAAEBC2MGnZDs+L9lOr6Mc5FW7QLsHVnkdIyW6dZ6e68juYxFqOk/QH7/lKpWlXa4vh/VHi/XkA9O9juG546rLNbCpVy2t2f8PAKkweeIoXX7xPJ1zxgyFQoffVTcWd3XXfX/S7x9fLUmqqynVPXe8X6Mo65DFKOwAAACQMDa2bc++drF1XkfZZ5eZr1V9q72OkTLW+rSi/zS1RFq8jpJUtT1z9YfbJdnUlHYXfjmuXfm5UfoeSn77DP3plyw7lKR8v18Ly6u1/OUtXkfJSD6fo9OXTNW7Lz5BM2fUyZgj/xkeHIzq63c8qmdf2ChJqhldou/c8X6NqipORVzAM47XAQAAAJA9jH+cTMUjUuhSr6NIkprNLK3ue93rGCllTFwzC7J/2eKuwpU6++N5KbmXzy91FL6ZknulK9tV6XWEtNEXi6m7xOjbt75Po0dRGg1VZUWhrv7QKfrlQ5/W1750qWYdP+aoZV087uprt/1uX1k3urpE93zzKso65AS/1wEAAACQXYwJSyX/JgXmyHZ/U1LMkxztZppe6d8i69H9vRR0X9CE/Au1uW+711GSyk7cKmm0kr00ds5ZYfW5ub0EsrctLGnA6xhpY/Xm3Zp14xg98B9X63sPPKXf/X6l15HS1txZY3XZxfN06klT5Pf7hvXcHzz4tJ5/eU9ZXl1VrHtuv0qjq0uSERNIO8ywAwAAQMIZY2QKPixT/rDkVKX8/l1mvJb3N8u1gym/dzowRpqUt17Go9NUU6XNbdCMk/OTfp/2Ble1gzPlN4ffYyvbtWb3Cuthi8TiWrOlQfn5efqH68/V3bddSZG0n1BeQJdeOFf/9d2rde8d79eZp04fdln32F/W6Oe/fkmSNKqqSPfcfpVq+Bojh7CHHQAAAJLKxptkOz4jRVek5H69pkYvDriKuO0puV86a3Yv1oqurV7HSKra3jn6w22pmYdQVOZowWUB+afuVLOb3bMX92ettPInS9TTH/E6Slq59pKT9IkLF+97v68/ou//11P6n9+/4mEqb42tK9NlF83TeefMVFFh6Jivs+b1nbrpSz9XNBZXVUWh7v3W+1VXc+jTY4FsRWEHAACApLM2Itt9h9T346TeZ0CVejESVn+8Man3yRTW+vR65Bxt78/eU2PznJBW3jxDg32pfVkz6/SQis9fo163++AHXZ/8bol8sRKZWKFsLF/xaEiRSECDgz4NDBr1DFh198dUVujX+PEtGihcIeOk50uz4GCVnnhogtcx0s7CaWP1vZvee9DHV7y6Vd+69zHtbki/E7OTwRjp5EWTdfnFJ2j+3Ho5zshm9jY2delTNz2s9o4+VVYU6t7br9KYuvIEpQUyB4UdAAAAUsb2/06286tKxl5YERXppego9cRyZ+bTULiq1nPdE9Ubz9492Go6T9Afv5X6lzU1EwOa8YntanV3q8ZOUceqMXqiOaaugeEvxa4uLtDcyY4CgajcuF/xuE/RmKNYzCgak6qqujRY9pyOske/pD0z4owNyGdDcmyejBuScYMyblByA5IblHX9sq5fbtwn1/XJjfsUjxvF43vvGZdiMSkal4x1tOGlFvHK8UChgF9P3XWdAodY6tnXH9EPHnxav300NTOLR8oYKRwKKhwOKD8cVDgc3PNzKKBwflDh0J738/P3fGz/MZMmjkrYUtX+gYhu+Px/a+ObTSovK9C9d1ylcWMqEnJtINNQ2AEAACClbHStbMcNUnxHwq4ZU0gvxyaoM7opYdfMJlEzX0+2R2WVvd/6h5adrBd+m/rTcQtKHFXV+7VlVURldUV6fVzyDmaYWVem4gKzr0iLxKwiMVeRqKvBmKtILK6BWFwD0ZjcBL/MW1Bao9fX7k7oNbPBA5+/UnMm1R728VdWbdO37nlMuxo6Enpfv9/ZW6i9XaKF9xVqe8u2Q5Rvbz0ezg8qf7/n5AUDI54ZN1Kua/Wv3/ydnnp2vcrLCnTP7VepfixlHXIXhR0AAABSzrodsh3/KEWeGfG1XBvQcjtDrYOvJyBZ9mrXBXqpI3ElabrJc8La/dBsbVvn3T5r5WOKtXZs6kvDVJhUXq7da9qy/BiT4bvhXafoY+cvPOKY/oGI/vPBZ/TkM+sUDgf2K9SCyg8H9ivU9ivf8oPKDwX3K+EOLN8CgeEd4JAJ/usnf9dD//2cSkvyde8dV2n8uEqvIwGeorADAACAJ6yNy/b8u9T73RFcw+hVnaCGgdUJTJadrJXejF2kjb3bvI6SNBVOrZbdVavO5nhK7+v4HU04tU7rfd1q7u1N6b1TaVaoUm++yXGx+ztpRr2+e+O7vY6R8Vas3KrP/fMjKizM033f+oAmjk/96eJAuvF7HQAAAAC5yRifTNFnZQMzZTu/INnh7bFmrbTWLFRDf+6eyDgcxkgTAs9qp2+a+uN9XsdJilZ3lyZ/rknVkalqeqlUyx/rk3WTNyfMOEYTTx2jTcEePdvTkLT7pAtTkn2zukZq/Y5mWWtlhrK5IA5pcDCqO+/7kyTp8zeeR1kH7JWa888BAACAwzChs2Uqfi35pwzreRvMYm2nrBseU5y1Zd1b4jamXYG1ip3ynJZeG0zafcYvrpWztEzPRhrU0JO9B3rsb1Vjo0aPKvY6RtooLQzrrk9fSlk3Qg/993PaubtD558zU2eeOt3rOEDaoLADAACA54x/gkz5L6TQBUMav9ks0pv9mXH6YjppcWd7HSGl+sa8IX8SOrtx86r1ktOinV3dib94misfW+h1hLRQV1GsBz5/pWZNqPE6Skbb+GaTfv7rl1Q7ulSf/fTZXscB0gqFHQAAANKCcQpkSu6RKfqSpMMvvdthFuiNPmbWDZdVSOt6mr2OkVI9bqdOem84odcsH1OkdSW9CT+FNVO82tSo4qKQ1zE8NXP8aD34xatUX13mdZSMFo+7+rfvPCZJ+soXL1Z+fp7HiYD0QmEHAACAtGGMkSm4RqbsAckpP+jxRjNHa/rWeJAs8/WZk7N+OeyhBGdtkZSYci0YDqh3Vp66BgcTcr1MFInHVT+lwusYnqitKNbN/+d8PfCFK1VRXOB1nIz3m0dXaN36Bn30A6fo+Om1XscB0g6FHQAAANKOyVssU/FbKfD2Es5WZ4ZW9m2U5HoXLENZK23qz80DA1rdXTrx4vwRX8dKqjinWls7OkceKsOt7WhRMJA7LyXLCsP64vvO0G++9lFdtOg4+Zzc+dyTpaGxUz96+BnNmlGnD1652Os4QFoy1uboXG4AAACkPWsjsl23qHNgmV7qb1Hc5t4MsUSImZl6oj13N8b3Gb+KNyzQkw8c+8y4SefX69nOXQlMldkWVdZqzars/noUhIL68Dnz9cGzT1BBKHkHmOQaa62+9LVfa83aHfrRd69WTXWJ15GAtOT3OgAAAABwOMYEZUq+od2xWxW3P/M6TsZqiE2QtMXrGJ4JO4VqeOPYC8vxi2oo695he6RbMkrUauO0EvD7dMVps3XN+QtVVjTy2Zk40BNPva4Xl72pr3zhIso64Ago7AAAAJD2JpfeoJ09f1TU7fA6SsaxKtMbPTu8juGpvni3+jqObSl11YRSrcrrlKIJDpXhdnV1a/60aq1b1+h1lIRxjNFFi4/Tpy46SbUVxV7HyUqdXf267/t/1TlnHKelZx7vdRwgrbH4HgAAAGkv6CvR/OrvKOhwKuNwdWqRYjbmdQxPuYrr+Ks6hv28cElQrVMc9UVp6w6lO5g9v6/OmDNJj3zlQ/r6R86jrEsCa612N3Tonvv/rFCeXzddt9TrSEDaYw87AAAAZIy+6HYta7xePdE3vY6SEaw1ernvNLVH27yOkhacp0/Wij/1D2mscYwqLqrRmpbmJKfKbMcHKrRla6vXMY7ZvMl1+sxlSzRnEqeUJtNn/+lnWrlquxzH6J7br9KcmWO9jgSkPWbYAQAAIGPkB8bqpNqfqjJ8stdRMkLEWURZtx/f6ct06vtDQxo74YJxlHVDEKgIeB3hmEypq9R3rr9MP/yHKyjrUuBdF86TJH3ofYsp64AhYoYdAAAAMo5rY1rberu2df/c6yhpbWP0Im3q3eZ1jLRT2ztHf7nLp8jAoV8KTVwyRs/Fs2dvtmQyksZHCtXU0uN1lCGpqyjWdZeeovMWTJPj5O7JyakWj7u6/e4/6ks3nS+/3+d1HCAjUNgBAAAgY23p/KnWtt0h6dgOFMhmrhmrv7SXyWbjMZ4JUOWM0Zr/rNXuNw/cn65meoXWVvVqMBb3KFnmWVhTp9eW7/Q6xhGVF+Xr4xcu0nuWzFKAwsgT1loZQ0kKDBWFHQAAADJaU98zWtn0ecVsr9dR0kqzvVgrOrd6HSOtVTp1+utXR8nde3ZCYXlYnSfkqbmX30vDEfL7VdLqqKc34nWUgxSEgvro0gX6wFnzlB8Keh0HAIaMwg4AAAAZrzuyQcsab1B/LL1n+aSKax0927NQfXGKp6Op2rlIf/6PiBy/o6LzRumNtsw9QMFLi6vrtPqV9PnzF/D7dOXpc3T1+QtVVhj2Og4ADBuFHQAAALLCYLxVyxs/o47BV72O4jlrpb92zVPMxryOkvb8JqCmH58gM3m0XmzZ7XWcjFUWDsvdOqhYzNvl6Y4xunjxDH3q4sWqKS/2NAsAjASFHQAAALJG3B3U6pZ/0a7e33sdxXPL+s5Qa4TZYkNR2HmyfvUM5eZILaqo1ZrVuzy7/5lzJun6d52iiTUVnmUAgETxex0AAAAASBSfk6c5VberIDBBGzr+3es4niryh9WafluKpaW2jkJJHV7HyHi7Yr2y2nNybCrNnzJGN162RLMn1qT4zgCQPBR2AAAAyCrGGE0p+7QKAvVa1fIVuXbQ60ieKPDxrf5Q7W7xOkF22N7ZqROmVuuN9Y0pud/UMVW68bIlOnlGPaePAsg6/C0OAACArFRbeIHy/XVa1nSjIvHcWxqa73i7l1imsFba3NLjdYys0R9O/u+7MZUluu7Sk3Xu/GlyHIo6ANmJPewAAACQ1fpju7Ws8Xp1R9Z7HSWles3Z+nt7k9cxMsKuV8/Tqu3tXsfIGtOdMm3fkfivZ0Vxvj5x4WJdfspMBfy+hF8fANIJM+wAAACQ1cL+Gp1U82OtbPqimvqf8jpOygTU5XWEjDF+bLdWbfc6RfbIHxWSdiTueoWhoD5y7gJ98KwTFM4LJO7CAJDGmGEHAACAnGBtXOva7tLmroe8jpIS/eY0Pd3OrLGhMPGQ+raerr+/3qE4L49GzGeM6gby1draO6LrBP0+XXnGXF193okqLQwnKB0AZAYKOwAAAOSUbV2/1Gutt8oq5nWUpHFVoBd75qkr1ul1lIwSjNSqZfNsPb+hTbxIGplFNXVas3znMT3XMUaXnDRDn7roJI0uL0pwMgDIDBR2AAAAyDkt/S9oRdM/KOZm57LRRvcSreza4nWMjJU3MEE7Nk7T8i1tXkfJWPmBgAqapL7+6LCed+bcybr+0pM1saYiSckAIDNQ2AEAACAn9UQ2a1nj9eqLbfM6SkLFzAz9td0vyxyxEcvrm65Nb9RrzU6WFh+LxdV1Wv3K0GbZLZg6RjdetkSzJtQkORUAZAYKOwAAAOSsSLxDK5puUtvAMq+jjFiBU6IZ+RNVoF79prNaL3d3eB0pK1grhXvn6LW1o7ShiSXGw1FZkK/Ipn7F3cO/5Jw+dpRuuOwUnXRcvYwxKUwHAOmNwg4AAAA5zbVRrWn5hnb0/NbrKMekJjheU/IKFY6tltGe5YdWjnZqib7fNKie+Mj26vNLqgiEVOYPqNTvV7HfaNtAVOv6uxOQPnNYK4W6FuqV14q0rS23PveRmFheplH+fDVs71Rza8++j4+pKtH1l5yipfOnynEo6gDgnSjsAAAAkPOstdrc+YDWtd8tZcBSUkc+Tcs/TnVOj/zx9YcdF3dGa6t7nHZHAto8GFN7LKZSv18lPp+K/UZFjpTvxFXgxBUyEeWZiAIaUEB98qlXxnbL2L6Drhtzxuqfd1YrmgFfq0QKRmr1+qvHa0MjM+2OxcTyMo0LFeucyZN02ZKZCvh8XkcCgLRFYQcAAADs1dD7hF5t/ifFbb/XUQ4wLm+SqgPFCpuYgrZHPne3jPX2wIxOZ7663UIZWbXHg3q0vU9N0UFPMyVTsH2RnnjZr97I8A5RwNvm1I3W3e++SHWlxV5HAYC0R2EHAAAA7Kdz8HUtb7xBA/FGr6NIkgImT2eFfTK2w+soR2TlV6czT8/0lOrJzlZZZccyRxMPqmfzmXpmHQdPjMTHFs/X5846RUFm1QHAkFDYAQAAAO8wEGvSssYb1BVZ63UUzSuYq2r3Ja9jDEvcqdGG2Az9b/uAdkcGvI5zzPIG67VyxRRtbfV2NmMmmVpVofXNrfveLwnl6fZ3naezpk7yMBUAZB4KOwAAAOAQ4m6/Vjb/XzX2/cWzDH4T0NnhkIxtPfrgNGTlU5czT8/1lukvHW1yvQ40RNZKwbYlevzluAZjca/jZJQfvP8ybW3r0D1PPqfJVeUsgQWAY0RhBwAAAByGta7Wt39Hmzp/6Mn95xbM1egMm113OK5TrU3x4/Voe1TbBw8+yCJdOPECtW04VS9sbPM6Ska6av5sff3Cs9XS06vicIglsABwjPxeBwAAAADSlTGOppXfpILABK1u+ZqsYim7tyOfqrU5ZfdLNsdt1BTTqM+VO+px5uiFvir9qb1V6TR/La9/ql5eVqddnZR1x6ooLyhJqiws8DgJAGQ2ZtgBAAAAQ9A2sFzLGz+rqNuRkvvNLpijWvfllNzLK66p1BY7S79vj+nNAe9m3Vkr+ZrO0OPLBxRzM2XhbnopCeXp1kvO1dLpk72OAgBZgcIOAAAAGKLe6DYta7xevdHkzXyrCY7X5Lwi5cfWyGgwafdJL0a9zmy92F+tx9raFFXqXqJMCxeqd8dc/fD5SMrumW0WjKvTnZddoJqSIq+jAEDWoLADAAAAhiEa79IrTf+oloHnE3rdfKdIp+SXyRffmNDrZhrXlGubna0/tFttGOhJ0l2sTi0u1zlFbSp2V8jKr+ebLtF1j47SoOsk6Z4pZq3mhavUaSN6czA5p9w6xuj60xbr2iUL5XOy5OsGAGmCwg4AAAAYJtdGtbb1m9rW/YuEXXNieLqmalXCrpcN+pyZWjZQq9+3tSmSgJctPkmXVlRocWizgu6Ggx4fsJP1lafP1O/XZ+5W35X+kGbaMrWsa1NLS49q60q1elxfwmct1hQX6c7LL9CCcXUJvS4AYA8KOwAAAOAYWGu1teunWtv2LUkj3/dsQeE8VcZfHHmwLGRNiXbZOWqNB9UTd9TtSp3xuDqjcbXFImqLRY5Y6BX7/HpvRbFmBFbJ5zYe+V7yaWXbhfrEo3XqjZhEfypHZq3OUo26dvaoqL5Im3w92hbp3vfw2GChpvQVqq/Aal2sXR3xyL7nzQtXqahF2vhag1z3wK/FjJPH6a92d8Jinjt9sm6+eKlKw6GEXRMAcCAKOwAAAGAEmvqe1sqmLyhme4/5GmX+UToxz8pxdyYwWW6xCsk6xYqrQDHlK6KQBm1IklWVVsnY4S2vjahetzy3VL98LXDIx4+rC6qgrECBPCNfwKqz1dVrGzvljuDV1Rn9o7Ru5YG/B8ZPrNTy6i7NC1Wp+YVm9ffvKemMkcbWV6iwKqzmLZ1qbu4+1CUlSY5jVHx6pdYNdBx7OEl5fp/++dwzdOUJs2RMistMAMgxFHYAAADACHVF1mt54w3qj+0a9nPrQ1M03dkuY5OzzxiOnZXR613n65rf1atjwEiy+sjcqD40+w19bstU7eg/8NesJJCvcb4ate+S1m7qlNXwSq1Tuyq14bWDZ8KNq6/Qtq2tI/lUVF5eoJ5ZeQfM2BuOqVUVuuvdF2rKqMoR5QAADA2FHQAAAJAAg/EWLW/8rDoGXx3yc2bkz9I4u1JSPGm5MHJxU6nN3fNUU7BDBeZ13bz7U/p945ELtPJAoeqc0WrdafX65k5pCOXd4rxqbfnbjgSlPlhxUUhmfpHeGOwY1vM+sGCOvnTOaQoFMndvPwDINBR2AAAAQILE3UGtavmqdvf+4ahjHTlaWlAo47akIBkS5fGeS/QvG/OG9ZyKYJHqVK3GHa7Wb+3Socq7oBzNDVVq25PJXRYdDgVUdFKFVg0cfcZeSShPt15yrpZOn5zUTACAg1HYAQAAAAlkrdXGju9pQ8d3jzhuavh4TdQrKUqFRNgVnagPv3GSemODx3yNUXklGm1Hafe2uAYaXU20xXKbI9q2qVmRSGpmWgYCPlWfUq1lg82HHbNgXJ3uvOwC1ZQUpSQTAOBAFHYAAABAEuzq+YNWtXxFro0c8vGzCqcoGH8txalwrGLWr09v/pjWdLUl7JoL+ibrtR96M8PScYzGn1an5wYPPDXXMUbXn7ZY1y5ZKJ/jeJINAEBhBwAAACRN+8CrWt54oyLu2yVPZaBW00OVKowt8zAZhuv7rVfrge3HdmDDkcxvmqK1Pz/8TLdkm3baWD0VbZAk1RQX6c7LL9CCcXWe5QEA7EFhBwAAACRRf3SXljVdryqfT+N9roLxNV5HwjAt71+iG96okVXiXzrlOX6ZewpkhnmibCIdd/JY+acW6JZLzlVpOORZDgDA25jjDAAAACRROFCrU0Y/rKl5ZZR1GagzXql/3TIpKWWdJA26MVXWFyTl2kM1e/Rofee9F1PWAUAaobADAAAAkszxFcmU3i/lf8TrKBgGa6Vbd71HzYO9Sb1P6UTvirIPXLFI115zhhz2qwOAtML/lQEAAIAUMMYvp/grMkVfFd+GZ4bfdL1PT7e2Jv0+vtmuxi0qTfp93unDV56kT/6f02SMd8txAQCHxncKAAAAQAqZgg/LlH1fMt4ug8SRbYrO1He2publ0qt2i3xL4im511s++oGTdc1HllDWAUCaorADAAAAUszknS5T/ojk1HodBYcw4Ib0L1sWa9CNpeye+e15Sdsn752u/tAp+tiHKOsAIJ1xSiwAAADgERtvlu24Voqu8joK9nNn48f1q90dKb9vXbBclWvLtP4PyVuG+/GPnKoPX3VS0q4PAEgMZtgBAAAAHjG+Kpnyn0ihC7yOgr2e7jvXk7JOknZG2rTzuCYZX3Ku/6mrT6esA4AMQWEHAAAAeMiYkEzJ3VLBtV5HyXlNsTG6ZfMoTzO0RLs1/fIqBfIT29pde80Z+sAVixJ6TQBA8lDYAQAAAB4zxpFT9DmZktslBbyOk5Pi1ujrOy5SV3TA6yhaUbtBtdeGEna9Gz55lq56z8KEXQ8AkHwUdgAAAECaMOF3y5Q/KJlSr6PknJ90fFDLO5K3d9xw9ZrBhFznM58+W1dctiAh1wIApA6FHQAAAJBGTPBEmYpfSL4JXkfJGWsGT9QPtkW8jnGALrdvxNe46bqles+l8xOQBgCQapwSCwAAAKQh63bIdtwoRV70OkpW6XVL1Bgbo8bYaDXGytQYLdQfm6WGgR6vox2k4P4yudFje7n2jzeeq0svmJvYQACAlKGwAwAAANKUtRHZrq9J/b/2OkpGiLh5anLHqDFao6ZYpRqiRWqKhtQ46FPjYEyNg/3qiSVmqWkq1P5mtNp3DG9PPWOkL3zmfF103uwkpQIApILf6wAAAAAADs2YoFR8m+QbL9vzba/jpLWY9eu6LR/Vmq62/T7av/dHZiqsDg6rsDNG+tJNF+iCpbOSmAoAkArsYQcAAACkMWOMTOGnZErvk5S4k0Ozjd/EdNu4P6gsmO91lIQJVwWHNf6971pAWQcAWYLCDgAAAMgAJnSeTMVPJKfK6yhpa3N0srJpx5/aMSXDGr9wPgeVAEC2oLADAAAAMoQJzJap+KXkn+Z1lLQSt0b/2fpR3fRGlTqimbsE9p0mjK8c8lifYzTzuNokpgEApBKFHQAAAJBBjK9WpvxnUt4ZXkdJC63xat207ZP60fZeWWXP7DpJqhpVpOKioS2DnjK5Wvn5eUlOBABIFQo7AAAAIMMYp1Cm9H4p/6NeRxmxATek7dHJWtF/ip7ouUi7okNf1rmi/xR95I3z9HJ7axITescaad6c+iGNnTNzbJLTAABSiVNiAQAAgAxkjE+m+MuyvnrZ7lskuV5HGpbd0fG6btOZ2j3Q/Y5H5mty4dk6tSyuJYVrdFzwZTnmwBGulR5u/7B+sG1ArvpSljnVrLVaMLdeT/39jaOOnTNzTAoSAQBShcIOAAAAyGCm4EOSf5xsx2cl2+t1nCHpcwv1xa1LtXug/ZCPb+zp0MYe6QHVqyJ4nJaUh3Rq8WYtCD2jAVukr+98t55vy85ZdfuLW1cL500a0thZx1PYAUA2obADAAAAMpzJO00qf0S2/ZOSu8vrOEd12+4PakPP0Aq31kifftfQp981lCjPuUxhX0Ad0ewv6yTJta5qa0pVM7pEuxs6Dztu4vgqFReFU5gMAJBs7GEHAAAAZAETmLrnBNnAHK+jHFFnvFxPNLcd03MH3VhWnQJ7NO7eQzTmzz3yPnYshwWA7ENhBwAAAGQJ46uSKf+xFLrA6yiH9crAwqw7zTVZ4nbPvoQL5o0/4rg5szhwAgCyDYUdAAAAkEWMCcmU3C0VXOd1lENa0Uu5NFSu3VNszps9TsYcftxs9q8DgKxDYQcAAABkGWMcOUU3yZTcISngdZwDLOtkdt1QuXtn2JWW5GvKpOpDjhlbV6aK8sJUxgIApACFHQAAAJClTPhymfIHJVPqdRRJUltslN7s7fA6RsZw91s6fLhlsbNnMmMRALIRhR0AAACQxUzwRJmKX0i+CV5H0YqBhV5HyChvLYmVDn/wxBwKOwDIShR2AAAAQJYz/vEyFY9IwcWe5ljRW+Pp/TPNW4dOSNKsGXUKBnwHjZnLgRMAkJUo7AAAAIAcYJxSmbIfSuH3epZhead79EHYx92vsMvLC2jWOw6XqK4qVvWo4lTHAgCkgN/rAAAAAABSw5igVHyr5Bsv23NnSu/dHKvT1r7OlN4z0+2/JFaSTj15qgIBn2ZMq9WM6bU6bhozFgEgW1HYAQAAADnEGCMVflLy18t2fEHSQEru+z+d50jqTcm9ssX+S2Il6fKL5+nyi+d5lAYAkEosiQUAAABykAmdJ1PxU8mpSvq9/txzsX60nbJuuKzs0QcBALIShR0AAACQo0xglkzFryT/tKTd49WBk3TzmwVJu342i1sKOwDIVRR2AAAAQA4zvhqZ8p9JeWck/NrbolP0pU2TFXHjCb92LnAth3QAQK5iDzsAAAAgxxmnUCq9X7b7dqnvoRFfryFWr5+0LtWjjT0adPsTkDA3McMOAHIXhR0AAAAAGeOTKf6yrH+8bNctkoY/K25bdKoebjlDf2zqUNx2JDxjrmGGHQDkLgo7AAAAAPuY/A9KvrGyHZ+V7NAPiriz8eP6ze5OuWpLYrrc4orCDgByFXvYAQAAADiAyTtNpvwRyakb0nhrpcea++VyqmlCuSyJBYCcRWEHAAAA4CAmMFWm4pdSYM5Rx3a5leqJDaYgVW4JOD6vIwAAPEJhBwAAAOCQjK9SpvzHUuiCI47bEZuQokS5Y3pxnT45+RyvYwAAPEJhBwAAAOCwjAnJlNwtFVx32DEbButTmCj7TSmq0X0LrlZRIOx1FACARyjsAAAAAByRMY6coptkSu6QFDjgseZYne7fTrGUKBMLR+nfT7xaJcF8r6MAADxEYQcAAABgSEz4cpnyByVTKklyrXTzzovVGe33NFe2qC+o1HdPvEZlwUKvowAAPGas5eghAAAAAENnY1tl2z+pn7acpPu2RryOkxXG5lfoews/oapQsddRAABpgBl2AAAAAIbF+Oul8kf0Ys8Yr6NkhZpwmf7jxGso6wAA+zDDDgAAAMAxibgxfWPVr/R4wyqvo2Ss6lCJvrfwE6rLL/c6CgAgjVDYAQAAADhmrnX1H+sf18Obn/Y6SsapzCvS9xd+UmMLKryOAgBIMxR2AAAAAEbsV9te0J1rH5UrXl4MRXmwUN9b+HGNLxzldRQAQBqisAMAAACQEM80va4vv/pzDcSjXkdJKwW+PBUEQiryh1ToD6kwENINU8/TpKLRXkcDAKQpCjsAAAAACbO2c4f+YflDaov0eh0lIcK+4L6SrfCtws2fp0J/aG8JF97z/t7HC/whFe03Nt+fJ5/hrD8AwPBQ2AEAAABIqJ19bfrssge1ra/F0xx5TuCA8qzAH1JhYE/ZVuQPq2Dv2/v/KArsHecPqcCfJ7/j8/RzAADkJgo7AAAAAAnXEenTF1b8WK92bD2m5wcd/9tFWmC/mW2B8AGz3N6e6fbOsSHKNgBAxqKwAwAAAJAUA/Go7nz9Ue3qa1Ph3uWjBfuKt9AhCrm33w86fq/jAwDgGQo7AAAAAAAAII2w+ykAAAAAAACQRijsAAAAAAAAgDRCYQcAAAAAAACkEQo7AAAAAAAAII1Q2AEAAAAAAABphMIOAAAAAAAASCMUdgAAAAAAAEAaobADAAAAAAAA0giFHQAAAAAAAJBGKOwAAAAAAACANEJhBwAAAAAAAKQRCjsAAAAAAAAgjVDYAQAAAAAAAGmEwg4AAAAAAABIIxR2AAAAAAAAQBqhsAMAAAAAAADSCIUdAAAAAAAAkEYo7AAAAAAAAIA0QmEHAAAAAAAApBEKOwAAAAAAACCNUNgBAAAAAAAAaYTCDgAAAAAAAEgjFHYAAAAAAABAGqGwAwAAAAAAANIIhR0AAAAAAACQRijsAAAAAAAAgDTy/wHQpil6HaXPTQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = gdf.plot(column=\"SIDR79\", scheme=\"Quantiles\", k=10, figsize=(16, 9))\n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can peak under the hood a bit and recreate the classification object that was used in the previous choropleth:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2022-11-05T01:00:44.081602Z", "start_time": "2022-11-05T01:00:44.075185Z" }, "execution": { "iopub.execute_input": "2025-07-11T20:08:17.350934Z", "iopub.status.busy": "2025-07-11T20:08:17.350853Z", "iopub.status.idle": "2025-07-11T20:08:17.353396Z", "shell.execute_reply": "2025-07-11T20:08:17.353228Z", "shell.execute_reply.started": "2025-07-11T20:08:17.350925Z" } }, "outputs": [ { "data": { "text/plain": [ "Quantiles\n", "\n", " Interval Count\n", "--------------------\n", "[0.00, 0.56] | 10\n", "(0.56, 1.15] | 10\n", "(1.15, 1.40] | 10\n", "(1.40, 1.79] | 10\n", "(1.79, 2.08] | 10\n", "(2.08, 2.18] | 10\n", "(2.18, 2.38] | 10\n", "(2.38, 2.81] | 10\n", "(2.81, 3.40] | 10\n", "(3.40, 6.11] | 10" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "q10 = mapclassify.Quantiles(gdf.SIDR79, k=10)\n", "q10" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For quick, exploratory work, the classifier object has its own `plot` method that takes a geodataframe as an argument:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2022-11-05T01:00:44.264108Z", "start_time": "2022-11-05T01:00:44.084642Z" }, "execution": { "iopub.execute_input": "2025-07-11T20:08:17.354587Z", "iopub.status.busy": "2025-07-11T20:08:17.354499Z", "iopub.status.idle": "2025-07-11T20:08:17.390728Z", "shell.execute_reply": "2025-07-11T20:08:17.390525Z", "shell.execute_reply.started": "2025-07-11T20:08:17.354579Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "q10.plot(gdf);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Back to working directly with the dataframe, we can toggle on the `legend`:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2022-11-05T01:00:44.637932Z", "start_time": "2022-11-05T01:00:44.266642Z" }, "execution": { "iopub.execute_input": "2025-07-11T20:08:17.391181Z", "iopub.status.busy": "2025-07-11T20:08:17.391097Z", "iopub.status.idle": "2025-07-11T20:08:17.453742Z", "shell.execute_reply": "2025-07-11T20:08:17.453498Z", "shell.execute_reply.started": "2025-07-11T20:08:17.391172Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = gdf.assign(cl=q10.yb).plot(\n", " figsize=(16, 9),\n", " column=\"cl\",\n", " categorical=True,\n", " k=10,\n", " cmap=\"OrRd\",\n", " linewidth=0.1,\n", " edgecolor=\"white\",\n", " legend=True,\n", ")\n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we see the 10 classes, but without more specific information on the legend, the user has to know that 0 is the first decile and 9 the 10th. We also do not know the values that define these classes. \n", "\n", "We can rectify this as follows:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2022-11-05T01:00:44.646109Z", "start_time": "2022-11-05T01:00:44.640625Z" }, "execution": { "iopub.execute_input": "2025-07-11T20:08:17.454112Z", "iopub.status.busy": "2025-07-11T20:08:17.454041Z", "iopub.status.idle": "2025-07-11T20:08:17.455997Z", "shell.execute_reply": "2025-07-11T20:08:17.455814Z", "shell.execute_reply.started": "2025-07-11T20:08:17.454103Z" } }, "outputs": [ { "data": { "text/plain": [ "['[0.00, 0.56]',\n", " '(0.56, 1.15]',\n", " '(1.15, 1.40]',\n", " '(1.40, 1.79]',\n", " '(1.79, 2.08]',\n", " '(2.08, 2.18]',\n", " '(2.18, 2.38]',\n", " '(2.38, 2.81]',\n", " '(2.81, 3.40]',\n", " '(3.40, 6.11]']" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "q10.get_legend_classes()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2022-11-05T01:00:44.653754Z", "start_time": "2022-11-05T01:00:44.648642Z" }, "execution": { "iopub.execute_input": "2025-07-11T20:08:17.456301Z", "iopub.status.busy": "2025-07-11T20:08:17.456227Z", "iopub.status.idle": "2025-07-11T20:08:17.458208Z", "shell.execute_reply": "2025-07-11T20:08:17.458037Z", "shell.execute_reply.started": "2025-07-11T20:08:17.456293Z" } }, "outputs": [ { "data": { "text/plain": [ "{0: '[0.00, 0.56]',\n", " 1: '(0.56, 1.15]',\n", " 2: '(1.15, 1.40]',\n", " 3: '(1.40, 1.79]',\n", " 4: '(1.79, 2.08]',\n", " 5: '(2.08, 2.18]',\n", " 6: '(2.18, 2.38]',\n", " 7: '(2.38, 2.81]',\n", " 8: '(2.81, 3.40]',\n", " 9: '(3.40, 6.11]'}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mapping = {i: s for i, s in enumerate(q10.get_legend_classes())}\n", "mapping" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2022-11-05T01:00:44.659702Z", "start_time": "2022-11-05T01:00:44.656459Z" }, "execution": { "iopub.execute_input": "2025-07-11T20:08:17.458596Z", "iopub.status.busy": "2025-07-11T20:08:17.458505Z", "iopub.status.idle": "2025-07-11T20:08:17.460077Z", "shell.execute_reply": "2025-07-11T20:08:17.459925Z", "shell.execute_reply.started": "2025-07-11T20:08:17.458589Z" } }, "outputs": [], "source": [ "def replace_legend_items(legend, mapping):\n", " for txt in legend.texts:\n", " for k, v in mapping.items():\n", " if txt.get_text() == str(k):\n", " txt.set_text(v)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2022-11-05T01:00:45.026943Z", "start_time": "2022-11-05T01:00:44.662743Z" }, "execution": { "iopub.execute_input": "2025-07-11T20:08:17.460477Z", "iopub.status.busy": "2025-07-11T20:08:17.460385Z", "iopub.status.idle": "2025-07-11T20:08:17.526970Z", "shell.execute_reply": "2025-07-11T20:08:17.526753Z", "shell.execute_reply.started": "2025-07-11T20:08:17.460471Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = gdf.assign(cl=q10.yb).plot(\n", " figsize=(16, 9),\n", " column=\"cl\",\n", " categorical=True,\n", " k=10,\n", " cmap=\"OrRd\",\n", " linewidth=0.1,\n", " edgecolor=\"white\",\n", " legend=True,\n", " legend_kwds={\"loc\": \"lower right\"},\n", ")\n", "ax.set_axis_off()\n", "replace_legend_items(ax.get_legend(), mapping)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interactive Exploration of Choropleth Classification\n", "\n", "Next, we develop a small application that relies on `mapclassify` together with [palettable](https://jiffyclub.github.io/palettable/) and [ipywidgets](https://ipywidgets.readthedocs.io/en/latest/) to explore the choice of:\n", "\n", "- classification method\n", "- number of classes\n", "- colormap\n", "\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2022-11-05T01:00:45.128715Z", "start_time": "2022-11-05T01:00:45.033912Z" }, "execution": { "iopub.execute_input": "2025-07-11T20:08:17.527397Z", "iopub.status.busy": "2025-07-11T20:08:17.527314Z", "iopub.status.idle": "2025-07-11T20:08:17.569315Z", "shell.execute_reply": "2025-07-11T20:08:17.569094Z", "shell.execute_reply.started": "2025-07-11T20:08:17.527388Z" } }, "outputs": [], "source": [ "from ipywidgets import (\n", " Button,\n", " Dropdown,\n", " FloatSlider,\n", " HBox,\n", " IntSlider,\n", " Label,\n", " Output,\n", " RadioButtons,\n", " Tab,\n", " VBox,\n", " interact,\n", ")\n", "from palettable import colorbrewer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Declare that our application shall have 3 options for color scheme..." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2022-11-05T01:00:45.139393Z", "start_time": "2022-11-05T01:00:45.131309Z" }, "execution": { "iopub.execute_input": "2025-07-11T20:08:17.569692Z", "iopub.status.busy": "2025-07-11T20:08:17.569609Z", "iopub.status.idle": "2025-07-11T20:08:17.571871Z", "shell.execute_reply": "2025-07-11T20:08:17.571655Z", "shell.execute_reply.started": "2025-07-11T20:08:17.569683Z" } }, "outputs": [], "source": [ "data_type = RadioButtons(options=[\"Sequential\", \"Diverging\", \"Qualitative\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... and define thise 3 colormaps based on [colorbrewer](https://colorbrewer2.org/#type=sequential&scheme=BuGn&n=3)." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2022-11-05T01:00:45.146386Z", "start_time": "2022-11-05T01:00:45.142688Z" }, "execution": { "iopub.execute_input": "2025-07-11T20:08:17.572168Z", "iopub.status.busy": "2025-07-11T20:08:17.572101Z", "iopub.status.idle": "2025-07-11T20:08:17.573584Z", "shell.execute_reply": "2025-07-11T20:08:17.573419Z", "shell.execute_reply.started": "2025-07-11T20:08:17.572160Z" } }, "outputs": [], "source": [ "sequential = colorbrewer.COLOR_MAPS[\"Sequential\"]\n", "diverging = colorbrewer.COLOR_MAPS[\"Diverging\"]\n", "qualitative = colorbrewer.COLOR_MAPS[\"Qualitative\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, create value and name options to bind the radio button to the dropdown menus..." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2022-11-05T01:00:45.162086Z", "start_time": "2022-11-05T01:00:45.148913Z" }, "execution": { "iopub.execute_input": "2025-07-11T20:08:17.574001Z", "iopub.status.busy": "2025-07-11T20:08:17.573904Z", "iopub.status.idle": "2025-07-11T20:08:17.576775Z", "shell.execute_reply": "2025-07-11T20:08:17.576549Z", "shell.execute_reply.started": "2025-07-11T20:08:17.573994Z" } }, "outputs": [], "source": [ "bindings = {\n", " \"Sequential\": range(3, 9 + 1),\n", " \"Diverging\": range(3, 11 + 1),\n", " \"Qualitative\": range(3, 12 + 1),\n", "}\n", "cmap_bindings = {\n", " \"Sequential\": list(sequential.keys()),\n", " \"Diverging\": list(diverging.keys()),\n", " \"Qualitative\": list(qualitative.keys()),\n", "}\n", "class_val = Dropdown(options=bindings[data_type.value], value=5)\n", "cmap_val = Dropdown(options=cmap_bindings[data_type.value])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... and define 7 `mapclassify` objects data classification. " ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2022-11-05T01:00:45.168640Z", "start_time": "2022-11-05T01:00:45.165083Z" }, "execution": { "iopub.execute_input": "2025-07-11T20:08:17.577218Z", "iopub.status.busy": "2025-07-11T20:08:17.577152Z", "iopub.status.idle": "2025-07-11T20:08:17.579073Z", "shell.execute_reply": "2025-07-11T20:08:17.578857Z", "shell.execute_reply.started": "2025-07-11T20:08:17.577211Z" } }, "outputs": [], "source": [ "k_classifiers = {\n", " \"equal_interval\": mapclassify.EqualInterval,\n", " \"fisher_jenks\": mapclassify.FisherJenks,\n", " \"jenks_caspall\": mapclassify.JenksCaspall,\n", " \"jenks_caspall_forced\": mapclassify.JenksCaspallForced,\n", " \"maximum_breaks\": mapclassify.MaximumBreaks,\n", " \"natural_breaks\": mapclassify.NaturalBreaks,\n", " \"quantiles\": mapclassify.Quantiles,\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now it all together with helper functions for visualizing & updating plot options." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2022-11-05T01:00:45.175681Z", "start_time": "2022-11-05T01:00:45.170573Z" }, "execution": { "iopub.execute_input": "2025-07-11T20:08:17.579369Z", "iopub.status.busy": "2025-07-11T20:08:17.579307Z", "iopub.status.idle": "2025-07-11T20:08:17.582328Z", "shell.execute_reply": "2025-07-11T20:08:17.582123Z", "shell.execute_reply.started": "2025-07-11T20:08:17.579359Z" } }, "outputs": [], "source": [ "def k_values(ctype, cmap):\n", " k = list(colorbrewer.COLOR_MAPS[ctype][cmap].keys())\n", " return list(map(int, k))\n", "\n", "\n", "def update_map(method=\"quantiles\", k=5, cmap=\"Blues\"):\n", " classifier = k_classifiers[method](gdf.SIDR79, k=k)\n", " mapping = {i: s for i, s in enumerate(classifier.get_legend_classes())}\n", " plt_kws = {\n", " \"figsize\": (16, 9),\n", " \"column\": \"cl\",\n", " \"categorical\": True,\n", " \"legend\": True,\n", " \"lw\": 0.1,\n", " }\n", " ax = gdf.assign(cl=classifier.yb).plot(\n", " k=k, cmap=cmap, ec=\"grey\", legend_kwds={\"loc\": \"lower left\"}, **plt_kws\n", " )\n", " ax.set_axis_off()\n", " ax.set_title(\"SIDR79\")\n", " replace_legend_items(ax.get_legend(), mapping)\n", "\n", "\n", "def type_change(change):\n", " class_val.options = bindings[change[\"new\"]]\n", " cmap_val.options = cmap_bindings[change[\"new\"]]\n", "\n", "\n", "def cmap_change(change):\n", " cmap = change[\"new\"]\n", " ctype = data_type.value\n", " k = k_values(ctype, cmap)\n", " class_val.options = k" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's play with the interactive plot!\n", "* *the plot will not render in the docs, but may be accessed directly by running this notebook locally or as a binder.*" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2022-11-05T01:00:45.475549Z", "start_time": "2022-11-05T01:00:45.177737Z" }, "execution": { "iopub.execute_input": "2025-07-11T20:08:17.582814Z", "iopub.status.busy": "2025-07-11T20:08:17.582674Z", "iopub.status.idle": "2025-07-11T20:08:17.647820Z", "shell.execute_reply": "2025-07-11T20:08:17.647567Z", "shell.execute_reply.started": "2025-07-11T20:08:17.582807Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ca73a75bb1274855a3ebf74e3ac4afef", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='method', index=6, options=('equal_interval', 'fisher_jenks', 'jenk…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "3c32cfe1dab34c9a82d604b467dc6fc9", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(RadioButtons(options=('Sequential', 'Diverging', 'Qualitative'), value='Sequential'), Output())…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_type.observe(type_change, names=[\"value\"])\n", "cmap_val.observe(cmap_change, names=[\"value\"])\n", "out = Output()\n", "Tab().children = [out]\n", "interact(update_map, method=list(k_classifiers.keys()), cmap=cmap_val, k=class_val)\n", "display(VBox([data_type, out]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Changing the type of colormap (sequential, diverging, qualitative) will update the options for the available color maps (`cmap`). Changing any of the values using the dropdowns will update the classification and the resulting choropleth map.\n", "\n", "It is important to note that the example variable is best portrayed with the sequential colormaps. The other two types of colormaps are included for demonstration purposes only." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 4 }