From 5d5068da372a6ae11456296d360180c4873d98d3 Mon Sep 17 00:00:00 2001 From: Eline <2124892@stud.hs-mannheim.de> Date: Sun, 28 Dec 2025 18:42:13 +0100 Subject: [PATCH] =?UTF-8?q?pro=20monat,=20ausrei=C3=9Fer=20identifiziert,?= =?UTF-8?q?=20Regen?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- notebooks/bikes.ipynb | 166 ++++++++++++++++++++++++++++++++++++++---- 1 file changed, 153 insertions(+), 13 deletions(-) diff --git a/notebooks/bikes.ipynb b/notebooks/bikes.ipynb index e733700..394cdc7 100644 --- a/notebooks/bikes.ipynb +++ b/notebooks/bikes.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "ea7d1a2b", "metadata": {}, "outputs": [], @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "181190f4", "metadata": {}, "outputs": [], @@ -37,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "id": "d3f4c318", "metadata": {}, "outputs": [ @@ -106,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "id": "eb082a0d", "metadata": {}, "outputs": [ @@ -114,7 +114,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\nikol\\AppData\\Local\\Temp\\ipykernel_16532\\3477491348.py:3: SettingWithCopyWarning: \n", + "C:\\Users\\eline\\AppData\\Local\\Temp\\ipykernel_5612\\3477491348.py:3: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", @@ -131,7 +131,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "id": "ea13a213", "metadata": {}, "outputs": [ @@ -139,13 +139,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\nikol\\AppData\\Local\\Temp\\ipykernel_16532\\1295171260.py:7: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + "C:\\Users\\eline\\AppData\\Local\\Temp\\ipykernel_5612\\1295171260.py:7: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", " axs[0].set_yticklabels(range(0,3501, 500))\n" ] }, { "data": { - "image/png": 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nTtmwYYOcP39e2rRpI6lTp5ZPPvnEzHPixAkzjwbgZ8yYIStWrJCOHTtKrly5pFGjRgn8qgEAAAAktUx0DaJrMM+iwb2xK4+K5qB/2qKsqX1ePp+fW9cTSKpK584kc7s9IQ9CQuWdObsdzqMZ6loqCQCAFBlIX7x4cbj/NUtcM8q3b98utWvXDhc410C5I0uXLjWB9+XLl0uOHDmkQoUKMmzYMOnXr58MHjxYvL29ZeLEiRIQECBffPGFeUzJkiVl/fr1Mnr0aALpAAAAAKKk5Vw0iOfI9I0n5c2nipqOFAHEnodHKrl9N9iWiR6RjteySlky+LCZAQBukahaezdu3DC3/v7+4cZrFnnWrFmlTJky0r9/f7l7965t2saNG6Vs2bImiG7RLPObN2/K/v37bfPUr18/3DJ1Hh0PAAAAAFHR4F10wT0Aj077HtCa6I7oeJ0OAICk9M5GQ0NDpVevXlKjRg0TMLe0atVKChQoILlz55Y9e/aYTHOtoz537lwz/cKFC+GC6Mr6X6dFNY8G2+/duydp06aNtD6BgYFmsOi8AAAAAFJucM9RMJ3gHhB3QkJDTcei9mWULDpeO/j1Tlz5gACAFCTRBNK1Vvq+fftMyRV7nTt3tt3XzHOta16vXj05duyYFC5cOF47Qh0yZEi8LR8AAABA0kBwD0gYab29pHudh8f5Wk5JT17pyaq21QtKp1oBks470YQwAAApUKI4lduzZ09ZsGCBrFq1SvLmzRvlvFWrVjW3R48eNbdaO/3ixYvh5rH+t+qqO5snY8aMDrPRlZaQ0VIz1nD69OlHeIUAAAAAknpw7+16RW1lJ/RW/9fxBPeAuOOT2lO6PFlItg1oINsH1pctH9SXMnkyyYsTN8ieM9fZ1AAAt3Hr6dywsDB588035bfffpPVq1ebDkGjs2vXLnOrmemqevXq8vHHH8ulS5dMR6Vq2bJlJkheqlQp2zyLFi0KtxydR8c74+PjYwYAAAAAsIJ7PeoWMTXRtdyLlpnQ8QDilnVySjsW1bjB3B1n5NCF29Jj5g5Z8GYtyZSWWukAgBSWka7lXH788UeZOXOm+Pr6mlrmOmjdcqXlW4YNGybbt2+XkydPyh9//CFt2rSR2rVrS7ly5cw8DRs2NAHz1q1by+7du2XJkiUycOBAs2wrEN61a1c5fvy49O3bVw4dOiRff/21zJ49W3r37u3Olw8AAAAgiQX3vL08THBPb8lEB+JfqlSpZOSL5SVv5rRy+uo96ffLHhNcBwAgRQXSJ0yYYMqm1KlTx2SYW8OsWbPMdG9vb1m+fLkJlpcoUULeeecdadGihcyfP9+2DE9PT1MWRm81w/z11183wfahQ4fa5tFM94ULF5os9PLly8sXX3whU6ZMkUaNGrnldQMAAAAAgJjRDPSvWlWS1J6pZPH+C/L9xn/YdACAlFfaJSr58uWTNWvWRLucAgUKRCrdEpEG63fu3OnyOgIAAAAAAPcqn89P+jcuKUMXHJCPFx6Uivn9pFxeP94WAEDK6mwUAAAAAAAgKu1qFJSGpXJIUEioqZd+494DNhgAIMEQSAcAAAAAAEmiXvpndvXS3/+VeukAgIRDIB0AAABIRo4fPy4HDx5092oAQLzIlC61jP+vXvqf+6iXDgBIOATSAQAAgCRo7Nix0rJly3Dj2rVrJ0WLFpUyZcpIlSpV5NKlS25bPwCILxXy+cn7jUua+1ovfe+ZG2xsAEC8I5AOAAAAJEFTpkyRHDly2P5fsmSJTJ8+XTp37izjxo0zmelDhgxx6zoCQHxpX6OgNLCrl37zPvXSAQDxyyuelw8AAAAgHvzzzz9SsuTDjEw1e/ZsCQgIkAkTJpj/L1y4ID/88APbHkCyrZf++YvlpcnYdXLq6l1TL/2rVpXMeAAA4gMZ6QAAAEASFBYWFu7/pUuXSuPGjW3/FyxY0ATTASA510v/6rWH9dIX7b0gP2z6x92rBABIxgikAwAAAElQsWLF5LfffrOVdTl37ly4QPqZM2fEz8/PjWsIAAlbL/1/Cw7KvrPUSwcAxA8C6QAAAEAS9O6778qyZcskc+bM0rRpU1PmpVGjRrbpK1eulAoVKrh1HQEgIVAvHQCQEKiRDgAAACRBLVu2lCxZssiiRYtM5nn37t3Fy+th8/7q1avi7+8vrVu3dvdqAkCC1kv/58pd6f/rXhnfqiL10gEAcYpAOgAAcKjye98nqS2z/bM27l4FIME1aNDADBFpEH3u3Lm8IwBSVL10DZ6/NHGjLNx7Xqpt8pfW1Qu6e7UAAMkIpV0AAACAJOzs2bPy008/yZgxY0xddBUSEmKy0vUWAFKKivkzy/uNS5j7w6iXDgCIYwTSAQAAgCQoLCxM+vTpIwEBAfLaa6+Z+0eOHDHTbt++LQULFpRx48a5ezUBIEF1qBkg9UvmkKCQUOkxc4fcuv+AdwAAECcIpAMAAABJ0GeffWay0K1ORzWwbsmUKZM0b95cfv31V7euIwC4pV76S+Ukj19aUy/9/bl7w30/AgAQWwTSAQAAgCRo8uTJ0qZNG/nkk0+kQoUKkaaXK1fOlqEOACmJXzpvUy/dyyOVLNxzXn7cfMrdqwQASAYIpAMAAABJ0OnTp+WJJ55wOj19+vRy8+bNBF0nAEiU9dLnH5B9Z2+4e5UAAEkcgXQAAAAgCcqePbsJpjuzfft2yZ8/v0vLHD58uDz22GPi6+trlv/888/L4cOHw81Tp04dUzrBfujatWu4eU6dOiXPPPOMpEuXziznvffek+Dg4HDzrF69WipVqiQ+Pj5SpEgRmTZtmkvrCgAxq5eenXrpAIA4QSAdAAAASIK0BvrEiRPl+PHjtnEa1FZLly41gemXXnrJpWWuWbNGevToIZs2bTJ11x88eCANGzaUO3fuhJuvU6dOcv78edswcuRI27SQkBATRA8KCpINGzbI9OnTzboMGjTINs+JEyfMPHXr1pVdu3ZJr169pGPHjrJkyZJH2CIA4KheennqpQMA4oRX3CwGAAAAQEIaMmSIrFq1ytRHr1WrlgkYffrpp/Lhhx/Kxo0bpWLFivLBBx+4tMzFixeH+18D4JpRrtnttWvXto3XTPOcOXM6XIYG8Q8cOCDLly+XHDlymPUbNmyY9OvXTwYPHize3t7mBEBAQIB88cUX5jElS5aU9evXy+jRo6VRo0ax2h4A4Kxe+rhWFeXliRtNvfRqhbJI62oF2FgAAJeRkQ4AAAAkQZkyZTKZ43379pWzZ89KmjRpTEb59evX5aOPPpJ169aZgPejuHHjYU1hf3//cONnzJghWbNmlTJlykj//v3l7t27tmkaxC9btqwJols0OK712vfv32+bp379+uGWqfPoeGcCAwPNMuwHAIiJSvkzS7+n/6uXvoB66QCA2CEjHQAAAEiCLl++LNmyZZOBAweawZGtW7eamuexERoaakqu1KhRwwTMLa1atZICBQpI7ty5Zc+ePSbTXOuoz50710y/cOFCuCC6sv7XaVHNo8Hxe/fuSdq0aR3Wb9csfACIjY61AmTziSuy/OAl6Tlzh8x/s6b4pknNxgQAxBgZ6QAAAEASVK9ePbl27ZrT6Vr2JWLWtyu0Vvq+ffvk559/Dje+c+fOJntcs85fe+01+f777+W3336TY8eOSXzSzHfNkLeGqDpaBYCo6qWfvHJX+s/dK2FhYWwoAECMEUgHAAAAkiAtp9KgQQNb+RV7CxYskCZNmkjlypVjteyePXuaZWgwPm/evFHOW7VqVXN79OhRc6u10y9evBhuHut/q666s3kyZszoMBtd+fj4mOn2AwC4Wi997KsVxcsjlSzYc15mbD7FBgQAxBiBdAAAACAJWrFihSnv8vTTT8vt27dt4zWDvHnz5iZjfdGiRS4tU7MzNYiuGeYrV640HYJGZ9euXeY2V65c5rZ69eqyd+9euXTpkm2eZcuWmcB3qVKlbPPo+tvTeXQ8AMSnygX+v1760AUHZP+5yCcjAQBwhEA6AAAAkARpnXINdmuJE80+1wz1SZMmyeuvv24C6fPmzTMdkLpazuXHH3+UmTNniq+vr6llroPWLVdavmXYsGGyfft2OXnypPzxxx/Spk0bqV27tpQrV87M07BhQxMwb926tezevVuWLFliarjrsjWrXHXt2lWOHz9uOko9dOiQfP311zJ79mzp3bt3PGwpAIhcL71eiewSFBwqPWfulFv3H7CJAADRIpAOAAAAJFGFCxeW5cuXy5EjR6RChQrSrVs3adeunfz000/i5eXl8vImTJhgSsXUqVPHZJhbw6xZs8x0b29v83waLC9RooS888470qJFC5k/f75tGZ6enqYsjN5qhrkG9jXYPnToUNs8mum+cOFCk4Vevnx5+eKLL2TKlCmm9joAJFS99NyZ0siJf+9QLx0AECOut64BAAAAJLirV686HJ89e3YT6G7atKm0bdtWRowYEa4TUn9//xg/R3Qd7+XLl0/WrFkTo2z56MrKaLB+586dMV43AIhLmdN7y7hWleSVbzaaeunVC2eR16oWYCMDAJwikA4AAAAkAVmzZjVZlFEFwadPn24GeyEhIQmwdgCQNOul9326uHyy6JAMmX9AKuTzk9K5M7l7tQAAiRSBdAAAACAJGDRoUJSBdACA6zrWLCSbj1+VFYcumXrp89+sKRl8CJUAACLj1wEAAABIAgYPHuzuVQCAZMfD42G99GfGrjP10j+Yu1fGtKzAiUsAQCR0NgoAAAAAAFJ4vfSK4umRSv7YfU5+2nLa3asEAEiEyEgHAAAAkoChQ4eaDMkBAwaIh4eH+T86Ov+HH36YIOsHAElZ5QL+0rdRcRn+5yEZPH+/qZdeKndGd68WEG/uBQWLp4eH3Lr/QHzTpJbg0FBJ502YEIgKnxAAAAAgiZR20cB4v379xNvbO0alXgikA0DMdapVSDafuCorD12SHjN3UC8dyVbggxCZuOa4TN1wQm7eC5aMab2k3RMB0r1OYfFJ7enu1QMSLUq7AAAAAElAaGiohISEmCC69X90g84PAIh5vfQvXiovuTKlsdVLDwsLY/Mh2WWif736mIxZ8bcJoiu91f91/N2gh+MAxDIjvXnz5hJTc+fOjfG8AAAAAAAAiale+vhWFeXlbzaZeunVC2eRVx/P7+7VAuKMlnPRTHRHdHyPukXY2sCjBNIzZcoUk9kAAAAAJLCrV6/K8uXL5eTJk+b/ggULSr169SRLliy8FwAQy3rp7zUqLiP+PCQf/bFfyuelXjqSD62JbmWiR6TjdXqWDD4Jvl5AsgmkT506Nf7XBAAAAIBLtE76p59+KkFBQeHKD2j5l759+8aoQ1IAQGSdtV768Suy6vBl6Tlzh/zxZk3J4EM3c0jatK2Q3sfL1ER3FEzX8drxKADHqJEOAAAAJEHDhg0zgfL69evLokWL5NixY2bQ+zru448/NvMAAGJZL/3lCqZe+nHqpSOZBNE/XXxY1v19WdpWL+hwHu1wNDg0NMHXDUgqYnQ6tWLFipIqVaoYLXDHjh2Puk4AAAAAojFx4kRp2rSp/P777+HGBwQEyNNPP22mTZgwQT788EO2JQDEgn96bxn3akV5ZRL10pG0hYaGydAFB2TahpNSOFsGmdfjCfFIlcrURNfMdM1E1+B6p1oBks6bKy8AZ2L06Xj++edjMhsAAACABHLjxg0TMHemSZMmsnr1at4PAHgEVQr+f730wX/slwr5/KRkroxsUyQZIaFh8sHcvTJr22nzf7saBU35li5PFjIdi2pNdC1btPrIZWn93RaZ1u5xyZSW8i5ArAPpH330UUxmAwAAAJBAatSoIZs3b5Zu3bo5nK7TdB4AwKPXS990/IqsPnxZesygXjqSjgchofLunN3y+65z4pFK5LMXy0uLynnNNCvzXDsWDQ4Jlc+WHJajl27L16uPSv/GJd285kDiRI10AAAAIImWdtm4caP07t1bjh49KqGhoWbQ+7169ZJNmzaZeQAAj14vfdTLFSRnxof10gf8tjdcB89AYhQYHGI6ytUgupdHKhn3aiVbED0iL08P6d+4hLk/9a+Tcuba3QReWyBpcLnwUUhIiIwePVpmz54tp06dkqCgoHDTr169GpfrBwApQuX3vpekZvtnbdy9CgCQovj6+kbqtyg4OFjGjh1rBg+PhzkyGkxXPj4+Ur58eVMCBgAQB/XSW1WUlpM2mcBk9UJZpOXj+dmsSJTuPwiRLj9slzVHLou3p4d8/VolqV8qR5SPeapEdqlWyF82Hb8qXyw9IqNfqZBg6wsk20D6kCFDZMqUKfLOO+/IwIEDZcCAAXLy5EmZN2+eDBo0KH7WEgAAAEjhWrRoESmQDgBIOI8V9Jd3GxaXTxcfko/+2C/lqZeOROhOYLB0nL5NNh6/ImlSe8jkNlWkVtFs0T5O2xgDmpSSpuPXy287z0qHmgFSJk+mBFlnINkG0mfMmCGTJ0+WZ555RgYPHiyvvvqqFC5cWMqVK2cuH33rrbfiZ00BAACAFGzatGnuXgUASPG61C4km0/8Vy995g6Z37OmpPdxObQCxIsb9x5Iu6lbZMep66YD0e/eeEweD/CP8ePL5s0kzSrkNlddfLLooMzoWJWT+IAdl7/tL1y4IGXLljX3M2TIYLtU9Nlnn5UPP/zQ1cUBAFKApFa6hrI1AAAAiKpeepMx6+T45TsycN4+GfVyeYKNcLurd4KkzXebZd/Zm5IxjZd836GqVMjn5/Jy9KqLP/dekA3HHp4wqlsie7ysL5AiOhvNmzevnD9/3tzXTPSlS5ea+1u3bjV1GAEAAAAAAJJ7vXRPj1SmBMbsbafdvUpI4S7dui8tJ200QfQs6b3l587VYxVEV/n808kbNQqa+8P/PCjBIQ/7XgEQi0D6Cy+8ICtWrDD333zzTZOFXrRoUWnTpo20b9+ebQoAAAAAAJJ9vfR3GhYz9wf9vl8OXbjp7lVCCnXu+j155ZtNcuTibcmR0UdmdakmpXJnfKRl9qhTRDKlTW2W+cv2M3G2rkCKK+0yYsQI2/1XXnlFChQoIBs2bDDB9KZNm8b1+gEAAAAAACQ6XWsXls3Hr8qaI5el+wzqpSPhnbpyV16dvEnOXr8nefzSysxOVaVAlvSPvNxM6VLLm08Vkf8tPCijlh2R5yrklnTe9AUAuJyRHlG1atWkT58+kYLo2hmpVQIGAAAAAAAg+dVLLy85M6ax1UsPCwtz92ohhTh66ba89M0GE0QPyJpeZnetHidBdEvr6gUkn39auXQrUCavPRFnywVSdCDdmbVr18q9e/fia/EAAABAiuLv7y+//PKL7f+hQ4fKvn373LpOAJDSZcngE65e+pxtlMFA/Dt4/qa88s1GuXgzUIrlyGDKuWhGelzy8fKUvo1KmPvfrD1m6rADKV28BdIBAAAAxJ3bt2/L3bt3bf8PHjxY9uzZwyYGgERQL71Pg4f10j/8fR/10hGvdp++Li0nbZIrd4KkTJ6MpmPR7L5p4uW5ni2XS8rn85O7QSHy5fK/4+U5gKTErYH04cOHy2OPPSa+vr6SPXt2ef755+Xw4cPh5rl//7706NFDsmTJIhkyZJAWLVrIxYsXw81z6tQpU0omXbp0ZjnvvfeeBAcHh5tn9erVUqlSJfHx8ZEiRYrItGnTEuQ1AgAAAHGhcOHCJiP9xIkTcuXKFTPuzp07cvXq1SgHAED86/ZkYaldLJsEBodKjxk75E5g+JgEEBe2nrwqr03ZLDfuPZBK+f1kRsdq4p/eO942bqpUqWRAk5Lm/qytp+XopVvx9lxAUuDWQPqaNWtMkHzTpk2ybNkyefDggTRs2NAcEFh69+4t8+fPlzlz5pj5z507J82bN7dNDwkJMUH0oKAg0+np9OnTTZB80KBBtnn0YEPnqVu3ruzatUt69eolHTt2lCVLliT4awYAAABi44MPPpBFixaZpBBNHtGD265du0q2bNmiHAAACVMvffTL5SVHRh85Rr10xIP1f/8rbb7dIrcDg6VaIX/5oUNVyZQ2dbxv68cD/KVBqRwSEhomI/48FO/PByRmbu1yd/HixeH+1wC4HhRs375dateuLTdu3JBvv/1WZs6cKU899ZSZZ+rUqVKyZEkTfNeOTpcuXSoHDhyQ5cuXS44cOaRChQoybNgw6devn7nc1dvbWyZOnCgBAQHyxRdfmGXo49evXy+jR4+WRo0aueW1AwAAAK5o3bq1PP744+ZKS71CU9u6L7zwgpQrV44NCQCJpV76q5Wk5aSNpl569UJZ5OXH8rl7tZAMrDh4UbrN2CFBwaHyZLFs8k3rypImtWeCPf/7jUvIykOXZPnBS7Lp+BWpVihLgj03kJi4NZAekQbOrY6UlAbUNUu9fv36tnlKlCgh+fPnl40bN5pAut6WLVvWBNEtGhzv1q2b7N+/XypWrGjmsV+GNY9mpjsTGBhoBsvNmzfj9LUCAAAAripevLgZrASTtm3bynPPPceGBIBEQrN332lYXD5bclgG/bHP1JcuntPX3auFJGzhnvPy9s87JTg0TBqVziFjX61oOgJNSIWzZZBXH88nP246JZ8sOijzutcwV2EAKY1HfF56agXEYyI0NNQEtmvUqCFlypQx4y5cuGAyyv38/MLNq0FznWbNYx9Et6Zb06KaR4Pj9+7dc1q/PVOmTLYhXz7OIgMAACDx0PKFBNEBIPHWS7//IFS6z9hOvXTE2q/bz8ibP+0wQfTnyueW8a0qJXgQ3fJ2vWKS3ttT9py5IfP3nHPLOgBJLpCuNcgXLlxo+79v374m0P3EE0/IP//8Yxvfv3//SAHwqGit9H379snPP/8siYGuv2bIW8Pp06fdvUoAAABAONpfkLbPX375ZalataoZ9P73339vpgEAEp5m6o6yq5f+4bx9EhYWxlsBl8zY/I+8M2e3hIaJvFIln4x+pYKk9nRfV4fZfH2k65OFzX294iIwmHYGUh6XP4GffPKJpE2b1tzXkilfffWVjBw5UrJmzWo6Bo2Nnj17yoIFC2TVqlWSN29e2/icOXOaTkSvX78ebn6tCanTrHn0/4jTrWlRzZMxY0bba4nIx8fHTLcfAAAAgMRCkz30as727dubfoO0JKIOy5Ytk3bt2knNmjUpTwgAbpI1g4+MbVlRtPrF3J1nZc72M7wXiLEp647LgN/2mftvPFFQhjcvK56JoJRKx1qFzAmiM9fuyfcb/j+ZFkgpXA6ka2Z2kSJFzP158+ZJixYtpHPnzqYUyrp161xalp6R1SD6b7/9JitXrjQdgtqrXLmypE6dWlasWGEbd/jwYTl16pRUr17d/K+3e/fulUuXLtnm0YMHDXyXKlXKNo/9Mqx5rGUAAAAASc2AAQNMn0Ljxo2Ty5cvy44dO8yg7eLx48fLtm3bzDwAAPeoWiiLqZeuBv2+Tw5fuMVbgWiNX/m3/G/hQXNfM8A/aloq0dQjT+vtKe80eLhPj1v5t1y/G+TuVQISdyA9Q4YMcuXKFXNfM18aNGhg7qdJk8ZpvfGoyrn8+OOPMnPmTPH19TW1zHWwlqO1yTt06CB9+vQx2ep6oKDZNRoA145GVcOGDU3AvHXr1rJ7925ZsmSJDBw40Cxbs8pV165d5fjx46YMzaFDh+Trr7+W2bNnxzqDHgAAAHA3TUbp3r27GTT5xKL3u3XrZoZff/3VresIACmd1kuvVTSr5PFLJ5dv3Zeg4FC5cjvQ3N4NCnb36iER0WTTkYsPyedLj5j/+zQoJv2eLi6pUiWOILqlReW8UiKnr9y8HyzjVx519+oACcrL1Qdo4Lxjx45SsWJFOXLkiDRp0sSM379/vxQsWNClZU2YMMHc1qlTJ9z4qVOnyhtvvGHujx49Wjw8PEzme2BgoDRq1MgEwi2enp6mLIweKGiAPX369NK2bVsZOnSobR7NdNe67ho4HzNmjCkfM2XKFLMsAAAAICnS5JbixR9mhTlSokQJuXr1aoKuEwAgPM0k1hIvWiF96l8npPvMHXLzXrBkTOsl7Z4IkO51CotPavd0HonEFUQfMv+ATNtw0vw/oElJ6VS7kCRGWmLm/cYl5I2pW+X7jf9I2ycKSj7/dO5eLSBxBtK1JrpmfGuJF81wyZIlixmv2eKvvvqqS8uKSWcbmumuz6mDMwUKFJBFixZFuRwN1u/cudOl9QMAAAASKy23+Mcff5iMdEd0WuHCDzsFAwC4T5rUHjJhzTEZZ5e9q8H0MSv+Nve7PFlI0nm7HJ5BMhESGiYD5+2Vn7acNv8Pa1ZaWld3LVE1oT1ZLJvULJJV1h/9V0YuOSzjXq3o7lUCEoTL39R+fn6m5mJEQ4YMiat1AgAAABANDaBrf0N6hWivXr2kWLFitj6Fxo4da/oEctRuBwAkLE8PD1umcURTN5wwgfSXJ26U4NBQSe/jJem9vSSdj6dk0Pvmf0/beL21pqXztm69zK0G7N1VBuReULB5nbfuPxDfNKnNa+HkQPSCQ0Ll3Tm7Zd6uc6Zj2k9blJOXquSTxE73s/5NSsiz49bL/N3npGPNACmfz8/dqwUkjkD6nj17YrzAcuXKPcr6AAAAAIhhIF07Fh0xYoTpJ8ie1kkfNGiQKX8IAHAvDS5rBrojOv7qnSC5ce+BHL74aJ2RaiA2fRTB9nBBeZ+Ht/8/zdP2WGua/q9lPKIT+CBEJq45bk4KULYm5rRO/ts/75Q/910QL49UMvqVCtK0fG5JKkrnziQvVMwjc3eclY8XHZRZnaslunrugFsC6RUqVDAfBmelWKxpehsSEhLX6wgAAADAgcGDB5us9OXLl8s///xjK3tYv359yZo1K9sMABIBzdDWmuiOguk6PpuvjwxtVlqu33tgOiC9HRgidwOD5Y4OQSHm9nZgsNwNCvnvVqc9HG/No0LDRG4FBpshrmiWe3pbgD1CIN7by9THXnrggoxdQdkaV9x/ECLdftwuqw5fFm9PD/nqtUrSoFQOSWrebVhcFu45L1tOXJXlBy8lydcAxHkg/cSJEy4tFAAAAEDC0IB5y5Yt2dwAkEiFhIaajkWtmuj2dLzWyK5a6GH/c7ERGhom9x6EyJ1IAXa7//8LyD8cFyx3A62g/MPbOxHuB2tU3gR8Q+X+gyC5cico0vP6p/eWIc1KR1m2pkfdIrF+XcmVbt9O32+TDceumBMVk1pXkdrFsklSlNsvrbSvGSATVh+T4X8elDrFs0lqTw93rxbg3kC6ZrUAAIDIKr/3fZLaLNs/a+PuVQAAAEhR0np7Sfc6Dzt/jo/yJx4eqWwZ4+IbN+scGBwSKdj+MBP+v+B8ULD4eHmakjRRla3593agHDh3Q54okpWa6bpN7j+QdlO3yvZ/rpns/u/eeOyRTqIkBt3qFJZZW0/L8ct35Oetp6V1NWKISL5i1S30Dz/8IBMnTjSZ6hs3bjSB9i+//FICAgKkWbNmcb+WAAAAAAAASZQGy7VTUc3Qtu+Q81GD6PFFg+Q6ZE7vHW2d76jK1vilSy19f91r6qg3LptLWlTKK1UD/E3wP6W5didI2ny3RfaevSEZ03jJ9PaPS8X8mSWpy5gmtbz1VBEZPP+AjFl+xNRN19r7QHLk8vUWEyZMkD59+kiTJk3k+vXrtprofn5+JpgOAAAAAACA8LRTT28vD8mSwcfc6v/JpWyNIzr+1NW74pvGy5SW+WX7GXl18iap/dkqGbX0sJz8946kFJdvBUrLSZtMEF1L4vzUuVqyCKJbWlUtIAWzpJN/bwfJN2uOuXt1gMQTSB83bpxMnjxZBgwYIJ6e/3/mtEqVKrJ37964Xj8AAAAAAAAk4rI1b9crajLQld7q/zq+RM6MsvrdOjKna3Vp+Vg+8fXxkjPX7snYlUelzuer5cUJG+SnLadMyZPk6vyNe/LKNxvl8MVbkt3XR2Z1rialc2eS5ERPDPV7uoS5P3ndcblw4767VwmIFy6f/tRyLhUrVow03sfHR+7cSTlnEwEAAAB3CQwMlCVLlkjBggWlXLlyvBEAgERbtiZVqlTyWEF/Mwx+rrQs2X9Bft1xVtb/fVm2/XPNDIP/2C+NSueUFpXzSs0iWcUzmZR+OX31rrSasklOX70nefzSyoyOVaVg1vSSHD1dJqdULpDZ1H8fteywjHyxvLtXCXB/RrrWQd+1a1ek8YsXL5aSJUvG1XoBAAAAcMLb21teeukl2bBhA9sIAJBkytakSe0pzSrkke/bPy4b+9eT9xuXkKLZM0hgcKj8sfuctP1ui1QfvkKGLzooRy7ekqTs2OXb8tLEjSaIrmVPZnWplmyD6NYJkw+aPMxKn7P9jBy6cNPdqwS4P5Cu9dF79Oghs2bNkrCwMNmyZYt8/PHH0r9/f+nbt2/cryEAAACASAerRYsWlX///TdOt8zw4cPlscceE19fX8mePbs8//zzcvjw4XDz3L9/3xwPZMmSRTJkyCAtWrSQixcvhpvn1KlT8swzz0i6dOnMct577z0JDg7fEd3q1aulUqVK5srWIkWKyLRp03iXASAFyZExjXR9srAs7V1b/uhZQ9pWLyCZ06WWS7cC5Zu1x6Xh6LXy3Pj1Mn3DSdNRZ1KiQWQt53Lh5n1zomB2l+qSN3M6Se4qF/CXJmVzSliYyPBFh9y9OoD7A+kdO3aUTz/9VAYOHCh3796VVq1amQ5Ix4wZIy1btoz7NQQAAAAQyQcffCDjx4+PFOh+FGvWrDFB8k2bNsmyZcvkwYMH0rBhw3AlHHv37i3z58+XOXPmmPnPnTsnzZs3t00PCQkxQfSgoCCTMT99+nQTJB80aFC4cpE6T926dc3Vrr169TLHGVquBgCQ8k4Ol8vrJ0OalZHNH9SXia9XlgalcoiXRyrZc+aGfPTHfnn8k+XS5YdtsnT/BQkKDpXEbM+Z66ZjUe14s1SujPJz52qSPWMaSSn6NiohqT1TyZojl2X933F7wh9wt1h1Ef3aa6+ZQQPpt2/fNlkmAAAAABKOBrs1K7xMmTJSp04dUy89bdq0kYITmvASU1qu0Z4GwLWtv337dqldu7bcuHFDvv32W5k5c6Y89dRTZp6pU6eaEo+6PtWqVZOlS5fKgQMHZPny5ZIjRw6pUKGCDBs2TPr16yeDBw82ZWkmTpxoSkZ+8cUXZhn6+PXr18vo0aOlUaNGcbJ9AABJj5aF0VrbOly5HWjKvfy644zsO3tTluy/aAb/9N7yXPnc8mLlvFI6d0bzW5dYbDt5VdpN3Sq3AoOlQj4/md7uccmULrWkJFq+5rWqBWTahpPyyaKDsuDNmuKRTGreA7EKpFv0Uk0dAAAAACQszUa3rFixwuE8rgbSI9LAufL39ze3GlDXLPX69evb5ilRooTkz59fNm7caALpelu2bFkTRLdocLxbt26yf/9+qVixopnHfhnWPJqZHlUHqzpYbt6k9ioAJGdab71djQAzHL5wywTUf9t5Vi7fCjRBWh2K5/CVFpXzyPMV8rg963vD0X+lw/Rtcu9BiFQN8Jdv33hMMvg8UtgtyXqrXlH5dfsZOXD+pnnPtBNZIEWWdtH6h61bt5bcuXOLl5eXeHp6hhsAAAAAxL/Q0NBoBy2z8ijL18B2jRo1TNa7unDhgsko9/PzCzevBs11mjWPfRDdmm5Ni2oeDY7fu3fPaf32TJky2YZ8+fLF+rUBAJKW4jl95YMmJWXj+0/J1HaPybPlcpns9cMXb8kniw5JteEr5I2pW2T+7nNy/0Hsf/tia9WhS/LGtK0miF6raFaZ1u7xFBtEV3rVQPe6Rcz9L5Yedst7AsQHlz/Vb7zxhuk86MMPP5RcuXIlqktoAAAAAMQNrZW+b98+U3IlMejfv7/06dPH9r8G3QmmA0DK4uXpIXWLZzfDjXsPZOGe8yZTffs/12T14ctm8E3jJc+W09IveaRS/szxHrf6c+95eevnnfIgJMzUdh/fqqL4eJFo2q5GQflh40k5d+O+fPfXCele52FgHUhRgXRtSK9bt87UOgQAAADgXlqbfNWqVXLp0iXp3r27FC1a1PRldOjQISlWrJhkyJDB5WX27NlTFixYIGvXrpW8ef//cuycOXOaTkSvX78eLitdr1rVadY8W7ZsCbc8nW5Ns26tcfbzZMyYMVKdd4uPj48ZAABQmdKmllZV85vhxL93ZO6OMzJ3x1k5e/2e/LTllBkCsqaX5hXzyAuV8kjezHFfmnjezrPyzpzdEhIaJk3L55ZRL5eX1J4uF39IltKk9pR3GxWXPrN3y4RVx+SVKvlMuR4gKXP5061ZH2FhYfGzNgAAAABiRAPazZs3N6VXBgwYIGPHjpXTp0+baR4eHtKwYUOX66NrO1+D6L/99pusXLnSdAhqr3LlypI6depwNdkPHz5srlitXr26+V9v9+7dawL7lmXLlpkgealSpWzzRKzrrvNYywAAwBUaMH+nYXFZ17euzOxUVVpUyivpvD1NgP2LZUek5qer5NVJm+SX7WfkTmBwnGxcDdT3nr3LBNFfqpxXvnylAkH0CLR2vXYIq52vjlt5lJ0aKS+Q/uWXX8r7778vJ0+ejJ81AgAAABAtLbWoWeMTJkwwwWz7ZJc0adLISy+9JL///rvL5Vx+/PFHmTlzpvj6+ppa5jpYdcu1NnmHDh1MiRXNgtfOR9u1a2cC4NrRqNIAvgbMtV+l3bt3y5IlS2TgwIFm2VZGedeuXeX48ePSt29fkzn/9ddfy+zZs6V379688wCAWPPwSCVPFM4qX7xcXrYOqC+fv1ReqhfKYqZtPH5F3p2zWx77eLn0mb3LdA4aGhq7RNHv1p+Q/nP3iv70tqleQD5tUU48PSh97Oj90Nr26sdN/5gTG0CKKu3yyiuvmEtFCxcuLOnSpTMZKfauXr0al+sHAAAAwIGffvpJunXrJp07d5YrV65Eml6yZEmZM2eOS9tOg/KqTp064cZPnTrV9JWkRo8ebTLeW7RoIYGBgdKoUSMTCLd4enqaAL+umwbY06dPL23btpWhQ4fa5tFM94ULF5rAuWbNa/mYKVOmmGUBABAX0vt4yYuV85rhzLW78tuOszJ359n/ysCcNUMev7TyQsU80qJyXpPVHhNfrToqny05bO53qV1I3m9cgv4Do1CjSFapUzybqV8/cvEhmfB6ZXZwpJxAumakAwAAAHAvLZ1StmxZp9M1oK0JMK6ISQlHzXb/6quvzOBMgQIFZNGiRVEuR4P1O3fudGn9AACIDa2P/ma9otLzqSKy49Q1+WX7WVmw55yppz5+1VEzVMrvZwLq2lGp1l9X94KCxdPDQ27dfyC+aVLLscu3TQBe9apfVN6uV5Qgegz0b1xS1h65LH/uuyDb/7kqlQv4syMjZQTSNZsEAAAAgHtp30VaFsWZv/76S4oUKZKg6wQAQGKWKlUqE8TV4aOmpWTZgYvy644zJsi749R1MwyZf0Ber1ZA3mlQTCatPS5TN5yQm/eCJWNaL2lbvaDM7lJNlh+8KK88lt/dLyfJKJ7TV16qnE9mbTstHy88KL92e4ITEEgZgXQVGhoqR48eNVkwet9e7dq142rdAAAAADjRqlUrGTVqlCmxUqxYMVuAQE2ePNnUHB8xYgTbDwAAB9Kk9pSm5XOb4dLN+zJv11n5dftZOXzxllQv5C8T1xwL10GmBtP1f/2p7fpkYbapi/o0LCZ/7D5nTlYs3ndBGpfNxTZE8g+kb9q0yTTa//nnn0iXfmrDPSQkJC7XDwAAAIADAwYMMG1zTWTReujaFtea49pn0ZkzZ6RJkyZ03gkAQAxkz5hGOtcuLJ1qFZJDF26ZeunvzNntcN5pG05Kz7pF2a4uypExjXSqFSBjVx6VTxcfknolc4i3lwfbEUmKy3ts165dpUqVKrJv3z7TSL927ZptoKNRAAAAIGF4e3vL4sWLTUeghQoVkhIlSpjOP8uVKyfTpk2T+fPnmzrpAAAgZvSkdMlcGeVOYLDJQHdEx2vNdLiu85OFJWsGbzl55a7M3PwPmxDJPyP977//ll9++YV6iwAAAEAiOOB//fXXzQAAAOKGdiyqNdEdBdN1vE6H6zL4eEmv+sVk4Lx9MmbF39K8cl7JyLZEcs5Ir1q1qqmPDgAAAMD9tLTili1bTE10HbZu3Uq5RQAAHuW3NTRU2j0R4HCajg+O0F8gYq7lY/mkcLb0cu3uA5mw+hibDsk7I/3NN9+Ud955Ry5cuCBly5aV1KnDn4XTS0kBAAAAxD8t4dK/f3+5dOmSrf8izVLPli2bfPLJJ9K+fXveBgAAXJTW20u613nYoejUDSdMZrpmomsQXcf7pKZ0Wmx5eXrI+41LSqfvt8l3609I62oFJLdfWvZRJM9AeosWLcytfaNcG+vacKezUQAAACBhfPPNN9KtWzepUKGCDB48WIoVK2bGHz582Ezr1KmTBAUFmT6OAACAazRY3uXJQtKjbhFTE13LuWgmOkH0R1e/ZHZ5PMBftpy4Kp8vPSyjXq7A7onkGUg/ceJE/KwJAAAAgBj79NNPpVatWrJ8+fJwV4nWrVtXOnToIE899ZSMHDmSQDoAALGUzvth2CxLBh9z6+16hWQ4oIm4A5qUlGZf/SW/7TwrHWoGSOncmdhWSPRc/gYoUKBAlAMAAACA+KelFl9++eVIpRaVjmvZsqVcvHiRtwIAACQ65fP5SdPyuUUr0w1fdMhWog5IVhnplgMHDsipU6fM5aL2nnvuubhYLwAAAABRqFixohw5csTpdJ2mZV8AAAASo76NisuSfRdk/dF/Zc2Ry1KneHZ3rxIQt4H048ePywsvvCB79+611UZXel+FhIS4ukgAAAAALho3bpw888wzUqhQIencubOkTfuwo6579+7JxIkTZfbs2bJo0SK2KwAASJTy+aeTNtULyJT1J0xWeq2i2cTT42F8EUgWpV3efvttCQgIkEuXLkm6dOlk//79snbtWqlSpYqsXr06ftYSAAAASOHKlSsXbnjjjTfE09NT+vTpI35+fqaNroPef/fdd800nQcAACCx6vlUEcmYxksOX7wlv24/4+7VAeI2I33jxo2ycuVKyZo1q3h4eJihZs2aMnz4cHnrrbdk586dri4SAAAAQDT8/f1tV4FasmTJIkWLFg03rmDBgmxLAACQJPil85Y3nyoqHy86KF8sOyzPls9l6+QVSGxc3jO1dIuvr6+5r8H0c+fOSfHixU1Ho4cPH46PdQQAAABSPK7+BAAAyVGbJwrI9I0n5cy1e/LtuhPyZr3wSQJAki3tUqZMGdm9e7e5X7VqVRk5cqT89ddfMnToUFOfEQAAAAAAAABiwsfLU95rVNzcn7jmmFy+FciGQ/LISB84cKDcuXPH3Nfg+bPPPiu1atUyl5XOmjUrPtYRAAAAgBOnTp2S48ePy7Vr1yQsLCzS9ObNm7PtAABAota0XG75dv0J2XPmhoxZcUT+93xZd68S8OiB9EaNGtnuFylSRA4dOiRXr16VzJkzR6rZCAAAACD+Aujt27eXVatWmf8dBdG1fa6lGQEAABIzD49U8kGTktJy0ib5actpeeOJACmSPYO7VwsIxyuuOj4CAAAAkHDatm0rGzdulPfff9+UXMyUKRObHwAAJFnVCmWR+iWzy/KDl+TTxYdkcpsq7l4l4NEC6VrWZcSIEbJixQq5dOmShIaGhpuul5UCAAAAiF+bNm2Sfv36yZAhQ9jUAAAgWXi/cQlZdfiyLDtwUbacuCqPB5C8iyQcSO/YsaOsWbNGWrduLbly5aKcCwAAAOAGefPmNeUVAQAAkosi2X3llcfyyczNp+TjRQdlXvcniD0i6QbS//zzT1m4cKHUqFEjftYIAAAAQLTeffddGT9+vHTu3FnSpUvHFgMAAMlCr/pFZd7Os7L79HVZsOe8NC2f292rBMQukK5ZL9REBwAAANyrS5cupiPRokWLyosvvmgy1D09PSN1Ntq7d2+3rSMAAICrsvumkS61C8vo5Udk5JJD0rB0DvHxCt/GAZJEIH3YsGEyaNAgmT59OpkvAAAAgJvs27dPRo4cKefPn5dx48Y5nIdAOgAASIo61Q6QGZv/kdNX78kPG/+RjrUKuXuVgJgF0itWrBiuHtHRo0clR44cUrBgQUmdOnW4eXfs2MFmBQAAAOKZlnS5ceOGfPPNN1K1alXJlCkT2xwAACQL6by9pE+DYvL+3L0ybuVRealyPsmULnwMEkiUgfTnn38+/tcEAAAAQIzt2rVLhgwZIp06dWKrAQCAZOelKvlk6l8n5fDFW/LV6qPyQZOS7l4lpHAxCqR/9NFH8b8mAAAAAGIsICCArQUAAJItT49U8n6TEtJu6laZ9tdJaV2tgOTzp4N1uI+Hqw/YunWrbN68OdJ4Hbdt27a4Wi8AAAAAUdBs9K+++kpOnz7NdgIAAMlSnWLZpEaRLBIUEiqfLz3s7tVBCudyZ6M9evSQvn37mjqM9s6ePSuffvqpwyA7AAAAgLi1du1a8fPzk+LFi0v9+vUlX7584unpGW4e7edozJgxbHoAAJAkaVumf+OS0nT8evl91znpUDNAyuX1c/dqIYVyOZB+4MABqVSpksMOSXUaAAAAgPg3fvx42/0FCxY4nIdAOgAASOrK5MkkL1TII3N3npVPFh2UnzpVM20cINGXdvHx8ZGLFy9GGn/+/Hnx8vJyOYumadOmkjt3bvMBmDdvXrjpb7zxhhlvPzz99NPh5rl69aq89tprkjFjRpOR06FDB7l9+3a4efbs2SO1atWSNGnSmEydkSNHurSeAAAAQGITGhoa7RASEuLu1QQAAHhk7zQqLt5eHrLp+FVZeegSWxRJI5DesGFD6d+/v9y4ccM27vr16/LBBx9IgwYNXFrWnTt3pHz58qa2ozMaONcgvTX89NNP4aZrEH3//v2ybNkyk4mjwfnOnTvbpt+8edOsc4ECBWT79u3y2WefyeDBg2XSpEkurSsAAAAAAACAhJfHL620r/Gwo/Xhfx6S4JBQ3gYk/tIun3/+udSuXdsEprWci9q1a5fkyJFDfvjhB5eW1bhxYzNElwGfM2dOh9MOHjwoixcvNh2gVqlSxYwbN26cNGnSxKynZrrPmDFDgoKC5LvvvhNvb28pXbq0Wd9Ro0aFC7gDAAAAAAAASJy61y0ss7aekqOXbsvsbWekVdX87l4lpDAuZ6TnyZPHlErR8iilSpWSypUrmw6M9u7da8qmxLXVq1dL9uzZTSdK3bp1kytXrtimbdy40ZRzsYLoSjta8vDwsHV6qvNo4F+D6JZGjRrJ4cOH5dq1a06fNzAw0GSz2w8AAABAYqFtXu1cNLoBAAAgOciYJrW8Va+ouT9q2RG5Exjs7lVCCuNyRrpKnz59gmRza1mX5s2bS0BAgBw7dsyUj9EMdg2O60HBhQsXTJDdntZp9/f3N9OU3urj7Wn2vDUtc+bMDp97+PDhMmTIkHh7bQAAwH0qv/d9ktr82z9r4+5VQCI0aNCgSB1taU30kydPmr6HNBHl2Wefddv6AQAAxLXXqhaQ6RtOyskrd2XS2uPSu0ExNjISdyA9obRs2dJ2v2zZslKuXDkpXLiwyVKvV69evD631oHv06eP7X/NSI+PjHsAAAAgNrTfH2e0b6Fq1apJsWIcXAIAgORDOxzt+3QJ6T5jhwmkv1Y1v2TPmMbdq4UUwuXSLu5UqFAhyZo1qxw9etT8r7XTL10K31NvcHCwXL161VZXXW8vXrwYbh7rf2e1163a7BkzZgw3AAAAAElBrly5pGvXrjJs2DB3rwoAAECcalwmp1TK7yf3HoTI6OVH2LpIMEkqkH7mzBlTI10PDFT16tXl+vXrsn37dts8K1eulNDQUKlataptnrVr18qDBw9s8yxbtsxc6uqsrAsAAACQ1Gk5xhMnTrh7NQAAAOKUlrYb8ExJc3/W1tNy5OIttjCSfyD99u3bsmvXLjMobejr/VOnTplp7733nmzatMnUeVyxYoU0a9ZMihQpYjoLVSVLljR11Dt16iRbtmyRv/76S3r27GlKwuTOndvM06pVK9PRaIcOHWT//v0ya9Ys0zmqfdkWAAAAIDnZt2+fjB07ltIuAAAgWapcwF+eLp1TQsNERvx5yN2rgxQiVjXSNQv8l19+MR2AarBbO/fcsWOH6cQzT548MV7Otm3bpG7durb/reB227ZtZcKECbJnzx6ZPn26eT4NjDds2NBcnqplVywzZswwwXOtme7h4SEtWrQwBw2WTJkyydKlS6VHjx5SuXJlUxpGO2ZKiM5SAQAAgPgSEBAQqbNRpW3nGzduSLp06UynowAAAMlRv8YlZPnBi7Ly0CXZcOxfeaJwVnevEpI5lwPpGtyuX7++CVBrprhmg2sgfe7cuSaT/Pvvv4/xsurUqSNhYWFOpy9ZsiTaZehzz5w5M8p5tJPSdevWxXi9AAAAkPhUfi/m7czEYPtnbeJ1+U8++WSkQLr+r+ULCxcubK7S1LYyAABAchSQNb3pbHT6xn/kk0UH5Y8eNcXDI3KSAeC2QLpmjb/xxhsycuRI8fX1tY1v0qSJKaMCAAAAIP5NmzaNzQwAAFK0t+oVlbk7zsq+szflj93n5PmKMa+UAcR7jfStW7dKly5dIo3Xki4XLlxweQUAAAAAAAAAwFVZMvhI1zqFzf3PlhyW+w9C2IhIPBnpWp/85s2bkcYfOXJEsmXLFlfrBQAAACACLafoqubNm7MdAQBAstWhZoD8uOkfOXv9nkzfcFK6PPkwsA64PZD+3HPPydChQ2X27Nm2OoxaG71fv36mo08AAAAA8ePFF1807e+o+hlSVu10vQ0ODubtAAAAyVaa1J7yTsPi8u6c3TJ+1VF5uUo+yZze292rhWTI5dIuX3zxhdy+fVuyZ88u9+7dM50cFSlSxNRL//jjj+NnLQEAAADIqlWrZOXKlebW2TBz5kwpX768CbZ7eLjc3Je1a9dK06ZNJXfu3CYQP2/evHDTtb8kHW8/PP300+HmuXr1qrz22muSMWNG8fPzkw4dOphjCHt79uyRWrVqSZo0aSRfvnymDyYAAIDYeKFiHimZK6Pcuh8sY1f+zUZE4shIz5QpkyxbtkzWr19vGr/aIK5UqZLUr18/ftYQAAAAgKFJLM5cvHhRPv30U/nmm28kKChI2rZtKwMHDnR5y925c8cE4tu3b++0LIwGzqdOnRqu/KM9DaKfP3/eHDc8ePBA2rVrJ507dzZBfqWlIhs2bGiOISZOnCh79+41z6dBd50PAADAFZ4eqeSDJiVk8B8HpEbhLBIUHCq37j8Q3zSpJTg0VNJ5uxwCBSKJ9V5Us2ZNMwAAAABwHw2gjxgxQiZNmmSC1q+//roJoBcqVChWy2vcuLEZoqKB85w5czqcdvDgQVm8eLFs3bpVqlSpYsaNGzdOmjRpIp9//rnJdJ8xY4YJ9n/33Xfi7e0tpUuXll27dsmoUaMIpAMAgFipVTSb/Nqtuny7/oT0mbNbbt4LloxpvaTdEwHSvU5h8UntyZZFwgbSx44d63C8XtKpl2VqmZfatWuLpyc7JwAAQEKr/N73SWqjb/+sjbtXIcm6cOGCCaBPnjzZBNBbt24tAwYMiHUA3RWrV682pR4zZ84sTz31lPzvf/+TLFmymGkbN240meVWEF1p5rmWmdm8ebO88MILZh49ZtAguqVRo0Ymo/7atWtmuQAAAK64FxQs3/11QsatPGobp8H0MSselnrp8mQhMtORsIH00aNHy+XLl+Xu3bu2Bq42dtOlSycZMmSQS5cumca71mfUWocAAAAA4jeArhnoAQEBCbKZtayLlnzR5zt27Jh88MEHJoNdg+OaTKPrp0F2e15eXuLv72+mWa8h4vrmyJHDNs1RID0wMNAMFi0PAwAAYPH08JBpG0463CBTN5yQ7nULy92gYILpiDWXex/65JNP5LHHHpO///5brly5YoYjR45I1apVZcyYMXLq1ClzmWfv3r1jv1YAAAAAInn77bdN0sqECROkVatWph3+7bffJlgQXbVs2VKee+45KVu2rDz//POyYMECU8ZFs9Tj0/Dhw01/TdZA0g4AALCnNdE1A90RHX/5VqC0mLBRmo5bL4P/2C8L9pyTCzfusxERfxnpmu3y66+/SuHChW3jtJyL1jts0aKFHD9+XEaOHGnuAwAAAIg7WmtcSypqTXGtjf7WW29FOb/O+/vvv8frW6CB/axZs8rRo0elXr16JqlGr1K1FxwcLFevXrXVVddbXX971v/Oaq/3799f+vTpEy4jnWA6AACwaMeiWhPdUTBdx/un95aLN+/L1TtBsvfsDVv2eh6/tFKlYGapXODhUCJnRtN5KfDIgfTz58+bhnBEOs66VFM7ELp165ariwYAAAAQhfz585vguLa19+7dG+220nnj25kzZ8xVqrly5TL/V69eXa5fvy7bt2+XypUrm3ErV66U0NBQcxWrNY/Wc9fSNKlTpzbjli1bJsWLF3daH107ONUBAADAkZDQUNOxqFUT3Z6OV/PfrCnbTl6V7f9ck20nr8mhCzfl7PV7cnbXPfl91zkzTwYfL6mY388E1asU8JcK+f3MOMRvfXstzaNXFegJkeDQ0ERZgsflNapbt6506dJFpkyZIhUrVjTjdu7cKd26dTMdDSlt1Cfk5aUAAABASnDypOO6n3Hp9u3bJrvccuLECdm1a5epca7DkCFDzNWnmjmuNdL79u1rrlDVzkJVyZIlTR31Tp06ycSJE02wvGfPnqYkjCbcKC1Lo8vp0KGD9OvXT/bt22fKRGp/TAAAALGR1ttLutcpbKuJrpnpmomuQXQd75Pa0wRn81TII80q5HnY7gkMll2nrsu2fx4G13eeum7Grfv7XzMoTU7XLHUra71KQX+TxY64EfggRCauOe70PUvSgXStwagdGml2iZU9otnoehmnTlPa6egXX3wR92sLAAAAIF5t27bNJM9YrHIqbdu2NbXZ9+zZI9OnTzdZ5xoYb9iwoQwbNixctviMGTNM8FyPETw8PEzgfezYsbbpWuN86dKl0qNHD3NcoaVhBg0aJJ07d+bdBQAAsaaB1y5PFpIedYuEy252FpDVTPOaRbOaQYWEhsnhC7dk+z9XZdt/WeuasX7g/E0zfL/xHzNfrkxppJLJWH+YtV4yl694ebrcFWWKdzcoWL5ZczzcVQQaTLf+1/cyMWWmu7wmmnmil10eOnTIdG6k9BJMHSz2DW8AAAAASUedOnUkLCzM6fQlS5ZEuwzNXJ85c2aU85QrV07WrVsXq3UEAABwxgq8Zsnw8CS/t8Q8wK210UvlzmiG1tULmnHaIamVsa7D/nM35fyN+7Jwz3kzPHxOT6mQ72E5GB00yJ4xzcME5JQsJDRMLt26L+eu35Mz1+49LKPz3+3t+8HyfYfHTSa6IzpeT4gkJrEO6ZcoUcIMAAAAAAAAAJAc5cyURp4tl9sMVhb1rtPXZfvJayZrfcepa3LrfrBsOHbFDEq7qSmew/e/UjCZpXJ+f8nnnzZB+q9JSIHBIXLu+v3/guN35Wy4+/fMSYgHIY4TNHT7XLkd5LBzWKXj9aoC64RIkg2ka4dCf/zxh5w6dUqCgoLCTRs1alRcrRsAAAAAAAAAJKqM9ycKZzWDCg0Nk78v3X6Ytf5fcP3U1bty6MItM8zYfMrMl83Xx5SCseqsl86dUVIn8nIwN+8/eBgYt7LJr4fPKr98KzBGWf45M6aRPJnTSl6/tJLbL625XzBLOsmRMY2pie4omK7jtTRPYuJyIH3FihXy3HPPSaFChUx5lzJlyphOj/Tyz0qVKsXPWgIAAAAAAABAIuPhkUqK5/Q1w2tVC5hxWs5kx3811jWwvv/cDRN0/nPfBTOoNKk9pFxev4d11gtmlkr5M4tfOm+nz3MvKFg8PTzC1X5/lPrhegLg39uBkYLj9re3Ah1ni9vT16Gdr+bJnM7c5s2c9r//HwbNc/j6OK0fr69JOxa1r5Fu0fH6Gl0pzRPfXN7a/fv3l3fffVeGDBkivr6+8uuvv0r27Nnltddek6effjp+1hIAAAAAAAAAkoDsvmnk6TK5zKDuPwiR3VoO5tQ1k7Wut9fvPpAtJ66awVI0ewZbUF2z1jVrW8vBBD4IkYlrjpu64Zq9rdnaGmjuXqew045Ug4JDTWmVM1pm5dq9hyVY/iu5Yv6/cd/ME53M6VKboHgeK5vcFixPZ8br9NiWrEnr7WVeg3LltSWZQPrBgwflp59+evhgLy+5d++eZMiQQYYOHSrNmjWTbt26xcd6AgAAAHAgMDBQduzYIZcuXZIaNWpI1qwPLzMGAABA4pAmtadULZTFDFY2+PF/b5uMdasT0+P/3jElYnT4actpM1/WDN7yTesqsubIJRm74qhteRpwtrK4X66SV1YevmzLJNeOPfX+xVv3JYr+4w2PVGLKq1gZ5PaZ5FYZlvQ+sc96jwkNlnd5spDpWNQ+2z6xBdGVy1siffr0trrouXLlkmPHjknp0qXN///++2/cryEAAAAAh8aOHSuDBw+WGzdumP+XLVsmTz31lGmXlyhRQkaOHCnt27dn6wEAACSycjBFsvuaoeXj+c24K7cDbUF1HfacuSGhYSIlc/lKu2lbHC5Hs7g1CD162RG5eid8P5bKx8sjXCa5fbBcb7Uj1cRQpz3dfyVqrI5FE1M5l0cKpFerVk3Wr18vJUuWlCZNmsg777wje/fulblz55ppAAAAAOLf1KlTpVevXtKyZUtp2LBhuIC5ZqVrQP3nn38mkA4AAJAEaBC5YemcZlCBwSFy9NJtk33uqDNOpeOv3X0gTcvlFq2uktsvja3kigbKNaM9tmVXEAeB9FGjRsnt27fNfa2TrvdnzZolRYsWNdMAAAAAxL8vvvjClFacOXOmXLlyJdL0ypUrm4x1AAAAJD0+Xp5SOncmU8dc64Y7Cqbr+GwZfGRIs4fVQpCIAukhISFy5swZKVeunK3My8SJE+Nr3QAAAAA4cfToUXnrrbecbh9/f3+HAXYAAAAkHSGhoabzTasmuj0dr/XEE2splOTGpa3s6elpLhu9du1a/K0RAAAAgGj5+flF2UfRgQMHJGfOh5cGAwAAIGlK6+0l3esUlrfrFTUZ6Epv9X8db9UXR/xzeUuXKVNGjh8/LgEBAfGzRgAAAACipf0VTZo0Sbp37x5p2v79+2Xy5MnURwcAAEgGfFJ7mk5Fe9QtIrfuPxDfNKlNJrqOR8JxOe//f//7n7z77ruyYMECOX/+vNy8eTPcAAAAACD+abtcSy9qosvAgQNNR1LTp0+X119/XapUqSLZs2eXQYMG8VYAAAAkA5p57u3lYTol1Vsy0ZNARrpmvqjnnnsuXK+vYWFh5n9tzAMAAACIX7lz55bt27fLBx98ILNmzTLt8R9++EF8fX3l1VdflREjRkjWrFl5GwAAAAB3BNJXrVoVF88LAAAA4BFp1vmUKVPMcPnyZQkNDZVs2bKJhwcdTgEAAABuDaQ/+eSTcboCAAAAAB6dBtABAAAAxI9Ydeu6bt06+eabb0yno3PmzJE8efKYy0i1A9KaNWvG/VoCAAAACGfo0KFRbhEtu5gmTRrJmzev1K5d27TZAQAAACRQIP3XX3+V1q1by2uvvSY7duyQwMBAM/7GjRvyySefyKJFi2K5KgAAAABiavDgwbY+i7Q+ur2I4z09PaVTp04yfvx4yr4AAAAAseBy8cT//e9/MnHiRJk8ebKkTp3aNr5GjRomsA4AAAAg/p05c0bKlSsnbdu2NZ2OamKLDtu2bZM2bdpIhQoV5MiRI6aNrkkwekWpJr4AAAAASIBA+uHDh82loRFlypRJrl+/HotVAAAAAOCq7t27S4kSJeS7776TihUriq+vrxkqVaokU6dOlaJFi8r7779vAurTpk2TRo0ayffff8+GBgAAABIikJ4zZ045evRopPHr16+XQoUKxWYdAAAAALho5cqV8uSTTzqdrtOWLVtm+79JkyZy6tQptjMAAACQEIF0ra349ttvy+bNm03txXPnzsmMGTPk3XfflW7dusVmHQAAAAC4yMfHx7TJndm0aZN4e3vb/g8ODpYMGTKwnQEAAICE6GxULw8NDQ2VevXqyd27d02ZF23EayD9zTffjM06AAAAAHDRq6++Kl999ZVkyZLFJLQEBASY8SdOnJCvv/5afvzxR+nRo4dt/lWrVkmpUqXYzgAAAEBCBNI1C33AgAHy3nvvmRIvt2/fNg1yslsAAACAhDNy5Ei5ePGijBo1SkaPHi0eHg8vNtWkl7CwMGnRooWZR92/f18qV64sTzzxBG8RAAAAkBCBdM1sad68uaRLl46MFgAAAMBN0qRJI7NmzTJXjC5evFj++ecfM75AgQKmY1HtdNR+3kGDBvFeAQAAAAkVSO/du7d07dpVnnvuOXn99ddNI93T0zO2zw8AAADgEVSsWNEMAAAAABJRZ6Pnz5+Xn3/+2ZR4efnllyVXrlym9uKGDRviZw0BAAAAAAAAAEhKgXQvLy959tlnZcaMGXLp0iVTj/HkyZNSt25dKVy4cPysJQAAAIBI/vzzT2nQoIHpcFTb6XqlaMQBAAAAgBsC6fa0TrqWdmncuLEULVrUBNQBAAAAxL9ff/3VJLhoh6MtW7Y0nYy++uqr5n7atGmlXLly1EUHAAAA3BlIv3v3rslIb9KkieTJk0e+/PJLeeGFF2T//v1xtV4AAAAAojB8+HB5/PHHZefOnTJkyBAzrn379qadvm/fPlOSMSAggG0IAAAAuCOQrhku2bNnN52OFipUSFavXi1Hjx6VYcOGSYkSJeJinQAAAABE48CBA6ZtruVbtKyLevDggbktWLCgdO/eXT799FO2IwAAABAHHra4XaAN9dmzZ5uSLhFrLmrmS5kyZeJivQAAAABEU2bR29vb3Pfz8xMfHx+ThW7JkSOHnDhxgm0IAAAAuCMj3SrpYgXRb926JZMmTTKXlZYvXz4u1gkAAABANIoXL26y0i0VKlSQH374QYKDg+X+/fsyc+ZMyZ8/P9sRAAAAcGdno2vXrpW2bdtKrly55PPPP5ennnpKNm3aFBfrBAAAACAa2kfR77//LoGBgeb/AQMGmLKLmp2eLVs2Wbdunbz//vtsRwAAACChS7tcuHBBpk2bJt9++63cvHlTXn75ZdNwnzdvnpQqVSou1gcAAABADLz77rtmsDz77LMmkD537lxz9egzzzwjdevWZVsCAAAACRlIb9q0qclC1wb5l19+KU8//bRpoE+cODEu1gMAAABADGkyy5IlS0ynouXKlbONr1WrlhkAAAAAuKm0y59//ikdOnSQIUOGmGB6xI5GAQAAACQM7WT0pZdekg0bNrDJAQAAgMQUSF+/fr3pWLRy5cpStWpVGT9+vPz777+P9OSa4a6Z7rlz55ZUqVKZEjH2wsLCZNCgQaYOe9q0aaV+/fry999/h5vn6tWr8tprr0nGjBlNPUgN9t++fTvcPHv27DGZOWnSpJF8+fLJyJEjH2m9AQAAAHfStnPRokUfuT0OAAAAII4D6dWqVZPJkyfL+fPnpUuXLvLzzz+bAHhoaKgsW7bMBNlddefOHSlfvrx89dVXDqdrwHvs2LGmfMzmzZslffr00qhRI7l//75tHg2i79+/36zDggULTHC+c+fOtulay71hw4ZSoEAB2b59u3z22WcyePBgmTRpksvrCwAAACQWH3zwgUluOXz4sLtXBQAAAEj2XOpsVGkwu3379mbQRrt2PDpixAh5//33pUGDBvLHH3/EeFmNGzc2gyOaja612AcOHCjNmjUz477//nvJkSOHyVxv2bKlHDx4UBYvXixbt26VKlWqmHnGjRsnTZo0kc8//9wE+mfMmCFBQUHy3XffmUtgS5cuLbt27ZJRo0aFC7gDAAAAScmmTZskS5YsUqZMGalTp46pl65XcUbMXB8zZozb1hEAAABIsYF0e8WLFzdZ48OHD5f58+ebYHVcOXHihFy4cMGUc7FkypTJlJXZuHGjCaTrrZZzsYLoSuf38PAwGewvvPCCmad27domiG7RrPZPP/1Url27JpkzZ3bagZMO9pntAAAAQGKh2eiWFStWOJyHQDoAAACQwKVdoqIdjz7//PMuZaNHR4PoSjPQ7en/1jS9zZ49e7jpXl5e4u/vH24eR8uwfw5H9OSABu6tQWurAwAAAImFlliMbggJCXH3agIAAADJQpwE0pOj/v37y40bN2zD6dOn3b1KAAAAAAAAAICkVtolPuXMmdPcXrx4UXLlymUbr/9XqFDBNs+lS5fCPS44OFiuXr1qe7ze6mPsWf9b8zji4+NjBgAAACCx10pftWqVaRd3795dihYtKnfv3pVDhw5JsWLFJEOGDO5eRQAAACDJS7QZ6QEBASbQbV/vUeuUa+3z6tWrm//19vr167J9+3bbPCtXrjSXsWotdWuetWvXyoMHD2zzLFu2zNR3d1YfHQAAAEjsgoKCpHnz5lKjRg0ZMGCAjB071nYVpfYZ1LBhQzoaBQAAAJJDIP327duya9cuM1gdjOr9U6dOmY6RevXqJf/73/9M7fW9e/dKmzZtJHfu3KYeuypZsqQ8/fTT0qlTJ9myZYv89ddf0rNnT9MRqc6nWrVqZToa7dChg+zfv19mzZplDij69OnjzpcOAAAAPJIPP/xQFixYIBMmTJDDhw9LWFiYbVqaNGnkpZdekt9//52tDAAAACT10i7btm2TunXr2v63gttt27aVadOmSd++feXOnTvSuXNnk3les2ZNWbx4sTkwsMyYMcMEz+vVq2cyb1q0aGGycSzaUejSpUulR48eUrlyZcmaNasMGjTILBMAAABIqn766Sfp1q2baddeuXIl0nRNOpkzZ45b1g0AAABIbtyakV6nTh2TORNx0CC60qz0oUOHyoULF+T+/fuyfPlyU+fRnr+/v8ycOVNu3bplOgX97rvvItWBLFeunKxbt84s48yZM9KvX78EfZ0AAABAXNOa6GXLlnU63dPT09RKd5WWRWzatKm5wlPb4/PmzQs3Xdvrmpii/RilTZtW6tevL3///Xe4ebTPotdee00yZswofn5+5upQvRrV3p49e6RWrVomSSZfvnwycuRIl9cVAAAAkJReIx0AAACAcxp81g5FndGyh0WKFHF5E+oVoeXLl5evvvrK4XQNeOsVoBMnTjT9F6VPn14aNWpkklYsGkTXsoraN5GWn9HgvP0Vodr3kdZwL1CggOnv6LPPPpPBgwfLpEmTeMsBAACQKLm1tAsAAACA2NG+gEaNGmVKG1pXbWoGuZo8ebLMnj1bRowY4fJyGzdubAZHNBv9yy+/lIEDB0qzZs3MuO+//15y5MhhMte1r6KDBw+acoxbt26VKlWqmHnGjRsnTZo0kc8//9xkumt5Ru0sVa8m1f6MSpcubfpK0tdDCUYAAAAkRmSkAwAAAEnQgAED5IknnpDatWubfoc0iN67d2/Jnz+/dOnSRZ5++mnzf1w6ceKEKbuo5Vzs+ySqWrWqbNy40fyvt1rOxQqiK51f+zPSDHZrHl1vDaJbNKtdO029du1anK4zAAAAEBcIpAMAAABJkAahNfN76tSpUqhQISlRooQEBgaa/oG0z6H58+ebOulxSYPoSjPQ7en/1jS9zZ49e7jpXl5epm8j+3kcLcP+OSLS16YlYewHAAAAIKFQ2gUAAABIojQL/fXXXzdDcjd8+HAZMmSIu1cDAAAAKRQZ6QAAAEAS1LdvX9m5c2eCPmfOnDnN7cWLF8ON1/+taXp76dKlcNODg4Pl6tWr4eZxtAz754iof//+cuPGDdtw+vTpOHxlAAAAQNQIpAMAAABJkHbgqXXIixYtKh9++KHs3bs33p8zICDABLpXrFhhG6clVrT2efXq1c3/env9+nXZvn27bZ6VK1dKaGioqaVuzbN27Vp58OCBbZ5ly5ZJ8eLFJXPmzA6f28fH5//auxMoqao7f+CXVQQERRZBQGUyoCAKYmQJohECozGOiomiQUKIRgU3Ro0LA4Ixjs6MRiPGOCpmDAiSRRAcRBEcRYSAyxGJCKijBAGDQcUJoPj+595M959mqWhCL6/68znnne6uel1Vv37V1b/+1n33hkaNGpXZAACgogjSAQAgh+Ko7zg/evv27cMtt9wSunTpEjp16hRuuOGGtGjnX2vTpk3hpZdeSlvJAqPx87fffjtNJXPZZZeFH/7wh2H69OkpvD/33HNDq1atwqmnnpr2P+yww9JCp+edd15YtGhRmD9/fhgxYkQ466yz0n7R2WefneZ4HzZsWHj11VfDlClTwu233x5Gjhy5h346AACwZwnSAQAgh/bZZ58UYs+cOTNNi3LPPfeE1q1bpyC9Y8eOKVj/l3/5ly98u4sXLw5du3ZNWxTD7fj56NGjS6eUufjii8P5558fvvzlL6fgPS56Wq9evdLbmDhxYlr8tG/fvuGkk04KvXv3To+vROPGjcPs2bNTSN+tW7fwT//0T+n2420CAEBVZLFRAADIuX333TeN7o7bhg0bwoMPPhjGjBkTrrvuunD11Vd/ods6/vjjQ5Zlu70+jkofN25c2nanSZMmYdKkSQXv54gjjgjPPPPMF3psAABQWQTpAABQBOJ84//1X/+Vpkl59NFH00jxNm3aVPbDAgCAoiBIBwCAnPr000/TFCkxPJ82bVpa+LNly5Zh6NCh4cwzzwy9evWq7IcIAABFQZAOAAA5FKdxeeSRR8If//jH0LRp0zBo0KC0oGefPn3S9CsAAMCeI0gHAIAciiH6aaedlkaen3DCCaFWrVo77RND9v32269SHh8AABQTQToAAOTQunXrQu3aO7fzW7ZsCdOnTw8TJ04Ms2bNCps3b66UxwcAAMVEkA4AADm0fYieZVmYM2dOCs9/85vfpLnSmzVrFs4+++xKfYwAAFAsBOkAAJBTS5YsSeH55MmTw9q1a9Pc6HGe9BEjRoQePXqYKx0AAPYQQToAAOTIG2+8kcLzuK1YsSIceOCB4ZxzzgnHHHNMmi994MCBoWfPnpX9MAEAoKgI0gEAICdiQL5o0aLQtGnTcMYZZ4R777039O7dO123atWqyn54AABQtATpAACQEwsXLgyHHHJIuPXWW8PXv/71XS42CgAA7Hk1y+E2AQCAcnDnnXeGli1bhtNOOy0ccMAB4fvf/36YO3duWmwUAAAoP4J0AADIiYsuuig8++yzaRqXyy67LDzzzDOhb9++aZ700aNHp8VF4wYAAOxZgnQAAMiZOL3LqFGjwrJly8Jvf/vbcNZZZ4V58+alkekxbD///PPDjBkzwubNmyv7oQIAQFEQpAMAQI5169YtzZn+zjvvhNmzZ4cBAwaEKVOmhFNOOSUtSgoAAPztBOkAAFAEatasGfr16xceeOCBsG7duvDQQw+laV8AAIC/nSAdAACKTL169cKZZ54Zpk2bVtkPBQAAioIgHQAAAAAAChCkAwAAAABAAYJ0AAAAAAAoQJAOAAAAAAAFCNIBAAAAAKAAQToAAAAAABQgSAcAAAAAgAIE6QAAAAAAUIAgHQAAAAAAChCkAwAAAABAAYJ0AAAAAAAoQJAOAAAAAAAFCNIBAAAAAKAAQToAAAAAABQgSAcAAAAAgAIE6QAAAAAAUIAgHQAAAAAAChCkAwAAAABAAYJ0AAAAAAAoQJAOAAAAAAAFCNIBAAAAAKAAQToAAAAAABQgSAcAAAAAgAIE6QAAAAAAUIAgHQAAAAAA8hykX3/99aFGjRpltkMPPbT0+s2bN4fhw4eH/fffPzRs2DAMHDgwrFu3rsxtvP322+HrX/96qF+/fmjevHm48sorw6effloJ1QAAAAAAkDe1Qw506tQpPPnkk6Vf1679/x/25ZdfHmbOnBmmTp0aGjduHEaMGBFOP/30MH/+/HT9tm3bUoh+wAEHhOeeey68++674dxzzw116tQJP/rRjyqlHgAAAAAA8iMXQXoMzmMQvqMPPvgg3HfffWHSpEnhhBNOSJdNmDAhHHbYYeH5558PPXr0CLNnzw7Lli1LQXyLFi1Cly5dwg033BB+8IMfpNHudevWrYSKAAAAAADIiyo/tUu0YsWK0KpVq9CuXbtwzjnnpKlaoiVLloRPPvkk9OvXr3TfOO1L27Ztw4IFC9LX8WPnzp1TiF5iwIAB4cMPPwyvvvpqJVQDAAAAAECeVPkR6d27dw8PPPBA6NChQ5qWZezYseHYY48NS5cuDWvXrk0jyvfdd98y3xND83hdFD9uH6KXXF9y3e5s2bIlbSVi8A4AAAAAQPVT5Uekn3jiieGb3/xmOOKII9JI8sceeyxs3LgxPPzww+V6vzfddFOac71ka9OmTbneHwAA5EGcHrFGjRpltnhWaInNmzeH4cOHh/333z80bNgwDBw4MKxbt67MbcQzTOM6RvXr1w/NmzcPV155Zfj0008roRoAACiSIH1HcfR5+/btw8qVK9O86Vu3bk3B+vZio14yp3r8uGPjXvL1ruZdL3HNNdekOdhLtnfeeadc6gEAgLzp1KlTOlu0ZHv22WdLr7v88svDo48+GqZOnRqefvrpsGbNmnD66aeXXr9t27YUosc+/rnnngs///nP0xmoo0ePrqRqAACgCIP0TZs2hVWrVoWWLVuGbt26hTp16oQ5c+aUXr98+fI0wqVnz57p6/jxlVdeCevXry/d54knngiNGjUKHTt23O397LXXXmmf7TcAACCE2rVrp0EpJVvTpk3TjyUOQLnvvvvCrbfeGk444YTUr0+YMCEF5s8//3zaZ/bs2WHZsmXhF7/4RejSpUs6A/WGG24I48ePT+E6AABURVU+SL/iiivSSJa33norNeCnnXZaqFWrVhg0aFCacmXYsGFh5MiRYe7cuWnx0aFDh6bwvEePHun7+/fvnwLzwYMHh5dffjk8/vjjYdSoUel00xiWAwAAX8yKFStCq1atQrt27cI555yTBrJEsR//5JNPQr9+/Ur3jdO+tG3bNixYsCB9HT927ty5zDpGcQrHuCbRq6++6lAAAFAlVfnFRlevXp1C8w0bNoRmzZqF3r17p9Es8fPotttuCzVr1kxzL8bFQWMTftddd5V+fwzdZ8yYES688MIUsDdo0CAMGTIkjBs3rhKrAgCAfOrevXuaiqVDhw5pWpexY8eGY489NixdujSsXbs21K1bN03HuL0Ymsfrovhx+xC95PqS63Yn9vpxKxGDdwAAqChVPkifPHlywevr1auXTgON2+4cdNBBaZFSAADgbxOnYilxxBFHpGA99tsPP/xw2Hvvvcvtx3vTTTel0B4AACpDlZ/aBQAAqLri6PP27duHlStXpvnS4zznGzduLLPPunXr0nVR/Bi/3vH6kut255prrklzsJds77zzTrnUAwAAuyJIBwAA/mqbNm0Kq1atCi1btkyLi9apUyfMmTOn9Prly5enOdTjNItR/PjKK6+E9evXl+7zxBNPhEaNGqW1jXYnrm8U99l+AwCAilLlp3YBAACqjiuuuCJ84xvfSNO5rFmzJowZMyatSxTXNWrcuHEYNmxYGDlyZGjSpEkKuy+++OIUnvfo0SN9f//+/VNgPnjw4HDLLbekedFHjRoVhg8fnsJyAACoigTpAADA57Z69eoUmm/YsCE0a9Ys9O7dOzz//PPp8+i2224LNWvWDAMHDkyLgw4YMCDcddddpd8fQ/cZM2aECy+8MAXsDRo0CEOGDAnjxo1zFAAAqLIE6QAAwOc2efLkgtfXq1cvjB8/Pm27E0ezP/bYY37qAADkhjnSAQAAAACgAEE6AAAAAAAUIEgHAAAAAIACBOkAAAAAAFCAIB0AAAAAAAoQpAMAAAAAQAGCdAAAAAAAKECQDgAAAAAABQjSAQAAAACgAEE6AAAAAAAUIEgHAAAAAIACBOkAAAAAAFCAIB0AAAAAAAoQpAMAAAAAQAGCdAAAAAAAKECQDgAAAAAABQjSAQAAAACgAEE6AAAAAAAUIEgHAAAAAIACBOkAAAAAAFCAIB0AAAAAAAoQpAMAAAAAQAGCdAAAAAAAKECQDgAAAAAABQjSAQAAAACgAEE6AAAAAAAUIEgHAAAAAIACBOkAAAAAAFCAIB0AAAAAAAoQpAMAAAAAQAGCdAAAAAAAKECQDgAAAAAABQjSAQAAAACgAEE6AAAAAAAUIEgHAAAAAIACBOkAAAAAAFCAIB0AAAAAAAoQpAMAAAAAQAGCdAAAAAAAKECQDgAAAAAABQjSAQAAAACgAEE6AAAAAAAUIEgHAAAAAIACBOkAAAAAAFCAIB0AAAAAAAoQpAMAAAAAQAHVKkgfP358OPjgg0O9evVC9+7dw6JFiyr7IQEAQLWlPwcAIC+qTZA+ZcqUMHLkyDBmzJjwwgsvhCOPPDIMGDAgrF+/vrIfGgAAVDv6cwAA8qTaBOm33nprOO+888LQoUNDx44dw9133x3q168f7r///sp+aAAAUO3ozwEAyJNqEaRv3bo1LFmyJPTr16/0spo1a6avFyxYUKmPDQAAqhv9OQAAeVM7VAN/+MMfwrZt20KLFi3KXB6/fu2113b5PVu2bElbiQ8++CB9/PDDD8vst23Ln0Ke7Pj4C1Fb1eG4/ZnnZNXieflnnpdVh+fkn3lOVu3nZMllWZaF6qw8+3MAAPi8vkh/XiOrBl38mjVrwoEHHhiee+650LNnz9LLr7rqqvD000+HhQsX7vQ9119/fRg7dmwFP1IAAKqDd955J7Ru3TpUV/pzAADy1p9XixHpTZs2DbVq1Qrr1q0rc3n8+oADDtjl91xzzTVpcdISn332WXj//ffD/vvvH2rUqFHu74S0adMmHcBGjRqFYqK2fHLc8suxyyfHLZ8ct3yq6OMWx7B89NFHoVWrVqE6y1t/vj2/6/njmOVTsR63Yq2rmGsr1roiteWPY1a5/Xm1CNLr1q0bunXrFubMmRNOPfXU0sY7fj1ixIhdfs9ee+2Vtu3tu+++oSLFF+hie5EuobZ8ctzyy7HLJ8ctnxy3fKrI49a4ceNQ3eW1P9+e3/X8cczyqViPW7HWVcy1FWtdkdryxzGrnP68WgTpURy9MmTIkHD00UeHY445Jvz4xz8OH3/8cRg6dGhlPzQAAKh29OcAAORJtQnSzzzzzPDee++F0aNHh7Vr14YuXbqEWbNm7bTAEQAAUP705wAA5Em1CdKjeJro7k4VrUriKatjxozZ6dTVYqC2fHLc8suxyyfHLZ8ct3wq5uOWB3npz6vLc6ZYayvWuiK15Y9jlj+OWT4V63Er1rryUluNLM6oDgAAAAAA7FLNXV8MAAAAAAAI0gEAAAAA4C8wIh0AAAAAAAoQpJeTm266KXz5y18O++yzT2jevHk49dRTw/Lly8vss3nz5jB8+PCw//77h4YNG4aBAweGdevWldnnkksuCd26dUsT7Xfp0qXgfa5cuTLd37777huKoba33nor1KhRY6ft+eefz31tUVye4N/+7d9C+/bt034HHnhguPHGG3Nf2/XXX7/L49agQYPc1xY9/vjjoUePHum+mjVrlm4nPleLobaHH344XVe/fv1w0EEHhX/9138tt7r2VG0vv/xyGDRoUGjTpk3Ye++9w2GHHRZuv/32ne5r3rx54aijjkr1f+lLXwoPPPBAUdT27rvvhrPPPju9jtSsWTNcdtll5VpXRdb261//Onzta19Lv2eNGjUKPXv2TL9/xVDbs88+G77yla+k24j7HHrooeG2224ritq2N3/+/FC7du2/2L/kqb74WrKrv3Fr164t9xrZc/Tp+vSq1Kfr0fXoValH15/rz6tSf643z19vflN16MnjYqPseQMGDMgmTJiQLV26NHvppZeyk046KWvbtm22adOm0n0uuOCCrE2bNtmcOXOyxYsXZz169Mh69epV5nYuvvji7M4778wGDx6cHXnkkbu9v61bt2ZHH310duKJJ2aNGzcuitrefPPNuBBu9uSTT2bvvvtu6RZrzXttJft06NAhmzZtWvbGG2+k25o9e3bua/voo4/KHK+4dezYMRsyZEjua4vHaa+99squueaabOXKldmSJUuyPn36ZF27ds19bY899lhWu3bt7Kc//Wm2atWqbMaMGVnLli2zn/zkJ1W6tvvuuy+75JJLsnnz5qXH/eCDD2Z77713mccdj1v9+vWzkSNHZsuWLUvX1apVK5s1a1bua4uvk3Gfn//851mXLl2ySy+9tNxqqujaYi0333xztmjRouz1119Pv3d16tTJXnjhhdzXFmuYNGlSup94DOM+8Tn6s5/9LPe1lfjjH/+YtWvXLuvfv3/B/iVv9c2dOzf1JsuXLy/zd27btm3lXiN7jj5dn16V+nQ9uh69KvXo+nP9eVXqz/Xm+evNB1SDnlyQXkHWr1+fDvLTTz+dvt64cWN6wZk6dWrpPr/73e/SPgsWLNjp+8eMGVPwyX7VVVdl3/72t9MTtryD9IqqrSRIf/HFF7PKUl61xTAvNkSvvfZaVqzPyRLxxTPexn//939nea8tfn88btu/OE+fPj2rUaNGub7BUxG1DRo0KDvjjDPKXHbHHXdkrVu3zj777LMsD7WVuOiii7KvfvWrZV4fO3XqVGafM888M/2RryjlVdv2jjvuuAoJ0iujthLxTbmxY8dmxVjbaaedlv6OF0tt8Xds1KhRn/tvRV7qK2na4z8jFA99uj69KvXpenQ9elXq0fXn+vOq1J/rzfPXm68vwp7c1C4V5IMPPkgfmzRpkj4uWbIkfPLJJ6Ffv36l+8RTu9u2bRsWLFjwhW77qaeeClOnTg3jx48PxVZbdMopp6RTQnr37h2mT58eiqG2Rx99NLRr1y7MmDEjHHLIIeHggw8O3/ve98L7778fiuW4lbj33nvTabHHHntsyHtt8bTLOH3GhAkTwrZt29L9PPjgg+l269SpE/Jc25YtW0K9evXKXBZPo1q9enX4n//5n5Cn2uLtlNxGFPfd/jaiAQMG/E3P66pSW1VQUbV99tln4aOPPqrQ+iuqthdffDE899xz4bjjjgvFUFt8jXzjjTfCmDFjQmUp72MXT4lt2bJlOr05niZLvunT9elVqU/Xo+vRq1KPrj/Xn1el/lxvnr/e/IMi7MkF6RUgvrjEeWvjfKiHH354uizO21O3bt2d5jNv0aLFF5rTZ8OGDeE73/lOmu83zlFVTLXFuZL+/d//Pb1JMHPmzBSkx/mVKipML8/a4otYbHxibf/5n/+Zjl98QTnjjDNC3mvbce6riRMnhmHDhoWKUp61xX+mZs+eHa699to0j2G8vdjExnkL815bDJbjnHdz5sxJ9/P666+n37+SebjzUlsMI6dMmRLOP//80svivvF7dryNDz/8MPzpT38Kea6tslVkbXGu2k2bNoVvfetboVhqa926dXotOfroo9M8gTGoyXttK1asCFdffXX4xS9+keZgrAzlWV9s1O++++7wq1/9Km1x7sbjjz8+vPDCC+VcFeVFn/5n+vSq0afr0f+656MevWo/H/XnFatY+3O9ef5688+KtCevnP9wqpn4z/HSpUvT4mJ72nnnnZcWmuvTp08ottqaNm0aRo4cWfp1XLBgzZo1aXGVOEo9z7XFF5Q4uiA253G0dnTfffelEc9xIYYOHTqEvNa2vd/85jfpHeohQ4aEilKetcUX9vg7F+uJi1/E2kaPHp3+sXriiSfS4hZ5fi1ZtWpVOPnkk9M7xPGNuUsvvTQtHhtH4Ze3PVFb/P5//Md/TO+09+/fP1QVavvbj9ukSZPC2LFjw7Rp09IZSsVy3J555pn0z0dcRDs2uHEh3Pjaktfa4pk6sSeJx6rkb1tlKM9jF/8+b/83ulevXum1My4WG89QIn/06X8dfXr50KP/dfTo5UMPW1h1/9+jovtzvXn+evPhRdqTG5FezkaMGJFOC5w7d24aeVbigAMOCFu3bg0bN24ss39cqTZe90WmdYnvAsZ3luIWR/7GUx7i5/fff3/Ic2270r1797By5cpQ3sq7tvjuWTxG27+YxZWIo7fffjsUy3GL07rEYHbH0cB5rS1On9S4ceNwyy23hK5du6Y3sOI7u3EU98KFC0Oea4tvAtx8880p1IujsOI/JMccc0y6Lp7eXNVrW7ZsWejbt296l3rUqFFlrov7br8KeMltxDcL4qmxea6tMlVUbZMnT04jteOZHztO0ZP32uIIus6dO6c3si6//PL0xlWea4tvLi5evDjdR0lfMm7cuPDyyy+nz2PPkuf6die+VlZEb8Kep0////Tpld+n69H/+uejHr1qPh/15xWvWPtzvXn+evMRxdyTV/is7NVEXPhj+PDhWatWrdJqxjsqmWD/l7/8ZellcUGbv2bRyldeeaV0++EPf5jts88+6fP3338/17Xtyve+972sa9euWXmpqNoef/zx9D0rV67caVHOuOpwMRy3N954Iy3C+eijj2blraJqGzlyZHbMMceUuWzNmjXpdubPn58V2+/b4MGDs549e2blZU/VFlcEb968eXbllVfu8n7iYqOHH374Tgs3ledioxVVW2UsNlqRtU2aNCmrV69e9sgjj2QVoTKOW4m4SNNBBx2U5bm2uBDz9j1J3C688MKsQ4cO6fNNmzblur7d6devX1oslvzQp+vTq1KfrkfXoxd6PlZ0j64/159Xpf5cb56/3vyzatCTC9LLSXxyNm7cOJs3b1727rvvlm7/+7//W7rPBRdckLVt2zZ76qmnssWLF6c/hjv+QVyxYkX24osvZt///vez9u3bp8/jtmXLll3e74QJE9L9FkNtDzzwQHqRjiv4xu3GG2/Matasmd1///25ry2+oB111FFZnz59shdeeCHdTvfu3bOvfe1rua+tRFwROr54fvrpp+VWU0XXNmfOnPTmQAy84h+FJUuWpDA2hl/b31cea3vvvfeyn/70p+l3LV5+ySWXpAZp4cKF5VLXnqotNgDNmjXLvv3tb5e5jbg6+PZv6tSvXz/9EY71jR8/PqtVq1Y2a9as3NcWlRzLbt26ZWeffXb6/NVXX819bRMnTsxq166djtf2+8TmK++13Xnnndn06dPT60jc7r333vQm+HXXXZf72v6WYCAP9d12223pH8f4mhr3j29exd7kySefLPca2XP06fr0qtSn69H16FWpR9ef68+rUn+uN89fb35hNejJBenl9YMNYZdbDLpL/OlPf8ouuuiibL/99kshT3znJD45dhxhuKvbefPNNystSK+o2mKQfthhh6Xvb9SoURoJPHXq1KKoLfr973+fnX766VnDhg2zFi1aZN/5zneyDRs2FEVt8R+Q1q1bZ9dee2251VNZtT300EPprIgGDRqkF/dTTjklNbZ5ry026T169Eh1xdvo27dv9vzzz5dbXXuqttgI7Oo2dhzZO3fu3KxLly5Z3bp1s3bt2pW5j7zX9nn2yWNtu3vODhkyJPe13XHHHVmnTp1K/77F15S77rorvXbmvbbKCtIrqr6bb745+7u/+7sUYjRp0iQ7/vjj0z8B5EtF9g3b06fn57hVZJ9ekXXp0fN33Cq6R9ef68+rUn+uN89fbx6qQU9e4/8KBQAAAAAAdsFiowAAAAAAUIAgHQAAAAAAChCkAwAAAABAAYJ0AAAAAAAoQJAOAAAAAAAFCNIBAAAAAKAAQToAAAAAABQgSAcAAAAAgAIE6QAAAAAAUIAgHYAysiwL/fr1CwMGDNjpJ3PXXXeFfffdN6xevdpPDQAAytmJJ54Y9ttvv7Bu3bqdrvvggw9Cy5YtQ/fu3cNnn33mWACUM0E6AGXUqFEjTJgwISxcuDD87Gc/K738zTffDFdddVX4yU9+Elq3br1Hf2qffPKJowAAALsYyLJ169Zw+eWX7/Szufbaa8Mf/vCHcM8994SaNcU7AOXNKy0AO2nTpk24/fbbwxVXXJEC9DhKfdiwYaF///6ha9euaWRMw4YNQ4sWLcLgwYNTA19i1qxZoXfv3mnk+v777x9OPvnksGrVqtLr33rrrRTWT5kyJRx33HGhXr16YeLEiY4CAADs4JBDDgljxowJDz30UJg9e3bp5b/97W/D3XffHUaOHBmOPPLIcv25bd682Yh3AEE6ALs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", 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" ] @@ -245,6 +245,45 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": 53, + "id": "2993be48", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_ma[\"timestamp\"] = pd.to_datetime(df_ma[\"iso_timestamp\"])\n", + "df_ma[\"year\"] = df_ma[\"timestamp\"].dt.year\n", + "df_ma[\"month\"] = df_ma[\"timestamp\"].dt.month\n", + "df_ma[\"date\"] = df_ma[\"timestamp\"].dt.date\n", + "\n", + "df_2024 = df_ma[df_ma[\"year\"] == 2024].copy()\n", + "\n", + "monthly_avg_2024 = (df_2024.groupby(\"month\")[\"channels_all\"].mean().reset_index())\n", + "\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.bar( monthly_avg_2024[\"month\"], monthly_avg_2024[\"channels_all\"], color=\"steelblue\" ) \n", + "plt.title(\"Average Daily Bike Counts per Month (Mannheim 2024)\") \n", + "plt.xlabel(\"Month\") \n", + "plt.ylabel(\"Average daily bike counts\") \n", + "plt.xticks(range(1, 13)) \n", + "plt.grid(axis=\"y\", alpha=0.3) \n", + "plt.tight_layout() \n", + "plt.show()\n" + ] + }, { "cell_type": "code", "execution_count": 8, @@ -279,19 +318,35 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 52, "id": "ad8639cd", "metadata": {}, "outputs": [ { "data": { - "image/png": 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o1qxZ8Omnnyb4MzNmzAjWrl0bk/eLtKP9m7PPPjsYO3Zs8P777x/yvJJmLrvsMrtvf+CBB4LXX389uPvuu4NChQoFX375Zah+VATGka5MmzbNNkquvvrq4JZbbgkyZcpkGyM///xzZMNEm27KEl+2bFmyGXJASugQhg5aaDM3KRpfDRo0sKDTpk2b+FCRwM0335xkVrg26AoXLhw5ZRe9IaxTvvPmzUvwejbxkJobH81LWuiqkoUfW/369bPrZfRmMWMLokOEOvy1Zs2aSMWKLFmyWHAhMW0M6zndHJF5h8PNQ9pw0eHBypUrW0WBuXPn2uO6vmndpJPmvsITG77h5seM1kZ+TGgeuueee2zTToHwaMpi0CYOBwfDJfE8oUM3ynbq2bNnsHDhQptn9L0qyOm+7Jlnnjnk72DMILV0H6dDgW+88QbjB8eUApVVqlQJHnvsMTsMVrRo0UiVFM13X3/9dYJqKoDGxY033hjkypUreOqpp+xa98orr0Q+mLfeesuqM1111VXB4sWLI4+zzg63Dz/8MJg4caJl+kabPn26BT21foqu0IRwuO+++2wOUdKpDmJ17NjR4h/RB9V1z3XffffZgRtVXmrUqFHkcHuYEBhHuqFS1cWKFQtGjx5t3+v0ZPbs2YNs2bIFjzzySLBjx47I/3m1IKAEMVIjqQWjDmLo5G50pnjizRUFoXSxYLMFiWlT15d2nDRpkp0Ml7/++suynRo2bJjg9SqTpoCBbnSA1PALWM1ZKo2l0ugqf6TFq8abKLig4Lg/KQzoute8efOgTZs2kXWWyvGNGjXKyqj16NEjwYf0yy+/WIlj3UTp5glIiqqinHjiiRawUmUnBcHVPsRXcNK1UEFzZUJp4xfhFL3xohYO1atXt7HiK1Zofd2pUyd77Mknn0zy72DtHT46rKx7fq2vH3zwweC8886zA1u6F1Nmr2iTV+X2gf9C9/+9e/cO+vbtm+Bx5h0cq2ufDpzq3kz7Aj4LmOo5OBLdi2kfvE+fPofsY6qKSv369W2drUNjCDetlXRQQvfuyv7V/BI9XpQdfuGFF9q+pNqCIlyVl1S1RPuHCnZrfCgBVeNBVSd8Rcl//vnHfimpK6yt8zLFusc5wk2HM7zvv//e3Xbbba5NmzZu06ZNrkKFCq5Tp05u4MCBrn///u6ll15y27Ztc3ny5HFvv/22K1OmTEzfOzKOFi1auCVLlhzy+C+//OL27NljY0oOHDgQee6dd95xCxYscKeeeqobNGiQy5w5s/v333/T9H0jfdI8NWnSJPf888+77Nmzu3Xr1rmnnnrKvv/ggw/ciSee6F544QW3bNkyV6dOHffWW2+5iRMnuhtvvNH9+OOP7v7774/1fwIymBNOOMHNmzfPNW/e3LVt29YtX77cNW3a1M2aNcu99tpr9ppu3brZtbJDhw5uzJgxsX7LSAd0zcqXL59bv3696969u6tVq5bNWZrDNEdp3urZs2fk9aeccoqrW7eumzp1quvcuXNM3zvS55p9165d7tlnn3W9evVy/fr1szH1008/uQYNGrhzzjnHXle/fn2bh84++2yXM2fOWL9txPC65ZUtW9bmGs1Ht99+u1uzZo2tr3Xdql69ul3LevToccjfobU34tvBgwcjv9fa5uKLL3ajR4+2n33v3r1tvf3555/bvdjll19ur9u4caPLnz9/DN81Mvq+k8bQBRdc4EaMGOGyZMmS5Lyj8Ri9NwCkZN2ta5/WSjt27HDVqlVzVapUseue1kj+eSC5+Ulzzh9//GFrJF0LNQ9lypQp8vw111zj7rrrLrd9+3Y3ePBgt3fvXj7MkPFjQfOJ7uuHDRtme0RLly6NjJd//vnHXtOoUSN377332p53kSJFYvzOkZby5s1rP/OvvvrKnXXWWW7OnDlu3LhxNkYUc7v11lttz3D9+vW27tE+kMZTKMU6Mg+89tprdtpNp8PVO1ynVHQKThlOKuWpUmrq86xTUI8//jilYpAqOjXXoUOHyOkn9er54IMPItUHVJa/SZMmh2T26jRVUmX6EG4aMypNnPg0ne8jptOYvjS/sufUC0pVCVRutnHjxpHyxGQjIDV08lflsXz5a5WhLVGihGXbeX5MDRw4kCxNRDJSNOdUrFjRqu9EjxfNYS+99FKQNWvW4M4777TyfA899FBQoUIFyxwHkqJxo5Pm6k2nFjOq9KS+mdHtQrZt2xZZSwHR2XG+DKjWRt988409tnnz5qBFixY2jsikC5fon7eqKQ0dOtSqUaiMrLJ4teb2NJ9on0B7BOqZSBsipITPnEtcwULUrk/j7dprrz2kpPXUqVNt70kl1oGU8HOSsvBU3UuZvX5uK1CggF3rgKT4+Unrol9//TXyva532gf3mb7R85j6RlOKP7zUc/6OO+6IrJNUAUWZ4+oP7SszRa+TFFNB+KhqidbUvoJbq1atrILJuHHjrCKF1jkNGjRIsN4OIwLjiAl/UVdJB/2fUTcmnkrrqYeYNk9EAXNt5j7//PPWVxVIqdatW1v5GE89VnWjEl16SIFy9V/VRp2Cm7oRvvLKKy2QyaYLkpq3PAUnEy9QL730UguOR/ceVxmbn3/+OfLnGVc4mjHXrFkz2yjWNfLUU08N2rdvn6DEuha4BBWQeDNY5dO1zipXrpzdMPuNOh80V1lsHRBTQLx06dKRcthAUmNKPTNV4lEtjjSmNA/5a9qWLVusvcPkyZP58EJK925ffvllioLjtWrVigTHda+XVAAL4aC1zSmnnGJjQ+uZhx9+2K5b/fr1s9KOojWODpjWq1ePQ6ZIFQUqtf4RrYG01tGegGgPSmugRx999JDApUr5+zkKiOavU6tXr04wbtavX2/jqW3btgna8mnMKUDO9Q2JRd/L615Mc5LGjD8QpvWSAlnLli2LtE5TOxH6ioebDiJrnaQ4ya5du+wxjRvtYys47q9x7DuGl59bFAzXwdOmTZsGhQsXtkOm3sqVKyMl1cOMwDhiRpuv+j+obkSi6f+c6qny4osv2ik4bb4pmKme40BKKeNNFQYSZ/bq1JT6a2hzRQEDWbx4cVC1atXgtNNOsw1fnRwnsxeJRd+AKNPyhhtuiPQL83S4QocqdBOzYMGCw/4dwJH4Gx1trqgftE50qr+4Nlz8gleBKn2vPon79u3jQ0XE9OnT7SZIh3Z0OEeBKFW2iA6OiwIPuikiUzy8Em/Was7xjyWeV0aMGBHkzp07uOiiixI8rjnqzDPPJIMlpDRmatSoYZsuChYcbozNnj3bAlU6XKHDgx5rpHDwP2d9VRaT+szrni3as88+a5u+CgJoD0DZLKr45YNNbPYipTRuNNfo/kz9nl9//fUEzz/55JOWlansKbJ6cST+WqY1tg4qK5Dps+00lhSESHwtU/BKlXaApOhQmKpXKBHMHwbztCepfSXtj+seLmfOnMHy5cv5IEN8j+a/176jKr+pOmp0cFxJOpkzZ45UR0G46bqk9bSqmEYf9uOe6/8jMI405f/P5zdotQC47777Dikt3KtXr0iGk0oPcfHHf1k8bN++PcH3ypCrW7euZTapDJG3bt06y3gisxeHG1Pff/+9Za6olKNaPkSfupPnnnsuOOmkk2yO86d7gdTSuFKGwSeffBIZdypbrF8qYew3hpVZpQ09fzIY4ebnKgW6deBLh3j8QS9tymle0gaLroNAYsr23b17d4KMhJYtW9qhHG3+qjyf5p277roryJcvn7V40A23ymCffPLJhxwWQ7hoY04Zvbp2qSrY4eiATufOnWktEzJJlbTW/b7awIiuV/41anWlvQJlWkZv4LGZh9Tq37+/7S2VL18+8lh00oXGmA7IK0tcewFASgKZw4cPP+xhClqn4UiUFV6nTh07mCN//fWXHTAdOXJkMH78+ARz1GOPPUYVixDTXnXi6kq6T/Nt0fwBHe0T3XjjjewNhVz0eluHarRvjaRlinWPc8S3gwcP2td9+/bZ7zNlyuRWrFjhChYs6Dp27OgqVarkZs2a5X777TeXOXNmd+DAAXt9nz593AcffOBeeOEFt3z5cnfeeefF+L8EGYkO/XgvvfSS69y5s/vqq68ijzVs2NDdd9997rvvvnP9+vVzixcvtsfLlCnjihYt6k444QQbr1myZInJ+0f6orGgMSH33HOPq1Onjrvlllvcgw8+aPPZ888/b1+9U045xV144YXu4osvZu7CUdN1s2LFiq5NmzZu0aJF7vTTT3dTp051f/75p7vpppvcRRddZF9HjRpl19Hy5cvzacPmqk8++cS9/PLLNmZuvPFGu5b9+++/rly5cm7MmDHur7/+csOHD3fTpk3jE0OE5pHLL7/cTZo0yb7/6KOP3LXXXuty5sxp40rzT+PGjd0333zjnnnmGde3b183e/Zs+7Vnzx6bp8455xw+0RA7+eSTbV4pVaqUjZ3Vq1cf8prNmzfbPWDVqlXdc889Z/d/mp8Qjvszv57u1KmTq169uv2+Xr16bvDgwTY2smbNGhkPGkcaJ926dXMzZsyI/B3aTwBSMt78fZzWP4888ojLnTu3q1mzptu/f7/LkSOHXbuka9eurm3btu7NN9+0MQgkZ+/evW7kyJG2J9ChQweXL18+9+OPP7pnn33WvfXWW27Lli2R1+r6BiQ3N61Zs8bGU968ee3+/ocffnA9e/Z0rVq1sj1KjbEHHnggMkd1797d9gYQ//6XxBoZK5pXypYta3ESv5bS16uuusru27QfNGDAAPfrr7+6EiVKuDfeeIO9oZDzY0RroEsuucStW7fO/fzzz7F+W+lTMgFz4JiebFKmibLEJ06caKd1lVGi007qQ3jeeecF9evXj5Tw9JlNwH89GaXyjKNGjQqqVKliJWYS96hXlpMynHRKM3HWL5DYtm3bLCtOJfm8CRMmBNWqVbOMOpUrVklIlel/4YUXImORzBakdu7yli5daiX7y5Ytay0f/DVVJ8Y7duwYDB48mDJZOES3bt1srVW0aFGrNODHl89c0WNnnXVWcN1119mchXCLnnuUoaly6GPHjrXSnwMGDIg8pwo7N998sz3vMz19mXXW7oimqgOqzKTMcbXIil5Hac2dP39+SmGHmOaPZs2aBR9++KF9r3swtblSRROfravKFFpPa+2jTCj1XuV6hdRe1+bPnx+8+uqrkepx7777rlX8uvDCCxPMQb7CV+IyxkBiysrU/qVaWGmvSdUvdb3TdU0t+ZT5G92OBkjKjBkzrFqKWu+pCpNa0aj8te77tQbfsWNHcPfddwe33HILH2CI+H3D6IomKn+teUdtaFVSX61novcXVXVA92a69+/SpQtzDw6hEvsaH2pThENx3BbH3UknnWRZJ5deeqm79dZbLYtJGSU67X399ddb1qVOyLVo0cIyx6NPigNHm9mrTASdjLr99tstY3zp0qWWmRKdOa7KBcpWqFGjhqtcuTIfNpKlLMszzzzTffHFF5aF6eeoZs2a2Une7du3W2amqlt8//337o477oic0iOzBSmh8aJ5SpUsvPPPP99OiOuaqWvkkiVLrLLFQw895IYOHeruvvtuOz0MRHviiSfc448/7v7++29bc23bts3Gl8/M1Bym7OBBgwZZ9hTC56effrLsOdHY2LVrl/1eWQdnnXWWGzhwoPvwww9d4cKFI3/mggsusOwVrev1XHQ2FBV2EE1jRHOMMn4bNWrkvv76a8tiadKkiduxY4fbunVrpJIFwuXVV1+1agIbNmxwVapUscfOPvtsW0srg7dChQqufv369pyqU2gdpHWOrlUnnnhirN8+MgCfTafqFZp/dO//xx9/2HPaG1DFE+09qfKSz9DU/ZzmJlX9AhKPJ9F1bPfu3S5PnjyuadOm7qmnnrL7s40bN1qG7y+//GLzlfYKtDbye1JA4rGkPe9x48a5u+66y9WuXdvmJP2aOXOmmzJlimvZsqUrUKCArc11XWStFB7aN9Q92jXXXGNrZVWh0LVq06ZNVm1J1XV0zdL846vzZs+e3V155ZXu9ddft8onzD3x7Z9//knV6zV/nHrqqbY/dMUVVxy395WRUScYx5X+T6jg45AhQ9xtt91mZawUIPc3LJr4VQpWRowYYRcAlbBSSSIgtXwAUiVCFBBQGXXdmCg4LsOGDbNAgBabunHRQuOGG26IBDF9uX8gmuarIkWK2OEJlUzXZq7GlUpdayGqm+Nzzz3XNle08as5zQegKKGGlNKGysMPP2xjaPLkyZGAtw7v6HCPyvWprLrmNQWoAD8/6fqlIINKgmoTRa0cVHpWJdPHjh1rm3itW7d2hQoVisxNpUuX5gMMKf38tf7x84jK82mzRYdXdf2aOHGibazoUIUOtuoQqz9AobGlTTq1O2rXrl3kGscmTLikZL3sg+MKTDVo0MDmIY09raN0CFobOxyoCN/1StcljY21a9cmWCNrU1eHS3U4RxvAakekQ4B6jcrNFitWzErO+tYOQHI0PhYuXGj3/2p3paClpzlHpftVCvvOO++0a5ru5bTu1p4VkHjO0nhSwFKHkbVndP/999uh5Vq1atl8phY0PkClwzv6MyrVny1bNj5MHDI3af2sMum6ttWtW9ce17pa48lTQFQJPVqrax3OflK4KElC1yrFTdavX2+HKLQPqbmlffv29hrtC+kwl4Lmn3/+ua23e/fubS2NEL+UgKWfs36ltI2inz+6dOnCfVdyksgiB46J6DLCKjE8fPjwoGTJklYmbdWqVQlKfOg1KnNVr169YNOmTfwEcNRGjx4dFC5c2MoRqWSILx0rKkukMXbSSSdZST6Vu/Jl1Ch3hej5KDGViVXJxzPOOCOoXLly8PfffycoI5tY9LgDUmratGnWekTXybVr1yZ4TqXVcufObeX7VF6LOQt+DGjcaF4qX768/bryyisjJWd79Ohha69nnnnGyhgj3FT2s2fPnglK9KlE+iWXXGLro+nTp0cev+2224JSpUoFI0eOtDJ9nkrwq8w617lwil4jjRgxIvj888+PWFb9oosusnW3L7kfXcIY4VtPT5o0KTj99NOtfPrvv/9ujye1ptE165577gny5s0brF69Ok3eM+LD008/HTRq1Mh+/9dff1kJ9aZNmwYtWrSw/QD/uO7ttF8AJGfWrFlBzpw57Xq3YcOGJF+jFkVab6tFn/Y5geRorztfvnxW1lj3b56/Bmq8aa7SmkntRxFOAwcOtDFSpkwZa6Mn0S0apk6dGhQrVszu+7WeOtJaHPHTikjjQq2GfLu8aInX0uwXpswJ+p9ko+bAfzxdqVKLn3zyiWWeKONSmbxVq1a10novvviiO+OMM+z1OjmnE1E6dZkrVy4+dxz1uFPFAZWW+fbbby3DQGWIlGGgk5i+DJZO3qmEkcqmkdmLaAcOHLBMJj8vaeyorJ4yCuTjjz+2Mv06BT5//nw7GR79Z4DUXicT04lflUlX1Qtl+6p0uihrXKeFVYJUmb+An6dUbUeZBaqAsmjRIhsjr7zyilVHEZXMfvbZZ628uuYvKqOE17vvvut27twZqdbkaa2uMo56TnNN48aN7XGtk5StUqdOHcswV2UUVXj69NNPreQ6wsPfq4kyv5XRpHs6jYUjVaBQ2WKtlzT3kCkevqoCft4RVQ9QBQpl6KqKl7J0x48fbxUFotfTagHy2muvuRkzZljpUJUsBlKqR48eVn1A6x6NL807mrfy5s3r1q1bZ8/59TVwuGuXKsOpepcy9LQvoD2kqVOn2pyk1g+aq7p37277SyplzFyFI9m8ebNVrzzttNOsEpzfExdVJNRegNbcJUuW5MMMGb9GVisQtZP57LPPbLwodqK2M3peayv90tyjdZP2ual4Ep6xoYpLuiapspL2f9QiL/G6W2ND8TekDIFxHLfNfi0YVT5dPcNURk8TufjguDZR9NyyZcvspkX9eYoXL85PBP+plKMWkyqfpvJoCmhqw07B7+RKWlHuGqK+l/rlgwUPPvigLUDz589vJYp1U6wSajVr1rTxdd9999l4ev/99znMg6O+TioYNWfOHPu+UqVKFoQSHfBRcFyltFQqS1+1sawAVYkSJfjEEdG3b1/3+++/W+BbQUsFrtSfdfjw4Qk+JZXtu/nmm62lDZDUGkgHv9RbPHFwXC0cxowZY+t49SbT2r5ixYp8iCHy9NNPW2l9lY/Vz1+0MaNDg19++WWK799oWRQ+KoeuALeuPTqwrECSgpbq9azHda3Shq7mmMT9nXX4QmWuabGGlKypow+cKqCptZCCmNpA1kHByy67zK5z2iOYO3cu+044IrW3UvBB1z2VMNZaeunSpda3XsEoHTzVcwsWLLB1EYFMJDU3rVy50pJ29HtdA6tUqWJ735qbdOhd9/x6HOHlx4oO3yj46VsNad9RvaE1F+kQhcaLaA9JbfcKFy4c43eOWNB6WodnEgfH5dFHH7VDFfoafegGh5HCzHIgVVSWMX/+/MGLL76Y4PEdO3bY1+3btwdnnXVWcM4551iZxuXLl/MJI1V8OUaZP3++leuPHkfz5s2zstcXX3xxpNxn9J8BPJXSa9myZZAtW7bgzTfftLI0Kkm0aNGi4JdffgkWLFgQVK1a1UryrVixwv7MBx98EJQoUSJo06YNHySOikpg6Tp5zTXXBLfccou1eOjfv3/keY2/9u3bWym1OnXqUCILSWrYsGHQpUuXYOfOnUHx4sVtzPiyWVqDjRo1ik8Oh5RTX7lyZYKWR95HH31k5dmuuOIKW0d5N910U1C7du1g165dfJohpFLDaueha5FaFvl7OZVw9GX2VR7dr7cp3QfRWClatGiwbNky+37o0KFB5syZg7lz59r3Gi+vvfaarbm7du3Kh4ZU83ONxlTz5s2DDh06BDNmzIjc9ydu0ffwww8H559/vt3fAcnRGsm3eejTp4/tEailg9ZHfn9T6yJfrh9IzpQpU4JTTz01qF69enDppZfa/b5vW6T5qVChQkH9+vVpFxJi/jr21ltvBVdffbXFSVROf/bs2fa4Wn5ov0j7kdqDfPTRR4MiRYrQIi0EVEa/V69ewf3332/tPKJ9++23QZ48eWwvKLqsulqgVaxYMdiyZUsM3nHGRGAcx3Qy9xsizz77rG2eiDZMdINy/fXXB2effXZkk1b9L9UvTBsrQErpJkTBS++BBx6wC8Jpp50WZMqUKWjVqlWwdOlSe+7999+3vqsai/QzxOEoqNS5c+cgS5Ystjl35513Jnh+yZIltnGn1/jNFh3EoMcqjobmKAUx/QJ3zZo11pdOPYMU5Ex8oMz3iwYSe+WVV+wmWhsrCor7NZmuedog1o1UdD9phJfGhX4pKKCedf6gV+LguDZdatasGdxxxx0JDhTShzWc9u3bZ183b95sa/AaNWpYj171M7zggguSnF8IjEN0/VGPcJk4caLdrw0bNiyyP6D+81pH63Az62kcLR3iyp07tx3eUeBJ93JDhgxJ8BrtHfg9A/r24nAUrFQQ87rrroscBtS6SPuZmqf8XKU1kvYLSLxAcj777DPrJ+7v97WfpHv9hx56KLI3qfGmPUwdsmAshZeuUSeeeGLQs2dPm28uvPBCu1fziV8KjutgToECBYJy5cpF9rsRv3SfXrhwYdvn0UFk9ZTXujr6vj06OK7+49F720g5AuM4JvwGiN800+nv0qVLB3379rWsE51w0s2KFgFaDOgUJpBa2kRp0qRJkDNnTgt660Kgcfbxxx/bAYu3337bqhBorOnQhcalNlt0QUkc6AQS08lwBSU1R1100UW24NAY8jfAOtSjhUfi03ds5iE1NK6UbfDggw9Gboh1sKddu3bBCy+8YOPv8ccf50NFhDZP/DpL1zr98jdEX375pR061MlgVRnw18oePXrYDZQOXQDRFIxSRR1lHkQHCKKD42PGjLENmq1btyZ4HOGlagLatL3xxhvt3q5t27YWgNKB1GbNmtnBHK21dRD6jTfeiPXbRQz5dbHu2QYPHmwbuwpcDh8+PPL8888/b/NMUn8OSI1x48YFzz33nP1emeBPPvmkraW1pvZrIs1PtWrVYg8KKVpzDxo0yPYCVIXAZ457GzZssOCV9gS03wQkR3viWhP5ak2qNtixY8fI876ixY8//sj9Wojs3bs38nvdY+kAzmWXXRY88cQT9tjff/9tVQbuvvvuBAdNdf+mOAqZwPFPP2fFPJQt7uNsuiZpv0f35tFrZsVEdGBCld185jgHlFMnYXNeIJX+d7jC+mG89dZb1vt05syZrk6dOu66665zU6ZMsV7i6i+m36tPYbVq1axfGJBauXLlciNHjnStW7d2V199tRs/frxr2LChq1WrlitUqJD1EhsyZIhbvny5GzdunI3LunXrWr9ePQ4k7nUZLW/evDZX6deiRYvcxIkTbQz5/qt6Xr3DEs9f/nkgJTJlymTXx+uvv97t37/f5jP1hR41apTNZ+oVpf6b6luHcHvxxRetP6b6jGkumj59uqtZs6b19VUvKfWkU9/WYcOG2evvuusu6zd14403utGjR9u6rHz58rH+z0A68s8//7iTTjrJemTu3r3btW3b1q1YsSIyN+l5KVOmjI0dXd/0OMK9Rurbt6+rXbu227Vrlxs8eLDLnTu3mzdvnt3j5cmTx+XMmTOyFtJa/YYbbojhO0es19N+LFx++eXWl/7888+3NU6HDh3s8T179ti92fr165P8c8DhaO9JVq1aZX1WZ8+e7bJly2aP5c+f3919993uySeftK9aJ2lOGjRokJsxY0akPyuQeDx5WnNr7Nx8883u+++/d506dbL1kqhH/YMPPmh7BPPnz3eVKlXig0SyNG7+/PNP6y+uXsBXXXVVZE/yvffes97AO3bscMWLF+d+LSR0z64xsHPnTvte91g5cuSwdZH2h3766SfrHd6gQQNbb+v+f+7cue7HH3+0+zddw4oWLRrr/wwcR9u3b3eNGzd25557ruvTp489duqpp9rP/YcffnCbN292Bw4ciKyZK1So4D744AN7zq+FNG6QcllS8VogyUWk/k/3xhtvuFatWtnGyJdffukaNWrkHn/8cderVy/bMPHGjh3r/v77bwswAamhzVrdqJxyyilu4MCBtgmjMabAtz+gIRdddJHr0qWL6927t3vggQdcwYIFbUNG/v33XzZdEOE3+9etW+f27dvnzjzzTBsvCkr+9ddfrmXLljZf6eDFySefbIEmbbhoDAIp5Q+PaSydeOKJ9pjGkX5t2LDBAp+PPfaYPa7NOx3wueSSS1yNGjX4kEPs119/tWucrnfLli2zjRPNSZqfqlSpYhsq2uhVYOGpp55ykydPdl988YVbvHixO++889wLL7xgwXMgmtZRWk8psKnxoptuBce1UVO9enV7XnSoQtc9DrKGl18jaZxow+799993BQoUsMc0XnQQ5/fff7dr1S233HLIn2fNHZ71jR8rOnCjwxO69mgDTwf/FLjU9Uob/3v37nVbtmyJjB3tEwCp5Q8Kat5RAGHNmjV2b6Z7OV2ztNZWYFPjUl91XbvjjjtsjQ0kNZ4+/fRTS+LRuluBBT9m9JwOqd577722rtbhU63FtQ4vVaoUHyYOS4dMdT+ng4XXXnutJfh4Ohym5xQURXgsWbLEDtXoeqRrmOIiWi/rEIUSu3Q/r0QJzTeybds2GzfNmze3JETEPyXOKJlUP3vdb3Xs2NE9/fTTbtq0aRbX6Natm62/tZfYuXPnyIGJ7777LhIYRyqlMsMciPDlGSZNmmR9UdQXQ6XS1ftCoksvzp8/38rrnXLKKfR1QqpFj6XJkydbv0OVmFGPDZVxnDZt2iFli1Ralt4aSKxPnz4Jyp6pnLXK8au/s/q3+J6rf/31l/VF1NyWN29e+73K0/jeT5SWRWrMnj3bro1XXnll8Oqrr1opbFGZa5V7VElR9Wnt3r279f/97bff+IARfPXVVzYeKleuHMyaNSvo2rVrgk9F46ZUqVJWmh9IDd/b8I8//gjOPPPM4LzzzrNStDNnzgzuu+8+K8lG2yO89dZbQZEiRYKSJUsGX3/9tX0gfh2kUo5qXVSnTh2bixAuWq/onszTvFG0aNHgpJNOCipVqmRrHpUgVs/Dpk2b2v2a1tu6P1NJaz+OKJ+OlO47+b0nzT0aQy+99JKV6de1S/drakMUPZ50L6e5yc9dQFJ0T//www/bvNWtWzfbZ4rWoUMHay2jNiK+5ziQeH4S7SOp7YxvbSVt2rSx+Wn8+PF2/79t2zbbM9c6W/d5CIfo0tbaVyxbtqy1+/j555/tsdGjR9t+ZM2aNRP8ObVG032aSvEjPNavX29zh8qna486f/781mde6+rNmzcH06dPDy6//HJrz6Ce87qfZ3/66BEYx38yZ84c29TXjYm/SW7QoEGC1+jmRRP6tddeG6xatYpPHKkSPcE/+uijNt7U10m0kNDNSrZs2WyxuXbtWltsqvfhpZdeSm8NJKDxovFTv379YN26ddYDs0yZMsGUKVNsLtOiokaNGtaz3vekU18X/Rn1qvcLWh9QAFJC40lzlDaNFUA455xzgk6dOkX6ivXt29fGWPny5YN8+fJxeAwJaENXvaA1Rho2bGjzUPTGrw4dauzQSwpJ8eNC/Quje9pFX8sUPLj55puDc8891zZfrrrqKoLiMJ988on1WM2aNWvw+uuvHzJ21Oeubt261jOTOSg8tD6uUKGCBSe1ftaBGn2vTTutr7UvoM28Cy+8MHJIWYfkJ06caK/x1zDW0zgSHWaO3gt4++23Lahw6623JghSjhw5MhIcZ3MYqaWx1Lt3bzuMqkPz0eulV155xQ70qFe0+rwCSVGijg6G6QCYglg6ZOE1atTIrpEKfOq6qf2nzz//nA8yZPyhG80v1113nR3GUXBca6pffvkl6Ny5s+0FKflL/cbbtm1rY+aLL76I9VtHGvL3U1pPKziuQzTa70nK0qVL7R4f/80J+p/UZpkDnsqmq4yn+mGIej6r1If67/jyaioVqx50Kq0WXVYdOEI1CyuX7ntn3HPPPe7VV1+1kmkqLaKeYaJSfCotq3GnMmq33nqrlX1Un42sWbPa30F/TPhxoN4rKvupPr0qka5ye3feeWdkLKk0vx575pln7HmVNXrppZcipfj8vAakxMaNG93LL79sc5PK8InG1tSpU63ctcqIqqe4yl+rvKjKI6mPPcKpX79+btGiRdZLLNpXX31l4+frr7+29ZXWVH5OmzBhghswYICVq1UpLSAxlQdVSX7NRWeccUaSbWpUxk/XQI0rlfej5Gz4JLde/vzzz61dg8pkqy+iSjxGjx21A1EpSP1Z1kjhGSeaL9QDUaWr1ZJBc4jWN6JxoPsw3Z+pxZX6Pfs2DR6l9nEkmm/UF1y//PpGe01q36c9Ja171AbLUx977ReoB7T6cnL/j6T465TKzqr/s9qnaZ5S+donnnjCzZkzx/pB+7Lqmsc0z2kvgHZqSGo8aQypVLrah+h6qNL8motuu+02K4Usmq+0L65y2OXKlXPFihXjwwyh119/3fatdZ+ldbVazGiNrbZW6juuNiHa586XL5/tCT300EOuUqVKsX7biNF1SnvXarmoPaBmzZpZKyLxrWNwjPzHwDpCJjobIKnTuCqrXrBgwUgZWJWJUZaTSj4AR+vee++1MvwbNmywcmm+KoEfjzphpxJYGmsffPABmb1Icu7yGSoqTaOTdxovqnIRTXOXToWrjJHGUjQyW5Aa33zzjWVL6eS4r6riPf3000H16tWDu+++m9JYMMpCWbBggY0bnxWlagI+a0WZ4yp3fcYZZwTff/995HFlairTd/fu3XySSHDNE2VrKqN3yJAhyX46ZPoi+p5u2bJlVunks88+izz26aefBi1atLDsFpVX96KrV5ClGR7+564188UXX2zrabWKSUzZTxdccEGkbDqQGrp+qRqcqASxH0czZsywMafx5cvQetonUMad9gaA5NY7yu5VK6Jq1aoFefLksTLpuu5pba0KhXpcz6vipcqof/vtt3yYSHIsqeqSroXK6FQVHdFcpSo7OXLksPs0hJsfK6oSoAzwMWPG2FjRfNOqVaugUKFCkcxx8dc61k7hljhzXJVNhw0bFuu3FZcOPRYOHOHUik6AP/LII/ZLJ1j8c1K0aFHL0tWpXmU+6YTckiVLLJMASAmdxu3du3eCU3XPP/+8mz9/vjvttNNsrGncKVNFvyR//vx2mrd///52wlfjVK9LnJ2A8Ga3aEyo+oAym5RtqQyoU0891b377rt2As/TSfAPP/zQrVu3zsZeNMYTUqNixYquevXqVnVg3rx59tV74IEH3M0332zjTxkxmsso4BNeuua1a9fOXXDBBTZuRFkFenzQoEF2KliZvsoOz5kzp1W8uPLKK13nzp1tnlImMNniiKZr3nvvvec6dOhg17Vrrrkm2Q+IKijhpmuPz6zUWlrZmDfccIOtxzXHiOamjh07uqpVq7ru3btb1RPxVZ2E7MxwrKejf+6aW2bNmuXq1avnVq1a5SZOnGhZl57WQHv27LHsciA1VFFAWeHKrNRekq5hM2fOdAcOHHCNGjWy9dDgwYPd008/7X755ZfIn9OcpXs47Q0ASa13VHlJmbwPP/ywW7ZsmRs3bpxd01SdSRl4ytDUuNI4057BZ5995ipUqMCHiUPGkuYk3Y81adLEvfXWW5FrnfbDb7zxRjdmzBirctGmTRs+vZBRpZOPPvoowX3Wtm3b7Np02WWXuSJFith888orr7j69eu7bt262Vz0888/2/gR9h7Dzcc0ypQpY9erKlWq2Lpn9OjRsX5r8SfWkXlkLOohplOTtWvXDipWrBjkzp3beoV5Ovmkx9VHRT1Vo7MNgCPZsWOHnapURtwzzzwTefyHH36I/F6nLzXG/Akqfe3fv3+CbF4ye5FUBtOgQYOCdu3aWbalH1fKHFdP+jVr1iT40JR9GZ0JBRxJclmX6jFWuXLloF+/fodUT1EWpyphINyUCfXVV18d8vioUaMsK+qxxx5LkDmuqil6XBnmmzdvjsE7Rkbw7rvv2lpcv+hliCPRPKOsFc0ryrZUtSbNM61bt06QOX7NNdcEzZo14wMN8XpaWbwaI75C3K+//mo9xVUJR9ctfa8qKKpWcdVVV1GVAv+J1s6qjKPqBMoW91l0EyZMsDlK62yto4Dk5izx9/XqQ9+kSRP7vfYEypYta/sDnjKAE/8ZIPG9/qJFi6yX+B133GEV4HLlymXZv9HjR3uS6lFfpEiRYNu2bXyIIfHdd98F5cqVs3lG62Zv6tSpts72Y8FniGvNpOqoRYsWDV588UUqMCHJeUdrb8017B0eewTGkWK6yPfp0ycYPXq0fa8bEJV00CLgvffes8f0f1LdoGTKlClYsWIFny5SbePGjVbeukKFCnbj4vmbYB22UGmrXbt22fcKEOh7blxwOF27dg0KFy5sJa19YNzPWQqO169fP1KuLxrjCqlZsOqg2P333x+0bNkyweGeBx54IKhataqVxqa1CKLnJQUvvR9//PGQD2fEiBGR4PiePXvssS+//DKoU6eOtYUADkdz0kknnRTceuutkQ0YILHVq1dbENPPR2rloMPPt912m62R2rZtm+C1lE0PL7WuKl++fFCyZEkrHbt06VJ7XIFyHZzPmTOn3cNdd911weWXXx65f2PM4L8cNNUhDB2+UCnR6OD4a6+9Zmuk3r17M8aQ5L6SrmfR9/MKLDzyyCM2zk499dSgffv2kTE3ceJEO3BBkgWiJS5prdL6I0eOtHszT+sn7YtrvZQ4OE67q3AmFKql3s0332yHKPw6SOsj7TtG0/282jncfvvtCfYpEf9S2s7Mv45r0/FBYBwpomBk3rx5bXKfN29e5HFd9HXxVxa530zRRUAZTcB/uYnR6W8tHNSLN9oXX3xhm7zKrtOmizZn2HTB4WhuKlGiRLBw4cIEj/uFhYLjCpqrf++mTZv4MHFU1K9OferUh1X96bRRd9NNN0WCmQqYq9fmQw89ZH0TEW5PPvmkrZ1WrlwZqWChMaOT4okNHjzYDhyqd6YPbu7bty/N3zMyxmlyBcOVoeCrCcydO9fGmtbrf//9d4zfKdLr+FF/QwU3lTFerFgx2/RVMEGHKjQ3qddqNAKd4du0U0BSY2PWrFkWiNTmrg5UqDevD14qQ1zBAe0H+DHCRh5SO96WLFlia58BAwZEEjB0sFSHLxIHxydNmpRk1R2Em8ZSw4YNrdLgW2+9FQmOv/zyy9bnV73oVRklOmiuw2AKlPt7N0CJOq+++qqNJ40V3cOrEpPWRZ07dz5kz0nrbWWRcxg1nKLXTForqZKOguMfffSRPTZ//nxbR9WrV88yy1W1smfPnnaQkHu0+Kd1jCoGkNyQvhAYR4oDlY0bN7YFwOzZs+0xf7OrCVwXfz33wQcf8IniqBcQ0Ztsulj44LhuiqMz6k477TQ74asbHX9TzKYLkqPN3XPOOSfBYtOPOV+eWAtTVR9goxdHe43UfKTS6PLHH39YSSxtuESPKZXq0yay2kYgvLThdtlll1l1FNFJ8nXr1tn32lAZO3ZsgterxJoO92idFV2JAIi+nqlEX5kyZYIzzzzTDuHouuezOaM366IzWRA+ya1z/Di677777Frl10e9evWy9ZE29lgjhZcCSxobw4cPjzymPQEFnlTB5JNPPrHHtL7R+PFjhTGD1JoyZYqVm1WgQKVotfbxewEKSik4rrLqCohz/4/D0WGdSy65xA5T6LCOApvK3tUh5oIFC9oBDNFjWoProLyygYHowxI+6csfolDSmKrp1KxZ85AM3/fff9/mrHvuuYcPMaSir0vTp0+34HjTpk2DZcuW2WM6THjWWWfZdU6VT1Vqnxa08W/VqlV2LapSpYol+qk6SWJUK40NAuNIsS1btgRXX321LQK++eabBJso2mTTxd8/DqRU9IaJbkq0kPAXBC00kwqOq8+Yevb6RQc3xUhqPEUHxtW3XnOYp7lLr1UJvsTzFpt4OByV4098ylOnfatVqxapQKCTwMo48BYvXhz5PT3GoGuWStBeccUVlnWnzBVf0aJHjx5BlixZEgTH1TpEWQnKniIrCklRUErjaNiwYZEguTbm+vfvH3mNsu7YrAu36PWNNm+1BlL/eb8+0tpIwagrr7wyUpnihhtusHVUUn8HwkHt0dQORgf+/AFAb86cOdZ3XsGnxAfk2eBDammNoz6r/gCGKnmpYo5az/jxpIwr7QNoDaWDqEBS/P6QDlNorNSqVSt48803I/dlmreyZ89ugQo9p6SL5cuX82EiyRLHqqajagO+JZoCmWodooCnqn5FU+Um9sXDO2aUjBO9P6155/zzz7dKgv7Asr8v0/0/FSvjn+YDxdF0AEuHtBTjUNKDKnUl5aeffkrz9xhmBMaR7ISuE03amNVGrJ/AlbWkzRKdsPQXezZIcDQ0bqLHzqBBg6z83qWXXmoBAF9+yAfHlY3pg+PKrKM8H5IaU9EbdZqvfMBAN77KtIwuP6xFq7Kgnn/++QRzH5AcbcAp6H322Wdblrin8sWlS5e2curK2FRQ3N8QqR+05jU2W5B481cnhjNnzmw96KMpOK6NYLUSUaBBwXONOTJ9kZyBAwcGLVu2jFTWUf/fu+66K/K8vx5qPLFZhwcffNBaf6gCU/78+e3ezlcEGz9+vG3WKNCpygPKavHXM9ZJ4ZDUz3nMmDF2HdIhwMQZlWrXoHZrfs5hnOBo6RqlErOiQ6jFixcPOnTokOAgqg92Jg5GIbz8HoC/z/f7TP5xVT7RwUDNU5qv/KFTlcjWGvuVV16xg81AchTU1Hyk/XHfEk175D44Hr0vgPDx6x7NLzp0o0o6OmjqW6Zpje0zx337GYSDDvVpHaPWVJ4/nKW2Z4nX1CNGjAiyZs1qe4hIGwTGkWwJK/XdadSokWXn6pS4L/mpDTcFkxQcWL16NZ8gUi1xf10FvlVK5tlnn7Xgd6VKlSyQ5E+BKzj+8MMPW5/7N954I/LnOJQBL3oTTmNFm7rKNvA3yAow6YZYAScFzRUs12JVpWapOIDU0AlObQ6rJ702UTT2VBq7WbNmQe7cuYPrrrsuwet17VSpta1bt/JBI0I3ypqTVPZaGZmJM+10WEzXPB200HymrE4gueueNnZ1IEeBAm3c6ff+eV3zdDCMgxXhFT1WlJ2iYLf6HerapfGhjTpt2OkxHRpUcFylZnVQ1a+RyP4Nh+h7K42F6NYvEydOtMxKBQh8gDJ6k4/7MvxXyqzT/KQEDZWY1bXMzz3K2LzlllsIQCFJCjBozewTevx1T5VzlNSjSjpqZ6VrXXTPcSClNP+oCqEOikUHx1WxSQk+2idHeKmnuNpWPfLII7a21kEcxUz8gWQ9rz0hxVKiM8cR39T6VQf+otsr9O3b1+YNxT1y5coV3H333ZHEQCUBam8o8Tobxw+BcSS5WasJXCdVRJuxOXLksGCTpw1+TerlypWL9HgGUuKiiy5KcFHQIQwFBj799FP7fsaMGXZxUBk1HcjwwXGdpFKgk5sYHI6CA7r5Vc9eX+rK002MyvKrFKQyNdXj189fjCsciS+/LzoVrrGkwxU+w0CbLDpIppYjuvFReSz1GFdWHic+kZjGksrwzZ8/3zIzr732Wiu9F0097fSLQxVISvQGnNZHCiaoFGh0Gwdd29RXvGPHjhbkQrjpAKr6REePEdGaqX79+oc87nGAMByiA9tPPvmkrZPLli1rgXDf/3LcuHGWCaXez6qWc7i/AzjcWEuqsoDGlIKXWjs3b948wXOqrqOAgvpGA4lt377d7stUrvaLL76wxx5//HFL9lGQSrQ3oB712o+aPHky8xWS5OcmHYbXgYvoNlY333yzVbKMDo4r4UJ7l5Q/Di+1BFVil29hpdZ5Oqije7BoSvLS2oqxEi59+vQJsmXLZl81JlRpQnEQHZrQnqEqCI4aNSryeu670haB8RBL7sZV/wdVrx1fwsqf1vV8lrg2aumHgdSWblQwKXrRqXIzDz30UOSUuEo6qn+dAksKkGuBoVJX0QhiIilagPobXT9H6cBFp06d7JS4KPNFp+900IJy/Diam+Tp06cHt912m2VNKeNX10sfoJo0aVJw44032mJXWeUXX3yx9eYE/PjRhq4OVkRvCOt654PjCpQnHnNAYrqOFSlSJNIKRLQhrNJrS5YssexwHSxUxYrChQtTPj2kEs8hynbSdUsVT3x5/egqFQpGRWcIJ/V3IP717NnT5hdt0umAvKqXKFj5888/2/MqJatrljZ32QtAavgDyX5e0X2aylnrl6cqXzrkrOuX7te0caw9BB1sXrVqFR84DrsXoEw77SeptYPWP750ug80KDiuA/L0qEdS/NykZB31hVYQXMlgOlSYOHNc10KfiKEKPAgvjQMleyl+onW0Eg2jYygTJkyIjC2f+IXwUEW3Rx99NGjbtq3tDz722GP2uB8TammlSl2IjSwOoXTw4EGXKVMm9+OPP7p3333Xvq9YsaK7+OKLXdasWV3hwoXtudq1a7sGDRq4YcOG2Z/76KOP3DvvvOPuvvtuV6RIkVj/ZyCDyZw5s6tQoYL9/umnn3ZFixZ1zZs3d5UrV3Z//vmne/LJJ929997rOnXq5H799VdXunRpN3/+fBtvY8eO1UEed8IJJ9jfA/h5zNu/f7/76quv3M8//+wWLVrkRowY4b7++mu3Z88e9/rrr7s//vjDtWrVyhUoUCDB35ElC5dCHJnmng8//NDdfPPN7vnnn3etW7d2v/zyi+vWrZu79tpr3axZs1yTJk1c48aN3U8//eTy5s1rc9XJJ5/Mxxty/to1Y8YMN2DAAPfDDz+4SpUquXPPPde+v+aaa+x1zz33nBs8eLA7cOCAq1evnv0ZIClaq990001u0KBBdh3UumnKlCmubt269riua6eddpr75ptv3Ny5c22Nj/CukTZt2uRKlizpXnvtNVeiRAlbg0+ePNndeuut7qSTTrLXnH322a548eK2ZorGPBQu69ats/XMK6+84urXr+8++eQTt2/fPtesWTNXsGBBe03Lli3tvk1r7FNPPTXWbxkZhK5X8+bNs3syrY21Jrrllltsb2D16tVuwoQJNu4eeOABt3PnTtuj0lyluUlj8IMPPnBnnXVWrP8zkI5pD3Po0KGua9eutn/5wgsvuCuvvDJyv//PP//Y/Zn2NH///XeXO3fuWL9lpDNa82ju0dykOUv3Y++9956766673CWXXGL3bFpLaQ9T40zjSq/Nnj17rN86YkjziuYf7T9OmjTJ9oa0XyTaLxozZoz9XmupXLly8bOKY99//70bOXKk/dx179WnTx9XqlQp17t3b9vjueyyy1yePHkS7BGJYh+IkRgF5BFDPktSpV2VDa4+OzpVefrppwczZ860srDKOFGph+iS16LMy4YNGx7SIxpICZX6rFy5spXgy5Ili52c8lQuViVA1aNOVF5GPQ/Vd5WyfDgcnej95Zdf7Pc6iadKA+r13KVLl+Dtt9+2x9X3SaVkgf9C5bFUxSJ6TlIfIJUaVR8pX1YdSOydd96xdZXK077++uuW/aS+Utdff33kNcpqUQsRZSJQ9hpHytrVGqpr166WlTB06NDI4yp1rJ7iqmARvc5CeERfo3TdatasWYJWDR06dLA2WU899ZSVnNV1TBUHVAmFDPFwjhX/c1dGrq5Nfn2t9bTu33ypUF2/PP9nuE9DSqhHuO7RtMZRZq8ypJRxqeoVauVXokQJq/zl28doL2DevHmWMe6rFQBHmsv82FG7B1UZUNWL6OepPIgj0R64KlaI1tHRJbGjx9ntt98efP/993ygIePXPqqA4qugaFz069fPqp2owk40jSW1u1LFOMQ3xdgKFSoUXHfdddZ2QWse9ZyPpuoTGiO6/9J6R8+rFUNS7YmQNgiMhzgofuKJJwbdunWzcovqa6CNNQWPZPTo0RYcHzBggE3guuD7Ela+lDpwNFSOSGNPhyz27t0beVyBTZUebty4sd04a4NO/Q65icHhLF++3EpZ6ebXl7LSIiN6ntLiNbrnD3AkyQUG1DNc483zZfkUiPLlaSkrisR009yuXTsr6+ip5J4ClwpARN8waROYYCaS8vHHHwfTpk1L8JgO4yg4rrLHI0eO5INDArp3U79VBTije9KLNnl13Tr55JOtl+/VV1+dYIMP8S/65+w3bBWwVNnYzp07W2n9ESNGRF6jAJMON2su8jhIgdRYtGiRjSuVu1broegDpRqDPjhOAAFHkrgssQ946wCP6MCFxplaQfie48xXOBLd2ytxTK2K1M5RiTsqie3Hjg6Kqf0jwsmPA40BJXEpfjJnzhx7bPv27bYnqf2gO++809qDqv2ernl+DkL8UmC7dOnSFmOTffv2BXfffXfQq1evBK/T2FErD/UVV0KE/gzjI7b+fw1ahIIvn67yDVdffbV74okn3IknnmglYlQKTWUfdu3aZaViVQakV69eVk5dJWNmz55t5a9U/hNILZW5Vnn0vXv3uuuvv95KpD/zzDNux44d9rxKqnXp0sWtX7/eShTr9W+++aaNWZW/onw6RAe6oqm8nkpbbd261XXs2NHG2DnnnGPzlMo8Llu2zEoZaZyp3BVwOJpr/HwV7d9//7WvKpuma6QvjeXL8BcqVMhKjqqMmkokAYnLXqu8vn55OXLksLlJa6zPP/88MsYuvfRSK7cFRFMrkBdffNF17tzZys96Kpd+xx13uCpVqriHHnoo0voI0H2byjmqBGijRo1csWLFrDyx1t+i+zytuzW2VGpWr9VcpVKz0W1qEP+l9nv27GlzyZIlS6wU6I033mhlP/VV84uolLX2BVR6+MILL4z8PZTaR2po7Ki9h8bazJkzbf7x41ElR1W6f8uWLTZnbdy4kQ8XydLcM336dPf444+7bdu22V6RxkzNmjXt+pcvX75IKfXzzjvPrVy5kvkKR6R7+xtuuMHa8qkNkfbBtV7SeNM+5tKlS93y5cvtfj/xvhTin8aBWjGoJHrOnDltHaUxonlI+0Fqi6bx89lnn1nJfY0ZXde0P4n4pblg9OjR7vzzz7eS6ZItWzbbj1YrxoYNG7o2bdrYNUq/17Vp4sSJrl+/fjaeGB+xRWPVENLmq/oX6AZXk3StWrUsQK7Ju1q1atY3LH/+/PZ/WC0q1WtOm7TqK6abZeBoNl10YdC42rBhg32vzTgtFrS40EVCY0sHMnQjrBvi8uXL25/VBh09oJG4B4vmMd0A61eHDh1srKg3nfrRKzCgPj8LFy60xan+nG5gNI78nwOSonGknry6/qnHYdGiRa1nuB8z6r/atGlTW8hqfrvvvvvshmfBggW2qaz+0AosAImvhdoM1o3RV1995c4880yby3SQQod71Ddz9+7d7pRTTuGDQ5LXPfWB1iEwraUefvhhe/y6666z15QpU8YC499++61t3qnXoa6BBKzCu0YSHeJSH0NttqxZs8YC3+rfq+C4ggQKmKt/r/qstm/f3q5z2tyj92H8i14L33PPPe6ll16yIJI/rKz7MR2W1yGKe++914LhChLoeR3k8oeWOUCBo6H10JQpUyxJo2/fvu7ll1+2a5zmsBIlSlgihuYi4HDXOs1R7dq1c0899ZQrUqSIBRy0r6l7uKuuuspeq8fVJ1rrbXpAIzF/HVMvYF0X/V63AuLDhw+3A4X333+/jTcdmlcQS/OTfnG/H15aC3Xr1s11797dvleQU2spjSHdo/lf+l7zFXvZ8U9zxCOPPGJrZCU/iK5Nuu/SfqH2ELVPqPuxjz/+2JUrV85+IX04QWnjsX4TSHvfffedTd7aYNPJJp3YVTCpevXqFkBavXq1GzJkiG2OaPNk6tSp/JiQKtEbJrNmzbJMOR2w0KEMBQVEgSedGlcWpoLjGovJ/R2AN3bsWLd48WLL2vU3uVp4jho1yg0dOtRO6mn+0kaeTuDp5Lg2ADlkgZTQTa9OeiozSnOXDum0atXKXXTRRbZxt27dOrtZHj9+vC18NW+tXbvWguOc9gw3zTGaa3RzpOo8un6pKo8C3l9++aVr0KCBVezRtU+BTOnUqZOtyZQFrJPnQPTGb+LrlqqgaP5Rxkr//v3tMKEoW1yVn3S4VUFxhEv0elkVdHSoKzqoqYCB5p6qVava3HPFFVfYvZ8y6USHLjSuJk+ebJkuCAdt+GvTTofjdbC0Ro0atrEn2gt4//33LXP89NNPt2xeVfrSfMR6Gqm9lmmdvHnzZqvopYPyWispQUPBcQUxdQ+nNbafyxhjOBwdfv/hhx9s31KH4OX222+3YOXIkSMPORjIwXhE7yNdcskldk0TVR3wB051MEcHdfRV2Z9KHlNwvECBAva85qx3333XnXvuuXygIbyOffHFF27Tpk3u7bffdmeddZatnT0fHNe9mQ6b6jqH8NJ9l+YV7SHqnkt0mEv7iho//jGkDwTGQ0w3KNqQVeBIgQBt1EZTSWJlNymbidMsOFo6TadgpTZVdIGoXLmya9GihZ3wFZW31sVBp3v1ezZ0cTjaKFEAQEFIlRzW3BV9AlyHLKZNm2bPvf7667bJIhyyQErp1Lg2V5R1qTLXuk6KTngqu06BBWUgKDtTN9MKOqiMuha6CCdtyinopOubaFzo5liHC7UZ9+qrr9rBQx3ouemmm+yQmDbvdKhCh8O0DtNaC4jegFElAVVCUblGbeBps0UUxNLGrw5TaO7R67VRp9K0yh5HuESvb7SJq007bcppTlFWpgIHum7VqVPHsqEUTGjSpIlVF9BhLp85rIwGlc1WphTinwLgzz77rAWYdAheB7c0HlQONLr6gLLkdJDeI8CE1FKCheYWHSbV9Uyl+1WmXwd4fHBcGeLaL1BrNeBwND+pLZ8Od11wwQVW/UT3YpqrtLamWg6So+pc2pNUoo4Ov2/fvt1dfvnlds+m+UhzkF6jtZOuh9qjVDBUWaCqrKpKTdzvh5PuuXQPrzWyDg7quqUknej7Lh0wVbBchwi1pmYuim+63/r000+tlYfuu7TGiV4jqyJXdDVArXfuvPNOWxMRX0tfCIyHnDLf1JdX/+fViRZlxIluWigPg/9Km7e6EVb2rrJ2tbDURpweVxaLAuSiC4R6jCkDkwUEoiUV0FavFi04FVC6+OKLLTjuMy0VuJwzZ45ljT/55JNUHECq/fXXX3Yzo00Wld8TtRTRDbNKjWqBqzKj2tTTjTXCTfORAgrqXaibI2UV6BS5Nn71e23c6Wbalw39+uuvLQtPGb/K8G3durU744wzYv2fgXRGhys0NrQJozlHZbB9BSdfQlSbwWpJo7lJ481XIUA46XCpsnu1MadggTKeEh8sVHn12267zTZrlFFONZ3wrqffeecdGyO+iteDDz5o92K6T/NU6YRDWzga/nCF9ppuvfVWq2aiNZBKieo+TY+1bdvWsjFVpl97UDqU+uKLL7IXgCPSfZmCmTp4qvWSDgkCKaFEHd236R5NrR11eLBPnz72nA5XKJtcgS6tt6kEF27+OqYAqMaKDlFo/0ct9TRmtJ7WXrfa6XmqNKB9b7+2QnzSvo/aLeoeff369ZY0owM02pP26+3E6+4ePXpYMoSuWVQUSGdUSh3htnbt2uDKK68M6tevH3z88cexfjvIwA4ePBj5/eOPPx60atUquOWWW4J//vkn8vhXX30VNGnSJLjpppuCPXv2HPJno/8OhNu+ffsiv1+0aFGwePHi4IsvvrDvNXYeffTRoHr16sG9994b7Ny50x67+eabgxEjRkTG0b///huz94+MS+MtV65cwSeffGLft2zZMihZsmQwceLEYMiQIUG2bNmCSy65JPjtt99i/VaRDvz0009Bo0aNgkKFCgVTp04NunfvHnnu77//Du64444gR44cwezZsxP8OeYnJEXXuXLlygXDhw+37zds2BAULVo0OOGEE4I6deokGDd79+61Xwi3adOmBSVKlAi+/PLLyGO6Pn322WeR77U2qlevXlC1atVg//799hhzUPgMHTo02LVrV+R7v15++OGHgxo1akQeq127dlChQoWYvU9kfLpve+KJJ4I2bdokuKfr1atXULFixaBPnz7Bli1b7LFPP/00+Pbbb2P4bpFe+TlKY+jPP/9M8LjW3gULFrT7NiClfvjhh6B8+fK2rm7RokWC5zTOatasaXPUkiVL+FBDTmNA1zDFS7Zu3Rp5fNiwYUGxYsWCrl272nhCeKxYsSLImTNn0KNHj2Dbtm3Bd999FxQvXjyYNGlSsvE27Q3lyZMnwX0a0g+a98LKOOj0rjLEVU5dGU9AaulElM/2/vvvv60U2rhx46x0rPqLezo9p5N2OoWpXmOe/mx06T6El7Lk5s2bFyndqHlJJfZU+lP9D9UHUdlO3bt3t5N6KgOpMkY6nblixQrrV+/HEz3qcTRz2YUXXmjZLR9//LFlbCqzSpm/+r3vCa2+nNHlkRBeyvxW+T3NT7q+KcvO08lhlavVeFJ5/jfffDPyHPMTPF2vvJ07d1o2S4cOHaxXvcr0q92MyqWr4k7Tpk2tspOolUh0OxGEt3KFshVUrUKtslQOW+XT1S9c6ydRaxm1mdF9nu75lEHOHBQuP//8sxs4cKBlgas6jmgciCpPeJpv1FJNGTHA0VL1AVUkVJsPzVGeMu20nlYlHbWiUXamqlxUqFCBDxsJ+L2h2bNnW7UutSXSPoDapelxVWTS2lv7AexhIqXU0kprapVHVwWvDRs2RMab9p/UTlTrI1VW3bdvHx9siK1atcr2gTS/qBWRp4qnakmj7HFVrFRWOeKfKrbpmqMKAo899pi1qCpbtqzNKdr/0T62rk9+PKjsvtbdavWpVqBUd0ufCIwjEhzXhF68eHEraQWkRnQAUqX4FMBUfxXdEKtckUo7qm+vpyCmxpzf2PUIimPLli1ux44dFkDSoQotPiZPnmxBSZUffuONN+yXFiN79+61rxpnCpK3atXKFq9ZsmSx/i6MJ/yXuaxSpUquW7dudsOsske+nJrGlvr96hcQHRzXIUOVB9WBCh3S8WNKwXH1IVOwQSXXfEACiF7/6MCgAgZ169a1G2uNHW0A69CXeorrRly97fQ6bQIjnKIPUfjfayNX84qC4FdccYVbs2aNHeLSZow281TeT+sqrZX8GklfEZ6xIoUKFbJgpL6ee+65Fqz0rdO05lGpfc0z3377rbW/0rjygXMgtXSAtHPnzhb4njBhgo0vT9c6zVVq6cBchOTmLa2N3nrrLesprv0j9XhWSyK1VFPLNNEegVqrqRz/smXL+DCR7LVQ6ySVSxcFsrTHpAPxzZo1s4Qdn1iha5+ugbpecvg03JRwo/lGhwfVHlR7jZ4OMOsap4MU6i+N+Ka54uWXX7aDxtGl0HUt0r61Sqpr/ax7eCVF6FCN5hm1jdE+Nq2J0i96jCMBLRR8liaQEtFZ3goGKDCujTht5Ip+r8fUB+raa691BQsWtD6ICpTrBDnZKkhMG7r9+/e3HuLqN6dNOY0jT0HKK6+80rIQ1KslMW34qm8mkBT1NlQQM/Hi1I8bzU3qOyY65KMNO538BJK69qknq+YoXz1g69atrl27dnZ908lgVUnxr9VhHmUDK7MTiKYT5VdddZX1CtfhCVHGpgIHvXv3tvWTxo8C5QqKa1yVLl2aDzFkovvVKcikPqt+PlGVJgUFVPFEhyt00FnZ48qy00YOvTLhacNf16ndu3fb73PlymWVmtQ/U9ksGke+qgBBS6SEX+eoyonmKa11/DpbY00BcO0HaD5SVTkves0N+DnH35NpjlJ1Ae0r9erVyz4gjTEdFtQ+gdZMCpYrAKHggzI4y5cvzweJQ6hil/o/q3KKsn21TtIhdyXx1KtXz/YoFQjX2okqluHkf+5fffWVzT0KdusQobz00ktu2LBh9v29995rFZo8Xe/y5s0bw3eOtEziGjBggB06VgBc40QHJ3QPVr9+fRs/ulcfO3asZZBzr54xkDGOBAiKI7V8UHzSpEmWuasyaLp58WWHlNGroKYy6bTo1O+1AaNTVdrc080zILoJFo0hZTUp80mn7XTD4m+WVWVAp8IVEFcmghai/s95BMWR3M2OKhAo2K3Sjco48DSuNG401nRDPH78eHtcY01ls7QJAyS+9qmE49VXX21ZKjqoo5slnSjXzbPKPdapU8d98803kQwE3WATFEdiGiNaQ2lzV0Fxvy7SePntt9+sSopKsmlTWAfDVCKbG+1wVzTp27evlduvXLmyHZpQFQG1a1A2i6pWqLSf1kdqRZMnTx5K94XYqFGjbCM3OgtT3+txBaB0kEJZdGrZ8Nprr1m7BoLiOJpggtZEOrilzWGttRUQlxdffNHWQ6pOqGtddOY4QXF4uq/XAUG15PP38qq4pAOn0ff6JUqUsExNZfLqEKro97p3IyiOpCh5R1VzTjvtNKuQqiSdQYMG2fpbGZ3K5tSaSXuVGm9UHQwn/dxVRUDrIV3LFPjUOtpnjutAhQ4Taq0d3TZN62yEg/YJVVHy/PPPt/1E7f/oPl1JWzrALrqO6aCNr06B9I/AOICj4jdu9VU3KzphOWvWrEh5Gd2g+FLp9913n53s9ZsxChr408BkjCOpgPYZZ5xh40alrVQiTSWKNGZ85ooWoDqZqcABgXCk9GZHPYCU/a3MFR268POVNoEVeFIJUd34KLAgqligzCk/fwGeDndpfCgArr7iOvylyig6cKGglDI0dUhM5WlVBYNNFiQVTPj9998ty0njRwcrROsiHQTTIUJt3L333nt2SEdzl35xuCJcfEDTzyEqQazxovYx+qqscY0TBZ1Ea+/hw4dbZqZKg6qPJgdRwzt2NF8o0KRscD+W9PW8886z9Y6qVSgwoHGkMaN1NpniSA3NTbpOae3cvn17m3N0gFn3+zq0I8rUvOSSS2xDWQH0xGX+EW7aT9IcpMOAt912m81ZoscUzNT6SL/340bBTc1hixYtIviAw9I66IMPPnD9+vWztlYKfKoyofpGKwNYpY91DVQf+xNPPJGe4iHk5xVVMFES11NPPWUtHLQmUqUB3aeJvqpdqK53us/3gU/u8cNF62pVK9EhQO3z6LCEP8glWgMpMK62RcgYaC4G4Kj4gLaCSbph0Sndhx56yG6AH3vsMXf//ffb4lIbdAo66dS4NoAV7FRAXDc9vvQswi26NKhO3qmns7JWlAmlE726EVZWpsZWtWrVbDxpU0WLDfo+IaV8toGy6/R7zUWqkqLTvyqH9eqrr7oWLVrYzZBucLQxnDt3bvfCCy9YpgvgqYeUggman7TJK8r2VQanyjhq80WlrlVFRYd3uGFGUjQutA5SbzKdOFempjZi1IveHwJTxoIyOtetW+dOP/10guIho3L66mOndZLGizKZdAhV1yVt2InK7StYrjVSrVq17ECODgzq0I6qDBDoDN94ic7iVeaK1sq6L7v00kutZLpfcysYoAMW6pcYXTWO8uk4HH9wIvr+TRvBKh+qqieqvqSqFvr9DTfcEBmLqlKgsah5inURomkc6bCpDgSqwkDz5s3tvkxl95Xpq0MXWlfr4IVeI9pXKleuHAfkkSTNO7pf04EczVU+81d0KEx0oFDrJQU8tReg8shc/8JH1yNVn9B9e8WKFe26pT0gVbHUfZpKZWuM6ICX5intRapaHNV2w0tJEKpwqrlFh220LlIsRHEQHQr85JNPiHVkJAEAHKUpU6YEZ555ZvDuu+/a93v37g3atm0bVK9ePXjmmWeCv//+2x7fv39/5M8MHDgwOOGEE4IhQ4YEBw8e5LMPuX///Tfy+48++ih46KGHbHx06dIl8vjXX38dNG3aNMiSJUtQokSJoFOnTsEFF1wQGVfRfweQHD/fzJo1K3jqqaeC0qVLB1mzZg1atGgRbNq0Kfjnn3+OOEYRbhpDv/zyi81RmTNnDrp3757g+eXLlwdFihQJmjRpEqxcudIeS25cIZySW/d8/PHHQa1atYJGjRoF7733XuRx5p/wevjhh4MGDRrY9cn7/fffg3LlygUvvvhigvnljz/+CMqUKXPInBT9GsS3hQsXBnXr1g0WLFhwyPxx4MCBYO7cuUGlSpWCiy++ONi6dWuwefPm4MYbbwx69eoVeT1jBUcycuTIoGzZspF7fI0xjZuLLrooeOKJJ4Jdu3YFp556atC+ffvI9W7EiBHB5MmT+XCRLM1RsmrVquDRRx8NTjnllKB58+bBX3/9ZY8/99xztvbWY/fcc09wxx13BLlz57bXA4dbaz/22GPBiSeeaGNH171oL7/8clCwYMGga9euwb59+/ggQzpOvvvuO1sLFS9ePKhcuXKC1+zcudOuYRUrVrT7eyCa1tPam9baWjGQHDlyBJ999hkfUgZDKXUAqT1ME/m9TtIpg0kno9SbR6fA1XNFmb46OaVTdyqFpVN1vvS6MhZUxkhZC5wWh880UOalqgooO1zZTipz7XvTqax679697fuffvrJsulUxtj3QKQcP1JC843mKWX2KjtKp8Q1zqZNm2blkNauXZvkPMf4gh8TGkPKxlNmlK53y5cvj/Sf96Vp586daxUtNL5UYo1WD0g8hnSKXNkHKjWrvof79u2zDDpVGlAZP2UDq+wj80+4KUvlzz//tHHi5xmtpVWNyfdV1fVJFVC0HldlgZ9//vmQv4c5KBxURUlzzIABA2yOEV9CXxlw6pmp+y+NKfXorV27trX+UJUTj7GCI6latap91X287tk0xjRu1FJGayJl2Ok+zbcg0jpILYlWrFhByWskS3OU+s+rEoraDykbT6WtW7Zs6f766y/XuXNn21sSla1VP2iVUVeWL+BFtwvxtIbSL1VLGTNmjFXe8VTBUq1oVImA7N/w0T2Z9oG0P637MI2DDRs22L6Qp/aNqlqhCiiq3hU9fgCVVdf8onaNagWiPWq/TkIGEuvIPICM4Ycffkjy8Q8++CBo3LhxULNmzUiW0549e4J27dpZRubrr78eeS2ZT0jK+++/H5x88smW7SLKNhg7dqyd7lXGgff5558H/fr1i2S0UHEAqdWhQ4egYcOGCR6bMWOGjTVljn/11Vd8qEjAzzOqiOKvb/L2229b1rjmqC1btiR47ZdffhmsWbOGTxKHjKOpU6fa9U6Zmuecc05Qu3bt4JFHHomMK62p6tSpE1xyySXB/Pnz+QRDKHptoywVZWIq08mvw+fMmWMVdPr27Rt5nSronH/++UHPnj1j8p6RPqxduza48sorg/r161sViqQywZUVp7X0vHnzIo+TKY7UzE/K0q1SpYrNOT6jd/bs2VbNQte11atX22O6rvXo0cOy8DQ2gcPNXYULFw6GDh1q623NSao+WLVqVVsv+XHmv/o1ORA9N/l19J133hm0bNkyeOCBByLP67qnuUgZ5MryRHj5saJxoCqUw4YNs++3b98e9O7dOzjjjDPsa7Tdu3db1SYgKT///HOwbds2PpwMih7jAI5o4sSJbvjw4W7+/PluypQpliV+7rnn2nPq26NTmcpwUi9DnbZUFoKyEvSrSZMmkb+HzEskZceOHZaFef7559v36id20003uT/++MP61emkpjJgNOaqVKlimQm+vx2QysOAkUoVGkP6faNGjaw/66OPPmqPq2e0+tgBfrwoQ/y1116zbN6iRYtaP+j69etbNsvVV19tH5TGkE4N689ongKiaRwpu+mee+6x7BT1N/z+++/dOeec47Zv327VdVR9R2uqAwcOWDULrbUQzrHie/cqQ0W/1/yjjIT+/ftbz2ityZXZ8tFHH9maSXOTsupUXQfhpX67gwcPtnlGFSiU9aQ+mD4TfPPmzdYnU3OLMn5FFQfIFMeRaG2jX74KwYMPPmjZvI0bN3azZs1yDRo0sIoVmqM0xvLmzWuVvdSz95133rGxCSTHVzvRvKSKTNKhQwebnzSm7rrrLjd06FCrmCL+NUD02mn69OmuVatWrlmzZq58+fK23laFHVXz8lnA6v+rNbeuk6pMgHCOFV2XNC5KlSrlrr/++kjlHa2t/f631ka+qo6qDQLJKViwIB9OBkYpdQBHpJJWxYoVc5s2bbKNWwXAV61aFXleNzFaRGzcuNGCSlpk5MyZ036vBYVuaoDEpa08ld3Tpq4vHSs5cuRwderUsVKiKjnbqVMne1zjSX8HQXEcjWrVqtn8pJKOGkN+PGqcFS9e3H355Zf2e8DfOKssujZ+NT4UtNT10AczFRzXeBo3bpyVYdNjtAhBclavXm3BAwXFVapP4+eGG26wr+PHj7fNX5WmveKKK9zUqVNtzCFcfNuh6IOkd955p5WX1RpbG7tqKaPAkzZ7VbpPm3XVq1e365euazr0hfDywXFdi3TP5suq6/p06623WtsYHbzxCIojJTSeNC/p2qRr1tKlS+3Qhb5efPHFbu/eva5169YWvGzatKnLly+frZk0/vxheiAxfx+mg6U6TKH7My9Xrlx2/69g1RtvvGEHxYCk1kyybds2OxzYt29fOzyoMuk6QKFy+/5AhdZQStqZOXMme0khp/GitZIOuev3nva8NddovaTr2VNPPRXT9wng+DtBaeNp8O8AyMC0OFBPuldffdWyVl555RVbYGrhGZ0ZpwC5gufa1B02bFiC7EzAZ0D5nnO+l5OC4jpYoefvu+8+C4j7zBbdwOj7hx56yI0ePdpdc801fJA4Ij/3KINOYy062K0bYlW/0Elh9YQWZQCfeuqprnnz5lahAOHll8UaP+oVpTlHY+bee++1Pr/qQaZN4RdffDEypylb6vbbb7cDY8ooB6J988037owzznC7du2y65qyNZX1e9ppp7mXX37ZqqPoeY0nZbo88cQTrJ9CvkZSlQr9XocEFXwSVWZScEDjRgFPfVV1AWVlelTTgffdd99ZRpyuZTpcMWTIEDtUoQMUGjOMFaTWli1bXI0aNWxcPfDAA27fvn1WCUWZvVo7L1y40OYs4HCS2h/SOkhZm3pOWb5+f0m9xLVHcOGFF1of+xIlSvDhwgKaWkfrIJhfO6kK07XXXmv3Ygp0XnDBBa5hw4ZuxIgR9onNmTPHDqf6vacCBQrwSYacKqGqSqUqUuhQRfSY0P3ahAkTbN6hghcQ38gYB5CkX3/9NfJ7lRvyNzA6PadsJ93AaAHx9ddf2+O///67K1mypGU8afNOCIrD8+X3RBngyipQCWudDNciVEGn3bt325hSJos2hXXSV2XWdeBCBzGUYQekdMPlrbfeskzfqlWruhYtWlhmrwwcONCyWLS5p68KOjz33HPWAoKgeHhpXKhsWvR1S9c+3RgrMK5NFm3MaSNGQXF/Q61rnzZilM1JUByJD1h8/vnndrhCZUI1v6hNgzbvtm7dGsl+0gadDunocEXHjh3tMdZP4aGSn1r3+DWSqk/ccsstNh605n788cftcWXOKXNcB1BVuUlrouiguFBNB0lljmu9TVAc/5Xu/VUFzh9gVjamssWVVaf9AFVA0boJONI92scff2zXNh2wUMamKp+MHTvWrV+/3g7Jq9z18uXL7TV6TNdCguIQ7RcpYKmDyloH+bWTDsFrv0iJPLq3V1BcB8Jk3bp1FiBfsGCBfa8WfghXGxA/DlRtSQe6dLBLQW/NNbqGaR2uA/GeEiY0PxEUB+IfgXEAh1DPQi0U5s2b938TRaZMCUp6qkSaNux0ile/V58xbbposaEAgu8/BojGgt/kf/LJJy3TSX1YFEiqV6+e3cAoKKksOZ0QV69nbQyrpOy0adPswIVKrKmkmlDoBIejsfbmm29aYEHBb1Wv0I2zekCr5LXG06RJk+xGSIFObeopeFW5cmU+2JBSJu/KlSvtMI7K6/n5SmUdK1WqZIcqfOaBbp5F2ePKFF+8eLF978v0Ibx06EvzjvgxpKoVunapFKgvca1rmIIL2phRoEGbwbpOdunShY3fkNHBGm3Q6vqkAzfalNPaW7/UxkEBAgXBfY9DHxxftmyZld8HjhQc16EvjRtd48gUR2r4+y3/tXTp0hYM18HT6MM4Wmur6onWSlonAcnR2kjl+K+88kq7zilIpcODOhSow4MKmGvN9PTTT9vekg6gjho1il7QiDj55JPtPl4tGhQc18EJ3xakTJkylv2rw6YKhPvDg1pf6YCq2vf5cYjw0M9be4q6Pqk6oO631IJIY0L3/qqGqn1IBcd1WNmj1QwQEiqlDgDRvv3226Bu3brBVVddFSxevDho0aJF8Pjjjx/yIX366afBk08+GZx99tlBmzZtgv3799vj//77Lx8oDvHDDz8E7du3DxYuXBh5rHXr1kHhwoWDcePGBQcPHrTHduzYEWzfvj3ymgcffDAoWbKk/XngSNavX29z0uDBg+37PXv2BMWKFQtOO+204Nxzzw3Gjh3Lh4hDrFu3LrjrrruCPHnyBNOmTbPH9u3bFzRp0iQ44YQT7Gu0rl272jjbvHkznybMG2+8EWTPnj244447Ip/IpEmTgvPOOy/BJ7R79+7g9ttvD04//fSgVKlSQaFChYLly5fzKYbUli1bgp49ewYnn3xy0K5du6BTp06R5/7444/ghRdeCDJnzhw88sgjkcenTp0a/PPPPzF6x8ioDhw4EOu3gAzmnXfeCV588UVbS/u1z0UXXRS8+uqrkdfovl/7ADNnzgw2bNgQw3eLjHCPpvuxUaNGRR6bPn16ULBgwci1788//wx++umnYMWKFcHPP/8cw3eL9CZ6j3HNmjXBpZdeGpQvXz4y73zyySf2fcOGDYPRo0cHc+fOjdzbffnllzF850jrMfLXX39FHluwYEGQO3fuYOTIkXZv/+abb9q9/aBBgyL7j9of0mN9+/ZlLxsIGXqMA0iSSn3efffd1ivs008/tcw5Ze36ktg+K1zZUMr2HTBggJ3Go2cdkqKSVy1btrSTuspyqlatWuQ5VR9QloFOh+vUuC9nrVPj6r+qnlB6XieDgWQO+dn8o+xLlVhTH1b16lX/VZVTU/lrVSLQyXJlIuh0sOY3ILqvryoHKKtAc9TkyZNt3Gg86Rqn8aVsYJVL/+STT9zrr79u/TTPPvtsPkRExpKqVag0tsaKxpKynVQp5bPPPksw1jSutLZSZoIqVygTD+GiqgE+G0WtGlSNQq2IVJ3i7bffjrzuzz//tKoCqqSjXr7PP/98kn8HABxrPXv2tHLWo0ePtvs1VWBSeVm1A9H6+vLLL7frnipcqIKOys8Cyfn222+tz7PWRv6+3mdzqlrh+++/by3UgMPd72vOUSUBtW748MMPrdrSBx98YGWvVYlA2eK6V1OFQrXsUyaw71uP+OXvs9SGQVVNNZ+cdtpptk+tNkRaY6vim65d2nP07T+1X6TqArq313292l4BCI8ssX4DANKnsmXLWt9d9X7eu3evlUqrX7++LSa0eMidO7ctPNSfRaVntEjVYoT+hpDoAICobJFuglV6+JtvvrFFpy9vpeB327ZtLXCuILjKq4leo5vmhx9+2MYjkBzNP7qZUZ863fyoF51uhBX8VpBBm3oqvabAuMagbp7Vd1wHfhBuvpyexoWueTlz5rSNlptuusmNGTPGNuq06aIyj5rD1OJB85EO7lB+H9EbdbrmqfSnDlZoflHPTB2u0FykOUdzkDbpFBRXCW2Vn9VjCOcayQe0ta4uVqyY69y5s40jtZsZPny4u/POO+15rbdbt25tAXJd43xZY72WoDiA40nzke7X2rdvb/f/d9xxhxs0aJCtj7TuVkAzW7Zs1oaGoDgOt0YS7Slt3rzZDjLrsf3799v4uv766y1wqTYhBMaRHI0ZHUq+4YYbrH+47vFVSl2tjNQaTe0gL7vsMntcY01rJM1Pvh0f4n/v8csvv3SXXHKJa9OmjQXFfcKXnt+yZYurWbOmHc7x/ed1b6/2jtrz9u2wAIQLGeMADksLCfU41I2LFp3JBQLIWkFStImbL18+y4gTBb21YFXgQIvW6E1dBS8feugheyxxYB043GaL+rJqjKmv2D333BN5vnHjxtaXbuTIkfa9AuWqVqAMFwUiAFm6dKmdHh88eLAFMr/77js7sKP5S1+1AaMNYW2yaMypx6Z+AdHz0E8//WS95nXNmz59ulWt0NpJ2eD66vuN6+CFNoK1uec3bRAe0esbVTJZtWqVa9euna2PlIWpDBbNRVpzKwjlaf7RvKOxFh1oAIBj6ddff3X58+dP8FivXr3sPm3YsGEWJPdzmQINOgTmq30Bnr9O+T0i/70yOVesWGGHKSpWrGiv1Wt0H6eKXv5QGJAUHWJWxrgyw721a9dagoWq7yxYsMCVKlWKDy+E6+qVK1faPKIgd//+/SPPq4KAxouqCFx99dVW0UvzkSqd6lCq1ta6vulwPIDwITAO4Ii02FSwSTczPXr0sACCx+YckrNmzRpXp04d2+zt1KlTpHx6vXr1LGt83Lhxrm7duodkPHHIAqnxzjvv2I3O9u3b3cCBAy27TvOSqlmoEsGOHTssEK4MBZWjVRCCrBZEe+mll6wk36JFiyLzka57jzzyiFWx0GlyVUwBEvNrIJWRVSBT1Sq0Oac2NGoBosM6Z5xxhj2vagMKbmrzRoHxxIEHhIvW05p3tEGnDJZChQrZ4wqOq6y6slk0phQ0j8a6G8Dx8tVXX7nq1au7iRMnuoYNGyZ4rnv37laSWHOWMnzJwkRy/HVK1XKmTp3qdu3a5YoXL+769u1r5fjVGkT7BLrOab2kksc6xLxkyRIrhw1Ej6NoGkNaI+m+P/o1vm3fKaecYqW0OXgaLqq+dN5551nFCV2/PK2z58+f71avXm0HJ3QgR8FzVWFS1VNVP1FlOLV7BBBOpOMBOKLy5cvbjYsCBsoe12k8j4wVeL68p6cFpsaNbk5UFlQ9VkU3v+rdo1Ph6qOpU57RKA2KlNLY0bhSqUeNKz+WNBa10aJsPP1e5R5106MNGoLiSExZvtqgU/+x6OueNliU5asscpVaBxLTGkiVBVR+r0mTJtazTodz1FZGh8J0DVRpR1VDUSa5KlUUKVKEoHjIqXKOggVvvPGGVTbxQXEpWrSoHSbUgVRljGsTLxrrbgDH6x5O92e6jqniie7Rop/TnKTrm55TCXUgObpOqXLOtddea6WsFaTUOlqH5FVFR/dntWvXtnZFyhDXc++99x5BcRwyjnwFS5Xfl+uuu87aEimoqUPw/jUaVyqRrcCoqjQhXJRYozGgA8hKmBCNEe1d6yCqDivrMJfW19qj9C3TdA9HUBwINzLGAaSYsnxHjx7tnn76acpcI1nqnxrdN1Wbv8q89KWudZpT1D+8ZMmSh2z6AqmhXr3KBO/SpYtljKt8lqg8loJTupHWpp6C5vQUR1LZBzrspV5kyo5SIEqBS3/NU0BTLUQUJOfGGYnHkq53Coirt6Guc4nL+unrW2+9ZcFPtXJ4/vnn+RBDSJu30e0XlBWnjEuVdvSlZD21bZCdO3daYOH222+3axkAHGvJVaDQmkfzz+TJk+2QlyjbTgdRdchLh8FUDQVIirJ5NW50CF4HKnTwVPsAekxVmjwdSlUpfl0fqaKDpKiKjg61q8qA5h/NWbo30wFDVYRTJQsFwvXct99+a5njlMQOJ7VC03yjwzhqpac9RrVvvOKKKyLXMGWP677/rLPOsjlJwXQA4UZgHMBRoQc0vMWLF9vNrDIs1fdp3bp1FqSMLmGljRUFxXVDrMClD44zjnA0G3jacFGfXn8zoxviAQMGWA9E9ZGK7n9Ir3okHj8KSunmWd+3aNHCnuvTp4+VXlM/cZXD1qEd9Rv7/PPPLauT/plIijITdMhLGzFJ9cVUcFMHcpSRoPKgiYOgiH/vvvuubeCqtYxKFIt6YKqtzNKlS238KBiu8vqi6iY6cNGoUaPI3+EPegHAsV4TLVy40K5RqpCj3rwPPvigPa+gpu7fVLZYQQQd8tJ8pupL0Qd9gMS0xtY9vwJQKqN+wQUXWG9f3aOJMsSV3ct1DSnx8ssvu44dO1pwXPdmGlOqOqBqcRs3brS1tYLiqtB09tln86GGmFqhKSv8448/dv369bM9SWEdDSA53GEDOCoEmyA//PCDlShSGVD18FHwSGWrdfpbmZfaYBFl1H399dcWOFcgQTczKtencURPcaSUNvBUvlEnxRUMV/BSWeIqzacT49KhQwd7nfqyMk8h8fhRr2dlOin7W700lVkwbtw417t3b2vjoI1fVUXRJov6IGrDmKA4kgom6OCNAt/KBlYgU6IDnNoYVuk+Zd5pQxjhozKNqiSgcrJ169aNPH7RRRdZ0KB169Y2J/lDXhpLKv2ow4PRgXGCBwCOx3VMa2rNQ02bNrUWRKpq8s4771jASfOXDj4ryFCgQAGbnxRAJyiOI1FVAR2Qf/PNN+2eTWugF154wZ7TAfpJkybZoUGVUweSmpuiqXKOsoC1ntbzWic9+eSTbsuWLTbGVKlQ66qyZcvyYYacEnXUwlEHKVSVSYdyNDa0jk6uQgqAcCNjHADwn7z44osWDFdwXKX258yZ4zp37mw96BSk9JnjCoprA1jf6+QvQUuklL+RUeaByl0rM1PZK3379nV//vmne/bZZ62cmihzXL2kNMa02Qf48aOy+jfffLNtAKuHpsrzaQuKwvQAABXtSURBVLNOPX2nTJli/Z912EfZnTpZXrVq1QSVLxBufhypWoX60vvy2P3797eDFQqC+3lIlHWnseQ3gBEuqjShFg0KLikIHt1ixmeGq/SnDlBo/Gh+0vpJpR5VqYJgOIBjJakKSj/++KOVmFVFLwW/dRhQQQQdytG9nffpp5/afKS1kkoaA57vP5842KSMXh2K1wELrbtfe+21yHNdu3a1csbKGveti4Boqkyxfv1620eKpsPMCo7rPl/jSIkYwOHKqmuO0gHVWrVq8UEBSBKBcQDAUYk+dfnKK69YULx48eK2maKMApW7UplilSZWqVDdGCtTU9/7bDuC40gpBQqU4au+zyqj5l166aUWSBg0aFAkKKVAuUr0qSoBwmnVqlWW9e2zd3VqfPDgwba5+8wzz0QyNDdv3mwnyRUU18adr3IBJHW9e/vtt606ijZ9lb2iMXXKKadYxQr1zezZs6c9rnGl8aSKA5R1DJ8dO3a4m266yd14440WdPJ0kGv16tU2RpQVrsCUSj2+9957FnTSvKT1lOYtqukAOBb8/ZbW0bo/03VK1zMd3NJ9mSp6aS6qWbNmgnLXCk753qxANK1xdEjClyfWNUxjS2ul5s2bu/PPP98OWigjXBmcGmcKgmsNpeCm1kZVqlThQ0WSdOBUwcyRI0daBbjodbiC4qoWpxLZ3bp1IziOwwbHtR/5yy+/2N5QjRo1+LQAHCLhsVEAAFJINyf+pLgyc9u2bet++uknu4HRxooCBsqgU+aBsnvXrFnjGjduHPlzBMWRmk09ZR6oCoFucqKp16E2W3RyXJsyGl8PPPAAQfGQ0twyfvx4y9Dcs2dP5PFcuXJZX1+NEWVm+nGljT31IVMgS1nk2sgDEtO8ouym66+/3p1zzjmuffv21hZEPaPVl1WHLYYMGWKbvirHr8M6GlcExcPr559/TpBdqdKO6tnrg0861FWiRAk7aLFs2TILFChgoKC4gg1q7QAAxyIoropLClbqUJc/1Kw2MSp5rWuWDghGl7vWIVTNR8uXL+cHgARmzpxp1y71c1ZQXKWsda+vHs+ffPKJu/DCC61iig56KWNcB8FUzUsl1dX/l6A4jkTBbx0aVMa4guPi5y3d85cpU8YO8GgdDiSnXLly1h5NiTs6AA8ASSFjHABwXDLHtQmsE5qfffaZ9V9VSVHdQJMFhaOh8sWXXHKJ9RNT2Wtt8EUfrlD2nTZflBmsICjCbePGjZb9vX37ditjrZLX2uC96qqrbANY5Y21KeznL2VLKTCuDT+yxpG4D50yfXWwS1UptLmrQ2DKhLrssssSlJxVz3GNNx3KyJkzJx9kSOmgja5JOqCjTLlhw4ZZQEBzz3XXXWfBKR3mUqBcWVE+607ogQjgWAbFlRmuYOV9991nmZieDglqjlq6dKnNU+PGjYs8pwOmS5YscVOnTrVWWYAfT8oWf/TRR61NjA4DqtS+7rt0YFBrIPV+Vkav1tnKHtf9m9ZEurapDY1+AX69I1pvq/e81k7R9/RqmaZfOrBz6623Wkuahx9+OLK+yp07Nx8kjmj//v02ngAgKQTGAQD/WfRGrm6E1d9ZmVJPPPGEnRj3zxMUR2rG04EDByJZc9qMUWamsjV1Y6wDGCrRn1QwFOHl5xht4KmcugJRKnGtbBYFx7XRq+B4vXr1bAxpLPnNPuYn+LlHc402ev3Y0CEvZYe/8847Vjpd85Cy63wmiwIKCpz7PtIEN6FDWmodkz9/fiv1qXYfqiCg73///XfLGNe8pAADABwP33//vatcubIFupWB6a9Numapn7gOfdWtW9euZ2r/oCD45MmT3dixY8nsRYRfC6mSgA5LKEjZq1cvN23aNKvQpetYw4YN7bW6d9OBL1XSUdUBtVIDkuLnI40jZYnrkKDWSPv27bPy/AUKFLCMXx1IVY9oBTeVcLF48WIqwwEAjglKqQMAjmlZdWVA3X777W7r1q1206zMOh80pzQojkTBSd/LV9kHderUsc08leNToOqLL76wCgQq3b9ixYoEf5agOKIPUigIpQC4evzOmTPHNlq0EazfazypRJ8yN33lAeYnaO5RCezTTjvNsqE0NnRt0+acgguvv/66q1q1qlUX8CVnleEyY8YMax0SfU1EuKmagFp/aK7RtUqBcG34egqWU9oRwPEMZuqgsuYaP/fo2vTYY49Zf14d0NH1TJVyVDWnU6dOti5SdR21nqEHNBJXHqhUqZK1+1Apax320v2+etdrLe1fq+c1xhTMVABdQU/Ajw9RFQE/H6m0vlqlqaLFV1995Xr27Glj7dVXX7XXPPjggzaGdCD1jDPOICgOADimyBgHABwz0Vly2oxR70wFN3XjTAYdDrfhopKO2rwT9fJVT/GOHTta0EmBKgUYnnrqKctoUYaLsjfVW0wBKTbvwsuPH42FHDlyRB6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" ] }, "metadata": {}, "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Renzstraße - Höchster Wert:\n", + "date 2018-04-11\n", + "channels_all 7638\n", + "Name: 31964, dtype: object\n", + "Kurpfalzbrücke - Höchster Wert:\n", + "date 2018-04-11\n", + "channels_all 10558\n", + "Name: 38023, dtype: object\n", + "am 11.04.2018 gab es in Mannheim einen Warnstreik im öffentlichen Dienst und mehrere tausend Menschen nahmen an Demonstrationen teil.\n", + "Das erklärt die Ausreißer bei den Fahrradzählungen an diesem Tag.\n" + ] } ], "source": [ @@ -304,7 +359,24 @@ "plt.title(\"Distribution of daily counts per station (Stadt Mannheim - 2014-2024)\")\n", "plt.tight_layout()\n", "plt.show()\n", - "# TODO Was sind die sehr großen Outlier? An welchem Tag waren sie und was war da? Alle am gleichen Tag? Renzstraße und Kurpfalzbrücke" + "\n", + "\n", + "df_ma[\"timestamp\"]= df_ma[\"timestamp\"].dt.tz_convert(\"Europe/Berlin\")\n", + "\n", + "#Renzstraße\n", + "renz = df_ma[df_ma[\"counter_site\"] == \"Renzstraße\"]\n", + "renz_max = renz.loc[renz[\"channels_all\"].idxmax()]\n", + "print(\"Renzstraße - Höchster Wert:\")\n", + "print(renz_max[[\"date\", \"channels_all\"]])\n", + "\n", + "#Kurpfalzbrücke\n", + "kurp = df_ma[df_ma[\"counter_site\"] == \"Kurpfalzbrücke\"]\n", + "kurp_max = kurp.loc[kurp[\"channels_all\"].idxmax()]\n", + "print(\"Kurpfalzbrücke - Höchster Wert:\")\n", + "print(kurp_max[[\"date\", \"channels_all\"]]) \n", + "\n", + "print(\"am 11.04.2018 gab es in Mannheim einen Warnstreik im öffentlichen Dienst und mehrere tausend Menschen nahmen an Demonstrationen teil.\")\n", + "print(\"Das erklärt die Ausreißer bei den Fahrradzählungen an diesem Tag.\")" ] }, { @@ -452,11 +524,79 @@ "„Die Stärke variiert jedoch deutlich zwischen den Stationen (von ~0 bis ~0.63).“\n", "„Insbesondere an Stationen X, Y, Z ist der Zusammenhang besonders stark.“" ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "56606822", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\eline\\AppData\\Local\\Temp\\ipykernel_5612\\3267416270.py:14: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.violinplot( data=df_ma, x=\"rain_category\", y=\"channels_all\",palette=\"Blues\", legend = False, ax=axs[1])\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Spearman (Mannheim): -0.100\n", + "Spearman (alle Städte): -0.114\n" + ] + } + ], + "source": [ + "#rain category\n", + "df_ma[\"rain_category\"] = pd.cut(df_ma[\"site_rain_accumulation\"], bins=[-0.1, 0, 2.5, 7.6, 50], labels=[\"No Rain\", \"Light Rain\", \"Moderate Rain\", \"Heavy Rain\"]) \n", + "\n", + "fig, axs = plt.subplots(1,2,figsize=(15, 5))\n", + "\n", + "\n", + "sns.regplot(data=df_ma, y=\"site_rain_accumulation\", x=\"channels_all\",scatter_kws={'s': 10, 'alpha':0.5}, line_kws={'color': 'red'}, ax=axs[0])\n", + "\n", + "plt.xlabel(\"rain accumulation\")\n", + "plt.ylabel(\"bike counts\") \n", + "axs[0].set_title(\"rain vs. bicycle counts (Stadt Mannheim)\")\n", + "plt.tight_layout()\n", + "\n", + "sns.violinplot( data=df_ma, x=\"rain_category\", y=\"channels_all\",palette=\"Blues\", legend = False, ax=axs[1]) \n", + "axs[1].set_title(\"Bike counts by rain category\") \n", + "axs[1].set_xlabel(\"Rain category\") \n", + "axs[1].set_ylabel(\"Bike counts\") \n", + "axs[1].grid(axis=\"y\", alpha=0.3)\n", + "plt.tight_layout() \n", + "plt.show()\n", + "\n", + "# Spearman\n", + "spearman_ma = ( df_ma[[\"channels_all\", \"site_rain_accumulation\"]] .corr(method=\"spearman\") .loc[\"channels_all\", \"site_rain_accumulation\"] ) \n", + "print(f\"Spearman (Mannheim): {spearman_ma:.3f}\") \n", + "# Gesamtdaten bereinigen \n", + "df[\"site_rain_accumulation\"] = df[\"site_rain_accumulation\"].replace([\"na\", \"NA\", \"Na\"], np.nan) \n", + "df = df.dropna(subset=[\"site_rain_accumulation\"]) \n", + "spearman_all = ( df[[\"channels_all\", \"site_rain_accumulation\"]].corr(method=\"spearman\").loc[\"channels_all\", \"site_rain_accumulation\"] ) \n", + "print(f\"Spearman (alle Städte): {spearman_all:.3f}\")" + ] } ], "metadata": { "kernelspec": { - "display_name": "dat", + "display_name": "venv", "language": "python", "name": "python3" }, @@ -470,7 +610,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.3" + "version": "3.13.5" } }, "nbformat": 4,