{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# PM2.5 Regional Analysis\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from vayuayan import PM25Client\n", "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import json" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Understanding PM2.5 Data\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Initialize PM2.5 Client\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PM2.5 Client initialized successfully\n" ] } ], "source": [ "# Initialize PM2.5 client\n", "pm25_client = PM25Client()\n", "\n", "print(\"PM2.5 Client initialized successfully\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Downloading india states GeoJSON File \n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Download and save the GeoJSON file for india states\n", "\n", "sample_geojson = gpd.read_file(\n", " \"https://gist.githubusercontent.com/JaggeryArray/fa31964eedb0c2da023c9485772f911a/raw/02c0644de34fbae9dbac2ba0496a00772a2c28cd/india_map_states.geojson\"\n", ")\n", "\n", "# Save to file\n", "geojson_file = \"indian_states.geojson\"\n", "sample_geojson.to_file(geojson_file, driver=\"GeoJSON\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Visualize the GeoJSON Region\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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QZBXOFi1a0OzZs+3+PM4pa9asdO7cOV2PSuL58+fCAAZktH79/IMnnxvg8wuYz2f2wwRi/vz5Q7dv36YrV64IV92zZ89o//79dOnSJYufTZImPRWuXIM+vX9HmfMXplRZstPO5Qtp1ZSxlCxdRspZoAAVa9KWkmfITE3yZtB9Lk6cODRu3Djq3Lmzk8+OYRhPgQ1VIOXBgweUK1cu0fqylYEL11Ca7LkoWLBgiuWl6jSikrUbUhDM+Hwk8opEFCQIdRwzlSZ1b0dS571Lly6UPHlyKl++vKNOh2EYD0b7fUPGKWzdutUmIxU/eUqasHk/rb3xjNLnymtkpCSCBBFmSkH+8lVo6u7jVKx6Hd2yJk2a0KZNm3TGi2EYxhTcowqE3LlzxyiwIVrsOBQ+chR6cP2qmA8bPgKFCBmSosSMRVkLFaMabbqYNE7WECt+Qmo5eAy9f/2Kzh/aR2/fvqVKlSqJYI0SJUpQ48aNKVWqVP4+N4ZhPA82VIGMXbt2UalSpRTLes9aQlkLFnX6d6O31XroOBrctDY9vu0XFXjx4kUxTZo0SUQX1qtXj7y8vJx+LAzDBBzY9ReIuHv3rpGRSpQqjUuMlETk6DFo9Nrt1HrYOEqcJp1u+c+fP0VIfPjw4SlHjhx069Ytlx0TwzDahg1VIODIkSOiN4MABjkVm7aiMet3u/x4QoQMRUWr1qax63fT3CMXKXcpZVDFmTNnhBsQuVcMwzBsqDycd+/eUYECBYyWtxk+gRp06+f2XAv0sLpMmEk9ps2nLAY9O7gAkyRJQmfPnnXb8TEM437YUHk4M2fONFo2buMeKlKlJmkF9PZyFC1FfWYtoXajJhuF0WfPnl3kejEMEzjhYIpAEOEnZ/W1J/6K3nM2hSpWo1jxE9CKSWPo6qljuuX58+cXRity5MhOF9mFqxR6hoULF6bSpUs79fsYhrEMG6pAoNsnETRYMPr14we9ef6UYidMTL9+fBeSK+EjOffhbyupsuSgQYvW0Ild22hsB2+xDBIrjjZU0CWE0b527ZpO7b1Ro0a69WPGjBHCunXq1FHND2MYxjWwofJwEiZMqHv/7+9fqpdVGVARLHhwqt2hO1X2bkta59u3b0KBHVOiRIns2gcSjJcsWULDhg0TvU1LCccIl4fBqlq1qsj1Qij9iRMnRPQk9NQYhnE+PEbl4agFUsj5++cPLR03nJ7eU7oItUDWQkUpYco0CvcfelSJEycWPZwpU6YoeoymQHIxtoXRRvBIw4YNhcahtaoY0D7s378/xY8fX8g+QR0eZUsgusswjPNhQ+Xh1K1bVzxkw4YNa3a7O5cvkNYIGSo0tR46liJEiaq6HuoaUGKfPn26yX2gBxQ9enSx7ePHj43Wx0uanKLGii1C5kGEyFGow5ipNHHrQarbqRclS59Jdb9wmVasWFHkpjEM41y4zEcgkeLHdyJyDiHfcJvhssOttWrVKt020ePEo+QZM1NYr/CUJG0GSpcjD8VNksz2L8MtJROl9S8/f3ynncsW0tkDe+j62ZOq29y8eZNSpkwp3p86dUqos//+/VvkZBkSJWZs4e4sWLGaIrDk5/dvFDxESOEOlfP84X3au2YZPbx5nT68fkVP791WlDFBba7x48eLopEBnYBWJsJW+PwC5vOZDVUgvplevHgh3GB79uwxuU2cxElp/KZ9QvfPXYbKkGM7NtP4Ti2NlsMdGCVKFJE7pkaC5Klo8OK1QtPQP1w4coB2zZ6oqLeFXh2UNQI6Wrk3nQWfX8B8Pmv/TBinAbcZtP+mTp0q3GNqPH9wj84f3kdaIm/pClSgQlWj5WhzmTJSuUuWo/Gb9/nbSIHM+QqRd//hQn5K4vjx4/7eL8Mw6rChCuSgFwLX1f3792natGkisg1qEHK+fv5MWqNIlVpWbQcVeO8BI6jrpNkODTGPGisO5ZFJP7HcE8N4qKGaMWMGZciQQXT5MOXOnZt27NihW1+oUCHxcJFPLVsau3wY/4Oxq9atW9P8+fOpZ8+einVJ0qYnrYGaWCNWbqFyDb2pfKMWlK9sJVF1GDJM2YuWFNsUqlSDFhy/QqVqN3TKMdz/vyQKqFGjhlO+g2EYN+dRxYsXT4T6QiwVbptFixaJSCokXqZNm1Zs4+3tTYMHD9Z9xlL0GuN/DIMCulQsJl4RfNCwe3+KGDUa/fn9m3w+fRTv3ZUMmyJTVjG5g+9ffejsAT9B36hRo4raWgzDeKChMixFjiRM9LJOnjypM1QwTLFixXLTEQZO8uXLp7r80Ka1YgKRokWnj2/fiHGablPmicKIgYkTu7YKYw2qV69OoUOHdvchMYzHopkxqr9//9LKlSuFrx8uQIlly5ZRtGjRKF26dNSrVy+hTsA4l6RJk9L69euFnFDRouq1qmCkAEK22xTPTb9//aTAxOPbN3XvkfzLMIwHSyghtweG6cePH2KcZMOGDZQmjV80FTTWoCYQJ04cunz5MvXo0UMU1MND1BQowIdJHv4ohW1KocTuBscBV6dWjkcNuGAxAag6IC/JHMvGj6BGPQaI9zfOn6an509SpKSpKXvh4uRp+P77Rz9//BDhv8GDBxd5aVq+lp52b/oHPj9tYe1xuj2PCsKgUAxAHP3atWtp7ty5dOjQIZ2xkrN//37RwocaAFr9agwcOJAGDRpktBySOageq5WLg/NF/oCWcx3Qu123bp24LoaRdBibevHwvmJ5qNBhKGb8hPTk7i1KliyZuE55Sleg/OUqkyfx+M4tOrN1rTi/FClSCC1ATyGg3Jv2wuenLb58+SL+QwEu4bdYsWLCCM2aNUv1wYle186dO6lkSb/ILmt6VNBo+/Dhg6YSft+8eSNyl7R6M02cOFHVpdVj2gLKVsgvuGL19PG0ZtoEo21wTlmyZKHz58+Lc63VoRtVbd6ePAH8XXpUL0NRw4UW54eGVf369clTCAj3pn/g89MWeD5Dv9OSoXK760/th5YbGkPdNilR1RShQoUSkyG4aFq6cIiU09oxSSCYpWvXrkairY17DaJsMldejTZdKGHKtDS6bROjfUjuB0zLJ4yiqi06UEAGgROLxwyhM/t309vnTylK1qyUIEEC4Z7W4jX01HvTEfD5aQdrj9GthgrBEShMhz88uoDLly+ngwcPCrWEe/fuifkyZcqI8F+MUXXq1EmogSP3inE8cMGihzBkyBDF8uI16lG1Vh0oWuy4Rp/JWawUrbv5nD6/f0crp4ylEzu3UrJ0GShsCOUNCIMVEP44anz9/IkGNqpB96/7VRmWzgOFFUOECOHmo2MYz8ethgqaVA0aNBCac/CpwgDBSBUvXpyePHlCe/fuFS4ouPzgvkNNoL59+7rzkD2W9+/fU/r06XXBJxJDl22g1FlzWvw8FM6bDxghJmj9TW7dQLF+bIfm1H3KXApIIJLx6qnjtHjMUHp8+4ZiHRpXbdtqv4YXw3gCbjVU8+bNM7kOhglBFYxrQAPB0EglSJHaKiOlRpvh4+lI3sy6+VN7ttPvX79sE7d1I79+/qAe1crQ4zv6MHQJyE3BvcyFExnGNQRMXwzjcM6ePaso99G071DqP2+F3ftDqYypO48qln3+oC4Yq0VePXmsaqQglYRGFMMwrkNzwRSMe1ixQm+U3jx/SmXqGQdI2Er0uMoHevOCWWn+8SvkFTGSog6UFomVQKm0UaRIEcqWLRsn9zKMG+AeFSMwFPuFUoh/QdABcq7kNMmTnmqkjU83z58mLePz6ZPR7zNq1CihksIwjGthQ8UIUK5ezptnTxyy3xn7TqnWgOpTR3sirl8+vBf1txBaP2dwb8U6tQR0hmFcAxsqRoc8cfWbzxeH7NMrQkRaeOIqNeo50GhdncxJ6crJY/Ts/l1yFxg3G9Pem6qmikONcqejdqXzU7XUcUXwhwTkoySRZIZhXA8bKkZH4sSJde+Pbtvo0H2Xb9Rc5FvJ+fn9Ow1sVJ3alylAu1YuJncwvU8XOrl7m9ltxo4d67LjYRjGGDZUjI4SJUro3u9ds1zUm3I0C09eU10+e2BPOrBhNbmae1cvm12/ZcsWt9XbYhjGDzZUjI48efIo1Bg+f3jv8O8IHykyTd5xWCQIhzCQupraqyNdOakMaXc2xWvUVcxDExJjVI8ePaKnT59SuXLlXHo8DMMYw4aK0YGeQ6RIkXTz//75P/JPjbiJk4kS8SsvPaCJ25RJ3SNaNXTY+Jg1lK7bWDEPCSlJeSJuXGPJKIZhXA8bKkbB9+/fde9dEeQQP2lyoWIhH7fqUqm4U9yOhqDnNK1vF8UyKPMzDKMt2FAxCuTK9QtHGtf1cgbBDYRdXz99TA1zphECt87k/euXdGbfLsUyU8r9DMO4DzZUjElgMFxBkCDqt+HYjs1p1oAeTvtejJfJiRcvnihvwjCMtmBDxbgdVAAuVbcxeRkYDrB71RLattg5qushQ4WmyNFj6ua3bt0qysporJYowwR62FAxJsldqrzLvsu73zBadPKayLUat3GvYt384f1pWIv69PfPH4d/b45ipXTvM2XKRCFDhhQySRkzZqQOHTqIUjQMw7gXNlSMSU7s3OLS70NPBom/C0cNFOrrcs4f2kfrZ09x+HdWbNqKwnqFN6rNhUKdkydPpu7duzv8OxmGsQ02VIyC48ePK+ZdFSr+88d3GtexhUj8vXLiqGrvaeXkMQ53y8WMl4DGb95HNdp0puQZs1DStMrq0R8/Oj/6kGEY87ChYhQkSpRIMV8/W0paO2MiPbyprijhX1CiHooUdTIlpRO7LEf5tS6Wi47v3GKk7o5qvCd3b6f718wrTaiB+ls123Wlkau20ohVymNo1aqVzftjGMaxcD0qRkHMmDEpRYoUdPv2bd2yFZNGiwllOyZtP0xxEiXx13egt4QAiS8fP9CjWzfo3CHlmFTUWLFp5KptdO7gXvrx/RstHKkXtH397InoeYHlF+9R8BAh6erJozS4aW3dNnU796IqzdvZdWxn9u82qdbBMIx7YEPFKIAxOnnyJDVq1Ig2b95s1PtpVyqfeD948TpKmyO3KNm+deEc4bpTG+9RY/mkUbRxzjTVdRGjRqOZ+8+I4yhes55YVqx6HWpRJDt9NagRhV6YGsvGjxC9JEQT2kq8pMkV8/gd1q5dy3p/DONG2PXHGBE5cmTasGEDDRkyhAoWLKi6Tf8GVUVpjNoZk9CyCSOEe3DN9AlW7f/a6RNGy8JFiEhzDp2n+ccuCyMlJ0w4L5p35BIVqFDN6nOY2LWNzg345/dv2r9+lTjG969eWjRUjXvpE53Xr18vyp/ASDMM4x7YUDGqwFj07duXDh48KB7SUBEvVKiQ2c+8ffHMqn0blrnPWbw0LT59g6LEjGXyMyFChqQOoyfTqquPKXL0GEbrY8RLQDXaKuWQulUtJepL1UyfkKb17iTcl5N7theuxw1zpgpdQbgXDSnX0Ju6T52nm1+2bJkw3AzDuAd2/TEWgdsLKuKYzp8/T7Vr11aMYUmECh3Gqv0VKF+FJnVrqzAy1hI8eHCae+Qi+Xz+RJO7taNYCRJSgx4DxHIAxfedyxbotkfFXjmIKKyRTv99Zw/soTXXn+p6cQjKOLhxrSj4KAdq6gzDuAc2VIxNZMmShW7evEmPHz8Wr6VK6RNmEb2H3lGYcOEpzL9flDBrHgoeMqTRPhAQIcfn4webjwOGpPcs42KLDbv1Uxgqa7h75SKlyJhFlDYZ0boR3Th7SrE+QoQI1KSJshfIMIzrYEPF2NXDSpgwoZgMGdm6seidZM2alc6dq0eNew9WuPrmD+tH25bo3Wqgad+hDju2kKFD08StB6hzhWJWlymBofrw5hWN7dCc/hmEvcNIwf0pL3/CMIxr4TEqxl/Mnz/f7Pp5Q/uKoAtpMjRSYIOJCEB7iZ8sJa25/kTIMa28ou6yq1WrluIYR7dtqmqkNm3aRJkzZ3bo8TEMYxtsqBh/0bhxYxo5ciQVL17c7n38+PaVnEWIECFUw9Rz5sxpMkfq1KlT5OPjQ69evbIYQMIwjPNhQ8X4mx49etDu3buFvBGm379/08CB+iRdc6TIlJUadO/v1OPrOHYarb3xjEKF0Qd7jBgxQkTy9enTRxdIkS5dOjp8+DDlyJGDwoULR6FDh3bqcTEMYx08RsU4lLt371LYsGFp9erVFrdt2ncYlamnLAXvLJBLhahEVBAGUEVHb3Dbtm1Ur55fYnGqVKlcciwMw9gG96gYh/Ds2TMRZJE8eXKKHz8+Xb9+XbE+e9GSRp+Jk9h/Uky2gDysocs2UiRZDtb27dvp6NGjwkCxkWIY7cKGivEXf/78Ea4yVMc1R/tRk4Uun5whTWtTr1rlXab6EDdJMpq8/TBFiaFPLC5WrBjduXPHJd/PMIx9sKFi7ObDhw8iWOHMmTOq6zEm1GLQaDE+BA3AAQtWGQU23L54jjYvmOmiIyYKFz4CTd19TDf/8+dPundPmRTMMIy24DEqxm6iRIlitKxhjwFUoVFzZPESeUVC0pVuXZpsOcVUv1tfmty9PV095WcwlowZSpWatnbZcf/781e4KaXaVvny+QntMgyjTbhHxdgFouPkRIoWnVZfe0IVGvuV4DBH1JixqV6X3uQubl08qyjAiAg/hmG0Cxsqxi7279+vmJ939BIFCxbM6s8nTZfRqUm/5kicOp1ivk2bNi77boZhbIcNFWMXFSpUUMxP76tULrcEcpeKVtMXO1w+YST9/vWLXAFqXgUPEUKhroGgEIZhtAkbKsZucVo5+9ausHkfDWWJvtDlG9i4BnWpVJzGtGvm1EhAlPkgCqIYaytbtqwYq1q1apXTvpdhGPtgQ8U4DFT7tQUUS6zbqZdu/ua50/Tw5jU6uWc7DWhofZFEW4ER/PNb33t78eKFUNY4duyY0AAcPny4076bYRjbYUPFOIxgwfXuNGup3Fxfl0rO9TMnhYjt1dPH/W2U2pXKpxPFbZw7PX1+/46KVtW7HQ2BrNKUKVP89b0MwzgONlSM3VJJcmbsO21TMIUEwsSD/V/0UI0BDarR3auXbNrnqyePaFCTmlQ1dVyqniYePX94X7fu84d31LxQVtq3zryrsn379jZ9J8MwzoMNFWMXqPQrp1XRHPTx7Ru79jVj70lKnEYZiSdn3pA+Vu9rx/IF1Lp4brp8/AiRLATdGjLnL6yYHzVqlE2fZxjGObChYuwiViy9DJHEolGD7NpX1FhxaOz63aJ+FKblF5VKEZnyWVdq48m9OzR3sLFRk6SbzPXcwK+fPylf2Uq6+Z49e1KcOHHo/v37tGDBAjpw4IDL5J4YhtHDyhSMzSBZtmDBgkbLv37+7JD9Q+Vczupp4ylO4mSUrVAxCuPlZfJzHcsWNBLCreLdVpQSkfj7f3HEV48f0tHtm2jVlLG6dVkKFKZi1evS0W0bFYEWSZMm1c2j9MeJEydUDTXDMM6Be1SMzUZKqt8kp2TthtRl0iyHfU/O4qUV8xO7tqZ62VLQ8onq7jipfIecntMWKIwUwDgapjiJk1KNNp1p0anr1GPafJpz6DxVataGvCJGoqVnb4tXNX78+EFZs2al6dOnc++KYVwEGyrGJry9vY2WTd97kpoPGGHUE/IPXSbMorxllEnFYN3MSXThyEGj5R/fKcfHMuTJb9X3wCDlKFqKosTU95DQa1t48hrlLVPR5Od27txJoUKFEuVBfrkoUZlhAitsqBirefToEc2bN0+xbPXVxxQzXgKHfxfGkyJF09eOkjPUuw6N66TUFJzUTRnm3mKg/wIhEI3YefwMWnDiCs0+dE6MnfWft0KoWsi5desWde7c2V/fxTCMedhQMVYxY8YMSpQokWLZikv3LQYo+IdHt26YXHd8xxZ69fSxbj5MOOXYVcQoSoNiLxEiRxUiuiBj3oJC09Cwp3X16lWHfBfDMOqwoWIs0rJlS2rdWlmGo/OEmRQyVGinfm9lb/NisTfOnda9bzVEHxQBDmxc7ZRjQk+r45ipFCGyvsTJoUOHxG/0/v17MYbFMIxjYUPFmKVq1ao0a5YySGLClgOUt7Tx+JGjQVi694ARJtdP6dFepzjRonA2xbpXT/S9LWeQs5gy2AO/UdSoUSlMmDDUt29f+vbtm1O/n2ECE2yoGLMRfuvXr1csQx2pBMlTuuT796xeRnMG6bUAbSFVZqXhcjRZCxenloNGiTpchgwbNowyZcpEjx8711gyTGCBDRVjkuPHlTp7Dbr1o8re6tp8jmbl5DE0s3831XVZCha1+PlDm9fRhzevyZkUrVaH5h65SD2nL6T0uZVVgu/cuSPyr5o2bSrEbhmGCaCGCgP0GTJkoAgRIogpd+7ctGPHDt16+PtR1A4uFS8vL+GGevXqlTsPOVCB4An89hLxkqVw2nd99/Ghr58/0ZWTx4QE0prpE1S3azV0HPWZtURE4ZkLHz+zfxc1y5/J6blOGLPKXqQEDVywmlZefkij1mzXRQaixhVqXRUoUIDWrl3r1ONgGE/GrYYqXrx4NHLkSDp37hydPXuWihQpQhUrVqRr166J9Z06daItW7bQmjVrxID18+fPqUqVKu485EAFVBzkOUKHN69zyve8fPxQJPM2yJGaBjaqLkRlDZmx75TIbSomK7Z4z0CsNk/p8kaf+/HNh1xFiJAhKVn6TNR+1GTFchjLbdu2uew4GMbTcKuEUvny5Y18++hlnTx5Uhgx5OwsX75cGDAAvbXUqVOL9bly5XLTUXs2kAxatmwZ7dmzR9RokvPl4weTn8PD+PWzJxQjbnwKGkRflNAa1s6YaFELEPuV+PH9G3UsW4jePH+qW1aseh2KnSiJCFuXSJA8FYX1ikCuBL/RkGZ1FMsiRYrEauwM4wlaf2i9o+f09etX4QJEL+v3799UrFgx3TZQAUiQIIHQWjNlqH7+/Ckmic//68/hQaoVyRscBwIVtHI84MGDB9S1a1fR8pf08Aylkq6cOEJ1MyejYCFCUMiQoejPn98UPlJkYTg+ysaDClSoSlXr1KMoSVJT6HDhLH73v79/VWWZAErGT9t1TKGEPq69N717+VzxmSa9B1O9rCl0y8J6hadxG/fYrKBuFdinNOkW+dLGOdNo+aRRiuPq2LEj9e/fn8KHD6+p6x2Q7k1HwuenLaw9TrcbqitXrgjDhPEojENt2LCB0qRJQxcvXqSQIUOK1qicmDFj0suXL03ub8SIETRokLGK95s3bzST44KL8+nTJ5O6ee5gzJgx9OzZMxGtZjtRiRLoezzfnj+iExtXiZpVzfoNEz0iOTjvXz++U6gwYf22f/FY6OdJZC1UTCT7JkmTngpXqUlBfn0jwkREj+/cpGA/fHTbhw4bjloOHk1X9mxR7KPT+OkU9JtjRHJV+fEVA1S62TuXztGto3sVx4ACjDlz5qTv37+LKSCgxXvTkfD5aYsvX74EDEOVMmVKYZTw42LAuWHDhmI8yl569eqlkLRBjyp+/PgUPXp0EbChlZsJg/A4Ji3cTD4+PrRo0SIxHoWeSOl6TShf2YoUN3EyWj9nCp3ctY2++fjQd58v9P2rD/35/dvs/qRzQs2qlhVLUo5ipej03p2q26L3hd6znJ6L9erlhvRp0Yh+fP2qkHDCb7l7+za6INtPqGh647hj2UJaO3OiGEOCi7BSs7YU3D+KGlJvKlxE0esf1LgG3bqo/+4QIUKIsP5SpUpRQENr96aj4fPTFqhGECAMFXpNyZIlE+/RGj1z5gxNmjSJatasKR6cHz9+VPSqEPVnrsQChEIxGYKLpqULh5tJK8eEhoHU28xTpiLVaq8PC6/aooOY5Pz+9ZNGtW1KFw7v1y0L4xWe5h6+QE3zZRS9Jcn9gOnk7u0mv/vgxjWKeRhKeU9F+b2/6JusBVa7Yw8K8v/vV6V5Ozp3cK9uXfW0CYRR2rtmOf375+fKBCsmjaENc6bTguNXKKSVfxJVcIxBgtC0Pp3pxvkzusWJEyem69evW/0H1CJaujedAZ+fdrD2GDV3JniwYYwJRgst03379ikEQJFECVch4zjkKQGoyWSJECFDUbwkyRXLIkSKTKHDhqVl5+9Qg2597ToOjEdBS88UP77pe1KgXAO9knuqLNkV62Ccdq9aojBS8v2snDKGHIE8oENSVQ/IRophtIhbDRXcdIcPH6aHDx+KsSrMHzx4kOrWrUsRI0YUyZJw46GyKtxDjRs3FkaKI/4c2zDYvn27rhJuupzKxFVT1GirVAyX128q30ipbC43cOgBJc+QWdSCQstPYuaBM7TqyiOzvZyxHZor92fQcy5UsbrJz0KbL3MBv+hRsGn+TBrT3pt++FPq6KasN4X7N0UK5+WaMUxgxa2uv9evX1ODBg1ESDQME5J/d+3aRcWLFxfrJ0yYILqGSPRFL6tkyZKiYB3jOFasWCHKd4C02XNRGCui9CQXHa6NFLXz4vFD+ubzmUKH9RLh6Ya1qbD9krO3FMtqtutq07G+lqmlAxRAlNNu1CQqVqMO9a1bWbG8dofuVK1VR/r18wf1rl2BHly/KsaYTu7eRqf27qBk6TJS2QbNKH855ecsUTtTEsV8lixZbPo8w7iTN2/eUJcuXYSXasCAAVS4sGVvirsI4ovBBA8GwRQwggjW0FIwBYx0jBgx3OpHxrgUQv4lQzVgwSrKkNu6goO4baqljqu6Ll32XDRg6mxqXKIA+Xz6SOEiRqTJ249QJINaTrZyfMdmGteppW4e6hRqfP7wjqb37Uqf3r6lnjMWUsQoenWNLx/e05ReHRXjWYIgQWjNtSfWXQ9fXxGp2LBYXkV4rTSQHZDRyr3pLDzt/B4+fEj379+n/Pnzi6ESS+eHcf9y5cqJPEk5SJ+A1yp5cqVLXyvP54B/pRi7mTZtms5IZc5f2GojJWGqzMf1c6dpdNumlChlarHND5+vJiWRbCFXyXKK+e+y6D/DGlIoQz9i1RaFkQLhI0ehHlPnG3/IxtyTIEGVBuno0aMB3kgxAYs7d+5Q+vTpqWjRouIV6SDm2Lp1qzBEhkZKChOH27py5cqalPtiQxVIefLkiVACAXjA1uvax6bP4zMtBo82u831s6eEu+3v3z+0c9kCGtaiPjmSH199HBIAAaDP9+7FM6v3ESZceMX8zZs37ToWhrGVM2fOCCEEGBaklkiBZjBCUO9B1KlhowvbQwnIUNEfOpVyNm7cSPXq1dNcmRq3h6czrge5P+j+f/jgJ4lUsEI1SpQyjc37KVSxmjBYN8+dppgJElKqzNlpZOtGQlxWjfOH9BGc9mDoyoioUmLDGmLGT0gpM2ejWxfO6pZ9evdWiOHGTZKMxm3cK3KuzHFqjz5SEsSO7VcFmGGcxZ8/f4R6DNJ3TNG8eXMRMQ03XqFChUReKlKA5NHToEy9JqJxirHkQU1q0uXjR3Tr5Mo+WoENVSADY0tz586ly5cvi/lYCRJRgx797d5fwQpVxSQxc/8ZUaLjx6snJnOhLBkBa/n57RuF8VKWoLcGGNchSzdQjbR6NQ2JZ/fvUqNcaWnukQtG5e0lHt++SQc2rFIsk0t9MYwzaN26Nc2ZM0exLF7S5JSvbCXxnzNk//79YjJk/vErOpf41kVzFEZKAuNGEATXStI6u/4CUWsMN3m6dOkUZeUhP2Q4juMfkEvVqEd/ajl4jAhOqNm2i2J91ypKV4N/mDOkt92fRcQggjGyFfaLMDXMs4JuYPU08cTvZkiXysrPoJQHWq0M4ywuXbqkMFK5SpSl+ccu06Rth0REa6dx06l4jXoW9zNo0VrF//3+9Suq2+G+X7JkCWkFNlSBALSqEDoNtwD813JNvXQ58zr1uw1zqp7evW33vtbNVJbPOLTJ/4O+KHq49Oxt8WoI/Pw10yXQlbuXJjnonSK/j2GcxY0bNxSVJpCD2G3yHF3dM3gI0KtCoxONQ9zLE7bspziJkijc5e1GTaZ0OfMo9p0pXyGzxlErsOvPg8GN1r17d6NyHamz5qDiNetTnlLlnR6pBtcc/lirp433137gjjNXZsRecP44RgwqD16ynrYtnkun9piWfDIE8l5QmzfM6WIYRwAB7gIFCtDbt2/FfKRo0alk7YYWPwflmCk7jwpX/5tnTylU2LCqnhPoecpBLuGRrRvEe9QFROh7kiTKfEF3wD0qD+X27dsigU9upJKmzUDDlm+kocs2inElR40VWSJn8dL++jwMgSkjNW9YP3IUSHjuPmUuzT50joJZKVpbrVo1ihMnjvi9Z86cKX5vD09NZJzE3r17RfWHY8eOCeGDRo0aiSCdt/8bKYAK0jBWtjTEYsSLb9K9nzRdBvLuP1w01HrPXEwdxkxV9MImTjRfK85VcI/KA4HLCg9QKaovaqzYVKtdNypUuYZbkhzjJE6qmL979ZJQg7BHpsiQ7UvmUdM+Q8iRRI0ZmxadvE73b1ylZ/fu0JkDu81GLCLBElUA5CAMGKr9DGMJ1IBr06aNLqfRFLU79qBosdWT7P1DqTqNxASQ7ygPbVcbo3UH3KPyQBCaCu1EEC9ZCpq49SAVqVrLbZn4SPpNnS2nbr5HtdKiXIg1IKm3f/0qimUFK1ZTzL+1If/JWuAORA+rRK361GfWEhF4seDEFdErhesUkkupDYRw5aDAJ1IAAkodKsY9wChUrFjRopGKFicuVWqqD4JyBvBOGEYPYuhAC3CPygNB0p5E+YbefqUz3EzRqrXpxtlTunlE1fWetZiyFjQf1v3i4T2jZYZBFC0KZzcpp+RIoHgxet1Ov1pUPh8pfbFytHr6BFo1ZazJlnLYsH7FIdkdyKjRrVs3XUVteSWAGPESUOgwYSlosKAUOXpMKly5hqgu4CxuXzwnvBOGKRcoZNusWTMhseROWOvPw/TGsG+4oSCnAv/03CMXbfJpO4T/H+TkFUlRW2rJuGGiXLscJBwuPX/H5O8gIu/SJxTl6s0RJWZsmnNIWYDRVef33ceHOlYoTEGDBqPYCRPTpWPqhT9nzJghIi+1rDHnaVp4Wj4/RONC/kiizfAJVKRKTaf89yzRo3oZunvlosn1pUuXFsnD+P2Q4gLJJlc+n7lH5UHAn9y+fXud5hfUF1xupMxQv0sfUZ1353J9KPjPH99FvpKpHhEeJvOOXqSdyxfRjqXz6fOH96rbvX/1gtwF3ISz9uvH0b75fKH62ZRjVqBVq1ZCCLhjx44uPkJGS3z9+lWUK5Lc8xLoNbkDX19fevHogcWadYq6dVmyiOoWiEh0BZ7XZAqkQJsLrR602qUHvLxSr1ZAhFGDbsaReh3LFaYz+3fT2hmTRLkQiZvnzlDj3OlFeHvocOFo3rHLIjwXYbSdxvudq4S5FqErgasVhnfM+l1G6zp16kRr1qzRzCA14zqeP39OderUIS8vLyMjhZxGd4kaBwkShNqNnGQkM9ZxzFSKYCJa8Pz581SwYEFhcF0xDsuuPw9xP3h7e4vkU4DQaihD+NuN4ET3g7kyIfIcj2cP7hr9qdbe0AdPyBNwEbSx4tJ9cjo2ulcwBtEsX0ZFbzBmzJhiAD2UQfFHd6Ml15gaT58+pZo1a1LevHmF7h2OMyCcH+SI8B999eqV0br0ufKJBhx0Jv2Nr32uP/Dn92/au2aZ+BzGlJG+8vP7N7p37QodWL+SLh47TN++fDaqtA3tQXhy7IFdfwEIlIhAFWOEk5cpU8Zm3Tgk5UlGKlSYMNR3znJKI4uy0yKvDIogqmFopIC8XWUYOVjZuw1pESQD1+/Wj6b17qRbhgdWokSJhOZi9Ojacc9qFRiYMWPGUM+ePcX88ePHxTxyjWbNmqVpCSu4e6FIjoeyYUXq5gNHUKgwfgE37iZ4iBC6MHUJHBueJdLzBP+/e1cviTEtCVcorWuvyRTI/nwYr0DRs/79+wufL6obo9qmtR1d7GP9+vW6+XINm2veSAG0zOwheAj9AwlBDHJyFtf/ebSG2vgDVAfQs2rZsqV4iCHJEyrXqA3E+KVZoAeNCcZeMlJyFi5cSE2aNCGtV9KVGyncC8sv3hMVqV1lpL58/EB96lYi74JZqX72VFQrQ2JRobpd6fz09P4dq/eDa+EVKbJi2ZEjxqK2joZ7VG4CdWSqV68uelOGDB48mNKkSSNcHBLobR06dIhOnDghakmhVAemCxcuKGrMJEnjmGgcp2ODxzlG3Pj0+pmfGvuf37+Ecf7z6xcNbV5Xsd3amROpy4RZpEXwB8e4FRog62ZNpjXTJohzwTx6BJjkoPFRqVKlQF2MMVu2bFZtt2zZMmGwglupJuJfcP8lS5ZMlMNYtWoV5cuXT+HmXbp0KZ08eVKU2UAE7ujRyrpt6XLlE9GuzuT3r1+0Z81yOr1vh3iPkja+KoVBnz+4RwMb1aC5hy9YtV/cr8e2bTJqUDgbNlRuAAZm6NChwn0hUdm7rXgYH9u+SfeggqHCOMa4ceOEa8/SoCVEKDPmcU0Ujn/5aqbX0H70FJrcvZ14n7tkOcpbpiKN7eCtW48oQTVK1Va6LbQIDE+1lh0ob+kKtHnBLNq/bqUwWIZUqVKFateuLYJj4MMPbJiqtgzXFNTCI0ePoRifRNVaBBO5gnbt2tGDB35RcvCGgBo1agiX/ahRo+jePb/cP0hqqf1HcxZzznH+/vWLdi1fSK+uX6Jd27fQXysDdrwiRLR6DGtsx+Z0Zt8uo4a1s2FD5QZQ6llSMY8QOQp1HDuNMuYtKFxZx3dsFq2W1atX04sXL0QPylyEGAaEM+UvTMWq1RGRQ85MCnQkhirOcjVnqcYVfgc82Ic2t1y+AMK3aXPkpoAC8q1aDBxJRavWoknd24mWrSErVqwQ2oEIa4dbEJVd4SqEy9DTUQt0MJfU7crCldGi+amWy8H/FZM54idPSb1nLKYw4cI59Hie3L1FI1o2pFfPnlDQIEFE4US13hP+S4jme/n4oWL52I17LX7Hu1cvqHnBrEbLs2fPLvKrnA1H/bkB5B5ggBVd5r5zlyt6QTP7d6c9q5cafQZBEoUq1aCMeQtQguSpREROsOAhRHE/1IDSFFZGHn18+4Z2r1xMq6aO0y2bffAsRY2lLKVhWFrDkFFrdlCy9NZrB7ozskoNtHxvXjhLUWPGoohRotHyiSNFrpmpXgVcS3XrKt2enhj1B/c3SlyAmu26isaIvPdQK0MixXFb4yZ1xPkhACZjxoxm5Y7ePn9mVFG3fre+IjLVXq6ePk7jO7UU1ahL1W0sjNHBDatFLqIEzgmG6vKVq5QhbwFKlj6TcInGTpRENALbFM9DH97oIw+XnL1JYb3MPxcxhtWhTEHFMoynQ58Q+/aPe9ra5zMbKheDFjJcFLiZXn/2EWXP5RcaZdwndG1DFw77VeaMEiMWFa1Wm8rUbyIkfAIEdjzIpd6TGpYMFXqkyKsKqIbKVFTkuA7N6d41v0rMchImTCjGQGLFimXTgD7yt3LkyGF27Ecrhgr/k5IlS+rml5y9pZAC61mjLN25rB9XsSX4yL/nV7VqVUUAU93OvWjTvBniv4r7sHTdxhQydGiRjoCaUY76Hata+B8AKKW36z2QEmfPR2FUZI8M9zHn0HmKEtP8fTS8RQM6d0jf65o+fbro5TsCDk/XIAiGkBdAK169rtHDOVyEiNR39lL68e0b+Xz6IHoXgWFA3dw5Ljp1ndqUyEM+nz5SlebtxINB/oeb2LWNaw2VC4gZLwENW7GJjm7bRB/fvqa7Vy7Ryd3bxDqMW8LVhQjRVKlSUZQoUcSffdq0aWJ8BKoBkLiBRhtcx6dPnxbuZgkknL57907TId1yIwWPg6FepdxIlSjhuKrR1hA3rjL/b9n4EeIV9+eti2epbIOmIpcR42iO4qIJWS45dTr2pIpNWlLwn19xkVW3QUXgDmX1vSPvQllpnSwvUQ25kcI95igjZQvco3IRkDVCfSgkLKKFVbFGLareY7BmcigCWo+jbtbkQo5JImWmrMKN6hIBXhecnyEoGd6tiv7h7QgQuYZUCEStIadLSz0qecOl//yVRkFC8oZK4sSJRS6hNTji/PAsQcFMU8BF326k4+o4Pbh+lbpWKWHyu+p07K53l1txbxr2qpDyseqKctzq5vnTtG3JPPKKGFm45yWGDBlCffv2JUfBrj8NGSpoZCGCC8cA0ufMS/0mTqdgkaK57EHnUlzwIMcDRy36D2G2kWPEJE8zVODoto10dPsmenD9Cr19YTqwAA9gU+NbpliyZIlIStWioRq3cQ8lSpVWsb5p/kz08c1r3fzy5cvFf8wSjjq/O3fuUIoUKVTXhQ4bTngBHBHYdGrvThrTrqnCtdl84EgqWauBTffmu5fP6d3LFxQzQSJqksc4haVMvaZ08egBev7QssF35LPU2uczJ/y6oOQG6s1IRgoyKUj0s7aCLKMOHjKoRmpIswKZyVPJV7YS9Zy2gGYdOEuLT98Q1ZpL1TGOuFp67jY16jnQaPmQJetFLS1T5SZcoTBgDYZRrtHj6Bskp/bsoBl9u1KKDMrrDGUXV5I8eXJhPKRJntALiSGkHfiXu5cv0Nj2zXRGCr2bKTuOmDZSJji2YzM1L5SNetUqr2qkwPal86wyUsBZgTzm4KelEzl16pQYeJVatyjJ3m7EJL/wVLR6GH9RoHwVylG0FNXN4gCNtAAGxjJTZckhpmyFS9L84f0ofMRINGTZRqHiUL5Rc1EaZfEYffXjqb070fQ9J8T456Nb1+nOlYu0YHh/sQ4h7/Pnz6fWrZ1bnM9aXTw5DXKktviZPHnU0x1chZRXJeFlxjVoDcd3bRXBNBKJU6elblPmibFLW3h6746IFLQH9Bhv375ttHzr1q1i/FOSbXMF7PpzIlBKRi6MZKS6TJwtHiLuch25DBeeX/dqpYX2mJz5xy6LaCunEYCun+F4hGEukuF6uMWgruBO1x96d2PHqhejVAPFKZFzaM3/21muzZUrVypcjxBOlrsv4bI9snk9hQoblnIVL025SpYz+/2G12W+tff0//fm+QsXaJhK/mGQoEFFSouhhFmmTJnEmCXGKxHIgt8yTpw49OzZM4oXz9jFniRJEl1is3/gqD838/HjR10IK7rsCKEWRopxKIZGCjTJm0FoqX1485o2zJ5Cl48foeYDR1Hm/IUosAH9w1N7tiuixzLl1Ud9YRwFigMSCHmH8gIUFtyl7G5rUT64LGF40Cs0F+TgLGD8DCvgIudp1/JFdOPcKZHviDEiCajPwGAUrlRD9Iwf37lJb549oRChQtGrJ4/EMkMiWmGkrpw8KnrQcaJGpuMq0mzYB0rPGCbuQsrNVLIyIhyhoNO0aVNdThtAtKkr4R6Vkzh48KCI8gMlajUQKgQBsUVuFy46vzcvnlHLwtmt3j5hytQ0ePE68oroz4dZALp+Xz68p0a50ymWVWjcUiSfiqKUQ/vS9qXzjRJGkYwOxQEIwcIFhMcElP2RqN6nTx+bFf5tAd+VNGlShTutfKMWok4Zrh3CsDHGO7pdUzq9d6fis5cuXaKrV68KPUy43dFLUOtRQbF+7969NHHiRDp79qyIehw/frxOEslc0UMYRknxHir41apVU9XsdBRDl22g1FnNC03vWrmYZg/sqbh+8oAaBGCEDedFE7u1VXwOWoQwREhxsASUUSDrFjlyZFGd2BHSXhz152ZDBX8/WiGgad+hIjM9ID7o7MJF52dNAqQp+SIYOQjbIv8K2oI2uYEC2PVT+52KVK1NbYaNE0bh+tlT1L9+FbFc7UHXvHlzmj17tuLz0J/s3FmvFOEMPUx5nteIlVsoRaasRlGQE7pYHlOLGjWqSA9Bb0syVBCKhbqCHLjqECSBBmbatGnp4cOHwniht4QeG3qY2A9co0iahpFCMcRfv4y1Gs2Nqx7eok8WNgUMccUmrahWh+4WPTFHtm4QuYSmrl/tDj3o7ME9dOfSecXnoDoPPcIQbpRdY0PlZkM1fPhw0fKUcnxQjVYXvRTAHnSeZqjUqNy8HdXr3Mu6jQPY9bt/7TJ1q1rKaPnCk9covKxkAx4FNdLGV22RG4KHNnoXiNDDA94ZycOVK1cWUbOqjb3/jxfurlFtGosAEUvggY/xFkgzQTvR1hB+W4Hqf/xkKal84xYUL0kyXdoEerk7VywSqiN4JuD5ECdxUnr/6qUox4HPJUqdlsKFN/28+vfvn7hWho9vGKoGrdrR4hlTzJ4fKk3DCLsbNlRuNlRQc5ZnzKOFVK6hN5Vt0Iw+vH5JIX/9oOgp01MYExnkARoXPcgb5kwj1AB0BAlCDbv3p0WjBtm1vwQpUtGEzX7SVZ5kqMDamZNoxcRRRssXnb6hUM9GpOCWKaNo6ezpNj/Iy5UrRxkyZBCvKFFuSsrJ2kKR8qCKbIWLk1eESJSrZFnKXsQ4+fX4zi00a0APYbDU1Ogl1HoccK3dOHeaVk4eY7XiuFyDM3uRkkKL8N6Vi/Tp/TtxrLES6HUIHc2Xjx+oUS5lXplEp7HTKF/BQlQ9Z3rV6xcmTBjh6kPwhBZgQ+VmQ4WfFaU80LOCX1/tz3Lj9h1RMj53ybLkUbjoQY58Fe8CWShosGDUcvBoun7mpGK8RSJVluw0bPkmUVb7/KH9dPbAHjq8db14KNui0B0QDRWEf4d616EHN66prodbqFqrDkbn9vVfENq+bIEY6EdjIFPeQlSkai1qX6YAfX7/zuL3JkiQQIjnSmM+cKOVLVtWVA3A2BfqR1n6/5hyxw5fsZlSZrZcqwrVCNqXLUjvX70w+u+9//6TMucvQuUaNKPwkf3GZ37/+kk7ly8Shi5y9JhC+DbK/0LBED1+dv8ufXz3lhIkS0Hfv32jqLFiuzRA6s+fPzSkWW26evKY6vrBS9ZT2mw56eyW1TSqZxcjQ9WrVy/xPNISbKg0okwBf/jkyZNp5MiRwrdt2KoLHc5LZLG7W6naobj4QQ73z0i4f2SSShJ1O/WiCtA/M+GH3zh3Gi0ZO0w3jxZ7t0lzPMJQwTDXyWwmxyxIEBqxcjOlyJjV6nODkR/RqqFD/pcIK4e4LhpyiPTbtGkTtW3b1qoxn2ix49D0vafo8e0b4toXKFdFaEAaIj3eqqX20+fD/6xw8eLUeuJ8TV87NdqXKSCMpSEjV2+j5P8nQENRfVTDyroeY7hw4Shv3ryigjhetQaHp2sEDMKiZwV3CAIsoPUXP358UZkXIJ8BiunysQLGMvgTjuvYnE7u1odey+k4ZirlL+8XIGCOSs3aKAzVyV3bRH0fjC0EdF48UiahgmDBglPcJEkpepz41KTPYJtdVHBrTdx6kDqWKyTCnWu07ULxk6agHcsXCiOH8GroElrCv41GSEhhjEZi/ewpYhq0aK2i1pma2LGhHFNA4NyhvapGyjBfC2HxchDsoYWqEf6FDZWLyJUrl5ikhywibqQSzh7Vm3IRvWuVVyhoA5RWQAHJ2h172CROCymmSbKw3ecPH3iEoYqX1FiL7u/fPxQ2fATqPUsvNGor8ZOlMHKRyotWfv3ymab07GBUCdYVDGhYzejYqssMGnCJcLED+ffvnyi1oeYCNTTEXgYh4+ixeIKh4iekm/jw4YN4xY3mkQrqTvLR96xZTkT7GRoplKyfuvOoiA6z5UGEh4DcSAH0qDwBuDuhaGDI49s3nfq9iFaDJuGoNdupTP2movJ0hcYtaPXVx6Kn62zkhQRxr0hjkWjIgNylylFAYlCTmop5BGStuvJIdZwucSplzpxW9Bv9C/eo3MDPnz/F2BVAAmNAKR/vTg5tWkeTe7RTDZRoN3KS3VFWEP40BDWvPAU1RQMECbgCVJfFJAfuWExQbDi8ZQOVrFVfuOI+f3gnFFzgXdixfAHNHeyX2mEPi0YNpuYDRtCKSaMVy3/9+EFVW3WgUKEd1zBEcAUSbROmSEXV23R2uHfk/rUrRsET9bv2sfqZgSAWUyrvAQk2VG4A+QtSYEW6nNob4NQak3u0p0Ob9IX/JLwHjBBK0v4pLLlx3gzFfL95KzzeFTto0Rp3H4JQWpCrLUjVq/esWmrSSGHQHeU14M5C2DqSVdXYtWKRmNT49f2HUWLxpSMHyDdIEFF+J3RY64wYxsNwrK+fPRHzkKlaPU2Zl5Q0XUYavXYH+YduVZU1yAzHpCxx5MgRlxeWdAZsqNwAkg3lg/mMaZaOG64wUghFb9xzIJWu18QhlY/lOnhAroPnKSTPmEWhStC7dgXKmLcg1enUk5Kly0hacu3OHNDd5PrHjx+L8RbkYc2YMUNMEseOHROCqpbYtngOlSxbjga0ay7qMxkCD4c8N69Gm84iR8qwx7Z5gbqRNNShPL5jM+UpXYFsBZp9hoFCwUOEtPmel4K2AjpsqNwApFwgoKk2+Mn4sWD4ANq6WBkmDnfHzH2nHVYYEUoAcpxecNFNDFu2kSZ2a0PHd+jLZ1w6dkhMEEyde/g8RYji16NxJ5KMkxrz5s0zGxSA0OtHjx5RwoQJLX7PotGD6cPrV6rrFAnkRKKXhAnlZMo2bEYPb163ykhJpM9tXjvQlJHaZNDTB6PWbCNLLJ0wQjFfoYLtRlKLeLaPQ6PI1aHh3/71U+mOCOzsX7/SyEiBhSevO8yYIL/Gu2AWxbLZB/2iMD0NqKJ0GjeD8pQub7Tu75/f1DhPetXehat5aCIpWVJ6+f5dHyRhKskYwTEwao7m9L6dNKBBNV39LkPiJ09JuUooE/dDhwtHIULapkD/5N4dVSNl7djiprnTde9RsBV1ozwBNlRuADpbUuvw0vHDIvQUuSdHtqyn2YN60cFNa400vAIT03p3NupJjdu016/gpIPoUb2MYh55bJ48NrV3zXJFj8qQtqXcP1barL8+n02t3hMShCVPhCngGkPqB/4/MFqQbMI4lBrR4sQVag7Lzt+lDHls7/mAOImS0PS9J2nilgPUbbKycYUEdBT1rJHWumKHaCx0LKvuek6RMatRYArkovD8MOwFSkBr1FPuaXb9uQFI6nft2lVUAPbx8RHKCt2q6AdNMRAcMlQoylPKuAUcGHpTchacuKIbaHe0UKsc/w56a5lrZ07SLDNjP1JEnLspUqUWzRrQ06xWX+zYsUXBPhTuswSMVrRo6nWcMubOT33n+RU1BQPmrzLa5sKRg0J+Sm2/ZRt4U70uvSmETIzXVOMSuWsjWjakdqMnK3QVDe97wwYaQHBHo56DKG+ZCorxqcd3blGn8n5lhMDKyw9o+xKlfJhhjayAjGeY2wAIRCFRnM4Uty54phvKEsGDK8NuHWWk4Dapnz2VyKvBZPhQMazT4ymgl25u7EcCgslaYMWl+0bLUJFWDmpVoacEZfWLFy/a9T3PHhl/jyEotInk4bEbdgtdv0jRolPbERNF5F3jXgMVRgrAkMQwUSoeZTYa5kgtSswbcmb/blUjVbxGPYoRLyHN7N+N6mdLKe5byFftXbNMYaTA7pVLxNiWBKSoUGvKU2CtPzcgL4d9/vx54dZ49+6dKPomRekgbF0LYcR24U8tPHn5jiVnb6km8KIqLVSkEQRgjTAoXDCWSkGMWrvDuig42fl9//ZVJGxr0cVialDeEFSfRl0ud+sYoiJzs/zGqt7oVQ9sVJMe3bqu+jkIrUJw1RxSb0TS2Xz29j1N2XHE6mPDY9KaiLvbl87TmukTKEqMWFSjTSdqXkiZlAsXo2HvDdvIKwAjui99rrx04cgBspWg/58fNBS1eE8awlp/AQQUYMME1q5dK8pCA7TgAivyEOHGudPR8ov3dcYID4wXD+9T33qV6dO7tyJJdOyGXfpaXyqc2rPDqnpFCCeGoULvCwEIpv7oiBZcObw3Hdi7RzQ6vCJFFqoYWtFrPHdwLw1vqZTcCR4yJI1avZ0SpUpDWgOVe+9fvyqCFdR4cP2q6NVUT6N+jXv37m3RUBmChGBbsDYsPEXGLNRn1hLdfNeJs2lsx+a6+cvHjxgZvVD/K2ZIDFq0mvrUqUT2MsqMpyagon2TG4iQtyiObfcrSxEYqdaqo6LnBPFRyWUHFex2pfMLIwV8Pn2ghSPN158a37mlVd87b2g/apovE9XKkEg8FKuliUcXjx1S7qtTS2pRJDt9/vBet8zn4wca28H9rrOHt66L38jQSIFFJ69r0kihMm39bKlMGqnsRUtShjwFRKMBLjdT4MEPd6ApDKvYxktsRlXegaTOZlxCvmFOpSjukGV+xSElDI1Uy0GjqUmfIQrjliRtekqSNoPRvm/evEmpU6cmT8OthmrEiBGUPXt2XannSpUq0a1bSp21QoUKiQskn1q2tO7BE9DImTOnCLGVHtArp/gVjQtslG/UXBQxtJaTu83nl+C3tAaEan986ydtJZVMGNK0tnBJ3b16SRiBYzs2q3726qnjCrVyBMgsnzhSJLHKQQ8Mvbul44aJEuKOqjKLY+tSsZjqOiT2Wqu44Cq2LZknjhm/gRpZChYV40PQDJQe0PvWraACFarqpLMMMVdryTDyr3nhbEJDD65R6EaiYCKu3+AmtUQP/OXjh0I9BmHp+9evoi0LZ4vik5jH/YTt0etHasm7Vy+EsvmZ/bvEdZenm2Bcq8UgpZTT18/KKL2IZnLYMuUrRMVr1qOy9ZsKQ43fBNOYdbsoQ259gnPRokVFTw3jd56IW11/hw4dojZt2ghjhT80uvCQ+0BxNdRRkfD29qbBgwfr5hGm6onAV7t48WJhnMHm+TNFWerSdRtTYGPcxr1i4BhJqdZUXcU2cNepASkbuPXsRW3cBCBHRi6A2rakcYj3upmTxYMFkjvLxo9Q7VGsuf7UX+MJpspqZCtUnHpMX6C5sQq4VucP62d2G8PaYjfPn6EZfbsq5g158sRPzkiNBg0aiP+WHLjhMBmCkG9HAMNy++I5WjtjgtG671+/UJhwfmOvqCxsin5zl5tch6rEEocPHxbKHfHimXaBB2Tcegfv3LmTGjVqRGnTpqWMGTOKqp/4saXyF3LDFCtWLN2klaAIZ1CwYEHR05RLCFnbI9ASN8+dFlF2TfJmEC1XSRPNWvBwha8fituTdxwWYyzm+PPH9G/UYfQUcjQoeT9lp3WD8Qj6UDNSEnBtQnzUsPdlLWjQyIE8Eoxjr5mLNGekrp89KVyrhiRKqXRLohchZ/cq/biPKSZOnGhy3YIFC0TDGDlW6dKlM3IFOgO4qSFXpZZMHSyY3/d//+pDa2cYHzd6kZO3Kd3OhkjFEqUeY5cuXchT0VQwBSI/pDwjOcuWLRNlrWGkypcvT/369TPZq4IyOSZ5VAmAi8VRbhb/guOQEhLV6N69O505c0aE3/768V1EOyVV8UdrCZ/Pn2hEy/r0989fajdyIm2aP0McO8rFQ/25X70qNGu/vgVoCx3L+vUwTT10EXgSKlRov4g1FdCbUfsskjURTnzx6EGbjqd5/+EUO2FiGtuvh1WGoF2pfBa361G9tHidc/gCRVJRPDcHxjOl/aPWVH+0wu0N5sXnpMkJjG3fXPFb4Nph/CV74RLULH9moaIOkPcVLkJEOrlrq3CVwr1r7jccMGAAxYkTx+x/HFqAefLkEWNZEyZMEPqAS5YsEfmMKGgqCUVLILxbMmpoTM+ePdtkrw09mbhx44p9mSNN1hzUYcw0kSeJ37hpvoyK85q07RAd2ryOshQsQnGTJDN7Hep26kkPrl2mG//3LpFfZunZojWsPc7gWjrgjh07Cs0u3BwSderUEfpduAkvX75MPXr0EONY69evV90PeiODBhkPruPmRMlrrZwrjDJuKFN/vlKlSun+FO/uXKekCa3LbncXa0YNoPDBgxIFD0pLB3WnZMn8Bqvl2Q+vb10Rrkxb+Pfvrwi3VSNS9JgUPmIkqtKinV9ItQondm2lr88e6vaByDz0cCTa9hssova+fvpIl04coaMq40YlazcU63/++EFRY8YS4wb04yslTZiQ/pg4NnvZNXuikQiqJbJlzy7G00BwSPaY+C2s5sdXp4Wmp0iaGFWTxPtQYcJQqyFjKXTYcERfP1HvcZNp7fQJuntmz9zJus/J74EOHTqIMRlDpNI51v73smTJIiZpuaXGBHpjUi059HhgGKDbmThxYt1nsZ/atWuryj3V69yb4iX7v+TG/9cog+xZFy5CJIoTLQrVbvJ/YI6F6xiSiHLkykNhg/hd+0SJEonfwNKzRUt8+fIlYOVRtWrVinbs2EFHjx4162fdv3+/uEnv3r2rOnCo1qNC6XfcXFpxGUrSLlCBNnUzXblyRfcnQgj2xC37VWsLaQV5FVWcE44dOWLyhz5qRiF3BSoIH968opjxLQuIHt68nqb06qCbx8NtwfErVmmo3bp4lvrWrayozTRi1VZqXcyv0rI02D1522EK46VPKv3y4T3tXrOUshUsTglTqkRQ/Z9r9OnXX2pZNIfCNVu9dUdaM920CwqsuebXAEGQxqb5M4Witxqdxk23Sp3Eu1BW+vjmtdH+7cJCHhWux9yhfcTYHAJeytVvRt+/+VCJmg0sPhhXTh1L62ZMMnuchtV41TAlieSo/55/wOM0pIqbGvJHI1YqJaxaF89Fb57rIxnHrN9l5AK1NC5bK6Of0QdDhw6lbt26OfX8HA2ez5EjRw4YeVTIot66dasYELQ0GIjIOGDKUIUKFUpMhuCiaenCoUVm7pgwZlezZk1asWKFcIdsnD9DjItIg9FP790WLVG4oPDQ+O7jQ6+fPhZjACijjqqqrgJjK4a9EMn9IF/+/OF9qp4WwqF+Lha43absPErBTQRBgDUzJij28f3rV/rx/TuFgKvP0nH9Vh7XhC0HRI8qU/7CdP7QPrHs/etXdP38acpaUN9CDx8lKlVtoTeOqgQJIgzfikt+kX4i4CNIEJHvlSJTNlo9dRzdumisLrL49A2dAYDAbqOeAyh5xswi7N2QcZ1a0p3LF4VBgOjpxSMHqVTdRkYyPO1HTaGBjfzy70CfepWFYrrd4PikybAasqx4JcbVJvf0+53mDO5Dq64+Nn8tp+mDCkQSt8H+URzTkivowYMH/v4fW/rv+Re1cyhUuYbifNfOmESvnioNNQpI2sLC0YN134XfHc9RnJOzz8+RWHuMbjVUeJi1a9eONmzYQAcPHhRdaEtIkinQ/PJ0Ro4cSatWrRI3IwbMDQfNraHHtPmiRIEz2bZ4rtXbSkYKwLAuGN6PvPubDjTIXao8rZupb4WDaX06i7BlS6TJnkvI72DAWorAg2FAkIZc/QKBDqhDZSpq0Brkn4VrULgHZfc5otjkvTY5eUtXoE9v39CqqeOMBEYNS0qsmDSKGnTvTxWb6A0bVAwwsI4waymQ5dHtm6LqLFgydhidPbCbarbtYldtJImh3nXNrh/WvC71mb1MPDTRW9y3drloGDy4eY0uHVUGBnQcp1f5ljh3aK/JfTdt2pT69++vS98ISDTqOVDIIRleRzntbQz4+fXzB21foleJR/Q00nwCytiUrbjV9de6dWtavnw5bdq0SaFLhTDtMGHCCB8w1pcpU4aiRo0qxqigPI5eFyJ4PEFCyVyLAnkhUED2L/3nrRDJgc5STkCwAHpLhjIuiN605o9jKTzbUP4IxROXnLllVW7QjH7dhDYawOC86NH872L6Jxs8r9Ckpa7HahEnygwhT2dUG7+xEHPA/SmvIfXp/TtqkkdfPkZSIz+yZQPdunDW6PO1O/Sgaq30vUbkieHB17z/CAr975c4tz9//9KKiaPo4MY1ivwyeSCEWkRbkaq1af86veCrtdcchlBNNgiK6TFjxnTpf89eMOzg5eUlvAzo2SA4QgRF/B/9ifwsNCrkDSWAKE1b2L5kHs2Thfij8jHGhZ19fo7G2uezW88EFTpxgMgbQg9JmtCLAPD17t27V+RWpUqVSoRfVq1albZsMV2uwJNA5J8jGNy0NjXKlZZm9Osqcm4Q3YTkRfxZaqZPJEQx/YPcSElAO27chj3UbtRkatZvGBWtVlsYFjWXpDk9OvQGDOWPYGAMkyZNIe+hyA0TxrrkoLf6+PZNcjfo/aIFbom9a5X5NacMqsEClHRXM1JSix5GBg+2fvWrUI9qpUUl5frZU9KP79/EeFLNdAlo49xpqkYK0kCo3zVokb76soQlI4V7Qe0hakrbDoFF9orPuppq1arp0gzQB5CMlM+nT9S8YFbqWaMsTeiirOptWL7DErcunFUYKXhepOAlT8Xtrj9zIAjC2p5TQAXRQShND+OLCYnOCMVH9OOrV8oqpPnLV6ZgwYJTsWp1hDQLXFoIC0d48o2zp6lQpeqUs3hp0SKHq0etJhEmOSipMLJ1I5p7+ILDihKOWb+TEsWNK1rlCWTBCK2HjhMKDtCiM1SEMMWrJ49Ul0eOEcuqY7lzWV+CHb9Xy6I5KUbceNRu5GRaOHKgcD9KLBg5QLXcgzuUOeIkTirGrRKnTiskpaCu/f61vhZT1kLFFZ9ZNdV2FZPmhdQjFid2aW2UyygnW+HiInwapMuZRzRE5g6xrudfrmFzqtW+m1XbomGDRgqMFHroVapUoeLFi1Pjxo1dkgdlC0glqVxZH7hjyJKxQ3WKFUe3KdU4+s5eatN3TejSWvce2qBIZ/F0NBFMERBBq2nMmDHCyKCrDx86wkPR80PE3sePH+nXr18i2hA9Q7S0JGFVfBYRjtu2bROVS6VcL4CIHbSQEGZ/4sQJxXdGjBKNGvfSh95j/AVTpaatxSTRa8ZCMUaAB5G8F2GOgY1r0MStB60W35QTLXYcevtC77p49/Kln6FSYc6Q3kbLoNsHXb0YceLR2I27KayXnwsA+SHnD+832r52h+5WuzXqd+mjKOHx5tkTMV07fYKm7jqmUJOwNXTemSC4Y9n5O7r5eMmSKwyVNP4k8fGtUucODZagwYILqaG4iZPS4S3r6fDmdXYfT5I06YXyd5l6TShqLKXbCsopUIo4uk0ZwJEwZRoat3EP/f71UwjLIurTVOQqhGnlpM+dj+p17kMjWjUQ54aeH0SbMbVo0UJsM3DgQOrbt69V6vnO5MaNGyaN1OUTR0TtKMn9rEb4yMq8UXNcO32C3jx/qpufNm2aXf/ZgAYbKn+4LSH5JAGjY45atWoJCRcMNE+aNInWrFljcgwHEZCY5CBKqmBFdeFONSJHj0GrrjyiblVK0KNbNyhk6DBmRW7hP7f3hk+TPQ8d3rxWUZHXFIaGE/V9pvbyE6F99fSxECg1B8Lb0duwlvzlq9DOFYtUJXcMJY9cGSlpKzAQanI/wPAeylGsNHWfoizHnjl/YWo9dKz4HQY2qmG0D/ymzx/cM1ree9YSRUSkKRBKHz9ZCloxSa9rh4q3uKdChgpNKTMry13IQfRgt6r6wqHis5PmiDFFVM5dMm4Y7Vtr7E6EoYIHAkVIXQ0KnkKWCYFg5hjUuKZDv3fLotmKeYShBwa0P9qmUczpiqmBmlPoWaEn0LNnT93ykKFDU+6S5ahAedPF7VDdE4OyaNXaAr4LmnnQHFt+4S61GT6eshYspvOby0mRKaswaPbw5M5Nq6PD2gwbr5iHlp8tzOxvu5ujaR99QTlzZClg+YHsLhDsIBHMoLikYXVeGCQ1kHuWPlc+mmmgENJhzFSavP2wqPvUbuQkqt66E/Wbt4KWnrtjlZGSgIty/vEr1Hn8DJp98KxInbDEswd3jYxUykxZhZGSehtwGY/btFf0pA0x9Do4e6gCvafjx4+LcTNLRkqNjmOmqi7/8PqVSDExx88f3+nMvl26+YcPH1JggXtU/mhRqREpegyKkzCJyHtBBVC0FpHbpEaqzNlo4OJ1wnUB9wh6IpBPkURYUZepepvOVK5BM4eV+sYEVkweI1QAJPAHwITxBltFcKu27EDjOrXQqSOAXz9/UkhZNDYCOF49fqhQGAem1LNNEUIlR84SiHgctWa7+G1jJ0hE3776iGg2Od2nzjPbE3QneECulSURG47pLRqtF2wG6Dmbi/BE7S40XuCqQ+NHarigmrJoMPkjohFK4HnLVDS7zZsXz8TvjzzAXSsWGa0funyT0TIkwmIqXrM+jW7bRNdDRlkLVwEtUkmdwhS4z/atW0m7VyoFcAHc9ujhG1aTlkcA1u/ahyo0aSXeG7q3D2xYrXtfrFgxodgTWNCMMoWzcFR4Otx1GDDFz4Vk3N27d+v+JHCPYCwgXHj1/d88f5o2zJkmFA9A0KBBqGCRYpSnegMKFzGSkQvu7YtnosontOj8k9tjDoyToSjhty/KsQGA3heq1tqK9IfDH6xA4aLUbupC8bBD5N2AhtXo4U31Cq2GofTokQlJm2DBjFyF03YfF2Md/gUNgyk9O9Cx7Ztp4MI1IhfJahwYnm5N5Vj8FnUzJ1OUj1hw4hpFiBxZRG8aGl242qbvOWFfcIwLKvw2zJVW1PBSo3yjFiLXzRxoFB3foY/8teURZm/49rVr1xTSbmqgJ4jaUvifQ8PPcN3w/5UppvXuJEqHWEOC5KmoTqceQmh4dLtmdOH/MVsI8EJKylHnp/Xns92GCjlOUCTGKx7i+GEQIICEPAg4eoqhQs8pQ4YMIiPeFHOPXBRjQlbjxnLfcj6+e0tN8xqL3fads5wy59cnrNpjqOo0bUGVO/cV5weVBiSzmgMD7wgCMazUC3ki6PVBkQIBAuZq97gMB1w/pAQsHT+cnt69TZW921KOoiXp2YN7IvE4QtRo9N3ni+hRS3QqX4QeG7hYS9Ssb1JVHGNCw1eo185y9b2JishI0kaxSbgH0SNSAxJCltzbiAJEXp3ykJ1rqOANMKW4AW9C1Zbt6fP7dyLIBPt8+eQRtSmeW7fNwpPXFD3cr58/iShJBLjYy/v374X0UGAxVHY11xEyXrp0aRFCDdmjYcOGiR/m0qVLNG/ePBGZ4ykgKdmckYIOH/TiAiJQ6YabBZFVX/9XrgcRbIhCkoNeIMLdQdocuRWuHksgOkytZwF3HHKyPA2kBEhsmDNVTGqkyJiVbl9SDxU3NFIZ8hagy8cO63JtUGZiGXrHoZU5Y64EBSLhTZAwZaQmbN5vVbFMQyPlCgwDm2B05h29pPB2yBtYG2brVSaChQhh5IbF+BvGBWu07UIPblylcR39ohitpU6dOqpGypOxy+QiGAACiAitlgswFilShE6eVB+PCahA2skcyF0KyOGhqbNkp+qtOimW3b1qX3KlZKRA3CTJde9RndQUKEuBCLWA/Bs6E1NGSg5+OwQa9Juz3Kingd6su0BCsdxIqTFs+SYxXmaNkTJM/AbQwnQ28BwZelAMXfL4nZHigZ6jPFcxaBDTj1gEm0B0eMa+04ooPuSJoVcEgQN0CFLKVHuAJ9edcmiPCnlCkDYyBL2qt2/fkqeAPChL0X0FK/qVxg7IpMuRRzE/e2BPEY3XrO8wihLTusRaQx7cvErp4iTQiW2iHDdqDMkp26CZqKljz3hYYGXQ4rUUNWZsEaYcNGgwCucVnio0baUbH8X6AQ30aQwb504X20FnEOkN+KwzwRgrIjMhBWUphw/jLmol5a3FkdJKpnj37p2QeJMoVLG6UdANeq+mXNvlGv1fssNCHqI8j3Ly5MkiN3Ps2LG6Bsfw4cNp3bp1ooSIVFUhMGGXoUINlhcvXhiJyF64cEEUD/MU5OVC5KA7//f/UgO2hoxrkcRp0gk/O0RbJU7t2UHffL7QwAX6SCNzDJCpdwPDB2KJmvXEQ2lqzw5iDKbFwJFG41GBBbWKzYlSp6X6XftSqszZRbXihzev0c1zZ0Ru2asnDyl1tlxUW6boAE0+U42OUWt3CEkkeeFIgOsrTyL2L0jy7lShMH37v6ZQqyFjhLaiKZDXh2i9h7eui/sBQR+28Ovnd6PSQKbq0jkKw2KK2YsqQ+kBzscUx3duFXWozGE4loTGPgyVvMfcp08fh+h+BipDheRVFDBE0ip+RAzgoVomEu+QBOcphA6t/keSjJStQpJapk7HnrR9yXyd0ji4cuIondq7g7IVLmEy+39yj/ZCI84QtaCHBMlT0uh1Oymw8+TuLaNlD29coyFNa1Ox6nXFAx8Gx7Cnay3J0ikjziRQbdlRoNe9yyAE25SRKly5BpWp31T0RCC5hMkewoVXljdBHhOePxiQh3K4M4gWLZqRLmWuEmUUy1Jn9Ss9pAZSMmzFWecS6Mao0A2FVBC0+BAVlyZNGipQoIAo8wxJE0/Bkp6Yp0nqLzx1nbIZaMiNbtuUaqSNryoYCneHmpFCgibGnhh11BKuJSC1UzV1XBEp5x8mbj2giBp0JKf27jQyUoYgkR1K9WjMQX3EEZ4HjAshItUQjOk4C8PejuGYIXIeu1ZW/mdOn1YmVFtCnnYAokSxL5jJk7HLUCGAYs6cOSI0HRExEFFFTtGSJUvcrrvlaOAfRkVRDG7iPOVUTxNPhKJ6CgjBbdpvqOo65DYh/BwagpKRVhuon33onGhBM6aBy6vbZH0NL6NAEl9f8i6YRaQP2AuKZy46dV2IF1tSurcVpAtYAlFxkrqEI0HaBFRaDF2AzuTxY71wMRgli1yc2K2NLkFfIls2pVyUoQaiIYbqLBxYZIy/Au2RM4VaUTVq1KDkyfVRXp4GHuCIxqlb11gaSJ4vYY8RRMt0eIsGNKJVQ9q6eK5QWYZBkKadyxeSK4Ewa8MephMum+XPJERkodhuSNoceZw+WO8pwH2E3gYmRL11nmBcFHPuYPNjG9aQIXcBxfzJ3eY1Ka3h2qnjivk5h/QK9QDqJqKCr5PoULagYh4qDdIQhDOA50jO6b07xX/z/rXLisRjbIdqCIaGZuuiOWb3P7K183qEgW6MqnPnzlbvdPx4pZ6bJ/HlyxeH+JCh2zWmUxu6cFQf/n72wB6j7eYM7i0SJWu0sf739y8VGrcQE0reQ7gVShlymuTNIAoNGnLt9HHhxggZ0naZo8AOqvwmTZdR0fAJ44CHfY02nWjVlDG6eXmxRXv5aRDUMHtQT1p+8Z5b87VA+vTphYKEM0AyqrzKAehWtZTZnpeEodq8IZCcUmv4MXYYKkT0yTl//ryQ4ZFi/G/fvi3cfqgb48mouTbRurI1sGLlpNF06bhfcqYlDPXxXAW0CmcdOCNaqnBzGhYaZByHWlCKPMrPP0A1RXLZLho1mIpWre0v91LWgsUVavlQ2aiTKanIifJPuLm1QOKrTmbjcT5nqsGhgGuOHDnMbiMpQgAUg5VyMMPKIvjkILJzQtc2Qp2EcZDr78CBA7qpfPnyVLBgQXr69KkwWJiQb1S4cGEqW7YseTJhwoShRYuMhTRHtmkseknWcGLXNpuMTxNZDSp3gAHl7lPnW9wOEji2hhwzqGx7UDUoBQLHjiBpOn0FWWg7QrGiW5WS9PS+faHqHUZPVk0t6FOnosJtbW0xRVtB3p1aw/Dq1avkLKDvaQk8B+Wl4c31jNH4G9a8vpGRsuZ7AiN2jVGNGzdOFPaTy3jgPdQqsM7TQQh+p05KNQcoj7cunlsoHKu17LDs+tlT4g88vrOx28wU849dtqmwmrPIWayUeDjAPWVI3znLxDpPyClzNdB9G9NeqdyBiMmBC1c7TKutxzTjRsb961dERKe9vRCUCkEpenOh5juWLdAJMTsbyLk5U9sOAWSoQWeOEiVK6N537OhXYw1sW6wPnJH4+f27ohCmvOfGGGPXlYWvFhnUhmAZxnACAxiHg7tTzsc3r0URQLRY5S1LTFjWr551mnUQsZQG2k1VRHUXKJBnSIbc+d1yLJ5Ar1rlxUNLInmGzLTkzE1RN8pR4AFev5tx2siz+3eNQqNtIWqs2DRo0VoqXqOeSVdiqLCuUR1BHucPg7pcjqZly5bCi2QodCA9E+WG0vD3QIkZOcFDBDdKhYGot2HeFuMPQ4Wyy8hdQFY4LhwmyHugHHuVKqYLAHoaiHREi/Ty5csij8xWqldXqjlIIrfmagm5G+iTGVZrRe0pxnZQYh3GQg5KjjiDSk1bGxkrBFY4IgCi5eDRInJx2XnluZSq09CpruBhy5Vh3yhq6GygvHP//n0aNcqvtApe8QwwDLCCUZMzuXs7xfzm+bMU84gWRDFGxoGGaubMmUIsESq+KN6FCe/xQ0+fbtzi9nQQbYSxO0v5HNAlQ/nsM2fO0ObNmxU+bRA7YRKaf0xfyVWLrJs1WWibyQkTLpzbjicgAx0+OWuuP6XQTuqBbF4wi5aMUebIDV1qe4Vacxi63nYuXySiVp1FiJBKI5giRQpyFd27dxcGCq9qhAsXzqxKj/w6J0mSxOPyTzVhqMKGDSsMEgQbEQ2ICfVRsAwXKDCCPynOHzcvpilT9FL/LVq0oH379gl9xAEDBojkaOh2IWFaouPYaTR111GnFUr0Dxj4XTllrHBhLp8wUrFuwhZjxQrG9O8I0VYUbYSawZaFyla1s8ZYhjSrQ4tGKQNyUBfKnEKGteczoUtr6lO3Ej25d0eoUZRr1FyxDfIAG+dJT49vO74SL/QR5SAxX0vInwHgq6xIKe4BCfTQGPP466kIo4SigoEdGCbU5Jo6dSrlz5+fVq9eTW3bthUTBCZRn2vIkCGiQjBuXjyQDMP4tVxzqV+9KqJKsSEYT4mfzHWt2IAKEkPHtPem189MK/FXa60MznEUty+dp4uyXD1QrqE31fo/9F1Kkr184og4TvSWw/j+pudvP1C7kZPMXt96WVOIsvegY9mCogZZp3EzKFuhYjSwkV6dBEUFO1Uo4nBtTMNeCMaJIJitFQwLAZ4/uFeUogepspgPdWccYKgQhm4uD2P/fr9yyYEFeUsYRgnzkJNKnTq1UO5AfoW52lbT92q7htfTe8Z5HpDm6TNzCcu9WODJ3dtGiaGGYOwIY0jO4MjWDap1nab37UqHNq0xkv+RGlEPrl+hXjXL0dJz6jk+N86e0hkpiWunTwjlkhGrttCQJeupX33leDUSyJGb50iggAGVf4CirYMGuTeVw1KjQTJU8tIehjlYjDF2+RoyZcok4v2lCaK0qN2EMReM1wQm5LVqgsv+hG3atBGaX7gB0+XMa/Lz9bv2oZjx/Oo2uar39+n9O5vCkqGaICG5JvGgQo0jxjyQ2zFH8wEjnGakBjetTduXzFMVvt2/boWRkTJErqRvC71qljcyUoaVbx2FZKTA4MGDSWsUL64XrA0ZJoxJtQp4YRgH96gmTJiguhyBAlBTD0yg1IDEn1/6CrdyuZWrp44pPpMqczbqPnUu+YaNKGpbOZtjOzbT+E7KKKRSdRqRd//hVn0+hKzciaWHG6MHbrXlE/VjeihgmCxDJrp98Ry1GjqOilWr7ZTvPbxlPU3q1tbq7TGwr1Y9F7x58YyixzauMWcodmsNUNtH+XVLYDwNwR9ygdtI0aKrbguXuVqvUSvUq1dPVEIHb549NVmTrF27dmKogFEnqKMvyvz5lhUMPAkESFhD7lLlqef0hSKEd8jSDeKh5ezACQzYLhgx0MhIAVv+3C8fPlAtgseYZ2JXZU+pWuuONGLlFjFW4ywjhUaRmpHCmNTsg2eFrlyy9H5KFckzZhFGAPeklLfXeohfVVmJhSMGiiCaVsVy6UqsQzrt8vEjRkK0YzfspigxTFeERrCFNciNFGiaLyPdvaIeDWuoObl7927SElDwkYCe3/pZU4Q3Y0y7ZortYsWyr5J2YCGIrwMFsjAug4KKz59rp6AgejYRI0akT58+GQ1uOgLUnsmZU711ufjMTV2JcAX4yX0+EnlFQmYgOQMoAoxq11S46NRAfsuKS9ZFGyEIoFXRnIreWJ2OPUT+FHTk3HF+bsWK81s7YyKtmDTaKPzcmeoJAEZFToiQocQ4k2H5dDXwKEDtMYxRnTt3ziY18t6zllDWgkXFONSjWzeoV82yqp/vPmUe5Syurz5sSh396T1jeSdTwRjyc0Y+46FDyrIZcnBM0niQs6+FFNGXNGlSi9tduXKF0qVL5+/v++fi83PV89muJr1hUi9ucPQszp49S/369aPABIQqV61aRTVr1tQty1O6PHWZoGwVuhIU3UM9I3MstaEkOUp/GIYcS+VH8papQJ3Hs0CtYflyQyOFcT5nPziunVEG5QxYsMom1RD5eI+tSGK0CJZIlj6jMMpDm9elC4eV6Quj2zWlxGnSUc5ipalK83aqXgWkPBiKIJsyxOZ6MFrAGrWMyZMnO8RIeTJ2/XNg+WAFpQkVKaEWvH37dpEnFNhAPa6xY8cqBtDVSna4AjQaIA5qjsz5C1udYPjrxw+aN9R01eZj2zeLcvWMnrXTjcdw4RpzNntWLVHMq+kymgO9//KNWxgtR6XgYtWNa7FJVPZuq+o56Dt7GTXqOZCCGBjoB9ev0srJY2hKzw6q+/vu84VCh1XmY2KMypKRAlGj+r+MiSNB5K85cufOLcanGPPY1aNauNC1xfwCAqjXBcXkWbNmiYHSka0biQKE5Q0SIJ3Nj69fzebrAENlCVMGr2eNsnT3ykWL2+5bu0K0kN2B5LnWUpj86mnKemyj1u5wSB0oS0QwEC9Gz1rV9WyGBl37CrfmO59v1KVyCUqRKSu1GDhSRKm1GjKGbpw7RX3rVlaMO9VsZzpAAvc/JiQF3zx32mictGi1OpQ+lz4qViTL9+xAP759NZKbsobYsbVVuBP3ZdWqVYXEnKnhEsZJhgqSH5ABMmy9fPz4kbJkyRIoM61xQyLhF/5hRALiD7dw5EDhCsGYjqsIGkzZeoXxNKy+PHrdTnF85h7up3ZvNzJS0IX7+/cPhQgVWjxIfP8fgwjpooJ5EFBFDw61sB7fuanTRvz+9QsVrlyDWhkEAtgKfpNzB/cKF1j2IiUpWPBgNmvVPX+gVxsB+I2T2dizsZdtBqHo0SwU7DMHDBPEkQ1JnTUnrb76mG6cO01fv3wSFYQxDmaJghWqGhkqMLCRn97lyssPRURpnzoV6OHN6yb3EztREnrx8L5wGapFoGpRa3TNmjXimQgjikAUJP9DLAGNW2eMm3sidhmqhw8fCj+8IT9//qRnz5TVYAMTKFmPmxIlQCT5FFGh9/07qtqqo0v0vGBEYsRLQK+f+lUbHTNGX91VAlV7QcGK1YT6gJrBSmUQfgyF7BaDRum2Rav34EY/AdUTO7fQpnmZRN0dn48fqGTtBhTOgR0cPJCunz1Jc4f2Narf4/Ppg3hFRFq2wsWFgVHdx9+/9O7Fc4oWJ67RWBGkbV48fEA9qhv3CrMXKUFdJ82hoMGCKT6HZNeT+/cJo1aiZn3dWMugJvqxStB6mGuqXc8xqP0E4WBn5bnhXM2V91ADv9G3L1/oxK6tdO/qJaM8vloZElm1Hxgp3IOm0iR27dqluZp4OF55QIXaf5JxYNQfhFRBpUqVRPFAjE/JHwTQs0POwK1btyiwRP2pgZ+0b9++NHy4Pk8pZ/Ey1GXCTL8HmpOj4k7u3k5j2ivDX02x4MQVihA5qmqIsKE+nATGD5KkzUDXz5xQXY8HestuvSlvjYYU2p/aj6iCPLhJLau2RT0sFG80DDDoL0s+RWmKMet26cqnYPxt+1LrUioQBIDyG1sXzjaKjEPdMOxTPo4C9YFZByy7Wf0LWuk10ymTxqFmbpc71AURm3cuXxBuZUv1nyAiIJE4dTp6cENfGBHnpvboSpYsGV26dEnokXpCVJyt/Atg5+eUqD8YKOkmadiwoVE9lUSJEgWKwomWwO8D7T9cAITrg1N7ttPsQT2p5eAx5OzRlCBBgygGa0+cUDcoKMOgZqTAp3dvTe4fbj8YKa9IkUUPSo0z+3fR9Vu3RI/NPxgaKQzM4w+o1qJGMUCMD0qh2BeOHKCh3soggHcvX1CTvPbpUyIIAJPaAwD7RKSbnP7zV5Ir2DhnqpGskJbG7CRePX1Mo9o0oUe3TLv2QLdu3WjatGk6Q4XGnWSkIkaNTp/evdEZqSyFiorIQskNjQcfGsqZM2d2+vkwrsMmQyW1HlE4DGNUXOTLPCgBkDZtWuE3x58O7qm4SZJTBScGWOAPjMRCCfjB1epejd2whxIbqE/Lqd2xB22cO83sd9Vs05lK1W0seiRHt20ULWXRIv+fw5vX6dyDGfMWpLcvnlGiVGkpUao0dP3MSVHbCm5KiNvGS5pcRJfJMazVhN7QuI17dfW6WhbNSW8MAkdqpk9IKTNlFYdx+9I5sgUoNCROk576zFpCv3/+FKrftmAYUv3uxQuKm9h/CuXWcHjzesX8iNVbSWvA0EDFXa0BhLEbRL5VrFhRyLGhR4DgAzxvxDCDrFEiuXrhRocX5+rxozojhf2gMc3l3D0Phyb8ahF3uP4MWbFihajXBdDShUIFdACd4V7ZsnC2COIAOF8UtTQ874lbD1qlej62Q3MxpmCKxadvULgIevevRJeKxSh6hHA2JY1iQH76nhMUJaZfhv7LJ4+oR7UyugeTWsLn2I7N6cRO6x7K8ZOlpOcP75kc20D02oqLyiAgqC9smDtV1AkrUrkGLRw9mO5duUShwoShes1bUaH6LahhrjQi0lKNBcevOD3aDw0BwzBvf6mUO8H19/zhfSFw6/PpoyJ3KH78+OK/idwnw17q9evX6cGDB6IUDv7DRYsWpejRo4s0ENS/8/b2FuVyULoddaik/5enucZs5V8AOz9rn89WGyrcWM2bN6fQoUOL9+Zo3749aQUtGCqA/DJJNBOumfHL1lL0FOkcaqjgWmlXKp/uYbx06VKqW7euwg0EjTZrC+a1K53fKIoN+SyIYqzYtJXJiLif377R+vGDaf3ypTapGyDQYdb+M+IzkAFCL00C43t5ZOK4ANuZSgyVwFhat8lzFEnL5w7tpW2L59GTO7cod6lylKVgUSEcjGAYWx/mh7dCV089D8bRZS0MBWPDhPMyyi0KHiIkrbz8wH7Xn4MNFa5Rj2qlhVsWZM+enbZu3eo2pfCA9iD39PP77GhDBXcflCcQko73JncYJIimwtO1YqhwA9WqVUtEBeIGKly8BNXpO5IiqUkQ2cF3Hx+ql03fSwoVKpQuKx6FG2fPni3eF6pYndqNMj1udGDDapraq6PquqXn7lhXzff/h903CkorJo2hswf3CiOAljXGmDLnK0T//v6j25fPCxebvIgcNARrZ0pC/2RRpeaCEiARNbJtE91YWagwYSlKjJhCz65SszbCzehwDB7mswf1ol0rFik2QfBM9ylzHXbvIJrw6kmluLEaGBMsVMnY1esuQ4VcqYld2yhSWORBWK4moD3IPf38Pjs6mALdcLX3jHXgpkGiNH47lENByPqgprWo/7yV6np5VvLzx3ea1ruTyC+S06pVK937lClT6t4f3LSGKjdvK8aE1DBlpMZt2mtzyfmwXhGoad+hYjLFghEDaOuiOYoxJkNyFDVdzwk9xEUq+T6uxNBIIcm26yS/hoEjGNmqkVVGasnZW6K3riUuHz+sew+PjDuNFBNwscvkwoX1TaUswPfv3zVZE0YrIGQW9avgmwfICepbrzK9eGS74YdCANw+dTIlNTJSCJ2WXwejMapu+hauISFCqSdv+id51BzZi6rnPUmgamzj3gHnnoIbcf4J9chAe4Gr0hLeA0ZozkhJVQMkXr165dZjYQIudv2bUEVTre4UjJeWK2xqgThx4ogKyBgYBi8fPRAJuOtmTrZqPOfD61fCQMllbCSguQgJJ7how4fXP7QqV1ZuixBrhI+rsfLSA1WhUFM9Lf+SLkce1cAOhJgj3Hvw4nWadmEYVrmFC9LqsS4zQIV82fgR5F0wq2J5Je821HfOcmozfAIlTJlGiMGi1EXJWg1Ii6ChETl6TPEejTRUG2AYl0T94cGB1pH0sJXAAxgq4m/eWKfLFZjGqOTAIF27dk3U77p8+bJueYY8+alJ7yGqD26UNEc038Wj/5ezx/iB7NIhX2vkSH2RPkN+//4tkigl4iROSlN2KGsKGVI/eyr69uWz7cEBdoxzQPz247s3orxD6qw5RKCAZjE4vzYl8tDLxw91q+ccOq+LXrQXtYhLFAnsMGaqc3OknBD1t3PFIpozqJd4X6pUKdqxw30ixgFtDMfTz++zo4MpQOTIkcWfRNqp/A+DnAb0slq2bCmS9bSCVg0VbiYEPCDM1lCwMkGK1JQ5fyG6f+0KXTl51Oy+FixYQI0aNbK6LDbCeaXosFVX9A9XKTDh1N6dVLpuI4oZP6Fo1culbeYeuWjdeFogq0cFTcQe1cvoVveetZiyFizmr6+oniY+/funlClbfuGuCBZxKk64dt+/fqV6WfVjosWKFRMFDt2RlBzQHuSefn6fnaFMMXHiRJFQ2qRJE+Hikw+MorUOZQooITDWgd8PUYCjRo2i/v37i14PeHz7hphMgUTrLl26CE1BGDtrWbx4sXA9gj+/fymEaeX5OFsWzqLaHbobqYD//aMsn834gQhDhOpDNBc8vn3L34bK0EgNX7HZ+UbKSXx4IxubChJESK0hB8pSCQyGsctQSbJJCE/PkyePkE1i/IdIAO7ZU2TmT58+nQYOHKgaqAIgtgljg7Eoe0DmPgyVVIEZbjbJzTi9j7JUg2Hhv1gJE+vGGhglj+/c0hkpsGrKWKrsbTpgxRoQGCEVMqzRprMQmQ2IIKfv0Oa1+gW+vmIM1FDRn2HMYVffEJnkkpFCrg66b/KJsR3I/kPj7MuXL0L8F7589JzChAkjIvjwOyNR0l4jJVG+vD4K69aFM7r3QQzKgxgyftNe1SALBvqByrE7eV6Yvfz6qd/H6X07KaC6oZrmz0Rrp09ULEdvyhEBJ0zgwS5DhRZ/27ZthR8UD1iMXcknxn7gV4YxwYAzglLwW/fr188mF585lW1EBUq8euJXCgTkL+snOKzGiJVbRC0qRp002XJS0rT2Cd2aInrcuLr3qM9kSvpJyyC/7MuH97p5VBPAPSgvecEwTjNUaPkjwm/GjBniATp37lwxZgW3ElxTjDZZv14pXrp+9hQR6j60eT06tFkf0JGvbCUatnwjDV6ynlZcui+qvDKmwdhRi0FKV6l/6TFVWXrEnlw7d4MilHIQmeqKmmyM52GXodqyZYsYT0GJZXTh8+fPr6u/tGzZMqv3M2LECKH9hZwf9M6gfGxYywourzZt2gjpJi8vL/GdnDhoHwjYUOPC4f0KyaKMeQpQqiw5KG32XDZXuA1soKezYMRA6l7NtHqGPUBEV45/w91dDSIhUWZFjofrXzNaM1Tv378X5egBQgoxD/Lly0eHD+slUyxx6NAhYYROnjwpCi4i6q1EiRL0VaZGjcg2GEZEx2F7BAJosdx0QBgvQFl6a7h3TZ/bxVh2b21dNNtICNfRIEozoHBsx2ZFuL4E96YYlxoqGClJ7y9VqlS0evVq8R4GxRYtr507d4ocINRsQg0ZaOE9fvxYlIcAiK2fN28ejR8/nooUKSKkgZA3dPz4cWHcGOt5+/at1UrmeWSyN4x5bpw3VloYs8624IcXDx9QjXQJqFrquNQwZxo6un0TPbmr9CyYKnCpNV4/e0rT+3Q28pxwb4pxuaFq3LixKPcMEFqNBF+U/0DvB8UC7QWGCUiRbTBY6GUhQVAChjFBggQmq9Yy6hgmFZuiaLXalCZ7Lqcfj6dQpl4To2U+n/3uY2vpWbOscCHiYY6aTRM6t6KO5QortkH0HBTUUaRSq+D4O5UvTD/+T6+AKx/eETwjGMY/2BUjCoMkASOCcFMYFYRTowaSPaC137FjR8qbNy+lS5dOLHv58qVIJI4USVn5NWbMmGKdGj9//hSThBQuj/3bUhvJmeA48Kd25fEg2s9SpjpKbOi28U8LGJ+VJg1wat8uWj5hBHlFjEhDlmzwf8a+7PySpcskVOV/fv+uX43xPivP/d3LF0KmytIxfX73lq5iOnlMVDB2dJShf64dSsyc3r9LpwcpnQu8IWjAauV/567/niv5F8DOz9rjdEgyAypuYkIvCzenVPvIFjBWdfXqVTp61LxkkCXgZlATxkWot1SfSQsXB71H3FCukDnB98Hgw3UKqjRvJyL5nt6/Q49v3RBRaxnzFqCg3xyYA/fjq2bkkw4smkGxo/g1dkY3qiKKPyZInkoot0ePY77woqXze3brOqVLo6x55YWhGMgQWcHLGxd018Vavj5/RJQwATkNC9cO9+2rJ49EMUQIHD+7f0fcY/LzQGmZX79+CTkfLeHq/56r+RfAzg95o9agiaw75GQhmRWBGPHi6R8csWLFEjc7iq3Je1WI+sM6NXr16kWdO3dW9KhQVgMCulrS+oMiBY7JFTcTynlL436gR94i4kEUL0N2MTkcqUUeLqLbjRVcavJz17FrJy2YOlHnvmvca5Bd5/fo2Quj/V+9fp3S58xr1a5S5C1GV7p2EKK8EjCeb54/NfmZUi06+WnxOQMz1+7Lxw+0Y9l82r9+legJmgLjzWiwajGp19X/PVfzL4CdH3rc1uDWOwlWH9JBGzZsoIMHDxpVDkYLDQoY0AZDWDpA+DoCLkxpCiKvSy05FhdNSxcON5Orjgm9XXkX+/3rlxTVSfWldOAhJ01uBGLJltwLWxfPpSBBg1GjngNEQuq/P38opKU/0P/n5hUpstH+BzaqQf3mLKNM+ZXjTKbqf83cf4aa5Emv28+Ht6+p0/gZNK5jC6Pt4yZJJkpnOPV3Nbh2X798pq0LZ4sCl5Ksk5xkyZJRyZIlqUaNGiJVxR1is1r977mDIAHo/Kw9RrcaKrj7li9fLurUIJdKGndC5CCkg/DatGlT0UNCgAV6RDBsMFK5cvGAv7XIy3uAncsXUd3OfmUXPJ3DWzcYLavUrDU9e3CPzuzT1+SCEC/0+navWkK+/xsMuEgf3roulCE+vH5JYf+v3JshVz7d57IWLErVW3eiNdMnKL5jiHddqtSsDdXv2sfiMYaPFJkWnb5O9bOlEvNeESKJyMucV0tT0GDBhIQSRIOR31aydkOXGQI0JA+sX0WLRg8WQR7yhwskvsqVKycMlJSqwjDOwqYyH5byl+CiQ64TWrFWfbmJP5y8dAXGlaAUvmLFChEkgT8Gko1Nuf4CUpkPV0rxG/7WVteWsgcNlflAmRT0cCTW3nim+y02L5hFi0bZVugzSJCg1LTPECpdsZLR+W2aN4MWjxmi2D51tpw0dKmxsTQEPbma6fTjTgtOXHFPSPr/1+7L7380c2BPOrl7m24VXHmI+O3Tp4/opQdEAloZDE8/v89WPp9tOhPs0NyEm7dBA+srjcJGqk3y+krwYSL8HUnFCHWFDJC1RorRgzphgRFDVXi5wa7QuAVFiGybyK+v7z+aP7yfKGQp58/v3xQxajTyiqgcO7p5Xi/8a44XD+8p5hvnTm9UPdhVvHv1nHrUKKswUnXq1BFudwRKBVQjxQRcbHL9oafDBEyGDBlCM2fOVCRmxohrZ8Sbhvn+1YdGtmlMD25cpRhxE9DrZ09062BIDJm25wRN7NKGzh1S6tLB5SaXleo5faEYM5KU0feuXkqNM+UQ7zFu06dOJfUaYlY6LGIlUI7PgtP7domqvq7k2pmTtH/RDF0wB1zuc+bMYTUYxq1oLyyHcQqG5UHWz5pMLQc7VkhVC7QtmY8+vvULiX7w6YpiXZcJeuV4ed0nVOSVej+n9mynnMVLC61DVDhGaRPJhYJxvYUjB4r3UpFLGK7hLeqbLHSZMot1UZUhQoakNdefUvU0+saDYa/N2exft5JmDehOmTNnFvMobAhps7gyJXeGcQdsqAIJhv7qgFot1hKSkTKkSNVaftFyZkiVJbuY5MbDULxXIl6SZOJ19qBedOOcsYwSCB02HPWctsDua5Q8g5/BsJW9a5bR+1cvqZJ3G4uiwggWmT+0H717/ZJePnqgOwYELCHQiY0UowW0P9rGOAVDIVVPwNR4EHpF+cpU9Ne+3716QZeO6wWXo8eLLxQZ0AuRkMaogocMSdmLlKS5Ry6IiD57GdlaP1ZrDeM6tRBlW2b060arpo6j3rUrmN3+8Jb11KViMbp25oQwUhKI5kO6CKTKGEYLcI8qEINS9PGSek5J8D51lMao39zlQj0hW+ESlCC5smyGrVw+fkQxnyBZSloxWek6nbb7OIUJ50XuMNCG5w6gGgGNwGm7jlPosPoeNELNIX6rBvIVvb29A0TEGBN44LsxEDFhgjLXp0PZgh6tap0pXyGRC+VfIwVixFP2Lh7fvUVXTx9XuFIdYaR6zVgk26d1VZXVjJTExzevqVctpRp+/wbVTG4/adIkzSfsMoEPNlSBCLVaYcgz8hSChwihmB/Wor7D9o0ikiFC6hVPXjy8T6FlhgRVkR3BzAH66gMQurXUkLBG1BOBHhO7thG9yy0LZ9OjW9dVt0PxUwg+M4zWYEMViGjevLnRsnlD+5KnMGXnUbtymKwldiK9AsP1Myfp3jV9VOHRbRv9vf/ju7bSh9evFMEY5no362ZOVkQJSoxYtcWod3dk6wbqVqWkLmrRkKJFi4oUBobRImyoAhGQvTHk49u35Cm0LqaU1cqQO79D958snbK0hjzPCvlSb148s2u/EHhFEMS4DsqGxOxDKmK6/3N85xZaPnGk0XII2qbImJWWnrtNxarXter7oam5e/duO46cYVwDG6pARs6cORXzo9ftoIAO3F9961VWuMlqtOlMncZNd+j3NOo5kOIlS6G67ueP79SycHbhYrOVod51VcfXwoWPIPQHkZwtP7eXTx6pCtYWqlSdZu7Xh8q3GjKGWg0dR1FjxTb53VCUsaZWGcO4E476C2ScOnVK9x55NjENggQCCmcP7KFHd25ShcYtqVn+TOTz8YNiffU2nR3+8A0XISJN2nqQTu3dQQcW6VU+DF1sT+/fpbHr9YK3lnh856ZivknvwVS2QTN69/I5NS+UTSxLnysfDViwSry/cVZ/DQGCRYat2ERhvYy10opVqy0maSzr2unjCu1DBE/YWg+LYVwNN6MCGc2aNdO9v3D4AAVE1s+aQiNaNaTl40dQrfQJjYwUelPO7CHkLFpKSCqtufaEClfWP/QlHly/QsNbWKd5iZwnORny5BdGCtqBAxrWUAS9jGrbhKqljqurpCsRK2ESVSMlB7/HqT07FL03VCZo2LChVcfJMO6EDVUgo1IlfXSaqegvrbNswgjxirIbhjTsMYCqtGjnsmNpO2KiUGTHlCiVPjcJ2oE+nz+Z/NyTu7eoZvqEQkVCTt/ZfvM7VyyiF4/uK9bJy5LIiSML8jCn4Texa2thAEGZMmVEb4phAgJsqAIZhmoDj28r3U5aZ9uSebr33758NloPRXR5GLkrQGQeptFrdyqW96xRVjV8fP/6ldSxXGGd0QDZChcXWn9Q0QCLRw+2+vtzFjcOkpHA2NaFIwepf/0quu+DEjpqwIULF87q72AYd8JjVIGMdOnSKeYvnzhCCVL4FezTMq2L56FXTx5a3O7z+3cUIYob6jj9L9UEfb47ly/ocq0QPo6gBnkE3pzBvY0+23zACIW78u+fP1aNmVVs2kpE+RmCmnDLxg8XNbLkRI0alebPn6/JMvEMYwq+WwMZaPmHChVKFKGUyp5rHVS3VTNSKIGB4AU5KA3vTuImTqYzVBLzhw/QGSr0sH79+KFb12f2UspSoIh4j9Iku1YsFuXmTZUcQfi5PLJPDaiudyxXyGh5tmzZaOHCheL6M0xAgl1/gZA2bfQh1BvnTCOtc3DTGlU19I5jp9GUHUoNvrd25jI5ivzljetHyUPLoQ4hESladGGk4JKDCnvXyiVoz+qlRkm5OYqUpH7zVohyJJaMFCISu1czdgWiQjYiPtOmTWvnmTGM+2BDFQipXr26Yl7Len+n9u6kKyeUihPDlm+i1kPHifefP7xXrIP6gjtB/tPi0zeoftc+umW/fnzXvV88Wq/+kDRdRprcoz3VzZKMdq3Qa/wZ0qBHf8qUtyBlLVjM7Hejdzm6bVNdjy1s2LA0YMAA4QasVasW50oxARZ2/QVCDJN+MU6VMU8B0hrnD++n0W2bKJaVrN1QUTMqWfpMivVQBnc3GDuq1KwNHd2+SSiYg3ZlClD8pMlFHpPEuYPKqsJqZM5f2Kpct4c3rxklG799+5bCWClsyzBahg1VIB2nqly5Mm3Y4De+s2rKWE0ZKoR2D2/ZULWMe7HqdRTz03p3UszX6dSTtABckJKRAs/v3xWTKTAOheRlVBGWjHTKTFmtqmeFcS9DRfRXr16xkWI8BjZUgZSpU6fqDNWtC2dFlJkUGu1OoHtnKll2yNINlCRNekXvCcX/5FRt0Z60wFgD3T5zxIyfiCZu2U8hQ+ur8WYrZN7NJ2dgw+r0VZazhZ4UovsYxlNgp3UgJU6cOIp5tZwkV7N+9hRqXkhdzqfFoNGUJltOIxklQ1UHLYDgCMPIP5C9aEmKFtuvtHvCFKmpSNWaNH3vSZq+57jCSFkLelIb504TFXol5syZw0aK8Tjc34RmNAHGqfL6s1y7JX7/+kXHd2wRBiVy9BhG65eN91OcMASh3SVq1jNabhhIgSq8g5vWov7z9OXh3UGQoEGFECx6h3IKV6pBPactcMh3HNuxmZZPGEkvH+vD9jt27KiQyGIYT4ENVSCmXr16tHTpUvF+wYiBTjdU3auWpMd3binGZQYvWU+ps2RXVXBYd/O52f2lzZ7baNmlY4fpm89ni9p3ziRYsGAiMrFlkRyK5aPbNaWCFatR8wEjFaXhbeHe1cu0duZEOr1XqYLRoUMHGj9+vL+Om2G0Crv+AjEIqJD48EZfsM8Z3Dh/RmGkAJJY+9apKGoxGRYATJsjj8V9mipfETSo+9tfSMydvP2weJVzaNNaGtPe9l7P8wf3RMVi5EjJjVTBggVp69atNHHiRC4hz3gsbKgCMZkyKUO7T+7e7rTvOrvftsJ8P776WNxmxaTRRss6jptud2/F0UA0d/iKzUbL379SugTNgSCX1VPHUacKRen8oX265bFjxxZ1pA4cOEBly5Z12DEzjBZhQxWISZQokWJ+5/KFTvuuMvWU+VCWyF2qnNn13318jJTHIeqav6xeHd7VPLx1XbjmwMZ500WdLO+CWYy2K1WnkVX7Q1TjEO86tGrqOPrz+5dYFj9+fJoxYwbdv3+fmjdvzr0oJlDgfh8J4zYMlQpQ88hZGLrpvAeMoGTpMonKuFBSOH94nyhXgfyjFJmyUo6iphXBwdkDyh5ay0GjXa68AMUHBE7sXbOcZg3obtVn2o+aQgUrVrW4HcLNBzepRfeu+Rk+iMh269aN+vTpw6rnTKCDDVUgZ926dVS1quUHp70gSOL4zi1Cw04OZJFK1dYX7cuc31hE1RxR/w/zllg+aRQVV4kMdAZfPn6gae0b07lz51SDQEwZagRRoJyHNQZwcNPaOiMVPXp0cZ3y59dG+D3DuBo2VIGcL1++OGxfCA8f1KSm6NmgvPn58+fFg1xNS/D+/w9he0FOVem6jWnHsgU64+EK3jx/Sq2L5bK6fHuEyFFpwQm9EK01rJw0mu5euaibZyPFBHZ4jCqQg6gxRwEjJQcGypTgbbmG3v7+voQp9RV1fa3s2fiXeUP7WrVd7ESJKXHqdDR+sz4AwpbEZzlbtmyxeR8M40lwjyqQYxhQgaTcECFD2rQPfMYWySAk8BapUov8y9fPHxU5Wc7k2f274jsMQ+xNMXXnMYd997t37xy2L4YJiLChYowG8VEnyRIf3rymRaMGUeyEiWn1NPOJpoUqVqd2oyaRo5GH00uFBR0JAj1Qr8vw/KSgjWix49DrZ0+NPhcpmrHqhrVsmDNVvAYJEpR8ff8Z5bsxTGCEDRUjHrxSUADcTk16Dza7/aPbN6lzBb+qtGpA06778LH04dtPChE6NHlFjETOQE1Pz798/vCOzh7YS7tXLaE7l86b3TZP6QpUtWV7GtKsLt2+eE4sQ68LZeXt5fvXr+JVMlLgzZs3du+PYTwBNlSMInJt2+K5Zg0VVCTMseTsLQobzovI5yNFjhETXQNyBheOHHD4Pt+9ekFdKhazKjADJe/rduolDNOIlX5jSH/+/BFG3z9h8gXKV6F1M5W9zzp1lKVNGCawwcEUjILI0WOaXHf/mvnotRn7TlNYr/DkbNDrG+pdV7GssreyaKA9TOrWTtVIIa9r0ekb1GroOFHEECHmrQaPMTJIyHWy10g9uXubxnduSZ0rFjVaFypUKLv2yTCeAveoGOrbty8NHTpUvA9lRn4oXARjodfClWsId1X7UZMoVBjXSBepGcwti+ZQvKQpqFCl6nbvV159F+N0HUZPVZQOKVattphEQUcf2ysJf/P5QvvXraQb507Tr58/KFb8hPTNx4ce3rxKD29eV/3M4cOH7TwbhvEc2FAx1LlzZ52hevnogXAFqvUMYsZPaLQsd6nylLWgcS/AmZRv1JxO7NqqWPbn1y+a2ruTXYbqy4f3dOm40iCUb9zCofWtbp4/I9TTP717a3a70KFDU48ePYQKBStQMIwf7PpjKHLkyEYPVWsZ3qI+XTp2iFxJyszZaNymvVSkikHelo25VBB8XTJuGDXKnY4mdGmtWIeoO0fx9ctnGtWmsVkjlThxYtFguHbtGg0cOJCNFMPI4B4VI5g+fTq1bu33sL549KBRNV2JqTuPUttS+RTL9q5dThnzOi5x2BoSpUxDbYZPoP3rV+mWZc5f2Gyu19VTx+nfv7/04fVL+vn9uwjIMBWUka2w9aXgLXHxyAFdkcdcuXIJUdkYMWII5Y6TJ09SsmTJqG7duhQiRAiHfSfDeBJsqBhBoUJ6rT1EndXp2EN1u9iJkqhGqrkaNfdk10lzVA3UjH5dRR0oS0CJHKH0UM2ImziZw471/KH9uvcQlZXKq8SJE4fKlTOvEs8wDBsqxoRCxbXTJyhtDuMKumqky5GXXGWcdq9cTLtWLKbHd25SiJDKaLhzB/dSqqzZRQl4JAD/+PZVuDGtMVIZ8xSg/vP9X8Ie7sS/f/9QyFChxfyrp4/p4KY14r2Xl5dDJasYJrDAhooRhAkTRpH4279BVZq07RDFS5pc6PVJdY9unDtl/FkvL5cc45IxQ2jzglm6+d+/firWI7zbElCT+PD6tTAmEuUaNafGPQf6yzgd27GZDm5YTTcvnBFuRdB9yjyaP7yfbrsCBQpQ+PDOD99nGE+DDRWj48qVK5Q2bVrdfIey+tb/+E37hFqDYXFFSyoWjgxIkBspAONpSvRWjVFrd1CydBnF++9ffUSYeLoceShkaL/ej73FEid1bSt6eIYgyk8OgiQYhrEdNlSMjjRp0oioM7mxkpAnosZPnpKe/C/O6qrxqeAGgQadxs+gfGUq0q+fP2n/+hW0fck8+vz+vchP+vf3n1Fvq8OYKTojBcKE86IsBUzLQFkDBGr71atC37581i2LGDEiffr0yWhbVOPNnj27v76PYQIrQXxtaZIGQD5//qx7eERQSVh1B3CvvX79WkR+uboqrTVEixbNKsXuOp16UtUW7Y1XSAmxXpEcKqGkkG8KEoTW3XhmdvsXD+/TucP7KXeJskYVhv2Fry/9/fiWauXNrHOVZsyYkSZOnCjce8FUlNxfvXolrrfW0fq96V/4/ALm81n7Z8K4nKVLldV4TaFqpJzE03t3FPNRzEg9ySMUyzVo5lgj9T9j2jdTzB87dkxETuLhMGeOPvqwWLFidPPmzQBhpBhGq7ChYowoVaqUYj5chIjkbhaOVI7vtBo6lrSEPEG3WbNmuqKRe/bsoZQpU7r12BgmoMOGilElZ86cihpVC45fofGb9flA8pIUriBqLKVqe5psuchdvHzySDE/aNAgtx0LwwQG3GqoILhZvnx5kfiICK6NGzcq1jdq1Egsl0+GrX3GOXTv3l0xv3fNckqYIpVi2doZE1x2PLXadVXM183iuIRcW5k/vL/uPYoa9u+vn2cYxsMM1devX8Ug9LRp00xuA8P04sUL3bRixQqXHmNgBQ9gucvq1N4d9MRgnOjHt28uOx7UtoqdUKmKccMGTUJHcuGwvme5cKEyXJ9hGA8LTy9durSYzIFaPLFixXLZMTF+oPeKIAAp0ffulYv05+cPxTZJ02Zw+nFAyBW9OSQej9u0h+pkSqpb98cgBN0VoDy9HK1EkjKMJ6P5PKqDBw+KiCkofBcpUkSUo4gaNaq7DytQsmLSGMV8xrwFnP6do9o2oVsXzqquC24goeQK7ly64PLvZJjAjqYNFdx+VapUESUQ7t27R7179xY9sBMnTqjmqoCfP3+KSR6nL+UXyEuuuxMcByLCtHI85kCOw5cvX8T7C0f2K3IzIkSO6pczZQiWSZM/gKDsnUvnTeaDpM6czd/fYSsILMHxoKeJsamAcA099d60Bz4/bWHtcWraUNWqVUv3Pn369JQhQwZKmjSp6GUVLaperG/EiBGqUVhv3ryhHz+Urit3XhwkuOGG0npS3unTp6levXqq60L8+kaESY0fX/2d7Bvkz2/KmjWr6jqhiGFHlV3/kiRBPMqSJYsozfH+/XuRXOlJBKR70x74/LSF1AgO0IbKkCRJkgjVhLt375o0VL169RIF6OQ9qvjx41P06NE1M56AmwktchyT1m8muF0h/9OiRQvF8oGL1vopT6gh9abCRfSXscLN6fPXl25dPK9bVrtDd6E0oVZuxBVETRaBbty6Ld6fOXOGJkxwXeSjKwhI96Y98PlpC1S09jhD9fTpUyHtEzt2bLPBF5gMwUXT0oXDzaS1YzIFEli9vb0Vy/asWkJps5vJZYKBkiZ/cPfqFYV7oIoL1TDUCBosGMWIF1+0WB88eEDPnj0TDSFPIiDdm/bA56cdrD1Gt56Jj48PXbx4UUwAf3y8f/z4sVjXrVs3UQH14cOHtG/fPqpYsaJwuZQsWdKdhx0oMbyhjmzd4PJjaNJnCGmBNNnziFcY0MmTJ7v7cBjG43GroTp79ixlzpxZTAAuO7zHIDWCJS5fvkwVKlSgFClSUNOmTcV4xZEjR1R7TIxzQYBK167KpNv71y479TsRTCFXQf/u84V+aWCcsUKj5rr3c+fOpV+/frn1eBjG03Gr6w8inubE23ft2uXS42FMEzx4cBozZgzdunWLtmzZIpb1rFmOVl997LTvDBEyJAUPEZL+/PYzBCsmjaYNc6bRkrO33OrWiBIzli6/DIPBHl6AgGHcToAao2LcT58+fXSGCpVtP71/RxGjOC+vrdeMhTSkWR3dPMrLT+7Rjn58/SZ63UGCBqWi1WpT5vyFyZWEDusnQovxKe7hM4xzYUPF2CxWW6ZMGdq+fbuYv3XhDOUo6jz9xUz5ClGw4MGFUZQ4skU5PnZi11YqWLEatR/lmvEiuCR/fvcLy0ciOsMwzkX7YSGM5mjQoIHu/c5lzte6y17EcvDMoU1ryVXcOH9aF4mYLl06l30vwwRW2FAxNoMcNmmMCA9tw7LvjiZ2wsRWbff5veWqxI7gyZ1buveQ9WIYxrmwoWJsBknXcePGFe8Rhffo1g2nft/Ht5bVHzBWFdZFBR4R5CEhl+tiGMY5sKFi7AI5bhLbFs916nflKlHW4jbtRkwSvbypvTpS9bTxqWqqOORdIAt9euf4XlbcJMl1748ePerw/TMMo4QNFWMXBQsW1L0/vGU93bnsPFXxLAXV5bLkfHz3hrYumkMHNqymf3//imXvX7+kJnnT04a5puud2UOy9Bl1UX9r1qwROpIMwzgPNlSMXUAguE4dfdg4DISzQE8pe5ESZrdZPHowLRqlXhJ+6dhhDj2eUKHDUIY8+XWuPy7myTDOhQ0VYzczZszQvX9446pTv+vcoX2kJVJk0qu6Hz582K3HwgQsEDHasmVLMbGqiXWwoWLsBmr0qBUGHt66Tt+/fnXad9Xv2tcmV6GkHCGBMatpfbrQw5vXHX5sUKpmGGv48OEDRYkShWbNmiUmvGcsw4aK8RcFCvhV+f35/TvdPH/Gad9TrqE3NewxgEKGCk2FKlanWQfO0Mz9p422az1sHPWeuZjqdu5ltG7/uhXUvZr/kpOXjhsmgjXk7kQIJjOMtV6IT5/8irkikf3r16/cq7ICVqZg/K1UsWjRIvH+7YtnTh2nqtC4hZjkLDx5jV4+fkiJUqVVhI1XataGnt69Qwc3rVFsD4ULuF7s0QrE56A1aPjZO3fu0KtXryhmzJg275MJPKBwKyTIJCS1lZCy+9Ycz549o/Hjx9O5c+do8eLFlCBBAgoscI+K8RdSPhV4/vCey78/fKTIlDxDZoWRAnD9tRs1iXpON1bO+Pv7t0WDNKJVI6qbNTl1KFeIvn/1oY/v3lL1NPFMfmb27Nn+OAsmMIACpGqgYrk1zJkzhzp16UqLlyylzZs3U2CCDRXjL8KHD697v3n+TNIaiBZcfOamYlmtjImpce70Jj9TN3MyOntgN/34+pWe3r1N9bKmoKZ5M5j9nkuXLjnsmBnPZOPGjSbLHVlDnjx5qEO7trR61UrKkSMHBSbY9cf4O0wdKuZ//89d0iIIJzfk84d35PPpE3lFVKpZzBval379tFzzqvnAkRQqehxqkCO1mH/58qUDj5jxRFASxpJXwhwlSpSgVKlSiZI7ceLEocAE96gYfxE1alRF6w5lP7RG8BAhRICFITcunKbetStQ03yZaNGowdSuVD7avnS+xf1N3HKAosSIRXvXLNMtS5o0qcOPm/EcXr82LQNWq1Ytq/eTIEGCQGekABsqxt/kzp1b9/6uExUq/EPWQsWMlo1s2ZBuXTgrtAQ3L5hJzx/et7ifSdsPUdwkycT7peOG65bv37/fwUfMeBLVqlVTXY56ZoapFIwx7PpjHBL5J3H70nnKaoXkkasZ37mlzZ9JnTUHDV2mMq6gUtEX1Y8ZRg1UgL58+TIFCxac/v71i/SDBBeKgCIXkbEMGyrG3+TKlUv3/s6l8247DkTrLR49hLYsnKVb1mrIGJrZv7vN5eKXnr1NYby8LEYcSq5OW9w3TODi4cOH9OnTJ8Wy3/+r7iNAgrEMGyrG38B9EStWLBFQcOn4YZEQ22XISMpVpa5Lj2Ni1zZ0bPsmxbIZ/fQq72qsvfFM1LHyihSZHt28RqHChNW59syBB82Xjx+MBHoZxpDTp40T06We1aRJk9xwRAEPHqNi/A187KhRJefgxjXUqWJR+vnju9O/H72l84f3GxkpS/SYNl8ce8So0UTkYpK0GawyUuDHd71cVOjQoW0+Zibw8P79e5PrwoQxjkhljGFDxTiEXr2MJYuQg1QnU1KRNGur680WEFI+rHk9mz+XtaBxgIU9VX5TpEhh934Yz6dx48Ym133/7vyGnCfAhopxCLVr11Yk/xoarMnd2zntu3csW2C0bN3N52IKG159sDpdzrxCa81ebl7QJ2lWrVrV7v0wno+5Hjf3qKyDDRXjEOBC69evn8n1KK64e+USlxzHqquPdfPzj12mDmOmCsMkAb3AQYuUGoC28Of3b7p31U+JIkaMGJQvXz5/HjXjydy65df7DhosmNE6Z3oaPAkOpmAcRsOGDYXopimVitXTxlOJWvWdegzpc+cTmfsS0AAsUL6KmBzFntVLdYKiCKTA+BbDmCJePD+NSKnyNGM73KNiHAZ6F/Xq6ceKyjbwVqz/8OYVff2sDNP1LxeOKAU9E6dOR84ESu3LJoywKDTKMBLhwoUzuW7KlClmRWjREJo/37JaiqfDhopxKAMHDtS9P7JlHVX2bqtY37duZYe5O1CocUSrBoplf//8FflUzmL+8P6i9hZo0aIFFStmf0AGEzgwdz926NCBhgwZoloSZMWKFbR6/QZauXIlBXbYUDEOBVpkNWrUEO8/f3hPSVKno2DBQ+jWP75zk6qljktn9u/yt8F6/fSxzgUnsXXRbBrRsiE5g4tHD9K5g3vFe1RmHTlypFO+h/Esunbtana92n0UKlQoSp06NV0+fy7QKaWrwYaKcWo47rjOLWnJ2ZsioVbOyNaN7ZI1khM/eUpKm8M4s//Ckf0O67XBOKGMPaYhzeooxuO8LChXMAzYvn27yXUowvnt2zfVoKDRo0dTxIgRzQYpBRbYUDEOp3DhwhQ9enTdfJM8GWjuofMUIXJUxXbHd2yhxnnSU+viualblZL04Y1phWlTf/KWg0ZRzuKlFctDhQnjEKFPBIXIjZMEwvBZjYKx1u0nRf2ZWl+yZEmTY1voTYUKFYoCO2yoGIeDKLjSpfXGA+Kb4zq1oAUnrlDO4mUU20K+6NWTR3T/+hXqU6eikSvPHD+/f6N2pfPTqT07FMu7TprjgLMgunb6uOryZs2a2VXKngl8WBMRunPnTpccS0CG/22MU6hcubIiAfjM/t3UvHA2ajFoJI1ev1M1pwQGq0a6BHR85xaFwfL59FHUipJccNJUJ7Ox3FGiVGkpc/7CDjkHlKCXQA8NOoBAbfCbYezl9+/f7j4EzcOGKpAAN9aIESNo0KBB9PN/5WZntyTfvXuncJG9e/FcuAGTpslAKy49oC4TZlGmfIWMPjuuYwthsK6fPSXmV0waZVWtqIELV9O4jXscdg6JU+vL1WPMCz04wK4Yxr+ECBGCQofzEg2gkydPuvtwNA8bqkDCmTNnhK7Y2LFjzQ7uOhL8Cffu9YuSA2G8/HpYdy5fEEm5eUqXp35zlwsDE1JFZqZfvcqiAu/O5Yssfteo1dsofS7HKkTEiBuPKjZtpViWMWNGh34H43lcv36d1q9fLxpqpsiaNSv9+OojxnNRXp4xDytTBBI+fvyoc1nFjRtXGK3Pnz9TzJgxnfq9MEjozaGH9d3ni1j2/tVLxTYwMCFDhaZfP34YfR4VeNWo16UPhQ4Xlq6fPinULpJlyOyU42/QrR8FCRqUNs6ZJuaHD9dX9WUYQ27fvi0aM4gI/WNmvPXEiRP07NkzEdXH0aOW4R5VIKFUqVLCxYAIpHTp0lH69OmFwZo5c6bTvxuBB/IB49HtmopkXTkYh7JE0nQZdGKzlb3bUOk6janLxFkO70kZIhkpsHr1aqd+FxOwOXbsmHB377v+gHx89GOc8jFZaewW/z82UtbBhiqQlYxHSQrUx2nSpAklSZKENm2yrYaTvRQtWpQiRYqkm58/XJkbohZcAcPUetg4atC9v3DB+UdI1j9Eih5D937RIstuSCZwNwgvXbpELSoUpzhx4lDLli2NdP54TMp22FAFUpFMuP4iR47ssgg2uAAxPiaxf91Kev3sqW4+d8lyRp+5d/UypciYlSo2aSlccGHCqZcRcTbT95wwkrdhGDVix45NN2/eFFJi586do+fPnxttkzhxYrccW0CGDVUgBQbq1KlTlC1bNpd9Z9OmTaljx466+TP79O7AzuNnCJde1FhxFJ/pWK6QULBwpn6fJUKFDkMhQuoj/d6+feu2Y2G0T9SoUals2bIUK1Ys1Ybgo0eP3HJcARk2VIEEPOgnTpwoEnEfPHjgtuOoVauW7v3eNcuNpI6+fDQu231s+2bFOJE7KFixmu7906f6niDDmCNDhgz05MkThYK6VPaDsR42VIGEgwcPioik+QsWiPfuApIwUjguBGofXL+iWJ8iU1bVz8lLa7iDXz/0JcMxxscw1gLDhAZa5cpVqHjx4nT69Gl3H1KAgw2Vh7J//35atmyZGIsCCJxYvnw55c+XTyicuwvkVnl76+tUSUm9EoMWrqEmvQdTzbbGitNSwq2rqZ0xiahQLGGqMCTD4P/WrVs36tSpEx05ckQse/jwoWjcXL58SfwPc+XK5e7DDHCwofJAZs+eTa1btxY5UtOnTxfLEiVKRPfv36ejR4+KCDx3UqRIEd37WxeN86TKNmhGyTJkMlouLxfiKuCa/PVTGTzx8qUyD4xhJBDxt2PHDlFQc+nSpaJhhuCJDRs2iJ5VgQIFKGxYPykuxnrYUHkYW7ZsEQX9kC+FarthwoTRrUMNJQzwWmLNmjWijEX37t3pzZs3Dj9G5HFJ+SOmEnq9IkY0WlYzfUKHle+wFjUVdhh9hjGlOJEsWTLx30GDUQ7C0rm2lH2wofIw5LIt6DnBaNnKrFmzRNY8Pi+XQHJkqDpyusC7ly/o6f07RtsgLL1Rz4EUPGRIxfI7l86Tq6ndobuRygfDmNLw27hxo6pBgsYmjBhjO2yoPIzq1auLZF606BYuXKgrMwA5F2vHVhBC/vjxY1q3bp2iXIcjKVNGX+5jlwktv/KNmtPkbYeUCx1QZ8pWqrXSh9QDFqVlLPHq1St3H4JHwYbKw0AY7Lx582jUqFGidQc+fPggWnhwA27evNniPsqVKyciBOG6kKtJOJJGjRrp3m9fOp+ObVdXyJg9qJdiPrmTNP0skTh1Wt17zqNiLGGqGCJjH2yoAgEwTgsWLKDUadIIt4QWwHiZnPGdlSrlEi8eKXO+HFG51x4yysqRWDPOxwRu4N42pEGDBm45Fk+ADVUgAOoTqEMVP148qlGjBmkFw96dWnXf2An1cjMoC4LE5UvHD9OBDavpywfX5TOFjxRZ914K+WcYU6ROnVoR3QfdvzFjxrj1mAIyXOYjEJA2bVqRQxUyZEhNlVAvX768SIDcs8ev2OHlE0eMqvNeO6PX2Tu+Yws9uXubnty5JeYTp0lHY9fvdugxwViunTFRqGa8f60ehs7KFIwlEBkKBRhE0GJ8GJJKMWLoxY0Z23DrU+vw4cPiYYXWBlw6hm4phCL3799fCD1ifKVYsWJ0545xhBhjmdChQ2vKSEkg30Ti3EHjCMO8pSso5iUjBR5cv0rXzjhWiXpsx+a0etp4k0YKoI4Xw1gChqlNmzbUoUMHjvbzJ259cn39+lUUGZs2TV3HbfTo0TR58mRRMwkCqggUwCAlq1c7FzyIEZb+69cvp38XelSSP//84f1GeVKGEXeGbF2kzFXxD7cvnafTe/VCuaZA44phmEBiqBD6PHToUKpcubLROjywIKLat29fqlixohB3XLx4sZDN10pAgCeC3x0h7ui59u7d2+nfhwqn+fPnF+9fPXlEzx/cMxqjGrV2h65UfWiDrP402RwnRzO8RX1jVYpfv+jatWvUpUsXETkJt1+mTMaqGQzDBMIxKvh3IVUDd5/8oYZEUZRxlqtwGybVYTJ002AQ3p2lIuTgOPAQ1MrxyEGuFXpT0CdDhVL0ap19fsipOnTIL1/q7IHdFDdxUsX6ZGkz0IoLfgbsyd1b1Lmi/p6IFDUaLAo5gq+fPyncozh+5KFBRFf+O2j5+vkXTz43wOenLaw9Ts0aKklPDXp1cjBvTmttxIgRIsLNEEgBacVliIvz6dMncUNpcdxo+PDhoqR2hQoV6PXr104/v0KFCgnpGfDxwW0iH9PKD/FjxdRtC3w/vze7vbVM7dVRsV80iEydu9avn3/w5HMDfH7a4suXLwHbUNlLr169qHPnzooeVfz48Sl69OgUIUIE0srNhOARHJMWbyaoP2Ny1flh0Bk3LJKMg5w/T9W6D6Jw4dWvFSKoUDlVosnwKURe/ktKxp/60P59uvm4ceMKt7OpnC2tXz//4MnnBvj8tBfkFaANlZRUCSkSRP1JYN7cGAHkbdQkbnDRtHThcDNp7ZjceX5QlUYJb/Ds/l2TdamChwihcBdEiRXb37JK1VLHVczfuHFDJz0VGK+fJ58b4PPTDtYeo2bPBNL4MFb79u1T9I4Q/Zc7d263HhvjeFKkSKF7/+rpY5PbHd6yTjH/+PYNf33vw1vXjZbJq7EyDON+3GqoMFh/8eJFMUkBFHgPQVS0CiCOiqhAKBhcuXJFSJAg56pSpUruPGzGCcA9K/Hu1QuT2x3ctFYx361qKbp41P6KxetmTlLMu7qMCMMwGjdUZ8+epcyZM4sJYGwJ75HkC6AA3q5dO5EUmj17dmHYdu7cabVfkwk4oKicxJtnppUfDCMCwZBmdez6zj+/fwu1CwB3MZeYZxht4tYxKkR7mWvBolc1ePBgMTGeDULAJe5dvWRyu6Z9htKrJ49VVSxs5bXMxYiUBinYBveku8RvGYYJQGNUTOACauoQ8pQM1eunT0xu23P6QsV8zuL21cyKHje+wiBBIUMaiEYSMvewGEeCBpA96R4MGypGQ9StW1e8Iqpv16rFJrebO6SPYr7z+Jk2J/ZO6t6OetUsa7JHf/ToUQ7aYRwGasKhAYQ8UFTd5rFQ22BDxWgGb29vofAO9q5eTj9/qJfTOLJ1g1HIuiV+//opSoNM7NaOGuRITYc3r6MHN64ptglmUEMIeV3bt2+340wYRgk0SyVQkPTIkSNuPZ6ABhsqRjMg8Veql+Xz6QMd22Zc9Rd6gN++6NXL63ZSVgBWA1GEfetWFuoTRwzC2wGiSJHHFVLF4CHgh2H8CzRK5Ug5g4x1sKFiNEXbtm117zfMmWq0fmAjfeHHoMGCUZn6Tc3u7+6Vi9S9WmnxKoFxKBS1w3dB23DDhg00YcIEWrp0qRChRXQplDkghtykSROHnRsTeKlZs6buPfJDS5Uq5dbjCWhoVpmCCZxAoVzi+cP79PDmNUqUKq1u2S+Z4PC/v3+N1NQN3X2j2jalj29e64rZIS8PY2DQ9UuTJo1u2yxZsogJhAgRwi4xXoYxRZEiRejJkyd069YtcY+HDx/e3YcUoGBDxWgKw7DwPnUq0uyD5yhchIhiPn+5yrRl4SzdepQFiaOSWwUunzhK7/9PHk6SJIlQNYkWLZpTj59hzOUKyvMFGeth1x+jOaC1J/Hj2zdaPGaobj5GPL2Chd/6ryb3c11Wxh6K+2ykGCZgwoaK0WTyLyLuvLy8xPzeNcvo2I7N4v2JXVsV2yZOk94quaVv37457XgZhnEubKgYTZI8eXIaP368bn56ny5CVT1jngKK7T68fmVyHz+++ujeS4UZGUbLHDhwgFKmTCkqSjN62FAxmqVZs2ZUr149nYtvbIfmVLpOY8U2Uk9LDbgNJTh5l9ESmzZtoiFDhijc3FLQBbwJaKTt2bPHbcenNdhQMZoOrJg5c6YuOu/xnZvUqnguxTaxEiRU/axcUR0uRETyMYwWQAXeEydOUKOmzWjs2LEmy7GvWLHC5cemVdhQBVJevHhB+fLlE8LAeK9VUBtq7dq1uhpRkD+Sk61wCcU8pGmgQCFXVK9cubKLjpZhLIOinG/fvqUkCRPQ/PnzqWXLljpJpaZN9XmB5cqVc+NRags2VIGUnDlzUqLESejevXu0a9cu0jIQqx0zZozR8rxlKirC2RGq3q1qSaFAIREpUiQaOXKky46VYSyBHj56VX/+/BHzc+bMofbt24sE9Hnz5olgohkzZlCVKlXcfaiagfOoAikRI0akZUuX6BJhtU6rVq3o2bNnNGzYMN2yY9s3UYLkKSl2oiS0Y+l8unHutOIzGN8aOHCgKLbJMFoiaVJ97l+EKFGE9t+lS5d08kpcc09JEF8Pl/FF+Xo8lNGCkeoNuRv4pCH3D207KCq7A2TJQx6obNmyopJyQDm/jRs3Up06dej7d3XBWsm1Av9+9erVyVOvn7Pw5HPT0vnheYTevjnseTT/08j5Ofr5rP0zYZxW+h1RRY42Us4GArLnz5/X1a4yBD5+tEidZaQYxhHg4YzG1rp163TlbRjTsOuPCXDAhw9V8927d9PBgwfpwoULFCZMGJo1axYlTKgeBcgwWgPuPQT6VK1a1d2HonnYUDEBEqifo3eFiWECKqbcexzxp4RdfwzDMG4C40jp0ytlwGrXri3yBxk93KNiGIZxI5cvXxa5jHiF6xqubUYJ96gYhmHcTOzYsalkyZIitwpK/4wSNlQMwzAaYOHChXT06FGqVq0a9ejRg54+feruQ9IMbKgYhmE0AAzT4ydP6NixY6LCNFJI1qxZ4+7D0gRsqBiGYTRAp06d6Mjhw4plbdq0cdvxaAk2VAzDMBoAwsuRI0dWLHvz5g3NnTuXAjtsqBiGYTSCmuKKt7e3TsA2sMKGimEYRiNAe1ON8+fPU2CGDRXDMIxGgFi0qbI8gRk2VAzDMBqBpZPUYUPFMAyjIVV1xhg2VAzDMBpCLXCiTJkyFJhhQ8UwDKMhUPjTkGnTplFghg0VwzCMxvjx44eu+Of+/fspUaJEFJhh9XSGYRiNESpUKFq9erW7D0MzcI+KYRiG0TRsqBiGYRhNw4aKYRiG0TRsqBiGYRhNw4aKYRiG0TRsqBiGYRhNw4aKYRiG0TRsqBiGYRhNw4aKYRiG0TRsqBiGYRhNw4aKYRiG0TRsqBiGYRhNw4aKYRiG0TRsqBiGYRhNw4aKYRiG0TQeX4/K19dXvH7+/Jm0wr9//+jLly8UOnRoChrU89oKfH4BF08+N8Dnpy2k57L0nA60hgoXDcSPH9/dh8IwDMOYeE5HjBiRTBHE15Ip84AWxvPnzyl8+PAUJEgQ0korAobzyZMnFCFCBPI0+PwCLp58boDPT1vA/MBIxYkTx2wP0ON7VDj5ePHikRbBjRQQbiZ74fMLuHjyuQE+P+1gricloX0nJsMwDBOoYUPFMAzDaBo2VG4gVKhQNGDAAPHqifD5BVw8+dwAn1/AxOODKRiGYZiADfeoGIZhGE3DhophGIbRNGyoGIZhGE3DhspJJEqUSCQYG05t2rQR63/8+CHeR40alby8vKhq1ar06tUr8pTzK1SokNG6li1bUkDh79+/1K9fP0qcODGFCROGkiZNSkOGDFFIveB9//79KXbs2GKbYsWK0Z07d8hTzq9Ro0ZG17BUqVIUEEASaceOHSlhwoTi/PLkyUNnzpzxiGtnzfkF5GunCoIpGMfz+vVr3xcvXuimPXv24Ange+DAAbG+ZcuWvvHjx/fdt2+f79mzZ31z5crlmydPHl9POb+CBQv6ent7K7b59OmTb0Bh2LBhvlGjRvXdunWr74MHD3zXrFnj6+Xl5Ttp0iTdNiNHjvSNGDGi78aNG30vXbrkW6FCBd/EiRP7fv/+3dcTzq9hw4a+pUqVUlzD9+/f+wYEatSo4ZsmTRrfQ4cO+d65c8d3wIABvhEiRPB9+vRpgL921pxfQL52arChchEdOnTwTZo0qe+/f/98P3786BsiRAjxcJC4ceOGeNCfOHHCN6Cfn2SosCygUrZsWd8mTZoollWpUsW3bt264j3OM1asWL5jxozRrcd1DRUqlO+KFSt8A/r5SQ+7ihUr+gY0vn375hssWDBhhOVkyZLFt0+fPgH+2n2zcH4B+dqZgl1/LuDXr1+0dOlSatKkieiCnzt3jn7//i3cDRKpUqWiBAkS0IkTJyign5/EsmXLKFq0aJQuXTrq1asXffv2jQIKcKXs27ePbt++LeYvXbpER48epdKlS4v5Bw8e0MuXLxXXEFIwOXPmDBDX0NL5SRw8eJBixIhBKVOmpFatWtG7d+9I6/z580e4NqEgLgcuMpxjQL92fyycX0C+doFW608LbNy4kT5+/Cj8xgB/kpAhQ1KkSJEU28WMGVOsC+jnB+rUqSP85xCbvHz5MvXo0YNu3bpF69evp4BAz549hcAnGhDBggUTD4Zhw4ZR3bp1xXrpOuGaBcRraOn8AMY0qlSpIsax7t27R7179xaGDA9zfEarQIA6d+7cYswtderU4pqsWLFCHHeyZMkC/LULb+H8AvK1M4m7u3SBgRIlSviWK1dON79s2TLfkCFDGm2XPXt23+7du/sG9PNTA2NxuN3u3r3rGxCACyhevHji9fLly76LFy/2jRIliu/ChQvF+mPHjonzef78ueJz1atXF+MHAf381Lh3754457179/pqHdxnBQoUEMcLNxn+W3BrpkqVKsBfO0vnF9CvnRrs+nMyjx49or1791KzZs10y2LFiiXcZeiFyEHUH9YF9PNTA24VcPfuXQoIdOvWTfQ6atWqRenTp6f69etTp06daMSIEWK9dJ0MIzUDyjW0dH5qJEmSRLhyA8I1RBTjoUOHyMfHR5S8OH36tHC34xwC+rX7r717CamiDeMA/n4LK04SGoqQplJeW3ilIpLSLkopaBs3LlwkIl5BvBCVpmWLQFCQiigiwoULDSG8QotMUNtoLUrCC4csq0WoCy2Qif8DM5xzPJ9H+4464/f/wSGbmc7M2+B5eJ/3mfN4Gp/V7507DFRb7OnTp5InzszMNLYlJycrHx8fWSPQIS1mt9tlSm/18bkzPj4uf6Ic2AqwnubaHwcpE/Q3A6RU8KHmeA+RShsdHbXEPfQ0Pnc+f/4s6xxWuYewf/9+ud6fP3+q/v5+lZ2dbfl752l8u+XeOdnpKd1utrq6qoWGhmq1tbVr9qE8HftevXol5emnTp2S124YH9ISjY2NMi6UPnd3d2tHjhyRVIVVoGoqODjYKN/u6urSAgICnFKzKHH28/OT8SF9hiorq5Q4exrf0tKSVlVVJVWo2I+UEarKIiMjtZWVFc3s+vr6tN7eXm16elobGBjQ4uPjtZMnT2q/f/+2/L3zND6r3zt3GKi2UH9/v+SFJycn1+zDL0RxcbHm7++v2Ww27cqVK/Ksw24Yn91ul6CENQ+U/EZERGjV1dWWeo5qcXFRyusRiPft2yeBFqW/v379Mo5BmfPNmze1oKAgGef58+fd3msrjg8l0Fh7DAwMlEcpwsLC5Lm4+fl5zQo6OjpkTFgLRil6SUmJlKDvhnvnaXxWv3fu8NvTiYjI1LhGRUREpsZARUREpsZARUREpsZARUREpsZARUREpsZARUREpsZARUREpsZARUREpsZARWQhs7Oz0vNL/+5Eb8N7o20LkZkwUBFtAnpu5eTk7Nj5Dx8+rL5+/SrNKPXmeAgurt/ET7SbsHEikYXgG86t0oqCyFs4oyLyEvQHOnHihNq7d6+0U0C/J7QN16Wmpqry8nJVU1OjDh48KAHn1q1bTu/x8eNHlZKSIm3Gjx07Jr2+HNNxjqk//JyWlibb/f39ZbveZTk8PFy1tLQ4vXdCQoLT+T59+qTOnDljnGtwcHDNmNDrKDc3V7pR45rRRgLnJdpODFREXjA3N6cuX76sjh8/riYmJtSDBw/UkydP1J07d5yOe/bsmfQQQu+je/fuqcbGRiNAoB080oo2m032P3r0SF2/fn3dNGBnZ6fRzwwpwdbW1g1dL/pOoVX5nj175FwPHz5UtbW1TsegEV9GRoa0Ph8aGlLDw8PK19dX2pyj8SfRdmHqj8gL7t+/L4Gjra1NZjYxMTHqy5cv8uFfV1dnNCmMi4tT9fX18nNkZKQcjwZ+Fy9elIA1NTUl6056eq+pqUn2/VsaELMcQPNKzHo2CjM1zN7QbO/QoUOy7e7du+rSpUvGMR0dHRLQHj9+LGPSG2XiPLjG9PT0v/7/ItoMBioiL/jw4YN0h9U/0OH06dPSKhzdVUNDQ41A5Qgpwu/fvxuzIgQ7xzUopBK36npxLj1IgWt3W8wM0bocMypHKysrElCJtgsDFdE28vHxcfo7Att67d//FmZwrq3mkMrbDATZ5ORk1d7evmZfYGDgf75Goo1ioCLygtjYWFkvQnDQZ1VY08FsJCQkZEPvER0dLcUL3759U0FBQbLt7du36/4brDHp61uugQRrVrrFxUU1MzPjdL04F47BrA5GRkac3iMpKUnSf0grHjhwYENjINoKLKYg2qSFhQWpunN8FRYWygd/WVmZrP10d3fLWlRlZaWxPuUJ1qKOHj2q8vPz1bt37yTQ3bhxQ/Y5phQdhYWFyb6XL1+qHz9+yCwIzp07p54/fy5FEO/fv5f3xJqW7sKFCyoqKkq2I8WH41wLN/Ly8lRAQIBU+mE/Ah3WplC5iHQm0XZhoCLaJHxYJyYmOr1u376tenp61NjYmIqPj1dFRUXq6tWrRqDZCAQSlKEj2KB6sKCgwAgeKCF3Jzg4WDU0NEgpPGZhpaWlsv3atWvq7NmzKisrS2VmZko1IYKgDsHzxYsXanl5WdbBcC4UbjhC9eHr169lfQ0VgpiFYUxYo+IMi7bTP5prIpuITAOzKjxXhaIGx0BD9H/CQEVkIpjl4FkllK4jOFVUVMjDvG/evNnpSyPaMSymIDKRpaUlefbKbrfL+hDWkpqbm3f6soh2FGdURERkaiymICIiU2OgIiIiU2OgIiIiU2OgIiIiU2OgIiIiU2OgIiIiU2OgIiIiU2OgIiIiU2OgIiIiZWZ/AMc/QkvunhiQAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Region Details:\n", "CRS: EPSG:4326\n", "Number of Features: 36\n", "Columns: ['state_name', 'state_code', 'geometry']\n", "Name: A & N Islands\n", "Bounds: [68.1776 6.7528 97.4129 37.0881]\n" ] } ], "source": [ "# Load and visualize the GeoJSON\n", "gdf = gpd.read_file(geojson_file)\n", "\n", "fig, ax = plt.subplots(figsize=(5, 5))\n", "gdf.plot(ax=ax, facecolor=\"lightblue\", edgecolor=\"black\", linewidth=2)\n", "ax.set_title(\"Analysis Region\", fontsize=16, fontweight=\"bold\")\n", "ax.set_xlabel(\"Longitude\")\n", "ax.set_ylabel(\"Latitude\")\n", "plt.grid(True, alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(\"\\nRegion Details:\")\n", "print(f\"CRS: {gdf.crs}\")\n", "print(f\"Number of Features: {len(gdf)}\")\n", "print(f\"Columns: {gdf.columns.tolist()}\")\n", "print(f\"Name: {gdf['state_name'].iloc[0]}\")\n", "print(f\"Bounds: {gdf.total_bounds}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Get PM2.5 Statistics for the complete India for 2023\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using cached file: pm25_data\\V6GL02.04.CNNPM25.GL.202302-202302.nc\n", "PM2.5 Statistics for 2023/2:\n", "\n", "Mean PM2.5: 44.21 μg/m³\n", "Standard Deviation: 18.75 μg/m³\n", "Minimum PM2.5: -23.80 μg/m³\n", "Maximum PM2.5: 201.80 μg/m³\n", "\n", "Air Quality Category: 🟡 Unhealthy for Sensitive Groups\n" ] } ], "source": [ "# Get PM2.5 statistics for the region\n", "# Specify year and optionally month\n", "\n", "year = 2023\n", "month = 2 # February (optional, leave as None for annual data)\n", "\n", "try:\n", " stats = pm25_client.get_pm25_stats(geojson_file, year, month)\n", "\n", " print(f\"PM2.5 Statistics for {year}/{month if month else 'Annual'}:\")\n", " print(f\"\\nMean PM2.5: {stats['mean']:.2f} μg/m³\")\n", " print(f\"Standard Deviation: {stats['std']:.2f} μg/m³\")\n", " print(f\"Minimum PM2.5: {stats['min']:.2f} μg/m³\")\n", " print(f\"Maximum PM2.5: {stats['max']:.2f} μg/m³\")\n", "\n", " # Interpret the results\n", " if stats[\"mean\"] <= 12:\n", " category = \"✅ Good (WHO guideline)\"\n", " elif stats[\"mean\"] <= 35.4:\n", " category = \"🟢 Moderate\"\n", " elif stats[\"mean\"] <= 55.4:\n", " category = \"🟡 Unhealthy for Sensitive Groups\"\n", " elif stats[\"mean\"] <= 150.4:\n", " category = \"🟠 Unhealthy\"\n", " elif stats[\"mean\"] <= 250.4:\n", " category = \"🔴 Very Unhealthy\"\n", " else:\n", " category = \"🆘 Hazardous\"\n", "\n", " print(f\"\\nAir Quality Category: {category}\")\n", "\n", "except FileNotFoundError as e:\n", " print(f\"Error: {e}\")\n", " print(\"\\nNote: This requires PM2.5 netCDF data files.\")\n", " print(\"Download from: https://sites.wustl.edu/acag/datasets/surface-pm2-5/\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Analyze Multiple Sub-Regions\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using cached file: pm25_data\\V6GL02.04.CNNPM25.GL.202302-202302.nc\n", "PM2.5 Statistics by State:\n", " state_name mean std min max count\n", "0 A & N Islands 26.736076 4.642200 10.559565 39.279202 7850\n", "1 Andhra Pradesh 37.747311 7.710774 -13.700000 71.428101 140227\n", "2 Arunachal Pradesh 25.289986 9.757482 8.589810 64.743187 76882\n", "3 Assam 56.700302 14.021981 19.789631 112.994400 72621\n", "4 Bihar 86.183090 17.285084 38.057251 138.052094 86164\n", "5 Chandigarh 53.463982 2.594560 47.528309 59.226231 138\n", "6 Chhattisgarh 43.921875 8.193904 -6.100000 167.313705 119463\n", "7 DNHDD 39.369610 6.282200 16.576408 68.297791 687\n", "8 Delhi 101.283966 13.680910 68.632477 130.057159 1496\n", "9 Goa 40.856464 3.682843 22.005735 57.911633 3333\n", "10 Gujarat 35.799759 7.888505 -23.299999 201.796555 164206\n", "11 Haryana 65.518333 10.105743 34.220348 112.012245 42354\n", "12 Himachal Pradesh 26.042427 6.449605 13.867519 51.061626 54242\n", "13 Jammu & Kashmir 23.887915 5.516273 16.301540 48.607197 53969\n", "14 Jharkhand 57.459743 12.035691 4.850131 148.433945 72272\n", "15 Karnataka 33.316776 6.794228 1.931893 61.043396 163381\n", "16 Kerala 38.901890 6.960310 21.096498 65.156235 33080\n", "17 Ladakh 12.886016 3.502312 6.227266 24.695324 167888\n", "18 Lakshadweep 53.007759 11.728984 35.933651 86.120010 84\n", "19 Madhya Pradesh 38.588871 6.851001 -23.799999 89.274773 276492\n", "20 Maharashtra 41.017254 6.347002 -12.600000 93.932137 267457\n", "21 Manipur 53.500233 8.297816 36.365082 81.965469 20422\n", "22 Meghalaya 65.241524 8.914769 42.956116 95.102303 20767\n", "23 Mizoram 50.792274 9.762743 30.887281 84.194534 19157\n", "24 Nagaland 50.964497 7.544705 30.654783 69.798721 15492\n", "25 Odisha 52.571457 8.520728 -13.700000 103.609283 136647\n", "26 Puducherry 35.211349 5.520503 9.309538 50.891384 662\n", "27 Punjab 58.513329 8.605981 30.373760 85.687485 48536\n", "28 Rajasthan 43.161564 6.603865 -11.500000 78.570801 313169\n", "29 Sikkim 45.016693 6.523999 35.235641 65.802200 6749\n", "30 Tamil Nadu 34.017384 4.743386 7.917448 66.359886 109304\n", "31 Telangana 38.979332 4.714859 14.016782 75.282829 96893\n", "32 Tripura 89.022141 11.420099 61.198307 133.052338 9710\n", "33 Uttar Pradesh 69.170586 12.930211 15.006321 128.973419 222299\n", "34 Uttarakhand 35.294258 10.839684 15.523481 81.931000 50939\n", "35 West Bengal 82.156898 16.278830 10.066559 149.227112 78483\n", "\n", "Most Polluted State: Delhi\n", "Average PM2.5: 101.28 μg/m³\n" ] } ], "source": [ "# Get PM2.5 statistics for each polygon\n", "try:\n", " results = pm25_client.get_pm25_stats(\n", " geojson_file, year=2023, month=2, group_by=\"state_name\"\n", " )\n", "\n", " # Convert to DataFrame for better visualization\n", " df_results = pd.DataFrame(results)\n", "\n", " print(\"PM2.5 Statistics by State:\")\n", " print(df_results[[\"state_name\", \"mean\", \"std\", \"min\", \"max\", \"count\"]])\n", "\n", " # Find state with highest pollution\n", " worst_state = df_results.loc[df_results[\"mean\"].idxmax()]\n", " print(f\"\\nMost Polluted State: {worst_state['state_name']}\")\n", " print(f\"Average PM2.5: {worst_state['mean']:.2f} μg/m³\")\n", "\n", "except FileNotFoundError as e:\n", " print(f\"Error: {e}\")\n", " print(\"Note: This requires PM2.5 netCDF data files.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7. Visualize PM2.5 Distribution\n" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load the multi-region GeoJSON\n", "gdf_multi = gpd.read_file(geojson_file)\n", "\n", "# Merge with results if available\n", "try:\n", " # Merge PM2.5 data with geodataframe\n", " gdf_with_pm25 = gdf_multi.merge(\n", " df_results[[\"state_name\", \"mean\"]],\n", " left_on=\"state_name\",\n", " right_on=\"state_name\",\n", " )\n", "\n", " # Create choropleth map\n", " fig, ax = plt.subplots(figsize=(12, 10))\n", " gdf_with_pm25.plot(\n", " column=\"mean\",\n", " ax=ax,\n", " legend=True,\n", " cmap=\"YlOrRd\",\n", " edgecolor=\"black\",\n", " linewidth=1.5,\n", " )\n", "\n", " # Add district labels\n", " for idx, row in gdf_with_pm25.iterrows():\n", " centroid = row.geometry.centroid\n", " ax.text(\n", " centroid.x,\n", " centroid.y,\n", " f\"{row['state_name']}\\n{row['mean']:.1f}\",\n", " ha=\"center\",\n", " va=\"center\",\n", " fontsize=8,\n", " bbox=dict(boxstyle=\"round\", facecolor=\"white\", alpha=0.7),\n", " )\n", "\n", " ax.set_title(\n", " \"PM2.5 Distribution by State (μg/m³) for 2023\", fontsize=16, fontweight=\"bold\"\n", " )\n", " ax.set_xlabel(\"Longitude\")\n", " ax.set_ylabel(\"Latitude\")\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "except NameError:\n", " print(\"PM2.5 data not available. Run the previous cell first.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8. Temporal Analysis\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Analyzing monthly PM2.5 levels...\n", "\n", "Using cached file: pm25_data\\V6GL02.04.CNNPM25.GL.202301-202301.nc\n", "Month 1: Data not available : [Errno -101] NetCDF: HDF error: 'c:\\\\Users\\\\mahes\\\\OneDrive\\\\Desktop\\\\Coding\\\\DH307\\\\vayuayan\\\\docs\\\\notebooks\\\\pm25_data\\\\V6GL02.04.CNNPM25.GL.202301-202301.nc'\n", "Using cached file: pm25_data\\V6GL02.04.CNNPM25.GL.202302-202302.nc\n", "Month 2: 44.21 μg/m³\n", "Using cached file: pm25_data\\V6GL02.04.CNNPM25.GL.202303-202303.nc\n", "Month 3: 38.77 μg/m³\n", "Using cached file: pm25_data\\V6GL02.04.CNNPM25.GL.202304-202304.nc\n", "Month 4: 33.03 μg/m³\n", "Using cached file: pm25_data\\V6GL02.04.CNNPM25.GL.202305-202305.nc\n", "Month 5: 30.89 μg/m³\n", "Using cached file: pm25_data\\V6GL02.04.CNNPM25.GL.202306-202306.nc\n", "Month 6: 28.29 μg/m³\n", "Using cached file: pm25_data\\V6GL02.04.CNNPM25.GL.202307-202307.nc\n", "Month 7: 28.57 μg/m³\n", "Using cached file: pm25_data\\V6GL02.04.CNNPM25.GL.202308-202308.nc\n", "Month 8: 31.72 μg/m³\n", "Using cached file: pm25_data\\V6GL02.04.CNNPM25.GL.202309-202309.nc\n", "Month 9: 27.58 μg/m³\n", "Using cached file: pm25_data\\V6GL02.04.CNNPM25.GL.202310-202310.nc\n", "Month 10: 40.79 μg/m³\n", "Using cached file: pm25_data\\V6GL02.04.CNNPM25.GL.202311-202311.nc\n", "Month 11: 60.28 μg/m³\n", "Using cached file: pm25_data\\V6GL02.04.CNNPM25.GL.202312-202312.nc\n", "Month 12: 58.04 μg/m³\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Worst Month: 11.0 (60.28 μg/m³)\n", "Best Month: 9.0 (27.58 μg/m³)\n" ] } ], "source": [ "# Analyze PM2.5 for multiple months\n", "months = range(1, 13) # All 12 months\n", "monthly_data = []\n", "\n", "print(\"Analyzing monthly PM2.5 levels...\\n\")\n", "\n", "for month in months:\n", " try:\n", " stats = pm25_client.get_pm25_stats(geojson_file, 2023, month)\n", " monthly_data.append(\n", " {\n", " \"Month\": month,\n", " \"Mean_PM25\": stats[\"mean\"],\n", " \"Std_PM25\": stats[\"std\"],\n", " }\n", " )\n", " print(f\"Month {month}: {stats['mean']:.2f} μg/m³\")\n", " except Exception as e:\n", " print(f\"Month {month}: Data not available : {e}\")\n", "\n", "if monthly_data:\n", " # Create DataFrame\n", " df_monthly = pd.DataFrame(monthly_data)\n", "\n", " # Plot monthly trends\n", " plt.figure(figsize=(14, 6))\n", " plt.plot(\n", " df_monthly[\"Month\"],\n", " df_monthly[\"Mean_PM25\"],\n", " marker=\"o\",\n", " linewidth=2,\n", " markersize=8,\n", " )\n", " plt.fill_between(\n", " df_monthly[\"Month\"],\n", " df_monthly[\"Mean_PM25\"] - df_monthly[\"Std_PM25\"],\n", " df_monthly[\"Mean_PM25\"] + df_monthly[\"Std_PM25\"],\n", " alpha=0.3,\n", " )\n", " plt.xlabel(\"Month\", fontsize=12)\n", " plt.ylabel(\"PM2.5 (μg/m³)\", fontsize=12)\n", " plt.title(\"Monthly PM2.5 Trends\", fontsize=14, fontweight=\"bold\")\n", " plt.grid(True, alpha=0.3)\n", " plt.xticks(range(1, 13))\n", " plt.tight_layout()\n", " plt.show()\n", "\n", " # Find worst and best months\n", " worst_month = df_monthly.loc[df_monthly[\"Mean_PM25\"].idxmax()]\n", " best_month = df_monthly.loc[df_monthly[\"Mean_PM25\"].idxmin()]\n", "\n", " print(\n", " f\"\\nWorst Month: {worst_month['Month']} ({worst_month['Mean_PM25']:.2f} μg/m³)\"\n", " )\n", " print(f\"Best Month: {best_month['Month']} ({best_month['Mean_PM25']:.2f} μg/m³)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 9. Export Results\n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "State-level results saved to: pm25_analysis_results.csv\n", "Monthly trends saved to: pm25_monthly_trends.csv\n" ] } ], "source": [ "# Export results to CSV\n", "if \"df_results\" in locals():\n", " output_file = \"pm25_analysis_results.csv\"\n", " df_results.to_csv(output_file, index=False)\n", " print(f\"State-level results saved to: {output_file}\")\n", "\n", "if \"df_monthly\" in locals():\n", " monthly_output = \"pm25_monthly_trends.csv\"\n", " df_monthly.to_csv(monthly_output, index=False)\n", " print(f\"Monthly trends saved to: {monthly_output}\")" ] } ], "metadata": { "kernelspec": { "display_name": "venv", "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": "3.12.1" } }, "nbformat": 4, "nbformat_minor": 4 }