{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction to Training and Testing Models\n", "All three models (linear regression, random forest and neural network) inherit from one class so that they behave very similar." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from models.linear_regression import LinearRegression\n", "from models.random_forest import RandomForest\n", "from models.neural_network import NeuralNetwork\n", "\n", "from preprocessing.data import DataForTraining\n", "from preprocessing.data import DataForTesting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simple Training and Prediction\n", "**Linear Regression with all inputs and targets**:\n", "<br>\n", "Let's run a linear regression which uses all inputs and trains all targets. You could do the same with a random forest or a neural network." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- Data Preprocessing ---\n", "\n", "#inputs: 30\n", "#features: 124\n", "#targets: 15\n", "\n", "scaling: robust\n", "scale targets: True\n", "\n", "#train data: 2680\n", "#val data: 863\n", "#test data: 875\n", "\n", "\n", "--- Evaluation ---\n", "\n", "\n", "-- all_targets --\n", "\n", "mse(train): 0.7084000110626221\n", "mae(train): 0.42170000076293945\n", "r2(train): 66.6935\n", "\n", "mse(val): 2.357800006866455\n", "mae(val): 0.49950000643730164\n", "r2(val): 43.1585\n", "\n", "mse(test): 0.7864999771118164\n", "mae(test): 0.49559998512268066\n", "r2(test): 44.5911\n", "\n", "\n", "-- o3_average_values --\n", "\n", "mse(train): 0.1964000016450882\n", "mae(train): 0.33809998631477356\n", "r2(train): 72.4912\n", "\n", "mse(val): 0.24740000069141388\n", "mae(val): 0.36419999599456787\n", "r2(val): 62.8047\n", "\n", "mse(test): 0.3240000009536743\n", "mae(test): 0.42750000953674316\n", "r2(test): 55.5718\n", "\n", "\n", "-- o3_daytime_avg --\n", "\n", "mse(train): 0.16609999537467957\n", "mae(train): 0.3077999949455261\n", "r2(train): 73.7413\n", "\n", "mse(val): 0.2574999928474426\n", "mae(val): 0.35030001401901245\n", "r2(val): 58.0829\n", "\n", "mse(test): 0.2793000042438507\n", "mae(test): 0.3919000029563904\n", "r2(test): 57.5853\n", "\n", "\n", "-- o3_nighttime_avg --\n", "\n", "mse(train): 0.22769999504089355\n", "mae(train): 0.3601999878883362\n", "r2(train): 68.9416\n", "\n", "mse(val): 0.2768999934196472\n", "mae(val): 0.3937000036239624\n", "r2(val): 61.4666\n", "\n", "mse(test): 0.3675999939441681\n", "mae(test): 0.45570001006126404\n", "r2(test): 49.1025\n", "\n", "\n", "-- o3_median --\n", "\n", "mse(train): 0.18889999389648438\n", "mae(train): 0.3330000042915344\n", "r2(train): 71.7139\n", "\n", "mse(val): 0.24060000479221344\n", "mae(val): 0.35830000042915344\n", "r2(val): 61.7338\n", "\n", "mse(test): 0.3183000087738037\n", "mae(test): 0.42160001397132874\n", "r2(test): 51.9324\n", "\n", "\n", "-- o3_perc25 --\n", "\n", "mse(train): 0.18039999902248383\n", "mae(train): 0.3237000107765198\n", "r2(train): 70.2786\n", "\n", "mse(val): 0.21570000052452087\n", "mae(val): 0.35109999775886536\n", "r2(val): 62.4664\n", "\n", "mse(test): 0.28600001335144043\n", "mae(test): 0.41620001196861267\n", "r2(test): 52.9935\n", "\n", "\n", "-- o3_perc75 --\n", "\n", "mse(train): 0.19169999659061432\n", "mae(train): 0.33059999346733093\n", "r2(train): 72.7964\n", "\n", "mse(val): 0.26589998602867126\n", "mae(val): 0.36719998717308044\n", "r2(val): 59.3381\n", "\n", "mse(test): 0.32820001244544983\n", "mae(test): 0.4163999855518341\n", "r2(test): 52.5858\n", "\n", "\n", "-- o3_perc90 --\n", "\n", "mse(train): 0.1826999932527542\n", "mae(train): 0.31130000948905945\n", "r2(train): 68.9433\n", "\n", "mse(val): 0.3027999997138977\n", "mae(val): 0.36559998989105225\n", "r2(val): 45.8243\n", "\n", "mse(test): 0.2937000095844269\n", "mae(test): 0.39259999990463257\n", "r2(test): 51.6685\n", "\n", "\n", "-- o3_perc98 --\n", "\n", "mse(train): 0.25029999017715454\n", "mae(train): 0.3603000044822693\n", "r2(train): 66.4764\n", "\n", "mse(val): 0.451200008392334\n", "mae(val): 0.4230000078678131\n", "r2(val): 34.3089\n", "\n", "mse(test): 0.34700000286102295\n", "mae(test): 0.4372999966144562\n", "r2(test): 50.2595\n", "\n", "\n", "-- o3_dma8eu --\n", "\n", "mse(train): 0.23019999265670776\n", "mae(train): 0.3490000069141388\n", "r2(train): 67.0483\n", "\n", "mse(val): 0.39469999074935913\n", "mae(val): 0.4120999872684479\n", "r2(val): 37.3971\n", "\n", "mse(test): 0.3269999921321869\n", "mae(test): 0.4302000105381012\n", "r2(test): 51.5366\n", "\n", "\n", "-- o3_avgdma8epax --\n", "\n", "mse(train): 0.15449999272823334\n", "mae(train): 0.2939999997615814\n", "r2(train): 72.7451\n", "\n", "mse(val): 0.2632000148296356\n", "mae(val): 0.3433000147342682\n", "r2(val): 53.9089\n", "\n", "mse(test): 0.25690001249313354\n", "mae(test): 0.37229999899864197\n", "r2(test): 55.8276\n", "\n", "\n", "-- o3_drmdmax1h --\n", "\n", "mse(train): 0.262800008058548\n", "mae(train): 0.36410000920295715\n", "r2(train): 64.618\n", "\n", "mse(val): 0.4851999878883362\n", "mae(val): 0.4284000098705292\n", "r2(val): 32.0222\n", "\n", "mse(test): 0.40610000491142273\n", "mae(test): 0.46560001373291016\n", "r2(test): 45.7553\n", "\n", "\n", "-- o3_w90 --\n", "\n", "mse(train): 0.19769999384880066\n", "mae(train): 0.319599986076355\n", "r2(train): 71.6126\n", "\n", "mse(val): 0.3098999857902527\n", "mae(val): 0.34860000014305115\n", "r2(val): 41.9471\n", "\n", "mse(test): 0.23819999396800995\n", "mae(test): 0.3578000068664551\n", "r2(test): 48.6775\n", "\n", "\n", "-- o3_aot40 --\n", "\n", "mse(train): 0.2176000028848648\n", "mae(train): 0.32739999890327454\n", "r2(train): 61.0417\n", "\n", "mse(val): 0.38960000872612\n", "mae(val): 0.38749998807907104\n", "r2(val): 38.6066\n", "\n", "mse(test): 0.3077999949455261\n", "mae(test): 0.39149999618530273\n", "r2(test): 48.562\n", "\n", "\n", "-- o3_nvgt070 --\n", "\n", "mse(train): 0.6151000261306763\n", "mae(train): 0.49000000953674316\n", "r2(train): 44.9633\n", "\n", "mse(val): 1.1892000436782837\n", "mae(val): 0.5806999802589417\n", "r2(val): 6.0544\n", "\n", "mse(test): 0.715399980545044\n", "mae(test): 0.5320000052452087\n", "r2(test): 30.0562\n", "\n", "\n", "-- o3_nvgt100 --\n", "\n", "mse(train): 7.364500045776367\n", "mae(train): 1.516700029373169\n", "r2(train): 52.9899\n", "\n", "mse(val): 30.077699661254883\n", "mae(val): 2.019200086593628\n", "r2(val): -8.585\n", "\n", "mse(test): 7.001399993896484\n", "mae(test): 1.5257999897003174\n", "r2(test): -33.2474\n", "\n", "Plotting training plots...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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2M098/v1MGTOEq+59jYfL32L+oFZ2dkcYPKA/j33uKP72ehNfebiShz71vl773/XSOj44fyKTRw/t9XpXT4S7X1rHE58/ihnjhvGdZSv57X/W8LkP9Z5n5PSDp3H6wdMA+OW/arnkyFk888Ym/lKxnsmjh/LNE/ZNqrGYVFZWsnDhwpIe0w+EVTdk1r6jq4cr7izjhbp3+OmZCzllUbLx6/5GVZ8Enuzz2rcTfv8a8LVSx2Ua285jm/TYpAXs0mNKS+ATsPgYsI6dPVx028vc+WL9rsHv23Z0centr/Klj+3DwTPGJt0/lwrYnqOHsO+UUczYI1pJ++iCSbzWsIUzTlzAnv9q3TW+5WML9uTLD63Yrc2KhlZeXbuZu15cx/ad3XT1KMMGDeC42H4z94hWzE44YDK/+29dSs0b23ZQuX4LV394bz7+hxe574rD+fW/a3m+rqXk8yotWLAg80YWElbdkF57Z3cPn7q7nP/VtvDjMw/kjMXTShiZI1dsO49t0mOTFrBLjyktgU/A4gwd1J/vnLSAT95VzoWHzySi8Mm7yjn94Glpx57kUgFbOG0MbR1dvNPeyR4jBvNC3TscOG00a9as4aP77cmLde8wfdwwXnpzM7MnDN9t/1+e895g+YfK3qKqcSvXHDefjW07qG1u39Xuc2tamDthRMo4fvaPN/hCbIB+Z1cPAvQToWNnT1Y6TLJmzRrmz59f8uN6TVh1Q2rtO7sjfObuCp55YxM/PP2ApMMBHP7CtvPYJj02aQG79JjSYk0CBrD/1NHM33Mkyyo3IAKvrN1M6/YuHi5fD8BPzzqQBVNG591+/37CN07Yl/NveRnV6PHOOWQGO3ds59MzB/P/7n+NW59by7DB/bnh9AMBWLF+C/e81MCPzjwwZbuTRg3h6g9Fq1kD+/dj6pih/PSs5OXN1xu37tIKcPKiqXzsxmeZPGYonzx6r7y15cu0aeGscIRVNyTX3tUT4bP3VvB0TTPfP3V/zj3Unlmvbca289ivemZd80TO+0wYomzaEb0SUn/DCaZDKjl+9SYfTGkJ/DxgfqC+vh6/LbJbKsKqvZi64521Xzvdvtq7eiJ8/r7XeOr1t/nuyQu4+H2zUu6bD6WeB6xY+LH/su3z61c9+SRgR0yM8GJzdKICv/YFueBXb/IhFy3p+i+rpqHwihEjUl8utJ2wag+rbuitvbsnwv97YDlPvf423zpxP+PJl6O42HYe26SnuaO0N1QVG5u8MaXFqkuQXtHV1eV1CJ4RVu3F1O33b7tx7T0R5QsPVvLEiia+cfy+XHZU8pUfHP7Fts+vTXqGDlDAniTMJm9MaXEVMANEIhGvQ/CMsGoPq26Iau+JKF9+qJJllRv46tL5XPGB0o8/dBSObeexTXoGWvbf2SZvTGnx3GIR6S8ir4nI417Hki/Dhu0+wWtYCKv2sOoGGDJ0KF/98wr+8lojX/roPD59THZ3ETv8h23nsU163um0p/oFdnljSovnCRhwNQFdxiPO5s2bvQ7BM8KqPay6IxHlW49W83D5ev7fh/fmqmP3zryTw7fYdh7bpGfWiODcIJcNNnljSounCZiITANOILqYbWCZMiU4y6yYJqzaw6hbVfnmo6/z5Btb+dyxc7n6Qy75Cjq2ncc26Vmx2a4KmE3emNLidQXsRuArQMoLqiJypYiUiUhZU1MTLS0tNDU10djYSGtrK3V1dXR0dFBdXU0kEqGiogJ4b7HMiooKIpEI1dXVdHR0UFdXR2trK42NjcTbq6+vp729nZqaGrq7u6msrOzVRvxnVVUVnZ2d1NbW0tbWRkNDA83Nzbz++us0NDTQ1tZGbW0tnZ2dVFVVJW2jsrKS7u5uampqaG9vp76+3peampubs9K0du1a6zRl49OqVaus05TOp7KyMr6zbCX3vtzAWQtGs3RqNzt27CiJJkfxWLt2rdchGMUmPUftac+YKbDLG1NaPJsHTEROBI5X1c+IyDHAl1T1xHT7+HEeHYgOyOvXz+tc1hvCqj1MulWV6x6v5k/P13PlB/biqx+bR//+/Ut2fDcPWPGw7Tz2q5585gHrhxKJ3QXp9zujs8Gv3uRDLlr8Og/YkcDJIlIP3A8cKyJ3exhP3ixfvtzrEDwjrNrDoltVuf6JVfzp+Xo+ceRsvnbc/F0VLUfwse08tknPOXPsqoDZ5I0pLb6YCT/oFTCHw0ZUlRuequEPz77JxUfM5NqTFyBS+nEprgLmCDr5VMASsaECFlb8WgGzhviYljASVu2261ZVfvL3N/jDs29yweEzeiVftmsPE7Z5aZOeC+b2eB2CUWzyxpQWX1TAssV9g3Q4SsPP/7maXz1dy7mHTuf6Uw+gXz/v7shyFTBH0HEVsPDiKmBFJn6nWBgJq3abdf/yX7X86ulazlo8LWnyZbP2sGGblzbpOW+OXRUwm7wxpcUlYAZYtGiR1yF4Rli126r7pv+s4Rf/Ws3pB0/lhjMOTFr5slV7GLHNS5v03F9n179nm7wxpcUuhz2ipqbG6xA8I6zabdT9+//W8ZO/v8Gpi6bwkzMX0j/FZUcbtYcV27y0Sc/xM+y6C9Imb0xpcQmYAWbPnu11CJ4RVu226b7lf29yw1M1nLRwCj89K3XyBfZpDzO2eWmTnufetuvfs03emNJil8MesWHDBq9D8IywardJ95+eX8v3n1jFCQdM5hcfX8iA/um7BZu0hx3bvLRJz4HjgnODXDbY5I0pLS4BM8C4ceO8DsEzwqrdFt13vljPdx+r5mMLJnHjOYsyJl9gj3aHfV7apKe+3a61IG3yxpQWl4AZYPv27V6H4Blh1W6D7nteXse3H13Jh/edxK/PPZiBWSRfYId2RxTbvLRJzx6D7aqA2eSNKS0uATOALetb5UNYtQdd9wOvNvCNR17n2PkTuen8gxg0IHs9QdfueA/bvLRJT5ddY/Ct8saUFnv+Ih4ycOBAr0PwjLBqD7Luh8re4pq/VHH0vAn89vyDGTwgt4W1g6zd0RvbvLRJT0e3XZcgbfLGlBaXgBmgvb3d6xA8I6zag6r7kdfW85U/r+CoueP5w4WLGTIwt+QLgqvdsTu2eWmTnolD7boEaZM3prS4BMwA48eP9zoEzwir9iDqfnR5I198sJIj9tqDP164JK/kC0qrvdAlXBzpCeJ5nA6b9Kxps6sCZpM3prS4BMwA69ev9zoEzwir9qDpfnzFBv7vgeUcMmsct1y8hKGD8ku+IHjaHamxzUub9Cweb1cFzCZvTGlxCZgB5s6d63UInhFW7UHS/VRVE1ffv5zFM8dy2yWHMGzQgILaK6V2twhxcQnSeZwNNun59wa7KmA2eWNKi0vADLBy5UqvQ/CMsGoPiu5/rHybz933GgunjeZPlx7K8MGFJV8QHO2OzNjmpU16Tplp122QNnljSotLwAywcOFCr0PwjLBqD4Lup1dt5LP3VrD/1NHc8YlDGWEg+YJgaHdkh21e2qTnobX5DxPwIzZ5Y0qLS8AMUF5e7nUInhFW7X7X/Z83mvn03RXsO3kUd3ziUEYOMXcLuN+1O7LHNi9t0nPh3B6vQzCKTd6Y0iKqwRnot2TJEi0rK/M6DIfD1zy7ehOX31nG3hNHcO/lhzN6WLDn3xGRclVd4nUcheL6r/BS6N28bixkcEnXf7kKmAFsyuxzJaza/ar7+TUtXHFnGXMmjODuyw4rSvLlV+2O3LHNS5v0uAqYf3EVMIfD0YsX6lr4xO2vMmuP4dx7xeGMGz7I65CM4CpgjqDjKmDhxVXAikxVVZXXIXhGWLX7TffLb77DZbeXMX3sMO6+/LCiJl9+0+7IH9u8tEnPaTPtqoDZ5I0pLS4BM8C8efO8DsEzwqrdT7rL6jdz6e2vMmXMEO694nDGjxhc1OP5SbujMGzz0iY9/2i069+zTd6Y0mKXwx7R0NDgdQieEVbtftFdvq6Vi297hT1HDeG+Kw5nwsjiJl/gH+2OwrHNS5v0HDYxOMODssEmb0xpcQmYASZNmuR1CJ4RVu1+0L38rS1cctsrjB85mHuvOJyJo4aU5Lh+0O4wg21e2qRn1Ra7ZsK3yRtTWjxLwERkiIi8IiKVIrJSRL7rVSyFsmXLFq9D8Iywavdad9X6rVx468uMHT6I+644nD1Hlyb5Au+1O8xhm5c26Zk23K4KmE3emNLiZQWsEzhWVRcCi4ClInK4h/HkzZAhpfvn5zfCqt1L3a83buWCW19m9NCB3Hfl4UwZM7Skxw+D5yKyVETeEJE1InJNmu3OEBEVkUDepWmblzbpadvpdQRmsckbU1o8S8A0Snvs6cDYw66U3+EwTPWGNi649WVGDB7AfVccztQSJ19hQET6AzcBxwH7AeeKyH5JthsJXA28XNoIHQ6HDXg6BkxE+ovIcqAZ+Keq7taRiciVIlImImVNTU20tLTQ1NREY2Mjra2t1NXV0dHRQXV1NZFIhIqKCuC9idIqKiqIRCJUV1fT0dFBXV0dra2tNDY2Em+vvr6e9vZ2ampq6O7uprKyslcb8Z9VVVV0dnZSW1tLW1sbDQ0NNDc309zcTENDA21tbdTW1tLZ2bnrNtW+bVRWVtLd3U1NTQ3t7e3U19cHWtOOHTus05SNT++8807JNVU1vMO5f3yBwf2Fn54wncHd7Z6ce/H3S+WTBxwKrFHVN1V1J3A/cEqS7b4H/AjYUcrgTLJjR2BDT4pNekbZMY3fLmzyxpgWVfX8AYwB/gPsn267xYsXqx/ZunWr1yF4Rli1l1r36rfb9ODr/qGHXv9PfXNTe0mP3ZdSawfKtLT90ZnALQnPLwR+02ebg4E/x35/BliSoq0rgTKgbMqUKbpp0ybdsGGDrl+/Xjdv3qxr1qzR7du368qVK7Wnp0fLy8tVVbWsrExVVcvLy7Wnp0dXrlyp27dv1zVr1ujmzZt1/fr1umHDBt20aZOuXbtWt23bpqtWrdKuri5dvnx5rzbiP1esWKE7duzQ1atX69atW3XdunW6du1a3bhxo65bt063bt2qq1ev1h07duiKFSuStrF8+XLt6urSVatW6bZt23Tt2rW+0lRTU6MbN270naZjv/+YnvOzZbrkO4/pJ3+9TPf+2mP6pd8/qjO/+rh+8+beP//fbx/V/b7xmF7920f18O8+pmf+dJkvNeXq06ZNm3qde0HWtHXr1qSfp2Sa0vVfvpkJX0S+DWxX1Z+m2savM0nX1tay9957ex2GJ4RVeyl1r2lu55w/voQI3H/l4cyZMKIkx01FqT0v9Uz4InImsFRVL489vxA4TFWvij3vB/wbuERV60XkGeBLqpq2c/Jj/2Xb59evevKZCf/YKRH+vSF6kcqGmfD96k0+5KLFlzPhi8gEERkT+30o8BGgxqt4CmHGjBleh+AZYdVeKt1rW97lvJtfApT7rjjM8+QLQuF5IzA94fm02GtxRgL7A8+ISD1wOLAsiAPxbfPSJj0vN9s1DYVN3pjS4uUYsMnAf0RkBfAq0TFgj3sYT96sXr3a6xA8I6zaS6F73Tvvcu4fX6I7otx7xeHMnTiy6MfMhhB4/iqwt4jMFpFBwDnAsvibqrpVVcer6ixVnQW8BJycqQLmR2zz0iY9H50a8ToEo9jkjSktA4y0kgequgI4yKvjm+SAAw7wOgTPCKv2Yut+a/N2zv3jS3R293DvFYczb5I/ki+w33NV7RaRq4C/A/2B21R1pYhcR3Q8x7L0LQQH27y0Sc8j6/p7HYJRbPLGlBY3E74B4nd1hZGwai+m7vWt2znnjy/x7s4e7r78MPadPKpox8qHMHiuqk+q6jxVnaOq18de+3ay5EtVjwli9Qvs89ImPRfOtWsxbpu8MaXFN4Pws8GPg1gdDpNs2NLB2X98ka3bu7j3isPZf+por0PynFIPwi8Wrv8KL/kMwk/EhkH4YcWXg/BtwqbMPlfCqr0Yut/euoNzb36JLe92cddlh/k2+Qqr5zZim5c26XEVMP/iKmAOh0U0t+3g7D++xKZtndx52aEcPGOs1yH5BlcBcwQdVwELL64CVmTiM32HkbBqN6m7eVu08tXctoM7PnGI75OvsHpuI7Z5aZOes2bbVQGzyRtTWjy7C9ImFixY4HUInhFW7aZ0t7R3cv7NL7Nhyw7u+MShLJ45zki7xSSsntuIbV7apOfRdXbVR2zyxpQWuxz2iDVr1ngdgmeEVbsJ3Zvf3cn5N7/MW63bue2SQzh0tv+TLwiv5zZim5c26Tl2SnCGB2WDTd6Y0uISMANMmzbN6xA8I6zaC9Xd+u5Ozr/lZerfeZdbLz6EI+bsYSiy4hNWz23ENi9t0lPeYtdM+DZ5Y0qLS8AM0NLS4nUInhFW7YXo3rq9iwtufZm6Te3cfNESjpw73mBkxSesntuIbV7apGfuKLsqYDZ5Y0qLS8AMMGKE9+vzeUVYteere2tHNPmq3djOHy5czAfmTTAcWfEJq+c2YpuXNulp7rCrAmaTN6a0uATMAF1dXV6H4Blh1Z6P7rYdXVx02yvUvN3G7y44mA/uM7EIkRWfsHpuI7Z5aZOeoQPsqoDZ5I0pLS4BM0AkYteiqbkQVu256t62o4uLb3uFlY1buem8g/nQvpOKFFnxCavnNmKblzbpGWjZf2ebvDGlxU1DYYBhw4Z5HYJnhFV7Lrrf7ezm0j+9yor1W7npvIP46II9ixhZ8Qmr5zZim5c26Xmn065LkDZ5Y0qLZTm2N2zevNnrEDwjrNqz1b19ZzeX3v4qr721hV+dcxBL959c5MiKT1g9txHbvLRJz6wRdl2CtMkbU1pcAmaAKVOmeB2CZ4RVeza6O3b2cNntZZTVb+YXZy/ihAODn3xBeD23Edu8tEnPis12VcBs8saUFpeAGWDt2rVeh+AZYdWeSfeOrh6uuLOMl9a+w88/voiTF9rT+YTVcxuxzUub9By1pz1jpsAub0xpcQmYAebPn+91CJ4RVu3pdO/o6uHKu8p5vq6Fn5y5kFMPmlrCyIpPWD23Edu8tEnPkw12/Xu2yRtTWuxy2COWL1/udQieEVbtqXR3dvfw6bvLeXb1Jn50+oGcudie2Z/jhNVzG7HNS5v0nDPHrgqYTd6Y0iKqwRnot2TJEi0rK/M6DIcjKTu7I3zmnnL+taqZH5x2AOcdNsPrkKxARMpVdYnXcRSK67/Cy6xrniho//obTjAUiaPUpOu/XAXMAOXl5V6H4Blh1d5Xd1dPhKvureBfq5r53qn7W518hdVzG7HNS5v0XDC3x+sQjGKTN6a0uAqYw1EgXT0RPn/fazz1+ttce9J+XHLkbK9DsgpXAXMEHVcBCy+uAlZkKioqvA7BM8KqPa67uyfC/z2wnKdefxsgFMlXWD23Edu8tEnPeXPsqoDZ5I0pLS4BM8CiRYu8DsEzwqp90aJF9ESULz5UyeMrmrwOp6SE1XMbsc1Lm/TcX2fXv2ebvDGlxTOHRWS6iPxHRKpFZKWIXO1VLIVSU1PjdQieEVbtK6tX8eWHKnl0+Qa+snQf6m84ITSXCcLquY3Y5qVNeo6fYdddkDZ5Y0qLl2tBdgNfVNUKERkJlIvIP1W12sOY8mL2bPsvO6UijNojEeVPr3fyl+VNfPEj8/jMMXO9DqmkhNFzW7HNS5v0PPe2XRUwm7wxpcWzBExVm4Cm2O/bRGQVMBUIXAK2YcMG5syZ43UYnhA27ZGI8vVHqvjL8iau/tDefO5De3sdUskJm+c2Y5uXNuk5cJzy7NvR5YhsGMRvkzemtPgixRaRWcBBwMtJ3rtSRMpEpKypqYmWlhaamppobGyktbWVuro6Ojo6qK6uJhKJ7BocF79NtKKigkgkQnV1NR0dHdTV1dHa2kpjYyPx9urr62lvb6empobu7m4qKyt7tRH/WVVVRWdnJ7W1tbS1tdHQ0EBzczMADQ0NtLW1UVtbS2dnJ1VVVUnbqKyspLu7m5qaGtrb26mvr/elpubm5qw0jRs3zjpNqXzatGkTX7zvFe5/9S0uPHgCJ83uF3hN+fg0duzYkmpyFI9x48Z5HYJRbNJT327XWpA2eWNKi+fTUIjICOC/wPWq+pd02/r1Nu7GxkamTrVruZlsCYt2VeXaZSu548V1fOroOVxwwAimTbNvlvtsKLXnbhqK4mHb59evevKpYB20R4TX3jFTI/FDBcyv3uRDLlp8Ow2FiAwE/gzckyn58jP9+vmikOgJYdCuqlz3eDV3vLiOK94/m68u3Yf+/ft7HZZnhMHzsGCblzbp6bJrDL5V3pjS4tkYMBER4FZglar+3Ks4TDBw4ECvQ/AM27WrKrO/9iQAlx45i68fvy8iYr3udIRZu23Y5qVNejq67boEaZM3prR4mZIeCVwIHCsiy2OP4z2MJ2/a29u9DsEzbNauqvzob2/sev7tE/cj+r3Bbt2ZCLN227DNS5v0TBwanFVqssEmb0xp8fIuyOcAK1L88ePHex2CZ9iqXVX52T9W8/v/1nH+YTP4/qn770q+wF7d2RBm7bZhm5c26VnTZsW/x13Y5I0pLfZclPWQ9evXex2CZ9iq/cZ/1fKb/6zhnEOm871TeidfYK/ubAizdtuwzUub9Cweb1cFzCZvTGlxCZgB5s4N10Scidio/VdP1/LLp2s5c/E0fnDaAfTrt/s3URt1Z0uYtduGbV7apOffG+yqgNnkjSktLgEzwMqVK70OwTO80D7rmicKnpgwFTf9Zw0//+dqTj9oKj8648CkyRc4zx12YJuXNuk5ZaZdt0Ha5I0pLS4BM8DChQu9DsEzbNL+h//W8ZO/v8Epi6bwk7MW0j9F8gV26c6VMGu3Ddu8tEnPQ2vtmurGJm9MaXEJmAHiM3uHES+0Z7vwdS6Vslv+9yY/fKqGEw+czM8yJF/gPHfYgW1e2qTnwrk9XodgFJu8MaXFJWAGWLx4sdcheIYN2m9/fi3ff2IVxx+wJzeevYi533gqY+Jmg+58CbN227DNS5v03LXGrgqYTd6Y0uISMAPYlNnnip+1Z1Mpu+vFeq59rJqPLZjEL885iAH9s/tI+Fl3sQmzdtuwzUub9LgKmH8xpcXztSBzwY9rqTmCy70vN/D1R6r48L4T+e35ixk0wH0f8SNuLUhH0CnWTUPZ4oe1IMOKb9eCtIWqqiqvQ/CMoGp/8NW3+PojVXxwnwncdP7BOSdfQdVtgjBoF5GlIvKGiKwRkWuSvP8pEamKreDxnIjs50WchWKblzbpOW2mXRUwm7wxpcUlYAaYN2+e1yF4RhC1P1y+nq/+ZQUfmDeB312wmMEDch9rEUTdprBdu4j0B24CjgP2A85NkmDdq6oHqOoi4MdAINeztc1Lm/T8o9Guf882eWNKi10Oe0RDQ4PXIXhG0LQ/8tp6vvxwJUfOGc8fL1zMkIH5DXQNmm6ThED7ocAaVX1TVXcC9wOnJG6gqm0JT4cDwRnLkYBtXtqk57CJgTylUmKTN6a0uATMAJMmTfI6BM8IkvZllRv44oOVHD57D26+aEneyRcES7dpQqB9KvBWwvP1sdd6ISKfFZE6ohWwzydrSESuFJEyESlramqipaWFpqYmGhsbaW1tpa6ujo6ODqqrq4lEIlRUVADvDfKtqKggEolQXV1NR0cHdXV1tLa20tjYSLy9+vp62tvbqampobu7m8rKyl5txH9WVVXR2dlJbW0tbW1tNDQ0MHDgQJqbm2loaKCtrY3a2lo6Ozt3XWLp20ZlZSXd3d3U1NTQ3t5OfX29rzRFIhGam5t9p2nOSOWIiREmDFGWToswqJ9y1uzoJcb4YPv4z9Nm9jB8gDJqoDJ5mHLIhAj7jI4+DpkQYfIw5dgpEYYP0F2XKfu2cdbsHgb1ix5rwhD1hU9jx47tde750adsNU2aNCnp5ymZpnRkPQhfRKYCM0lYwFtVn81qZ0P4dRBrQ0MDM2bM8DoMTwiK9idWNPH5+19j8cyx3H7pIQwbVNg69EHRXQxKrb3Ug/BF5ExgqapeHnt+IXCYql6VYvvzgI+p6sXp2vVj/2XbeexXPfkMwj9kQoRXN5mpkfhhEL5fvcmHXLSk67+y+i8kIj8CzgaqgfjIQAVKmoD5lSFDhngdgmcUU3u80yq08/jb69Hk66DpY/jTJYUnX+A8t5xGYHrC82mx11JxP/C7okZUJGzz0iY9bTu9jsAsNnljSku2/4lOBfZR1U4jR3U4SkQ8iTt4xhhu/8ShDB9cePLlsJ5Xgb1FZDbRxOsc4LzEDURkb1WNX184AUh/rcHhcDj6kO1/ozeBgYBLwJKwY8cOr0PwjGJqL7Ty9fSqjbt+v/0ThzLCYPLlPLcXVe0WkauAvwP9gdtUdaWIXAeUqeoy4CoR+TDQBbQCaS8/+hXbvLRJz6hBXkdgFpu8MaUl2/9I24HlIvI0CUmYqiYdeBo2xowZ43UInuGV9mSXJxNfe+aNZj59dwUHTB3N3ZcfxqghA40e03luN6r6JPBkn9e+nfD71SUPqgjY5qVNeta/m3492qBhkzemtGQ7wm8Z8D3gBaA84eEANm7cmHkjS/Gj9v/VbuLKu8rZe9II7rrsUEYPLTz56osfdZeKMGu3Ddu8tEnPvmPsmobCJm9MacmqAqaqd4jIICA++9gbqtplJAILsOXOjnwotfZMla8X1rRw6e2vstf44azc0Mai6/652/b5Hi+xDed5MBCRk4AnVDXidSx+JEheZoNNel5utqsCZpM3prRkVQETkWOIDjK9CfgtsFpEPmAkAgtYvXq11yF4hp+0v/TmO5x3y8t0dkeoeXtbr/dmXfNE2lvBE99Ptm3f1/rqztS+TfjJ8yw4G6gVkR+LyHyvg/EbAfMyIzbp+ehUu74z2OSNKS3ZjgH7GfBRVX0DQETmAfcBi41EEXAOOOAAr0PwjFJrT1bJqr/hBF5Zu5lL/vRKxv2TJUnpqmPx9/ru5zwPBqp6gYiMAs4FbhcRBf4E3Keq29LvbT9B8jIbbNLzyLr8J4r2IzZ5Y0pLtmPABsaTLwBVXU30rkgH782QG0a81h6vPH38Dy+y5+ghvPKND+XVBryXbPW93JjstW/dsiw0Fa++eO15rsSWDXqY6Hxdk4HTgAoR+ZyngfmAoHmZCZv0xGe1twWbvDGlJdsKWJmI3ALcHXt+PuCvKZ09ZPHi8BYCc9Wey+Sqidv23S9Z8nPfFYczceSQtNtkc7xUJMZ81xq7vp3mQpDOdxE5BbgEmAvcCRyqqs0iMozoxNK/9jA8zwmSl9lgkx7b+hibvDGlJdsK2KeJdlafjz2qY68VhIjcJiLNIvJ6oW15iU2Zfa7kot1ExajvWKuRgwcwc49hvPS1DzFpVObZiQuZWyzxuH8+a89ebSWrmtlKwM7304FfqOoBqvoTVW0GUNXtwGXehuY9AfMyIzbpcRUw/2JKS9ZrQRaD2ED+duBOVd0/0/Z+XEvNkZp0CVdiVSvdNpnamz5uKG9t7titzVT7Jrt7Mpe4wpJk+YlC1oIUkR+p6lczvVYKXP8VXrweruD6Le/Iey1IEXlQVT8uIlVE137shaoeWEhgqvqsiMwqpA0/UFlZycKFC70OwxPy1Z5Nh5TNNvHkKxN9L0vm0iElS9rOmt3DQ2v759yxmVrf0ksCdr5/BOibbB2X5LVQEjAvM2KTnngfYws2eWNKS6ZLkPHZnk8ETkryKDoicqWIlIlIWVNTEy0tLTQ1NdHY2Ehrayt1dXV0dHRQXV1NJBKhoqICeK9EWFFRQSQSobq6mo6ODurq6mhtbaWxsZF4e/X19bS3t1NTU0N3dzeVlZW92oj/rKqqorOzk9raWtra2mhoaKC5uZmJEyfS0NBAW1sbtbW1dHZ2UlVVlbSNyspKuru7qampob29nfr6es81Lfjm43ziV4/10tTc3Lybpv/7XXTgeWIbCxYsSKlp/7ERDtojwmtffR9PXzGfVd85licvmk0/lPPmRMvrF8TK7OfN6aEfyokzelj1nWP5wJ4RZoxQDtojwv5jI8wZqRwxMcLYQcrAfgoox0+L7hsv1cfjOm1mzy5NR1z3OA0NDXzsh4/xsR8+xiETIkwepnziV48xfIBy2szkbZw1u4c13/8YS6dFOOTax6mvr+dD1z++S1NFi/CBPSM5+xTXZOrcS+ZTsc+9fffdt6ifp76a8kFEPh374jhfRFYkPNYCK/Jq1EIWLFjgdQhGsUnPo+uyHSEUDGzyxpSWrC5BFrOMH6uAPR7kS5A1NTXMnx/cKYYyVWX6VqISt6upqWHp7XW9Xk9VuUpWhcq2NJ/tJct8Lytme4kyztJpEX5/VfrvIDZUu5JR6vM9n0uQIjIaGAv8ELgm4a1tqrrZZHzZ4sf+K+h9V1/8qiefS5BLp0X423ozSZgf+iC/epMPuWjJ+xJkAq6Mn4Zp06Z5HUJBZPvhTLZdVHtd1sdK7Ihy6ZRmXfME40cMop8IzduSrwmfqr1MCWE22/alvEWSJqa2Jl2JBOR8V1WtF5HP9n1DRMZ5lYT5jYB4mTU26SlvsWsmfJu8MaUl0xiwTwOfAeaISGLZfiTRdSEdQEtLCyNGjPA6jJwoNFGI7//MpxZk3UbhA1FTJ1/5MOuaJ9JWx1JV9OpvOIH6+nqO+f3KtO2bSML8mNAF5Hy/l+jQiXKi41cT/5spsJcXQfmNgHiZNTbpmTtK2bTDniTMJm9MaclUAbsXeIoilfFF5D7gGGC8iKwHvqOqtxbabqmx4aTKtMZiKi6753Xqtq3M6XJivrS0F5Z8JYsx0/JEidNLJG47YsSIpO35KVEqFkE431X1xNjP2V7H4meC4GUu2KSnucOe5Avs8saUlrQJmKpuBbaKyC+BzfGlO0RklIgcpqovF3JwVT23kP39QldX8NYlzydRSJasDB0QLS6U+jbrfCZbTVXxyid57Ot5sRIvPyZ0QTrfReRIYLmqvisiFwAHAzeqaoPHofmCIHmZDTbpifettmCTN6a0ZDsG7HdEO6447UleCy2RSOkXTTVxaSqxjVwrX3H+cMHBHPnr5buem6yETRk9hA1bdyR9L55MmSDb9SETX/PCc78QMO2/AxaKyELgi8AtwF3A0Z5G5RMC5mVGbNIz0K6bIK3yxpSWbBMw0YTbJVU1IiLZ7ms9w4YN8zqEgskmaUqWlHzg+4+Tz7e0bBK1VMlXnMT9s6mI9R0kX0iieO6fXqOhfXnOSyrZQMDO925V1diSRL9R1VtFJPQz4McJmJcZsUnPO532VL/ALm9Mack2iXpTRD5P9NskRAfmv2kkAgvYvHkzY8eOLekxC/1nnm3ykWo9xvjvH9hTaWj3vqPIZ2LXQi7D+kW3F3hxvhfANhH5GnAB8AER6QcM9Dgm3xAwLzNik55ZI+zqY2zyxpSWbIucnwLeBzQC64HDgCsLProlTJkyxesQjNO3QpQqwVmxuXcHkWtiV2ryXai7L3/45Idzmr6jWNWvvmtjloKAne9nA53AZar6NjAN+Im3IfmHgHmZEZv09O1bg45N3pjSklUFLLaA7TlGjmgha9euZb/99vM6jJxITLCSXcpLR+L2R+0Z4fGG0i2XkW6i1Ezj2EwkK/H2qqurA+e5KYJ0vseSrp8nPG8A7vQuIn8RJC+zwSY9pe5bi41N3pjSkmkesK+o6o9F5NckXwvy8wVHYAHFnt23WGOIkl1WTDUwPzGORJ5s8GakaC6TrmaaHT+fv6tfZnT2YlyZX7Rng4icDvwImEh0sKIQnaR1lKeB+YQgeZkNNunxqm8tFjZ5Y0pLJodXxX6WEZ3QsO/DASxfvtzrEPIm0yW5eFKW6q7Dc+aU9s6WvlWsTBWxXGfHz5Yge14oAdP+Y+BkVR2tqqNUdaRLvt4jYF5mxCY9pe5bi41N3pjSktVakH7Bj2up2UC6aRiyWcbHq/FcuZBunchssO1OxiCRz1qQCfs+r6pHmo4pH1z/FV687iNdv+Udea8FKSKPkeTSYxxVPbnA2KygvLycxYsXex1GWtIlEIXcDXjB3B6g9OMUcp1Gom/VLHH8Wz76g+B5sQiY9jIReQD4K9HB+ACo6l88i8hHBMzLjNik54K5Pdy9xp4xYDZ5Y0pLpkuQPwV+BqwFOoCbY492clmB2XJyNcKLO9cykW9MXnYQ2SROqbbJNenqOyZu8eLFvvSxFASsEx0FbAc+CpwUe5zoaUQ+ImBeZsQmPTYlX2CXN6a0ZFqK6L8AIvKzPiW0x0TE1dJjVFRUcPDB/lsUIN2A+r7vJ3s9FYkVpPPm9HBvnbdJWKq5ylJtn+z3XKmoqMh73zhBvazp1/M9Gap6qdcx+JkgeZkNNunxum81jU3emNKS7W0Ww0Vkr/gTEZkNDC/46JawaNGinLb347xQucyPlZg43F9X2J06ff8O2Vwi7XvHZt+4Mu3fl3z+ZosWLcrKRxurZLme714iIvNE5GkReT32/EAR+abXcfmFIHmZDTbpKbRv9Rs2eWNKS7YO/x/wjIg8IyL/Bf4D/D8jEVhATU2N1yEAye8CTJcgpHo/2wRx1jVPcPyMwu7UyTaJymebTNNqFEKunidLxIqZiBcTv5zvWXIz8DWgC0BVV+DmNNxFwLzMiE16Cu1b/YZN3pjSku1ErH8Tkb2B+OQXNaramW6fMDF79myvQ+hFrusTJpsLLNvE4Lm3i/8tLd/KVrbk0062npuaed9P+O18z8AwVX1FpNes4t1eBeM3AuZlRmzSU4q+tZTY5I0pLVk5LCLDgC8DV6lqJTBDRNxA1hgbNmzwOgTAm4rKgeNKO41JqvFqfcd2JT6KQa6eJ8ZSyGVJP1zS9Mv5niUtIjKH2N3cInIm0ORtSP4hYF5mxCY9pe5bi41N3pjSku1i3H8iOvHqEbHnjcBDwONGoigAPwxkHjdunCfHzTSIPtPlx1S/5/JPvt7wYrHJppdIpSPVWpX5Ti2Rqv1kbXnluR8ImPbPAn8E5otII9E7us/3NiT/EDAvM2KTHtN9q9fY5I0pLdkmYHNU9WwRORdAVbdLn5p+mNm+fXsgV3lPdhkyV/YYrDQUqaPoe/ku/jzbeNMlUIUm7qk8zzX5zRU/jBkLwvkuIl9IePok0XGr/YB3gTNIWB8yzATBy1ywSU8x+1YvsMkbU1qyTcB2ishQ3ivjzyFhUkMv8cM/pH79vLlWn6nyVWiSkU2i02VgnGiq42RaRqjQ2e3jbaVaxDtd4vbi1elvQTZVhfMjXp3vOTIy9nMf4BDgUaLrQF4IvOJVUH4jIF5mjU16TPStfsImb0xpyTYB+w7wN2C6iNwDHAlcYiQCCxg4cKDXIeREtolZNlWmju7Cv6HlMndXKrKZvsLk5epknns9NqtUBOF8V9XvAojIs8DBqrot9vxaIBxGZUEQvMwFm/SY6Fv9hE3emNKSMQETkX7AWOB04HCi3yKvVtUWIxFYQHt7O+PHj/c0hlSD0VO9F3+90GRk4lClbpv5cWCpyKQlmyQr1WLeqfZLVhWrr69P6bmtla84fjjfc2ASsDPh+c7Yaw4C52VGbNJTjL7VS2zyxpSWjAmYqkZE5Cuq+iDum2NSvDipCqnmpBronk8FZ02b+Q4il8uKucRtckqIZJ6nupRpGwHrRO8EXhGRR2LPTwVu9ywanxEwLzNik55i9K1eYpM3prRkewnyXyLyJeABooNYAVDVzUaiCDjr169n/vz5mTfMkVz+iec66DtZspAPi8crf1tvpqPIN45MywslG8RfKMXyPAgESbuqXi8iTwHvj710qaq+5mVMfiJIXmaDTXpM9q1+wCZvTGnJNgE7m+gA/M/0eX2vJNtmjYgsBX4J9AduUdUbCmnPK+bOnVvyY2abRKQamG+Kpxuz7yD6VquyqV5lc4nQCzJ57pc4i4EX53shqGoFUPjinRYSNC8zYZOef2+wJ/kCu7wxpSXbofz7ATcBlcBy4NfAgkIOLCL9Y20eF2v/XBHZr5A2vWLlypVFaTeXJYFMLeGTK5OHmZ0ssK/mvtr6LjGUT5uFxgTF8zwIhFm7bdjmpU16Tplp122QNnljSku2FbA7gDbgV7Hn58Ve+3gBxz4UWKOqbwKIyP3AKUB1AW16wsKFC0t+zEyTsGaikLm/Eml4N/vbcZOt+5hpKoli3llYyDitXD23aUyYF+e7ozjY5qVNeh5a29/rEIxikzemtGT733N/Vb1cVf8Te1wB7F/gsacCbyU8Xx97rRcicqWIlIlIWVNTEy0tLTQ1NdHY2Ehrayt1dXV0dHRQXV1NJBKhoiJ6paG8vByAiooKIpEI1dXVdHR0UFdXR2trK42NjcTbq6+vp729nZqaGrq7u6msrOzVRvxnVVUVnZ2d1NbW0tbWRkNDA83NzTz//PM0NDTQ1tZGbW0tnZ2dVFVVJW2jsrKS7u5uampqaG9vp76+Pi9N/VBOnNHDom8/ztNXzOe1r76PxsZG9h8bYc5I5YiJESYMUZZOizCon+7SdOHcHupvOIFv3bIMgNNm9jB8gHLslAiThymHTIiwz+jo45AJ0deOnRJh+ADltJk9AFwwp2eXPwvHRThrdg+D+kWPNWFI9NhzRir7j41w0B4RZoxQPrBnhDGDojH3Qzkv1kZc03lzenjzB8ft8umiGx/jA99/nOc/t4gXrz54l0+vf/Po3TRl61Nzc3MvnxI15erTiy++mNO5N2ZQ9G9g+tzrq6kU515ZWVlRP099NXmBiCwVkTdEZI2IXJPk/S+ISLWIrBCRp0VkphdxFkrcC1uwSc+Fc3sybxQgbPLGlBZRzXwJSUTuBn6jqi/Fnh8GfFZVL8r7wNE12Zaq6uWx5xcCh6nqVan2WbJkiZaVleV7yECQ7xxd6Qafx9/30zxV2SwvlGo7m6pJjsyISLmqLinh8foDq4GPEP1i+CpwrqpWJ2zzQeDl2KognwaOUdWz07Ubhv7LkRyv+17XV3pHuv4r2wrYYuAFEakXkXrgReAQEakSkRV5xtUITE94Pi32WuAoZWYfH/+U7NJj30ff94tBPt/S+q436YcFpnPFpm9zuRIC7buGR6jqTiA+PGIXsSsB22NPXyLafwUO27y0SY+rgPkXU1qyTcCWArOBo2OP2bHXTgROyvPYrwJ7i8hsERkEnAMsy7MtT1m8eHFR2jWdmBTjW9Bda3Ibp9C3EpdpEW2/JmbF8jwIhEB7VsMjErgMeCrZG34fQjF9+nRPLmMXS9OECRM8uzSfTlOyYSFnzY4mWPFEK/4zPiykcbtkPSykbxt9h4X4waf999/fF0MoTGhavHixkSEUWV2CLBYicjxwI9FpKG5T1evTbV+MEr6Jy1lVVVUccMABxuNJFlum11Ktk1isQe2nzezhkXWFDRZNF3f8tXSYXgMzG0x6HjRKrd2DS5BZD48QkQuAq4CjVTXt+rh+vARp23nsVz359Lsm+tY4frgE6Vdv8iEXLen6r2zvgiwKqvok8KSXMZhg3rx5xtrKd2Z72L2alEixKkn/aExfRE2X+AV5fJdJz4NGCLRnNTxCRD4MfIMski+/YpuXNunJ1LcGDZu8MaXFLofzwMRcWw0NDSnfz2feqnTHLnROK9McNrF3BTXdkkHpYi/k0mPfdkvxN2poaChq+34mBNozDo8QkYOAPwAnq2qzBzEawTYvbdLTt28NOjZ5Y0qLpxUwW5g0aRLRm6ZyJ5uFoTMlI16Ok1q15b3ZmpNdPszlcmIp5v4yRdTzcGK7dlXtFpGrgL/z3vCIlSJyHVCmqsuAnwAjgIdEBKBBVU/2LOg8sc1Lm/Qk9q02YJM3prS4BCxL0iUOW7ZsSVnBybcSk26sV6a4SjnlxLThStP2aEdh6ph+qvClYsuWLYwaNcrrMDwhDNqTDY9Q1W8n/P7hkgdVBGzz0iY9iX2rDdjkjSktob8EmY5sLx0OGTIk7/bB/CWzUlaQ2namfz/ZQtlBqnSlIl/PbSDM2m3DNi9t0pOpbw0aNnljSourgBWJXO7IS5WIpFuIOnEOLa9JV3HLpD8og+4dDofD4TCJq4ClIV6ZylQJ27FjR97t54Mfkq44owblHo8NSVe+nttAmLXbhm1e2qRn1CCvIzCLTd6Y0uIqYAYYM2ZMyvcyjQ0rNAnJNJVDsZO19e+mH6OQmMCmGq8Gmec/8xvpPM+FIGjtiyntDu+xzUub9GTqW4OGTd6Y0uIqYFmQaYzWxo0bd3st16knTC7NkxhvNncdFnKcfcekv1U61Y0DQUo4kpHM87AQZu22YZuXNunJ1LcGDZu8MaXFVcAMMGPGjLTvFzrYPpd9cpnWom9yVHv9cez9jaQrqvRqI3G/l5t3/5aWz2z2+W7rFZk8z5YgaO2LKe0O77HNS5v0JOtbg4xN3pjS4hIwA6xevXq3ZQmyGXSf7A7BZPumu6SYyyWsTJcmMyVfiW3Efz9tZmTXchmZJllNd7NB0BKRZJ6HhTBrtw3bvLRJz0enRowtReQHbPLGlBaXgBkgkxHFSC6ymcqhbzUssfL14zMO5Ct/XpGx3UzHeWRd/7Sz2ActscoWWzqSfAizdtuwzUub9NiUfIFd3pjS4saAGSC+SnpfUo3lyrXik832uY4bS5Z8ZdtO4rJCfz5rz93Gr/Vtr+9+fdsKIqk8DwNh1m4btnlpk54L5/Z4HYJRbPLGlBaXgBlg8eLFWW1nYk3Ivm2lSmoKWVsx3XH7Hj+V9qAmVtmSrec2EmbttmGblzbpuWuNXRUwm7wxpcVdgjRAeXl5UkOyqVpls53pNg7faxx/uuRQhg567wOeb4LW95tAskuWfaegsCE5S+V5GAizdtuwzUub9Fw4t8eqJMwmb0xpcQmYAbI1wnTi0XdcV7ZL/Nx2ySEMHdQ/6VitbC4/Jv4E4CH/TAxbKmzpSPIhzNptwzYvbdJjU/IFdnljSou7BGmAysrKvPbLdU3ETGOo+l7iTJXw7fftvycdq5XqUmPimK++VFZWZozLhopXX/L13AbCrN02bPPSJj1nzbZrDJhN3pjS4hIwAyxYsMBoe32ToULHjsWpuvajaWejzye2sx54y6rpJbLFtOdBIszabcM2L23S8+g6u/492+SNKS12OewRa9asyXvfdElKujsKkz3PtP/IIQN3HTPbdjIlUMdOsWu25mwpxPOgE2bttmGblzbpsa1vtckbU1pcAmaAadOmFbV901WkdBWrZM8Tq159E8afXvJBa6tc6Si2534mzNptwzYvbdJT3mLXTPg2eWNKixuEb4CWlhZGjBiR0z75DIBPtk02+2Tbfj4VtiMmRrjvCydljCGxPRsStnw8t4Uwa7cN27y0Sc/cUcqmHfYkYTZ5Y0qLq4DlQd9xUNkake1Yrr4D6/u+lg3z9xyZ9XH7VrVyGbvV3GFPB5ELtnQk+RBm7bZhm5c26bGtb7XJG1NaXAXMAF1dXTltn+pOxb6/FzLwvubtbSnfS3bnZD6z1NffcAJNTU1J38u03mXQydVzmwizdtuwzUub9AwdoIA9SZhN3pjS4hKwPOibSEQikaz3S5VU9X29b0Jk4i7IdG2lq7QlW8Q7vl222m0jrLoh3NptwzYvbdIz0LLrUzZ5Y0qLJwmYiJwFXAvsCxyqqmVexGGKYcOGZb1tqupTKkwmXvHj59tmsv3i2vsmZjZVu5KRi+e2EWbttmGblzbpeafTnuoX2OWNKS1e5divA6cDz3p0fKNs3ry5oP373mGYy6D8Rz7zPkYMHsDs8cMLiqFvPKkW1+5bmStUe1AJq24It3bbsM1Lm/TMGmHXNBQ2eWNKiycVMFVdBSBiR4Y/ZcqUlO+lurSX7LJesvczcdFtrzBu+CDuveIwjvjhv7PaJ91lxlz3S6c9GbbcCZmrbpsIs3bbsM1Lm/Ss2GzH/8c4NnljSovvrzKLyJUiUiYiZU1NTbS0tNDU1ERjYyOtra3U1dXR0dFBdXU1kUiEiooK4L1FoisqKohEIlRXV9PR0UFdXR2tra00NjYSb6++vp729nZqamro7u7etcxAvI34z6qqKjo7O6mtraWtrY2Ghgaam5t5/fXXaWhooK2tjdraWjo7O6mqqgKiC6rG25h1zRN8+Q/L6O7uZum0CBOGKPX19ZR96TBevPpgTvvJY3zg+49TV1fHmEHKiTN6ePMHx3HenGgbF8TaOm9OD4IyUJR3d3SxZ/92zv710xy0R4T9x0aYM1I5YmK0/aXTIgzqp7uWtfjWLcuYdc0Tu37GNf3zsnms+Pr7aWhoYJ/REfYZHaGhoYEVX38//7xsHm9898P83++i+yT+XdauXUtlZSVrvv8x/nbJHNrb26mvr0/p04kzeuiH8vWbe7dVCp+am5tT+tS3jcrKSrq7u6mpqUmqadWqVb4490xqyvbz9Oabb5ZUk6N4rF271usQjGKTnqP2tGfMFNjljSktolqcMqeI/AvYM8lb31DVR2PbPAN8KdsxYEuWLNGyMv8NF4tEIvTrlzmX7Xv3Y99qUKaqWK5rRybbP9klxWxJVr3KVns2bQWJfHXbQKm1i0i5qi4p2QGLhB/7L9vOY7/qyafP7ocSMXQXpB/6Wb96kw+5aEnXfxXtr6GqH1bV/ZM8Hi3WMU2Qz7qLy5cvz6qddEsOZXvMmrfb0r6fauHsbAffp4slWbvJtGdD0NeJzFe3DYRZu23Y5qVNes6ZY1cFzCZvTGlx01BkQaZqzekPNsGDye9m7HuXYzwRSpcM5TJVRT7jx9KNR8uWoFewCuXggw/2OgTPCLN227DNS5v03FvX3+sQjGKTN6a0eFIPFJHTRGQ9cATwhIj83Ys4kpFPZSY+NqtvO8U+dqq7J/u2l0ubuW4fH88TNsKqG8Kt3TZs89ImPcn+rwQZm7wxpaVoY8CKgR/HUBRKskpS3wrW0188mg/97L8p28i1ohX26pUjWLgxYI6gY3o+x1xxfb13eDIGLEzE7+jrO39WLh+6vgP0Ez8wfZOvYizv0zfebOOP3yVnknzG4ZWaYugOCmHWbhu2eWmTnvjd77ZgkzemtLgxYAa4vy77PDZZotV30tN4UvXslz/IB37yn6zbS2wzWXuJ25hi0aJFxtoKEmHVDeHWbhu2eWmTnlz+rwQBm7wxpSXUCZipS3GPX7QX++233642+1aSMt2B2Ddhiv+cOmZor21SzU5vglRJW6a/UU1NzS7tpmPxM8XQHRTCrN02bPPSJj3Hz4jweIM9A/Ft8saUFrtSbI847/43s06Kkq0Fmfhe4vuNWzp6bZuqvUwLaBeT2bNnF7V9vxJW3RBu7bZhm5c26Xnubbv+PdvkjSktoa6AZZOcpEt84hw4Tnn2bdn1erbTQGRT0co0+WoxFutO97wvGzZsYM6cOUZjCAJh1Q3h1m4btnlpk57E/ys2YJM3prSEOgErhMT5vX558VGMHTs27faJ83/lO0VF4rFTvV/qOxzHjRtXkuP4jbDqhnBrtw3bvLRJT327PckX2OWNKS0uActANgtXb9++PWkCls00EPHfX/n6hzj0B09nPFa2MZaKVNptJ6y6IdzabcM2L23Ss8dgpcGiJMwmb0xpcQlYCtJVkvq+1ndNqGyStvhr9TecwKZtnZx780t5xVnMOxyzwZa1vXIlrLoh3NptwzYvbdLTZddKRFZ5Y0qLS8AMMHDgwKy3TTX+a+jA/jxw5eEcttcevbbPZgyal+Si3SbCqhvCrd02bPPSJj0d3fZUv8Aub0xpsSclNUy2S/LMuuYJPnfnixm3ibeZilsvWbJb8hUE2tvbvQ7BE8KqG8Kt3TZs89ImPROHBmeVmmywyRtTWlwFzABr2nL/prL82x9h0XX/BODuyw7jfXPG73ov2eSqyV4vJamSyPHjxyfb3HrCqhvCrd02bPPSJj35/F/xMzZ5Y0pL6CtghS57U3/DCdx1zty07fStpm3d3sUFt7686/lRe48vaOkiL1m/fr3XIXhCWHVDOLSLyFIReUNE1ojINUne/4CIVIhIt4ic6UWMJrDNS5v0LB5vVwXMJm9MaXEVMAOcfOcaIPptJd3lxvh7C6eN5o23t/GnSw7hg/Mn7rZdqkuVXlbCUsU0d+7cEkfiD8KqG+zXLiL9gZuAjwDrgVdFZJmqVids1gBcAnyp9BGawzYvi6XHiz733xvsqoDZdK6Z0hL6Cli2Y73SccrMyK62UpH4Aa5uauN35y/m0ttfzasCZyJmU6xcudLrEDwhrLohFNoPBdao6puquhO4HzglcQNVrVfVFUCg71WzzUub9MT/r9iCTd6Y0hL6BCwbMiVJP/nkybvNgB/fJ9l+vz73YD6836SixFpqFi5c6HUInhBW3RAK7VOBtxKer4+9ljMicqWIlIlIWVNTEy0tLTQ1NdHY2Ehrayt1dXV0dHRQXV1NJBKhoqICgPLycgAqKiqIRCJUV1fT0dFBXV0dra2tNDY2Em+vvr6e9vZ2ampq6O7uprKyslcb8Z9VVVV0dnZSW1tLW1sbDQ0NTJ48mebmZhoaGmhra6O2tpbOzk6qqqqStlFZWUl3dzc1NTW0t7dTX1/vK01jx46lubnZuKYP7BlhzCDlxBk99EM5b04PABfMjf48b0709RNn9DBmkPKBPSPMGKEctEeE/cdGmDNSOWJihAlDlKXTIgzqp5w1O7rvhXN7/zxtZg/DByjvdAqThymHTIiwz+jo45AJESYPU46dEmH4AOW0mcnbOGt2D4P6RY81YYj6wqf58+f3OveK4VOpNC1cuDDp5ymZpnSIanCuMy9ZskTLyspKftxMdzGWl5ezePHinNeDLPWs9cUgrj1shFU3lF67iJSr6pISHu9MYKmqXh57fiFwmKpelWTb24HHVfXhTO161X+lw7bzuFh6vLgEeeHcHu5aY2Yxbj/8j7HpXMtFS7r+y40By4JMJ+8ZD70ND+2+xFDih7afwC/POYiTFk4pSoxeYcsHKlfCqhtCob0RmJ7wfFrsNeuwzUub9JhKvvyCTd6Y0uIuQeZB4qXFWdc8savsm4p+Ar84e9Gu5CtxTUg/fDMphHhZNmyEVTeEQvurwN4iMltEBgHnAMs8jqko2OalTXoy/V8JGjZ5Y0qLq4AZIPGbSmLV6/17j+e5NS389KyFnLIoryEkvsembzW5EFbdYL92Ve0WkauAvwP9gdtUdaWIXAeUqeoyETkEeAQYC5wkIt9V1QUehp0Xtnlpkx5XAfMvrgLmIYmVq/obTtg1ELIvz61p4cdnHMjpB09LuX+ygfqFzk1WSuIDJsNGWHVDOLSr6pOqOk9V56jq9bHXvq2qy2K/v6qq01R1uKruEcTkC+zz0iY9qf6vBBWbvDGlxVXACmTWNU8wfEC/pJcSf3jaAZy1ZHqSvexh3rx5XofgCWHVDeHWbhu2eWmTnn802lUfsckbU1rsctgjDpsYvZM0sWp1/Wn7c86hM5Jun6nCFaSxYQ0NDV6H4Alh1Q3h1m4btnlpk574/xVbsMkbU1pCUQEr5nQP9TecQFtb224J1fmHzczq2EFJtFIxaZId85nlSlh1Q7i124ZtXtqkZ9UWu2bCt8kbU1o8ScBE5CfAScBOoA64VFW3eBFLocy65gmWjI+QSzEx6ElXIlu2bGHUqFFeh1Fywqobwq3dNmzz0iY904YrTdvtScJs8saUFq8qYP8Evha72+hHwNeArxbrYCYSnnSVrDe2Rj8k3zxhXy5//17Gj+1nhgwZ4nUInhBW3RBu7bZhm5c26Wnb6XUEZrHJG1NaPBkDpqr/UNXu2NOXiE506DsyjdXqiSinHTSVbV3RBKxv8uVwOBwOh8ORDD8Mwv8E8FSqN71cSy0+EV55efmu6SYWfPNxamtr2bJ1K5+94wUeea2R+bE1uoq5ntWsa57gm7csK1hTNuvD5bJG144dO3y1RpcJTdn49M4771inKVuf4u+XSpOjeOzYscPrEIxik55Rg7yOwCw2eWNKS9HWghSRfwF7JnnrG6r6aGybbwBLgNM1i0DyXUvN1CD8eDtv/uB4vvaXKh4oe4v/+/A8Lj100m7Xg00P/PfrupFtbW3WXNfPhbDqhtJrL/VakMXCj2tB2nYeF0uPF/MyTh5mbgyYH/5v2HSu5aLFk7UgVfXD6d4XkUuAE4EPZZN8+Ylv/PV1Hih7i88fO5erP7w3tbW1RT+x/PABSsbGjRut+VDlQlh1Q7i124ZtXtqkZ98xdg3Ct8kbU1q8ugtyKfAV4GhV3V7s45lKXtb+8Hi+/ehK7nppHZ85Zg7/95HoZGwzZuw+35dfEybTJNMeBsKqG8Kt3TZs89ImPS8325N8gV3emNLi1Riw3wAjgX+KyHIR+b1HcWSNqvLdx6q566V1AHz5Y/sgEv2ArF69Oqs2grTEULZkq902wqobwq3dNmzz0iY9H50a8ToEo9jkjSktnlTAVHWuF8fNF1Xl+0+s4vYX6ne9Fk++AA444AAg+3Fas655wpoKWVx72Airbgi3dtuwzUub9Dyyzq7FuG3yxpQWP9wF6WtUlRuequHW59ZyyftmsfaHx++WPMXv6sqELUlXItlqt42w6oZwa7cN27y0SU/8LnxbsMkbU1qKdhdkMSjGXUSJVau+FSxV5Sd/f4PfPlPHBYfP4Hun7N+r8pVr+w6HI3fcXZAOrwn60BH3/8c70vVfoauA5TIOa/bXnuS3z9Rx7qEzuO7k1MmXTZl9roRVe1h1Q7i124ZtXtqkx1XA/IurgOVJthWpX/6rll/8KzrQ7s0fHE+/ftlVvlzFy+Ewi6uAObzGVcAc+eIqYAnU33BCxpPxpv+s4Rf/Ws0ZB0/LKvmKz/QdRsKqPay6IdzabcM2L23Sc9ZsuypgNnljSotXi3H7lt//t46f/P0NTl00hR+feWBWla8FCxbs+j1s3zQStYeJsOqGcGu3Ddu8tEnPo+vsqo/Y5I0pLS4BS+CW/73JDU/VcNLCKfz0rIX0T5J8JbvEuGbNGubPn1/w8YN4+dKU9qARVt0Qbu22YZuXNuk5doryt/VmJmMt9BKqif9JNnljSotdKXYKshl4f9tza/n+E6s44YDJ/OLjCxnQP/s/zbRp0woNMbCEVXtYdUO4tduGbV7apKe8xa6Z8G3yxpQWVwHjvW8HSxfsyY3nLEqbfCX7JtDS0sKIESMKjiNIla84prQHjbDqhnBrtw3bvLRJz9xRyqYd9iRhNnljSksoErB0ic3dsaWFAH517kEMzKHyFSfRiCBeRiwEWz5QuRJW3RBu7bZhm5c26WnusCf5Aru8MaUlFJcgU3H/Kw1886+v86H5E1n9/eMYNCC/P0dXV5fhyIJDWLWHVTeEW7tt2OalTXqGDgjOFFHZYJM3prSEogKWjAfL3uJrj1RxzD4T+O0FB+edfAFEIu8tmhqWylecRO1hIqy6IdzabcM2L23SM9Cy8ohN3pjSYpnF2fGXivV89c8rOGrueH5/wWIGDyhs0dNhw4YZiix4hFV7WHVDuLXbhm1e2qTnnU67LkHa5I0pLaFLwB5d3siXHqrkiL324OaLljBkYOErzm/evNlAZMEkrNrDqhvCrd02bPPSJj2zRth1CdImb0xpCVUC9ljlBv7vgeUcOnscL9S9w/xv/c1Iu1OmTDHSThAJq/aw6oZwa7cN27y0Sc+KzXZVwGzyxpSW0CRgT1U18f8eWM6SmeO49eJDjLa9du1ao+0FibBqD6tuCLd227DNS5v0HLWnPWOmwC5vTGkJxSD8v698m8/d9xqLpo/htksPYfjgAUYHy9syu28+hFV7WHVDuLXbhm1e2qTnyQa76iM2eWNKi10OJ+Ff1Ru56t4K9p86mtsvPYQRg83nnMuXLzfeZlAIq/aw6oZwa7cN27y0Sc85c+yqgNnkjSktohqcgX5LlizRsrKyrLf/T00zn7yrnH0nj+Suyw9j1JCBRYzO4XAUAxEpV9UlXsdRKLn2Xw7/UOhaikEnbNMrmSRd/2VtBWzWNU9w6e2vMm/PEdz5ieImX+Xl5UVr2++EVXtYdUO4tduGbV7apOeCuT1eh2AUm7wxpcXKBOy52pZdv9992WGMHpY++cpmse50LF68OO99g05YtYdVN4Rbu23Y5qVNeu5eU/gUSX7CJm9MabEuAXuhroXL73yV+XuOpOJbH2HMsEFFP2ZFRUXRj+FXwqo9rLoh3NptwzYvbdJz3hy7KmA2eWNKi1VjwF5+8x0u+dOrTB83lPuuOJw9RgwuSVyRSIR+/azLZbMirNrDqhtKr92NASsetp3HxdLjxRiwfigR/DEXmIkxYDada7lo8d0YMBH5noisEJHlIvIPESl4VrOy+s1cevurTBkzhHsuL13yBVBTU1OyY/mNsGoPq24It3bbsM1Lm/QcP8OuuyBt8saUFq/mAfuJqn4LQEQ+D3wb+FS+jcW/new1fjj3XXE4E0aWLvkCmD17dkmP5yfCqj2suiHc2m3DNi9T6QniXYzPvW1HtSiOTeeaKS2eOKyqbQlPhwN5Xwdd/taWXb/fe8XhTBw1JP/A8mTDhg0lP6ZfCKv2sOqGcGu3Ddu8tEnPgeOCMzwoG2zyxpQWz1JsEbleRN4CzidaAUu13ZUiUiYiZU1NTbS0tNDU1ERjYyOHf/dxzvjtc0wfO4Q7z5jOxJGDdg2Oi98m+vWbl7HXNY9TXV1NR0cHdXV1tLa20tjYSLy9+vp62tvbqampobu7m8rKyl5txH9WVVXR2dlJbW0tbW1tNDQ00NzcDEBDQwNtbW3U1tbS2dlJVVVV0jYqKyvp7u6mpqaG9vZ26uvre2lqbW2lrq6Ojo4OqquriUQiu2mqqKggEokUVVNzc3NWmsaNG2edpmx8GjBggHWasvVp7NixJdXkKB7jxo3zOgSj2KSnvt0f479MYZM3prQUbRC+iPwL2DPJW99Q1UcTtvsaMERVv5OpzcRBrK83buXEXz8HwPPXHMvUMUOT7hMvPRdzIrnGxkamTp1atPb9TFi1h1U3lF67F4PwRWQp8EugP3CLqt7Q5/3BwJ3AYuAd4GxVrU/Xph8H4dt2HqfSE8RLkAftEeG1d/xxGdLE/0+bzrVctKTrv4o2BkxVP5zlpvcATwIZE7A41RvauODWl5k6Zij3X3l4yuQLSjODry13duRDWLWHVTfYr11E+gM3AR8B1gOvisgyVa1O2OwyoFVV54rIOcCPgLNLH21hBMnLbJKo/cdGeL11efGDKQFdPhqDX2gCW3/DCYE61zJhSosng/BFZG9VjV9bOAXI+paC+IkwefQQ7r3iMKaPG1aECHNj4MDwLnEUVu1h1Q2h0H4osEZV3wQQkfuJ9lOJCdgpwLWx3x8GfiMiokGa1wf7vOzotueynU1awK5zzZQWT+YBE5E/A/sAEWAd8ClVbcxiv02x7f3GeKAl41Z2ElbtYdUNpdc+U1UnlOpgInImsFRVL489vxA4TFWvStjm9dg262PP62LbtPRp60rgytjTfYA3SiAhF2w7j23SY5MWsEtPLlpS9l+eVMBU9Yw89ytZJ5wLIlJmw0SR+RBW7WHVDeHWniuq+kfgj17HkQrbvLRJj01awC49prTYc1HW4XA4zNAITE94Pi32WtJtRGQAMJroYHyHw+HICpeAORwOR29eBfYWkdkiMgg4B1jWZ5tlwMWx388E/h208V8Oh8NbvJoJ3zZ8e4mhBIRVe1h1g+XaVbVbRK4C/k50GorbVHWliFwHlKnqMuBW4C4RWQNsJpqkBRHbvLRJj01awC49RrQEajFuh8PhcDgcDhtwlyAdDofD4XA4SoxLwBwOh8PhcDhKjEvAHA6Hw+FwOEqMS8AcDofD4XA4SoxLwBwOh8PhcDhKjEvAHA6Hw+FwOEqMS8AcDofD4XA4SoxLwBwOh8PhcDhKjEvAHA6Hw+FwOEqMS8AcDofD4XA4SoxLwBwOh8PhcDhKjEvAHA6Hw+FwOEqMS8AcDofD4XA4SoxLwBwOh8PhcDhKjEvAHA6Hw+FwOEqMS8AcDofD4XA4SoxLwBwOh8PhcDhKjEvAHA6Hw+FwOEqMS8AcDofD4XA4SoxLwBwOh8PhcDhKjEvAHA6Hw+FwOEqMS8AcDofD4XA4SoxLwBwOh8PhcDhKjEvAHA6Hw+FwOEqMS8AcDofD4XA4SoxLwBwOh8PhcDhKjEvAHA6Hw+FwOEqMS8AcDofD4XA4SoxLwBwOh8PhcDhKjEvAQoiI3C4i34/9/n4ReSPPdn4vIt8yG11Wx/20iGwUkXYR2cNgu8eIyPqE5ytF5Jhsts3jWJ787RyOICIiXxeRWwy21y4ie8V+39UfGmrb9Yv5HytU/aJLwHyKiNSLSEfsw7Qx1kmMMH0cVf2fqu6TRTyXiMhzffb9lKp+z3RMGeIYCPwc+KiqjlDVdxLeGyIiW0Tk2CT7/UJEHs7lWKq6QFWfMRCzL/52Dkdf+vQz8cdvShzDMyKyQ0S2iUibiJSLyDUiMji+jar+QFUvz7KtjNvF+o43DcTui8+26xeDiUvA/M1JqjoCOBhYAnyz7wYiMqDkUXnLJGAIsLLvG6q6A3gAuCjxdRHpD5wL3FGKAB2OgHFS7J92/HFVso2S9TWxz1bWpNn+KlUdCUwGvgicAzwpIpJL+1kc39b+0vWLAcQlYAFAVRuBp4D9AUREReSzIlIL1MZeO1FElse+6bwgIgfG9xeRg0SkIvYN8wGiH9T4e33Ly9NF5C8isklE3hGR34jIvsDvgSNi35C3xLbtVboXkStEZI2IbBaRZSIyJeE9FZFPiUhtLMabUnWuIjJYRG4UkQ2xx42x1+YB8culW0Tk30l2vwM4Q0SGJbz2MaLn+lMicqmIrIr9Ld4UkU+m+rvHqgMfjv0+NKa3VUSqgUP6bHuNiNTF2q0WkdNir5f0b+dwmCJWoXg+ViV5B7g2dt7+TkSeFJF3gQ+KyL6xytMWiV6eOjmhjd22T3dMVX03Vl05GTgCOCHWzrUicnfs9yEicnesf9oiIq+KyCQRuR54P/AbSajkpegvVUTmJhx6vIj8M/b5/a+IzIxtNyu27a7ELab1ctcvun6xUFwCFgBEZDpwPPBawsunAocB+4nIQcBtwCeBPYA/AMtiH85BwF+Bu4BxwEPAGSmO0x94HFgHzAKmAver6irgU8CLsW/IY5LseyzwQ+DjRL/FrgPu77PZiUQ/oAfGtvtYCsnfAA4HFgELgUOBb6rqamBBbJsxqrpbSV1VXwCagNMTXr4QuFdVu4HmWByjgEuBX4jIwSniSOQ7wJzY42PAxX3eryPa+Y8GvgvcLSKTPfjbORwmOQx4k2iF5frYa+fFfh8JvAw8BvwDmAh8DrhHRBKHNSRu3+uSUypUtQEoI/qZ6svFRD9n04n2d58COlT1G8D/iFbT+lbyTo1p2S/FIc8HvgeMB5YD92QRo+sXXb9YEC4B8zd/jX0zeA74L/CDhPd+qKqbVbUDuBL4g6q+rKo9qnoH0En0w3o4MBC4UVW7VPVh4NUUxzsUmAJ8OfZNdIeqZtVhEu3AblPVClXtBL5G9NvNrIRtblDVLbHO9T9EO5JUbV2nqs2quonoB/fCLOMAuJNYuV1ERgGnECuzq+oTqlqnUf5L9B9Hsk6+Lx8Hro/9zd8CfpX4pqo+pKobVDWiqg8Q/aZ9aJbxmvzbORy58tdYBSH+uCLhvQ2q+mtV7Y71NQCPqurzqhoheh6OIHp+7lTVfxP9EnduQhu7to9dDsuWDUS/NPali2jiNTfW35WraluGthL7y2Q8oarPxj5/3yD6+ZueQ6ypcP2i6xdT4hIwf3Oqqo5R1Zmq+pk+ncdbCb/PBL6Y2IkS/XY4JfZoVFVN2H5diuNNB9bFvhHlypTEdlW1HXiHaBUtztsJv28n2nFnbCv2+5QU2ybjLqKXRqYAZwJ1qvoagIgcJyIvxUraW4hWFsdn0eYUev/Ne/0NReQiee8S8Bail4uzaTfetqm/ncORK/F+Jv64OeG9t5Jsn/jaFOCtWDIWZx29z91kbWTDVGBzktfvAv4O3B+7FPdjiQ5CT0emGHa9H/v8bSa3PicVrl90/WJKXAIWXBITqreIfgtJ7ESHqep9RMvOU/tcG5+Ros23gBmSfKCqJnktkQ1EE0EARGQ40W+pjZmEZGqLaLwbst1ZVdcRvRRxAdFviHfEYhoM/Bn4KTApVvZ+Eshm3EAT0QQ1MSZi7c4EbgauAvaItft6Qrul/Ns5HCZJdu4mvrYBmC4iif9LZtD73M10/u9GrPq0mOjnuPfBo5X876rqfsD7iF6Gig8wT3WsTDHs+mxL9G7zcUS1vRt7OXHs1J45tOv6RdcvpsQlYHZwM/ApETlMogwXkRNEZCTwItANfF5EBorI6aQuAb9C9AN1Q6yNISJyZOy9jcC02JiyZNwHXCoii2If6B8AL6tqfR567gO+KSITRGQ88G3g7hzbuIPoB/9I3hvPMQgYDGwCukXkOOCjWbb3IPA1ERkrItOIjnWJM5xoZ7IJQEQuJXbDRIxS/u0cjlLyMtHKw1di/csxwEnsPlYnK0RkmIgcDTxKtD96Msk2HxSRA2JjVtuIXpKMV+A2AnvlcejjReSo2Gf0e8BLqvpW7FJfI3CBiPQXkU8QHe8Ux/WLrl/MG5eAWYCqlgFXAL8BWoE1wCWx93YSHXh5CdGy+tnAX1K000O085wLNADrY9sD/JvoLc5vi0hLkn3/BXyL6DepJqKd1Dl5Svo+0QG4K4AqoCL2Wi78mei32KdVtSkW4zbg80Q7jVaig4OXZdned4mWw9cSHR9xV/wNVa0GfkY02d0IHAA8n7BvKf92DkeuPCa95wF7JNsdY/3LScBxQAvwW+AiVa3JMYbfiMg2op+fG4l+Fpb2ubQZZ0/gYaLJ1yqi42Pjn8dfAmdK9K68XyXZNxX3Eh1Qvplo5e2ChPeuAL5M9PLXAuCFhPdcv+j6xbyR3kODHA6Hw+FwOBzFxlXAHA6Hw+FwOEqMS8AcDofD4XA4SoxLwBwOh8PhcDhKjEvAHA6Hw+FwOEpMoBYmHT9+vM6aNcvrMHajp6eH/v1zWpPWGlJq3xBbNWnKQaUNqETHdZ4XqH37O7ClAYaMhrGzIc0SbuXl5S2qOqGwA3qPH/sv285jm/TYpAXs0pOLlnT9V6ASsFmzZlFWVuZ1GLtRW1vL3nvv7XUYnuA77deOjv0s7nniO90lpGDty++Fv34G5pwC59wLA4ek3VxEUq3cECj82H/Zdh7bpMcmLWCXnly0pOu/ApWA+ZUZM1JNLG8/vtN+7daSHMZ3uktIQdorH4gmX3sdDefckzH5chQX285jm/TYpAXs0mNKixsDZoDVq1d7HYJnhFV7WHVDAdqrHoa/fgpmHQXn3AcDh5oNzJEztp3HNumxSQvYpceUlkBNxLpkyRL1Wwnf4XBkwcpH4OHLYMbhcP5DMGh41ruKSLmqLilidCXB9V8OR/hI138FvwL23bHwu6PgpsPh3rOhY0v09aYVcMuH4abD4Lfvg9f/XPixtjTA798fO95h8OqtAJSXl7+3zb3nRGNJRs0T0Vh+dxT84WhY9+J77911OvxwBtzz8dTH/+e3o/v/5ZPvvVb5ALz42wJEFUYv7SEirLohD+3Vy6LJ17RD4LwHc0q+HMXFtvPYJj02aQG79JjSEvwK2PVT4BuxBeEf+RTsMQc+8GVoWRO9s2qPOdDWBH88Gj77Cgwdk38A3TsBhQGDobMdfnsEXPYPGDU5+n71Mqh+FDauhM++tPv+ne3Rfz4i8Pbr8NAl8LmYnjefga4OKPsTnP/g7vvu2AoPXgQXPQqPXgWHfxrG7QX3fhwu+Av0H5i/LoejWNQ8ET1vpxwMF/4FBo/MuQlXAXM4HEHF7gpYItMOiSZbAOPnRpMviCZIwydEb30vhAGDoskXQM9OiK0TW15eHk2uXrwpmvylYvCI926379re+9b7vY6BQSNS7yv9oKcbVKOJWr+B8MKv4dBPepp82fStJhfCqhty0P7G3+DBi2HyQrjg4bySL0dxse08tkmPTVrALj2mtNhzF2SkB9b+Fw66aPf31pdHE6axs3d/7/lfwoqHdn995vvg+B/v/vrW9dHLhJvfhI9+D0ZNZvHiyfC3r8H7rso8sHjVY/Cv78K7m6JjYbJl8EjY+yPRS6B7HQ1DRsH6Mjj6K9m3UQQWL17s6fG9Iqy6IUvttf+CBy+ESQuiFdoho4sfmCNnbDuPbdJjkxawS48pLcGvgHV3RMdU/XRvaN8Ecz7Y+/1tb8MjV8Ipv4V+SeQeeTV8+rndH8mSL4DR0+AzL8DnX4vOZ9TezBv/fRg2r4V9T8oc774nRS87nnMv/Pv7uWk96v9FY/vY9dF9P/h1KL8jWmX4709ya8sQlZWVnhzXa8KqG7LQXvdvuP88mDAfLnyksMv+jqJi23lskx6btIBdekxpCX4CNmBoNCn5f68DCq/c/N57O9rgnrPg2G/B9EOS7//8L6MJXN/HkxkqS6Mmw8T9YN0LzB2yOToD+y8OgNuWwjtr4E8npN9/1pHQWg/v5nFZtKkSUBi/N1T/FT5+B7SuhXfqcm+rQBYsWFDyY/qBsOqGDNrf/C/cd2703LzoURg2rnSBGURElorIGyKyRkSuSfL+JSKySUSWxx6XexFnodh2HtukxyYtYJceU1rsuQQ5aBgc9yO4/3w45PLo+KwHzoeF58KCU1Pvd+TV0Uc2bG2M/kMZOBQ6WqHhRTjiM9T2n8/8L10Z3aZ1XfRuzEuf2H3/d+qiA+dFYMPy6GXRfP5B/ft6OOmX0NMVvfQK0Ta7tufeVoGsWbOG+fPnl/y4XhNW3ZBGe/1z0XN/3F5BT776AzcBHwHWA6+KyDJVre6z6QOqelXJAzSIbeexb/Vcm/sl+DV7nsr8t/8a2780E0wXE996kwemtNiTgEF0sO+kBfD6w4DAuhdge2v0UiHAqb+FyQfm337LG/D3b0aTHVV43+dg0gKmDW9PvU9sqgoOuQxWLYPK+6MD6AcOgTP/9N5A/NuWQstq2Pku/GxfOOXXMPfDu7e36vHoOofxOy/3PCB6N+akBdHfS8y0adNKfkw/EFbdkEL7uheiYyPHzoSLlsHw8aUPzByHAmtU9U0AEbkfOAXom4AFHtvOY5v0TGt9MfNGAcIqb0xpUdXAPBYvXqx+ZO3atV6H4Blh1R5W3apJtK97SfX6Kaq/Wqza9rbx4wFlWsJ+BjgTuCXh+YXAb/pscwnQBKwAHgamp2jrSqAMKJsyZYpu2rRJN2zYoOvXr9fNmzfrmjVrdPv27bpy5Urt6enR8vJyVVUtKytTVdXy8nLt6enRlStX6vbt23XNmjW6efNmXb9+vW7YsEE3bdqka9eu1W3btumqVau0q6tLly9f3quN+M8VK1bojh07dPXq1bp161Zdt26drlixQjdu3Kjr1q3TrVu36urVq3XHjh26YsWKpG0sX75cu7q6dNWqVbpt2zZdu3atrzSVl5frxo0b/afpx4fo2l+drNt+sLeu+t1F2vXdCbr85s+pfmeUlt325V4/V/zxU7rje1P15T99Q7f+cD9d98vj/akpR59qa2t7nXtB1rR27dqkn6dkmtL1X8GfB8wHtLS0MH58oL/x501YtYdVN/TRvr4M7jwVRkyES554rzJrkFLPAyYiZwJLVfXy2PMLgcM04XKjiOwBtKtqp4h8EjhbVY9N164f+y/bzmPf6snjEmTL8H0Y/+4bsf2DfwnSt97kQS5awjMPmEd0dXV5HYJnhFV7WHVDgvbGcrjrtOjlxkseL0ry5RGNwPSE59Nir+1CVd9R1c7Y01uAQN5jb9t5bJOerv7DvA7BKFZ5Y0iL5wmYiPQXkddE5HGvY8mXSCTidQieEVbtYdUNMe0blkeTr6FjY8nXFK/DMsmrwN4iMltEBgHnAMsSNxCRxGzzZGBVCeMzhm3nsU16Iv0GeR2CUazyxpAWPwzCv5po5zXK60DyZdgwu76p5EJYtYdVN8DId9fCX86HwaOjyddoewbXAqhqt4hcBfwd6A/cpqorReQ6ouM5lgGfF5GTgW5gM9ExYYHDtvPYJj3Ddm7yOgSjWOWNIS2eVsBEZBpwAtESfmDZvHmz1yF4Rli1h1U3G1cy/M/nR5fNungZjJnhdURFQVWfVNV5qjpHVa+PvfbtWPKFqn5NVReo6kJV/aCq1ngbcX7Ydh7bpGfz8Dleh2AUq7wxpMXrS5A3Al8BUtbzRORKESkTkbKmpiZaWlpoamqisbGR1tZW6urq6OjooLq6mkgkQkVFBfDeWk0VFRVEIhGqq6vp6Oigrq6O1tZWGhsbibdXX19Pe3s7NTU1dHd375rlNt5G/GdVVRWdnZ3U1tbS1tZGQ0MDzc3NDBo0iIaGBtra2qitraWzs5OqqqqkbVRWVtLd3U1NTQ3t7e3U19f7UlNzc3NWmqZMmWKdpmx8Gj58uHWaMvrUvIquW49HBg6l9sif0zF0z5JochSPKVOsunRslZ4pW+xZOxEs88aQFs/ughSRE4HjVfUzInIM8CVVPTHdPn68iwigurqa/fbbz+swPCGs2kOne9MbcPsJIP1Z8/5fMvewpSU7dKnvgiwWfuy/bDuPfasnj7sgqyefxX5NsfWCLbgL0rfe5EEuWtL1X16OATsSOFlEjgeGAKNE5G5VvcDDmPLCltl98yGs2kOlu6UW7jgJELj4MfbaY67XETkMYdt5bJOe+U1/9joEo1jljSEtnl2CjI2hmKaqs4jeZfTvICZfAMuXL/c6BM8Iq/bQ6H6nLpp8aQQufgwmzAuP9hBgm5c26Vk+4zKvQzCKVd4Y0uKHuyADz8EHH+x1CJ4RVu2e6I5fxijV5YjNa6PJV89OuPhxmBj91hdWz23ENi9t0nNww81eh2AUq7wxpMXrQfgAqOozmcZ/+Zn4oOIwElbt1utuXRdNvrq2R9d2nPTeeAfrtYcI27y0SU/5zE96HYJRrPLGkBa3FJHD4ejNlobogPsdbdGpJiYv9DQcNwjfEXjyGITfe//gD8IPK24poiITv1U/jIRVu7W6t66PVr46tsJFf02afFmrPYTY5qVNeipmXOF1CEaxyhtDWlwFzACRSIR+/cKZy4ZVu5W62zZEK1/vtsCFf4VpyZc3LLV2VwErHradx77Vk0cFLEI/+sWnyLSgAuZbb/IgFy2uAlZkamoCOQm2EcKq3Trd296OVr7aN8EFf0mZfIGF2kOMbV7apKdm8hleh2AUq7wxpMXdBWmA2bNnex1Cckpw15xvtRcZq3S3N0eTr7YmuPAvMP2QtJtbpT3k2OalTXpmtzztdQhGscobQ1pcBcwAGzZs8DoEzwirdmt0t2+KJl9b18P5D8GMwzPuYo12h3Ve2qRnw5jUVeggYpU3hrS4CpgBxo0b53UIySnBuAHfai8yVuh+9x2485TolBPnPwSzjsxqNyu0OwD7vLRJz7h367wOwShWeWNIi6uAGWD79u1eh+AZYdUeeN3bN0eTr811cN79MPv92e8adO2OXdjmpU16tg+a4HUIRrHKG0NaXAJmAFvu7MiHsGoPtO6OVrjrVGhZDefcC3sdk9Pugdbu6IVtXtqkp19kp9chGMUqbwxpcZcgDTBw4ECvQ/CMsGoPrO6OLXDXadC8Cs6+B+Z+KOcmAqvdsRu2eWmTnoE99lSMwDJvDGmxJyX1kPb2dq9D8Iywag+k7h1tcPcZ8Pbr8PE7Yd5H82omkNodSbHNS5v0tA+Z7HUIRrHKG0NaXAXMAOPHj/c6BM8Iq/bA6e7cBvecCU3L4aw7YJ/j8m4qcNodKbHNS5v0jG9f5XUIRrHKG0NaXAXMAOvXr/c6BM8Iq/ZA6e5sh3vOgvVlcOZtsG9h694HSrsjLbZ5aZOe9WOP8DoEo1jljSEtrgJmgLlz53odgmeEVXtgdO98F+49G956Gc64FfY7peAmA6PdkRHbvLRJz9zmp7wOwShWeWNIi6uAGWDlypVeh+AZYdUeCN07t8N950DDC3DaH2H/0400GwjtjqywzUub9Kycco7XIRjFKm8MaXGLcTscNtK1I5p8vfkMnPZ7WBjcztwtxu0IPHksxt17/+Avxh1W3GLcRaa8vNzrEDwjrNp9rbu7Ex44P5p8nXKT8eTL19odOWGblzbpKZ/5Sa9DMIpV3hjS4ipgDodNdHfCAxdC7d/hpF/B4ou9jqhgXAXMEXhcBSy0uApYkbEps8+VsGr3pe7unfDQpdHk68RfFC358qV2R17Y5qVNelwFzL+4CpjD4XiPni54+FJY9Rgc/1M49AqvIzKGq4A5Ao+rgIUWVwErMlVVVV6H4Blh1e4r3T3d8OfLo8nX0h8VPfnylXZHQdjmpU16qqae53UIRrHKG0NaXAJmgHnz5nkdgmeEVbtvdPd0wyNXQvVf4WM/gMM/VfRD+ka7o2Bs89ImPfM2PuZ1CEaxyhtDWlwCZoCGhgavQ/CMsGr3he5IDzz6GXj9z/CR6+CIz5bksL7Q7jCCbV7apKdh3Pu9DsEoVnljSItnCZiIDBGRV0SkUkRWish3vYqlUCZNmuR1CJ4RVu2e6470wKNXwYoH4EPfhiOvLtmhPdfuMIZtXtqkZ1LbCq9DMIpV3hjS4mUFrBM4VlUXAouApSJyuIfx5M2WLVu8DsEzwqrdU92RCDz2eai8Fz74DXj/F0t6+LB6biO2eWmTni3DZnkdglGs8saQFs/WgtTo7ZftsacDY4/g3JKZwJAhQ7wOwTPCqt0z3ZEIPP7/4LW74eivwtFfKXkIYfXcRmzz0iY9Q7q2eB2CUazyxpAWT8eAiUh/EVkONAP/VNWXk2xzpYiUiUhZU1MTLS0tNDU10djYSGtrK3V1dXR0dFBdXU0kEqGiogJ4b56OiooKIpEI1dXVdHR0UFdXR2trK42NjcTbq6+vp729nZqaGrq7u6msrOzVRvxnVVUVnZ2d1NbW0tbWRkNDA83NzWzZsoWGhgba2tqora2ls7Nz110SfduorKyku7ubmpoa2tvbqa+v96Wm5uZmpymNpm3btpVe044dbLnvCqi4g60HXkHzfpd54pOqltQnh8PhsBFfzAMmImOAR4DPqerrqbbz6zw6DQ0NzJgxw+swPCGs2kuuWxWe+iq88ofoeK8PfxdESnf8BEqt3c0DVjxs+/z6Vk8e84A1jDuKGZufi+0f/HnAfOtNHuSixffzgKnqFuA/wFKPQ8mLMWPGeB2CZ4RVe0l1q8Lfvx5Nvo64ytPkC8LruY3Y5qVNesZsr/c6BKNY5Y0hLV7eBTkhVvlCRIYCHwFqvIqnEDZu3Oh1CJ4RVu0l060K//wWvPRbOOxT8NHve5p8QXg9txHbvLRJz8ZRB3odglGs8saQFs8G4QOTgTtEpD/RRPBBVX3cw3jyxpayaj6EVXtJdKvC09+FF34Nh1wOS2/wPPmC8HpuI7Z5aZOeGZv/53UIRrHKG0NaPKuAqeoKVT1IVQ9U1f1V9TqvYimU1atXex2CZ4RVe0l0/+cH8NwvYPGlcNxPfJF8QXg9txHbvLRJz+pJJ3kdglGs8saQFl+MAQs6BxxwgNcheEZYtRdd9zM/gmd/DAddCCf8HPr556MaBs9FZKmIvCEia0TkmjTbnSEiKiKBvEnANi9t0nNA471eh2AUq7wxpMU/vXqAid9WH0bCqr2oup/9CTzzA1h0Ppz0K18lX2C/57FhETcBxwH7AeeKyH5JthsJXA3sNn1OULDNS5v0lM/8pNchGMUqbwxp8VfPHlAWL17sdQieEVbtRdP93C/g39+HA8+Gk3/tu+QLQuH5ocAaVX1TVXcC9wOnJNnue8CPgB2lDM4ktnlpk57F6/7gdQhGscobQ1r817sHEJsy+1wJq/ai6H7h1/Cva2H/M+HU30G//uaPYYAQeD4VeCvh+frYa7sQkYOB6ar6RLqG/D6R9PPPP2/VpMvPPvusPyeSHr4P9XscQ/vgSdTseSrd/QZTOe3iaBuxSlf8Z9XU8+gcMJJn9rmOtiHTaBh3lD815ejTK6+8Ys2E3+Xl5UYmkvbFRKzZ4seJDB0OI7z0O/jbNbDfqXDGrdDfyxuU/UWpJ2IVkTOBpap6eez5hcBhqnpV7Hk/4N/AJapaLyLPAF9S1bSdk+u/QkweE7H23j/4E7GGFd9PxBp04hlyGAmrdqO6X7k5mnztexKccYvvk68QeN4ITE94Pi32WpyRwP7AMyJSDxwOLAviQHzbvLRJT7xCZgtWeWNIi0vADLBgwQKvQ/CMsGo3pvvVW+HJL8E+J8AZt0H/gWbaLSIh8PxVYG8RmS0ig4BzgGXxN1V1q6qOV9VZqjoLeAk4OVMFzI/Y5qVNehZsuN/rEIxilTeGtLgEzABr1qzxOgTPCKt2I7rL74AnvgDzlsJZt8OAQYW3WQJ2037t6MIvsfgIVe0GrgL+DqwiOkn0ShG5TkRO9jY6s9j2+bVJz5qJx3kdglGs8saQFn9f6wgI06ZN8zoEzwir9oJ1v3Y3PHY1zP0IfPzOwCRfEA7PVfVJ4Mk+r307xbbHlCKmYmCblzbpmdb6otchGMUqbwxpcRUwA7S0tHgdgmeETnus2lOQ7sr74dGrYK9j4Oy7YcBgY+GVgt20X7vVDRIOKLZ9fm3S0zJiX69DMIpV3hjS4hIwA4wYMcLrEDwjrNrz1r3iIfjrp2H2B+Dc+2DgELOBlYCwem4jtnlpk54RO5q8DsEoVnljSIu7BGmArq4ur0PwjNBpj1V6upry6Bxf/zM8ciXMPBLOvR8GDjUcXGkInecWY5uXNunp6j/M6xCMYpU3hrS4CpgBIpGI1yF4Rli156y7+lH48xUw/XA47wEYFNzONaye24htXtqkJ9IvOONCs8EqbwxpcQmYAYYNC+4/00IJq/acdK96HB7+BEw7BM5/EAYNL15gJSCsntuIbV7apGfYzk1eh2AUq7wxpMUlYAbYvHmz1yF4Rli1Z637jafgoUtgykFw/kMweGRR4yoFYfXcRmzz0iY9m4fP8ToEo1jljSEtLgEzwJQpU7wOwTPCqj0r3av/AQ9eBHseABf8GYaMKn5gJSCsntuIbV7apGfKFrvWXLXKG0NaXAJmgLVr13odgmeEVXtG3Wv+BQ+cDxP3gwsfgSH2TFQaVs9txDYvbdKzdvyHvA7BKFZ5Y0iLS8AMMH/+fK9D8Iywak+ru+4/cN95MGGfaPI1dEzJ4ioFYfXcRmzz0iY985v+7HUIRrHKG0NaXAJmgOXLl3sdgmeEVXtK3W/+F+47B8bvDRctg2HjShpXKQir5zZim5c26Vk+4zKvQzCKVd4Y0iKqaqShUrBkyRItKwvcereOsFD/HNxzFoyZCZc8DsPHex2RFYhIuaou8TqOQnH9V4gpdK1Ut9JEYEnXf7kKmAHKy+0aLJkLYdW+m+51L8I9H4fR0+HiZVYnX2H13EZs89ImPeUzP+l1CEaxyhtDWlwFzOEolLdegbtOg5GT4ZInYOQkryOyClcBcwQeVwELLa4CVmQqKiq8DsEzwqp9l+71ZXDX6TBiElz8WCiSr7B6biO2eWmTnooZV3gdglGs8saQFs8qYCIyHbgTmAQo8EdV/WW6ffz6DTISidCvXzhz2bBqj0Qi9GtaDneeCsPGwiVPwuipXodVEkrtuauAFQ/bPr++1ZNHBSxCP/oRW/LGggqYb73Jg1y0+LUC1g18UVX3Aw4HPisi+3kYT97U1NR4HYJnhFV7/YuPwl2nwtDRcPHjoUm+ILye24htXtqkp2byGV6HYBSrvDGkxbMETFWbVLUi9vs2YBUQyP9is2fP9joEzwil9rermP2//4PBo6LJ15jpXkdUUkLpuaXY5qVNema3PO11CEaxyhtDWnxRDxSRWcBBwMtJ3rtSRMpEpKypqYmWlhaamppobGyktbWVuro6Ojo6qK6uJhKJ7Lo2G79LoaKigkgkQnV1NR0dHdTV1dHa2kpjYyPx9urr62lvb6empobu7m4qKyt7tRH/WVVVRWdnJ7W1tbS1tdHQ0EBzczNvvPEGDQ0NtLW1UVtbS2dnJ1VVVUnbqKyspLu7m5qaGtrb26mvr/elpubm5qw0bdiwwTpN6Xza9Poz9PzpRLpkIOs+eBMdQyYGXlOuPjU2NpZUk6N4bNiwwesQjGKTng1jFnsdglGs8saQFs/vghSREcB/getV9S/ptvXjGAqA1tZWxo4d63UYnhAq7c01cPsJ0H8gW0+/j9GzD/I6Ik8oteduDFjxsO3z61s9eYwBax22F2O3vxnbP/hjwHzrTR7kosWvY8AQkYHAn4F7MiVffmb79u1eh+AZodG+aTXccRL06w8XP077oIleR+QZofE8BNjmpU16tg+a4HUIRrHKG0NaPEvARESAW4FVqvpzr+IwgS13duRDKLS3rIkmXxAd8zV+bjh0pyDM2m3DNi9t0tMvstPrEIxilTeGtHj5FzkSuBA4VkSWxx7HexhP3gwcONDrEDzDeu3v1MEdJ0KkOzrD/YR5QAh0pyHM2m3DNi9t0jOwx56KEVjmjSEtXt4F+ZyqiqoeqKqLYo8nvYqnENrb270OwTOs1r55bbTy1d0ZTb4m7rvrLat1ZyDM2m3DNi9t0tM+ZLLXIRjFKm8MaRlgpJWQM368vev+ZcJa7a3roslX1/boDPeTFvR621rdWRBm7bZhm5c26RnfvsrrEIxilTeGtNhzUdZD1q9f73UInmGl9i1vRZOvzja46FHY84DdNrFSd5aEWbtt2OalTXrWjz3C6xCMYpU3hrS4BMwAc+fO9ToEz7BO+9bGaPLVsQUu/CtMXph0M+t050CYtduGbV7apGdu81Neh2AUq7wxpMUlYAZYuXKl1yF4hlXa25qiydf2d+DCR2DqwSk3tUp3joRZu23Y5qVNelZOOcfrEIxilTeGtHg+EWsu+HEiQ4clbNsYnWR1W1M0+Zp+qNcROWK4iVgdgSePiVh77x/8iVjDim8nYrWF+NIqYcQK7e2bopWvtg1w/sNZJV9W6M6TMGu3Ddu8tElP+cxPeh2CUazyxpAWVwFzhJt3W6LJV2t9NPmadaTXETn64CpgjsDjKmChxVXAioxNmX2uBFr7u+/AnadE5/s674Gckq9A6y6QMGu3Ddu8tEmPq4D5F1cBczgKYftmuPNkaKmFc++HOR/0OiJHClwFzBF4XAUstLgKWJGpqqryOgTPCKT2jla461TY9Aacc09eyVcgdRsizNptwzYvbdJTNfU8r0MwilXeGNLiEjADzJs3z+sQPCNw2ndshbtOh43VcPY9MPfDeTUTON0GCbN227DNS5v0zNv4mNchGMUqbwxpcQmYARoaGrwOwTMCpX1HG9x9BrxdBWffBfM+mndTgdJtmDBrtw3bvLRJT8O493sdglGs8saQlqzXghSRqcDMxH1U9VkjUQScSZMmeR2CZwRGe+c2uOdM2PAanHU77HNcQc0FRncRCLN227DNS5v0TGpb4XUIRrHKG0NasqqAiciPgOeBbwJfjj2+ZCQCC9iyZYvXIXhGILTvfBfu+TisL4MzboV9Tyq4yUDoLhJh1m4btnlpk54tw2Z5HYJRrPLGkJZsK2CnAvuoaqeRo1rGkCFDvA7BM3yvfed2uPdseOslOOMWWHCqkWZ9r7uIhFm7bdjmpU16hnRt8ToEo1jljSEt2Y4BexMYaOSIDkep6OqA+86Bdc/DaX+E/c/wOiJHQBCRpSLyhoisEZFrkrz/KRGpEpHlIvKciOznRZwOhyO4ZFsB2w4sF5GngV1VMFX9fFGiChg7duzwOgTP8K32rh1w/3mw9lk49Xdw4Fn5tROfv6fPPDy+1V0CbNcuIv2Bm4CPAOuBV0VkmapWJ2x2r6r+Prb9ycDPgaUlD7ZAbPPSJj07Bo7xOgSjWOWNIS3ZJmDLYg9HEsaMGeN1CJ7hS+3dnfDABVD3bzjlJlh0rvFD+FJ3iQiB9kOBNar6JoCI3A+cAuxKwFS1LWH74UBwZrROwDYvbdIzZnu91yEYxSpvDGnJ6hKkqt4B3AeUxx73xl5zABs3bvQ6BM/wnfbunfDgRbDmn3DSL+GgCwpr79qtSWeh9p3uEhIC7VOBtxKer4+91gsR+ayI1AE/BpJeDRCRK0WkTETKmpqaaGlpoampicbGRlpbW6mrq6Ojo4Pq6moikQgVFRXAe0udVFRUEIlEqK6upqOjg7q6OlpbW2lsbCTeXn19Pe3t7dTU1NDd3U1lZWWvNuI/q6qq6OzspLa2lra2NhoaGqirq6O5uZmGhgba2tqora2ls7Nz10STfduorKyku7ubmpoa2tvbqa+v95WmN954g+bmZv9pGr4P9XscQ/vgSdTseSrd/QZTOe3iaBuxJYfiP6umnkfngJGsnPJx2oZMo2HcUf7UlKNPjY2Nvc69IGvauHFj0s9TMk3pyGopIhE5BrgDqAcEmA5cXOppKPy6lEdnZyeDBw/2OgxP8JX2ni548GJ44wk44edwyGVFO5SvdJeYUmsvZCkiETkJeEJVIznscyawVFUvjz2/EDhMVa9Ksf15wMdU9eJ07fqx/7LtPPatnjyWIuocMJLB3dti+wd/KSLfepMHuWgxsRTRz4CPqurRqvoB4GPAL7Lc13pWr17tdQie4RvtPV3w8CeiyddxPylq8gU+0u0BAdN+NlArIj8WkflZ7tNI9EtmnGmx11JxP9E7xQNHwLzMiE16Vk8qfLocP2GVN4a0ZJuADVTVN+JPVHU17q7IXRxwwAFeh+AZJdd+7ejdv032dMNfroBVy+BjP4TDrix6GM7zYKCqFwAHAXXA7SLyYuyy4Mg0u70K7C0is0VkEHAOfcbAisjeCU9PANJfa/ApQfIyG2zSc0DjvV6HYBSrvDGkJdsErExEbhGRY2KPmwF/1dI9JH5tOIx4rj3SA498ElY+Ah/9PhzxmZIc1nPdHhI07bEB8w8TrVRNBk4DKkTkcym27wauAv4OrAIeVNWVInJd7I5HgKtEZKWILAe+AKS9/OhXguZlJmzSEx8TZgtWeWNIS7ZjwAYDnwWOir30P+C3hU7MKiK3AScCzaq6f6bt/TiGwuEhkR7462dgxf3w4WvhqP/zOiJHEShwDNgpwCXAXOBO4A5VbRaRYUC1qs4yFmgGXP8VYvIYA9Z7/+CPAQsrBY8BU9VOVf25qp4ee/zC0Kz4txPAuXP6YlNmnzWxS4EFa092STGb9yMRWPa5aPIF8K9rC4sj23hihNLzGAHTfjrwC1U9QFV/oqrNAKq6HSjuQMEAEDAvM2KTHlcB8y+mtKRNwETkwdjPKhFZ0fdR6MFjd1FuLrQdr1m8eLHXIXiGce3ZJECRCDx+NSy/x1ybOe7vPA8Mb/e9Wzu2ti2q+rQ3IfmHgHmZEZv0LF73B69DMIpV3hjSkqkCdnXs54nASUkeRcfv8+g0Nzfz0ksvBXIuk3SaMs7Pcu1Wyk/6N5W3fJ7KWz5P93UTqfn9xblrOunfcO3WqKZrx1I9+Sw6Bo6j7qYzo5rGHEbTqIPe0/SDvWn9yUFQcSdv75Mwj861W1NrGncUzSP3p/lnR2b2KRZPL58GT6J+j2N6aXrllVeC4VMRzr3ly5eXVFOBfCTJa8cV2qgtxL2xBZv0xOcJswWrvDGkJdsxYD9S1a9mei2vAERmAY8HeQxYd3c3AwZku6iAXXRfN5EBkYSr0YWMVUh7KXJr7/eP+gI89/Psjpm4X3zbFEsMpd0/YdtQe15i7fmMARORTwOfAeYAaxLeGgk8H7s7sqT4sf+y7Tz2rZ48KvDd/Qa/17daMAbMt97kQS5aTMwD5r5FpmHNmjWZN7KUNR9/9r3Z4lN1EvFLeBnHe6Vpp+9+8eSr7zGS/Z7Ydj4k2TfUngdD+71Eq/SP0rtqv9iL5MuvBMTLrLFJz5qJdv2LtcobQ1oyjQH7tIhUAfP7jP9aC1QZicACpk2b5nUInjFt2rTCx1glI1WydPhn4TtbUm+XbRyFJGQ4zwOAqmo90bu3tyU8EJFxHsblKwLiZdbYpGda64teh2AUq7wxpCVTDe1e4Cngh8A1Ca9vU9WCB8+LyH3AMcB4EVkPfEdVby203VLT0tLCiBEjvA7DE1r+dD67lF87undSk+oyX66vJ/Kx60Fk99f7XqLs+3y37fscK5dLkoTc82Bov5fo2NVyogtlJ540CuzlRVB+IyBeZo1NelpG7MuITnvWXbXKG0Na0iZgqroV2CoivwQ2q2r8G+QoETlMVV8u5OCqem4h+/sFW06qnIglLCOG71NwG2nfe/8X4X8/e+/1ePKVKtFL1mYRxk+E0vMYQdCuqifGfs72OhY/EwQvc8EmPSN2NHkdglGs8saQlmxHxP0OODjheXuS10JLV1eX1yGYJVM1KCHJ6brgUZg8OYdLfxm263vMxOQr27azHZTfK4nLLUmzzvMcCJJ2ETkSWK6q74rIBUT7rBtVtcHj0HxBkLzMBpv0dPUf9t4TCyZytcobQ1qyTcBEE26XVNWIiNhxO4MBIpGI1yF4w7VbiTSmWaM43Yc+5eXH2GXMY74Oz/wgu33yOX6BhNZzAqf9d8BCEVkIfBG4BbgLONrTqHxCwLzMiE16Iv0GeR2CUazyxpCWbJOoN0Xk80Q7M4je3v2mkQgsYNiwYZk3CgrZjI1K+D2p9nSVqGSXDlPtb4KkU1DkN/VEIlZ5niMB096tqhpbkug3qnqriIR+Bvw4AfMyIzbpGbZzk9chGMUqbwxpyXYaik8B7wMagfXAYcCVRiKwgM2bfTiZv4nZ37Nof5f2vglbzsdLkuh8e3PyqteuR5ZTVuQUR3Z/N196XiICpn2biHwNuAB4QkT6AQM9jsk3BMzLjNikZ/PwOV6HYBSrvDGkJasKWGz9tHOMHNFCpkyZ4nUIZuibeGRRDUupPdfLf8mSnuvGpa+YZZNo5XOnZRbvW+N5HgRM+9nAecBlqvq2iMwAfuJxTL4hYF5mxCY9U7bYs3YiWOaNIS2Z5gH7Suznr0XkV30fRiKwgLVr13odwu6YnHg0WVUotk0v7dkeL9fqXKZLmcley7cCmOXfzZeel4ggaVfVt1X156r6v9jzBlW90+u4/EKQvMwGm/SsHf8hr0MwilXeGNKSqQK2KvbTX+tn+Iz58+d7HYIZdqsWZZ4jazft2cwDlnNcSZK/lNsWeCk0Uwyx9lN6bkqzjwnS+S4ipwM/AiYSnQtMiE7SOsrTwHxCkLzMBpv0zG/6s9chGMUqbwxpSVsBU9XHYj/vSPYwEoEFLF++3OsQikuaqlAv7dlUnXJNUHabXHVr+uNkHB+2tXeSlmeiZr3naQiY9h8DJ6vqaFUdpaojXfL1HgHzMiM26Vk+w657RazyxpCWtBUwEXmM6KzRSVHVk41EEXAOPtjy6dDSJE1JtWc1NqvPNt9shu9PfO84pitYicfMpzrVZ5/ddIeg8hUnYOf7RlVdlXmzcBIwLzNik56DG272OgSjWOWNIS2Z7oL8KfAzYC3QAdwce7QDdUYisIDycrsGS+ZCWu3JKlapEpR48pW4727tpWinV1XLQJUsC5zngaFMRB4QkXNF5PT4w+ug/ELAvMyITXrKZ37S6xCMYpU3hrRIwvyqqTcSKVPVJZleKzZLlizRsjI3HM1zMq3luOt5kjFkxahsJTtW39d7vZZDtcpEZStE1bFiICLl+fY1IvKnJC+rqn6iwLByxvVfIaZY/V7Wx3d9j1ek67+ynQdsuIjsWrxWRGYDw00EZwMVFRVeh+AZu7Rnmnw14+LY2SRDOVSs0m1byB2iMZznwUBVL03yKHny5VeC5GU22KSnYsYVXodgFKu8MaQl25nw/w94RkTeJHoX0UzArvpoASxatMjrEHKj0IpMwn7GtOe6lmS65MokKap8i77davY4ASJI57uIzCO6gsckVd1fRA4kOij/+x6H5guC5GU22KRnUcOtXodgFKu8MaQlqwqYqv4N2Bu4Gvg8sI+q/t1IBBZQU1PjdQj5k+lOwF4zz4/uvf21o6m5OcmCCNnMI5Zsu77vZYrbQ3Ly3EDFzU8E7Hy/Gfga0AWgqitwk0rvImBeZsQmPTWTz/A6BKNY5Y0hLVlVwERkGPAFYKaqXiEie4vIPqr6uJEoAs7s2bO9DiE3DM6VNbvl6eRtpko4vrYefjjtvW1TJmBZzv1VcDUv12kxotvN7ujI73gWELDzfZiqviIiia91exWM3wiYlxmxSc+uvtUSrPLGkJZsx4D9CdgJHBF73gi4En6MDRs2FNZAoes2Fkq6Ow53jd9Kfiluw5jFKdpMqJb1GwhTl8A1b8HgkWaSpUw3AKSKxxAFew7e+54nRrSXjhYRmUNsOh0RORNo8jYk/xAwLzNik56UfWtAscobQ1qyHQM2R1XPFpFzAVR1u/T5Shlmxo0b53UI+ZHvOokJjHu3LnMSsecB0FgGN0zfvf2+E632fS0Vpu6szDMZHDduXGjvbgzY+f5Z4I/AfBFpJDqlzvnehuQfAuZlRmzSM+5du2Z6ssobQ1qyTcB2ishQ3vsWOQfoNBKBBWzfvp2xY8fm34Df/oEnnWsr+Riu7Td+lLHb39ztddY8DXfHplvakOSOkWTJVsYqVgED7w3/jbdv304Bjkfxm+9ZUvD5XgJE5AsJT58E/kO04v8ucAbwcy/i8htB8DIXbNKzfdCE3fvWAGOVN4a0ZJuAfQf4GzBdRO4BjgQuKfjoltCvX7ZXcn1OLtWk2Lb9Rh2U5L1YG3seAG9XpWkjw7QUyapciROuZhVncapU/fr1C2wCVSgBOd9Hxn7uAxwCPEr0Du4LgVe8CspvBMTLrLFJT7/ITq9DMIpV3hjSkjEBE5F+wFjgdOBwop3Y1araYiQCCxg4cKDXIeRGusRm1zZ9E6C+g+yjPwf2bE99nEKSr1JQQHIWOM8NEgTtqvpdABF5FjhYVbfFnl8LPOFhaL4iCF7mgk160vatAcQqbwxpyZjGqWoE+IqqvqOqT6jq4y756k17e7vXIWQmm+km0j1P8Vr7kMn5xZL09b7TVyQump3nVA5FmgIiEJ4XiYBpn0T0BqI4O2OvOQiclxmxSU9efauPscobQ1qyvQT5LxH5EvAA0TEUAKjqZiNRBJzx48d7HUKUrKdu6LuOYhZ3EKZgfLvBdY7TTUtRDAo4lm8894CAab8TeEVEHok9PxW43bNofEbAvMyITXqM9q0+wCpvDGnJ9kLm2cBngP8CZQkPB7B+/XqvQ0hOr8lT09xhmHRah+ySk/Vjj8i8USbSHSvvyldxp3gw4nlAp6Hw7fmeBFW9HrgUaI09LlXVH3oblX8IkpfZYJMeI32rj7DKG0Nask3A9gNuAiqB5cCvgQWFHlxElorIGyKyRkSuKbQ9r5g7d67ZBvP9x1zogtGZErUkx5i7McNwmt2qbWkWx84XDxKZtJ4HNLHKFuPne5FR1QpV/WXs8ZrX8fiJoHmZCZv0zG1+yusQjGKVN4a0ZJuA3QHsC/yKaPK1X+y1vBGR/kSTuuNi7Z0rIvsV0qZXrFy50usQdidxAtXEOwd7javKbpxXrzb7kHEyuN3uXsyi/WTLHuVKkZf/MeJ5QJco8uX57sgL27y0Sc/KKXatmGWVN4a0ZDsGbH9VTUyO/iMi1QUe+1Bgjaq+CSAi9wOnAIW2W3IWLlxotsFc/ylnM0N82st8+Vdr+mtXfjsmnVoiVdWtxAtwZ0FazwOYVOWC8fPd4Rm2eWmTnoXrC6px+A6rvDGkJdsKWIWIHB5/IiKHUfgYsKnAWwnP18de64WIXCkiZSJS1tTUREtLC01NTTQ2NtLa2kpdXR0dHR1UV1cTiUSoqIhO+lleXh4NvKKCSCRCdXU1HR0d1NXV0draSmNjI/H26uvraW9vp6amhu7ubiorK3u1Ef9ZVVVFZ2cntbW1tLW10dDQQHNzM88//zwNDQ20tbVRW1tLZ2cnVVVVSduorKyku7ubmpoa2tvbqa+v763pxwdRd9OZuWma8BFah+1F440fpennx/TWtOepdPcbvLummZ+Marr503QOGEntxONp+8JbNIw7iuaR+9M8cn8axh1F2xfeonbi8XQOGEnVzZ+Ga0dTPflMGDqWzv4jqJp6HpXTLqa732Bq9jyV9sGTqN/jGFquqqNp1EE0jjmM1mF7vefTx18k8u3W9zTF4qioqCBCP6onn0XHV9+m7sIKWq+up/GKappGHUTL8H0K9qm5uTnq0w0LqP3tuQX59OKLL/ri3NulycS5l+XnqaysrKSaHMUj7oUt2KQn3jfaglXeGNIiqpp5I5FVRCc0bIi9NAN4g+iitqqqB+Z84OiabEtV9fLY8wuBw1T1qlT7LFmyRMvKAjj2P5f5pgqZODTnhaULGKc0aiq0NaZot8+dlenGfXlRLQrpEkJBRUTKVXWJ13EUSmD7L0fheD0m1PV1npGu/8q2ArYUmA0cHXvMjr12InBSnnE1AtMTnk+LvRY4jGb2hYwLymbfZHdG5kMs+Ur6LS1T8mWKQm5WKDAum77N5UqYtduGbV7apMdVwPyLKS1ZjQFT1XVGjtabV4G9RWQ20cTrHOC8Ihyn6CxenGHVeou/fSxe94f8dgz43ySj5xYTBu0ishT4JdAfuEVVb+jz/heAy4leBdgEfKJI/WRRsc1Lm/Tk3bf6FKu8MaTFs8WZVLUbuAr4O7AKeFBVA3mbRHzMja/oWx1KVvXa7XnuSVHV1BQ5c7q7LU1N0+DhXYS+9LxE2K49yzu0XwOWxIZfPAz8uLRRmsE2L23Sk7JvDShWeWNIS7Z3QRYFVX0SeNLLGEwwb9680h4w1WSq+e6bzXspmHfRjTD4dznvF3RK7rmPCIH2jHdoq+p/ErZ/CbigpBEawjYvbdIzb+NjXodgFKu8MaTFnuXJU1GCSTEbGhoyb5SMYsa2aw6wDOO9Cjx+w62X7N5e4jFTzbIf8EuQeXtuASHQntUd2glcBiSdNdPvd3FXV1d7cidtsTStWLHCs7uD02oavg/1exxD++BJ792ZPu3iaBuxsV677kyfeh6dA0ZSMeMK2oZM2/3O9CHT3rszPVYl69vGbnem+8CnN9980xd3cZvQ1NDQYOQu7qzugvQLed1FVII73tra2hg1alTuO+YTW753Oiabdyvx/WSMngFb0/+zbRsyjVHXrCysKhdA8vbcAkqtvdR3QeZyh7aIXEB0KMXRqtqZrl0/3gVp23nsWz15fNFtGzKNUTsMLd/jg77Yt97kQS5a0vVfnl6CLAklOPG2bNmSZwKWxR2L2WyXaf98yZB8AWwZNotR2S4CbhF5e24BIdCe1R3aIvJh4BtkkXz5Fdu8tEnPlmGzzCVgPsAqbwxpsT8BKwFDhgzJbkMT1bi+s8anep5Le3lP5TCaIV1bsosv8bW+22Y8lv/m7cracwsJgfaMd2iLyEHAH4hWyppLH6IZbPPSJj279a0BxypvDGlxCZifyXbi1qwTmSTJUOJ4rG1vw8/2yb6da7dCczNMnJjd8R2OAKCq3SISv0O7P3Cbqq4UkeuAMlVdBvwEGAE8JCIADap6smdBOxyOwOESMAPs2LEjuw1NVnCymW0+F7ZthDtOgkEjYGd71rsl1Z6u+lXM8W4lJGvPLSQM2pPdoa2q3074/cMlD6oI2OalTXp2DBzjdQhGscobQ1pcAmaAMWPGeHPgdEv8JHu9kDsh+87rFXu+m/ZMbfk4qcoFzzz3AWHWbhu2eWmTnjHb670OwShWeWNIi/3TUJSAjRs3Ft5IqolT022TzzF6/dwK776TxX6pk6W02rNK7NJo8vF0FUY8Dyhh1m4btnlpk56No3JeYtnXWOWNIS2uAmaAGTNmeB1CelINtN++Ge48BQYMgfMehL2Ojm3fZ+qKNJc6d9PedxB+iv2Cju89LyJh1m4btnlpk54Zm//ndQhGscobQ1pcBcwAq1evLryRvtWeXCcwzaU6du1W+Gp9NPnaWAXd/7+9cw+vqyoT/u8NLZRSoA2XQhsKpVwq10IqlwEVRRhQ7pZbAUEZQcX58PHCqHyjHZzxhvox42VEVGC4CFjkIugg4Acog0ATG0LT0DQ0hKaBEJo2hKZp07Pmj71Pe5qec3LOyTp7nfOu9XuePD2Xvdd+f3lPV96z9tp7rY+Kr0LbyNhus3u2Qq2giwgqd5QrH1ZyXqX47K4NbbnU5LNs6pmuQ7CKqtxYcgkFmAUOP/zw5A42WpFUyLywwTVwx7nwVmvubTLbyyySRpwmTdS9gvDVG/x214a2XGryObzrbtchWEVVbiy5hALMAuklCpyyVZGUZQmg9PP1a+HO8+CNl+HCO/OMqOUZlcp4ryLcHeCrN/jtrg1tudTkk15WSAuqcmPJRf9SRNoYyw1Yh96BO86DVY1wwR0w+yPbtrv5+Rjncim52jHgnqSXIioXof/ymDKvRzz68UM/7Ip8/VcYAbNASdVwuRbiztXu0ADcdT50NcD5t8E9F49+H7EC4rP+rSaBxdNtoOnbXLH47K4NbbnU5BNGwCoXWy7hKkgL1NfX22nI9qhRur2vrYJvT9/y+r2XZj/myHt9bdPeyIsCdqUeoD7LaJzyb1zWcl6F+OyuDW251ORT/9rNrkOwiqrcWHIJI2AWaGpqKn6nUouUfGtBpm+QOrLduy/M31bm/rnizHZLCqCp7vLiHfJRJcVbSTlXgs/u2tCWS00+1vtWx6jKjSWXUIBZ4NBDD03uYMWcnrv+Ddj/JOj4C5x3S47TjCMn6+e4Y36O4x666p7C49nqGPmu5Kz805CJ5rzC8NldG9pyqcmnpL61glGVG0suoQCzwPLly0vbsdR7Z6W3zfY4s917LoFXnwIMHHHBtvtnHj/buo0jH488BrB8z9Pzb6eUknOuAJ/dtaEtl5p8NvetSlCVG0suYQ6YBerq6sp/kFIW3m5/Mks7JZ7ey3E3/bpLf1J8+6NtUwWnIBPJeYXis7s2tOVSk09d33OuQ7CKqtxYcgkFmAV6e3uZNGlS8TsWe0uHQhjesOXxGTfB3E9kbyvXnfbzxrHtqFtvR0fkXgVFk01KzrkCfHbXhrZcavLpnfQeJg3pWT9RVW4suYQCzAIV8aFasBY2bYTfXBE9/+gPti2+cu6b5+rLUa7MrAh3B/jqDX67a0NbLjX5TFrf7ToEq6jKjSWXUIBZYOPGjeU9QEGn9TJGyU7/Hjz6xegn63qSGVdM5mqnwBGtsrtXKL56g9/u2tCWS00+G7eb6DoEq6jKjSWXMAnfAqlUqrgdbF/lt2l4y+O//xYcm3EDv5ET6vPdamJkjLney6Bo93xxVBEleSvBZ3dtaMulJp9UzfauQ7CKqtxYcnEyAiYi5wMLgPcAxxhjqnp9jokTy/xNJd+oVGoTPPjp6PEp34Tjr9mybb4FtnMeK89+I+MBJk7cH9a9amU0rZooe84rGJ/dtaEtl5p8Jm54y3UIVlGVG0surk5BvgycB6i41e/q1auZMmXKlhdGKzxGnexeYOGS2gQ31EaPT/4GnPB/ch+nmGKoiHUmV+80iynrXh29zVxxVSnb5NwjfHbXhrZcavIpqW+tYFTlxpKLkwLMGLMUQERcHN4606ZNK+8Bso58peDhjILrfV8ood0SR6gyRsmmffIO2HHH3Nsppew5r2B8dteGtlxq8pm2Rs/aiaAsN5ZcKn4OmIhcJSKLRGRRd3c3vb29dHd309XVRV9fH+3t7QwODtLS0kIqlaKxsRHYslhmY2MjqVSKlpYWBgcHaW9vp6+vj66uLtLtdXR0MDAwQGtrK8PDw5uXGUi3kf63ubmZoaEh2tra6O/vp7Ozk56eHl5++WU6Ozvp7++nra2Noa/20Pyxv2zdxq3XwYJdaWpqYnh4mNbWVgYGBujo6NjidNOp9H3vKNova2Twn97I7dSwCPO7a2HxnWysmUD7HqfQ972j6Lrp1NxO5z4DC9Zu6zR9flannh+cQGftifR/4fXIaWiI5ubmLfsuWEvDmX9ixYoV+Z0qKE89PT1b52mkU8a/ozktXbpUnVOheXr11VcTdQqUjxUrVrgOwSqafFbsfrLrEKyiKjeWXMQYY6WhbRoWeQLYK8tb1xtjHoq3eQr4UqFzwObOnWsWLaq86WKpVIqamhG1bLa1GjOfZ6OQ20F8Yw08+gVY9Ct4/5fhmRtHbFfqjVYzJ92PvDt/7riyuo/l2FWCFe8qJWl3EWkwxsxN7IBlohL7L22f44r1KeGioxQ11GBp4noF9K0Vm5sSKMYlX/9Vtt+GMebDxpjDsvw8VK5jumLx4sWjb1TUMkO75n7+h+ui4gvgg9cX1+7INrNeEVncHfcLcleIr97gt7s2tOVSk8/iGVe6DsEqqnJjySXcB8wCRx999LYvllQUZY42ZSmOjv0MPP+fW57bmkM3hltCZHUv+vjuv50VixXvKsVnd21oy6Umn6M7b3EdglVU5caSi5PxQBE5V0RWAscDj4rIYy7isEV6TosVco1oHf+5qPg67rPRacisN1gtopDJt/3I9zKfjxg5s+qeiwq8b1gi3hWKz+7a0JZLTT4N+149+kZVhKrcWHIp2xywclCJcyjKjjHwxAJ49iY45qroLvflunp0rPPUykUVzhEL2CPMAQtUPa6/QIa+0xlO5oD5RPpKMesYA3/616j4mntleYsvKGwUbcQ2ZXPPc8xKIBHvXDgeEXTqHrCKtlxq8mmc8SnXIVhFVW4suYQCDMb8B23OnDn2Ysnk6e/Cn78PR18OH/n+6MWXgz/MZXOvcHz1Br/dtaEtl5p85nT+0nUIVlGVG0suoQCzQGtra+k757sa8alvw5xL4YyboEIv3x2TuyssFKpOvR2PCG7lXoHz8wKFU5X/f/Ogyad174+5DsEqqnJjySVcBQlj/mM2c+bMAo5RxPyqk7+x5bWz/gNuyFzmaJR1HBOmIHeF+OoNfrtrQ1suNfnM7H3SdQhWUZUbSy6hALPAqlWrmDVrVmk7ZyuanvwXOPx8OPdmqNlubMGVmTG5u8JCoVqV3pbYyr3C5uYFikPb57hsPg5GeVdNrmfWW48nftxyoemzZsslFGAWqK2tHX2jYv9QNf8m+iloYnyWu9gn9IexIHeF+OoNfrtrQ1suNfnUvtvuOgSrqMqNJZfKnFhki4Tmp6xbt27sjTz/8y2P//nt3NulnSpk3o0V9yrEV2/w210b2nKpyWfd9nu4DsEqqnJjyaW6RsBW/c11BFkZ8/pWL/4C/vDlLc+/uVvxN1XN9jgBtKztVSy+eoPf7trQlktNPjWpDa5DsIqq3Fhyqa4CrFgSKkbGjx9f+s6LboVHvwgHnQ7L/rDt+9ss6l1Zc27G5F7F+OoNfrtrQ1suNfmM36RnxAiU5caSS3WVpNOOch1BVgYGBkrbccGu8Mjn4cBT4YLbK664KoSS3ascX73Bb3dtaMulJp+BCXu7DsEqqnJjyaW6CrAKZffddy9+p8V3b3l8wR0wbofocbZ1GKFi5nyNpCR3BfjqDX67a0NbLjX57D6w1HUIVlGVG0suoQCzwMqVK4vboeleePCzsP9JcP0bMH5CWeJKgqLdleCrN/jtrg1tudTks3LK8a5DsIqq3FhyCQWYBQ444IDCN25eCA9+GvY7ES76NYzfcfR90qNimVc/VsiVkEW5K8JXb/DDXUROE5FXRGS5iHwly/vvF5FGERkWkXkuYrSBtlxq8jmgJ8uc4CpGVW4suYQCzAJLliwpcMMH4LdXwYzjYf69sP3E8gaWAAW7K6OqvC0X61XlXgIish3wE+B04BDgYhE5ZMRmncAVwN1UMdpyqclnybSLXIdgFVW5seSi+yrIhDjyyCNH36jlYVh4JdS9F+bfB9+aFr1eJbebyEVB7grx1Ru8cD8GWG6MeRVARO4BzgZa0hsYYzri91IuArSFtlxq8jly5e2uQ7CKqtxYcgkjYBZoaGjIv0Hro7DwEzC9Hi5dCDtM2vr9CjmdWAqjuiulqrwtL95dVe6lMR14PeP5yvi1ohGRq0RkkYgs6u7upre3l+7ubrq6uujr66O9vZ3BwUFaWlpIpVI0NjYCW37HjY2NpFIpWlpaGBwcpL29nb6+Prq6uki319HRwcDAAK2trQwPD9PU1LRVG+l/m5ubGRoaoq2tjf7+fjo7O3n22Wfp6emhs7OT/v5+2traGBoaorm5OWsbTU1NDA8P09raysDAAB0dHRXl9Mwzz9DT02PfaY9TGBxfS8ve55OihsYZn4ra2PfqyGnGp0hRQ8ve5zM4vpb2PU6hb+L+dE0+lu5djqJ3p4Pp2O0kBnaYSute5zBcswNNdZdv1Ub63+bp8xkatzNPHXwD/RPq6Kw9kZ6dD6Nn58PorD2R/gl1tO35EYbG7Uzz9PlZ22iqu5zhmh1o3escBnaYWhF5euGFF7b67JUlTwk5NTQ0ZP3/lM0pH2KMybtBJTF37lyzaNEi12EUxyv/DfdeCnsfAZc9ABOyFFq5lg9KeFmhQEKEvBaFiDQYY+YmeLx5wGnGmH+In18GHGuM+VyWbW8DHjHGLByt3arsvwIRVfoFeTOhr3FGvv4rjIBZIOeIQNsTcN9lsNdhcOlvsxdfUPG3msiHB6MhWfHVG7xw7wL2yXheF7+mDm251OSTHs3SgqrcWHIJc8DGyoJdqQeoH/ENo/1PcM982GN2NPK14+Sc++duu/K/tdTX17sOwQlj8q6CvObDg5y/CBwoIjOJCq+LgPluQyoP2nKpyaf+tZtdh2AVVbmx5BJGwCyQPg+/mVefhl9fDLsfBB9/CHacMnojpczTqYC5Y+nz9b7hqzfodzfGDAOfAx4DlgL3GWOWiMgNInIWgIi8V0RWAucDN4tIVV7ipS2Xmny2+btS5ajKjSWXMAI2Vhas5aChofhxXAyN2xFqZ0XF18TaUfevZg466CDXITjBV2/ww90Y83vg9yNe+3rG4xeJTk1WNdpyqcnnoDd/5zoEq6jKjSWXMAJmgc7Ozq1fmLJvVHzttFt5D2z56rZS2MbdE3z1Br/dtaEtl5p8Omvf5zoEq6jKjSWXMAJmgalTp0Ln87D9JNhlGlz+O/h+fKfcKh/hGo2pU6e6DsEJvnqD3+7a0JZLTT5T+19yHYJVVOXGkouTETARuVFEWkXkJRF5QEQmu4jDFuuWPQN3fgx23isqvibt6TqkxFizZo3rEJzgqzf47a4NbbnU5LNm4n6uQ7CKqtxYcnF1CvJx4DBjzBHAMuCrjuIYO10N7PnHq2Gn3aPia+e9oteLPT1YARPqS2HChOpdSHws+OoNfrtrQ1suNflM2LjGdQhWUZUbSy5OCjBjzB/jK40A/kq1TmZdtRjuOBczYTJc8Uh0+jEQCAQCgUBgFCphEv4ngZzLvlfqUh4Dy59j021nsmn8JJaf8O90rk2NbTmFq1vp+lSL86U8il0iYv369RW1RIQNp7x5ip3efvttdU6F5in9flJOgfKxfv161yFYRZPP+vGTXYdgFVW5seRStqWIROQJYK8sb11vjHko3uZ6YC5wnikgkIpZyuPNJXDbGTB+InziUfq3q2WXXXZxHZUT+vv7vXT31RuSd096KaJyUTH9VwbaPsdl83EwPaR/Qh27rF9pp7EKuBhM02etGBcnSxEZYz5sjDksy0+6+LoCOAO4pJDiq2LoWQq3nwXjJsAVv4Mp+/Hmm2+W95gVPD+s7O4Viq/e4Le7NrTlUpPPm7sc4ToEq6jKjSUXJ7ehEJHTgOuADxhj1rmIoSTeegVuPxNqxkVzvmr3B2DGjBmOA3OHr+6+eoPf7trQlktNPjNW/9l1CFZRlRtLLq7mgP0Y2Bl4XEQWi8jPHMVROL1tUfGFRMXXbrM2v7Vs2bLyHrsCbriai7K7Vyi+eoPf7trQlktNPsumnuk6BKuoyo0ll7LNASsHzuZQvN0Ot30UUsNw+SOw5+zkYwgEPCXMAQs4p0KngBRMhX6B9wEnc8DUsPrVaORr0wb4+MNZi6/0VV0+4qu7r97gt7s2tOVSk0/Dvle7DsEqqnJjySWMgOWjrwNu/ShsfDca+drrsOSOHQgEgDACFqgAwghYoETCCFgprOmMRr42DEQLa+cpvhKt7CvsikhN32qKwVdv8NtdG9pyqcknjIBVLrZcQgGWjbUro+JrcC18/EHY+8i8m9fX1ycTVwXiq7uv3uC3uza05VKTT/1rN7sOwSqqcmPJJRRgI+lfFRVf61bDZQ/AtKNG3SV9p+9EqLArIhN1ryB89Qa/3bWhLZeafJrqLncdglVU5caSS5gDlsk7b0RXO77zZlR87fPegnYbHh5m3Dgnt1Rzjq/uvnpD8u5hDlj50PY5LpuPg2kfwzU7MC41lPhxs2LhS7+mz1oxLmEOWCEM9EQjX/3dcOnCgosvgOXLl5cxsMrGV3dfvcFvd21oy6Umn+V7nu46BKuoyo0lFx3l6FgZeCsqvtauhEsWwozjitq9rq6uTIFVPr66++oNfrtrQ1suNfnU9T3nOgSrqMqNJZcwAvbu2/BfZ0PfazD/PtjvhKKb6O3tLUNg1YGv7r56g9/u2tCWS00+vZPe4zoEq6jKjSUXv0fA1q2Oiq/V7TD/Xpj5vpKamTRpkuXAqgdf3X31Br/dtaEtl5p8Jq3vdh2CVVTlxpKLvyNgg31wxznQuwwuuhv2P6nkpjZu3GgtrGrDV3dfvcFvd21oy6Umn43bTXQdglVU5caSi58jYINr4I5zoWdpVHwdcPKYmkulUnbiqkJ8dffVG/x214a2XGrySdVs7zoEq6jKjSUX/0bA1vfDnR+DN16GC+6AA08Zc5MTJ+r6plIMvrr76g1+u2tDWy41+Uzc8JbrEKyiKjeWXPwqwIbegbvmQfdiuOB2OPg0K82uXr3aSjvViK/uvnqD3+7a0JZLTT6rd5rlOgSrqMqNJRd/CrChAbjrfFi5CObdCrM/aq3padOmWWur2vDV3Vdv8NtdG9pyqcln2ho9ayeCstxYcvGjANvwLtx9Ibz+Asz7JRxyltXmV6xYYbW9asJXd1+9wW93bWjLpSafFbuPbW5ypaEqN5Zc9E/C37AOfn0RdP4PnHcLHHqu9UPMnj3bepvVgq/uvnqD3+7a0JZLTT6zu+93HYJVVOXGkovuEbCN6+Ge+bDiz3DOz+DweWU5zOLFi8vSbjXgq7uv3uC3uza05VKTz+IZV7oOwSqqcmPJRe9i3MNDUfG1/Ek456cwZ355gwsEAmUhLMYdcI6DxbgrCguLcftKvv5L5ynI4SG49zJY/gSc9aOyF18NDQ3U19eX9RiViq/uvnqD3+7a0JbLnD5VWEA17Hs19a/d7DoMa2j6rNly0TcCNrwBfnMFvPIonHETzP1EEqEFAoEyEUbAAmOmCguwiiKMgJVMvv5L1xywTRvh/k9GxddHvp9Y8dXY2JjIcSoRX9199Qa/3bWhLZeafBpnfMp1CFZRlRtLLnpGwDYNw/1XQsuDcNp34bhPJxZXKpWipkZXLVsovrr76g3Ju4cRsPKh7XOc06cKR8BS1FBDhSzfY2EETNNnrRiXihsBE5FvishLIrJYRP4oImO7q9mmYXjgqqj4+vtvJVp8AbS2tiZ6vErCV3dfvcFvd21oy6Umn9a9P+Y6BKuoyo0lF1fl6I3GmCOMMXOAR4Cvl9xSahM8+Bl4+X445QY4/hpbMRbMzJkzEz9mpeCru6/e4Le7NrTlUpPPzN4nXYdgFVW5seTipAAzxvRnPN0JKO08aGoTPHQNNN8HJ38dTrjWSnzFsmrVKifHrQR8dffVG/x214a2XGryWTVZxxWDaVTlxpKLsxOyIvJvIvI6cAl5RsBE5CoRWSQii7q7u+nt7aW7u5uula8ztPDT0PRrNp54HS27nU4qldo8Oa6hIVpHq7GxkVQqRUtLC4ODg7S3t9PX10dXVxfp9jo6OhgYGKC1tZXh4WGampq2aiP9b3NzM0NDQ7S1tdHf309nZyc9PT0AdHZ20t/fT1tbG0NDQzQ3N2dto6mpieHhYVpbWxkYGKCjo2OLU1cXfX19tLe3Mzg4SEtLizOnnp6egpxqa2vVORWSp3HjxqlzKjRPU6ZMSdQpUD5qa2tdh2AVTT6177a7DsEqqnJjyaVsk/BF5AlgryxvXW+MeShju68CE4wx3xitzc2TWFMpeOTz0Hg7fOCf4INfsxd4CXR1dTF9+nSnMbjCV3dfvSF5dxeT8EXkNODfge2AXxhjvjPi/R2A/wLqgbeBC40xHfnarMRJ+FX1OS5gIn3X5GOZvub5BIIpP5pcWLC2uj5ro1CMi5MbsRpjPlzgpncBvwdGLcDihuH3X4qKr/d9EU76aqkhWkPLlR2l4Ku7r96g311EtgN+ApwCrAReFJGHjTEtGZtdCfQZYw4QkYuA7wIXJh/t2NCWy5rUBtchWEOTC+j6rNlycXInfBE50BiTPrdwNlD4JQVPfAMW/TKa7/WhfwaRssRYDOPHj3cdgjN8dffVG7xwPwZYbox5FUBE7iHqpzILsLOBBfHjhcCPRURMvlMKq/7m9nYIWW4lkGguE3Afv2ld2Y+RFJpcWLAr43c6GN59pYR9x3gLjDJ87kp2GYGT+4CJyP3AwUAKeA34tDGmq4D93oq3rzR2B3pdB+EIX9199Ybk3fc1xuyR1MFEZB5wmjHmH+LnlwHHGmM+l7HNy/E2K+Pn7fE2vSPaugq4Kn56MDD2Xtsu2j7Hmnw0uYAun2JccvZfTkbAjDEl3eAkyU64GERkkYYbRZaCr+6+eoPf7sVijPk58HPXceRCWy41+WhyAV0+tlz0nJQNBAIBO3QB+2Q8r4tfy7qNiIwDdiWajB8IBAIFEQqwQCAQ2JoXgQNFZKaIbA9cBDw8YpuHgcvjx/OAP+Wd/xUIBAIjcHIKUiEVe4ohAXx199UblLsbY4ZF5HPAY0S3ofiVMWaJiNwALDLGPAz8ErhDRJYDq4mKtGpEWy41+WhyAV0+VlyqajHuQCAQCAQCAQ2EU5CBQCAQCAQCCRMKsEAgEAgEAoGECQWYBUTkRhFpFZGXROQBEZnsOqZyIyKnicgrIrJcRL7iOp6kEJF9ROT/i0iLiCwRETcrwDtCRLYTkb+JyCOuYwnYRUS+KCJGRHZ3HUupaOmLtfSvWvtLW/1gKMDs8DhwmDHmCGAZ4H59pDKSsVTL6cAhwMUicojbqBJjGPiiMeYQ4DjgGo/cAa4FlroOImAXEdkHOBXodB3LGKn6vlhZ/6q1v7TSD4YCzALGmD8aY4bjp38lum+QZjYv1WKM2QCkl2pRjzGm2xjTGD9+h+g/oY4VZkdBROqAjwK/cB1LwDr/D7gOqOqrspT0xWr6V439pc1+MBRg9vkk8AfXQZSZ6cDrGc9XUuX/qUpBRPYDjgKedxxKUtxE9Ec65TiOgEVE5GygyxjT5DoWy1RrX6yyf1XUX96EpX4w3AesQETkCWCvLG9db4x5KN7meqIh17uSjC2QPCIyCbgf+Lwxpt91POVGRM4AeowxDSJykuNwAkWSr/8CvkZ0+rEqCH1x9aGlv7TdD4YCrECMMR/O976IXAGcAZzswR2xC1mqRS0iMp6oM7nLGPNb1/EkxAnAWSLyEWACsIuI3GmMudRxXIECyNV/icjhwEygSUQg+r/cKCLHGGPeSDDEgvGgL1bVvyrrL632g+FGrBYQkdOAHwIfMMa85TqechOvfbcMOJmoY3gRmG+MWeI0sASQ6K/U7cBqY8znHYfjhPib35eMMWc4DiVgGRHpAOYaY3pdx1IKGvpiTf2r5v7SRj8Y5oDZ4cfAzsDjIrJYRH7mOqByEk9yTS/VshS4rxo7hxI5AbgM+FCc68Xxt6FAIOCequ+LlfWvob/MQxgBCwQCgUAgEEiYMAIWCAQCgUAgkDChAAsEAoFAIBBImFCABQKBQCAQCCRMKMACgUAgEAgEEiYUYIFAIBAIBAIJEwqwwJgQkcki8lnXcaQRkStE5Meu4wgEAtWNiJwkIo/Ej88Ska/k2XarflBEponIwiTiDFQvoQALjJXJQNYCLL6hYCAQCFQMIrJdsfsYYx42xnwnzyaTyegHjTGrjDHzSgivJEb2tYX2vaX8LgL2CAVYYKx8B5gV32Dvxvhb459F5GGgRUT2E5GX0xuLyJdEZEH8eJaI/LeINMT7zM5sWERqRKRDRCZnvNYmIlNF5EwReV5E/iYiT4jI1JGBichtIjIv4/lAxuMvi8iLIvKSiPyLzV9IIBBInrivaRWRu0RkqYgsFJGJ8XsdIvJdEWkEzheRU0XkORFpFJHfxGsVIiKnxW00AudltL15ZD3ufx4Qkab45+/Yth/c3O+JyAQRuVVEmuP+6oMZbf427gPbROR7ObzqReTpuJ98TET2jl9/SkRuEpFFwLVZnp8cH69ZRH4lIjtk+12UJRmBgggFWGCsfAVoN8bMMcZ8OX7taOBaY8xBo+z7c+AfjTH1wJeAn2a+aYxJAQ8B5wKIyLHAa8aYN4G/AMcZY44C7iFanb4gRORU4EDgGGAOUC8i7y90/0AgULEcDPzUGPMeoJ+tR+ffNsYcDTwB/F/gw/HzRcAXRGQCcAtwJlBP9gW/Af4DeNoYcyRRX7eE7P1gmmsAY4w5HLgYuD0+FkT9z4XA4cCFIpK5BmR6HcUfAfPifvJXwL9lbLK9MWauMeYHmc+BnwC3ARfGxx0HfGbk78IYc08Ox0AChAIsUA5eMMasyLdB/I3z74DfiMhi4GZg7yyb3kvUQQFcFD+HaIHax0SkGfgycGgR8Z0a//wNaARmExVkgUCgunndGPNs/PhO4MSM99J9x3HAIcCzcd9zObAvUT+wwhjTFi/ifWeOY3wI+E8AY8wmY8zaUWI6Md2WMaYVeA1Ifzl90hiz1hizHmiJ48jkYOAw4qWViArHuixOI58fHLssi5/fDrw/y3YBh4Q5OoFy8G7G42G2LvTT3/xqgDXGmDmjtPUccICI7AGcA/xr/PqPgB8aYx6WaFHUBVn23XxsEakBto9fF+DbxpibR1cJBAJVxMi19TKfp/slAR43xlycuaGIzCljXLkYyni8iW3/JguwxBhzfI793x3leS4K3S5QRsIIWGCsvEO0+G0u3gT2FJHd4jkIZwAYY/qBFSJyPoBEHDly5/ib6APAD4Glxpi347d2Bbrix5fnOHYH0akEgLOA8fHjx4BPZsz7mC4ie44mGggEKp4ZIpIuVuYTTVUYyV+BE0TkAAAR2UlEDgJagf1EZFa83cVZ9gV4kvh0nohsJyK7kr8f/DNwSbz9QcAM4JUCfV4B9kg7ich4ESlktP8VIpcD4ueXAU8XeMxAQoQCLDAm4oLoWRF5WURuzPL+RuAG4AXgcaJOLs0lwJUi0kQ0j+LsHIe5F7iUrYfNFxCdvmwAenPsdwvwgbj944m/9Rlj/gjcDTwXn8JcSP4iMhAIVAevANeIyFJgCvGpwkyMMW8BVwC/FpGXiEbZZ8enAa8CHo0nqPfkOMa1wAfjvqMBOGSUfvCnQE28/b3AFcaYIQrAGLMBmAd8N+7HFhNN3Rhtv/XAJ4j6yGYgBfyskGMGkkOiAYZAIBAIBKoXEdkPeMQYc5jrWAKBQggjYIFAIBAIBAIJE0bAAoFAIBAIBBImjIAFAoFAIBAIJEwowAKBQCAQCAQSJhRggUAgEAgEAgkTCrBAIBAIBAKBhAkFWCAQCAQCgUDC/C97Z/SI7BqhoAAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 720x720 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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8u/4djpsxmp7e2Pb5adt6YzxX18qMMbtn9Hzrvxq47JjJDOhXQfe2GIJQIfHEDGDlypW5K6zIOA/m9aPg4Y036/nc/VX84813+MHZh/CJIyYY9VMKmG6zMHGxlicuVm9EYQTsC8AbwHC/BR287x4cOG44i6rXIQKvrN5A++ZtPFK5FoD/Pe9QZo7bo+Dy+1UIXz/1QC66fTGqcb0FKZcf/1y9js98eCrj990x1+y1tRu5/+UmfnTuoYwYMpBrj5/OGbe8AMC1J0xnxJCBbN7awyV3LqanV+mNKcdMG8UFR6ZfXXd9xxaq12zkvz46A4BLPzCZM25+geG7DeC2hfFr0ePHmx9hcB7M65v2sK03xs9e2cRzb77L9846mAvn2bM6th+icN6EhS2xTr7uSUYPVt7Z0lDQ8Y03nRqwo+JiS7uCv1iNLsQqIuOBu4EbgS+p6mnZ9veykGFjYyNeHnhbTEx7MK3vPERD36SHbb0xrn3wVZ5+/W2+c8ZMLv1A4R5sW4g1CudNWNgS6+TrnuTovWO81FrYRadSS8BsaVfIHWu2/sv0JcifA/8NxDLtICJXishSEVna0tJCW1sbLS0tNDc3097eTkNDA11dXdTW1hKLxWhpaQF23BpaVVVFLBajtraWrq4uGhoaaG9vp7m5mWR5jY2NdHZ2UldXR09PD9XV1TuVkfxdU1NDd3c39fX1dHR00NTURGtrK62trTQ1NdHR0UF9fT2DBg2ipqYmbRnV1dX09PRQV1dHZ2cnjY2NOWOqqqrKK6be3t7AY+ru7s4rpt7e3kBjKqSdNm7cGGhM+bZTS0tL6Ode35iGDRsW6rnX1tbGylWr+fz9S3n69bf5r+MmMHvoJl8x2cawYcNy71Qm2BRra9euN4GVKza1q59YjY2AichpwCmq+lkR+TDwlSBGwFpaWhg71uzaQqY9mNZ3HoLXn3zdk0D+34TDroPemPKlh5fx+LJ1fP2UAzlt+m6+9W0bATN93oaJLbFOvu5JDt4zxuvtdoyA2dKukDvWqI6AHQOcISKNwEPA8SJyn99CY7GMg2mhYdqDaX3nIRr6YXvojSlf/UM1jy9bx9fmH8AVx+4XiTooNWyqM5tiHWD6elOI2NSufmI1NglfVa8HrgdIGQG72G+5Q4bsuthq2Jj2YFrfeQhev9BvwGHVQSymXPfoa/zx1Wa+8rEZfObDU0PVLydsqjObYn23255LkDa1q59Yyy4n37BhQ+6dytyDaX3nIRr6YXmIxZT/eayGP1Su5b8+Op1rjp8eqn65YVOd2RTr5GHmbngLG5va1U+sUViGAlV9Hng+iLLGjTP/eBPTHkzrOw/R0A/Dg6ryzcdf56Ela/j88dP4wgnTd3o/CnVQathUZzbF+toGe0bAbGpXP7GW3QjY6tXpF0G1yYNpfechGvrF9qCqfHvRcu5f3MRnPjyVL504Y5fnl0ahDkoNm+rMplg/uI8986Jsalc/sZZdAnbAAQeYtmDcg2l95yEa+sX0oKp894la7nnpLa48dj/++6T9d0m+iqkfFCIyX0TeFJGVInJdlv0+LiIqIoenbLs+cdybInJSUJ6iXmdBYlOsTzWV3b/bjNjUrn5iLbszYtmyZaYtGPdgWt95iIZ+sTyoKjc++Qa/+08jnzpmCteffEDa5KtY+kEhIv2AW4CTgYOAC0TkoDT77U78iR2LU7YdBCwAZgLzgV8lyvNNlOssaGyKdcFUe0bAbGpXP7GWXQI2Z86c3DuVuQfT+s5DNPSL4UFVuekvddz+wmou+8BkvnnagRmTr2LoB8yRwEpVXaWqW4kvh3Nmmv2+B/wI2JKy7UzgIVXtVtXVwMpEeb6JeJ0Fik2xPtAQSH5eEtjUrn5iLbsELLnKts0eTOs7D9HQD9qDqvK/f3uTW/+5iouPmsi3Tz8oa/IVtH4R2BdYk/J6bWLbdkRkDjBBVZ/M99jE8Xk9yaOqqorKykqjT/Io9hMiUmNavHhx2cWUrp2m7q588eAeRg9W5o+PMbBCOW9KLwALp+38++xJvQztrxw/LsbYIcoRo2ORjClbOz3zzDMl2U6FnHvPP/98wU/yMPosyHzxupK0w+EInp89s4JfPFvPBUdO5MazDqaiIpy7uoq1Er6InAvMV9XLE68XAvNU9ZrE6wrgOeAyVW0UkeeJr1e4VERuBl5W1fsS+94BPK2qj2TSc/2XvSSfZFEopbYSvmMHUV0JvygkM16bPZjWdx6ioR+kh/97tp5fPFvPJw4fn1fyFYU6yEIzMCHl9fjEtiS7AwcDzyee2HEUsCgxET/XsQUT8ToLFJtivXBqr2kLoWFTu/qJtexGwGKxGBUVZvNK0x5M6zsP0dAPysMt/1jJT/76Jh+fM56fnHtoXiNfQegXcQSsP7ACOIF48rQEuFBVl2fY/3l2jIDNBB4gPu9rHPAsMF1VM/6X9ToCFoXzJixsiXXydU9SgRKjsFHjUhsBs6VdIXesVo2A1dXVmbZg3INpfechGvpBeLj1nw385K9vctbscfw4z+QrCP1ioqo9wDXAX4E3gIdVdbmIfFdEzshx7HLgYaAW+AvwuWzJVz5Euc6CxqZYT5loz12QNrWrn1gjsRJ+kEyZMsW0BeMeTOs7D9HQ9+vh9n+v4odP13H6rHH873mz6FfAnK8o1EE2VPUp4Kk+276VYd8P93l9I3Bj0J6iXmdBYlOsL7xdduMdGbGpXf3EWnZnxLp160xbMO7BtL7zEA19Px5+95/VfP/JNzj1kLH87BOz6N+vsK4iCnVQathUZzbFeujI0pnu4xeb2tVPrGWXgI0cOdK0BeMeTOs7D9HQL9TDPS818p0/13LSzDH8fMHsgpOvQvVtx6Y6synWxk57ngVpU7v6ibXsErDNmzebtmDcg2l95yEa+oV4uH/xW3zr8eV89MAx/PKCOQzwkXwVou+wq85sinWvQfaMgNnUrn5iLbsELAp3Xpj2YFrfeYiGfr4efr+kia8/9jrHH7A3t1x0GAP7+/cfhTooNWyqM5ti3WbPHHyr2tVPrGVXSwMGDDBtwbgH0/rOQzT08/Hwh6VruO6PNRw3YzS/umgOg/oH89iUKNRBqWFTndkUa1ePPZcgbWpXP7GWXQLW2dlp2oJxD6b1nYdo6Hv18Nira/nvR1/jg9NGcevCuQweENwz66JQB6WGTXVmU6x772bPJUib2tVPrGWXgI0aNcq0BeMeTOs7D9HQ9+Lh8WXNfPnhao7eby9+e8nhgSZfXvQdu2JTndkU68oOe0bAbGpXP7GWXQK2du1a0xaMezCt7zxEQz+XhydeW8cXf7+MI6eM5I5Ljwg8+cql70iPTXVmU6xzR9kzAmZTu/qJtewSsGnTppm2YNyDaX3nIRr62Tw8XdPCFx5axuGT4snXbgODT76y6TsyY1Od2RTrc+vsGQGzqV39xFp2Cdjy5Wkf42aVB9P6zkM09DN5+Nvyt/n8g68ye8II7vzkEQwdVLwHYvitg8nXPRmQk9IhCudNWNgU65mT7LkN0qZ29RNr2T2M2+FwZObZN9Zz9X2VzBy3B/d++kh2Hxztu5UmX/ckb/3otKI8jDtsXP9lL36/SJTaw7gdO7DqYdyVlZWmLRj3YFrfeYiGfl8P/6hr5TP3VXHQ2OHcE1Ly5bcObPzHE4XzJixsinXhtECe1V4S2NSufmJ1I2AOhwX8c8U7XHHPUmaMGcb9nz6KPYZEe+QrlWzfIEsJ13/ZixsBsxc3AmaZB9P6zkM09JMeXqhv48p7ljJt9DDu+/S8UJOvKNRBqWFTndkUqxsBK09KcgRMRAYD/wIGAf2BR1T129mOcd8gHY78eLGhjU/dtYTJew3lgSuOYuTQgaYt5Y0bAXOUOm4EzF6y9V/Fu/0pN93A8araKSIDgBdE5GlVfdlPoTU1NRxyyCHBOCxRD6b1nYdo6C9e9S6fvPMVJo0ayv2XzzOSfJmug1LEpjorlViDuBv37Em9PPZWcZZ7iRql0q5B4CdWYwmYxofekmv4D0j8+B6OmzFjht8ifGPag2l958G8/tLGDXzyriWMHzmE+y8/ir2GDTLiw3QblCI21ZlNsf6tuexm/GTEpnb1E6vRM0JE+onIMqAVeEZVF6fZ50oRWSoiS1taWmhra6OlpYXm5mba29tpaGigq6uL2tpaYrEYL730ErDjumxVVRWxWIza2lq6urpoaGigvb2d5uZmkuU1NjbS2dlJXV0dPT09VFdX71RG8ndNTQ3d3d3U19fT0dFBU1MTra2ttLa20tTUREdHB/X19axatYqampq0ZVRXV9PT00NdXR2dnZ00NjbmjKmqqiqvmN54443AY+ru7s4rpjfeeCPQmAppp6qqqkBjyredXnrppdDPve7ubv7w3FIuvfMVRgyCH3x0DE0rXg/t3OsbU2Njo++YbKOpqcm0hdCwKdZ5e5fODW9+sald/cQaibsgRWQE8BjweVV9PdN+XuZQdHR0MHz48GAN5olpD6b1nQdz+svWbGTh7YsZtfsgHrryKHZja8nXgW1zwEyft2FSKrEGcQly7BClZXNhq+GX2hywUmnXIMgVa+TvglTVjcA/gPl+y9q4caPfInxj2oNpfefBjH7N2k0svGMxew4dyANXzGPM8MHW1UG+iMh8EXlTRFaKyHVp3r9aRGpEZJmIvCAiByW2TxaRrsT2ZSLym6A8Rb3OgsSmWMcPNT/YERY2taufWI3NAROR0cA2Vd0oIrsBJwI/8lvu4MGDfXsrdQ+m9Z2H8PVfb97ExXcsZo/dBvDglUcxdo/dQveQDtP62RCRfsAtxPuetcASEVmkqrUpuz2gqr9J7H8G8FN2fFFsUNXZQfuKcp0FjU2xdmw17SA8bGpXP7GavAtyLHB3ohOsAB5W1ScM+nE4SpLadR1cfMdihg3qz4NXHMW+I3YzbalUOBJYqaqrAETkIeBMYHsCpqodKfsPJYAbhRwOhwMMXoJU1ddU9TBVPVRVD1bV7wZR7pYtW4IopqQ9mNZ3HsLTr3u7g4tuf5ndBvTjwSuOYsLIIaF7yIZp/RzsC6xJeb02sW0nRORzItIA/Bi4NuWtKSLyqoj8U0Q+lE4g35uIqqqq2LJli9GbiIp9c0pqTB0dHSUR07H7xBgxUDltYi8VKBdOjS+qenFicdULp8a3nzaxlxEDlWP3iTFxmHLYXjEO3jPG1N2VOaOU0YOV+eNjDKxQzpsSPza5QGvy99mTehnaXzl+XIyxQ5QjRseMt1O+515dXV3kz72gPk9vvfVWwTcRRWISvlfcJPzS0HcewtGvX/8eC257mf79hN9feTSTRw0N3UMuojwJX0TOBear6uWJ1wuBeap6TYb9LwROUtVLRWQQMExV3xWRucCfgJl9Rsx2wk3C35VSidVNws+PUmnXICj5SfhBsn79etMWjHswre88FF9/ZWsnF/x2MRUVwoNXHJU2+Sq2By+Y1s9BMzAh5fX4xLZMPAScBaCq3ar6buLvSqABCGTxo4jXWaDYFOuBI0pnsMMvNrWrn1jLLgGbOHGiaQvGPZjWdx6Kq7/qnU4u/G38gREPXnEU+40eFroHr5jWz8ESYLqITBGRgcACYFHqDiIyPeXlqUB9YvvoxPxVRGQ/YDqwKghTEa+zQLEp1sWthY1+lSI2taufWMsuAVuxYoVpC8Y9mNZ3Hoqn39j2Phf89mV6Y8qDV8xj2t6Zk69iecgH0/rZUNUe4Brgr8AbxG8EWi4i303c8QhwjYgsTywY/SXg0sT2Y4HXEtsfAa5W1Q1B+IpynQWNTbF+bN+YaQuhYVO7+om17OaAORzlStO7mzn/tpfo7onx4BVHsf8+u5u2FAq2LcTqiB5BzAHzQ6nNAXPswKo5YMk7FGz2YFrfeQhef82GzVzw25fp2tbLfZ+e5zn5Kqc6sAWb6symWJN3OdqATe3qJ1Y3AuZwRJzmjV0suO0lNm3exgNXHMXB++5h2lKouBEwh2ncCJijUNwImGUeTOs7D8Hpt2zq4sLfvszGzdu47/J5eSdf5VAHtmFTndkUqxsBK0/cCJjDUYas79jCgttepu29bu69fB6zJ4wwbckIbgTMYRo3AuYoFKtGwJKr1trswbS+8+Bfv7VjCxfc9jKtHVu461NHFpx8lXId2IpNdWZTrMmV723Apnb1E2vZjYD19PTQv7/JR1ya92Ba33nwp//Oe91c8NuXWbexi7s/dSRHTB4ZuoegCELfthEw020WJqUSaxAjYAMrlK0xO1bCL5V2DYJcsVo1ArZy5UrTFox7MK3vPBSu/25nNxfd/jLN7V387rIjfCVfhXoIEtP6pYhNdWZTrMePK53BDr/Y1K5+Yi27BGz8+PGmLRj3YFrfeShMf8P7W7no9sU0bdjMHZcdzrz99grdQ9CY1i9FbKozm2KtbLNnJXyb2tVPrGWXgLW1tZm2YNyDaX3nIX/9jZu3cvHti1nd9j63X3IEH5g6KnQPxcC0filiU53ZFOu04faMgNnUrn5iLbuLtMOGZX80iw0eTOs7D/npb9q8jYvvWMzKdzq5/ZLD+eD0YJKvfDwUC9P6pYhNdWZTrK1d9oyA2dSufmItuxGwbdu2mbZg3INpfefBu37Hlm1ccudiVrzdya0Xz+XYGaND91BMTOuXIjbVmU2x7tbfnhEwm9rVT6xll4DFYuYfeGrag2l958Gb/ntbtnHpna9Q29LBry6aw0cO2Dt0D8XGtH4pYlOd2RTrgLL7b5sZm9rVT6xld0oMGTLEtAXjHkzrOw+59Tu7e7jsd0uoWbuJmy+cw0cPGhO6hzAwrV+K2FRnNsX6brc9lyBtalc/sZZdArZhwwbTFox7MK3vPGTX37y1h0/9bgnL1mzklxccxkkz9wndQ1iY1i9FbKozm2KdPMyeS5A2taufWMsuARs3bpxpC8Y9mNZ3HjLrd23t5VN3LWHpWxv4xYLZnHzI2NA9hIlp/VLEpjqzKdbXNtgzAmZTu/qJtewSsNWrV5u2YNyDaX3nIb1+19ZePn33El5ZvYGfnT+b0w4tficVtTpw5MamOrMp1g/uY8+8KJva1U+sZfcoolgsRkWF2bzStAfT+s7DrvpbtvVyxT1LeWFlG//vvFmcMyechQqjVAeFYtujiEy3WZiUSqxBPIqoAiWGHY8iKpV2DYJcsVr1KKJly5aZtmDcg2l952Fn/e6eXq66t5IXVrbx448fGlrylerBFKb1SxGb6symWBdMtWcEzKZ29RNr2Y2AORxRorunl8/cV8Vzda3cdM4hLDhyomlLJYdtI2CO6BHECJgfSm0EzLGDSI6AicgEEfmHiNSKyHIR+UIQ5VZWVgZRTEl7MK3vPMR5eclSrnngVZ6ra+XGsw82knyZrgPT+rkQkfki8qaIrBSR69K8f7WI1IjIMhF5QUQOSnnv+sRxb4rISUF5inqdBYlNsV48rde0hdCwqV39xGpsBExExgJjVbVKRHYHKoGzVLU20zHuG6SjVNjWG+PzD7zKX5a/zffOnMnCoyebtlSyFGsETET6ASuAE4G1wBLggtQ+SESGq2pH4u8zgM+q6vxEIvYgcCQwDvg7MENVM/6Xdf1X6eJGwByFEskRMFVtUdWqxN/vAW8A+/ott6qqym8RvjHtwbS+7R56emP810PL+Mvyt/n26QcZTb5Mt4Np/RwcCaxU1VWquhV4CDgzdYdk8pVgKJD8xnom8JCqdqvqamBlojzfRLzOAsWmWC+cas8ImE3t6ifWSEzCF5HJwGHA4jTvXSkiS0VkaUtLC21tbbS0tNDc3Ex7ezsNDQ10dXVRW1tLLBYjOaKXHBasqqoiFotRW1tLV1cXDQ0NtLe309zcTLK8xsZGOjs7qauro6enh+rq6p3KSP6uqamhu7ub+vp6Ojo6aGpqorW1ldbWVpqamujo6KC+vp4DDzyQmpqatGVUV1fT09NDXV0dnZ2dNDY25owp2cBeY5owYULgMXV3d+cV04QJEwKNqZB2GjZsWKAxeWmnnt4Yl/7mHzxZ08Jls3bn0qMnhXru9Y1p9uzZoZ57fWM6+OCDfcdURPYF1qS8XkuaL4Ei8jkRaQB+DFyb57F59V9VVVU7tZmJ/qsYn4vUMlJj2n///UsipmP3iTFioHLaxF4q0O3JVPKy4oVT49tPm9jLiIHKsfvEmDhMOWyvGAfvGWPq7spb78Howcr88TEGVijnTYkfu3Dazr/PntTL0P7K8eNijB2iHDE6Zryd8j33ko/nifK5F9b/mWwYn4QvIsOAfwI3quofs+3rZQi/traWgw46KOs+xca0B9P6tnrojSlf+UM1j73azPUnH8CHRndbVwfF0C/iJchzgfmqenni9UJgnqpek2H/C4GTVPVSEbkZeFlV70u8dwfwtKo+kknP6yVI020WJqUSaxCXIE+b2MsTTf0KOrbULkGWSrsGQa5Ys/Vf/YvmygMiMgB4FLg/V/LllSlTpgRRTEl7MK1vo4femPLfj7zGY68289WT9ueq46bS1dUVmn4mTLeDaf0cNAMTUl6PT2zLxEPArws81jMRr7NAsSnWF96OxAWnULCpXf3EavIuSAHuAN5Q1Z8GVe66deuCKqpkPZjWt81DLKZc/8fXeLRqLV86cQaf+8i0UPWzYdqDaf0cLAGmi8gUERkILAAWpe4gItNTXp4KJK8pLAIWiMggEZkCTAdeCcJUxOssUGyK9dCRpbPkk19salc/sZocATsGWAjUiMiyxLb/UdWn/BQ6cuRIv758Y9qDaX2bPMRiytf/VMPDS9dy7QnTufaEHf+vbamDKOtnQ1V7ROQa4K9AP+BOVV0uIt8FlqrqIuAaEfkosA1oBy5NHLtcRB4GaoEe4HPZ7oDMhyjXWdDYFGtjpz3PgrSpXf3EaiwBU9UXoMDnMmRh8+bN7LnnnkEXW1IeTOvb4kFV+dai13nwlTV87iNT+eJHp+/0vg11EHX9XCS+8D3VZ9u3Uv7OuD6hqt4I3Bi0p6jXWZDYFOteg5QmS5Iwm9rVT6xld1E6Cs+fMu3BtL4NHlSV7/y5lvtebuKq4/bjKx/bn/hV9XD0vWLag2n9UsSmOrMp1m32PInIqnb1E2vZ1dKAAQNMWzDuwbR+uXtQVb73xBvc9WIjl39wCtfNP2CX5KuY+vlg2oNp/VLEpjqzKdauHjtGv8CudvUTa9klYJ2dnaYtGPdgWr+cPagqP3y6jjv/s5pPHjOZr596YNrkq1j6+WLag2n9UsSmOrMp1r13s2cSvk3t6idWo8tQFINRo0aZtmDcg2n9YntIrsmTa22cID0kNT/z4anc9q9VXHL0JL512kEZk6+g9QvFtAfT+qWITXVmU6wrO+wZAbOpXf3EWnYjYGvXrjVtwbgH0/rl7OHXzzdw0byJfOeMmVmTr2Lp54tpD6b1SxGb6symWOeOsmcEzKZ29ROr8ZXw88HLStI9PT307292YM+0B9P65ejhF3+v52d/X8GCIybwg7MPoaIi97fZcqsDU/rFWgk/bLyuhG+6zcKkVGINYiX8gRXK1lhho2ClthJ+qbRrEOSKNZIP4y4Wy5cvN23BuAfT+uXm4ebn4snXuXPHe06+gtT3g2kPpvVLEZvqzKZYz5xkz22QNrWrn1jLbgTM4QiSXz2/kh//5U3OOWxffnLeLPp5TL4cwWHbCJgjegQxAuaHUhsBc+zAqhGw5JPKbfZgWr9cPNz2rwZ+/Jc3OXP2uIKSr3Kog1LXL0VsqjObYl04LZAHJZQENrWrn1jdCJjDkYbkN95TDx3LL86fTf9+ZfddpWRwI2AO07gRMEehuBEwyzyY1i91D3e/2Lj975/7SL5KuQ7KRb8UsanObIrVjYCVJ24EzOEIiHtffotv/ul1PnbQGG65aA4D3MiXcdwImMM0bgTMUShWjYDV1NSYtmDcg2n9UvXw4CtNfPNPr/PRA/fm5gv9J1+lWAflpl+K2FRnNsV69iR7RsBsalc/sZZdAjZjxgzTFox7MK1fih4eXrKG6/9Yw0f2H80tF81hYH//H41Sq4Ny1C9FbKozm2L9W3PZ/bvNiE3t6ifWsjsjmpqaTFsw7sG0fql5eLRyLV/742scO2M0v754LoP69wtVv5iY9mBavxSxqc5sinXe3qUz3ccvNrWrn1jLbqnaMWPGmLZg3INp/VLy8KdXm/nyH6oBuG3hXAYPCCb58qpfbEx7MK1fithUZzbF+sZGe9YQtKld/cTqeQRMRPYVkQ+IyLHJn4JVi8jGjRtNWzDuwbR+sT1Mvu5JT5Nic3lYVL2OLz28bPvrIJMvL/phYNqDaf1SxKY6synW8UPtGQGzqV39xOppBExEfgScD9QCyZmECvyrYOUiMXjwYNMWjHswrR8FD5Ove5L994jx1+snbk/WUu8kevK1Fr74+2UcPnkkd33yCIYMDH4w2HQdRMGDaf1SxKY6synWjq2mHYSHTe3qJ1av/3XOAvZX1e6ClRyOgPB7S/ZfXm/h2ode5bAJI/jdZcVJvhwOh8PhyIbX/zyrgAFA5BOwLVu2mLZg3INp/Sh4aLzp1O2TI5MJW3IkrH+FMGv8Htz1qSMZOshf8pVudC2J6TqIggfT+rkQkfnAL4B+wO2qelOf978EXA70AO8An1LVtxLv9QLJe9CbVPWMIDxFvc6CxKZYhw807SA8bGpXP7F6/e+zGVgmIs+SkoSp6rUFKxeJESNGmLZg3INp/ah7mLlvPPka5iP58jIHLcp1YIt+NkSkH3ALcCKwFlgiIotUtTZlt1eBw1V1s4h8Bvgx8ekYAF2qOjtoX1Gus6CxKda179szCd+mdvUTq9dJ+IuA7wEvApUpP5Fj/fr1pi0Y92Ba34SHdBPzUz0k3ztk3z2451NHMnzwgEB0G286dacRtlQPNrZD1PRzcCSwUlVXqepW4CHgzNQdVPUfqro58fJlYHyxTUW8zgLFplgPHGHPJHyb2tVPrJ4SMFW9G3iQHYnXA4ltkWPixImmLRj3YFrfpIfUBGjixIm7JEU1zZuY9Z2/7bS/18eMpO6bmnhlwuZ2CFtfRE4XkXzXNdwXWJPyem1iWyY+DTyd8nqwiCwVkZdF5KwMvq5M7LO0paWFtrY2WlpaaG5upr29nYaGBrq6uqitrSUWi1FVVcXEiRO3P1+uqqqKWCxGbW0tXV1dNDQ00N7eTnNzM8nyGhsb6ezspK6ujp6eHqqr48uqJMtI/q6pqaG7u5v6+no6OjpoamqitbWV1tZWmpqa6OjooL6+nu7u7u2re/cto7q6mp6eHurq6ujs7KSxsdFTTKllpMY0evTokojp2H1ijBionDaxlwqUC6fG70W7OPF8xwunxrefNrGXEQOVY/eJMXGYctheMQ7eM8bU3ZWYKqMHK/PHxxhYoZw3JX5s8hmRyd9nT+plaH/l+HExxg5RjhgdM95O+Z577e3tkT/3gvo89fT0ZI0pG56eBSkiHwbuBhoBASYAl6pqqHdBenmWWk1NDYccckhIjqLpwbS+KQ9952N98deLeOyt+NISB44dzhstHTvt33jTqTsdk20+V7ryc+1vazsEre/lWZAich9wNPAocKeq1nko91xgvqpenni9EJinqtek2fdi4BrguOTNSCKyr6o2i8h+wHPACarakEnP67MgTbdZmJRKrEE8C/LsSb3b+6N8KbVnQZZKuwZBrliz9V9eE7BK4EJVfTPxegbwoKrOLczy9nLvBE4DWlX14Fz7u4fZOvIh2WkesM/u1L393i7v902ksr2XrgPMlYCl27dv+Y7ceH0Yt4gMBy4APkl8mZzfEe+ndm38+P5HAzeo6kmJ19cDqOoP++z3UeCXxJOv1gxl3QU8oaqPZPLn+q/SxT2M21EoQTyMe0Ay+QJQ1RXE74r0y13A/ADK2U5yeNAkpj2Y1o+Ch1dWb2Bwv/ik13TJF+R/+bHvMbkuQ5qugyh4CFNfVTuAR4jP5RoLnA1UicjnMxyyBJguIlNEZCCwgPh81+2IyGHArcAZqcmXiOwpIoMSf48CjiG+TqJvTLdZmNgUa/ISow3Y1K5+YvV6G9hSEbkduC/x+iLA91c5Vf2XiEz2W04qc+f6GpQrCw+m9YvpIdOoU+r2yrc28IlbXypYI9vIWKperkuY6eog7G+yps+FsPRF5EzgMmAacA9wpKq2isgQ4onRL/seo6o9InIN8Ffiy1DcqarLReS7wFJVXQT8BBgG/EFEYMdyEwcCt4pIjPgX2Zv63D1ZMKbbLExsivXelcE+aSPK2NSufmL1OgL2GeKd2LWJn9rEtqKT7yTWZ555BijupLtcEwlfeeUVoxMJX3zxReOTWF988UXPMU2+7kn+57eL2O+6J7jmV4uytlNyEmtPTw9fvXURk697km/eHh+0WDitl6qmdi7+7csIymcO6OG1//kQR4yOsf8eMV750hH867OHMHZIfILr0P7K2ZN2ngD76Hn7bI9pYEVc6/VvHMfzV8/khBuf4OA9Yxy2V3yCbUNDw/aJubFYbPvE3GS9PPPMM9vbKTkxN+zJxsmfsM69vjEtWbLEd0weOQf4maoeoqo/SY5WJe5g/HSmg1T1KVWdoapTVfXGxLZvJZIvVPWjqjpGVWcnfs5IbH8xoTUr8fsOr0Zz4UYPyhM3Alae+InV0xywYpIYAXvCzQGzhzDnU2Sbu5VvGelGu1L3yWdOmMM7Hifh/0hVv5Zrm0lc/1W6uDlgjkIpeA6YiDyc+F0jIq/1/SmGWb8kv23b7MGUfur8KNN1AGy/zbsvyblbXpaSSIfXzjgKdWDaQ4j6J6bZdnJY4kFius3CxKZYM/VH5YhN7eon1lxzwL6Q+H1awQohM3PmTNMWjHsIQt/vaE46D5nuNsyV0HjZJx2Pv1XBHxJztTLp59LNdlxfX33rKlsdeF3qwi/lcC5mI7E6/WeBqX2+FO4O/Keo4kXCdJuFiU2xPv5WvsvUlS42taufWLOeEarakvjzs6r6VuoP8U7PFyLyIPASsL+IrBWRjHM1vLJy5Uq/RfjGtIdi6ydHutJdhksmDkkPmfZNLStbspEt+cqVpBw/Tnfy4BU/I2OpWqbPgyh4CEH/AeB04PHE7+TPXFW9uNjixcB0m4WJTbEm+yMbsKld/cTq9S7IE4G+cylOTrMtL1T1Aj/Hp2P8+KI/KSTyHoqhn+/ITSYP6RKqQudXvJlhba9keZVt6Z+9lmtELZ+lKbIlaql14HVkK9vdnYVQjudiH1RVG0Xkc33fEJGRqrqh2AaCxnSbhYlNsWbqj8oRm9rVT6xZE7Acw/svFqxaRNra2hg2bJjVHq647R+81Frh6zJWrlGpTCQThqP3ju3kIXUdrXw8ZNv/pJ/v/CCGvvtPG668s2XXTq+QhC9TYpSahPXdx/R5EAUPIeg/QHyKRCXxxVdTG1yB/YopXgxMt1mY2BRrpv6oHLGpXf3EmuuidLbh/YsKUiwyUWh00x5au8x/yFM9eEl4grhbse/+Xush31GpXMckL0MmzwM/o1iFXg5NYvpcLLa+qp6W+D1FVfdL/E7+lFzyBebbLExsijUK/XJY2NSufmLNOgKmqpuATSLyC2BD8pEeIjJcROap6uKClYvEtm3bTFsw7uG+T81l7NixBR2bbamFXMekslt/pfGm7PdupGoU4zbv3fr3HRBJ76Gvl3SjdvkmYWD+PIiCh7D0ReQYYJmqvp94buMc4Oeq2hSKgQAx3WZhYlOsXvqjcsGmdvUTq9c5YL8m3qEl6UyzLRLEYjHTFox7KJZ+asKRa1RnQEX25x/mOzG+EAakjO/mWrsr3bZC7r5MPba5uXn737n2LRblei6m4dfALBGZBXwZuB24FzguLANBYbrNwsSmWAfYcxOkVe3qJ1avp4RoyoqtqhrDe/IWKkOGDDFtwbiHoPS9XP7KlES8251+7lWYCxqmeihEt28ilm8ZJs+DpN9yORc90JPoo84EblbVW4jPVS05TLdZmNgUa7o+sVyxqV39xOo1AVslIteKyIDEzxeAVQWrFpENG8zf9GTaQxj6OROzYZlvuS5WErbLRPksHjKRvNxY6KhU6rG52sHv/C4v2HAuJnhPRK4HLgaeFJEKYEBY4kFius3CxKZYC+mPShWb2tVPrF4TsKuBDwDNwFpgHnBlwapFZNy4caYthOYh06iMH/1si4/21UtNIPru/9oG89/2cnnIZymKQpIlk+di0q/pz0OI+ucD3cCnVfVtYDzxB2mXHKbbLExsijUKfWJY2NSufmL1lICpaquqLlDVvRMPpr0w+bDbqLF69WrTFkL30DdZKLZ+psQvNUH54D7hzwHo68mrh77JVVAjdDaei6b0VfVtVf2pqv478bpJVe8JRTxgTLdZmNgUq4k+0RQ2taufWHM9C/K/E79/KSL/1/enYNUicsABB5i2EJqHTCMyXvQzJVHZko9co0Cpxz7VVJHVYxgkPaTDS8KV76hX3zq16Vw0rS8i54hIvYhsEpEOEXlPRDpCEQ8Y020WJjbFmq0/Kjdsalc/seY6I95I/F5KfKHDvj+RY9myZaYtBOLB66TvdElCvvqZHiuUScPLsxUXTI3l3CcoMj1cO+khdb9MZIu/UMrlXCwR/R8DZ6jqHqo6XFV3V9XhYYkHiek2CxObYu3bH5UzNrWrn1gl5ebGyHP44Yfr0qVLTdsIhTCWKMillW57mHcxeiXdQ7G9POA7Sa6HhJscxXOAiFSq6uE59vmPqh4TlqdCsKn/KjdM93uuDypdsvVfuS5B/llEFmX6KY5df1RWmh+YC8KDnzvkvOinjnp5ubToZUQutZyLp/Xm4dgfmZ4tefG0Xk91mG20zw/lci6WiP5SEfm9iFyQuBx5joicE5Z4kJhuszCxKdYw+0TT2NSufmLNOgImIslFDM8B9gHuS7y+AFivql8sWLkA3DfI4MhndCfbHCnT3wzzwcslyCAXTXUjaMHgcQTsd2k2q6p+qki28sb1X6WL6X7O9SGlS8EjYKr6T1X9J3CMqp6vqn9O/FwIfKgYZv1SVVVl2oJxD1708xnpybRvtk7pj58o7FFIfujr8cKpO3/jDHMh2MnXPbmLvgkvpXAuBoGqfjLNT2SSr3ww3WZhYlOs2fqDcsOmdvUTq9fbMoaKyPYH24rIFGBowapFZPbs2aYtGPcwe/bsnS4bFvqPPt26X+n+Tse5D68rSDMb2TTTjcY91OD9TsxcCWkhlyYfaqgw/s01CudiGIjIDBF5VkReT7w+VES+4eG4+SLypoisFJHr0rz/JRGpFZHXEuVPSnnv0sSdl/UicmlQsZhuszCxKdZkf2QDNrWrn1i9nhFfBJ4XkedF5J/AP4D/Kli1iNTV1Zm2YNyDH/1cCZuXOyABTplY/OdR5iLpwdTlg2x1EMYq+FDa52Ke/Ba4HtgGoKqvAQuyHSAi/YBbgJOBg4ALROSgPru9ChyuqocCjxC/2xIRGQl8m/ii1EcC3xaRPYMIxHSbhYlNsRarT4wiNrWrn1i9LsT6F2A68AXgWmB/Vf1rwapFZMqUKaYtGPcwZcqUXUarChkJSyYJhRz7wtvBfttL9ZEpcem7PZ2HIJOeXPUSdB140exLFM7FkBiiqq/02daT45gjgZWqukpVtwIPEX+W5HZU9R+qujnx8mXiK+wDnAQ8o6obVLUdeAaY7yuCBKbbLExsirUY/UFUsald/cTq6YwQkSHAV4FrVLUamCgipxWsWkTWrQv+0lepefCjny3p8nrXJMChI4Nd3iTfdboabzqVRy89MGc52fT8jJxl0w9zRK6Uz8U8aRORqYACiMi5QEuOY/YF1qS8XpvYlolPA0/nc6yIXCkiS0VkaUtLC21tbbS0tNDc3Ex7ezsNDQ10dXVRW1tLLBajqqqKdevWbb+zqqqqilgsRm1tLV1dXTQ0NNDe3k5zczPJ8hobG+ns7KSuro6enh6qq6uBHXdnJX/X1NTQ3d1NfX09HR0dNDU10draSmtrK01NTXR0dFBfX093dzc1NTVpy6iurqanp4e6ujo6OztpbGz0FFNqGakxNTY2lkRMx+4TY8RA5bSJvVSg2+dzJe9svHBqfPtpE3sZMVA5dp8YE4cph+0V4+A9Y0zdXTlzUozRg5X542MMrFDOmxI/duG0nX+fPamXof2V48fFGDtEOWJ0zHg75XvuLV68OPLnXlCfp+rq6qwxZcPTOmAi8nviC69eoqoHJxKyF1V1ds6DA8TLXUTt7e3suWcgVwIKxrSHdPpe78jzmhzkuhQ5cZjS1Onv2Wde77Ls6yX5ur29ncN+9OIuZaVbN6wvfu5gTB776tc+UHA7BEUUz8V88XgX5H7AbcSfWdsOrAYuUtW3shxzLjBfVS9PvF4IzFPVa9LsezFwDXCcqnaLyFeAwar6/cT73wS6VPV/M+l5vQvSdJuFSanEGsSXJj99oum5pPlSKu0aBLlizdZ/9feoMVVVzxeRCwBUdbOIRPLJops3bzbe8KY9ZNNPl4Sk+3DnSrBydUh7DfKfgOWzmGrf4xpvOpXNmzd7unEgXT2kW6g130QtXTuE3ZFG+VwMAhH5UsrLp4jPT60A3gc+Dvw0y+HNwISU1+MT2/pqfBT4OonkK+XYD/c59vn83KfHdJuFiU2xBtEnlgo2taufWL0mYFtFZDd2DO9PBbqzH2KGigrz19lNe0in73XyfLrjCvn2ty3g+abpVulPJlqZ/F11XxWvty/LmmAmy/KC19Gr5PstLbmugBWfKJ6LAbN74vf+wBHA44AAC4G+c8L6sgSYnriru5n4pP0LU3cQkcOAW4mPlLWmvPVX4AcpE+8/RvwmAN+YbrMwsSnWoPvEKGNTu/qJ1WsC9m3gL8AEEbkfOAa4rGDVIjJgwADTFox5SCYIS78yL+12v3fe5ZOMdfUU55tePsnS1N2D8dA3eU29ESBbfdp8Loalr6rfARCRfwFzVPW9xOsbgKwni6r2iMg1xJOpfsCdqrpcRL4LLFXVRcBPgGHAHxKD/k2qeoaqbhCR7xFP4gC+q6obgojJdJuFiU2xFqtPjCI2taufWHOmbiJSAexJfDX8y4AHid+W/XzBqkWks7PTtIWie8g1kduPfrYkLZ/5S3vvVtxJ+Ok89fV1x0UH551wZqvbfMuy4VyMkP4YYGvK662JbVlR1adUdYaqTlXVGxPbvpVIvlDVj6rqGFWdnfg5I+XYO1V1WuIn3Ur8BWG6zcLEpliD7hOjjE3t6ifWnCNgqhoTkf9W1YfJ8Y0yCowaNcq0BWMekglC3xMi00O2M+H3fYCVHWa+7aXG2rceCl1Utm/5uZbDSJLuPAh7Er7pz0OI+vcAr4jIY4nXZwF3hSUeJKbbLExsitVUn2gCm9rVT6xeL17+XUS+IiITRGRk8qdg1QS5VqEuhLVr1wZRTKQ95LqU+JW7/uH54dng/WHb+XDYXsF+2+sbb986SOe9kHYodK5cOgrRD7odTH8ewtJPjF59kvgdkO3AJ1X1h6GIB4zpNgsTm2KdO8qeETCb2tVPrF7ngJ1PfAL+Z/ts3y/Nvp5IWYX6ROJr6CwRkUWqWltomQDTpk3zc3ggmPbw3Lqdv2kVeiejH55pzu/bXj5LTqSOQGU7rm87BDXq5LWcdOdB2HdBmj4Xw9RX1Sqg5B9CZ7rNwsSmWPv2y+WMTe3qJ1avI2AHEU+WqoFlwC+BmQWrxsm5CnUhLF++3G8RvjHt4Q/n77izPqh1vfJFya+zybUuV3Kf1P36JmJ9973+jqfy8pCqH0SiVMh5EPQjikyfi6b1SxGb6symWM+cZM9tkDa1q59YvSZgdwMHAv9HPPk6KLHND0VZSbq3N76asMmVpA844IDAV/OdfN2TfOP2RUy+7sm0MR37/Sc4+yd/pqWlhX333Zej99551eXHL4g/QSXTqsv19fXbV13ef4/4zxGj4ysxHz8uxtD+ytmT0q/cfN6UXgZWKCftG2NQRXyYfa9BysF7xjhsr/iK0PmsJD37W0/w7BUH8OrXPsB/Pj+bg/eMccKNT2yP6S+XTWXl90/avpJ0unYa2l95t1uMrrrc29trfBXzWbNmGV1JeubMmb5jso1Zs2aZthAaNsX6h9X9TFsIDZva1U+sXlfCr1XVg3Jty0s4j1Wok3hZSbqyspK5c+cWaisQiuHB68rtEE+M7l2564e9kLWvCiWTB69kG5FLd9kxXZ1UVlby8T+8nfH9YlOu52LY+l5Wwi8FvK6Eb7rNwqRUYg2iv/TTJ5baSvil0q5BkCvWIFbCrxKRo1T15USB84DcPUl2PK1CnS9RaPRieMi1CntqUpL8kOd7WbHQRVfT4Sf5gmA6vLlz58IfzN24W67nYinplyI21ZlNsfrtE0sJm9rVT6xeL0HOBV4UkUYRaQReAo4QkRoRea1A7e2rUIvIQOKrUC8qsKztJC9vmCRsD33nRi2c1pv1G1MYD4NOXp4Mmlx3Q6ZSWVkZ+JyqfLDxXIyafiliU53ZFGux+sQoYlO7+onV6yXISdnez/bA2xzlngL8nB2rUN+YbX+vQ/i24eVyXLb9wyLdiFymUTqvz2J0lD+2XYJ0RA9TfWYS1/eVLr4vQRaaYHko9yniD9ANjJqaGg455JAgi4ysh0yJSU1NDaff37T9PROdx9mTennsreIOuedKzEyfC6b1o+DBtH4pYlOd2RRrGH1iVLCpXf3E6nUOWMkwY8YM0xZyesg2od7raE+2pCqu35Rzv2Lyt+Zdr26n89I33r7PW/Qz+mX6XDCtHwUPpvVLEZvqzKZY0/WJ5YpN7eon1rI7I5qamkxbCMxDplXR+27r+zqdfnIuVFhD2fP2zm/VZ6+P90klVzymzwXT+lHwYFq/FLGpzmyKNd8+sZSxqV39xFp2I2BjxuR8/q5xD9mShkITpNSRojFjxtB40/RdFi1N1Sj2yNgbG3MvxJrJR6HPaezLJQ++ScvmFcbmT5TCuVju+qWITXVmU6xe+sRywaZ29RNr2Y2Abdy40bSFgj30HfFKHeFJfS/dnYDp9E1O3Bw/NPO3vdS4Ukfm0sWa7nW+Hkxdhi3lc7Fc9EsRm+rMpliz9Ynlhk3t6ifWshsBGzx4cM59in1XnV8Pfv0l9U08AzJJx9bM72W7C9JPm/Qt45aF8zjyp0sKLs8vXs6DcvdgWr8UsanObIo1W59YbtjUrn5iLbsErJTJ59Jg331TE5n994jx5qaKtO8F6aEYBJ0cu9u3HQ6HwxFFyi4B27JlS859gphnlW17oR5Sy+k7Kd3LuljJ7cMHZtfJRlDJV6qHoMiVnPXd7qUdiolp/Sh4MK1fithUZzbFWow+MarY1K5+Yi27BGzEiBGmLWT1EMaiondccRyH/uDf2/WyJXHFYu373iacellENt9HKiUxfS6Y1o+CB9P6pYhNdWZTrF77xHLApnb1E2vZJWDr169n+PDhRSnb68iLFw/pEjGvd//lehj3+vXrs2qmltF31M0PqWUcOEJp2SwZ3+/72ktCmm/SWsxzoRT0o+DBtH4pYlOd2RRruj6xXLGpXf3EWnYJ2MSJE0PVS5dAZPNQ6GhOPsT1V2x/7XUtsSC8JZOqxa27djS5lpwImrDPhajpR8GDaf1ciMh84BfEH4d2u6re1Of9Y4k/Lu1QYIGqPpLyXi9Qk3jZpKpnBOEp6nUWJDbFmq5PLFdsalc/sZbdMhQrVqzIvVMOCl32IB8PxVwUdcWKwta+So17/sx90u7jdYX+j+0by3hcrkQv6SOMdigmpvWj4MG0fjZEpB9wC3AycBBwgYgc1Ge3JuAy4IE0RXSp6uzETyDJF0S7zoLGplj79onljE3t6ifWskvAwn7+VLpEKpuHQpKKfI5pvOlUTr+/KevjjrzwfxccltFLunL7anh95lnqo4f8Jlx9Mf0sMtP6UfBgWj8HRwIrVXWVqm4FHgLOTN1BVRtV9TUgtP+eEa+zQLEpVlueAwl2taufWMsuAausrDRtwbOHIBOO1ERw4bTeXXT67puNFd8/mYH9dz41ss1/S5eILZzWu8viqn0XYM0Wi1ev2TB9LpjWj4IH0/o52BdYk/J6bWKbVwaLyFIReVlEzkq3g4hcmdhnaUtLC21tbbS0tNDc3Ex7ezsNDQ10dXVRW1tLLBajqqqKysrK7fVWVVVFLBajtraWrq4uGhoaaG9vp7m5mWR5jY2NdHZ2UldXR09PD9XV1cCOuk/+rqmpobu7m/r6ejo6OmhqaqK1tZXW1laampro6Oigvr6e7u5uampq0pZRXV1NT08PdXV1dHZ20tjY6Cmm1DJSY1q8eHFJxHTsPjFGDFROm9hLBcqFU+N97MWJvvbCqfHtp03sZcRA5dh9Ykwcphy2V4yD94wxdXfliwf3MHqwMn98jIEVynlT4scm++vk77Mn9TK0v3L8uBhjhyhHjI4Zb6d8z71nnnkm8udeUJ+n559/PmtM2RDV0lmd9/DDD9elS5cWXSeMOxVTdZL41UvnO90k+1yXALNNjs9WXiYfuV47HNkQkUpVPbwI5Z4LzFfVyxOvFwLzVPWaNPveBTzRZw7YvqraLCL7Ac8BJ6hqQya9sPovR/CYXBsRXF9ZymTrv8piBCx1JCmIb9x+52d59ZBNJ93omNcRs3T6fpKeQkbqUkfhvNZn0JcgTY++mNaPggfT+jloBiakvB6f2OYJVW1O/F4FPA+kv26fJxGvs0CxKda+VybKGZva1U+sZXcX5Ny5c01byOoh1/ITfvCa5OSz5ES2/bwuy5GpvNQ7L4uB6XPBtH4UPJjWz8ESYLqITCGeeC0ALvRyoIjsCWxW1W4RGQUcA/w4CFMRr7NAsSnWe1faMwfMpnb1E2tZjICljrAkr9eaJOnBz4iOl9GxTA+s/uqti3xpZ7s70etoVmo7ePUS9J2hps8F0/pR8GBaPxuq2gNcA/wVeAN4WFWXi8h3ReQMABE5QkTWAucBt4rI8sThBwJLRaQa+Adwk6rWBuErynUWNDbFmpzzZQM2taufWMtuBGzmzJmmLWT1UOglQK/vTb7uSQZWZM6rG286ladrWtJuL+TuzL5lJMlUB2HOZTB9LpjWj4IH0/q5UNWngKf6bPtWyt9LiF+a7Hvci0BRbvWKep0FiU2xPv5WWYx3eMKmdvUTa9mdEStXrjRtYbsHPyM62ZZlyFXm8eM06+jZ5x98lbmT9uT175yU9+KrXvdLbYdirnnm1YMJTOtHwYNp/VLEpjqzKdbjx5XODW9+sald/cRadgnY+PG7fFktCQ/5XDJMnUeWLrGpbJOsZR287x5UvtXOwd/+a94+05HORz51EPTk+0I8FAPT+lHwYFq/FLGpzmyKtbLNnpXwbWpXP7GWXQLW1tZm2kJeHnIlH30n6/ddYiLdRPZpw9N/0xrYL97cy9Zs3KmMdJp9y0xu8zrR/4rb/pFzv2Jj+lwwrR8FD6b1SxGb6symWDP1y+WITe3qJ9aymwM2bNgwY9rJZGbpV+YVdLzXuwr7Xjbsm0S1dqX/prW119ti3vmsup+6f6rPTB7S7V+sy5Mmz4Uo6EfBg2n9UsSmOrMp1mx9YrlhU7v6ibXsErBt27aZtpCXh9TJ77kuLabuk43d+isQ7Ic905IR6ZaVaLzpVFpadp3oHzamzwXT+lHwYFq/FLGpzmyKtRj9clSxqV39xFp2lyBjMXMPPE0mH/l6CHIdsMabTmVAHq2a7lFCmRLAdEtfZKJvHaQem+/E/3TaXjB5LkRBPwoeTOuXIjbVmU2x5tMvlzo2taufWI2MgInIecANxNfSOVJVA3s+x5AhQ4IqyoiHvo/4yXS5Ll0yktw2cZj3b1nZysnkK9sjjJKUejuUg34UPJjWL0VsqjObYn23247RL7CrXf3Eaionfx04B/hX0AVv2LAh6CJD8ZBrgntq8pNrQdQ9B+462bOQUbZME/G9eE6tg0yr/+fjqZClLEyfC6b1o+DBtH4pYlOd2RTr5GH2TMK3qV39xGokAVPVN1T1zWKUPW7cuGIUWxQPXi6r5VoNP11iUr1h129aXu+0TDfi5iUR66vhpx2CWpbC9LlgWj8KHkzrlyI21ZlNsb6Wpl8uV2xqVz+xRv6qtIhcKSJLRWRpS0sLbW1ttLS00NzcTHt7Ow0NDXR1dVFbW0ssFuOll14Cdjwgs6qqilgsRm1tLV1dXTQ0NNDe3k5zczPJ8hobG+ns7KSuro6enp7tjxZIlpH8XVNTQ3d3N/X19XR0dNDU1ERrayutra00NTXR0dFBfX099fX11NTUpC2jurqanp4e6urqGD1YOXrvGCfc+ASn/ejP22N69ooDeOPbx3PNrxax33VP8MdPjKXxplO3l3Hh1F4qUE6b2Mvsbz3BJT//M69+7QPcdt50KlB2HwBz94oxerAyf3yMgRW6/TEYyQfCPnrePgCcPamX7u5unvn0DMYOUY4YHWP/PWKc9MM/7xRTd3c3NTU1TL7uSb55+6JdYhpYEdfq7OyksbGR2tra7e306tc+wLNXHLBTO1VVVWVspxEDlWP3iflup8rKyqztlIwpVzslY8p17vWN6aWXXgr93Osb0+rVqwONKd/PU0NDg++YbGP16tWmLYSGTbF+cB975kXZ1K5+YhXV4gyLisjfgX3SvPV1VX08sc/zwFe8zgE7/PDDdenS7LvGYjEqsjyKpxDSXUILykPqSE/f8tO9l21kaPfB/XlvSw+Comnutsk1vyzTo4WyHZPOb/JGhKDbIV9MezCtHwUPQeiLSKWqHh6QJWN46b/AfJuFSanEGsSIfAVKrMC7IE08ScQPpdKuQZAr1mz9V9FqSFU/qqoHp/l5vFiaAMuWLStm8TuR6VJZqofUfXJdWuu7by6tvpcC39vSA8AFU2Np98t0ebHvHYrZ5lt5nYsVZjtE1YNp/Sh4MK1fithUZzbFumCqPSNgNrWrn1jLbh2wOXPmBF5mvt8+8vFQyEOwk2Q67oGGfgWV17fcfBdKTd2vGO2QL6Y9mNaPggfT+qWITXVmU6x+++VSwqZ29ROrkTFCETlbRNYCRwNPikgwDyVkx/ySMMj4LMYUD15GjFJHnbwkPbnKvDgxz8vrXYv5PGbIK2G2Q1Q9mNaPggfT+qWITXVmU6zJftkGbGpXP7EWbQ5YMfA6hyIKZJpP5aeM1HLq17/HgtteZkC/Ct7u2LLT++nmbBXqweEwjW1zwBzRI4g5YH5wfXfpYmQOmCmSd21F2UO6eWFe5nil7n/iz/7Fu+9v5e2OLbvsc+HU3N+08l3qId0q+NmOL4V2KHf9KHgwrV+K2FRnNsXqpV8uF2xqVz+xlt0csNmzZ/s6Pt87HjN5aJwzp6Cyso1YZZsvlnrHYkUir06uE+b18UFB4rcdysGDaf0oeDCtX4rYVGc2xfpQQ9mNd2TEpnb1E2vZJWB1dXUcdNBBxvQnX/ckp03s5ebPnpFzqYbU36nvZXrd2Pb+9r+f+eKxTB+ze1oPp0yM8URT9gmfhSaYXpNK0+0QBQ+m9aPgwbR+KWJTndkUq5d+uVywqV39xFp2KfmUKVN8He9nMnoyOXnh7R0jUPmMOKVbXT6VD//v89v/PvFn/0qr0XjTqfzkkyfu5CnoCfZe8NsO5eDBtH4UPJjWL0VsqjObYk3+X7ABm9rVT6xld0asW7cuNK1MCdajlx6Ydr9851zlSpoyPUj7qlv/7nsdr0zHeT0+zHaIqgfT+lHwYFo/FyIyX0TeFJGVInJdmvePFZEqEekRkXP7vHepiNQnfi4NylPU6yxIbIr10JGlc8ObX2xqVz+xlt0lyJEjRwZSTqZV4nMtDwHQ3t6+/XWmpKtvgpXpzsX/XHc859/6Eh1d2+hILLSaTnOnUbBO8ZTAFZOg2qGUPZjWj4IH0/rZEJF+wC3AicBaYImILFLV2pTdmoDLgK/0OXYk8G3gcECBysSx7X59RbnOgsamWBs77XkWpE3t6ifWskvANm/ezJ577hlomZnmZmVKcJIeMj3CJ9Nq9323Jf/efXB/7r98HoeOH7HLe+nunDz7J3+myfCHvRjtUGoeTOtHwYNp/RwcCaxU1VUAIvIQcCawPQFT1cbEe32XMT8JeEZVNyTefwaYDzzo11TE6yxQbIp1r0FqvF8OC5va1U+sZXcJMqjnT6W71OZ1RCmdh76LrKYrO1P59346nnx5vZT5q4sPN75uTBSeA2bag2n9KHgwrZ+DfYE1Ka/XJrYFdqyIXCkiS0VkafJh5bkefl5RUVHww8+L8UD31N9BP9B927ZtJRHTsfvEGDFQOW1iLxXo9iUlkourXjg1vv20ib2MGKgcu0+MicOUw/aKcfCeMaburkzdXRk9WJk/PsbACuW8KfFjF07b+ffZk3oZ2l85flyMsUOUI0bHjLdTvude8gHVUT73gvo8rV+/PmtM2Si7hVjb2toYNWpUSI6K4yE1wXr0Mx9g7qQ9d9meicabTi2LOigHD6b1o+AhCP1iLcSamNM1X1UvT7xeCMxT1WvS7HsX8ISqPpJ4/RVgsKp+P/H6m0CXqv5vJj2vC7GabrMwKZVYg1i+Z+ruSsN7djyMu1TaNQhyxWrVQqydnZ2BlZXvxPlCPPTVeOe9bqbtPYwhA/vxyNVHb0++wPsjg4Ksg0JxHszrR8GDaf0cNAMTUl6PT2wr9rFZiXidBYpNse69W+kMdvjFpnb1E2vZzQGLQtZdiIdkEjZjzDCa27u465NHcPjkkWn3SU3C0iWIpVoH5ebBtH4UPJjWz8ESYLqITCGePC0ALvR47F+BH4hI8hvSx4DrgzAV8ToLFJtiXdlhx/wvsKtd/cRadgnY2rVrOeCAAwIpK99h32Qy9JfLpu7iIdPE/b6JVNOGzfzusiOZt99eaY/34jHIOuiL14VYi+nBK6Y9mNaPggfT+tlQ1R4RuYZ4MtUPuFNVl4vId4GlqrpIRI4AHgP2BE4Xke+o6kxV3SAi3yOexAF8Nzkh3y9RrrOgsSnWuaOUv6wtLAnzewk07EuYNrWrn1jLLgGbNm2aaQt5eUh+sA4cO5xV73Ryx6VHcPTUvXImbEHpFwvnwbx+FDyY1s+Fqj4FPNVn27dS/l5C/PJiumPvBO4M2lPU6yxIbIr1uXX2jIDZ1K5+Yi27OWDLly83pp1Mjq6/46m0K9Snjnb1fb/hnU5+e8nhHDMt/XBmPguoFrMOvPow2Q5R8WBaPwoeTOuXIjbVmU2xnjmp70om5YtN7eon1rJLwGbNmmXaAn9Ynf/zvm69eC7HzhgN+B9ujkIdOA/m9aPgwbR+KWJTndkUayH/F0oVm9rVT6xll4Al1+gwSXI9l2wP46654WPMnjBi+/ZP3rUk7aKqhRCFOnAezOtHwYNp/VLEpjqzKdbk/wUbsKld/cRaduuAhUmmeVqZVsBPfW/upD2pXrORWy6aw0kz99nlcqUffYejnCjWOmBhE7X+yyaCWMerlHH/I8xh1TpgUci8Hz1vn4wn/PLvnMQRk/dk2ZqN/PKCwzhp5j5AsB+QKNSB82BePwoeTOuXIjbVmU2xuhGw8sSNgJUIyW9hFQL/d8FhnHbouIz7uG8sDkccNwLm8IsbAXP/T0xh1QhY8jlSUfCQerdjagfws/Nnp02+Usn0oG4vHUmU6sBmD6b1o+DBtH4pYlOd2RTr2ZPsGQGzqV39xFp2CdiMGTOKrpEuEUrdNmPGjIyJ0s/On8WZs70977fQb21h1EE+Hgp9pFOQHkxgWj8KHkzrlyI21ZlNsf6tuez+3WbEpnb1E2vZnRFNTU2mLaT1IAL/e94szj4s7ZqOQO7Lj17X4IpqHdjmwbR+FDyY1i9FbKozm2Kdt3fpTPfxi03t6ifWslsJf8yYMaFr9k2cxowZQ+NN0+nu6WX/b/wFAFU4d27m5Ksvfq7Zm6iDbB5MzT8wXQ+m9aPgwbR+KWJTndkU6xsb7VkJ36Z29RNr2Y2Abdy40bQFNm7cyNaeGJ+7/9Vd3st2OS6f1e5z6ZvGeTCvHwUPpvVLEZvqzKZYxw+1ZwTMpnb1E6uRETAR+QlwOrAVaAA+qaobgyh78ODBGd8L6g7DXM9n7D9gIJ9/sIq/v7Ge7505k28+Hu5jGbLVgfNgj34UPJjWL0VsqjObYu3YatpBeNjUrn5iNXUJ8hngelXtEZEfAdcDXzPkJVAmX/ckw/ornT3x4ea+yZe7HdjhcDgcDoeRBExV/5by8mXg3KDK3rJlS8b3ip389PTGH7ba2SN849QD+f6TbxRFN9dIXrY6CAvnwbx+FDyY1i9FbKozm2IdPtC0g/CwqV39xBqFOWCfAp7O9KaIXCkiS0VkaUtLC21tbbS0tNDc3Ex7ezsNDQ10dXVRW1tLLBajpaUF2LE6bVVVFbFYjNraWrq6umhoaODY7z/B2T/5M8nyGhsb6ezspK6ujp6eHqqrq3cqI/n7i79exMxvPEF9fT0dHR2c9//+zEk//DOtra2sbnyLLzwQX2Rx5KAY80a8T+NNp/LoefvsVEZ1dTU9PT3U1dXR2dlJY2Njzpiqqqp2KuPCqb1UoDvF1N7eTnNz8/b4vcZUU1NDd3f39piamppobW2ltbWVpqYmOjo6qK+vp7u7e/t6J33LSBcTkFdM6dopNaZ82ikZ06ZNmwKNKd92amlpCTymfNtpxIgRgcaUbzsNGzbMd0y2MWLECNMWQsOmWNe+b88kfJva1U+sRVsJX0T+DuyT5q2vq+rjiX2+DhwOnKMejHhZSbq+vp7p06dn3afQuWCZnuvY8INT+Ooj1fyxqhmA48fFuPPa0/MqO0i81IHzUP76UfAQhL5tK+GbbrMwCSvWKKyEf/y4GM+tMzPmEfbUF3cO7yBb/2XsUUQichlwFXCCqm72coyXDqy7u5tBgwb5N+iR1A/2l06cwbUnTN/Jg4lHC4VdB85DNPWj4CEIfdsSMNNtFiZhxRqFBGxof+X9HjOjYGEnYO4c3kHkHkUkIvOB/wbO8Jp8eWXFihUFH5vviu2x2I7k9doTpnPtCdN9ewgC0/rOQzT0o+DBtH4pYlOd2RTrx/aNmbYQGja1q59YjYyAichKYBDwbmLTy6p6da7jiv0w23xGq1SVbz7+Ove93MQ1H5nGlz82A5HCvt24B3A7HJkp5ghY4svgL4B+wO2qelOf9wcB9wBzifdX56tqo4hMBt4A3kzsmrMPcw/jNkcURsBM4v63mCNyI2CqOk1VJ6jq7MRPzuTLK8kJvoXgdSFUVeWGRcu57+Umrj5uKjf/YyVTrn8qEA9BYFrfeYiGfhQ8mNbPhoj0A24BTgYOAi4QkYP67PZpoF1VpwE/A36U8l5D1PqwUsOmWBdOs+dh3Da1q59Yo3AXZKDMnTu3qOWrKt99opa7X3qLKz40ha/N3z+rh1wP7i7G6Fex68B5KA39KHgwrZ+DI4GVqrpKVbcCDwFn9tnnTODuxN+PACdIoUPdHol4nQWKTbHeu7KfaQuhYVO7+om17BKwYmbeqsoPnnqD3/2nkU8eM5n/OeVARGSXkTPT2b9pfechGvpR8GBaPwf7AmtSXq9NbEu7j6r2AJuAvRLvTRGRV0XknyLyoXQC+S6jU1VVRWVlZVGXZwl6yRk/S5ksXrw4lJiG9lfOnhQfgUqORCV/nzell4EVyvzxMUYPVo7eO8bU3ZWD94xx2F4xJg5Tjt0nxoiBymkT40sAXTg1fuzFiTKSSwOdNrGXEQPj+08cphy2V4yD94yX98WDexg9OK4zsEI5b0p6P2dP6mVof+X4cTHGDlGOGB1j/z3iP0eMjm87flwsr5jCWHImtZ2eeeaZyJ97QX2enn/++YKX0TF2F2QhmJxDoarbLzNecvQkvnPGzILnfDkcDu8Uaw6YiJwLzFfVyxOvFwLzVPWalH1eT+yzNvG6AZgHvAcMU9V3RWQu8Cdgpqp2ZNJzc8DM4eaAuTlgpojcHLBiksxWCyV5eTD1MqGq8v/+tuNOh1zJl18PfjGt7zxEQz8KHkzr56AZmJDyenxiW9p9RKQ/sAfwrqp2q+q7AKpaSfyZtjOCMBXxOgsUm2JNjnjZgE3t6idWU8+CLBozZ84MvMzkyNeCIybwg7MPyTny1ddD2Hc5FqMOnIfS04+CB9P6OVgCTBeRKcQTrQXAhX32WQRcCrxE/JFpz6mqishoYIOq9orIfsB0YFUQpiJeZ4FiU6yPv1V24x0Zsald/cRadmfEypUrfR2fnM+V/Pnlszuu4f7g7EOoqMh92dGvB7+Y1nceoqEfBQ+m9bORmNN1DfBX4ktKPKyqy0XkuyJyRmK3O4C9EkvnfAm4LrH9WOA1EVlGfHL+1aq6IQhfUa6zoLEp1uPHlc50H7/Y1K5+Yi27EbDx48cHVtavnl/J/3tmBeccti8/OW/WLslXppGtpAdT63sFWQfOQ+nqR8GDaf1cqOpTwFN9tn0r5e8twHlpjnsUeLQYnqJeZ0FiU6yVbfbMGbapXf3EWnYjYG1tbZ72y7Xq/W3/auDHf3mTM2eP4yfnzaKfh5GvfD348Vdsfb84D+b1o+DBtH4pYlOd2RTrtOH2jIDZ1K5+Yi27EbBhw4b5LuP2f6/iB0/VcdqhY/l/WZKvTCNbSQ+m7jwJog6ch9LXj4IH0/qliE11ZlOsrV32jIDZ1K5+Yi27BGzbtm2e9suUHN31n9V8/8k3OOWQffj5+bPp3y//QUKvHrLhJ3kLQt8vzoN5/Sh4MK1fithUZzbFult/BexIwmxqVz+xlt0lyFis8Aee3vtSIzf8uZaTZo7hFwsOKyj56uvBz6XEQvFTB85D+ehHwYNp/VLEpjqzKdYBZfffNjM2taufWMvulBgyZEhBxz2wuIlvPr6cjx64N7+8YA4DCky+/HgICtP6zkM09KPgwbR+KWJTndkU67vddox+gV3t6ifWskvANmzI/07wh5es4X8eq+Ej+4/mlovmMLC/v2pJ9eD1Ad9BUkgdOA/lpx8FD6b1SxGb6symWCcPs2cSvk3t6ifWskvAxo0bl9f+j1Su5Wt/fI1jZ4zm1xfPZVB//w9MzddD0JjWdx6ioR8FD6b1SxGb6symWF/bYM8ImE3t6ifWskvAVq9e7Xnfx15dy1cfqeaYqaO4beFcBg8I5mn1+XgoBqb1nYdo6EfBg2n9UsSmOrMp1g/uY8+8KJva1U+sZfcw7lgsRkVF7rxyUfU6/uuhV5k3ZS9eWvUuENyyEV49FAvT+s5DNPSj4CEI/WI9jDtsvD6M23SbhUlYsUbhYdwVKDFDd0GGPQ3GncM7sOph3MuWLcu5z5OvtfDF3y/j8MkjueOy3P16vncyevFQTEzrOw/R0I+CB9P6pYhNdWZTrAum2jMCZlO7+om17EbAcvGX11v43AOvctiEEdz9qSMZOij3UmimHinkcDjsGwFzBE8URsBM4v53mcOqEbDKysqM7/1t+dtc88CrzBq/B3d5TL4g/zsZs3kIA9P6zkM09KPgwbR+KWJTndkU68XTek1bCA2b2tVPrNaMgD37xnquvq+SmeP24N5PH8nugwcE7M7hcBQDNwLm8IsbAXMjYKbI1n+V3aOIqqqqmDNnzk7bkh++Q8fvwd2fKn7ylc5DmJjWdx6ioR8FD6b1SxGb6symWC+c2ssDDcHcaZ8vfhPQfBM4m9rVT6xlNwLW946Ef614h0vufAWA6m99jD2GFH/ky/QdIKb1nYdo6EfBg7sLcgfuLshdcXdBlgb5JmDuHN6BVSNgdXV1HHTQQQD8Z2UbV9yzlAPHDueBy+eFknz19WAC0/rOQzT0o+DBtH4pYlOd5RNrFJIoP5wyMcYTTWZGwMLGncPeKLsEbMqUKcCOD+sB++zO/ZfPY8+hA0P3YArT+s5DNPSj4MG0filiU53ZFOsLb9sxIgR2taufWI2cESLyPRF5TUSWicjfRCSw5xasW7eOV1bveDbTfZfPY2SIyVfSg0lM6zsP0dCPggfT+qWITXVmU6yHjiyd6T5+sald/cRqKiX/iaoeqqqzgSeAbwVVcNPm/lz2u1e2vx41bFDa/fJdXDUfRo4cWZRyS0XfeYiGfhQ8mNYvRWyqM5tibewszflfhWBTu/qJ1UgCpqodKS+HAoF8NahqaudzD9eyz/DBQRRXMJs3b7Za33mIhn4UPJjWz4WIzBeRN0VkpYhcl+b9QSLy+8T7i0Vkcsp71ye2vykiJwXlKep1FiQ2xbrXIHtGwGxqVz+xGrsoLSI3isga4CKyjICJyJUislRElra0tNDW1kZLSwvNzc20t7fT0NBAV1cXf/rXq1xyxyvsPgAeuOIoHj1vHxpvOpWqqipisRi1tbV0dXXR0NBAe3s7//n8bF76whza2tpobGyks7OTuro6enp6qK6uBnYssJb8XVNTQ3d3N/X19XR0dNDU1ERrayutra00NTXR0dFBfX09vb291NTUpC2jurqanp4e6urq6OzspLGxMWNMtbW1xGIxqqqqdiojU0zNzc20tLRsLzfImLq7u/OKqbOzM9CYCmmn9evXBxpTvu3U2NgYeEz5tlNFRUWo517fmFTVd0zFQkT6AbcAJwMHAReISN/ZtJ8G2lV1GvAz4EeJYw8CFgAzgfnArxLl+caWu8fArli3lfCTiJJXjLz+XHVf1U6vyxk/53DRlqEQkb8D+6R56+uq+njKftcDg1X127nKzHQbd83aTZx+8wsAPHHlbA7eb9+CfQdBW1sbo0aNslbfeYiGfhQ8BKFfrGUoRORo4AZVPSnx+noAVf1hyj5/Tezzkoj0B94GRgPXpe6bul8mPa/LUJhus2KR7h/x1N2VhvfsuDRnc6zlvBBsrs+rkWUoVPWjHne9H3gKyJmAVVZWtonIW9n2OeRHjALaPGoXC9MeTOs7D9HQj4KHIPQnBWEkDfsCa1JerwXmZdpHVXtEZBOwV2L7y32O3eWbn4hcCVyZeNkpIm968GW6zULjLRdrWdI3VvmRQTPFJ1e7Zuy/jCxDISLTVTV5beFMoM7Lcao62kPZS00v2mjag2l95yEa+lHwYFrfNKp6G3BbPsfYVGcu1vLExeoNU+uA3SQi+wMx4C3gakM+HA6HvTQDE1Jej09sS7fP2sQlyD2Adz0e63A4HBkxkoCp6sdN6DocDkcKS4DpIjKFePK0ALiwzz6LgEuBl4BzgedUVUVkEfCAiPwUGAdMB17B4XA4PFJ2K+GT53B/kTDtwbQ+OA9R0AfzHkzrZyQxp+sa4K9AP+BOVV0uIt8FlqrqIuAO4F4RWQlsIJ6kkdjvYaAW6AE+p6q9AVmLbJ0VARdreeJi9UBJPYzb4XA4HA6HoxywZxEWh8PhcDgcjojgEjCHw+FwOByOkHEJmMPhcDgcDkfIuATM4XA4HA6HI2RcAuZwOBwOh8MRMi4BczgcDofD4QgZl4A5HA6Hw+FwhIxLwBwOh8PhcDhCxiVgDofD4XA4HCHjEjCHw+FwOByOkHEJmMPhcDgcDkfIuATM4XA4HA6HI2RcAuZwOBwOh8MRMi4BczgcDofD4QgZl4A5HA6Hw+FwhIxLwBwOh8PhcDhCxiVgDofD4XA4HCHjEjCHw+FwOByOkHEJmMPhcDgcDkfIuATM4XA4HA6HI2RcAuZwOBwOh8MRMi4BczgcDofD4QgZl4A5HA6Hw+FwhIxLwBwOh8PhcDhCxiVgDofD4XA4HCHjEjCHw+FwOByOkHEJmMPhcDgcDkfIuATM4XA4HA6HI2RcAuZwOBwOh8MRMi4BsxARuUtEvp/4+0Mi8maB5fxGRL4ZrDtPup8RkfUi0ikiewVY7odFZG3K6+Ui8mEv+xagZaTuHI5SRET+R0RuD7C8ThHZL/H39v4woLJdv1i4llX9okvAIoqINIpIV+LDtD7RSQwLWkdV/62q+3vwc5mIvNDn2KtV9XtBe8rhYwDwU+BjqjpMVd9NeW+wiGwUkePTHPczEXkkHy1VnamqzwfgORJ153D0pU8/k/y5OWQPz4vIFhF5T0Q6RKRSRK4TkUHJfVT1B6p6uceycu6X6DtWBeA9Ep9t1y+WJi4Bizanq+owYA5wOPCNvjuISP/QXZllDDAYWN73DVXdAvweuCR1u4j0Ay4A7g7DoMNRYpye+Ked/Lkm3U7p+prEZ8szWfa/RlV3B8YCXwYWAE+JiORTvgf9cu0vXb9YgrgErARQ1WbgaeBgABFREfmciNQD9Yltp4nIssQ3nRdF5NDk8SJymIhUJb5h/p74BzX5Xt/h5Qki8kcReUdE3hWRm0XkQOA3wNGJb8gbE/vuNHQvIleIyEoR2SAii0RkXMp7KiJXi0h9wuMtmTpXERkkIj8XkXWJn58nts0AkpdLN4rIc2kOvxv4uIgMSdl2EvFz/WkR+aSIvJGoi1UiclWmek+MDnw08fduiXjbRaQWOKLPvteJSEOi3FoROTuxPdS6cziCIjFC8Z/EKMm7wA2J8/bXIvKUiLwPfEREDkyMPG2U+OWpM1LK2GX/bJqq+n5idOUM4Gjg1EQ5N4jIfYm/B4vIfYn+aaOILBGRMSJyI/Ah4GZJGcnL0F+qiExLkR4lIs8kPr//FJFJif0mJ/bdnrglYr3c9YuuX/SLS8BKABGZAJwCvJqy+SxgHnCQiBwG3AlcBewF3AosSnw4BwJ/Au4FRgJ/AD6eQacf8ATwFjAZ2Bd4SFXfAK4GXkp8Qx6R5tjjgR8CnyD+LfYt4KE+u51G/AN6aGK/kzKE/HXgKGA2MAs4EviGqq4AZib2GaGquwypq+qLQAtwTsrmhcADqtoDtCZ8DAc+CfxMROZk8JHKt4GpiZ+TgEv7vN9AvPPfA/gOcJ+IjDVQdw5HkMwDVhEfYbkxse3CxN+7A4uBPwN/A/YGPg/cLyKp0xpS99/pklMmVLUJWEr8M9WXS4l/ziYQ7++uBrpU9evAv4mPpvUdyTsrEctBGSQvAr4HjAKWAfd78Oj6Rdcv+sIlYNHmT4lvBi8A/wR+kPLeD1V1g6p2AVcCt6rqYlXtVdW7gW7iH9ajgAHAz1V1m6o+AizJoHckMA74auKb6BZV9dRhEu/A7lTVKlXtBq4n/u1mcso+N6nqxkTn+g/iHUmmsr6rqq2q+g7xD+5Cjz4A7iEx3C4iw4EzSQyzq+qTqtqgcf5J/B9Huk6+L58AbkzU+Rrg/1LfVNU/qOo6VY2p6u+Jf9M+0qPfIOvO4ciXPyVGEJI/V6S8t05Vf6mqPYm+BuBxVf2PqsaIn4fDiJ+fW1X1OeJf4i5IKWP7/onLYV5ZR/xLY1+2EU+8piX6u0pV7chRVmp/mY4nVfVfic/f14l//ibk4TUTrl90/WJGXAIWbc5S1RGqOklVP9un81iT8vck4MupnSjxb4fjEj/Nqqop+7+VQW8C8FbiG1G+jEstV1U7gXeJj6IleTvl783EO+6cZSX+Hpdh33TcS/zSyDjgXKBBVV8FEJGTReTlxJD2RuIji6M8lDmOnet8pzoUkUtkxyXgjcQvF3spN1l2UHXncORLsp9J/vw25b01afZP3TYOWJNIxpK8xc7nbroyvLAvsCHN9nuBvwIPJS7F/Vjik9CzkcvD9vcTn78N5NfnZML1i65fzIhLwEqX1IRqDfFvIamd6BBVfZD4sPO+fa6NT8xQ5hpgoqSfqKpptqWyjngiCICIDCX+LbU5VyC5yiLud53Xg1X1LeKXIi4m/g3x7oSnQcCjwP8CYxLD3k8BXuYNtBBPUFM9kSh3EvBb4Bpgr0S5r6eUG2bdORxBku7cTd22DpggIqn/Syay87mb6/zfhcTo01zin+OdxeMj+d9R1YOADxC/DJWcYJ5JK5eH7Z9tid9tPpJ4bO8nNqfOndonj3Jdv+j6xYy4BKw8+C1wtYjMkzhDReRUEdkdeAnoAa4VkQEicg6Zh4BfIf6BuilRxmAROSbx3npgfGJOWToeBD4pIrMTH+gfAItVtbGAeB4EviEio0VkFPAt4L48y7ib+Af/GHbM5xgIDALeAXpE5GTgYx7Lexi4XkT2FJHxxOe6JBlKvDN5B0BEPknihokEYdadwxEmi4mPPPx3on/5MHA6u87V8YSIDBGR44DHifdHT6XZ5yMickhizmoH8UuSyRG49cB+BUifIiIfTHxGvwe8rKprEpf6moGLRaSfiHyK+HynJK5fdP1iwbgErAxQ1aXAFcDNQDuwErgs8d5W4hMvLyM+rH4+8McM5fQS7zynAU3A2sT+AM8Rv8X5bRFpS3Ps34FvEv8m1UK8k1pQYEjfJz4B9zWgBqhKbMuHR4l/i31WVVsSHt8DriXeabQTnxy8yGN53yE+HL6a+PyIe5NvqGot8P+IJ7vrgUOA/6QcG2bdORz58mfZeR2wx7wemOhfTgdOBtqAXwGXqGpdnh5uFpH3iH9+fk78szC/z6XNJPsAjxBPvt4gPj82+Xn8BXCuxO/K+780x2biAeITyjcQH3m7OOW9K4CvEr/8NRN4MeU91y+6frFgZOepQQ6Hw+FwOByOYuNGwBwOh8PhcDhCxiVgDofD4XA4HCHjEjCHw+FwOByOkHEJmMPhcDgcDkfIlNSDSUeNGqWTJ0/Ouk9vby/9+uX1fNjAMe3BtP4uHtYlnqA07jBzHvoSgqfItUPU9TdvgI1NMHh32HM/SCxdV1lZ2aaqo4toMxS89F9gvs3CxMVanrhYd5Ct/yqpBGzy5MksXbo06z719fVMnz49JEfR9GBavyQ83LBH4nf286lo+iFh2oNn/eqH4LGrYb/T4IKHYMD258UjIpme3FBSeOm/wHybhYmLtTxxse4gW/9VUgmYFyZOzLTIuz0eTOuXhIcbNpnVDwnTHjzpv/YH+NNnYMqH4IIHd0q+bMR0m4WJi7U8cbF6o+zmgK1YscK0BeMeTOs7D9HQj4KHnPqvPwqPXQmTjoELfg8DdgvHWIQx3WZh4mItT1ys3iiphVgPP/xw9TKE73A4SoDax+EPn4QJ8+CiP8Cg9M/RFZFKVT08ZHeB4/ovh8M+svVfpT8C9p094dcfhFuOggfOZ9nL/4xvb3kNbv8o3DIPfvWB+Ddtv2xsgt98KKE3D5bcEd/e/V58W+Kn58YJ8PR1WcpZAzeOg/+keVJGTzfce048nld+u2P7omth3TJPNisrK73HVCScB/P6UfCQUf+NJ+CRT8H4w+GihzMmXzZius3CxMVanrhYvVH6I2A3joOvJx4I/9jVsNdUOPar0LYyfhfVXlOhowVuOw4+9wrsNqJwAz1bAYX+g6C7E351NHz6bzB87M773XosnPRDmHxM2mL4/cK4t30Ph2Ou3fm9uqdg/XL40Jfhzo/B5X+Ht2tg8W/gzFsK9+5wRIU3n45/BsbOgoWPweDhWXd3I2AOh6NUKe8RsFTGH0Frw2vxv0dNiydfEE+Qho6Gze/6K7//wHjyBdC7FdI9J7ZtJVvb18GkD6Qv440nYM9JMPrA9O/3GwDbNkNsGyST4+duhI98w7PNKHz7cB7M60fBwy76K/4GD18C+xwCC/+YM/myEdNtFiYu1vLExeqN8rkLMtYLq//J3h+8dNf31lbGE6Y9p+z63n9+Eb8Lqy+TPgCn/HjX7ZvWwv2fgA2r4GPf23X06/VHGXjY+dvXMNqJ7k74z89h4Z/gxV+mj2O/j8Rvyb/9BPjAF+IjYmNn7aqThblz53ret1g4D+b1o+BhJ/2Vf4ffXwx7H5hIvvYwZyzCmG6zMHGxlicuVm+U/ghYT1d87tX/TofOd6h+f+TO77/3dvwuqzN/BRVpwj3mC/CZF3b9SZd8AewxHj77Ilz7Kix7ADpbd37/9UdZMWhW+mOf/yEc9dns81369Ydz74CrX4CZZ8HLv4IPXAN/+Z/4ZZu6pzIfm6C6ujrnPsXGeTCvHwUP2/Ub/gEPXQSjZ8S/gOy2p1FfUcZ0m4WJi7U8cbF6w/gImIj0A5YCzap6Wt4F9N8tnjBt3Qz3ncPBm18C5sTf29IB958Hx38TJhyR/vh8R8CSDB8Lex8Eb70YT5QgPlcr1sN+Hzwn/THNlVC7CJ75NmzZFB8l6z8Y5l2Zfv8lt8OsC2Dtkvilmo/dBXefDgecktkXMHPmzKzvh4HzYF4/Ch5mzpwJq/4JD14AI6fCwsdhyMjcB1qM6TYLExdreeJi9YbxBAz4AvAG4G8yyMAhcPKPiN37CfrNuyo+P+v3F8UTmGSClI5jvhD/8cKm5vg/jwG7QVc7NL0ER392x/s1j8Ah57Jy5UoOOOCAXY//1F92/P2PH8LAoZmTr652WPEXuPgxWPE0SAUgsK0rp82M+iHiPJjXj4KH5hcfZtK/vwx7ToZLF8HQvYx5KRVMt1mYlEysN/i8XH7DptKJNQBcrN4wmoCJyHjgVOBG4Eu+Cxw7C9nnYHj9EUDio1Ob2+OXCgHO+hWMPbTw8tvehL9+Iz5ypQof+DyMScl+lz8GFz3C+N3G7dhW91T8uYPHfz0/rX/+GD70lfhl06knxJekeP1oOPxTOQ8dP358flpFwHkwr2/cw1svMfHfX4Y9JiSSr1HmvJQQUThvwsLFWp64WL1heg7Yz4H/BtLcThhHRK4UkaUisrSlpYW2tjZaWlpobm6mvb2dhgX/pquri9raWmKxGC9O/gLMWkBlzzT41rtUzfs/Ylf9i9rjbqNrxHQaGhpob2+nubmZZHmNjY10dnZSV1dHT0/P9mu6ybsbkr9rNo+m+9P/oP6jd9Fx8V9o2vsEWltbaW1tpampiY5PvUD9RuHtt9+mpqYmfuz7Y+D4r28vo7q6mp6eHurGnk3nrE/R2Ni4a0wNDXQd9y1qu/YiFotRVVMLl/yJyqN+BfOuoqqqilgsRm1tLV1dXbvE1NjY6D2mmhq6u7upr6+no6ODpqamnWPq6KC+vp7u7u4dMfUpY3tMdXV0dnZu198lppR2qqqq2qmMXDHl1U6JmGprawONKW07hRxTvu3U1tZmJKbNK56n995z2Lbb3iw/4iYYtnfBMdlGW1ubaQuh4WItT1ys3jC2DpiInAacoqqfFZEPA1/JNQfMyzo6bW1tjBpl9pu2aQ+m9Z2HaOgb87B2KdxzFgzbmw1n3MvIyf7mg9i2DlgUzpuwKJlYA7gEWTKxBoCLdQfZ+i+TlyCPAc4QkVOAwcBwEblPVS/2U+i2bdsCMVfKHkzrOw/R0Dfiobkq/iSHoXvBpX+me7PpQfbSIwrnTVi4WMsTF6s3jPWOqnq9qo5X1cnAAuA5v8kXQCyW8WpmaJj2YFrfeYiGfuge1i2De8+C3faAS5+APfaNRB2UGjbVmYu1PHGxeqPsvp4OGTLEtAXjHkzrOw/R0A/Vw9s18eRr0PB48jViQrj6ZYRNdeZiLU9crN6IRAKmqs8XtAZYGjZs2BBEMSXtwbS+8xAN/dA8rF8Od58BA4bApX+OP2orTP0yw6Y6c7GWJy5Wb0QiAQuScePG5d6pzD2Y1nceoqEfiofWunjy1X9QPPkaufPjvqJQB9kQkfki8qaIrBSR67Ls93ERURE5PGXb9Ynj3hSRk4LyFPU6CxIXa3niYvVG2SVgq1evNm3BuAfT+s5DNPSL7uGdFfEnM1T0i1923GtquPo+STyF4xbgZOAg4AIROSjNfrsTXzB6ccq2g4jPXZ0JzAd+lSjPN1Gus6BxsZYnLlZvlF0CFoXVd017MK3vPERDv6ge2lbGky+IJ1+jpoWrHwxHAitVdZWqbgUeAs5Ms9/3gB8BW1K2nQk8pKrdqroaWJkozzcRr7NAcbGWJy5Wb5RdArZs2TLTFox7MK3vPERDv2ge3m2Au0+DWE/8suPoGeHqB8e+wJqU12sT27YjInOACar6ZL7HJo7PvpB0moVvly1bFqnFfFN/B72Y79KlS0sjptEn0jVgJLVjzyNGBVUTr4iXMemqeEwTryBGBbVjz6NrwEgaRp9I+5D9aB4xj5bhh9HW1sYLL7wQrZiKuJD0s88+W3YxZWqnf/3rXwUvJG1sIdZC8LqQocPhKBIbVsNdp0LPlvjI15hdrtgFTrEWYhWRc4H5qnp54vVCYJ6qXpN4XQE8B1ymqo0i8jzxBaOXisjNwMuqel9i3zuAp1X1kUx6rv8qYQJYiNVhJ9n6r7IbAUtmpzZ7MK3vPERDP3AP7W/FLztu2wyXPO4p+YpCHWShGZiQ8np8YluS3YGDgedFpBE4CliUmIif69iCiXidBYqLtTxxsXrDjYA5HI7cbFwDd50CWzbFLzuOnRWadBFHwPoDK4ATiCdPS4ALVXV5hv2fZ8cI2EzgAeLzvsYBzwLTVbU3k57rv0oYNwLmKBCrRsCS13xt9mBa33mIhn5gHjY1x+d8dW2ChX/KK/mKQh1kQlV7gGuAvwJvAA+r6nIR+a6InJHj2OXAw0At8Bfgc9mSr3yIcp0FjYu1PHGxeqPsRsBisRgVFWbzStMeTOs7DyHqJ7+ZZ/iG7dtDR0t85Ov9tnjyNX5uXocHUQe2PYzb9HkbJiUTawAjYCUTawC4WHdg1QhYXV2daQvGPZjWdx6ioe/bw3tvx0e+Olvh4kfzTr5861uKTXXmYi1PXKze6B+gj0gwZcqU3DuVuQfT+s5DiPo55pYU7KGzNb7CfUdLPPmaUNgSV6bboBSxqc5crOWJi9UbZTcCtm7dOtMWjHswre88REO/YA/vt8WTr01r4KI/wKSjw9W3HJvqzMVanrhYvVF2CdjIkSNNWzDuwbS+8xAN/YI8vP9uPPlqb4QLfw+TjwlX32FVnblYyxMXqzfKLgHbvHmzaQvGPXjSv2EP/xNL/XooMqY9mNbP28PmDXDPmbChAS54EKYcG66+A7Crzlys5YmL1Rtll4BF4c4L0x5M6zsP0dDPy0NXO9x7FrStgAUPwNSPhKvv2I5NdeZiLU9crN4ou0n4AwYMMG3BuAdP+kVeGNB0HUTBg2l9zx66NsK9Z0PrG3D+/TDthHD1HTthU525WMsTF6s3yi5N7ezsNG3BuAfT+s5DNPQ9edjSAfd9HN5+HT5xD8z4WLj6jl2wqc5crOWJi9UbZTcCNmrUKNMWjHswre88REM/p4fu9+D+c6FlGZx3N+x/crj6jrTYVGcu1vLExeqNshsBW7t2rWkLxj2Y1nceoqGf1UN3J9x/HqxdCufeCQeeFq6+IyM21ZmLtTxxsXqj7EbApk2bZtqCcQ+m9Z2HaOhn9LD1fXjgfFizGD5+Bxx0Zrj6jqzYVGcu1vLExeqNshsBW758uWkLxj2Y1nceoqGf1sPWzfDgAmh6Ec6+DQ4+J1x9R05sqjMXa3niYvVG2T2M2+FwZGDblnjytep5OPs3MGuBaUeesO1h3I4IEsDDuB12YtXDuCsrK01bMO7BtL7zEA39nTz0dMPvL4onX2feElryFYU6KDVsqjMXa3niYvWGGwFzOMqdnm74/UKo/yuc8UuYc4lpR3nhRsAcxnEjYI4CieQImIgMFpFXRKRaRJaLyHeCKDcKmbdpD6b1nYdo6ANULXkZ/nBZPPk67eehJ19RqINSw6Y6c7GWJy5WbxgbARMRAYaqaqeIDABeAL6gqi9nOsZ9g3Q48qB3Wzz5qnsCTvlfOPIK044Kwo2AOYzjRsAcBRLJETCNk1xCdkDix3c2WFNT47cI35j2YFrfeYiAfm8PPPrpePI1/0fGki/TbVCK2FRnLtbyxMXqDaOT8EWkn4gsA1qBZ1R1cZp9rhSRpSKytKWlhba2NlpaWmhubqa9vZ2Ghga6urqora0lFouxZcsWYMewYFVVFbFYjNraWrq6umhoaKC9vZ3m5maS5TU2NtLZ2UldXR09PT1UV1fvVEbyd01NDd3d3dTX19PR0UFTUxOtra20trbS1NRER0cH9fX1TJ48eXuj9C2jurqanp4e6urq6OzspLGxMWdMVVVVecU0atSowGPq7u7OK6ZRo0YFGlMh7dS/f/9AY8q3nbZs2RL6udfd3U1N9avw2JVQ+zg9J3yXygFHhHbu9Y1pv/328x2TbcyYMcO0hdBwsZYnLlZvRGISvoiMAB4DPq+qr2faz8sQfn19PdOnTw/WYJ6Y9mBa33kwqB/rhceuhpqH4cTvUr/3KSVfB8W8BCki84FfAP2A21X1pj7vXw18DugFOoErVbVWRCYDbwBvJnZ9WVWvzqbl9RKk6fM2TEom1gAuQZZMrAHgYt1Btv4rEivhq+pGEfkHMB/ImIB5YcyYMcGYKmEPpvWdB0P6sV54/HPx5OuEb8ExX2BMR0e4Hvpgug2yISL9gFuAE4G1wBIRWaSqtSm7PaCqv0nsfwbwU+L9FECDqs4O2leU6yxoXKzliYvVGybvghydGPlCRHYj3gnW+S1348aNfovwjWkPpvWdBwP6sRj8+VqofhA+8nX40JfD95AG0/o5OBJYqaqrVHUr8BCw03OZVDU1gx1KAPNUcxHxOgsUF2t54mL1hsk5YGOBf4jIa8AS4nPAnvBb6ODBg30bK3UPpvWdh5D1YzF44r/g1fvguK/Bcf8dvocMmNbPwb7AmpTXaxPbdkJEPiciDcCPgWtT3poiIq+KyD9F5EPpBPKdw1pVVcXgwYONzmEt9tzI1JhEpDRiGn0iXQNGUjv2PGJUUDUxflNL5aSr4jFNvIIYFdSOPY+uASNpGH0i7UP2o3nEPFqGH0ZbWxubNm2KVkxFnJe7Zs2asospUzu9++67Bc9hjcQcMK94mUPR2trK3nvvHZKjaHowre88hKivCk9+GZbeER/1Ov6bIBKuhywEoV+sOWAici4wX1UvT7xeCMxT1Wsy7H8hcJKqXioig4BhqvquiMwF/gTM7DNithNe54CZbrMwKZlYA5gDVjKxBoCLdQeRnwMWJMm7IG32YFrfeQhJXxWe/lo8+TrmC7skX6F4yIFp/Rw0AxNSXo9PbMvEQ8CvAVS1G+hO/F2ZGCGbAfhe6CvidRYo1sR6wx5sGflB2PBCgceX1jpi1rQr/mItu2dBjhgxwrQF4x5M6zsPIeirwl//B165FY6+Bj76nV2Sr6J78IBp/RwsAaaLyBQRGQgsABal7iAiqbc3nQrUJ7aPTkziR0T2A6YDq4IwFfE6CxSrYt3caNpCaFjVrj5iLbsEbP369aYtGPdgWt95KLK+KvztG/Dyr2DeZ+Bj30+bfBXVg0dM62dDVXuAa4C/El9S4mFVXS4i303c8QhwTeJRacuALwGXJrYfC7yW2P4IcLWqbgjCV5TrLGisinX4oaYthIZV7eoj1rKbA9bd3c2gQYNCchRND6b1nYci6qvC32+A//wcjrgCTvlJxuSraB7yIAh92x5FZLrNwqRkYvU7Bwzo7r87g3reK1C/tC5Blky7BkCuWCP5KKJisWLFCtMWjHswre88FElfFZ77fjz5OvxTOZOvonjIE9P6pYhNdWZVrGNON20hNKxqVx+xlt0ImMNRtjx/Ezz/Q5hzCZz2C6gou+9PabFtBMwRQQIYAfOnX1ojYI4dWDUCllyjw2YPpvWdhyLo//Mn8eRr9kV5JV9lVQeWYFOdWRVrYs0wG7CqXX3E6kbAHI6o8++fwrPfgUMXwFm/gop+ph2FihsBcxjHjYA5CsSNgFnmwbS+8xCg/n/+L558HXJeQclXWdSBZdhUZ1bF6kbAyhI3AuZwlCMv/Qr+ej3MPBvOuR36ld26yZ5wI2AO47gRMEeBWDUClnxuk80eTOs7DwHoL74tnnwdeAac89uCk6+SrgNLsanOrIp1/KW5dyoTrGpXH7GW3QhYT08P/fubHSkw7cG0vvPgU3/J7fHnOx5wGpx3F/QbEL6HgAhC37YRMNNtFiYlE2sAI2A9FYPoH+suUL+0RsBKpl0DIFesVo2ArVy50rQF4x5M6zsPPvSX/i6efM04Gc79na/kq2APAWJavxSxqc6sinXvk01bCA2r2tVHrGWXgI0fP960BeMeTOs7DwXqV90LT/wXTP8YfOJu6D8wfA8BY1q/FLGpzqyKtf0l0xZCw6p29RFr2SVgbW1tpi0Y92Ba33koQH/ZA7Do8zD1BPjEvdA/mMd4lFQdOAC76syqWIcdaNpCaFjVrj5iLbsEbNiwYaYtGPdgWt95yFO/+vfwp8/CfsfBgvthwODwPRQJ0/qliE11ZlWsW1pMWwgNq9rVR6xll4Bt27bNtAXjHkzrOw956Nc8An+6GiZ/EBY8CAN2C99DETGtX4rYVGdWxdpviGkLoWFVu/qItewSsFgsZtqCcQ+m9Z0Hj/rLH4M/XgkTj4YLfw8Dg++gI18Hjl2wqc6sirXC/5zOUsGqdvURa9klYEOGmP+WYdqDaX3nwYN+7SJ45NMw/gi48GEYODR8DyFgWr8UsanOrIp16zumLYSGVe3qI9ayS8A2bNhg2oJxD6b1nYcc+nVPwiOfhH3nwsWPwKDizZeIbB04MmJTnVkV69Cppi2EhlXt6iPWskvAxo0bZ9qCcQ+m9Z2HLPpv/gUevhTGzkokX7uH7yEobtgj5wKVptugFLGpzqyKdaM9z0e0ql19xFp2Cdjq1atNWzDuwbS+85BBv/7v8PBCGDMTLv4jDC7+8+UiVweOnNhUZ1bFOuoE0xZCw6p29RFr2T2KKBaLUVFhNq807cG0vvOQRn/ls/DgBTB6f7jkcRgyMnwPBghC37ZHEZluszApmVgDeBRRjAoqKHDCdok9iqhk2jUAcsVq1aOIli1bZtqCcQ+m9UvWg4dLagXpr3oeHroQRs0INfnayYMhTOvnQkTmi8ibIrJSRK5L8/7VIlIjIstE5AUROSjlvesTx70pIicF5SnqdRYkVsU68dOmLYSGVe3qI1ZjI2AiMgG4BxgDKHCbqv4i2zFev0E6HAWRTL6C/La5+t9w/3kwcj+49M8wdK/gyraEYo2AiUg/YAVwIrAWWAJcoKq1KfsMV9WOxN9nAJ9V1fmJROxB4EhgHPB3YIaq9mbSc/1XCRPgF7PC9EtrBMyxg6iOgPUAX1bVg4CjgM+lfrsslMpK8xMdTXswrV+yHm7YFGhH9+bffgcPfAL2nBQf+TKQfJluB9P6OTgSWKmqq1R1K/AQcGbqDsnkK8FQ4l8WSez3kKp2q+pqYGWiPN9EvM4CxapYJ11l2kJoWNWuPmI1loCpaouqViX+fg94A9jXb7lz5871W4RvTHswre88AE0vs/+Sr8Me4+MjX8NGG7Fhuh1M6+dgX2BNyuu1pOmDRORzItIA/Bi4Ns9jrxSRpSKytKWlhba2NlpaWmhubqa9vZ2Ghga6urqora0lFotRVVXF3Llzt3fqVVVVxGIxamtr6erqoqGhgfb2dpqbm0mW19jYSGdnJ3V1dfT09FBdXQ3s+MeQ/F1TU0N3dzf19fV0dHTQ1NREa2srra2tNDU10dHRQX19Pd3d3dTU1KQto7q6mp6eHurq6ujs7KSxsdFTTKllpMZ00EEHlUZMo0+ka8BIaseeR4wKqiZeES8jkVRVTbyCGBXUjj2PrgEjaRh9Iu1D9qN5xDxahh9G29D92avzTToHjaFun7PoqRhE9fhLdyoj+btm3wvp7r879XufQsfg8TSN/KDxdsr33EsS5XMvqM/T8OHDs8aUjUhMwheRycC/gIP7fONERK4ErgQYN27c3OrqarZt20YsFmPIkCFs2LCBcePGsXr1ag444ACeffZZTjzxRCorK5k7dy5VVVXMnj2buro6pkyZwrp16xg5ciSbN2+moqKCAQMG0NnZyahRo1i7di3Tpk1j+fLlzJo1a3sZyd81NTXMmDGDpqYmxowZw8aNGxk8OP7cvi1btjBixAjWr1+/ffshhxyySxnV1dXMnDmTlStXMn78eNra2hg2bFjWmJYtW8acOXM8x7R69WrGjRsXaEwTJ05kxYoVnmNat24dU6ZMCSymQtrppZdeYs6cOYHF5LWd6v5+Lwe8cj3vV+zObp95lrrmjaGde31jEhFUNbRzr29MnZ2dDBgwwFdMM2bMKNYlyHOB+ap6eeL1QmCeql6TYf8LgZNU9VIRuRl4WVXvS7x3B/C0qj6SSc/rJciqqirmzJmTf0AlSMnEGsAlyKqJVzCn6bcF6pfWJciSadcAyBVrtkuQxhMwERkG/BO4UVX/mG1fdxdkaehb7aG5Eu45C4bsRezSJ6gYMT5c/T6Yboco3wUpIkcDN6jqSYnX1wOo6g8z7F8BtKvqHn33FZG/Jsp6KZOeuwtyV0omVncXZF6UTLsGQMneBSkiA4BHgftzJV9eqaurC6KYkvZgWt9aD+tehXvPht32hMueoG5dR+5jiozpdjCtn4MlwHQRmSIiA4EFwKLUHURkesrLU4HkNYVFwAIRGSQiU4DpwCtBmIp4nQWKVbGO/bhpC6FhVbv6iLV/gD7yQkQEuAN4Q1V/GlS5U6ZMCaqokvVgWt9KDy2vxUe+Bu0Blz0Be4xnysCu8PQzYLodTOtnQ1V7ROQa4K9AP+BOVV0uIt8FlqrqIuAaEfkosA1oBy5NHLtcRB4GaonfUPS5bHdA5kOU6yxorIq17VnTFkLDqnb1EavJEbBjgIXA8Yk1dpaJyCl+C123bp1/ZyXuwbS+dR7efh3uORMGDoPL/gwjJoarnwXTHkzr50JVn1LVGao6VVVvTGz7ViL5QlW/oKozVXW2qn5EVZenHHtj4rj9VfXpoDxFvc6CxKpYR0T6hpRAsapdfcRqbARMVV8AJOhyR44Mb5HLqHowrW+Vh/W1cM8Z0H9wPPnac3K4+jkw7cG0filiU51ZFev7DaYthIZV7eoj1rKbJbd582bTFox7MK1vjYfWOrj7dOg3MH7ZceR+4ep7wLQH0/qliE11ZlWsA80sRWMCq9rVR6xll4BF4c4L0x5M61vh4Z0V8eSrol98na+9poar7xHTHkzrlyI21ZlVsca2mrYQGla1q49YjV2CLBYDBgwwbcG4B9P6Ze/h3YZ48oXCpU/AqOlpdyvrOigR/VLEpjqzKtZee0aFrGpXH7GWXZra2dlp2oJxD6b1y9rDhlVw12kQ2xYf+Rq9f7j6eWLag2n9UsSmOrMq1sFjTVsIDava1UesZZeAjRo1yrQF4x5M65eth/ZGuOt06NkClyyCvQ8MV78ATHswrV+K2FRnVsXa+YZpC6FhVbv6iLXsErC1a9eatmDcg2n9svSwsSmefG3tjD9Ye5+Dw9UvENMeTOuXIjbVmVWx7nm0aQuhYVW7+oi17OaATZs2zbQF4x5M65edh01r45cduzfFR77GHhquvg9MezCtX4rYVGdWxdoa2FJxkceqdvURa9mNgC1fvjz3TmXuwbR+WXnoWBdPvrraYeFjMG52uPo+Me3BtH4pYlOdWRXruAWmLYSGVe3qI1bjD+POB68Ps3U4AuG9t+F3p0Bnazz5mnCEaUdWUqyHcYeN679KmAAexu1Pv7Qexu3YQWQfxl0MKisrTVsw7sG0fll4eG99fKmJzvVw8aMFJV8lXwdloF+K2FRnVsU66SrTFkLDqnb1EasbAXM4+tL5Dtx9Wnzi/cWPwqQPmHZkNW4EzGEcNwLmKBA3AmaZB9P6Je3h/bb4sx3b34ILH/aVfJVsHZSRfiliU51ZFasbAStL3AiYwxEEmzfELzu+uzKefO13nGlHDtwImCMCuBEwR4FYNQJWU1Nj2oJxD6b1S9LD5g3xka+2erjgwUCSr5KrgzLUL0VsqjOrYt33QtMWQsOqdvURa9mtAzZjxgzTFox7MK1fch66NsK9Z8M7b8KCB2Hq8eHqFxHTHkzrlyI21ZlVsa7/s2kLoWFVu/qItexGwJqamkxbMO7BtH5JediyCe47B9Yvh/Pvg+kfDVe/yJj2YFq/FLGpzqyKdeSHTFsIDava1UesnkfARGRfYFLqMar6r4KVi8SYMWNMWzDuwbR+yXjY0gH3fRxaquET98KMk8LVDwHTHkzrlyI21ZlVsXa8ZtpCaFjVrj5i9TQCJiI/Av4DfAP4auLnKwWrFpGNGzeatmDcg2n9kvDQ3Qn3nwfNVXDeXXDAKeHqh4RpD6b1SxGb6syqWIdMNm0hNKxqVx+xeh0BOwvYX1W7C1YKicGDB5u2YNyDaf3Ie9j6PjzwCVi7BM69Aw48PVz9EDHtwbR+LkRkPvALoB9wu6re1Of9LwGXAz3AO8CnVPWtxHu9QHIGbpOqnhGEp6jXWZBYFeu2jaYthIZV7eojVq8J2CpgABD5BMzhyMrWzfDA+dD0EpzzW5h5tmlHDkOISD/gFuBEYC2wREQWqWptym6vAoer6mYR+QzwY+D8xHtdqjo7TM8Oh6N88JqAbQaWicizpCRhqnptUVz5YMuWLaYtGPdgWj+yHrZ1wUMXQOMLcM5tcMi5hRWcXBMox9o8kawDy/RzcCSwUlVXAYjIQ8CZwPYETFX/kbL/y8DFxTYV8ToLFKtiHTDCtIXQsKpdfcTq9S7IRcD3gBeBypSfyDFixAjTFox7MK0fSQ/btsBDF8Kqf8JZv4JDPxGuviFMezCtn4N9gTUpr9cmtmXi08DTKa8Hi8hSEXlZRM5Kd4CIXJnYZ2lLSwttbW20tLTQ3NxMe3s7DQ0NdHV1UVtbSywWo6qqihEjRmxfXbuqqopYLEZtbS1dXV00NDTQ3t5Oc3MzyfIaGxvp7Oykrq6Onp4eqqurgR0rdCd/19TU0N3dTX19PR0dHTQ1NdHa2kpraytNTU10dHRQX19Pd3f39rWN+pZRXV1NT08PdXV1dHZ20tjY6Cmm1DJSYxo8eHBpxDT6RLoGjKR27HnEqKBq4hXxMhKr21dNvIIYFdSOPY+uASNpGH0i7UP2o3nEPFqGH0bb0P3ZPHA0nYPGULfPWfRUDKJ6/KU7lZH8XbPvhXT33536vU+hY/B4mkZ+0Hg75XvurVu3LvLnXlCfp02bNmWNKRueV8IXkYFAcsGLN1V1m6cDA8TLStL19fVMnz49JEfR9GBa35iHPiNT2z30dMNDF8HKZ+CMm2HOwlDsWNsOAesXayV8ETkXmK+qlydeLwTmqeo1afa9GLgGOC45F1ZE9lXVZhHZD3gOOEFVGzLpeV0J33SbhUnJxBrASvj1e5/C9NanCtQvrZXwS6ZdAyBXrL5XwheRDwP1xOdL/ApYISLH5u00BCZOnGjagnEPpvUj5aFnKzx8STz5Ov0XoSVf2/UNY9pDWPoicrqI5LuuYTMwIeX1+MS2vmV/FPg6cEbqjUiq2pz4vQp4HjgsT/20mG6zMLEq1g3/Nm0hNKxqVx+xeu2w/h/wMVU9TlWPBU4CflawagIRuVNEWkXkdb9lJVmxYkVQRZWsB9P6xjzcsGmnb4or6mrhD5fBir/AqT+FuZeFasfadjCjfz5QLyI/FpEDPB6zBJguIlMSI/wLiE+32I6IHAbcSjz5ak3ZvqeIDEr8PQo4hpS5Y34w3WZhYlWsY4pzt3UUsapdfcTq6RKkiLymqofm2pa3eHwUrRO4R1UPzrW/e5htCeFxonrRyu/dBo98Ct5YBCf/BOZdWRwfjqLj9RKkiAwHLgA+CSjwO+BBVX0vyzGnAD8nvgzFnap6o4h8F1iqqotE5O/AIUBL4pAmVT1DRD5APDGLEf8i+3NVvSObP9d/lTDuYdyOAgniYdxLReR2Eflw4ue3gO+eJLGS/ga/5aSSnCBnEtMeTOvDjgmlRujtgT9eEU++TvqhseQrEu1g0bmoqh3AI8BDwFjgbKBKRD6f5ZinVHWGqk5V1RsT276lqosSf39UVceo6uzEzxmJ7S+q6iGqOivxO2vylQ+m2yxMrIrVZJ8YMla1q49YvSZgnyE+vH5t4qc2sa3o5HsXkYgAxb3rIdedHAcffLDROzkmTZpk/C6iSaf/Ny1X1dH884/R/uPD4jHdOIXaWy/fEdMNe1D5u/8urJ2+8S7VZ/9rVz+xXjbedT4sf4x35vwXHTMvNnbHjYgYv4Nt7ty5Ru8imjVrlu+YvCAiZ4rIY8TnYg0AjlTVk4FZwJc9FRIR5s6da9pCaFgV61u3mrYQGla1q49YPd8FWSxEZDLwRFCXIJP/dExi2oNp/Z08pF4q7HvZ0MtlymzH930/1gt/+iy89lDcw+nP+a8HH5dSI9UOJazv5RKkiNwN3JHu+bQicoKqPuvLRAB4vQRpus3CpGRiDeASZOWkqwpPwkrsEmTJtGsA5Io1W/+VdSFWEXlYVT8hIjXE51TshN85YMUgCo1u2oNp/Z087JQsZUicgiBNB7nDQxat1OPy9ZIjhki1Q/nrv903+RKRH6nq16KQfOWD6TYLE6tidSNgZYmfWHNdgvxC4vdpwOlpfiJH8nKHzR5M6wfqoc+djWnf/1Z72u1ZPdywh7dvtbn0s1BW7RB9/RPTbDs5LPEgMd1mYWJVrImFV23Aqnb1EWvWETBVTd7581lV/VrqeyLyI+Brux7lHRF5EPgwMEpE1gLf9juZdebMmX4ODwTTHkzrc8MezKwYBLNas+yTI6npOzKV6VJkpiTqhj2Y+Y13d9ZKewlz0y7HefLnAePtEAEPxdZPPJ/xs8BUEXkt5a3dgf8UVbxImG6zMLEq1nUPmbYQGla1q49YvU7CL8q3S1W9QFXHquoAVR0fxJ1EK1eu9FuEb0x7MK0PsHLvk3cdZfI66uSVdGWlJE4rV65MrxlUkpVjdCwS7VD+5+IDxEfjH2fn0fm5qlr05zYWA9NtFiZWxbp3SQ7IFoRV7eoj1qwJmIh8JjH/6wAReS3lZzVQU7BqERk/frxpC8Y9GNVPJDfjL74l7fbtf6cmRtkSs0wjVKl8IP0qA+MfOyP7cem0+yZVPpJG0+dBFDyEoK+q2gh8Dngv5QcRGVls8WJgus3CxKpY218ybSE0rGpXH7FmvQRJ/Nvl08APgetStr+nqoGu3xUUbW1tDBs2zGoPoepnGE1qa2tjWCEjTGlHtXIkQC/+Mu1lxbZfnsmw7vV9yspy2TJgTJ8HUfAQgv4DxOeoVhK/UUhS3lNgv2KKFwPTbRYmVsU67MBd+6Myxap29RFrrjlgm4BNIvILYENyRWkRGS4i81R1cUGqRSQKjW7agxH9G/bYafRoWFtbn/dzTKQvhCOvgldu3Vk/hWEX3AE3T82i62UZjMIvU5o+D6Lgodj6qnpa4veUogqFiOk2CxOrYt3SknunMsGqdvURq9c5YL8m/sigJJ2JbZFj27Ztpi0Y91A0/bTzqdInKHl72H5ZMt0lwAxJ0Mk/yvzeDXuw7Z5z8/MQMKbPgyh4CEtfRI4RkaGJvy8WkZ+KSEk+Edh0m4WJVbH2G2LaQmhY1a4+Ys11CTKJaMqKraoaExGvx4ZKLBYzbcG4h6LoZ7s0mGaeVmzEPPivv2XfL6te6t2OabS/1Q7fGbGrnxSNWMXAXcvM14cPTJ8HUfAQov6vgVkiklz5/nbgXuC4sAwEhek2CxOrYu3bH5UxVrWrj1i9JlGrRORadox6fRZYVbBqERkyxPy3DNMeiq6fblSqT5I0ZOs7eZaZZqmITPO1vtUO390zp7ecHjyO5u2yf6ZV+ftg+jyIgocQ9XtUVUXkTOBmVb1DRD4dlniQmG6zMLEq1nz7xBLGqnb1EavXS5BXAx8AmoG1wDzAzBOOc7Bhg/l7A0x7KIp+uiUX+iZNKds3fPyR4HT7kpp8ZUmANgydmpLIbQpuGQyPZZg+D6LgIUT990TkeuBi4EkRqSD+TMiSw3SbhYlVsQ7NMh+1zLCqXX3E6mkETFVbgQUFq4TI/2/v3OPrqsq8/33SlpbSSxp6oRcKpbRgC8pNKiOjjAIW5G4rUG6VmzfecUYZPvLiaEF8RZlxvIzOMMrNQQREGcpFK6goMghtQ0NoCE0DITSNDaEpITQNDed5/zj7NCcn57LP2fvstc9Z6/v55JNz9tl7/37PWjsr6zx77bVmzZpl2oJxDzn1w5j/KueYq+HbiyqDzKxX+rYTry/S4NCxsy797wL7Fbk+ZTFrWOKjDMJejqkUD2UmQv1zgRXAZar6V2/8181RiYeJ6TqLEqti3bHetIXIsKpeA8RaaB6wa7zfPxCR72f+lKxaRl555RXTFox7iFQ/x2SkwzzkmlsrV0YqfdvjX8uumW3ffB7SfQybg6yEpYZ8HmP6OoiDh6j0VfWvqvodVX3Se9+uqj+NRDxkTNdZlFgV69SPmrYQGVbVa4BYJW1s/cgPRU5X1YdEJOsiVqp6Z8nKJXDMMcfounXr8u6TSCSoqfF7Z7U8mPYQmX6eDM4ID36WD8qrleN2Zx4S1FCzKts6kdmWJAo/G7WnDCLIdBX0YIgw9EVkvaoeU2Cfc4BvAdNJzgUmJCdpnRRIPET8tF9gvs6ipGJiDWHoQoIaaihxwLaBtiMIFVOvIVAo1nztV94SUtWHvN93ZvsJ5LpMbNiwwbQF4x5M6xf0kD4uKxun/kuWY3wunJ3uYW6OMdjFZr1KHDsW+3qoLv1vA2eo6mRVnaSqE+PU+SoG03UWJVbFmqs9qkKsqtcAsRbKgD1EcjbprKjqGbk+Kwd+v0E6DJAvw5XrqcHMJYAA1t4Kj3wxJE8lZriKGRfmKDs+M2BPqeoHo/JUCq79qmAiWj0jt75reyqVkjNgwL8A/wq8AvQDP/Z++oDWME2Gxfr15gc6mvYQqX6O7ND6Az49fJ+850gbl/XIF2Hh0hJ8jGyg9pRDtsW4i2lQ82XM8pzL9HUQBw8R6q8TkXtF5HwROSf1E5V4mJiusyixKtb0NrHKsapeA8SaNwO2ZyeRdZk9uGzbyo37BhkRQbJF2T5LfZ4rs5TJV7rgxukjz5svs5bVW44MVpgZrUKZvWw6LqNWFD4zYLdn2ayqemmB45YC3wNGAT9R1ZsyPv8icDkwCLwOXKqqr3qfXQJ8xdv1xkLDMlz7VcG4DJijRIJkwFLsIyJ7FrUVkXnAPmGYC5v6+nrTFox7CE3f77irLI3DMA++Go+0NZRHj/U36D7rE5RDfupvuzq7x1KefMzpIfe56udeEY5GAKrmWiyAqn4qy0+hztco4IfAKcAi4HwRWZSx23PAMar6XuB+kmPNEJE64Gsk50Q8FviaiOSYHbg4TNdZlFgVawzag6iwql4DxOo3A7YU+C+Ss98LcADwaVVdU7JyCbinICPUL5SlKZD5GvbEj89pI4b2ydP5KtQxS/s851OQ6ceX8Zul6esgDh4ifApyIcmVOmao6mEi8l6Sg/JvzHPMccAqVf2Y9/5aAFX9Zo79jyQ5y/4HReR84ARV/bT32S3AE6r681x67inIkVRMrO4pyKKomHoNgbI9BZlCVX8DLAC+APw9cEjUnS+/NDc3m7YQvocixyyFop85Keqw24kZr7N81jzzE4U1lt2WWzOnr9T8YYXHZDV/8qnCHgrpBKAqr8X46v8YuBbYDaCqz1N48ujZwGtp77d423JxGfDrYo4VkStFZJ2IrOvs7KS7u5vOzk46Ojro6emhtbWV/v5+mpqaSCQS1NfX09zcvGdcSX19PYlEgqamJvr7+2ltbaWnp4eOjg5S52tra6Ovr4/m5mYGBwdpaGgAhsampH43NjYyMDBAS0sLvb29tLe309XVRVdXF+3t7fT29tLS0sLAwACNjY1Zz9HQ0MDg4CDNzc309fXR1tbmK6b0c6TH1NjYWBkxTTuJ/jF1NM1cToKaPdms1Liu+rlXkKCGppnL6R9TR+u0k+gZfxAdtUvonHQk3fscwjMH/SN9Y2fQvN9ZDNaMpWHOJcPOkfrdOHsFA6Mn0jL9VHrHzaG97njj9VTstffEE0/E/toL6+/pf//3f/PGlA+/GbDxwBeBA1T1ChFZQLIT9nDBg0PEzzfI/v5+9t5774gcReShyGxN2fTz7jM8M9U/po69r8szQV3Tg3DfxTmP37MtQCeof0wde+/eXtq3xxAyZKHUQ0Afpv8ewtD3mQFbq6rvF5HnVPVIb9sGVT0izzHLgKWqern3/iJgiapelWXfC4GrgA+r6oCIXA2MS2XYROSfgX5VzTKHShK/GTDTdRYlFRNrCBmwPe1RSfqVlQGrmHoNgUKxhjEG7HbgHeA4730HkDO1b5KtW7eathC+hyLHLJW9DPKNp/Lebz3v8bRsVZaf9M4X5LjdWOTcXxmvt9Ye7S+eXOcN2OhV5bUYX/1uEZmPN22O17nqLHBMB7B/2vs53rZhiMiJwHUkb2kOFHNsKZiusyixKtYg7VGFYVW9BojV11qQwHxVPdcb94Cq7hQRKXSQCerq6kxbMO6haH2/WZZsTxHmeMKwbvxBlITfTJiPxbXrVvwYpoQyLrowWcowlOsgYCew4q7F0vk8yXGqh4pIB8mpcy4ocMxaYIH3UFEHyVuWK9J38MZ93UIyU9aV9tEa4P+lDbw/meQt0MCYrrMosSrWt2M5c1NZsKpeA8TqNwP2jojszdC3y/nAQP5DzLBz507TFox7MKaf1hnaude03PvNOqrg8UPbirwNmZa5ylsOIYzxKoTp6yAOHsqtLyJf9KaKOAt4FPgG8J/Ar4C8AxFVdZDkbcU1wIvAfaq6UURuEJHUJNM3AxOAX4jIBhFZ7R27Hfg6yU7cWuAGb1tgTNdZlFgVa742scqwql4DxOo3A/Y14DfA/iLyM+CDwMqSVctIHJ68MO2haH2/mS/IPxg/3UPindznu+hX8K0Dc2hNzq2Xy1eOfSKthyxlaPo6iIOHCPQner8PAd4PPEjySe2LgGcLHayqj5LsuKVv+2ra6xPzHHsbcFuuz0vFdJ1FiVWx5msTqwyr6jVArAU7YCJSA0wBzgE+QLJx+4KqdpesWkbGjBlj2oJxD3n1/dxuzLVPERmjMe/m+FZwzSuw95S8ty99dboKbaNQOeSZODakAa+mr4M4eCi3vqpeDyAifwKOUtW3vPergEfKKl4mTNdZlFgVa642sQqxql4DxFqwA6aqCRG5RlXvowIatL6+PqZOnWq1hz36YXQofHXYRmas+sbNZOrbL43c99vzsmtkTnuR7dxFMqIeQjpvyfoGMO0hQv0ZJB8USvGOt63iMF1nUWJVrLnaxCrEqnoNEKvf3NnjInK1iOwvInWpn5IU0xCRpSLykohsFpEvBz0fEItKN+0hr76vGeazPAFY5HipqX0vDt/wTyUMQM3s2BXrodh6CHOG/FL0y4BpDxHq/xR4VkRWedmvZ4A7ohIPE9N1FiVWxZrZJlYxVtVrgFj9dsDOBT4H/BFYl/ZTMj6XASmaLVu2BD1FYIx6WDWZLXd93nudZzJVH+fxvX/69BKe7hv7LBy+z83z/WsX8uDT24h6SJVHRHPqWH8tRqivqt8APgX0eD+fyjWjfdwxXWdRYlWsU44rvFOVYFW9BojVbwdsEcnOUgOwAfgBsLhk1STHAptV9WVVfQe4Bzgz4Dk5+OCDg54iMKY9HNzlTdadraNS7JN/JU5iOnf7k7DvAvjSJn/jtgqN/yrUccoSq/F6yKUfwROYBT1ERJT6qlqvqt/zfp6LTDhkTNdZlFgVa6pdtgCr6jVArH47YHcC7wG+T7LztcjbFoSyLOWRuQSCiaU8nn/+eXPLKUw6kvUHfCYZU2rZi8FBGs7+E6x6c2jZi9N/PxTTjXNo+dH59N60mPbvfzwZ0+daaL+0kd6bFtMy/VQGRk+k8RN/Th6bsXRGw5xLGKwZS/N5z7DzgodIyCh2ja5l28BYOm69iJ5vHzlyKY9UTOlLeayaMnwpjy+00XFFU7Kebj6Wth+cSd83F9J83jMMfuWNkfWUWsrD5xIR5V724oknnsheT6nlSbJdez/5e1g1ObQlVzZu3Gh0KY/GxsbAf0+2sXHjRtMWIsOqWGcVWhmrerCqXgPE6ncpoiZVXVRoW1HCRSwDksLvUh6xx/fEp7meEvT5BKPfQefZJjnN9lm+ObkCLhuUc7LVXD7KSQQLdcdSO6b4WYqoEqia9stGIspY59Z37UGlEsZSRPUi8oG0Ey4h4BgwyrSUR+rbtUlMe0hlgnyTPjYqfYZ5P7cvcwzqz+lhxK3H9HFqeW4zljB+y3g9lKIf8hi1iiwDy7GpzKyKtdh2uYKxql4DxOo3A/YiyYkO271Nc4GXgEFAVfW9RQuLjAY2AR8l2fFaC6xQ1Zz5PPcNMgLK9U2vmGxWqVkglz2qSlwGzGEclwFzlEgYGbClwDzgw97PPG/bacDppZjKtQxIKedKJw49b6MeVk1m/e3XFNxnxCz2RT31WLgxyPptb49OgeklQsoCmb4WTOvHwYNp/UrEpjKzKlaXAatKyp4BiwvuG6QPSpnpPui3u4mz4K0CK8IXGiNWzDg3h1W4DJjDOC4D5iiRMDJgFUPqCbBhRPjYf04PxVCK37TsUuppxdz7ZmSY/P5x59ovS+ercfaK4cdkZr5yeQmRwPVQ4fpx8GBavxKxqcysijXVJlqAVfUaIFa/i3FXDAsXLiy8U5V7WPjgKfDLt0ofX5UrW5W5bZ/p8HZXdg8Xfxe+eXf+JxtzaYeE8Xpw16Jx/UrEpjKzKtZtD5m2EBlW1WuAWKsuA9be3j5yY4Szn+f0UAy5/ObLjKUd0173t8H0/ZKj8wXQfuvKkRvTJ1uNICMZuB4qXD8OHkzrVyI2lZlVsUbVLscAq+o1QKxV1wGbMcP8+rumPczofT73h1kXvM4y3UTATuseDwbHLhivB3ctGtevRGwqM6tizdcuVxlW1WuAWKvuFuSOHTuYNGlSdXrw05lZNZkddcczaVcZ1+L6zJ9hv8Pz3l7c0d7OpLlzR2wvG1lurZq+Fkzrx8GDaf1KxKYysyrW8QeWt12OEVbVa4BYq64DNm7cONMWCnsI40m/POcYt3tH9qcK843ryrU2Yzaydb5Sx3g64yYeBl96auS5cq4BGX4nzfS1YFo/Dh5M61ciNpWZVbHu3mHaQmRYVa8BYq26Dpj1rHoTunKPzdqzT5DzB6UcGTH3mLbD4XA4Koiq64Dt2rXLtIXCHsqU+cqqP2xpoWJmo8/ImF3+e/jJR3JkvtKnmkjq7Pr+x0MZSxYE09eCaf04eDCtX4nYVGZWxTqm1rSFyLCqXgPEWnWD8Gtra01biN5DxlOFOfXzrfGYue2tv8K+B8NeE+Cyx5KdL5/6rJpM7c62oc8KaZUJ09eCaf04eDCtXwgRWSoiL4nIZhH5cpbPPyQi9SIyKCLLMj57V0Q2eD+rw/IU9zILE6tiTbWJFmBVvQaIteo6YNu2bTNtwbiHPfp+Oju5prv410OgtxPe6YNbTyp8TGq799m2SWnLgxa71FHmcSUSm3qw2INp/XyIyCjgh8ApwCLgfBFZlLFbO7ASuDvLKfpV9Qjv54ywfMW5zMLGqlgnFb1kcsViVb0GiLXqbkHOTT15V60ect0u9Kufb0mgzO0X/ALuODW7Vvp5sniau/3JHFNeZA7CL/H2pI9bsaavBdP6cfBgWr8AxwKbVfVlABG5BzgTaErtoKpt3meJqEzFvMxCxapYtz9p2kJkWFWvAWKtugzYpk2bTFsw4yEty7RHP5WRytbp8TM268APDt932Hiy/OO7Ns3IskZ7sZ2tgOPHTF8LpvXj4MG0fgFmA6+lvd/ibfPLOBFZJyJ/EZGzsu0gIld6+6zr7Oyku7ubzs5OOjo66OnpobW1lf7+fpqamkgkEtTX17Np06Y9C/zW19eTSCRoamqiv7+f1tZWenp66OjoIHW+trY2+vr6aG5uZnBwkIaGBmBokeDU78bGRgYGBmhpaaG3t5f29na6urro6uqivb2d3t5eWlpaGBgY2LO8SuY5GhoaGBwcpLm5mb6+Ptra2nzFlH6O9JiampoqI6ZpJ9E/po6mmctJUEP93CuS5/AW2K6fewUJamiauZz+MXW0TjuJnvEH0VG7hM5JR9K9zyGsO+Cz9I2dQfN+ZzFYM5aGOZcMO0fqd+PsFQyMnkjL9FPpHTeH9rrjjddTsdfen//859hfe2H9PT377LN5Y8qHW4y7Gsi33E+haSZS23duhzvPgDdaYHDX8M8KTmVRRCfJLbbtKJJyLcbtjelaqqqXe+8vApao6lVZ9r0DeFhV70/bNltVO0TkIOD3wEdVtTWXnmu/Khi3GLejRKxajDvVO61ID0EHqHt/pOtvvyb3ubJt7++Bb8+DbY1w3t2598136zJj34quhyrRj4MH0/oF6AD2T3s/x9vmC1Xt8H6/DDwBHBmGqZiXWahYFauX4bIBq+o1QKwuAxYngmaH8q0TmUsjW/YsV0bNT+fQ71QXQWJ1WTSrKGMGbDSwCfgoyY7XWmCFqm7Msu8dpGXARGQKsFNVB0RkKvA0cKaqNmUem6Lq269qxmXAHCXiMmCV4qGURbiz6ae+aeUb/wWwq3fkZ+m/s73O6XH49oquhyrRj4MH0/r5UNVB4CpgDfAicJ+qbhSRG0TkDAAReb+IbAGWA7eISKpz9h5gnYg0AH8AbsrX+SqGOJdZ2FgVq8uAVSUuA1Yt+B2vVex5sh0/8Bbc9QnoWA/L74T3nFaaN4ejzJQrAxY1Vd9+VTMuA+YoEasyYKknFqrKg9+nAb1MWcPZf8q//0Af/Gw5bFkHy24r3PnK1MihO9RJm0zDT/4++z4RYvpaMK0fBw+m9SsRm8rMqli9px5twKp6DRBr1c0DtnjxYtMWSvdQ9DQN2Z9OHKGfmQk74Hhofzr5etGZ+c/rRz8Li7feA3w/y3gyH+cOaR/T14Jp/Th4MK1fidhUZlbFuvUe0xYiw6p6DRBr1WXANm/ebNpCeB5KzBrt0R82Z1faeV79c37NvJ7yjP9KG0O2+ZN/yr5PhJi+Fkzrx8GDaf1KxKYysyrW6aeYthAZVtVrgFirLgM2Z84c0xai8zBigPzk/PoHnQAv/xHQEcdkPV8uLSiYgdrjoZSZ70Pax/S1YFo/Dh5M61ciNpWZVbH2PG3aQmRYVa8BYq26DFh3d7dpC+F5KJQ1ypEhG6F/3TY4+MRk5+usHw0/fsT5ssx4n9ejTw8GMO3BtH4cPJjWr0RsKjOrYp3wHtMWIsOqeg0Qa9VlwCZMmGDagjkPXmdtQuqCWPUmDA7AvRfB5sfhjB/AESvgfz474pj0AfQjzzs5dyYrRwct1DIo8QlM09eCaf04eDCtX4nYVGZWxbqr07SFyLCqXgPEWnUdsN27dwc7QQjTLQT24JccHvfoD74Dv1gJLWvgtO/CURfnPr6oyVbTB/9nvzW5+9PN/s9RJiKrh5jqx8GDaf1KxKYysyrWUeNNW4gMq+o1QKxGOmAishxYRXIyw2NVNbTJcRKJRFinio+HIjsriUQC3t0NN04b2njMp4afK6dWjrFeRZK49xLY8Uw4HawSz2H6WjCtHwcPpvUrEZvKzKpYa/YybSEyrKrXALGayoC9AJwD3BL2icePD/gtI4QOQ14PEWR+xo/bC74+Nf9OfpYnypPhyunf2z7+2wWWxYvgicjA10KF68fBg2n9SsSmMrMq1ndeN20hMqyq1wCxGhmEr6ovqupL5Tj39u3by3Fasx5ydYSyZafeHWT0Q5/Pco7JkXT+Umz/xP3GZ282fS2Y1o+DB9P6lYhNZWZVrPvMN20hMqyq1wCxxv4pSBG5UkTWici6zs5Ouru76ezspKOjg56eHlpbW+nv76epqYlEIrGnMFLrM9XX15NIJGhqaqK/v5/W1lZ6enro6Oggdb62tjb6+vpobm5mcHBwz8y2qXOkfjc2NjIwMEBLSwu9vb20t7fT1dVFV1cX7e3t9Pb20tLSwtSpU2lsbMx6joaz/8TgV96gubmZvr4+2tra6L75WDq/cwId3z2Znm8fOSKm+vp6WDWZ9bdfMxQTNTTNXE7/N+YNxfRaO/0/X8nEtjVsP+Yf6Rs7g+b9zmKwZuyeWZhT65Gtv/0aWDU5GdO1XbRcsG4ops+10PW5lmExDQwMDMWUOkcqpoYGBgcHh8U0bty4vPVUX19f9noaGBjIW0/DYsqspywxFbr2MmPavn175NdeZkyzZs0KNaZi62n69OmBY7KNWbNmmbYQGVbFusOe9RGtqtcAsZZtLUgReRzYL8tH16nqg94+TwBX+x0D5mcttaamJhYtWlSk23Ap2sOI6SByLMid+Vn6tsS78ODnoeHnbDv8M8z4xLfyH1/wVmKwdSlDrYcSM3emrwXT+nHwEIa+bWtBmq6zKKmYWENYRq1p5nIWdf6iRP3KWguyYuo1BArFmq/9KtsYMFU9sVznzsehhx5qQjaYh1L+uIZ1vhJwQ13y/d9dx7S/vTqY5rDJWTM7bnnGjqVRkfVQZfpx8GBavxKxqcysirXzl6YtRIZV9Rog1tjfgiyWDRs2mLYQrYdVk+GGKUPvP3xNdv1SlgLK1tnySahlUOIyRqavBdP6cfBgWr8SsanMrIp17mWmLUSGVfUaINay3YLMKypyNvADYBqwA9igqh8rdJzfFH4sKccAeFW4vjb5+m+/BB/5ZxAJ7/wpSr1d6XCEgG23IB0xJIRbkMH0XdtaqeRrv0w9BfmAqs5R1bGqOsNP58svqQG+JonEgyr8Ojkonw/+w7DOV+j6JWSgrKmHfPregw5GPZgugxhcB5WGTWVmVazew0s2YFW9BojVSAasVKz6Bpkvq6QKv7kWnvkPOO4qOPnG8mS+HMFwmcFQcBkwh3FcBsxRIrHLgJWT1GPzVeMhc74vVfjtV5KdryWfzdr5qroyqFAP9Wf8wXjDuacM/CysXk59h29sKjOrYp17hWkLkWFVvQaIteoyYIlEgpoas/1K3x7yZUiyTU2hCo+vgqe+C++/Ak69OWvmq6LKII4eQspcxaoMDGXjwigD2zJgcbhuoqJiYg3hy0uCGmoocdmaCsuAVUy9hkChWK3KgDU3F1gEutI8pMZfqcLvb0x2vo65dHjnKyO70dzcbCzjMcyDYUx7MK0/zEOJT5KGpu/wjU1lZlWsMz9h2kJkWFWvAWKtug7YvHnzTFvw7yHfP8XMz66vhSf/BY66GNbdNvT0YxD9MlLRHkLqrFR0GVSJfiFEZKmIvCQim0Xky1k+/5CI1IvIoIgsy/jsEhFp8X4uCctT3MssTKyKtft3pi1EhlX1GiDWquuAbd261bSF8D388eah16d9b+TnGR2GrbddNLTdEFVZDxWmHwcPpvXzISKjgB8CpwCLgPNFJHNK63ZgJXB3xrF1wNeAJcCxwNdEZAohEOcyCxurYq092rSFyLCqXgPEWraZ8E1RV1dn2kK4Hp78DvzhxuTrr24fmnQ1z7ixuvEHhadfIlVXDxWoHwcPpvULcCywWVVfBhCRe4AzgabUDqra5n2WOXjnY8Bjqrrd+/wxYCnw86CmYl5moWJVrG+3mrYQGVbVa4BYqy4DtnPnzsI7lXl8lC8Pfnjq+/C764fe14wauU+WWHZe8HD2NRwjHBMWWhlUsAfT+nHwYFq/ALOB19Leb/G2hXasiFwpIutEZF1qsfJCi5/v3LmzrIvUF7uge/rvsBd037FjR2XENO0k+sfU0TRzOQlq9jzRmJrbq37uFSSooWnmcvrH1NE67SR6xh9ER+0SOicdSfc+h/Dqvh+mb+wMmvc7i8GasTTMuWTYOVK/G2evYGD0RFqmn0rvuDm01x1vvJ6KvfZeeOGF2F97Yf09tba25o0pH5X1FOSsUbpu67t59+ns7GTmzJn5T1TmJ8J8eSjE0z+ENf935HYfi2Nn1Y/4KbhQyqDCPZjWj4OHMPTL9RSkN6Zrqape7r2/CFiiqldl2fcO4GFVvd97fzUwTlVv9N7/M9Cvqv+SS8/vU5Cm6yxKKibWEL68dk46kpm9z5WoX1lPQVZMvYZAoViNLMZtijFjxhTeqcwXsy8P+XjmluydL/AyWelrNI6MJat+xH/AgcugCjyY1o+DB9P6BegA9k97P8fb5vfYEzKOfSIMUzEvs1CxKtZ3Y50NDhWr6jVArJV1C3LWkQV36evri8BIGT08++PkEkOHnja0Ld8ajOk/YeiHhPNgXj8OHkzrF2AtsEBE5onIXsB5wGqfx64BThaRKd7g+5O9bYGJeZmFilWxjrMjIwSW1WuAWKsuAzZ16lTTFkr3sO52ePRqWHgKLLsdRu81cp98mSwvO1bRZVBFHkzrx8GDaf18qOqgiFxFsuM0CrhNVTeKyA3AOlVdLSLvBx4ApgCni8j1qrpYVbeLyNdJduIAbkgNyA9KnMssbCKL1fRSQsDUvhdLPzio/4jvgLhr2B+VlQHzwZYtW0xbKM1D/X/Dw/8AC06GT945svNVaM6woPoh4zyY14+DB9P6hVDVR1V1oarOV9VveNu+qqqrvddrVXWOqu6jqvuq6uK0Y29T1YO9n9vD8hT3MgsTq2KdcpxpC5FhVb0GiLWyBuH7GMQ6ODjI6NFmE3tFe9hwN/zP52D+R+C8u2HMuGj1y4DzUIR+GR+QqJgyyINtSxGZrrMoiSzWGGTABmvGMjoxYEY84gyYu4aHsGopoo0bN5q2UJyHhnuTna+DPgzn/Sx75yvHWK9Q9MuE82BePw4eTOtXIjaVmVWxzjrPtIXIsKpeA8RadRmwiqLxfvjVFXDAB2HFfbDX+Oz7ZVuY2+GwBNsyYI4yEIMMmFHc/wxjWJUBS02SFnsPGx+AX10Jc4+DFfcOdb6yZblS47/Sx4HlyYZVTBlUuQfT+nHwYFq/ErGpzKyK1Zto1QasqtcAsboMmAmaVsMvVsKc98OFv4SxE4Y+8zseKOKJVR05cPVQdlwGzBEYlwEz7cBaXAYsTh6aH4H7PwWzj4YL7x/e+YL8Tzv63C/2ZWCJB9P6cfBgWr8SsanMrIrVZcCqEpcBqxRe+g3ceyHMfC9c9ACM8/GtzGVYHJbjMmCOwLgMmGkH1mJVBiy1kGfsPLQ8BvddBPsdBhf+qnDnK8Di2bEtA8s8mNaPgwfT+pWITWVmVayzV5i2EBlW1WuAWKtuoo6FCxeatsDCB0+BX7419K1j8+/gngtg2qHJzNfetf5PVsw3F6/DtvDaLv/HlIlY1INhD6b14+DBtH4lYlOZWRXrtodMW4gMq+o1QKxVlwFrb283bYH2ur8derNqMtx1DkxdCBc/CN860F9my+9YsGz6cSgD58G4fhw8mNavRGwqM6tiTf+/UOVYVa8BYq26DNiMGTNMW2DGhbfApEnwypNDGy9+EMbXlVfY67DN6O0tr44PYlEPhj2Y1o+DB9P6lYhNZWZVrL3Pm7YQGVbVa4BYqy4DtmPHDtMWkh5e/V+4+5PJ245Xb4Z99k1+GCCzVZS+YZwH8/px8GBavxKxqcysinX8gaYtRIZV9RogViMdMBG5WUSaReR5EXlARGrDOve4ccHWUQyDiT0b4a5lMHkOXPIQTJgWqX4cysB5MK8fBw+m9SsRm8rMqlh37zBtITKsqtcAsZrKgD0GHKaq7wU2Adca8hE+r61l8sOXwaSZXudrerDzBXga0uFwOBwORzwx0gFT1d+q6qD39i/AnLDOvWvXrrBOVTwd6+Guc3h3XF2y8zVxPyM2jJaB8xAb/Th4MK1fidhUZlbFOqbWtIXIsKpeA8QahzFglwK/zvWhiFwpIutEZF1nZyfd3d10dnbS0dFBT08Pra2t9Pf309TURCKRoLOzExianba+vp5EIkFTUxP9/f20trbS09NDR0cHqfO1tbXR19dHc3Mzg4ODNDQ0DDtH6ndjYyMDAwO0tLTQ29tLe3s7XV1ddHV10Vn/a/SnZ7N7zETeOuduGl99I+s5GhoaGBwcpLm5mb6+Ptra2vLH9NUe6s/4Q/aYbrmc/m/MGxETEEpM7e3t9Pb20tLSwsDAwJ75TvzEBOStp/r6+rLX05tvvhlqTIWuvcyYOjs7I7n28sVUW1sbakzF1tOECRMCx2QbtbW1pi1EhlWx7mwzbSEyrKrXALGWbSZ8EXkcyJYCuk5VH/T2uQ44BjhHfRjxM5N0S0sLCxYsKMFxADob4M4zYOwk+NQjtLw+EI2HHLPkGymDDJwH8/px8BCGvm0z4ZuusyiJLNYYDONomX4qC7oeNSMe8Uz47hoeIl/7VbZpKFT1xHyfi8hK4DTgo346X36ZO3duWKfyx18b4adnwtiJsPIhqJ3L3L0HotHO8UcVeRk4D7HUj4MH0/qViE1lZlWs258svFOVYFW9BojV1FOQS4FrgDNUdWeY5960aVOYp8vPtqZk52vMeLhkNUw5MHoPWTCt7zzEQz8OHkzrVyI2lZlVsc443bSFyLCqXgPEamQxbhHZDIwF3vA2/UVVP1PouFgtZtvVDHd8HEaNgZWPwL7zTTtyOKqSct6C9L4Mfg8YBfxEVW/K+Hws8FPgaJLt1bmq2iYiBwIvAi95uxZsw2LVftlGDG5BGsUtxm2M2C3GraoHq+r+qnqE91Ow8+WX1ADfsvL6JrjzdKgZlXzaMaPzFYmHPJjWdx7ioR8HD6b18yEio4AfAqcAi4DzRWRRxm6XAT2qejDwb8C30j5rrdg2LCZYFesBnzZtITKsqtcAsRrJgJVKLL5BvtEKt58K+m4y8zXtELN+UuQYkO9wVDrlyoCJyHHAKlX9mPf+WgBV/WbaPmu8fZ4WkdHAX4FpwAHAw6p6mF+9WLRftuIyYKYdWEvsMmDlpKw97+0vwx2nQWJ3MvOVo/NluvdvWt95iId+HDyY1i/AbOC1tPdbvG1Z9/HmLnwT8NYVY56IPCcifxSRrCstFzuNTn19PevXr498Gp0op2dJj+mZZ56JJqbRE2mcvSJ5rJeJSv1umHMJgzVjad7vLPrGzqBt3xPo3ucQOicdSUftEnrGH0TrtJPoH1NH08zlJKihfu4Vw85RP/cKEtTQNHM5/WPqaJ12Ej3jD6Kjdgmdk46ke59D+OPCr9I3dgbN+53FYM1YGuZcktVP4+wVDIyeSMv0U+kdN4f2uuPpmngYXRMPo73ueHrHzaFl+qnFxRTBlDPp9fTYY4/F/toL6+/piSeeKHkaHZcB80tPG9z+cdi9M9n52s/3F1+HwxGAMmbAlgFLVfVy7/1FwBJVvSptnxe8fbZ471uBJcBbwARVfUNEjgb+B1isqr259FwGzCAuA2bagbVYlQFL9VZDZUc73HE6vNMHFz9YsPNVFg9FYFrfeYiHfhw8mNYvQAewf9r7Od62rPt4tyAnA2+o6oCqvgGgquuBVmBhGKZiXmahYlWsXsbLBqyq1wCxVl0HbPHixeGe8M0tyduOA28mO18z3xu9hyIxre88xEM/Dh5M6xdgLbBAROaJyF7AecDqjH1WA6n/nMuA36uqisg0bxA/InIQsAB4OQxTMS+zULEq1q33mLYQGVbVa4BYq64Dtnnz5vBO9mZHsvPV3wMXPQCzjojeQwmY1nce4qEfBw+m9fPhjem6ClhDckqJ+1R1o4jcICJneLvdCuzrTZ3zReDL3vYPAc+LyAbgfuAzqro9DF9xLrOwsSrW6aeYthAZVtVrgFjLNhO+KebMCWld797O5FQTb3cnO1+zj47eQ4mY1nce4qEfBw+m9Quhqo8Cj2Zs+2ra613A8izH/RL4ZTk8xb3MwsSqWHueNm0hMqyq1wCxVl0GrLu7O/hJ3tqW7Hz1bYMLfwn7vz96DwEwre88xEM/Dh5M61ciNpWZVbFOeI9pC5FhVb0GiLXqOmATJkwIdoK+15Odr96tcMH9MHdJ9B4CYlrfeYiHfhw8mNavRGwqM6ti3dVp2kJkWFWvAWKtuluQu3fvLv3gt7vhp2ckn3q88H444LjoPYSAaX3nIR76cfBgWr8SsanMrIp11HjTFiLDqnoNEGvVdcASiURpB+7cnlxYe/vLsOI+OPD46D2EhGl95yEe+nHwYFq/ErGpzKyKtWYv0xYiw6p6DRBr1d2CHD++hG8ZO7cnM1/dLXD+z+GgD0fvIURM6zsP8dCPgwfT+pWITWVmVazvvG7aQmRYVa8BYq26Dtj27UU+Cd6/A/77bHj9JTjvbpj/keg9hIxpfechHvpx8GBavxKxqcysinWf+aYtRIZV9Rog1qrrgM2aNcv/zrvehLvOgW0b4dy7YMGJ0XsoA6b1nYd46MfBg2n9SsSmMrMq1h2xXhc1VKyq1wCxVl0H7JVXXvG3465euOsT0NkAn/wpLPxY9B7KhGl95yEe+nHwYFq/ErGpzKyKdepHTVuIDKvqNUCsVbcYdyKRoKamQL9y4C24axlsWQufvBPec3qILn16KCOm9Z2HeOjHwUMY+uVajDtq/C7GbbrOoiSyWGOwGHeCGmowNDg94sW43TU8hFWLcW/YsCH/Du+8DT/7ZLLztezW0DtfvjyUGdP6zkM89OPgwbR+JWJTmVkV69zLTFuIDKvqNUCsVZcBy8s7O+HuT8KrT8E5P4bDl4VnzuFwlAXbMmCOMhCDDJhRIs6AOYawKgO2fn2OgY67++Hn5yU7X2ffUtbOV04PEWFa33mIh34cPJjWr0RsKrOiYl01ufSfGLD+gE+bthAZ7hr2hx0ZsN274J7zofUPcNZ/wBHnh2/O4XCUBZcBcwCx6UhVJC4DZgyrMmD19fXDNwwOwL0XQuvv4cx/j6TzNcJDxJjWdx7ioR8HD6b1KxGbysyqWOdeYdpCZFhVrwFirboM2LAnEgbfgfsugk2/gdO/B0evLL/JTA8GMK3vPMRDPw4e3FOQQ7inIEdSVKwVngFzT0FWJ+4pyDSam5uTL97dDb9Ymex8ffw7kXW+hnkwhGl95yEe+nHwYFq/ErGpzKyKdeYnTFuIDKvqNUCsVdcBmzdvXrLzdf+l8NIjcMrN8P5oH/+dN29epHpx03ce4qEfBw+m9SsRm8rMqli7f2faQmRYVa8BYh0dog/fiMjXgTOBBNAFrFTVrWGce+uWduZv+Ca8uBo+9k1YcmUYpy3Ow9atzJ9vbt0v0/rOQzz04+DBtH4lYlOZWRVr7dHMf/0xM+JBb98WeQvTqnoNEKupDNjNqvpeVT0CeBj4aihnTbzL/mtvhI0PwMk3wnGfC+W0xVJXV2dENy76zkM89OPgwbR+JWJTmVkV69utpi1EhlX1GiBWIxkwVe1Ne7sPEPxJgMS78D+fZa9Nq+HEVfA3/yfwKUtl586dTJkyxVp95yEe+nHwYFq/ECKyFPgeMAr4iarelPH5WOCnwNHAG8C5qtrmfXYtcBnwLvD3qromDE9xL7OSyZKF2Vm7hCk7njFgJnp27jWNKTtfNm2jNIrMoI2o1yqeBiPI36uRDhiAiHwDuBh4E/i7PPtdCVwJyVXHu7u72b17N4lEgvHjx7N9+3ZmzdyPgfsup7btUV6dfzEHHP+PrF+/nqOPPpr6+nqOOOIImpubmTdvHlu3bqWuro6dO3dSU1PDmDFj6OvrY+rUqWzZsoWDDz6YjRs38r73vW/POVK/GxsbWbhwIe3t7cyYMYMdO3Ywbtw4AHbt2kVtbS3btm1j7NixNDY2cvjhh484R0NDA4sXL2bz5s3MmTOH7u5uJkyYMDKmWbN45ZVXOPTQQ9mwYQNHHXWU75j6+vpoa2sLNaa5c+eyadMm3zENDAzQ2dkZWkyl1NO2bduYOHFiaDEVW09tbW3MnDkz0msvM6ZZs2ZFeu1lxjRhwgQaGhoCxVQuRGQU8EPgJGALsFZEVqtqU9pulwE9qnqwiJwHfAs4V0QWAecBi4FZwOMislBV380puPU5X//IaiYdCb3Pjfwg6D+xGD5FWJN4x7SFyHCxVigF/m5y/r36oGzTUIjI48B+WT66TlUfTNvvWmCcqn6t0DlzPsb9yNWw9sdwwrV0H3Y5U6dODeA8ON3d3UY9mNZ3HuKhHwcPYeiXaxoKETkOWKWqH/PeXwugqt9M22eNt8/TIjIa+CswDfhy+r7p++XSO2bWKF135YSCvrr3OYSpb79UclyVhIu1OolVrGX+4lIoVrm+N2f7ZXweMBGZCzyqqof52Pd14NUCu00FusPwFgDTHkzrOw/x0I+DhzD0D1DVaWGYSUdElgFLVfVy7/1FwBJVvSptnxe8fbZ471uBJcAq4C+qepe3/Vbg16p6f4bGngw+cAjg57+S6TqLEhdrdeJiHSJn+2XqKcgFqtrivT0T8DWRhp9GWETWmZ600bQH0/rOQzz04+DBtL5pVPW/gP8q5hibyszFWp24WP1hagzYTSJyCMlpKF4FPmPIh8PhsJcOYP+093O8bdn22eLdgpxMcjC+n2MdDocjJ6aegrRnSmCHwxFX1gILRGQeyc7TecCKjH1WA5cATwPLgN+rqorIauBuEfkOyUH4C4BnI3PucDgqHmNPQZaRotL9ZcK0B9P64DzEQR/MezCtnxNVHRSRq4A1JKehuE1VN4rIDcA6VV0N3Ar8t4hsBraT7KTh7Xcf0AQMAp/P+wRkccS2zMqAi7U6cbH6wPggfIfD4XA4HA7bqLq1IB0Oh8PhcDjijuuAORwOh8PhcERMVXbAROTrIvK8iGwQkd+KyCwDHm4WkWbPxwMiUhux/nIR2SgiCRGJ9HFgEVkqIi+JyGYR+XKU2p7+bSLS5c3hFDkisr+I/EFEmrw6+ELE+uNE5FkRafD0r49SP8PLKBF5TkQeNuWhkhGRL4mIiojZGX3LiOm2styYbg+jwnS7Z4Kg7VtVdsAo12LfxfEYcJiqvhfYBFwbsf4LwDnAn6IUTVve5RRgEXC+t2xLlNwBLI1YM51B4Euqugj4APD5iMtgAPiIqr4POAJYKiIfiFA/nS8ALxrSrmhEZH/gZKDdtJcyY7qtLBsxaQ+jwnS7Z4JA7VtVdsDKsth38R5+q6qD3tu/kJwnKEr9F1XVxFoQxwKbVfVlVX0HuIfkZLuRoap/IvnEmhFUtVNV673Xb5H8A50dob6qap/3doz3E/nfgIjMAT4O/CRq7Srh34BrMFB3UWK6rSwzxtvDqDDd7kVNGO1bVXbAILnYt4i8BlyAmQxYOpcCvzbsISpmA6+lvd9CFf8RFkJEDgSOBJ6JWHeUiGwAuoDHVDVSfY/vkuxAJAxoVzQicibQoaoNpr1ETLW1lVa2h6bavYj5LgHbt4qdB6zQYt+qeh1wnbfA7lVAwcW+w/bg7XMdydTsz0zoO8whIhOAXwL/kJGVLTvenFRHeONpHhCRw1Q1sjFxInIa0KWq60XkhKh0K4l8f7/A/yV5+7EqMN1WOqLDZLsXFWG1bxXbAVPVE33u+jPgUcrQASvkQURWAqcBH9UyTLhWRBlEiVuiBRCRMSQboZ+p6q9M+VDVHSLyB5Jj4qJ8KOGDwBkiciowDpgkInep6oUReog1uf5+ReRwYB7QICKQ/BuqF5FjVfWvEVoMDdNtpUGsag/j0u5FQCjtW1XeghSRBWlvfS/2HbKHpSTTk2eo6s6o9Q2yZ3kXEdmL5Mzhqw17ihRJ/te8FXhRVb9jQH9a6kkyEdkbOImI/wZU9VpVnaOqB5K8Bn7vOl/+UNVGVZ2uqgd65bcFOKpSO1+FqPK20pr20HS7FyVhtW9V2QEjudj3CyLyPMk0vonHYf8dmAg85k2H8Z9RiovI2SKyBTgOeERE1kSh6w2mTS3v8iJwn6pujEI7hYj8nOTafYeIyBYRuSxKfZLfji4CPuLV/Qbvm1JUzAT+4F3/a0mOAXPTQDjiitG2spzEoT2MENPtXsXhliJyOBwOh8PhiJhqzYA5HA6Hw+FwxBbXAXM4HA6Hw+GIGNcBczgcDofD4YgY1wFzOBwOh8PhiBjXAXM4HA6Hw+GIGNcBcwRCRGpF5HOmfaQQkZUi8u+mfTgcjspGRE4QkYe912eIyJfz7DusHRSRWSJyfxQ+HZWL64A5glILZO2AiUjFrrTgcDiqExEZVewxqrpaVW/Ks0stae2gqm5V1WUl2CuJzLbWb9tbSlk4wsN1wBxBuQmY7026d7P3rfFJEVkNNInIgSKyZwkcEblaRFZ5r+eLyG9EZL13zKHpJxaRGhFpS83q7m1rEZEZInK6iDwjIs+JyOMiMiPTmIjcISLL0t73pb3+JxFZKyLPi8j1YRaIw+GIHq+taRaRn4nIiyJyv4iM9z5rE5FviUg9sFxEThaRp0WkXkR+4a1fiIgs9c5RD5yTdu49mXWv/XlARBq8n79hZDu4p90TkXEicruINHrt1d+lnfNXXhvYIiLfzhHX0SLyR6+dXCMiM73tT4jId0VkHfCFLO8/6uk1ishtIjI2W1mUpTIcvnAdMEdQvgy0quoRqvpP3rajgC+o6sICx/4X8H9U9WjgauBH6R+qagJ4EDgbQESWAK+q6jbgz8AHVPVI4B6SS5n4QkROBhYAxwJHAEeLyIf8Hu9wOGLLIcCPVPU9QC/Ds/NvqOpRwOPAV4ATvffrgC+KyDjgx8DpwNFkXzwc4PvAH1X1fSTbuo1kbwdTfB5QVT0cOB+409OCZPtzLnA4cK6IpK8bmVpb8QfAMq+dvA34Rtoue6nqMar6r+nvgR8CdwDnerqjgc9mloWq3pMjRkcEuA6Yoxw8q6qv5NvB+8b5N8AvRGQDcAvJJXQyuZdkAwXJNbfu9V7PAdaISCPwT8DiIvyd7P08B9QDh5LskDkcjsrmNVV9ynt9F3B82meptuMDwCLgKa/tuQQ4gGQ78IqqtngLgt+VQ+MjwH8AqOq7qvpmAU/Hp86lqs3Aq0Dqy+nvVPVNVd0FNHk+0jkEOAxvmSaSHcc5WWLKfH+IF8sm7/2dwIey7OcwiBuj4ygHb6e9HmR4Rz/1za8G2KGqRxQ419PAwSIyDTgLuNHb/gPgO6q6WkROAFZlOXaPtojUAHt52wX4pqreUjgUh8NRQWSurZf+PtUuCcn1Uc9P31FEjiijr1wMpL1+l5H/kwXYqKrH5Tj+7QLvc+F3P0cZcRkwR1DeIrmQbi62AdNFZF9vDMJpAKraC7wiIssBJMn7Mg/2vok+AHwHeFFV3/A+mgx0eK8vyaHdRvJWAsAZwBjv9Rrg0rRxH7NFZHqhQB0OR+yZKyKpzsoKkkMVMvkL8EERORhARPYRkYVAM3CgiMz39js/y7EAv8O7nScio0RkMvnbwSeBC7z9FwJzgZd8xvMSMC0Vk4iMERE/2f6XSMZysPf+IuCPPjUdEeE6YI5AeB2ip0TkBRG5Ocvnu4EbgGeBx0g2cikuAC4TkQaS4yjOzCFzL3Ahw9Pmq0jevlwPdOc47sfAh73zH4f3rU9VfwvcDTzt3cK8n/ydSIfDURm8BHxeRF4EpuDdKkxHVV8HVgI/F5HnSWbZD/VuA14JPOINUO/KofEF4O+8tmM9sKhAO/gjoMbb/15gpaoO4ANVfQdYBnzLa8c2kBy6Uei4XcCnSLaRjUAC+E8/mo7okGSCweFwOByOykVEDgQeVtXDTHtxOPzgMmAOh8PhcDgcEeMyYA6Hw+FwOBwR4zJgDofD4XA4HBHjOmAOh8PhcDgcEeM6YA6Hw+FwOBwR4zpgDofD4XA4HBHjOmAOh8PhcDgcEfP/AY6jBE/oDECzAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 720x720 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "linreg = LinearRegression()\n", "linreg.run_training(inputs='all', targets='all', plot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Some inputs and targets**\n", "<br>\n", "Now, let's train a random forest only on the targets o3_average_values and o3_median and just using the inputs country, htap_region and water_25km. Again, this works similar with the other two models." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- Data Preprocessing ---\n", "\n", "#inputs: 3\n", "#features: 81\n", "#targets: 2\n", "\n", "scaling: robust\n", "scale targets: True\n", "\n", "#train data: 2693\n", "#val data: 870\n", "#test data: 884\n", "\n", "\n", "--- Evaluation ---\n", "\n", "\n", "-- all_targets --\n", "\n", "mse(train): 0.3246\n", "mae(train): 0.3981\n", "r2(train): 53.4297\n", "\n", "mse(val): 0.6096\n", "mae(val): 0.5774\n", "r2(val): 7.3557\n", "\n", "mse(test): 0.6701\n", "mae(test): 0.6097\n", "r2(test): 3.8231\n", "\n", "\n", "-- o3_average_values --\n", "\n", "mse(train): 0.3364\n", "mae(train): 0.4025\n", "r2(train): 53.1588\n", "\n", "mse(val): 0.6258\n", "mae(val): 0.5829\n", "r2(val): 7.2243\n", "\n", "mse(test): 0.6998\n", "mae(test): 0.6217\n", "r2(test): 4.0038\n", "\n", "\n", "-- o3_median --\n", "\n", "mse(train): 0.3128\n", "mae(train): 0.3938\n", "r2(train): 53.7007\n", "\n", "mse(val): 0.5934\n", "mae(val): 0.5719\n", "r2(val): 7.4871\n", "\n", "mse(test): 0.6404\n", "mae(test): 0.5977\n", "r2(test): 3.6423\n", "\n", "Plotting training plots...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "linreg = RandomForest()\n", "linreg.run_training(\n", " inputs=['country', 'htap_region', 'water_25km'],\n", " targets=['o3_average_values', 'o3_median'],\n", " plot=True\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Prediction with random forest**\n", "<br>\n", "Now we want to predict a globe image. To do so, we cannot use all inputs in training but only those that are available in gridded data. You can use the inputs that are available in gridded data by passing the string 'gridded_data'. <br>\n", "Also note: You probably want to train on only one target the most time. Then you have to pass the single target within a list!" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "ename": "FileNotFoundError", "evalue": "[Errno 2] No such file or directory: b'/home/timo/python/ozone-interpolation/resources/gridded_metadata_FE.nc'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m~/python/ozone-interpolation/venv/lib/python3.8/site-packages/xarray/backends/file_manager.py\u001b[0m in \u001b[0;36m_acquire_with_cache_info\u001b[0;34m(self, needs_lock)\u001b[0m\n\u001b[1;32m 198\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 199\u001b[0;31m \u001b[0mfile\u001b[0m \u001b[0;34m=\u001b[0m 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\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cache\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 54\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmove_to_end\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyError\u001b[0m: [<class 'netCDF4._netCDF4.Dataset'>, ('/home/timo/python/ozone-interpolation/resources/gridded_metadata_FE.nc',), 'r', (('clobber', True), ('diskless', False), ('format', 'NETCDF4'), ('persist', False))]", "\nDuring handling of the above exception, another exception occurred:\n", "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m<ipython-input-4-cace990a682c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mrandforest\u001b[0m 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304\u001b[0;31m self.get_data(\n\u001b[0m\u001b[1;32m 305\u001b[0m \u001b[0mdata_for\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'training'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minputs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minputs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtargets\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtargets\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 306\u001b[0m scaling=scaling, scale_targets=scale_targets)\n", "\u001b[0;32m~/python/ozone-interpolation/source/models/model.py\u001b[0m in \u001b[0;36mget_data\u001b[0;34m(self, data_for, inputs, targets, plot_features, scaling, data, scale_targets, insert)\u001b[0m\n\u001b[1;32m 83\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 84\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mdata_for\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'training'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 85\u001b[0;31m self.data = DataForTraining(\n\u001b[0m\u001b[1;32m 86\u001b[0m \u001b[0minputs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minputs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtargets\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtargets\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moutput_dir\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moutput_dir\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 87\u001b[0m scaling=scaling, scale_targets=scale_targets)\n", "\u001b[0;32m~/python/ozone-interpolation/source/preprocessing/data.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, inputs, targets, datasets, scaling, scale_targets, output_dir)\u001b[0m\n\u001b[1;32m 104\u001b[0m \u001b[0;31m# Run functions.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 105\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 106\u001b[0;31m 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\u001b[0;34m'gridded_data'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 139\u001b[0;31m hdf = xr.open_dataset(settings.resources_dir +\n\u001b[0m\u001b[1;32m 140\u001b[0m settings.gridded_metadata_file)\n\u001b[1;32m 141\u001b[0m \u001b[0mhdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_dataframe\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_list\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/python/ozone-interpolation/venv/lib/python3.8/site-packages/xarray/backends/api.py\u001b[0m in \u001b[0;36mopen_dataset\u001b[0;34m(filename_or_obj, group, decode_cf, mask_and_scale, decode_times, autoclose, concat_characters, decode_coords, engine, chunks, lock, cache, drop_variables, backend_kwargs, use_cftime, decode_timedelta)\u001b[0m\n\u001b[1;32m 570\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 571\u001b[0m \u001b[0mopener\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_get_backend_cls\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mengine\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 572\u001b[0;31m \u001b[0mstore\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mopener\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename_or_obj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mextra_kwargs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mbackend_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 573\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 574\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mclose_on_error\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstore\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/python/ozone-interpolation/venv/lib/python3.8/site-packages/xarray/backends/netCDF4_.py\u001b[0m in \u001b[0;36mopen\u001b[0;34m(cls, filename, mode, format, group, clobber, diskless, persist, lock, lock_maker, autoclose)\u001b[0m\n\u001b[1;32m 362\u001b[0m \u001b[0mnetCDF4\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataset\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfilename\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmode\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 363\u001b[0m )\n\u001b[0;32m--> 364\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mcls\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmanager\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgroup\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgroup\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmode\u001b[0m\u001b[0;34m,\u001b[0m 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again\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32mnetCDF4/_netCDF4.pyx\u001b[0m in \u001b[0;36mnetCDF4._netCDF4.Dataset.__init__\u001b[0;34m()\u001b[0m\n", "\u001b[0;32mnetCDF4/_netCDF4.pyx\u001b[0m in \u001b[0;36mnetCDF4._netCDF4._ensure_nc_success\u001b[0;34m()\u001b[0m\n", "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: b'/home/timo/python/ozone-interpolation/resources/gridded_metadata_FE.nc'" ] } ], "source": [ "randforest = RandomForest()\n", "randforest.run_training(inputs='gridded_data', targets=['o3_average_values'], plot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After training, we can predict the globe. (At least for me (Timo) this does not work on my computer, because cartopy always kills my kernel.)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Get data for prediction...\n", "<xarray.Dataset>\n", "Dimensions: (latitude: 1801, longitude: 3600)\n", "Dimensions without coordinates: latitude, longitude\n", "Data variables:\n", " lon (latitude, longitude) float32 ...\n", " lat (latitude, longitude) float32 ...\n", " water_25km (latitude, longitude) float32 ...\n", " evergreen_needleleaf_forest_25km (latitude, longitude) float32 ...\n", " evergreen_broadleaf_forest_25km (latitude, longitude) float32 ...\n", " deciduous_needleleaf_forest_25km (latitude, longitude) float32 ...\n", " deciduous_broadleaf_forest_25km (latitude, longitude) float32 ...\n", " mixed_forest_25km (latitude, longitude) float32 ...\n", " closed_shrublands_25km (latitude, longitude) float32 ...\n", " open_shrublands_25km (latitude, longitude) float32 ...\n", " woody_savannas_25km (latitude, longitude) float32 ...\n", " savannas_25km (latitude, longitude) float32 ...\n", " grasslands_25km (latitude, longitude) float32 ...\n", " permanent_wetlands_25km (latitude, longitude) float32 ...\n", " croplands_25km (latitude, longitude) float32 ...\n", " urban_and_built-up_25km (latitude, longitude) float32 ...\n", " cropland-natural_vegetation_mosaic_25km (latitude, longitude) float32 ...\n", " snow_and_ice_25km (latitude, longitude) float32 ...\n", " barren_or_sparsely_vegetated_25km (latitude, longitude) float32 ...\n", "\n", "Predicting...\n", "\n", "Plotting prediction plots...\n", "\n", "Plotting globe images of predictions...\n", "Plotting global maps as images...\n", "Saving kml files...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x360 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "<Figure size 72x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "randforest.run_prediction()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Loading models**\n", "<br>\n", "If you trained a model in the first place and want to run a prediction afterwards, you can load your model. As an example let's train a neural network first:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- Data Preprocessing ---\n", "\n", "#inputs: 25\n", "#features: 36\n", "#targets: 1\n", "\n", "scaling: robust\n", "scale targets: True\n", "\n", "#train data: 3342\n", "#val data: 1113\n", "#test data: 1110\n", "\n", "\n", "--- Hyperparameters ---\n", "\n", "learning rate: 0.0001\n", "L2 lambda: 0.01\n", "batch size: 32\n", "epochs: 250\n", "\n", "\n", "--- Model Definition ---\n", "\n", "TorchModel(\n", " (lin1): Linear(in_features=36, out_features=20, bias=True)\n", " (lin2): Linear(in_features=20, out_features=5, bias=True)\n", " (lin3): Linear(in_features=5, out_features=1, bias=True)\n", ")\n", "\n", "\n", "--- Training ---\n", "\n", "epoch: 1\n", "loss(train): 0.6868\n", "loss(val): 0.652\n", "\n", "epoch: 2\n", "loss(train): 0.6427\n", "loss(val): 0.6111\n", "\n", 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"mse(test): 0.38600000739097595\n", "mae(test): 0.4609000086784363\n", "r2(test): 46.225\n", "\n", "Plotting training plots...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1440x720 with 6 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nn = NeuralNetwork()\n", "nn.run_training(inputs='gridded_data', targets=['o3_average_values'], plot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now load the model. Please change the ouput folder name for that! We then can run a globe prediction for example." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Get data for prediction...\n", "<xarray.Dataset>\n", "Dimensions: (latitude: 1801, longitude: 3600)\n", "Dimensions without coordinates: latitude, longitude\n", "Data variables:\n", " lon (latitude, longitude) float32 ...\n", " lat (latitude, longitude) float32 ...\n", " water_25km (latitude, longitude) float32 ...\n", " evergreen_needleleaf_forest_25km (latitude, longitude) float32 ...\n", " evergreen_broadleaf_forest_25km (latitude, longitude) float32 ...\n", " deciduous_needleleaf_forest_25km (latitude, longitude) float32 ...\n", " deciduous_broadleaf_forest_25km (latitude, longitude) float32 ...\n", " mixed_forest_25km (latitude, longitude) float32 ...\n", " closed_shrublands_25km (latitude, longitude) float32 ...\n", " open_shrublands_25km (latitude, longitude) float32 ...\n", " woody_savannas_25km (latitude, longitude) float32 ...\n", " savannas_25km (latitude, longitude) float32 ...\n", " grasslands_25km (latitude, longitude) float32 ...\n", " permanent_wetlands_25km (latitude, longitude) float32 ...\n", " croplands_25km (latitude, longitude) float32 ...\n", " urban_and_built-up_25km (latitude, longitude) float32 ...\n", " cropland-natural_vegetation_mosaic_25km (latitude, longitude) float32 ...\n", " snow_and_ice_25km (latitude, longitude) float32 ...\n", " barren_or_sparsely_vegetated_25km (latitude, longitude) float32 ...\n", "\n", "Predicting...\n", "\n", "Plotting prediction plots...\n", "\n", "Plotting globe images of predictions...\n", "Plotting global maps as images...\n", "Saving kml files...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x360 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "<Figure size 72x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "output_folder = 'NeuralNetwork_2021-03-24_14-53-37'\n", "\n", "nn = NeuralNetwork(output_folder=output_folder)\n", "nn.load_model()\n", "nn.run_prediction()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Hyperparameters in neural networks**\n", "<br>\n", "Please note that you can define and change the hyperparameters of a neural network." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- Data Preprocessing ---\n", "\n", "#inputs: 36\n", "#features: 135\n", "#targets: 1\n", "\n", "scaling: normalize\n", "scale targets: True\n", "\n", "#train data: 3342\n", "#val data: 1113\n", "#test data: 1110\n", "\n", "\n", "--- Hyperparameters ---\n", "\n", "learning rate: 0.0001\n", "L2 lambda: 0.01\n", "batch size: 32\n", "epochs: 250\n", "\n", "\n", "--- Model Definition ---\n", "\n", "TorchModel(\n", " (lin1): Linear(in_features=135, out_features=20, bias=True)\n", " (lin2): Linear(in_features=20, out_features=5, bias=True)\n", " (lin3): Linear(in_features=5, out_features=1, bias=True)\n", ")\n", "\n", "\n", "--- Training ---\n", "\n", "epoch: 1\n", "loss(train): 1.0216\n", "loss(val): 0.9466\n", "\n", "epoch: 2\n", "loss(train): 0.9672\n", "loss(val): 0.9026\n", "\n", "epoch: 3\n", "loss(train): 0.913\n", "loss(val): 0.8571\n", "\n", "epoch: 4\n", "loss(train): 0.8564\n", "loss(val): 0.8087\n", "\n", "epoch: 5\n", "loss(train): 0.8041\n", "loss(val): 0.7611\n", "\n", "epoch: 6\n", "loss(train): 0.7547\n", "loss(val): 0.7168\n", "\n", "epoch: 7\n", "loss(train): 0.7115\n", "loss(val): 0.6776\n", "\n", "epoch: 8\n", "loss(train): 0.6755\n", "loss(val): 0.6453\n", "\n", "epoch: 9\n", "loss(train): 0.6448\n", "loss(val): 0.618\n", "\n", "epoch: 10\n", "loss(train): 0.6167\n", "loss(val): 0.5934\n", "\n", "epoch: 11\n", 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0.438400000333786\n", "r2(val): 60.9613\n", "\n", "loss(test): 0.4213\n", "mse(test): 0.4212999939918518\n", "mae(test): 0.48069998621940613\n", "r2(test): 59.1752\n", "\n", "\n", "-- o3_average_values --\n", "\n", "mse(train): 0.24160000681877136\n", "mae(train): 0.37470000982284546\n", "r2(train): 75.9968\n", "\n", "mse(val): 0.3686000108718872\n", "mae(val): 0.438400000333786\n", "r2(val): 60.9613\n", "\n", "mse(test): 0.4212999939918518\n", "mae(test): 0.48069998621940613\n", "r2(test): 59.1752\n", "\n", "Plotting training plots...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1440x720 with 6 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nn = NeuralNetwork(\n", " learning_rate=0.0001,\n", " l2=0.01,\n", " batch_size=32,\n", " epochs=250\n", ")\n", "\n", "nn.run_training(inputs='all', targets=['o3_average_values'], scaling='normalize', plot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Own experiments**\n", "<br>\n", "Now you can run your own experiments." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Testing the Model and Disturb Data\n", "Let's first load one of the previous NNs:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "output_folder = 'NeuralNetwork_2021-03-24_14-53-37'\n", "\n", "nn = NeuralNetwork(output_folder=output_folder)\n", "nn.load_model()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then let's prepare some data for testing. Here, we choose the stations data, but you could also choose 'gridded_data' to get test data from that." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "nn.get_data(data_for='testing', data='stations')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's first run a prediction with the original data:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.04493017 0.07402432 0.1948633 ... 0.2206905 0.03515007 0.07805239]\n" ] } ], "source": [ "nn.predict()\n", "\n", "orig_pred = nn.pred['pred']['o3_average_values']\n", "print(orig_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's disturb the data a little (as a simple example we divide it by 2):" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "x_new = nn.data.x['pred'] / 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we implement the data into our NN object. To do so, it is best to use the insert statement in the get_data method. insert requests a dictionary and allows the keys 'x', 'y', 'targets' and 'scalers':" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "nn.get_data(insert={\n", " 'x': x_new\n", "})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Last, let's predict with the disturbed data:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.15480442 0.17106599 0.21613128 ... 0.22178239 0.14855382 0.18582116]\n" ] } ], "source": [ "nn.predict()\n", "\n", "disturbed_pred = nn.pred['pred']['o3_average_values']\n", "print(disturbed_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Influence the Model and the Training Process\n", "The methods run_training and run_prediction do only combine several methods to run the training process. For example, run_training runs the following methods:\n", "- get_data\n", "- define\n", "- save_params\n", "- train\n", "- evaluate\n", "- print_evaluation\n", "- save_model\n", "- to_table\n", "- plot\n", "\n", "In this example, we are changing the NN architecture and train the model on disturbed data. <br>\n", "Let's first define a model with Pytorch and let's also define our NN object:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "import torch\n", "import torch.nn\n", "import torch.nn.functional as F\n", "\n", "class TorchModel(torch.nn.Module):\n", " def __init__(self, num_input, num_output):\n", " super().__init__()\n", " self.lin1 = torch.nn.Linear(num_input, 50)\n", " self.lin2 = torch.nn.Linear(50, 20)\n", " self.lin3 = torch.nn.Linear(20, num_output)\n", "\n", " def forward(self, x):\n", " x = F.relu(self.lin1(x))\n", " x = F.relu(self.lin2(x))\n", " x = self.lin3(x)\n", " return x\n", "\n", "\n", "nn = NeuralNetwork(learning_rate=0.0001, l2=0.01, batch_size=32, epochs=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we define the data with the data class DataForTraining:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "data = DataForTraining(\n", " inputs='all',\n", " targets=['o3_average_values'],\n", " datasets=['train', 'val'],\n", " scaling='standard',\n", " scale_targets=False,\n", " output_dir=nn.output_dir\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can access the inputs as follows and you can see, that it is a dictionary with all datasets." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'train': array([[ 5.4436668e+01, 1.0000000e+00, 1.0000000e+00, ...,\n", " -5.0000000e-01, -5.0000000e-01, -5.0000000e-01],\n", " [ 5.0754704e+01, 2.0500000e+02, 6.6000000e+01, ...,\n", " -5.0000000e-01, -5.0000000e-01, 5.0000000e-01],\n", " [ 5.1862000e+01, 4.5000000e+01, 8.0000000e+00, ...,\n", " -5.0000000e-01, -5.0000000e-01, -5.0000000e-01],\n", " ...,\n", " [ 4.9322731e+01, 3.4400000e+02, 3.7000000e+01, ...,\n", " -5.0000000e-01, -5.0000000e-01, 5.0000000e-01],\n", " [ 5.2602055e+01, 3.5000000e+01, 5.0000000e+00, ...,\n", " -5.0000000e-01, -5.0000000e-01, 5.0000000e-01],\n", " [ 4.8947613e+01, 8.5800000e+02, 7.6000000e+01, ...,\n", " -5.0000000e-01, -5.0000000e-01, -5.0000000e-01]], dtype=float32), 'val': array([[ 53.1413 , 65. , 22. , ..., -0.5 , -0.5 ,\n", " -0.5 ],\n", " [ 48.850372, 420. , 9. , ..., 0.5 , -0.5 ,\n", " -0.5 ],\n", " [ 49.419575, 110. , 9. , ..., -0.5 , -0.5 ,\n", " 0.5 ],\n", " ...,\n", " [ 24.152 , 13. , 35. , ..., -0.5 , -0.5 ,\n", " 0.5 ],\n", " [ 51.45607 , 143. , 13. , ..., -0.5 , -0.5 ,\n", " -0.5 ],\n", " [ 54.323513, 17. , 9. , ..., -0.5 , -0.5 ,\n", " -0.5 ]], dtype=float32)}\n" ] } ], "source": [ "print(data.x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's simply divide the train and val set by 2 (as a simple example of disturbance):" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "data.x['train'] = data.x['train'] / 2\n", "data.x['val'] = data.x['val'] /2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The targets can be accessed similarly and we see, that they are again a dictionary with the datasets, but within that, there are again dictionaries with the targets. Even if you chose only one target, there will be a second entry 'all_targets'. (I know this is not really nice, but hard to change, since we tried multi task learning...) The values in 'all_targets' will be used for training and validation, whereas the target itself is >not< used for training but only for validation. Feel free to ignore the target itself, since it does not influence the training. But here, we change both and divide them by 4 (again, as a simple example of disturbance)." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'train': {'all_targets': array([[29.8555],\n", " [23.8597],\n", " [21.4072],\n", " ...,\n", " [18.767 ],\n", " [26.3113],\n", " [35.6457]], dtype=float32), 'o3_average_values': array([29.8555, 23.8597, 21.4072, ..., 18.767 , 26.3113, 35.6457],\n", " dtype=float32)}, 'val': {'all_targets': array([[25.9525],\n", " [24.2353],\n", " [21.9163],\n", " ...,\n", " [27.6763],\n", " [23.5591],\n", " [27.5609]], dtype=float32), 'o3_average_values': array([25.9525, 24.2353, 21.9163, ..., 27.6763, 23.5591, 27.5609],\n", " dtype=float32)}}\n" ] } ], "source": [ "print(data.y)\n", "\n", "data.y['train']['all_targets'] = data.y['train']['all_targets'] / 4\n", "data.y['val']['all_targets'] = data.y['val']['all_targets'] / 4\n", "\n", "# the following is not necessary, since it does not influence the training\n", "# but only the validation\n", "data.y['train']['o3_average_values'] = data.y['train']['o3_average_values'] / 4\n", "data.y['val']['o3_average_values'] = data.y['val']['o3_average_values'] / 4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we implement the data into our NN object. To do so, we can use the insert statement in the get_data method. insert requests a dictionary and allows the keys 'x', 'y', 'targets' and 'scalers':" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "nn.get_data(insert={\n", " 'x': data.x,\n", " 'y': data.y,\n", " 'targets': data.targets,\n", " 'scalers': data.scalers,\n", "})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now define the model and then implement our new architecture:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- Hyperparameters ---\n", "\n", "learning rate: 0.0001\n", "L2 lambda: 0.01\n", "batch size: 32\n", "epochs: 100\n", "\n", "\n", "--- Model Definition ---\n", "\n", "TorchModel(\n", " (lin1): Linear(in_features=135, out_features=20, bias=True)\n", " (lin2): Linear(in_features=20, out_features=5, bias=True)\n", " (lin3): Linear(in_features=5, out_features=1, bias=True)\n", ")\n", "\n", "TorchModel(\n", " (lin1): Linear(in_features=135, out_features=50, bias=True)\n", " (lin2): Linear(in_features=50, out_features=20, bias=True)\n", " (lin3): Linear(in_features=20, out_features=1, bias=True)\n", ")\n" ] } ], "source": [ "nn.define()\n", "nn.model = TorchModel(\n", " num_input=nn.data.x['train'].shape[1],\n", " num_output=nn.data.y['train']['all_targets'].shape[1]\n", ")\n", "print(nn.model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now we can run the rest of the training:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- Training ---\n", "\n", "epoch: 1\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 2\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 3\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 4\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 5\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 6\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 7\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 8\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 9\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 10\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 11\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 12\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 13\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 14\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 15\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 16\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 17\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 18\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 19\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 20\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 21\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 22\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 23\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 24\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 25\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 26\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 27\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 28\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 29\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 30\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 31\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 32\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 33\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 34\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 35\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 36\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 37\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 38\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 39\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 40\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 41\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 42\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 43\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 44\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 45\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 46\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 47\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 48\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 49\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 50\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 51\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 52\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 53\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 54\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 55\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 56\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 57\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 58\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 59\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 60\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 61\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 62\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 63\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 64\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 65\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 66\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 67\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 68\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 69\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 70\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 71\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 72\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 73\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 74\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 75\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 76\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 77\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 78\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 79\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 80\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 81\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 82\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 83\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 84\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 85\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 86\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 87\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 88\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 89\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 90\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 91\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 92\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 93\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 94\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 95\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 96\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 97\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 98\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 99\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "epoch: 100\n", "loss(train): 237963.3906\n", "loss(val): 199651.6875\n", "\n", "\n", "--- Evaluation ---\n", "\n", "\n", "-- all_targets --\n", "\n", "loss(train): 237963.3906\n", "mse(train): 237963.421875\n", "mae(train): 256.72430419921875\n", "r2(train): -9217771.6384\n", "\n", "loss(val): 199651.6875\n", "mse(val): 199651.6875\n", "mae(val): 259.4543151855469\n", "r2(val): -8243289.9749\n", "\n", "\n", "-- o3_average_values --\n", "\n", "mse(train): 237963.421875\n", "mae(train): 256.72430419921875\n", "r2(train): -9217771.6384\n", "\n", "mse(val): 199651.6875\n", "mae(val): 259.4543151855469\n", "r2(val): -8243289.9749\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1440x720 with 6 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nn.save_params()\n", "nn.train()\n", "nn.evaluate()\n", "nn.print_evaluation()\n", "nn.save_model()\n", "nn.to_table(naming='training')\n", "nn.plot(naming='training')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }