{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Лабораторная 3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Информация о диабете индейцев Пима" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin',\n", " 'BMI', 'DiabetesPedigreeFunction', 'Age', 'Outcome'],\n", " dtype='object')\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.model_selection import train_test_split\n", "\n", "df = pd.read_csv(\".//scv//diabetes.csv\")\n", "print(df.columns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Столбцы на русском:\n", "'Pregnancies' - количество беременностей\n", "'Glucose' - уровень глюкозы\n", "'BloodPressure'- кровяное давление\n", "'SkinThickness' - толщина кожи\n", "'Insulin' - уровень инсулина\n", "'BMI' - ИМТ\n", "'DiabetesPedigreeFunction' - функция родословной диабета\n", "'Age' - возраст\n", "'Outcome' - исход" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 768 entries, 0 to 767\n", "Data columns (total 9 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Pregnancies 768 non-null int64 \n", " 1 Glucose 768 non-null int64 \n", " 2 BloodPressure 768 non-null int64 \n", " 3 SkinThickness 768 non-null int64 \n", " 4 Insulin 768 non-null int64 \n", " 5 BMI 768 non-null float64\n", " 6 DiabetesPedigreeFunction 768 non-null float64\n", " 7 Age 768 non-null int64 \n", " 8 Outcome 768 non-null int64 \n", "dtypes: float64(2), int64(7)\n", "memory usage: 54.1 KB\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", "0 6 148 72 35 0 33.6 \n", "1 1 85 66 29 0 26.6 \n", "2 8 183 64 0 0 23.3 \n", "3 1 89 66 23 94 28.1 \n", "4 0 137 40 35 168 43.1 \n", "\n", " DiabetesPedigreeFunction Age Outcome \n", "0 0.627 50 1 \n", "1 0.351 31 0 \n", "2 0.672 32 1 \n", "3 0.167 21 0 \n", "4 2.288 33 1 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.info()\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Объект наблюдения - экономика\n", "Атрибуты - содержит набор информации об обучении, такие как:\n", "количество беременностей, глюкоза, кровяное давление, толщина кожи, ИМТ, возраст и другие атрибуты" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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LdvQ8xWNxaisbCYcjLDpvBi6Pc4gjFRERERHpfxpXJUds2vxxhNrDLHt0FWVFHUUgTBMSU3ycc9VCFp03Y4gjFBEREREZGEqc5IgZhsHc06Ywee5YPlhfTEtjAI/XyYRZ+SSlJgx1eCIiIiIiA0aJk/SaN8HNnFMnDXUYIiIiIiKDRnOcREREREREDkOJk4iIiIiIyGEocRIRERERETkMJU4iIiIiIiKHocRJRERERETkMFRVT6SfNDcF2LShlKI9VQDkj01n+sx8klO8QxyZiIiIiBwtJU4i/WDPrkoe+8dKqiubsFotGAasX1PEO2/s4LKrFjBxcs5QhygiIiIiR0FD9USOUmNDG489vILammZGj0klLz+V3NGpjB6TRkNDgEf/sYLampahDlNEREREjoISJ5GjtHlDKVVVzeTmpWCxfPwjZbEYjMpNpq62lU3ri4cuQBERERE5akqcRI7Svj1V2G2WLknTRywWA6fDxu6dlUMQmYiIiIj0FyVOIkcpHjfBMA663zDANM1BjEhERERE+psSJ5GjNGZsOpFIrCOB+hTTNAkGo4wdlzkEkYmIiIhIf1HiJHKUZszOJzXVR3l5Q5eeJdM0qShvJCnFw8zZ+Uf9OuFwlB07ylmztogdO8oJh6NHfU4REREROTIqRy5ylFLTEvjslfN4/JH3KS6qxeWyAQbBYJikJC+fufwkMrOTjuo1Nm0q5aVXN1NV2UQsbmK1GGRmJnL2WdOYNfPokzIREREROTQlTiL9YMq0PNK/6WfD2mJ276wAoHB8JrNOLCDrKJOmrVsP8M/H3iccipKZmYjDYSMcjlJd08yjj63CarUwfVpeP7wLERERETkYJU4i/SQjM5Gzz5/B2efP6LdzxmJxXntjG8FghNF5qZ3bHQ4buaNS2L+/jtff2MaUyaOwWjXyVkRERGSg6EpL5Bh24EA9ZWUNpKcl9Lg/LT2BsrIGSvfXDXJkIiIiIiOLEieRY1gwGCESjeFw9Nw57HTYiERjBNsjgxyZiIiIyMiixEnkGOb3u3E67AQC4R73BwJhXE47/kT3IEcmIiIiMrIocRI5hmVlJTJ+XAa1tS3d1omKx01qalooHJtBzlEWoBARERGRQ1NxCJFjmGEYnH32dCoqmygpqSElxYfTaScUilBX30ZGegLnnD0dwzCGOlQRERGRYU09TiLHuLzcFG684RTmnVRINBqnoaGNSDTGvJPGcuP1pzB6dOrhTyIiIiIiR0U9TiLHgVE5yVxz9SIaGtpoawvh9TpJTvYOdVgiIiIiI4YSJ5HjSHKyVwmTiIiIyBDQUD0REREREZHDUOIkIiIiIiJyGEqcREREREREDkOJk4iIiIiIyGEocRIRERERETkMJU4iIiIiIiKHocRJRERERETkMJQ4iYiIiIiIHIYSJxERERERkcNQ4iQiIiIiInIYSpxEREREREQOQ4mTiIiIiIjIYShxEhEREREROQwlTiIiIiIiIoehxElEREREROQwbEMdgBx/4vE4ZfuqaWkI4Pa5GD0+E6vNOtRhiYiIiIgMGCVO0itF28t49bH3Kd1VSag9jN1hIzs/jdM+dxJTTyoc6vBERERERAaEhurJESvZWcHDd7/Ero2lJCR6yS3MIjndz4G91Tz6m1fZ8v6eoQ5RRERERGRAKHGSI2KaJm8+tYbGmhZGj8/Ck+DCYjFweZzkFmYSbo/w+hOriUZiQx2qiIiIiEi/U+IkR6S2vJG928pIyUzEMIxu+9NykqgoraX4g/IhiE5EREREZGApcZIjEmgNEglFcbkdPe53uhxEw1ECLcFBjkxEREREZOApcZIj4vW7cbhstAdCPe4PtoexO+z4Et2DHJmIiIiIyMBT4iRHJDUrkfHTR1Nf3YQZN7vsM02T2vIGcsakkT8xe4giFBEREREZOEqc5IgYhsHSS+eSlp1E6e4KWpoCRKMxAi1B9u+pxJ3g4swr5ms9JxEREREZlpQ4yRHLLczg2v84n2kLxhFsC1JZWktLUxvjpo/m6lvPZdKcgqEOUURERERkQGgBXOmV3HGZXPfdC6kua6ClsQ23x0n2mDQsFuXgIiIiIjJ8KXGSXjMMg8zcFDJzU4Y6FBERERGRQaFuAhERERERkcNQ4iQiIiIiInIYSpxEREREREQOQ4mTiIiIiIjIYShxEhEREREROQwlTiIiIiIiIoehxElEREREROQwlDiJiIiIiIgchhInERERERGRw1DiJCIiIiIichhKnERERERERA5DiZOIiIiIiMhhKHESERERERE5DCVOIiIiIiIihzGkidOdd97J3LlzSUhIICMjg0suuYSdO3ce9nmPP/44J5xwAi6Xi2nTpvHiiy8OQrQiIiIiIjJSDWni9Pbbb/O1r32N999/n2XLlhGJRDjrrLNoa2s76HNWrFjBlVdeyRe/+EU2bNjAJZdcwiWXXMLWrVsHMXIRERERERlJbEP54i+//HKXxw888AAZGRmsW7eOU045pcfn3HvvvZxzzjl8+9vfBuCnP/0py5Yt47e//S1//OMfBzxmEREREREZeYY0cfq0pqYmAFJSUg56zMqVK7ntttu6bDv77LN5+umnezw+FAoRCoU6Hzc3NwMQiUSIRCJHGXF3H51zIM4tQ0NtOjypXYcftenwpHYdftSmw8/x3Ka9idkwTdMcwFiOWDwe56KLLqKxsZF33333oMc5HA4efPBBrrzyys5tv//977njjjuoqqrqdvztt9/OHXfc0W37I488gsfj6Z/gRURERETkuBMIBLjqqqtoamrC7/cf8thjpsfpa1/7Glu3bj1k0tQX3//+97v0UDU3N5OXl8dZZ5112A+nLyKRCMuWLePMM8/Ebrf3+/ll8KlNhye16/CjNh2e1K7Dj9p0+Dme2/Sj0WhH4phInL7+9a/z/PPPs3z5cnJzcw95bFZWVreepaqqKrKysno83ul04nQ6u2232+0D2rADfX4ZfGrT4UntOvyoTYcntevwozYdfo7HNu1NvENaVc80Tb7+9a/z1FNP8cYbb1BQUHDY5yxYsIDXX3+9y7Zly5axYMGCgQpTRERERERGuCHtcfra177GI488wjPPPENCQgKVlZUAJCYm4na7Abj22msZNWoUd955JwC33HILp556KnfddRfnn38+//rXv1i7di1//vOfh+x9iIiIiIjI8DakPU5/+MMfaGpqYsmSJWRnZ3f+e/TRRzuPKS0tpaKiovPxwoULeeSRR/jzn//MjBkzeOKJJ3j66aeZOnXqULwFEREREREZAYa0x+lICvq99dZb3bZddtllXHbZZQMQkYiIiIiISHdD2uMkIiIiIiJyPFDiJCIiIiIichhKnERERERERA5DiZOIiIiIiMhhKHESERERERE5DCVOIiIiIiIih6HESURERERE5DCGdB0nOT411beyY20RLY0BPD4nE2eNIS07aajDEhEREREZMEqc5IiZpsmKlzfzxhOraaxrxTDAjJv4krwsPGcaZ1w2D6vNOtRhioiIiIj0OyVOcsQ2vrOT5x98B5vVSl5hJharBTNu0ljbwmuPr8bpdrDkkhOHOkwRERERkX6nOU5yRGLRGO++uIl4LE76qGQs1o6vjmExSM7w4/I4WfnyFgKtwSGOVERERESk/ylxkiNStb+eytJaUtL9Pe5PzvBTX91EyQcVgxyZiIiIiMjAU+IkRyQSjhKLxbHae57DZLVaiMdNIpHoIEcmIiIiIjLwlDjJEUnJTMTjc9Ha1N7j/rbmdtxeJ6mZiYMcmYiIiIjIwFPiJEckIcnDjIXjaa5vIRLu2qsUi8Wpq2ykcGouOQXpQxShiIiIiMjA6XVVvVgsxq9//Wsee+wxSktLCYfDXfbX19f3W3BybFl66VzKi2rYs2U/Lo8Tl9dJOBihrbmdUWPTOe8LizEMY6jDFBERERHpd73ucbrjjju4++67ueKKK2hqauK2227jM5/5DBaLhdtvv30AQpRjhT/Fyxe+fT4X3nAKyZl+4rE43kQ3Z1+1gBv+82Iyc1OGOkQRERERkQHR6x6nf/zjH9x3332cf/753H777Vx55ZUUFhYyffp03n//fW6++eaBiFOOEb5ED0suOZGTL5xNOBjB4bRp0VsRERERGfZ63eNUWVnJtGnTAPD5fDQ1NQFwwQUX8MILL/RvdHLMslotuL1OJU0iIiIiMiL0OnHKzc2loqJjrZ7CwkJeffVVANasWYPT6ezf6ERERERERI4BvU6cLr30Ul5//XUAvvGNb/DDH/6Q8ePHc+2113LjjTf2e4AiIiIiIiJDrddznP73f/+38/9XXHEF+fn5rFixgvHjx3PhhRf2a3AiIiIiIiLHgl4nTsuXL2fhwoXYbB1PnT9/PvPnz+/3wERERERERI4VvR6qt3TpUq3VJCIiIiIiI0qvEyfTNAciDhERERERkWNWr4fqAaxcuZLk5OQe951yyilHFZCIiIiIiMixpk+J06WXXtrjdsMwiMViRxWQiIiIiIjIsaZPiVNlZSUZGRn9HYuIiBxCKBJl24Eq6loDuOw2JudmkurzDHVYIiIiI0KvEyfDMAYiDhEROYTNpRU8unIzZfVNxE0TTEj0uFg6uZCLTpyMzdrrKasiIiLSC71OnFQcQkRkcO2urOUvb6yhuT3IqGQ/DpuNeNykrjXAM+u2Y1gMLp07ZajDFBERGdZ6fYsyHo9rmJ6IyCB6fese6lsDjElLxvHhGnoWi0G630uCy8Gb2/ZS3xoY4ihFRESGtz6N7XjooYdYtGgROTk5lJSUAHDPPffwzDPP9GtwIiIjXVMgyNb9VaQleHscKp3q89IYCLKjrHoIohMRERk5ep04/eEPf+C2227jvPPOo7GxsbOKXlJSEvfcc09/xyciMqKFIlGisTj2g8xhslgMDCAYiQ5uYCIiIiNMrxOn3/zmN9x333384Ac/wGq1dm4/8cQT2bJlS78GJyIy0vk9LnwuB63BcI/7Q5EoFsMgRdX1REREBlSvE6eioiJmzZrVbbvT6aStra1fghIRkQ4uu42FE/JpCYYIR7uuk2eaJuWNzeSmJjI1N3OIIhQRERkZep04FRQUsHHjxm7bX375ZSZNmtQfMYmIyCecMW0cU/KyKK5toKKxhdZgiPrWAHuq6kj0uLhiwXTsNuvhTyQiIiJ91uty5Lfddhtf+9rXCAaDmKbJ6tWr+ec//8mdd97JX/7yl4GIcVgKtLTzweo9NNc24/a5mDB3HMkZiUMdlogcg/xuF187az5vbN3Lil0ltARD2CwWTplUwOlTx1GYmTrUIYqIiAx7vU6cvvSlL+F2u/mv//ovAoEAV111FTk5Odx77718/vOfH4gYh511yzbx8t/epLasDgDTBH+qj8WXzuP0a07uMndMRAQ6kqdL5k7h3JkTaW4P4rTb8LtdQx2WiIjIiNHrxAng6quv5uqrryYQCNDa2qp1nXph24qd/N+vnycWiTFqXDY2u5V4PE5DZSOv3P8mNoeN065cPNRhisgxymm3kW73DXUYIiIiI06f1nEC2LdvH2+88QZr1qyhqKioP2MatkzTZPkTKwm2hcgem4nN3tGzZLFYSM1JweVx8t7Tq2lr1kKWIiIiIiLHksMmTtFolKuuuorW1lYAmpubueyyyxg3bhyXXnopl1xyCePGjePyyy+npaVlwAM+nlWX1rL/gzJSspJ63J+SnUR9RQNFm0sGNzARERERETmkwyZONpuNZ555hurqjlXpb7nlFrZu3co777xDMBgkGAzy9ttvs3XrVm699dYBD/h4FglFiEVj2B09j5C0flgVKxyMDGZYIiIiIiJyGEc0xyktLY1otGNV+meffZZnnnmGRYsWde5fvHgxf/rTn7j00ktVWe8QkjIScSe4aWsK4PQ4u+0PtLTjcDlIPkiP1LEgHo+zb1sZW97fQ311M/4kD5NPKmTizPzOoYeDKdAWYseGEmqrmrHZrYydmEX++Ewslj6PQhURERER6eaIEqdx48axbt06JkyYQDweJyUlpdsxycnJBAKam3MoviQvM5dO5Y1/vktCakKXnqd4PE71/lomnFhI/uTcIYzy4KKRGM/+7W3WvLGNcCiK3WEjGomy5s3tTJ03js999XQ8vsGr8rVjUynPPryCmoomoKM6ocNl44TpeXz2hpPx+d2DFouIiIiIDG9HlDhdffXV/Od//iennXYaixYt4vbbb+fvf/87LlfHRXJ7ezt33HEH8+fPH9Bgh4Oln1/E/g/K2LOhCG+iB7fPTTgYpqm2hcz8dC74ylnHbG/Juy9uZMXLm0jJSMSX6Onc3h4IsfGdnfiTvVzypSWDEsuB4loe/8ty2lrayclPxfbhMMdAa5BNq/YC8IVvnHHMfpYiIiIicnw5osTpxhtvZNWqVcyYMYOpU6fy4osv8sYbbzBjxgwANm3ahN1u56WXXhrQYIeDxDQ/1/3kClY+u5Z1yzYTaA5gd9pZeuUiFlx4Illjjs3S7uFghDWvbcPpdnZJmgDcHieJaQlsem8Xp148m+R0/4DHs+btnTTWtZI/LgPDMDq3e3wu0rOT2Ln5ACV7qimYkDXgsYiIiIjI8HfE6zj96U9/4pprruGFF14gPz+feDwOdAzRu+KKK7jqqqvw+bS2yJHwpyRw9vVLWXrlYtpb2nF6nLh6mPN0LKk6UEd9TTMpB0mKElO8HNhTRdm+6gFPnGLRGNs3lJCQ6O6SNH3E43VSW9nEvg8qlDiJiIiISL/o1QK4J598MieffPJAxTLiOJx2HE77UIdx5EzzEDsNzMMd0k9icZNYLI7V1vMwPMMwwDCIRmIDH4yIiIiIjAi9Spw+KRAIUFpaSjgc7rJ9+vTpRx2UHHvSR6WQmJZAU30rGaO6FwdpbmglIcnDqIL0AY/FbreSNSqZPTvKSUrp3ssZjcYwgLSsxAGPRURERERGhl4nTjU1NVx//fW8/PLLPe6PxXSXfzhyuR2cdNpkXnjoPdpa2vEmfFyxLtQeprGmhYXnTiclc+CTFcMwmHPyBPbsKKe1pR3fJ2IxTZPKAw1k5CQxeeboAY9FREREREaGXpcc++Y3v0lTUxOrVq3C7Xbz8ssv8+CDDzJ+/HieffbZgYhRjhGLL5jFSadPobG2hdLdFVTur6N0TyXVZfVMnVfIuVcvOvxJ+snMeWM56dSJNNa1caColsa6VuqqmynZW43P7+aiqxfi9h7b88ZERERE5PjR6x6nN954g2eeeYYTTzwRi8VCfn4+Z555Jn6/nzvvvJPzzz9/IOKUY4DDaedzXz2d6QvHs3nFbuqqmkhM8TJ13jgmzSnA4Rq8+VpWm5VLr11EwcRs1r27i8oDDThcdk5dNJ4TF09g1Ji0QYtFRERERIa/XidObW1tZGR0lMxOTk6mpqaGCRMmMG3aNNavX9/vAcqxxWqzMmlOAZPmFAx1KFhtVuYsGs/sheOIRGJYLQbWD9dzEhERERHpT70eqjdx4kR27twJwIwZM/jTn/5EWVkZf/zjH8nOzu73AEUOxzAMHA6bkiYRERERGTC97nG65ZZbqKioAODHP/4x55xzDv/4xz9wOBw88MAD/R2fiIiIiIjIkOt14nTNNdd0/n/OnDmUlJTwwQcfMHr0aNLSNK9ERERERESGnz6v4/QRj8fD7Nmz+yMWERERERGRY1KvE6fbbrvtkPvvvvvuPgcjIiIiIiJyLOp14nTPPfeQkJDAnDlzME2zyz7DMPotMBERERERkWNFrxOn++67jx/96EfYbDbuuusupk2bNhBxyTEuHo8TDkawq5qdiIiIiIwAvU6cvvjFL3LllVfy85//nEWLFnHFFVfw3//932RmZg5EfHKMaWtuZ82b21n35nZam9txuR3MPHkiJ50+heR0/1CHJyIiIiIyIHq9jhN0FIS444472LlzJ7FYjAkTJvCTn/yE9vb2/o5PjiHN9W38/RfP89zf3qa+qhmLxUJrUzuvPLKS+//nWaoO1A91iCIiIiIiA6LXPU7PPvtsl8eXXHIJ+fn5/PKXv+TPf/4zBw4c6Lfg5Njy1tNr2b15P6PGZmB3fPzVSclMZP+eSl586F2u/96FmusmIiIiIsNOrxOnSy655KD72trajiYWOYa1NAbY+N4u/CneLkkTgNVqIS0rib1bD1BRXEtOQfoQRSkiIiIiMjB6PVQvHo8f8p8MT/XVTQRag/gSPT3u9/rdtLeFqK1sHNzAREREREQGQZ/mOMnIY7fbsFotxCKxHvfHYnEsFgO7/ajXVBYREREROeb0+iq3ubm5x+3V1dVMnDiRxMREMjMz2bFjx1EHJ8eOzLwUskancWBvFaN8rm77G6qbScnwk39C9hBEJyIiIiIysHqdOCUlJfU4+d80TQzDoL5eldWGI6vNyuLzZvDY75ZRU95AamYiFqsFM27SWNdCMBDitM/OxdNDUiUiIiIicrzr07iqJ554gpSUlC7b6urquOyyy/olKDk2zTx5IoHWIK//3xr2763CAEwTfEluTv/cSZxy4ayhDlFEREREZED0KXFatGgRGRkZXbZVVVX1S0By7DIMg0XnzWTKvEI+WFdMS0Mbbp+LibPySc9JHurwREREREQGTJ8Sp+3bt1NXV4ff7ycnJ0fr9owwSakJzD9r2lCHISIiIiIyaPqUOJ1++umd/3c4HCxcuJDPfOYz/RaUiIiIiIjIsaTXiVNRUREAoVCIuro69u3bx9tvv813v/vdfg9ORERERETkWNDrxCk/P7/L4wULFnD11VdzzTXXsGTJEsaOHUt6ejqrVq3qtyBFRERERESGUr+tVrp48eLO3iir1dpfpxURERERERly/ZY4WSyWbr1RIiIiIiIiw4FlqAMQERERERE51ilxEhEREREROQwlTiIiIiIiIocxpInT8uXLufDCCzsX0X366acPefxbb72FYRjd/lVWVg5OwCIiIiIiMiL1ujjE//t//++Q+2+++eYjPldbWxszZszgxhtv7NUCujt37sTv93c+zsjIOOLnioiIiIiI9NYRJU7bt29n8uTJAHzzm9/E4/GQkZGBaZpdjjMMo1eJ07nnnsu5557bi3A7ZGRkkJSU1OvniYiIiIiI9MURJU433XQTGRkZPPHEE/zgBz/g3nvv5YwzzuCnP/0pmZmZAx1jNzNnziQUCjF16lRuv/12Fi1adNBjQ6EQoVCo83FzczMAkUiESCTS77F9dM6BOLcMDbXp8KR27aolGGJjaTnbyquIxEzyU5OYk5/DqOTEoQ7tiKlNhye16/CjNh1+juc27U3MhvnpbqMeBINB/H4/5eXlpKWlUVZWxg9+8AOefvppvv3tb/Mf//EfOJ3OowraMAyeeuopLrnkkoMes3PnTt566y1OPPFEQqEQf/nLX3jooYdYtWoVs2fP7vE5t99+O3fccUe37Y888ggej+eoYhYRERERkeNXIBDgqquuoqmpqctUoJ4cUeK0d+9epk6dSkNDAy6Xq3P7+vXr+Y//+A92797Nz372M6699to+B30kiVNPTj31VEaPHs1DDz3U4/6eepzy8vKora097IfTF5FIhGXLlnHmmWdit9v7/fwy+NSmw9NIadf2cIT2SBSfw47D3n2QQSgS5ZevvkNxbQOjU5KwWTtqBpmmSXVTK4Zh8LXT5jM+M22wQ++1kdKmI43adfhRmw4/x3ObNjc3k5aWdkSJ0xEN1bv22mu5//77cblcbN68+eMn22zcc889PPPMM3z961/n3nvvZd26dUcXfS+ddNJJvPvuuwfd73Q6e+wNs9vtA9qwA31+GXxq0+FpuLZrWUMTr2/by7riMsLRKF6ngwXj8jltciHJXnfncev3V7KvtpHc5CQsVivxj3YYBmmJCeytqWdl0QEm52YPyfvoi+HapiOd2nX4UZsOP8djm/Ym3iNKnN57773O/8+cORPDMDoLQ3zy/xs3buxFmP1j48aNZGcfP3/QRUQGWnFNA799bSUVjc0ked14HA5aQ2H+b+1Wth6o5OtnLiTV1zFUubiugZgZx2GzdjuPYRgkuJxsLa/GNE0MwxjstyIiInLM6HU58qKion578dbWVvbs2dPl3Bs3biQlJYXRo0fz/e9/n7KyMv7+978DcM8991BQUMCUKVMIBoP85S9/4Y033uDVV1/tt5hERI5n8bjJv1ZtorKphcLMVCwfJjsJbidpPg87K2t5YeMHXLv4E/NCzYMnRAZ0q6AqIiIyEvU6ccrPz++3F1+7di1Lly7tfHzbbbcBcN111/HAAw9QUVFBaWlp5/5wOMy3vvUtysrK8Hg8TJ8+nddee63LOURERrJ9NfXsqaojOymhM2n6iM1qJcXrZm3RAS6aPZkkj4vRKUlYLAbhaKzHXqfmYIgl+TnqbRohqttb2FJfQTAWJdXlZUZKDm7b8TXsRkRkoPQ6cYKOYhH33HMPO3bsAGDy5MnccsstFBYW9uo8S5YsOeSdzAceeKDL4+985zt85zvf6XW8IiIjRV1rgGAkisfR88VugstJdXMr9a0BkjwuZuZlk5+aRHFtAwVpyVgtHxeHqGpuxet0sHj8mEF8BzIUIvEYT+zbxJsVe2gMt2NgYAA53kSuHjeHOWm5Qx2iiMiQs/T2Ca+88gqTJ09m9erVTJ8+nenTp7Nq1SqmTJnCsmXLBiJGERE5Qg6bFYthEIvHe9wfjsWwWS047R29S26HnS+dPJfclESKahsormtgf30Te6rrMAyDK+ZOZ1J2xmC+BRkC/1e0madLtmIAhQlpjPOnkedLpqq9mT/tWMEHjVVDHaKIyJDrdY/T9773PW699Vb+93//t9v27373u5x55pn9FpyIiPTOhKw00v1ealrayE7qXla1prmNyaMyyE78eF9BWjLfO/dU1haXsflABZFojIK0FOYV5jEmNXkww5chUBts443y3fjtLtJcvs7tDouVfG8Ke1pqefXATk5IGvwF70VEjiW9Tpx27NjBY4891m37jTfeyD333NMfMYmISB95nQ7OmjKef72/iaqmVtISPFgtFqKxGBVNrXgcds6eNgGLpeucpWSPmzMnj+PMyeOGKHIZKtsaKmkKtzM2oftaXYZhkOr0srWhksZQO0lOdw9nEBEZGXqdOKWnp7Nx40bGjx/fZfvGjRvJyNBwDhGRoXbm1PFE4zFe2bKb4poGwMAwIMPv47NzpzArP2eoQ5RjSCgWxcDoVkzkI3aLlVAkSigeHeTIRESOLb1OnL785S/zb//2b+zbt4+FCxcCHes8/fznP++siiciIkPHYjE4f+YkFo4fw9YDlQTCERI9LqblZuF1OoY6PDnGpLt8WAwLoVgUp7X7ZUFLJEiiw0WSQ71NIjKy9Tpx+uEPf0hCQgJ33XUX3//+9wHIycnh9ttv5+abb+73AEWkb0zTpL6hjUgkRlKiB5dLJYVHmmSvm5MnFgx1GHKMm5KcxWhfEsUt9YxNSO1Sej4Ui9IaCXPh6Ck9JlUiIiNJr38LGobBrbfeyq233kpLSwsACQkJ/R6YdBdsCxJqj+BNdGOz6w+YHNyOnRUsf28nRcW1xGJxfD4Xc2eP4dTFE/F6nUMdnogcQxxWK9eMm8Pvd7zH7uYaUpweHBYbLZEQbdEwM1JzODN34lCHKSIy5I7q6lsJ0+Ao21vJyufWsW3FLqKRKAnJPk48czrzzp+F1+8Z9HhaGgN8sL6IlsYAHp+LibPySU7vXr1LhsbaDcU8/uRaAu1hUpO9WG0WWltDvPDKZopL67j+6oV4PEqeREaCuGmyu6mWhlA7XpudCUnpPfYcTU3J5tvTl7LswC7W1x2gPRYh1eXh0qxpnDZqPAl2/c4QEel14jRr1qxDriC/fv36owpIutq3pZR//M9T1Fc04E9LwOVx0ljTzHN/Xsau9fv4wn99Fm/i4CRPpmmyatlWXn9iNQ01zR9uBF+Sh8Xnz2TpZ+ZitfZ6aTDpR21tIV54aTPRaIz8vJTOn1WP20FiopvtH5SzcvU+Tl8yaYgjFZGBtq2+kkf3bmJfcz3BWBS7YSHXl8jFY6awKGtMt7/lBQmp/NukBbRFwoTiUXw2Jw6rdYiiFxE59vQ6cbrkkkuAjovoO++8k5tuuomUlJT+jkuAaCTKs398lcbqJvIn53b+kfMleQkHI+xcs5d3n1nD2deeOijxbF6xm2fvfxvDsDBqbCZWq4V43KSxpplX//U+dqeNUy+aMyixSM+2fVBObX0LuaNSul0UOR02XC47q9cVcerJE7EpyRUZtj5oqOb/bXmPhlCAHK8fj81BKBalrK2ZP+9YBcDi7J7nv3ntDryoiIiIyKf1OnH68Y9/3Pn/u+66i1tuuYWxY8f2a1DSYe+mEsr2VJKZn97tItjhsuNN9LBu2WZO/dx8XAM89CoWi/PuCxuJReKMGvvxWh8Wi0FKZiLRaIwVL23mpNOn4tYcmiHT2BQAjIMmRV63g5aWdkLBCDa1k8iwZJomz5Vspy4YYHzix8UenFYbYxKSKWlp4OmirczNyFPBBxGRXtAt52NYQ1UT8UgMp7vnO3/eRA9tTQFa6lsHPJaq/XWUF9eQnNHzXKaUjETqq5oo/qB8wGORg3M57ZimiWmaPe4PR2LY7Vbsdg2/ERmuKttb2N5QRabb2+PQ+ixPAmVtzXzQWD0E0YmIHL+UOB3D7A4bGAbxeLzH/dFwFKvNit058GWmI6EosWgc20EuuK22jmF7kZAWSBxKJ0zIwud1ftjz1FU8btLc0s6M6aNxOHSXWWS4aouEicTjuGw9/21wWm1EzThtkfAgRyYicnzr9dXTJxe5DYfD/OxnPyMxMbFz2913390/kQmFM8eQkOKjsaqJlOzkLvtM06ShuokZp0wmMW3gqxumZPjxJLhoa27Hkd79j3GgJYjL4yAlM7GHZ8tgyUj3M/+kQl5/azvxuElykgeLxUJ7MEJVdROZGX4WnlQ41GGKyABKdLhxWW20RcI9DsVrj0ZwWKxa0FZEpJd6nTht2LCh8/8LFy5k3759nY8PVW1Pei8p3c/882ez7KHlGBYLiekJWCwWIuEo1ftr8SV5WXTJ3EH53BOSvUybP47lz63Hl+TB/ol1pGKxOLUVDUyeO5ZRY9MHPBY5tAvOmY7NauH9NfsoPVAPGNhtFgrHZnDpBbPJUnIrI1xNWxuryw5Q1NiAzWJhcnoGc7Jz8DqGR0GEdLeXmak5vFm+lySnG8sn/kaYpkl5WzOFialMSNLvaxGR3uh14vTmm28ORBxyEGdcvZhYLM7qF9ezf2c5YGBYDNJzUzj/S6czbuaYQYvltM/Opayohn1bD+BJcOH2OAkFI7Q2B8jOT+O8LyxW8nwMsNmsXHDuDBYvHM+efdVEIjHSUnyMLUhXuXgZ8VYd2M8DmzZQG2jDarEQN03eKN5HYXIy/37ifPISh8eNhYsLprCnqZbdTbWku734bA6CsShV7a0kOdxcXjgDm0W/D0REeuOoJzqYpklRURGjRo3C6VSVrv5ms9s4/4unMf+8WexeX0SoPUxiWgInzC3E5XUNaiyJKT6u+/b5rHptK+vf/oBAa8fwvPlnT2XeGdNIzRoeFxzDRVKihxNnjRnqMESOGUWNDfx1wzoC0QjjUlI7e2IisRh76uv5/dpV/PjUpQedG3Q8yfMlcduMU3imeBsbayuoCLdgt1iZnTaKi8ZMZkpK1lCHKCJy3Ol14rRu3Tq+/vWvk5SUxG9/+1suu+wyNm7ciN/v55lnnuHUUwdnTaGRJjU7mdTzkw9/4ABLSPZyxmXzWHLJiQQDIRwuO45BKE4hInK03ikppj7YzoSU1C6943arlTFJyRQ11LOhooIFeaOHMMr+MzohmW9MW0x1eysNoXa8NgejvH6NDBAR6aNe99PffPPNJCQk4Pf7OfPMM5k2bRpbtmzh85//PN/97ncHIkY5BtnsVnyJHiVNInLc2FhZQYLD2WPi4LBaiZome+rrhiCygZXh9jExKZ1cX6KSJhGRo9DrHqdNmzaxbt068vPz8fl8/Md//AdTpkzhO9/5DtOnTx+IGEXkQ6ZpEo3GsdksugAS6aW4aWI5xI+NAcQOsgaaiIhIrxOnQCBASkoKLpcLt9uN1+sFwOv10t7e3u8Bigi0tgZZ+f5u3nhjB82tQRJ8LpacegKLFk4gIWFw57qJHK8mpaXzetFesnzdl3CIxuMYQH5S0qDHJSIix4c+FYe477778Pl8RKNRHnjgAdLS0mhpaenv2EQEaGxs45d3vcT2HWXEonEMi4FpmuzcVcHby3fy7W+dS0qKb6jDFDnmLR6dz8oD+6lsbSXL9/HPTNw0KWlqZJTfz4nZo4YwQhEROZb1OnEaPXo09913HwBZWVk89NBDXfaJSP/62/3L2bxlP06nnYQEFxaLhXjcJBAIs3XbAf56/3K+/a3zhjpMkWPe5PQMLp8ylce3b2VXXS1eu4O4aRKIhsn2+fny7LkkqDqsiIgcRK8Tp+Li4gEIQ0R6UlPbwuq1RdisFny+jy/oLBYDn89JLBpj7boiqqqayNTCtiKHZBgG546bQGFKKitKS9hVX4fdYmF2dg4LckeT6VPPrYiIHNxRreNkfjiJVpPURQbGtq0HCARCJCS4e9zv9Tppbm5n2/YyJU4iR8AwDCampjExNW2oQxERkeNMn5YN//vf/860adNwu9243W6mT5/eZcieSF811rXyzkubuf+ul/jbL1/kjWfWU1PRONRhDZlY3MQ0OWglMMMAE4jGYoMal4iIiMhI0+sep7vvvpsf/vCHfP3rX2fRokUAvPvuu9x0003U1tZy66239nuQMjLs3V7O439+k5qKRmx2K4ZhsG1tEe+9upVLrz+ZqXMLhjrEQTdhQiYul522QAi/39Ntf1sgjNNpY+L47CGITuTYEovHhzoEEREZxnqdOP3mN7/hD3/4A9dee23ntosuuogpU6Zw++23K3GSPmluaOPx+96krrqZvMIMLJaOzlAzblKxv44n719Oek4SmaOShzjSwZU7KoUpU0axdm0R7e1h3C77h91MJsFghHA4yuzZYxg9OnWoQxUZMrvr6nhrXxFbyss5Hbh3xUoWjy3gpNxcLBpKLiIi/aTXQ/UqKipYuHBht+0LFy6koqKiX4KSkWfLmiJqyhvJyU/rTJoADItB9uhUGuta2bhy9xBGODQMw+BLNy5hTH4a7e1hGhrbaGxso6GxjUB7mNGjU/m3Ly7RPEMZsd7fv59fLn+HZXv2EI53DFndWFnBb1e+z782byauBW1FRKSf9DpxGjduHI899li37Y8++ijjx4/vl6Dk2BYMhNi8YjfvvbiR9cs/oKUxcNTnLNlVicVqwWrt/pU0DAOX28GerWVH/TrHo9xRyfzXDy7m0kvmkJOdTEqyj5zsZC65aDY/+q9LyM1NGeoQRYZEfaCdhzZspD0aYVxqCukfLshekJyM3+XkxV272FCuG3oiItI/ej1U74477uCKK65g+fLlnXOc3nvvPV5//fUeEyoZXjYs/4BXH32f2opGPrqRm5Tm45SLZnPyBbOOqufD4NDPHck3jrMyE7nhulO47LMn0RYI4fU48flcQx2WyJBaU3aAmrY2xqYkd/zu+cQviWS3m7pAgPdKSpgzKmcIoxQRkeGi14nTZz/7WVatWsWvf/1rnn76aQAmTZrE6tWrmTVrVn/HJ0AsFmfvxmJ2rdtHe2uQlKwkpi6aSGZ++qDGsW3NPp788xtEI3Gy89Ow2W3EYnHqq5p44e/vYrNbWXjOjD6dO398Juve2Uk8FsfyqV4n0zQJtYcZN0UXPz6fSwmTyIfKm1sAsFp6HjyR4HSyr6F+MEMSEZFhrE/rOM2ZM4eHH364v2ORHgRa2nn87ufZvnIX4VAEi8VCPBbnrcdXcvqVizn1svlHPb8lHo9TurOCmrJ6rDYrBZNzSc7wdztm+bPrCQXC5I7L6txutVpIz0mman8d7zy3gdmnTsLldvQ6hqlzx/LOS5spL637cJ5Tx3syTZPK/fX4U7zMXKChoCLyMYfVgsnBu6Kj8TgOq3UQIxIRkeGs14nT5s2bD7l/+vTpfQ5Gunvuj8vY8OY2Mken4flwEVTTNKmvaOSl+98kKcPPzCVT+nz+ypJanrnvDYp3lBEOhgGDhCQPs5dO5pxrTsbhsgNQtb+eA3urSD7IIqspWYlUldZRvKOcE2aP6XUciSlePvflU3nsz2+xf28VdocNwzAIBSMkpfm45LrFZOVpLo+IfOyE9AzsO3cRjERw2e1d9sVNk7ZwmLkTJg5RdCIiMtz0OnGaOXMmhmFg9jDhxDAMYlqIs99UldSw9b2dpGYldSZN0PE5p+Yks393OSufX8/0UyZ1qUR3pBqqm3n4l89Rvq+a9NwU3F4npglNdS289dQaQu0RPvf1szAMg3AwQiwax+7o+Stjs1mJxeKEg5E+v99xU3L56g8vZtP7e9mzrQwzHmfMhGxmLCgkI2dklSEXkcObnpXJ5IwMNlZUkJeYiM/e8fspGotR1NRMdkICi/LzhzhKEREZLvo0VG/VqlWkpw/u/JqRqGRHGW3NAVJzRvW4Pzk9kbI9lTRWN5OSldTr8699Yyvle6vJnZDVWc3OMCA53Y/NZmXj8h3MP2c6eeOzSUpPwO11EmgJ4nDau52rvTWEy+MgKT2h13F0eU9pCSy5YCZLLph5VOcRkeHPbrVy07yTuG/NGrZVVVMVi3Gix83+pmZyExP54pw55PiP7neSiIjIR/qUOI0ePZqMjIz+jkU+JR6PwyEqzRkWA9OME4/Fe31u0zTZ+M4HuHzOHkuA+5I81Fc1sXNDMXnjs0lM8TFlXiErXtxEQpIHq+3jeQPxuElNRT0TZ44hb1xmr2MREemrNI+H75x8MttrathVXQ379vGVk07ixLxc3PbuN3lERET6qk+J0yuvvEJaWhper5ecnBwKCwu1AOcAyMpPx+m2094a7DJU7yMt9a2kjUoh6VOFHI5EPBYn2BbqsfcIOoYDYhiEAuHObaddeiIH9lRRuquShCQPLq+TcHuEpvpWMnKTOe+aRSP6exCNxti1o4ID++swTRiVl8LESTnY7T1PTm9rC7F9Wxm1NS3Y7VbGjc8kf0zaQT9D0zSprW2htTWE1+skPT1hRH/eIh+xWixMy8zkhJQUXty3j/l5udiVNImISD/rU+J03XXXdf7fMAwSEhK47rrr+NWvfqU/Vv1o9KRRFEzLZ8f7u8ibmNOllyfQ3E4oGOGkc2dhs/e+Ga02K6lZSRR/UN6tgh509HYZmCSm+jq3pWQmct13L2DlK5vZsHwngdYgdoeNxRfMZOE508kanda3NzoMVFc28ejDKyguqiEW7egBtNos5OWncflV88n51CK127Ye4Okn11JT3Qx0LD/jdNmYMjWXz10+D6/X2eX40tI6XntjG7t2VxIJR7E7bIwfl8npp01hTP7I/dxFREREBkuvr7g7ho9BJBKhubmZ8vJyVq9ezQ9+8AM8Hg933nlnvwc5UlksFi752tm0NbVR+kE5Tpcdu7OjB8qwGJx0zgzmnz+7z+efs3QK+7buJxgI4fJ0vVCvq2jEn5LAlHldS4Anp/s575rFnPbZkwg0t+PyOvGM8HWFAm0h/vHAuxQX1ZAzKgnnh7144VCU4r3VPPLge3zlG2eQ4O/oNSwpruXRR1YSCITJzU3BarNgmiaBtjDr1hZhYPCF6xd39iYVl9Ty4IPvUFvXSmqaj6QkD6FghI0bS9m/v57rvrCYggLNOZThwzRNihsa2VRRSXskQrLbzZxROaT7vEMdmoiIjGB96nECsNvtpKamkpqayrRp00hPT+drX/uaEqd+lpGXyhd/diWb3trGpre209baztgZ+cw+bSpTFk7oU2/TR2adOokda/ex+b2duH0uEpI8xGJxGmuasTlsnHflgh57owBcbkef1msajrZu3k9pcS15eSnYPjEsz+G0kZefyv6SOjZvKGXRqR1lkd9fuZumpnbyx6R2JkeGYeD1OUk3E9i+7QD7S+sYnZ+GaZq88soW6upaGfOJYXwOuw2fz0VJSR0vv7qFm/5tqYbtybAQikb5x4ZNvFNUQls4jPHhPM+nt27n0qmTOWvCOH3XRURkSPT9qvtTLrroIhYvXtxfp5NP8Kf4OPkz8zj5M/P69bwOl53P33oueeMzWfP6NlrqWzGsFsZNH83C82YxVQvOHpEPtpVjWIwuSdNHrFYLNpuFHdsOsOjUiYTDUXZsL8fvd/V48ef1OamtbWHvnipG56dRXtHIvqJq0nqYz2QYBmnpCRQV1VBW1kBurta5kuPf/23Zzis795Du9ZCT0PG9j5smVa2t/GPDZvwuJwvyRw91mCIiMgL1OnF68cUXsVqtnH322V22v/LKK8Tjcc4999x+C04Gnsvj5PTLF7D4wjk01rZgs1lJyUrUHd1eCIcjWK0H/7ysNiuhYBSAWLSjCqLV1vO6W4ZhYBgG0Q/nSbW2BAmFo6Sl9VxS2eO2U1fXQktL8CjfhcjQqwsEWF5UTKLLRZL744I4FsMgOyGBooYGlu3ay7zReVj0O0pERAZZr1dN/d73vtfjIremafK9732vX4KSwed0O8jMSyU1O0lJUy+Nyk0hHI71uCi0aZoEgxFyR3f0BrncdtIz/AdNdCKRGIZhkP7helhutwO7zUooFO3x+FAoisNuw+0ZucMmW9tDrNhcxL9eXc+jyzawelsJ7aG+L8R8tNrDEXbsr2JLcQVVja1DFsfxaFdNHY3t7aR6ulcRhY7S48UNjVS2tAxyZCIiIn3ocdq9ezeTJ0/utv2EE05gz549/RKU9CwcDBNqj+BJcHWpsCdDa8bsfN57Zye1NS2kf2pOWH1dG16vk5lzxgAdPUpz5xWyb181bW2hLtXzTNOksqKRzKxETpjcsehxbm4KeXkp7NtXTV5eapek1jRNampaKChIJ2+EDtPbs7+Gh15cS3ltU+c2wzDIy0zmuvPnMjoredBiicXjvL5xN29s3kttUxtx08TncjC9IIdLF0wh1a/CBocTjccxTQ7am2S1WIibcSJ9WLtORETkaPU6cUpMTGTfvn2MGTOmy/Y9e/bg9erCYCBU7Kvm/RfWseW9nUTDURJSfMw9awYnnTuzx/WdZHDl5KZwzgUzeeHp9ZQU15KQ4AIDWpqDOBw2zr5gBqPHfFwy/MS5BRTtrWbN6n001LfhS3ARjcZobQmSnOLjM5+bi8vVUZnPYjE48/SpPFT5HgcO1JOe7sflshMKRaiubsbjdnDG6VN6XMR4uKtrauOB51dT3dDK6KxkbB9+BpFojNLKeu5/fhXfumopvk9VjBwoz7y/nRdWb8fpsJGd6sdmMWgOhFi+dR9VjS1848JF+D0juwLl4WQn+HDbbbSGwyQ4u7dbU3uQRJeLdP2tERGRIdDrxOniiy/mm9/8Jk899RSFhYVAR9L0rW99i4suuqjfAxzpirft5+H/eYrasnoSU3w4nHbqKxp55g+vsmt9EVf/5yV4/Z6hDnPEW3TKRNIz/Kx5fy97d1ViAjPnjGHu/EImTRnVpafIZrNy2efnUTg+kzWr91Jd1YzTaWfu3EJOml9IzqiuvSSTJuVw9VULeeXVzZSVNRKJRLHbreSOSuHss6Yx5cPeqZFm3Y79VNa1kJeZRENzgNb2jsWaEzxORmUkcqCqiQ27yjh55tgBj6W8vpk3N+8hwePs0rOU5HPjdTnYVVbDih0lnDNn4oDHcjwrTE3hhIx01peV47bbsVk+viEQjERoCYc494TxeBxaL1BERAZfrxOnX/ziF5xzzjmccMIJ5ObmAnDgwAFOPvlkfvWrX/V7gCNZLBrj2T+8SkNlI2Mm5WJYOi6+E1J8hINhdry/i/eeWcNZXzh1iCMVwzCYOCmHiZNyiEZjmCbYe6iy9xGbzcpJ8wqZe9JYIpEYVovloAUjAKZMHsUJE7MpLq6htbVjiF9BQfqI7Gn6yLaiSuLxOFv2VtDWHvpwjpmBYYDf48LtsrOrpHpQEqctxRU0B4IUZqd222e3WXE77azYUczZsydoDuEhGIbBF2bPpKG9nX119XgdDpw2K23hCJF4nLm5ozj3hAlDHaaIiIxQfRqqt2LFCpYtW8amTZtwu91Mnz6dU045ZSDiG9H2bCzmwO5KMkendSZNH3G4HHj8HtYt28Kpn1uAU2sqHTNsvZh/ZhgGDseR/RharRYKCzP7Gtaw0xoIUVnXjGmC1+3A8mHvRCwep6ktSHMgSCAYOurXaWkPsb2kikAwTILHyZT8LNzOrj0ere3hzoqIPXE77LS2h4jG4tg1P/GQRiX6+c6pJ/NOcQnvFZXQFokwNjWZkwvGsGjMaNx29TaJiMjQ6NM6ToZhcNZZZ3HWWWf1dzzyCQ1VTcQiUZwHmaPhS/LQ2thGc10L6bnd73SLDGeGYRAIRkhP9mIYH/e8WS0WfG4HtU1tmGbfe3dM0+SNjXt4ec1O6lvaOosWZCT7uHjBFOZNyu88NsHjxDRNTNPsMXlqD0fISkronIclh5bq9XDJlElcPPkEYqbZZcjeUInF4wSiEZxWGw6rkl+AfS21vFu1j031ZcRNk0mJmSzKHMvkpCz1rIrIsNSnxOntt9/mV7/6FTt27ABg8uTJfPvb3+bkk0/u1+BGOpvDBoZBPB7vvJv+SdFIDIvVgt2pO7Ay8sTjJjablWA4itv5yR5Xk/ZwtKNn5yiu3d7ZWsRjb2/CZrWQl95RfCISjVHV0MJDr63HYbcxa1zH/LIZY7J53uuirjlAWmLXwgWRaIz2UJSFk8foYrKXDMPANsSfWUs4xJslRbxdUkRzKITDZmXBqNGcPmYs2b6e11cbCd6vLuaBPatoDAXw2V1YDHizcjeraor57JiZnJs7Wd93ERl2en0b7+GHH+aMM87A4/Fw8803c/PNN+N2uzn99NN55JFHBiLGEWvcjHx8yV4aq5u77TNNk8bqRgpn5JN4kMVRRYYzl8NGVmrHd7+5LUh7KEx7KExzWwirxSAjJQHHIeaNHUooEmXZ2l0dC6+m+Dt7iuw2K7npSYQiEV5dt5N4vGPtrszkBM6YOZ62YJiyuiaC4SjRWJz6lgDF1Q1Myktn/sTR/fPGe8E0TfbXN7KzooaqJq0p1VtNoSC/Xr2CBzdvoLqtDavFQiAc4cmd2/n5yncoamwY6hCHRHV7Cw/tXUMwFmGcP51sj59Mt59x/nSsFitPlmxid3PNUIcpItLvet3j9LOf/Yxf/OIX3HrrrZ3bbr75Zu6++25++tOfctVVV/VrgCNZUkYi886bxWv/eBeLxSAxzY9hMYhGolSX1uLxe1h08Vzd1ZMhEWgP09gcwGG3kZrsHfTvYX52Crv21zAqPZGaxlYaW4IYBmSmeEhP9lLT0EpeZt/WcdpbXktlQwvZqf4e96cl+iipauRAbROjM5IAuGDuZBLcLt7YtJuqxlbicROvy8HpM8Zx0bwpg16KfFtZFS9s3MmeqloisRguu42puVlcOGsSo1OTBjWW49WLe3axqaqC/MRknNaP/1xmmD72NtTx9y0b+OHipQddd2q4Wl1bQm2wlXH+9G4/9xkuH3uaa1hRXcSExIwhilBEZGD0OnHat28fF154YbftF110Ef/5n//ZL0HJx876winEIjFWv7yR0p1lYHRUDUvLSeG8L57G+FkFQx2ijDAtbUHeXLGTNZtKaA2EsFotFOSlsWT+BKZMyO6X82/4oIxteysIhaPkZiYxZ3IeY3JSulykzZ08mpVbiohEY4zPS+/cbpomlXUtJPrczD4hr08xBMNRYvE49oPMSbLbrERjMUKRaOc2i8Vg6fRCFk3Kp7SmkUgsRmZSAikJg79cwObSCv785mqagkEy/D5cNhtt4TArdpdQXNvAzWctJC8ladDjOp60hsO8s78Ev8PVJWmCjrlu2T4/u+vr2F1fx8TUtIOcZXgqaa3HZrH2mDAahoHX7lSPk4gMS71OnPLy8nj99dcZN25cl+2vvfYaeXl9u0iRg7PZbVz4lTOZf/5sdq8vItQeJjHNz6R543D7tJimDK7WthB/e3QFO3ZXkOBzkeR3E43G2b6rnKLSWj5/0YmcOD3/8Cc6iPKaJu5/ehWlFfUdJdqtFrbtreTdDfs4b/FkzlwwsTN5KshJ4YLFU3h2+Vb2ldXh97owTZOWQAiv28FnT5tBdlrPPUaHk5LgweWw0xYM43N3L87S1h7C43SQ0sMC1A67jXE5R34hHQxHqW5qxWJ0DPmzH2XhgWgszv+t3UpLMMTY9I+TzSSbG7/Lxd7qOl7cuJOvnDbvqF5nuKtrD9ASDpHi6jnx9drtVLRFqWprHXGJk92wYprxg+6PmXEcFhXQEJHhp9eJ07e+9S1uvvlmNm7cyMKFCwF47733eOCBB7j33nv7PUDpkJ6bqsp5MuRWrNvLB3sryc1JxmH/+NeHz+ukvKqJZ1/bzOTx2Xj6UB4/Go3x8PNrKC6vJz87uXNekWma1DUFeG75VrLS/EyfkAN03Nk+fe4EctITeX9LMTtLa7AYMHPCKBZML+jSC9Vb+ZnJjB+VxuaiCjwuR5c767FYnLrmAKfOGNtlsdveCkejLNu0h3e3F1HXGsBiGGQm+VgytZBTJ4/FYunb8K/dVbWU1jWRnZTQbRiVxWKQluBl0/4KalvaSEvoe/zDnd1iwWoYROMxoHsBnrhpYmAcdaJ7PJqcnMWblbuJxGPYP5UgxU2TYCzCrNTcIYpORGTg9Dpx+upXv0pWVhZ33XUXjz32GACTJk3i0Ucf5eKLL+73AEXk2BCNxli1sRi3y9ElaYKOJCYz3U9ZRQPbdpUzd8aYXp9/R1EVxWX15GYkdinbbRgGaUleisvrWbmpqDNx+mjf5IIsJhdkEY+bGAb9MtfKMAw+s3ga1Y2t7KuoI9nnxmm30R6K0BQIUpCdwvnzJvf5/JFYjAffXMe7O4pxO+2k+jzEMaloaOHvb62jtrmNzy2Y1qf30tQeJBqL4XL0XG3T47BT3RyiqT2oxOkQsn0JFCansKWmCr+ze+9+TXuAFLebyal9T9CPV7NT8xibkMre5jryfck4PhzKGI3HKG1tINvtZ376mKENUkRkAPSpHPmll17KpZde2t+xiMhBhMNRtmw9wIaNJTQ2BkhKdDNzZj7Tp+Ud8QK6RysQjNDaFjxob5LNasE0obG5vU/n31/ZSCwex3mQ9+P3uth3oI5QONrjMX3toTmY/Mxkvn7xIt7YuIcNe8poaw/jcto476QTWDpzHOmJvj6fe1NxBSt3lpKVlIDX9fHn6XU6qG8N8MaWPcwpHMXYzN73MnsdDqwWC6FIFKe9++cUjERx2Kx4nVo0+1AMw+Dcwgnsrq/nQHMT2b4ErBYLcdOkvj1AazjEFZOmkegaeUOmPTYHN52wmD/vXMG+llpi8Y5hexbDIMeTyBcnLCDDrWqvIjL89NsVVyAQ4Fe/+hUAPp+P2267rb9OLTKiBQIhHvnnSrZuKwMDXE47Bw7Us3VbGVMmj+KqKxfg9fa8SHJ/cjps2G1WwuFoj/vjcROTjvj6yjyCYwazgNmotES+cMYcLl00lfZQBJ/bibsf1k1bs3s/cdPskjR9JNnrZk9lHev3lvcpcZqYnUZOcgKVTa3dqueZpklNSxsnjc0l09/3xG+kODF7FDfMmM1jO7ZQ1NRRetzExO9wccmESVw84YQhjnDo5HmT+a8ZZ7Ox/gB7mmsxTZM8XzJzUvPw2Qf+95GIyFDodeJ0sIQoEAhw3333cffdd+P1avjH8SQcirB7YwnVB+qx2iyMnZLHqMIMlTk/Rrz62lY2bt5PTnYSLtfHF+2hUIRNW0pJS0vg0kvmDHgcToeNGZPzeP29D0hJ8nbr4WloDuD3OZk0LqtP5x/94bymYDjS4zCz5rZ25kwe3W2Y4GDwuZ09Fonoq6qmVtwHGUpnGB3zZmpb+rbuksNm46JZk/nb8rWU1DaQlZiAw2YlEI5Q2dhCqtfDudMn6uf7CC3NL2B2VjbrKytoCLbjsdmZkZk1ohe//YjTamNe+hjmaVieiIwQvb4Cueeee1iwYAEOR9c7peFwGIBbbrmlfyKTLprrW9mzoZhQe4ikdD/jZhVg74chWsU7ynjqT69Rvq+GeCyOaZq4fS4mzx3LJTedgbeHqmHSP5qaAmzdcoC62hbsdivjxmcxtjAD6yfm9zQ3t7N+fQmJie4uSROA02knKdHD+g3FnLZ0EomJA1/2evHcQrbuLKO0rI7MdD9ul4NYLE59U4BAIMTZp04hLaVvPRknjMlgbG4au4qryctKwm7rmHRumia1jW047HYWzBge5ff9bif7axsPuj8Wj+M7iiFg8wrzwIDnN3xAWUMTkVgcl93GCTkZfHbuVMZnjawqcEcr0eliaf7w+O6JiEjf9enK+6mnniIjo+vCdpWVlYwaNapfgpKPxWJx3np0Be89s4bGmhYMAyxWC9kFGZz/5dOZeGJhn89dU1bPP+9+gbqKJjJHp+Jw2TFNk7amdta+sY14zOTq71yAxdLzWjbSdxvXF/Ps0+upq2ulY/APOB3bOGFSDpdfOZ+EDxPWyqommlvayclO6vE8iYkeysobqKhsGpTEKTsjkRsuX8iTL22gpKyeSKQFDEjyuzn/9GmcdUrfCybYbFauOf9E7n96FcXldVgsFqwWg1AkSoLXxcVLpzGlsG+9WceaEwtz2VRcQTgaw2HrWpWsLRjGbrUws6Dva2IZhsH8wtHMGTOKPVV1BEJhEj0uxqan9vtcMBERkZGi14mTYRg9DvHQsI+B8dajK3jp/jdx+1zkTsjGarUQDoYp31vFP3/+DNffcTljJvet7Oua17dSfaCB0ROzOy+mDMPAl+TBsBpsX7OX4h3ljJ2isrL9ad/eap54bDWhcIS80SmdPUyBQJhNG0sxLAY3fPHUD3/WOiZcm2bPs3/icRMDelyIcqCMyU3llhtPY19pLbUNrTjtNsaNScffD72TWWl+br76VDbtKmPr7grCkSijMjoWwB2dndwP0R8bThyXy4qdJWzbX0WG34ff48QEGlrbaWgLMH9CPieMyjjseQ7HbrUyKefozyMiIiJ9SJxM0+T666/H5/Ph9/spKCjglFNO6bYgrhy95vpW3ntmDW6fi7ScFGKxGJFwBLvDTu6EbEp2HODdp1f3KXEyTZPN7+7C63f1eAfam+CmtqyBvVtKlTj1s1Ur99DSEiR/TGqXGw4ej4OMTD87d1RQUlzLmIJ0RuUkk5TkoaExQEZ698VcGxsDJCd5GTVqcJMKq9XC+IIMxhf0/0W51+1g4YwCFg6TYXk98TgdfOWs+fzr3Y1sLa2ktqoNAL/HxZnTJ/DZBVO7lGQXERGRodfrxOm6664DIBQKUVpayltvvcUPf/hDxowZ09+xDWvxeJwDuypormvB7XORPzkX26cmve/ZUExjTQup2UkUb9tPfWUj8biJ3WkjPTcVf0oCu9fto7muBX9q7yYqx+MmkXCk22t2YUA4GOnL25ODCIeifPBBOf5EV4+9tB6Pg5rqFvbtrWZMQToej5P588bx/AsbaXEFSUj4eN5La2uQtrYgp54ycVCq6kn/Sva5uens+ZQ3NLO/tgmLYVCQkXxUZc5FRERk4PQ6cbr//vu7bTtw4ADf/e53KS4u5u9//ztut5vLLrusXwIcjoq2lvLy396gZNt+QoEwNoeNrLEZnH7VycxYMqXzgjrUHiLUHmLX+iKCbUEcTjsWq4VQW5jibfvxJflIz00h1B7udQxWq4XM0Wns3lhCckb3noxYLA4mpGYlHe3blU+IxeOYcRPrQeaNfTQ8LxaLd25bumQSDY1trF1bRG1dCzablWg0htNhZ9HCCZy2tO/zimRoGYbBqJRERqUkDnUoIiIichj9Utc3NzeX3/3udzgcDt58802SkpKUOB1E6QdlPHTH49RXNpKRm4I73024PUzF3ioe/cUzxOMms0+fBoA/xUd9ZSOxaIyEZF9nQmV32onH4jRUN+Lxu0hI7lv59zlLJ7N7YwltLe1dqueZpkn1/jpSMhOZMk9DMPuTy2UnIyuRor3VJCZ1L+YQCUexWAwyMj9OZu12K5d99iROnD2GrdvKaGwKkOh3M3VKLmPHZmiyv4iIiMgg6LcFUZKSknrsjZKu3vzXe9SV1zNmSl5nIuT0OMkdn0353kpee+htpi4+AYfTjmExwDQxOMiF8Yf1Aow+Vr2bsXgiezaXsua1rTTVtOBL9hKPxmiub8Xr93D+Daf2OSmTnhmGwbz54yjaW01LS9ehd/G4SUVFE9k5SUya1LVCpcViUFiYSWFh5mCHfNRM06SsqpGtuytoC4TweVxMm5hDdrpfRWVERETkuNGnxGnv3r3cc8897NixA4DJkydzyy23UFjY99LYI0FdRQO71+0lNTu5xwvGtFGpVJXUsHdjMZPmjae5rpWk9ETamgO0NrbhdDuwWC1Ewx1FIhLTE/AkuGiuayE9N7XX8djsNj7772eSPzGHNa9tobaiEYvVwpylU5h39gwKp+X1x9uWT5k9ewwlxTWsXLGHhvo2fD4n0WictkCIjHQ/n7t8Hg7n4C/yOhCisTjPvLaJ99bvoy0Qxui4F8Cr7+7g1JPGc8HSqeoxExERkeNCr6/OXnnlFS666CJmzpzJokWLAHjvvfeYMmUKzz33HGeeeWa/BzlctLe0EwlFSEjuefK3w2UnFo3T3tIOgM1hw53gJrswk+rSWppqmolEo9gcVjLzs/EmejBN86gWwrXZbcw/ZwYnnTWNQEsQm82KS4UGBpTVZuHSz8xl3LhM1qzeR3l5Ax6vk8WnnMDceWPJ6GHO2fHqjZU7eW3FThIT3GTkJmB8WFq9oTnAy+9sx+9zsWTe+KEOU0REROSwen3F/b3vfY9bb72V//3f/+22/bvf/a4Sp0PwJnlxuBwE24I43Y5u+0PtYWx2K96kjuFxhdPzSUjxEovGGD+rgHAwQiwWw+6wY7VZ2L+zjKmLJ5HYQ5nq3rJYLPgGYQFV6WC1WZg5ewwzZ4/pXKNpuA1bCwTDvLN2L26nnWT/x98twzBISfQSCkdZvmYPC2YV4DyK5F9ERERkMPR6csyOHTv44he/2G37jTfeyPbt2/slqOEqOSORSfPHU1fRSDwe77LPNE1qDtSRXZhJ4Yz8juMzEznpnJm01LfRWNOM3WnD7e2YE1OxrxpPgodFF5047C64R5qDLSp9vCspq6e+qY2UpJ7nyaUkeqlpaOFAZePgBiYywKrbWnmteC/P7vmA9w6UEIj0vvKpiIgce3p9mzc9PZ2NGzcyfnzX4TUbN24kI0Mr1B/O0s8vpnjbAUq2HyA1JwWPz0U4GKamrAFvopuzr1/aZW2ls649lVg0zppXNlK6owwsHaUiUnNSOO+LS5kwZ+zQvRmRQ4jF4sTjJtaDzGGyWAzicZNoLDbIkYkMjGg8zuMfbOG1kr00hUMYgAFk+xL4/KTpLMgZPdQhiojIUeh14vTlL3+Zf/u3f2Pfvn0sXLgQ6Jjj9POf/5zbbrut3wMcbrLHZnL9T65g2UNvs2vtXprrWrA5bIyfU8DSzy9m0qfme9gdNi666Uzmnz+b3ev3EQqESUxLYNL88Xg+UUJc5NMCgRBFJbWEIzHSUnzkjuq5KMlHwpEotXWtAKSnJmC3W4/q9TPT/Pg8TppbgyT5uw8DbW4NkuB1kdnLxZtFjlVP7d7Ok7u3k+h0UZiUgsUwiMRilLU2c9+mtfjsDqalZw11mCIi0ke9Tpx++MMfkpCQwF133cX3v/99AHJycrj99tu5+eab+z3A4SinMItrf3w5NQfqaK5rwe1zkT02E8shyopn5KWSkdf7ynky8sRicd5+dyfvrNhNXX0r8biJ22VnXGEGF503k+xPLWocjcV5d9VuVqzeS119GwBpqT4Wzi1k0bxx2Kx9K3efnuJj+sRRvLNuD16PE7vt40QsHInS2BLg9AUTe0yqRI43DcF2lhXvIcHhJN3z8fBUu9VKvj+JPY11vLRvF1PTMofl0FwRkZGg14mTYRjceuut3HrrrbS0tACQkKA7xr1lGAYZeWlk5KUNdSgyzLz6+jZeXrYFp8vOqOwkrFYLbYEwW7aVUVffxr/dcAppH/byxOMmTz6/juUr9+BwWEnyuzGBmroWnnhuHdV1LXz2/Nl9Lhl+4WlTqa5vYVdxNU67DZfDTnsoQiQaZcq4bM49ZUo/vnORobOttpqGYDsFicnd9hmGQZrbywf1tdS2B7okViIicvzocymr6upqdu7cCcAJJ5xAenp6vwUlIn1TV9/KOyt24fU6SU35uOy9z+vE7bJTsr+Olav3ceG5MwDYtbeKFWv2kZLsIcH38WK8HreD5pYgK1bvZfrkXCb2ceHdJL+Hr3x+MWu3lLJ6czFNLe2kpyZz0ox8Tpyaj7eH6pIix6NwLIoJWA8ycsBhtRKIRAjFooMbmIiI9JteJ04tLS38+7//O//85z87K8NZrVauuOIKfve735GYmNjvQYrIkdmxs4LmliD5PQzrtFotJPhcrNtQzDlnTMVut7JhaymRaKxL0vQRf4KL+oY2Nm3d3+fECcDncbJk3niWzBuPaZoapiRDrj0SYX1lOQeam7FZLExITWNyWvpBk54jke7x4rBYaY9EcNvt3fY3h0L4nU5SXJqbKiJyvOr1X4kvfelLrFq1ihdeeIHGxkYaGxt5/vnnWbt2LV/5yld6da7ly5dz4YUXkpOTg2EYPP3004d9zltvvcXs2bNxOp2MGzeOBx54oLdvQWTYCrSHMQzjoEPrnA4b4XCUULjjrndtXSsO+8HvnzgcVmrqWvotPiVNXe2rquMfyzfwo3++yh2PLuP/Vm6hrL5pqMMa1nbUVPPDN1/j/61ayf9t38q/tm7mf999m5+/9w61gUCfzzspNYOxicmUtTYT/3Btto+EY1GaQyFOHpWPx65eVhGR41WvE6fnn3+ev/3tb5x99tn4/X78fj9nn3029913H88991yvztXW1saMGTP43e9+d0THFxUVcf7557N06VI2btzIN7/5Tb70pS/xyiuv9PZtiAxLfp8LTJNYLN7j/vZgBK/HicvVcUfc53USjRy8HHgkEu+xN0qO3ltb93LXM8t5ZcNOappbqWho4enV2/jV08vZWFQ+1OENS+Utzfx+7Wr2NzeRn5jE+NQ0JqSmkeH1sr6ijD+uXUWkj+XxbRYLX5g6kwyPl90NddQE2mgKBSlraaa4qZEZGVmcM3ZCP78jEREZTL0eqpeamtrjcLzExESSk7tPij2Uc889l3PPPfeIj//jH/9IQUEBd911FwCTJk3i3Xff5de//jVnn312r15bZDiaMmkUycleautayczwd9kXicRoC4Q447TJnZXypk/OZf2mUkKhKE5n118HoVAEw4Bpk0YNWvwjRVFVPY+v2EzchMKs1M6eONM02V/byENvrycvLYnUBFUc7E/vlZZQ0dLM+NQ0LJ/o/fTYHYxOSmJbTTVbqquYnZ3Tp/NPTEnnOyedwrLiPaypPEAwGiXV7eHS8ZM5Pb8Qv9PZX29FRESGQK8Tp//6r//itttu46GHHiIrq2M9isrKSr797W/zwx/+sN8D/KSVK1dyxhlndNl29tln881vfvOgzwmFQoRCoc7Hzc3NAEQiESKRSL/H+NE5B+LcMjSOpzZ1uaycddoknntpE+WV9aQkebHZLLS2hWlqDjBhfAZzZ+V3vpcTxmUweWIW23eVk5zkxe/ruLBrbg1R39jG1ImjmFCYfly8994aynZd+UER7cEwBZnJdFy/fzi0y4DRqYkUVzewdncJp00bN+ixHc8O16bryg6Q5HB2/OH71HA6r9UG8Tg7qiqZltb3Ykc5Hi/XTZ7BFeMnE4zH8Nrs2K3WQ8Ylh3Y8/Q6WI6M2HX6O5zbtTcyGaX7qr8dhzJo1iz179hAKhRg9umMV9NLSUpxOJ+PHd128df369UceiGHw1FNPcckllxz0mAkTJnDDDTd0rh8F8OKLL3L++ecTCARwu7tPur399tu54447um1/5JFH8Hh0N1dEREREZKQKBAJcddVVNDU14ff7D3lsr3ucDpXYHIu+//3vc9ttt3U+bm5uJi8vj7POOuuwH05fRCIRli1bxplnnom9h8pK0DEcp7qkhu0rd9NU24Q7wc2EEwvJn5x7yEVwZWgcaZvu3FHO2vf3UVpSC0BuXgpzThrL5Gm5PRZFaKhvY9vW/dTWtuJwWBlbmMm48ZnYPrFQ7CfF4yb7D9QRCITxeBzk5aYecn2lWCxOdU0zkUiM5GTvYecqVdU0U17ZiGEY5GQlkZE2vNdnO5J2HSi/fPptyuqayE7p+XdQcXU9Cybmc+2SOYMa1/HucG36h7WrWFV2gLHJKd32xeNxihob+ML0WZwxtnAwwpUjNJQ/qzIw1KbDz/Hcph+NRjsSvU6cfvzjH/f2Kf0mKyuLqqqqLtuqqqrw+/099jYBOJ1OnD2MK7fb7QPasAc7fzweZ9nf32b5EytpbWjDarMSj8V45/H3mbFkCp+99QKcbo2DP1JtrUG2ry+hrroZq81K4QnZjJmQOSAJ6MHa1DRN3n59Oy8+u4GmxkBnMlO+v5Ed2yo4+/wZnHHOtC7J05rV+3j+mfU0NgYwjI5RQ8vf2sX4iVlcedVCEpO69obu3FnBK8u2sH9/PaFwFIfDRl5uCmefNY0TJmYfJF4YnXfkQ45yc1LJzelexny4G+jfBT2Zkp/NB+W1ZJjdKw1GY3EicZgwKvO4++NzrDhYmy4aU8Dqygpqg0FSPvE3wzRN9re2kOTxMm/0aH3ux6ih+FmVgaU2HX6OxzbtTbx9XgB3KCxYsIAXX3yxy7Zly5axYMGCIYqo99a8vJFlf38bT4KbMVPyOi+aWhvbWP3iBryJHi7+2pEXzBjJdmwq5ZmHVlBb2dQxQ8Q0cTjtTJyex2dvOJmExMFZL6Vsfz3PP72eirIGotE4H41+NQyD1rYgLz67gXETsigozABg965Knvq/NcSiMUbnf9xrFAxG2L61jMcefZ8vfnlp5/Zduyp56B/v0dzcjsfjxOdzEo+Z7NtXxUMPN/OFaxYdNHk6VjQ2B9i2p5K29hAJHhdTxmfh943c9WzmTRjN8u1FlNQ0kJeW1Ll+UDQWp6SmgdHpScwa27cCBXJws7JyOG/cBF7YvZP69naSXE5icZOmUJAkl4trZ8wixa0h3CIi0rMhTZxaW1vZs2dP5+OioiI2btxISkoKo0eP5vvf/z5lZWX8/e9/B+Cmm27it7/9Ld/5zne48cYbeeONN3jsscd44YUXhuot9EosGmPFM2uwWAxSspK67PMleQmHIqxbtplTLltIcoYWEj6UA8W1PP6X5bS1BEnL8hMJx7BYDAzDYPPqfRgGfOEbZwzK0MfV7++lpKgGE/B5XVitHQlPLG7S1hrkQEkd77+3uzNxWvX+HtpaQ+SPSe3S2+By2cnM8rN7ZyXFRTWMLcwgHjdZ9tpWqqqaiETjVFQ2EY/HsVgseDwO2gJhXl22hQnjsw45bG+omKbJ6yt38tqKnTQ2B+joXoPkRDfnnDyZU+aOG5FrO2UlJXDDaSfy4JvrKKpu6KjwZpqYwOj0JL54+kn4XOp57m8Ww+DzU6dTmJzC2yXF7Guox2mzcnbueE7NL2B86sjrcRURkSM3pInT2rVrWbp0aefjj+YiXXfddTzwwANUVFRQWlraub+goIAXXniBW2+9lXvvvZfc3Fz+8pe/HDelyKtLa6kqqSEhLYGaA3XUltUTbAthc9pIy0khJTuJin3VlG4/oMTpMNa8vZO66iYMDHZsqCcajYEBbreDpFQfOzaVUrK7ioJB6InZumk/kXCM5FRvlxLHVouBL8FFQ30bWzeXAosIh6Ls3lWJP9HdY8Lg8TiprmrpTJzKyhvYtqOMxqZ2TNPE5XJgtRrE4yZtbSEMw2DHB+UcOFDP6NHH3kXfu+v28vSyzTgdNvJzUrBYLMTicWrrW/m/VzbidNiZP3PMUb9OVX0LB6oaMQwYnZVCWpL36IMfYFNHZ/GDz53G+n1lFFXVY7VYKMxOZXbBKLwuLZI6UCyGwbzcPObl5hGJxbAYRmePn4iIyKEMaeK0ZMkSDlXU74EHHujxORs2bBjAqAZOLBYnFolRuuMAzTUtANgcNkLtIVrqWqg5UIsnwX3QxUulQywaY/PqfTTWtREORnC47Li9Tsy4SbA9QsX+epxuO/t2Vg5K4tTcGMCELknTRz7a1tzY3hF7PI4ZN7EeonfIMDoKQQC0tgSpqWkhHo/j87k6ky2r1cDrddLa2rG/paW9n9/V0QuFo7z5/m6sVgsZqR8XmrBaLGSm+TlQ2cCbq3Zy4tS8gxbEOJzmtiBPvbmZjbvLaA10LDvg97qYMymPi0+Zhtd9bCcgSV53R8nxaUMdycj0UZlwERGRI3FczXE63qXmJBMMhKjdX4c/1Y/N/vEf7Xg8TmN1M9FIjMz8tCGM8vCikRj7tpfR0tiG2+Nk7NRcXIN4gRqLm9RVN9PeGsKf4vl4OJ7FwONzEmwP09LUTlN966DEk5Ti+TDZiXcbGvhRApSY3NED4nLZycpJYs/uqm4FIADC4SgWi4XMzI5qa21tISKRKE6nvVsPlWEY2O02gu1hWttC3c411IrL6qiubyEztefqfKnJPiqqm9lf2UhBbu97y4LhCPc/t4rNu8tJS/JSkJOCaUJjazuvr9lFc1uQL100v89J2bGqvjVAfWsAp93GqOTEY3KIpoiIyHDU68TpM5/5zCH3P/nkk30OZkQwTUx6uNAx4ZPrYB6rdqwt4pV/raSipJZoNIbVYiEtO4mlnzmRE5dOPur5KlVlDWxcuZvdmw8Qi5uMnZTNrIXjyS34uDqczWYhFIxgmmaPc5jsDhutzUFam4NHFcuRmjErn00bSmltDeHxODov1GPROG2BEHa7lRmzOtY8MwyDefPHsXdPNc3N7fj9HxdIiMdNKiqayMtLYeKkjsIAvgQnDoeNSCSK22WHT36+pkn4wwp7hys1PhQikRixWBzbQe7q221WYvE44Ui0T+fftKuc7fsqyctMwuno+FVmGJDi9+By2Ni4q4ztxVVMHzc8iixUN7Xy/IYdrNl7gJb2EA6blQnZaZwzYyIzxxz8PZqmSdw0NRxNRETkKPU6cXr66ae5/PLLO8t/P/LII1x44YUkJAzvNV/6Q115Ay6vi4y8VJpqOmrG2+xWYrE48VicpMxEXD4XVSW1jBp37FVJ2725lEd/+yqB1iDpOck4XQ4i4Sh1lY08dd+bWCwW5iyZ1Ofzb19fzP/9dTkNNS24PQ4wDEp2VbL27Z1ccPUC5p56AtDR4+VNcNFY10okHMXu+PhrbJomwbYwDoeV5DTfUb/nI3HivELefesDyg40EApFaW/vWIHaYjFwOm1kZidx0sKPF4eeNXsMB/bX8+7ynTQ2BPB4HESjMdrbI2RlJ/K5y+fh+PA9JSS4ycxIpKqqiZbW4IdznCzEYnGCwQg2q4WMDH+XBOxYkZrkxe1y0BoI4e8hsWtpC+JxOUjt43yk9TsPAHQmTZ/kcTmIxVrYvLt8WCROtS1t3PXCO2wsKSccjYLZkUCX1jWx7UA1Xz97AfPGje7ynIa2dt7bXcKK3cUEQhFSfB4WTxjD/HGj8TiOr1KxIiIix4I+DdX7f//v/5GR0VEh7IknnuAXv/gFY8eO7dfAhiOr1YLVbmX0CaNoz039sDhEELfTTmpOCilZiVQU1WC1Hnt3hk3T5K2n19HSFGD0uKzOniW7w0bW6DQqSmp586m1TFswDoez9xdlDbUtPHX/O7Q1t5M/PrPz/KZpUl3eyPP/WElOfiqjxqRjs1vJzkuhuTFAe1uIcDCCzWHDjJtEIjEcThuJCV6SUronTi1NAXZsPkBbSxCPz8nEqaN6PK43skclc/Hn5vLsU+toqGvjoxv78bhJUrKX8y6axej8j4eiWSwGF148m3HjM1m3poiyA/U4nDZmzMxn1pwxpKZ+HE9OdhJTpuQSCkWIxU1aW4KEQlGsFoOkRDdWq4Upk0cxalTyUb2HgZCV7mdSYSZrt5TgdTu6fK+jsTj1jW0snlNIWnLfPv/mtmCPSdNH7DYrzW2D0+s40J5bt4P395QSj5u47DbsVguxuEl7OEJRdT1/fWMN00dn4/4wIapsauH3r73P3uo6PE4HLpuV4toGdlfVsr64jJtOm6eqfSIiIr3U68TJ5XIRDHZcjJimSTgc5t577+Xuu+/Gqom2h5QxOo2sMemU76kkpzCL9E/N66ivasSf6iN/Su4QRXhw1WUNlOyqIC0zqcfheKlZiVSX1VO0o5yJM/N7ff4tq/dRX91MXmFml/MbhkFGThIle6rYuHIPo8akd/RsLZ5ARWkdmaOSqa9pob0tiMVmJT0rEYfLjsNp44SZH9+BN02TlW9+wOvPb6Sxvq1z0dmEJA+nnjWVU8+ZelSlyxeeMpH0TD9rVu5l985KAMaOz+Ck+eOYMCm722dmsRhMmZrLlKmHbmvDMDj7rKlUVjZSW9dCenoCVovxYanzECkpXs4+e9oxWdLbMAwuOm0aVbUtFJfVkeBz4XLYCYYitASCFOSlct6SKX0+f3qSl70Hag66PxyNkZp47FfXO5xAOMJLG3cSicRI8bk7v6c2KzhsVprbQ+ysqGFjSTkLxudjmib/en8Te6vrKEhPwfZhwpoKhCJRNpSU89KmXVw2TxUpREREeqPXidOECRO45557+M53vsM///lPEhISWLduHUuXLuXxxx8nMzNzIOIcFqw2Kwsumsvjv3qW+spGkjMTuyyA21zbwtIrF5GUfuyVIg+2hYiGY9idPX9l7A4bsWiMUCDcbV+gNciGd3fR1tLOqIIMJs3O75aklO6pwmqz9jjR3TAM3G4HRTsqOredePIEtq4ronhXFTmjU/AmuIjH4zTUthEJRVl4wRTSsz7+HDe8v5dnH12F1Wph1Jg0rFYL8Xic+tpWXnpyLU6XnYWn9X2YIcD4idmMn5hNLNpRFdFq65+ew4Ix6dxw3ckse30be/ZU0R6M4LDbmDE9j9NPn0LBmPTDn2SIZKb5uenKxby3bh9rt5YSDEXwehwsnT+ehbMLSUns+2KjcyblsWb7flrbQ/jcXXtPmlqDuBw2Zk089m5C9FZtcyvVza047NZuPzeGYeBzOahrDbC1tIoF4/MprWtiR3k1mYm+zqTpI067Db/bxYo9JZw7Y4J6nY5QLB5nZ30tDe3tuO12Jqel47JpuKOIyEjT68Tpv//7v/n85z/Pvffei81m4w9/+APXXnstt912G7NmzaK8vHwg4hw25p4zk6aaZt5+fCXF2/djsViIx+K4vC7mnT+bc248bahD7JE/xYvT7aC9LdTjULxgIIzD5cCf8vEd/ng8zmN/eJ3XnlhDU30rZtzEZreSNy6T6759PlPnfjy802q1YsYPXhkjbppYPnER6E/ycM3XTuflJ9byweb9lJfWY7UapGT4WXjaZBad9XFPRiwa451l24jHTbJzkzq3WywW0jL8VJU38M5r25izcBxO19FfDPVXwvRJ+flpfPGGU6ipaaG1LYjX6yQj3X9M9jR9Wlqyj4vPmM65p04mGOoocmHvh0p3U8ZmM29qPu9t2kerK0SSz40JNDQHCEVinD53AuNyj+0KlUciGuso7mAzev5eGYaBaUIkFgM6hum1hSJkJfY87zTR46KmpY3q5jYlTkdga00V/9q+hX2NDYSjUawWC1k+HxePn8TS/ILj4mdQRET6R68TpwsuuICysjJ27dpFXl4eWVlZQMe8p4ULF/Z7gMONxWLhzGtPZdopk9j23k4aq5vw+D2ccNI4xkzNO6rhYp/UUSQhRDxu4klwHfUf9+R0P5Nmj2H161tJSPR0SWJM06SmvJ6xU3IZPSGrc/tDd7/MCw+/Rzxu4vW7sFmthIJh9m4r467/eITv/eYLTJzeMayv4IRs1r6zk1g03i3xMOMmoWCECdO69h6kpPu56qunUVPZRG1VE3a7ldyC9G6l0cv311NZ3kBKWs8XkilpCVRXNFKyt5oJU0Yd1ec00Ayj40LZ6Kky4zHOYbfhsPffCgg2q4Wrzp5NVkoC720uorYpgAGkJXs5ZWYhp8weNyxKdacmeEj2uKlpacNrOrr9LAdCEexWC+OzOpJEm8XoKI9vmlh7+LmPxeNYDaNbb5R0t6uult+sfZ/69nZyfH48djvhWIyqtlb+umkdJianjykc6jBFRGSQ9OkqJjExkblz53bb/vnPf/6oAxoJDMMguyCT7IL+H9ZomiY71+5j1cub2LdtP5gmOQWZzD1rOjOXTDqqxGzpZ+eyf28VpbsrSUpLwO11EgpGaKhuIjnDzzlXLug8f21FA689sRqA5DRf58Wex+fC6XZSX93EE398kx/8/noAps4t4N2Xt1BWXNMxlO7DHol4LE55aR2pGX5mLBjXY1zpWYldhuV9WiQcIxaNd1k365M+qmwYCfetLPZgKC2t47U3trFrd2VnJcHx4zI547Qp5B/j634NJIfdxjkLJ7FkzjiqGjrW7cpOTejXBG2oJXpcLD5hDM+s3U5zewiP047NYsE0TdojUcLRKHmpicwt7LixMC4rjRSPh7rWABn+7oU3alvaKEhPISfJP9hv5bhimibP79lJbSDA+OTUzt9hDquVPH8i+5ubeHbXBywcNRq3XcP2RERGgl5fXWzevPmQ+6dPn97nYOTQgm1BQu0RvIlubAe5MHz/xQ08fs9L1FU0EvlwfZyibQfY/N4HnHPtKZz/xaV9Tp4yc1O47rsX8PYz69m2Zi8NNc3YHTZmnXICp1w0m9HjP+5tevPZDQRagySlJXS7Q261GrjcDnasK6KhppnkdD8+v5vLv7KEx/70FmXFtWB8eNc8bpKWmchnvngK6dlJfYo7Oc2H2+ukraW9xwp6rS1B3B4HKenHZkn94pJaHnzwHWrrWklN85GU5CEUjLBxYyn799dz3RcWU1Bw7M5zGgwup538rGOvsmB/+ey8aeysqGVfVR3t4Qjmh+u+WSwGqT4Pn184gyRvR0n6RLeLU04o4Ol127BbrSR5Onqc46ZJbUsbYHDa5EL1OB1GTSDA1ppq0j3eHnvss7w+Spsb2VZbzYnZx3ZPtYiI9I9eJ04zZ87sUioaPhpjb2IYBrEPx9lL/9m5bh/P/O4Vtq3YSSQcJSHZy4IL5vCZW87Fn/LxxX7NgToeu/tFyouqMSwGdocNwzCIhKLUljXw7J9fZ9yMfCad1HPPzZHIGJXCZf9+BmfXL6ClsQ23z0VKRvc71831HXf/rVYL0WiccCiCGTex2iw4nHZsDhvhUKQzcQIYPS6Tr/7oIrauKaJ4VyXxuMnowgymzh1LYkrfq6Mlp/qYOiuf997Yjs/vxma1EI+bWD6sTldf3cz0uQVkHaSk90fFHj76vg8m0zR55ZUt1NW1MmZM2sd3ve02fD4XJSV1vPzqFm76t6WaazGMjc1I4bbzFvOvFZvYVVlLKBLFYhjkJPs5a/oEzps1scvxF86aRCAc5t1dJeytqu9cXTvJ7eZzc6eyaHzvK1+ONIFImEgsht/R8zwwu9WKCbRFIoMbmIiIDJleJ06LFy9m48aNfO973+Oqq67SxVofxGIxdq7Zy+a3t1F7oB5fso9pJ5/A1MUn4PxUdbA1yzbxm6//jea6VuxOO1a7ldqyBp75/atsWr6dHz92G0kfJh4rX9jIgT2VOFx23L6P5zU53Q5C7WHqK5t4/dGVR5U4fcSf4u1SCOLTElN8mEBTfRvhUIT4Jwo/2D6snudw20nO6DrEzpvgZt5pk5l32uSjjvGTzrhwJqX7qtm2oZRQMNxxx94Ap9PO+Mk5nPuZE7t9lyvLG1n93m62bSpm8lwH9927jDnzxzN73tjOBWqPVl1dK3W1LdhsVnLzUrqdt7yikX1F1aSld++5MwyDtPT/z95/x9d1n2e+6HfV3St6JwCCvfciUr1YsixLcosT20o8qZ7keGZyc+bk3pzcmXsymTMzn0kykxwnmcSO7SRukS1LtiSrV/YKdqISve2N3cuq948FgoQAUgJYRFH7+48o7I2F325rr+f3vu/zBOjpGWdwcJL6+uh1WVOJW5MV9VX80ZP3cnZonFg6h1uRWV5XScg7O1xYlSV+Zcd6di9t4UT/MFlNI+z1sL6pds72vRKzCbnduGWZrK7N2YqXN3QkUSTinv38lyhRokSJ25N5X/299dZb/PjHP+bf//t/zzPPPMOf/dmfsXPnzhuxttsSXdP58V88z6EXj2HoBi6PilbUaX/zFEs3t/LF//eTBKYCQXVN5+//j++RimeI1oQvtdiFQCto9Jzs57v/19P87l/8KgAn95zDNEw8/tkX2S6PSjaV59yh7pvyOHc/uo7v/9XLZFJ5VLeMokgwlZ2kawamYdK2pp7IFQwbPiiFvMaZY31MjKZQFInmpdU0tlbO0R4oIkgCtmVhmY6Is7CxLBtBFJHfY0jR3THK9775FhNjKYJhN6AycGGc7o4xOs8O87mv7Lwm8TQZz/Di8+2cOjlALqchSgKVlUF237mMrdsXX7KpTxcoagblV3ievB6FWCxNOn17BL2WuDqKJLG6ofr974gjrJvKwzSVh2/som5TIm4Pm2vreLGrg4jbgyTONMQZzqRZFAqzvOzj3SZbokSJEh8nFnTl98QTT/CpT32Kv/zLv+Sxxx5j9+7d/Jf/8l9YvPjaKxm3O3ueOci+5w5RVhPBH75UsdEKGqf3nue5b/yCL/7hkwC888xBxgdiBKL+WXNJqltFUWUO/uI4mWQWf8hHIVvAhitWAUVRoJAr3rDHdjmSJBGM+CjkNAzNBBVEQcQ0TCzDQpJEKhvK3v9AV+H8yQF++t09jA0lsG0b2wa3R2H5ukYef+oOfP5LO8GvPHeMvq4JVq5vQpJFTMNClJwB+8HeCV748WF+5bfuBkDTDJ75/n7iExkamyuQZACbmvoouYzG0QPdLGqt5I4F5j4lEzn+4Ztv09M9RjTqo7Y2jGGaTIyn+ZcfHiCX07jnPsdO3eNRUWSJYtHA61VnHatYNFAVGc8ct5UoUeLaeLRtGediE3ROxij3+vApKkXTYCybIex284UVa1BKwe8lSpQo8bFhwdPBsizz9a9/nc7OTpqbm9mwYQNf//rXr+PSbj+0gsa+nx3G7XXNEE3gCKFoTYRTe84z1jcOQN+ZQUzTmjM3CcDlVcmn8wx2jABQ2VSBAHPOmdm2jWlaVNTenHaurlMDhMsDNC+rRXUrGLrptOzZNoGojyVrm0iMp0kncws6/lBfjB/+rzcZH0lS3RClsbWSxtYK/EEPR/Z08pN/eGd6Jik5maX9cC/hqA9FlRFFEUWVkSQRWZaIVAQ4d3KA0aEEAB1nhhgeiFNdG55lZ+3xulBUiYN7OqZnn+bL/n2d9PaM0dAYJRT2IskiLpdCTW0Yl0vmjddOMzmZBaC+PkpDQ5SJidSsGSvbthkfTzv3eU+bnm3b9FyY4KXXTvHzX7Sz70AXmezNEc3Xg2Q6z+HTfexr76Wrf2JGq2eJEjeLGn+Af7d1Jw+0LMayLcZyGXK6zqaaOr6+ZQfrq2s+7CWWKFGiRImbyLwrTpFIZM6KRrFY5H/+z//Jn//5n1+Pdd2WjA/EiI8mps0Q3ksw6ufCmUEGO0eobKxwzB1g2njjvdim02Z2cS5q28Pr2PuzI2QSeXxBN5IiIeAYdmRTeRRVZsenNtzIhziNrpmIokjb6gaal9UwMZxEN0z8ATfh8gC5TIFctoheXJgF+MG3zhGfSFNdF2FiJEkuW0SSRIIRL2WVQU4f6+NC5yiL2qqJjaXJZQpU1s5t/hAIeuiPZYiNpaiqDTMxlsa0LFTX3B8Pf8BNPJYhmykQDHvntW7TsDh8qAePV0WeIwQ2Wuanry/G6VOD7LxjCaIocP+9q/juyLsMDMSpqAjidisUizpjYym8HpX77l2JdJlDWi5X5Ic/OcjJU0MUijrOW0egvOwUjz+6njWrGua15puJbpg8//Zp9hzrIZHJg22jqjItdWV85v51NNzGznklbk1qA0F+a8MWYvkck4U8XlmhZo526BIlSpQocfszb+FUEkYLxwkudeZ85sIRSJda7TY/tI6ffuMlcqn8rAoVQC5ToH5JDQ3LnF3P1TuWsuGelRx57ZTTkjf9dwQkUaRt/SK2P3JzhFO0MogkiWhFHdWlUN04sy0vk8oTLgvgD81PeACYpsXJw72YhsWpIxfQigbC1PzUyECcQMiD26PSfWaYRW3VyIqEKDltgsocWU6GYSGK4nR2lCyL2NaVBas51WoozSF83o+ippPLabjdc1cRRdF5j2Qzl6pDy5fX8sVf2s5LL59gcNCxmVcUifq6KA8+sJqVKy5ZIdu2zb88c5iDh3uprAhSXRVEEAQM02JkNMn3/+UAfr+blkW35lzGM6+188r+8wQ8Ko3VYSRRJJvXONMzyt//ZB9f+8IuKiIlc4MSN58yj5cyz/zPV++Hbpm0j49wPjGBbdvU+0NsqqrDq5Tab0uUKFHiVmPewukrX/nKjVjHx4Ly+jLK6qJMDMTx+Gc7MaViGfxhH/VLawFoW9/Myh1LOfLqCURJnHbKM02TdDyDrEg89NRdSFM99i6Pylf+6EncPhfnDnWTS+exbXB5XCxaWcfnvv4wZdXhm/JYF6+qp6apjMGecepbZpo1FPMahazG5ieXX7GqczVM0yKdyDE2OImkSPiDlxwETdMilciTTRcoFh2b4NqGKJXVIcZGktTM4Tw3OZEmWhGgqdUREy1t1fj8LlKpPIosk0nnaFoeJDaeIRj0kkzk2Lh9MT7/3DbFV8OlKng8CulUAebI7LUsZ1brvcdetbKe5ctq6ekZJ5Mt4PO5aGmunFFpAhgYnOTEqQEqygP4fZeOIUsidTVhevti7DvQdUsKp6HxJHuP9xL2u4kEL12g+jwqi2oi9AzG2XOsh8fuXj3j9wzT4tyFUQbGkgAsqonS1lAxq82yRIlbjZFsmm+07+dsfBzDclp/RUGgPhDkN1ZvYXm08kNe4dXJ6EUOTvRxPjmGaVu0BsvZXN5I1LXw+IgSJUqUuJW5Pp7KgGEYPPDAAwCoqsqLL754vQ5926C6FLZ9chM/+Yufk4qlCZZdckorZItMjibY+fhWyi+bQ/r6X32V//LVv+bcwU5y6TwCAjbgDbh56Km7ePir98z4G+W1EX7jP32BvT8/xsm957EMk9Y1jdz5ma14/Z6b9VBRVJlPfWUX3/ufL3Hh/AjBiA9ZkchlChQLOis3N7Pt/pULO7YioRcNtKJBNOSZIcokScTtUUglc2hTbYCyInHHfSt5+jvvMjGWIloeQBSd7LFELINW1Nlx93rcHmeHt7ouzIo1DbzwzBE03UCWBLbcG6Tz3AimblFTH2XbriULWrski2zc1MzPnzuGYTjtjJpmIoqgqjLxeIZgyMOKFbWzf1cSWby46qrH7+weI1/QqZojW0sQBEJBD2fODlMs6riuMDv3YXG6a4R0rkBL3WzTEFEU8XtdHDzVxyO7V06Htw6NJ/nHFw/RMxjDMJ0LT0WWaGuo4EsPb6I8XKpOlbg1KRgGf3V8HycnRmkKhvHIzudRt0wupBL81bF9/NHWu6ny3ZrB3F2pCf7m3Lv0ZSedMGZB4K2RTp7vP8WvLdnO2mgpFLjEzce2LZL6ALqVRRX9BJX6UlttievKvIXT+vXr5563sW3a29s5cuTILAe4EpfY8alNTAzG2Pezw8RHEiguBV0zkGSRtXet5JHfuG/G/YNlAf7Dv/xbjrx6gr0/O0IunaeyoZx7f/kOmpbN/mLKJHI8842XOfzaSVITaRCcAN3eM0N85ncfpKL+2pzs5kPLijp+9d8/yv5XTnHqYDeGYVJRE2HTXcvYfPdy3N75V2wALNMCwREhhmHNaL+zbRutaCDLEvJlP998RxvZTIE3XzxBf/e409qHjT/o4d5H1nLHfZdEnCAIiJLgtFTaNghT72cbLNvGxp5V6ZkP27a3cfxYHydPDKBpxlTrpo0sSwQDHp783BYi0YVd8BuGOd3uads2ubyGZdm4XDKqIk8HEhuGhWthT/8No1DUEQXhil9yLlVG0w0Mw0SWRNLZAn//7H4uDMepqwjinhKCuYLGye5hvvncfn7vc7unf16ixK3E0fEhzk1O0ByK4JIufRUrokRLKMr5xARvD/bymSWrr3KUD4ZhWeRNHbcko4jX7gKY0Yv8zbl36c9O0uwvQ576zrdsm75MnL87v4c/XPMANd45yuolStwgxgtn6Ej9gqTWh2lrSIKLiKuFJcGHiLpaP+zllbhNmLdw+vSnPz3nz3Vdp729nbVr117rmm5rJFnisa89xJrdK2h/6zSxoUkCER8rdyxl6ZbFKOrsizxJltj84Do2P7juqsc2dINv/18/5t1nD2EaFsJUq1ImkWN8YD/x4Ul+7y+eIhCZ3UYxMTzJ+OAkkiTSuKQGt+/6XFXXNpXz+Ffv5JFf3oGuGbh9rmsSHeC0swUjPsLleTLJPFpBQFElLMtG10xUl0ww4kVRLr29BUHg7k+sYc2mZs6095NNF/B4VZavaaCieuaX+8hQgpPH+mhbXo0sS2TSjvNfy5JKgkEvQ4MJ9r11nkWtC2ujcbkVPB4VTTOmq2IAum4SCHiIzPH6fFAqygMIwMhokvGJNNlcEdt25rbKon5EQaCluQKP59abnwgFnIqoaVkzMnMuks1rVJcHUade18NnB7gwEqepJjJdgQLwulUaqyJ09k/Q3jnElpVNN+cBlCgxD07HxjAta4ZouogoCPhklcNjQ9cknFJagTeGunhjqJu0VsQtyeyoXsQ9da1UeRdeyTo40Ud/dpJFl4mmi+tu8kfpSI+zZ6yHJxetW/DfKFFiPozlT3Ms/h2KZhqfUoksuDCsPOP5U2T0ITaUfZWoq+XDXmaJ24B5C6c//uM/nvPnhUKBP/3TP73mBX0cEEWR1rWLaF276Loe9/T+LvY8dxhDN/EFvdMVF9O0yKXytL99lj0/O8yDX9o9/TuJ8RQv/uM7nD7YRS6VR5REIlUhtj+0ll2f2rggA4S5UN0K6hUMEeaLoso0tlaSTuSoqA4x1Bcnny0iCFBeFaSiOkw6lae6frYDW1lFgDvuXXHV43efHyGbKdLUXI4gCARCLsCmoiqIbQmEwl7Onhogly3iXYDAPLC/i67OUdasbcS2bYoFHUEU8PlcjI2meP7nx1i6vBbfAo69fFktsixx5vwwqirjdskIgoBumPQPTKIoIp/+5Ppbcv5nTVstkZCXsXiGmvKZrYZFzaCoG2xfu2h67e2dgyiSOEM0XUSdeu+f6h4pCacbRF7XOT4wzGAihSAILK4oY0VN5YwL6RJXRrNMxKu0EEmiQNFcmOsoQKKY58/a3+ZUfASvouKTVTKGxr90t3NwvJ+vr76DxsDCXCrPJ8cQEOZ8rQVBwCsptMeHSsKpxE3Bsk06Ui+gWRnCatN014Iq+VFEHwmtl87UL9hc/lultr0S18x1m3EqvRk/fN7+6UHymQLhytCMqo4kifhDXuJjSd76ycFp4ZRJ5vjuf3mO7pP9RCpD1LVWYZoWk2MpfvatN8ml83ziy7tvydd2064ltB/oZrgvjl40cFYokJzMkc0UWbG2kWVr57bdtm3bafeSpTkfm66bM9wN34ssixSLBoY+Oy/r/bAsm4P7uxxRMyUkL6/+VFWFGBiIc/rUIJu3zH937GIFS5ElbMt2HAMFYSrwV0CSpOlZoMvpH5rk0NFeznWNIAgCSxdXs3FtEw1XsHC/EYQCHj65exU/eukoF4bjREO+6Za8dK7I6rZatq1ZNH3//FRL5pWQJYHClEFIievL+bEJvrX3MP3xJNaUTagiiSytquBf7dxEZaA0W/Z+NAZCmLaNZdtzCqiMprG1euHRAT/tPc2J+AgtgQjqZVWtSo+PrmSMf+o4yr9ff/eCzu+mbXG1XxMEActeWM5diRLzJaFdIKkP4JMrZ72fBUHAK5cTL3aRMUYIKKXstRLXxnUTTiU+fIa7RgEBSRKxbRtdu2SOcNFue6xvYvr+R14/Tc+pAepaq1BU560gSiKV9VES4yn2vnCcDXevpLqx/MN4OFelttEx0EgmcsiyiOpSsEyLfFZDkgSilcHpx3SRbKbA4T2dHNrTSSaVx+tzsXH7YjbuWDwjjyla7kcURHTNmHUMgEy6QEVVCN8czoi2bZNO5QHwBzyzKjuFgkYikcPrm7tVTpIdwTsZz87j2bjEqTOD6LrJ2tX1TMSyxOIZbMsmGPBQURHAMm0OH+3l3rtXTFdqDh3r5V+eO0Iqncc7JeIu9MfYf7ibzzy6kY1rb17FZue6ZvwelTcOdXJhKI5p2QR8Lu7a3Ma9W5bgdV963hoqw3T2j895HNu20XST2orSjMX1ZjSd4W/ePsBoKkN9JIQ65eqZ13TaB0f423cO8gf370KVS18vV2NLdQPPdp9lIJOkwR+accE3kc/ikRXuqF3YZy+lFdg72kvU5ZkhmgAkQaTGG+TM5Bjd6TitwfnPvbYGy3lrtHNO0WfbNlldY1nN1Y1sSiwc27YZLY4xWhgFoMpdRZVrtmj4uKBZGUyriCzP/k4GkEUPBTOBZi3se7VEicuZ9zfbv/23/3bOn5vm/HffP67Ytk3fmQFOvHOW+NAk/oiP5duWsGRjyzW1xrm8LudLK5WjkC1iGlP2tpKIy6tiGSbq1IWnbdscev0ULo86pzgIlQfoOzfMmYPdt6RwOvT2eQRBYPWmRUxOZMhOtRnWNwdwuWV6zo8wMjBJTYMjsNLJHN/9xut0nh3C5VZxexTiE2me/cF+Thzu5Zd/627KKpye/6Ur6qiuizAyFKe+sYzLv4oKeQ2taLB5x+JpkQPO83nscC/73u1gaCCODdTURNi6czEbNrdMCyhFkVFkiaI2dyXEth07ctcCbNoBUpkCCAIBv4eA38OixjLn4kYUEBBIpfJkskUKBR2/z8XwaJKnf3YUTTdY1Fg2/cVr2zbDoyme/tkR6msjVF0htPl6IwgC65bVs3ZpHePxDLppEg368MzR5rlpRSN7T/YST+WIBmfm60wksgR8bjYsq78p6/44sbe7j6FEitaKshkXzR5VoSka5tzoOMcHR9jcVHrur0aFx8dXlq/n704e4nwiRkh1IQoCSa2IS5L4dOsKVpdXL+jY4/ksGV2j0jN35c+vqIzkU4zlMgsSTpvLG/l5/yn6MnGa/NGZ5418irDqYXtl84LWXuLqZPQML42+Qne2h4JZAMAtumn2L+KBqvsIKLemC+ONRBX9SKKKYRdQhNnuwYZVQBJUVLFkk1/i2pn31dnRo0eveNvu3buveFsJB9M0ef5/vcKenx4klyqgqBKGYbHn2YOs3rWcz/3+p/As0DZ85bY2Dr7UTjKWQVEkpKk5D8u0yCZz2LZN2/pFl36WyOHyzl35EJxeNXJT1ZNbCcuyOLavC5/fRbQ8QLR85heFbdv0dY1x7kT/tHB65bljdJweoq6pbIZQNAyTns5RXvzxIX75N+8GQHXJPPb5LXz/m29zoXuccNRDEz5GBxMUCiZrNi5i6x1LZvy9l19o5+UXTmBZFqGwFwHo6R6jp3uM0ZEkD3/KcaNUFIk1axt57dVTRKP+WRWpVCqPz+diybKFtRN43Cq2bWNZU2JJEJAuz9DSDNxuBdfUc3Ck/QLJVG6GaALn9a+pCtLTF+NIex+fuHfVgtazUARBoLLs6hcAbQ3l3L9lKS/uPUMqWyDs92DbNslMAUWR+PSda2iounmthh8XjvQP4VGVOdvLXLKMadmcGR4rCacPwI7aJiq8ft4c6Obo2BCmbbOztpFddc1srKxdcAVBEUUkQcCwTJjDfMK0bQTEBTvsRV0+fq1tG3/XsZeO1DheWUEQBLK6Rlj18EstG2kJ3Hobbh91NEvj2aGf0ZXtJqJEiCrO91vOzHE6dYaCWeAz9U/gkm4xy9QbTFhtIqQ0MKn1EFIaZ3xubNsmZ4xT5VmNX17YRkSJEpczb+H0+uuv34h1fGzY/7MjvP79dwlFA1Q2lE9/wHPpPEdebscf9vHk1z+5oGM3r6pHkiUs08K2wbac2YOLVQxRFFm0wrEwFyWRYJmf4d5xmCML1bZtsG18oZuX/fRBMXSTYsFAuUJVRpiytC7mnapOcjJL++FeQlHfrOqaLEtEywOcPTnI2HCCypowAG3Lavi1f30v+985z+kTfQBU1ITYtG0Jm3csxnVZBaTvQozXXzmNx6sQvcxGPBD0kEzkeOv1MyxdXsviJc5Je9uOxZw80c9Af4xomR9sAAFdN0gm8+y6cynV1QtrMVuxrIZgwM1kIkvZeyzNTdMinSmwY9viaQv3nr4YrikDibmeR5cq0ds/Meu2WwFBEHh010rqKkK8295D34iTJ7NuaT071zSzevGVxWcik2cikQKcubMSH5yiblzVAEIQBLRSB8IHpi1cRlu4zDlPw1UNIz4o9f4wiwJRziXG8SuzL6LHCxkqPD6WRhYehL2urJ4/9DzA3rEe2uNDWLbFspoqtlc2l0TTDaIj3UlP7gKVripU8dJ3kE/2oYoqvdkLdGQ6WRVaWEbiRxVRkGgLPsSx+HdJaH34lQokwYVhFcgaY3jkCIuDD35sWxlLXF+uaxP66dOnWbHi6o5lH2cM3WDPswdRFJnQe1qfvAEPkcoQx14/yV2f30lZzfx3yod7xiivi5CKZSjkipiG6VyUi+D2qQSjfmLDCcC5uNl49wp+8tevohd1lPdk3STGU/hDXlZsufWyDxRVJhz1MdwfJxydfbtlOS2KF+eWYmNpsukClbXhOY8XCHno7xlnYjQ1LZwA6hrLeOKL23kwu45XXnmJ3/53n8Dlml2hO36kl3y2SGXz7IuFUNjL5GSW40d6p4VTdU2Yx57cxN994zWOHrngtFQK4Pe52bZjMY9+asOCT/BlUT93bF/CL149gWlaRCM+JEkkm9MYn0hTVxNm+2WvqSQKVxUOlsWc1uC3CoIgsHF5AxuW1ZMr6AgCeFzKFZ+/WCrLC/vOcuT8AJqmc3+rwl/++B3u2bSU9W2lwM4PQmtFlDfO98x5m2XbWLZFXXjm+c2wLI4PDrOvt5+hVJqAy8WWxjq2NNXjv9UCxT4kBEHgel3WiYLAJxqX0p2KMZhNUu0NIAkilm0TK2TJGTqPLVpJYA5RNR9qvSGeXLSu5J53k+jMdAH2DNF0EUVUEICOdMfHTjgBVHpWsi76ZTpTL5HQL2DZOpKgUuFeQVvooZIVeYnrxryF01NPPcU3v/nNGSG3lmXxp3/6p/yn//SfyGZLw3dXYqxvgonBOOHKuasJwfIAfWeH6D87uCDhlBhPE64I0rC0hvH+OInxFLZtE4j4qKgvwzRNEuPp6fuvv2sFJ/Z2cP5oL6GyAIGIF9NwXPUM3eT+X9pB5U0MzP2gCILAxjva+PG336VY0GdUfwAmRlKEoj5WbHAGqy+aY5iGhTKHI7phWNPmGXOhXjTOuIKF99hIElWdu2oD4HYpjAwlp/8/ky7wxmunsWybxsayaTMPwzDp749x6FAPOy9rBZwvD963EpdL4u09HQwNJ5wAXLfCyuV1PPbIOioua21c1lbDiTOD0619l2NaFoZhsmTxrT/kLQgCvvfJpppM5/nrn+6lc2CCSNBDecQHaHQOTtA7luSL921ge8m6/H3Z3tzIvp5+4tkcUd+l2TLbthlKpCj3+dh0WZuebpp8+8AR3uzqxbAsvIpCn5ng+OAwb3X18rVd26jwl2YPrjdbKxvJLNV4urud7lQcAbCAsOrmieZVfLKptMn5USNn5pCvctkmiwq5qbmnjyOVnhVUuJeR1PvRzCwuKUBQqS9VmkpcVxY04/TZz36W73//+yiKwqlTp3jqqadIJBK88MILN2KNtw2WZWPb9hU/xBd3HBfaOhQs82PqJqGyAKGyAKZpgW0jSiKCIDDQMUL4sotmX8DDr/y/HuXl7++hfc95RvtiiKJIeW2EHY+sY9tDs8OMbdumv3OUUwe6SMQyBEIelm1spmVF3QwxfaPZuHMJZ9v7OX3kAl6/G3/Qg2mYJGIZFJfM/Y9vJDQVJFvTEKGyJsTYSJKa+tklqkQsQ7TcT2PLwtpLPF4XxlVak3TDwnPZLNmB/V10nh+loTE6I6QXYHQ0yUsvtrNqdT2hkPe9h/pASJLIvXetYPuWVrp7J9B1g7IyPw110VnvvXWr6nlr33n6B+PU10ambexN02JgaJKaqhDrVi3cEvlW4s1jXXQOTLCoJoosiYjYgEZjVYT+8RTPvnuSta01M5z7SsxmVW0VD69ays9PnCWRLxB0u7Bsm1ShSNDt4pc2r5khhF7r6Oa1jm4q/X4C7ksVDt00OTM2zncOHuXf3rXztrq4KRgG5ycnyOs6ZR4vLeHodWnBmw+CIHBffRubKuo5OjFIvJjHr6isK6u9pvDbEh8eZWqUzkz3FW/XLI0ydY42jI8RgiASVksbYCVuHPMWTm+88QaPPPIIDz/8MHfeeSd/8id/wq//+q/zn//zf8brXdiF3seFivoo4YoQyVga9xzhpul4Bm/QQ23r7B3+VDxD59Feivki4Yogi9c3z5rXWbFlMe8+e5hMIos/7JuR5aQVdGzLZu3u5TN+JxDx8cRv38+9n9vG+OAksiJR21KJ6ppdmjFNixf+8V32/qKdfLaILEsYhsm7zx9n7Y4lPP4bd+N6n13/64Xbq/JLv3UP7/ziJIffPU8qkUUURRavqGPHfStYuXHR9H0VRWbnvSt4+jvvEhtPESkLIIoCtm2TiGcp5jXu/eRaPN6Fta0sX1nL4f1daJoxXZ26iK6bWKbFyjWO+DBNi4MHunF7lFmiCaC8PEB/X5wzpwbZtqNtQeu5iNfrYtWKq7efRcI+fuXJrfzzjw/QPzjJ5b1CNZUhvvjkFsLB2Z/rRCpH+5lBYpNZFEViSXMlixdV3pLBuuDM5ew/fYGAzzVnYG5VNED/WIKTPSNsWd74Iazwo4MgCDy5biWLomHe6bpA13gcWYB7l7awq62ZJZWXNiB00+SNzh5csjxDNAEokkRNIMDpkTF64pO0lH30L/hs2+aN/h6e6zrLUCaNYZp4ZIW2aBlfXL6WxZGbX8EPuzzcXbf4pv/dEtefZcFlHEu0k9bTs9zzMkYGVVRZFlz6Ia2uRImPB/MWTpFIhJdffpnHHnuMP/7jP+bpp5/m05/+9A1Y2u2Hy+Ni6yMbePb/eZFkLEUhp6EXdCRFwhfyEhueZNOD66heVDn9O6Zp8cYP9vDuTw+SGE8jYCPKEjXNlTzy6/eydNOleZVFK+vZcM9K9v78KIWcRrgiiCAKpOMZEmNpVmxdzKqdc7eAXaxSXY19v2jnzZ8eJhjxEy73Y2gmkiJh6iYHXzuFP+zhk1+5NmdF07ToOTtEf9c4tm1T01hG26p6ZGV2G53X5+KBJzay+6HVJOIZJFmivCo45871ll1LyKQLvPXSSfp7xhEAGxtfwMPdj6xh9/0L7wlfsbqBlrYqOs6NUFkVxOtVEQSBXK7I6HCKlrZKVk+F8RaLOplMAY9njp5BnGqRIEAqdfPaLVqbK/n6b97HiTOD9PZNIAgCTQ1lrFlRj38OgX/w+AWeeekY8UQWbGeMzqXKrFxSyxcf2zzn73zYZPMauaKGd44ZNQBZErFtSGY/vm0u80EQBDY11bOpqR7dNBEEYU7DiIlsjrF0hrBnbpMZv0tlNJ2hbzJ5WwinVy90862ThwGo8wdQRImsrtM+NsJoNsvvb7mD5lDJ6bHEwmjw1LMxsoH98QPkzDwB2TEAShsZLEy2RDfT5C1t/JQocSOZt3BKpRwnqn/+53/ml3/5l/njP/5j1q9fTyTifBkEgzcn7+Wjys7Ht3DghaMcfPEohmYgSiKWaSFKIovXN/PIb9w34/5v/GAPL3zrdTx+N/VLapAkEa2gMdQ1yvf+75/y1H/4HItWOPMEoijy2G/dTzDq5+BLJxjpGcO2wR/2csenN/Hgr+zCvcCqilbU2fvSCSzToq9zmMnRlDMbJAmEywJEq4Iceescux7dQCg6d3bI+xEfS/Ev/+sNus+NoBd1EJww38bWSp78V3dS0zj3bq3bq1LtvfpFlyAI3PvIWtZtbub08X4nANfvYtnqBqquYBrxQXG7FX75qV08/f19dJ4fZXwsjYBja75idT1PfmEr3ikxoaoyLpdMLluc81gXHRA93rmF1Y0i4HezY3MrOzZf3QzkfPcoP/zZYXTDpKkuOt2emc0VOXLiArIk8Kuf23HLtV15XAqqLFPUDQLM/gyYlgXY+EptevNGka5saS0AAk5192rc7Da2G0FW1/hp52lEQaA+cGmO1a+qtEbK6JiM8Xz3eb62fuuHuMoSH2UEQeDuyjspc0U5NnmcmBbDBqrcFawPr2NNePUtd+4tUeJ2Y97CKRwOzwi7A2hpaZme3SkF4V6dcwc6mRxJUNNciaGbaHkNRZVxeV1oeY3DL7dz/5fuBJz2vHd/ehCP301ZTYR8poA5FWJbv6SGC2cGeOeZA9PCCUB1KTz4pd3c8alNDHSOYJk2Nc0VhK8xwHSsP85g9xj9HaMUckVEUUSQBAzdYmwwTiKWpqohSn/nKKEt8xdOhbzG97/xKp2nh6iqi0y3zRULOj3nRvjnv3yFX/8/Pkkwcm1D5GWVQXZdQ3XpSkSiPr762/dwoWeC/r4Y2DZ1DVEWtcxsX5NliQ0bm3nx+eNEy6wZ7ZQAk5NZAgE3y5ffmg5v7xzqIpsr0FQ/M/fJ53VRURbg5Plh+ocnaay9taoHHpfChiX1/OLgOaIB76yWwlgyRzjgYcWiW98I46NEhd9HfThIVyw+q1UPIJEv4HertJbfWu+XhXBifJTRbIbGUHjWbaIgUO7xcnR0iMlCnoj71ot5KPHRQBRE1oXXsjq0iqSeAmxCSghJWFgmV4kSJeZHKcfpJmJZFm8/vQ9DM1i8bnaq+sRgnD3PHmT7o5vwh310Hu0lMZ7GH/ZyZn8HmUQO27KQFJlIVYhgxE/H4W5SsTTB97TZ+UJelm68fvablm0z1DNOIVtE9ciIlwUn2pZNsaAx0hfHMhYmnM8cvUDP2RHqmspnzG653Ar1LRUMdI/Rvr+bOx5afc2P5UYhCAKLWipY1HL1bJSt250cp74LMQIBtzNvhTMPpWkGDzy4hvKKW294O5fX6OgZIxT0zrmr6fe5mJjM0HVh/JqFk23bxBJZdNMiEvTgVq+9AnfX+lZO9gzTMxynKuonMOXGOBJPk9dNnti6mvB7wqcty6ZrOEZ79xCZfJGw38u61loaK8Olnd0PgCSK3Lukla69cSayWcq8l947OU1nPJPl3iUt1IU++p0KWV3DhiuGyrplmUShQFbXbmnhNJpPczI+TME0KHP7WButxSPf3Ar4zcSynfgKUbh1YxfmQhIkomqp7bNEiZvNvIXTnXfeeSPW8bFgrG+CgfPDRKvDc94eqQox2DFMz4k+Vu9aTjFfJJvKMdY3jmGYuL0uRFHE0A1GL4yTHE9S2VRBMa/d8LWbhkk+W0QQhRmiCUAQnZY6o2gQH0tf4QhXp+PEADb2LMMLcOZ+FFXm9JHeW1o4fVDKyvx88tH1/M03XuXMmSEM3QRBwOdzcceuJdz3wKoPe4lzYloWlmUhX8G2/WLwsGleW6DsiY4h3jjUSc9gDNO0CPrdbF3dxN2bl7yv5fjVqCkL8huPbufpt9rpGpwglsywMuQm6HXx6Po27tkw04xD0w2+9/pR3j3Vy2Q6jw0IAvzi4Fnu2dDG4ztX3dIZV7cKO1uaGM9kef7MeTonYsiihGFZyKLIlqZ6vrhxtnvnR5Gwy40oCGimgSrNPo/ldB23LBNU3R/C6t4f3TL5UfdxXh/uIKUVcJosodYX4outG9hUcXu4a16kIz3E/tg5zqac7542fy1by5ayLFiyry5RosSVmbdwam9vv+rta9asWfBibncMzcAyrTmNDgBn3sm20TUDAG/QS2IsCQIEwpfa31RJRXEpTI4l8YVyBK6xfe2DMNofRxRFLNvEtmyEy1qdnMR7G0RITCxMOBUL+oy2NcuywHaeEwBJligW9Gt7ELcIk5NZnv/5cSzLZsmS6ukcJ1036e4a4/XXTvHAg9f2ObJtm57eCfYc6KRYNGioi7BrxxI81yA8fB6nHa9vME4oMHvHvKgZSKJAVfnCq2V7j/fwg18cpVDUiYa8yJJIOlvkp6+foHcwzlcf347HvfDd76bqCP/ms7vpHYkzPplmuOM4f/DFuwn4ZjsH/mzfaZ7de5pcUcMwremfZ/NFfvTmcSJ+D/euvzbnQ3Ac/8aTGQRRoCoUmNP1byGYlsWZoTHa+0ZIFYqU+b1sWFRLS8VsW/obiSgIPL5mBUsrK3jmxGmGU2kCLpX7li5md+uiq85IfZRYWV5FnT/IUCZNU3BmRdK0LOL5HI+0LiV4iwb+Pt3Tzk8vnCSsumkJlCMKArplMphL8Ldn9+KTVZZHbo9W1r0TZ3i6fy9ZI09A8SIAB2LnaU/08kjtJu6pWnvbiCfLtujNdnEmfYqxwgiq6GJJYBlLAysIKnNnSpYoUeLKzFs4rVu3DkEQZuQRXZx1Ks04XZ1IdRhfyEsmkcU1h0lDLp3H7XVRVuuU323Ldvb87Nn5T85tDnPlPtm2TSqewbZsAlH/rFma+eLyqiguGcsQMaba8URRwLZspz1FVbBte8F25NX1UY7u6SAZzzA+nCQ16QQp+0MeKqrD5HPFK5pD3CrYts3gwCQDfTEAausiNDSVzfoC3re3k74LEzQ1lSPJM1+X2ESGt984y8ZNLZSVLcxkI5st8md/+RJHjvdRKOpTAlTgn3+0n3/15d3csUCbc1EU2L6hhZ7+CTLZ4gz3PMuyGR5L0lgbYVlr9YKOn8oWePaNk1iWxaLLWv28bpWw5uFExxB723u4Z8vCw4HBOU8115RRXx5kuOP4nG2AqWyB5/adZjKdQ5bFGZUl3bQYT2Z45t2T7FrVjDqHrfwHQTMMXm3v4u3TPcQyWQQEaqNB7lzZwq7lzddk7Z7XdP7h7cMc7B5AMw1kUUI3TV4+2cG9Kxfzmc03t1q2t7efHx07wWg6gw3Esjl+ePQEY+kMn1m36rYQT25Z5nPLVvM3xw/QnZik0ufDJclktCLjuRzN4SgPt9yaVtEThQyvDXUQUt2Uuy+ddxRRoskXpTM9wcuD524L4TSSn+SZgf1YtsUiX9X0+bnMFWSimOKF4cO0+Gto9n/0H6tlW7w5/irHEocwLAOP5CFlJxjM93EyeZyHax6jyl3zYS+zRImPFPP+xu/p6QGci8RVq1bx/PPP09RUChv7IPiCXtbfu4pXvvsWwbIAymVZSaZpMd4fY/n2NhqXOcYA+UyeSFWIbCrniC2PiiiJGJqJrukEywMEIj4yiRzeqQqAbduc3HOefc8fpb9jBNu2qayLsvnBtWy+fzXSFdqs3o8VG5uJVgSJjSQJRf0U8hqmYSKqIm6PSrGg4fKobLp7+fsfbA5Wb2nhuX/aw8lDPdOteSAQH0sxMZIkXOZn7barO759mKSSOX7yo4OcPTVIPq8DNm63ypJlNTz+uc1EppwGTcPiyKEefD7XLNEEjslE34UYZ08PsnPX/C+ybNvmv/7Fixw43INLlYmGfQgiaJrJ2Hia//HXrxAIuli7amGWtVvXLaJ3IMa+I93EJjN43CqmaZEv6lRXBPncJzehXKGi+n60nx8inszSWD27b9+lyqiKzL72Xu7a1HbD86LOD47TN5bAsm2yBR19arNAwLEulySRzqEJ+sYTLK6df3CyYVp8540jvH26B4+qEPF5sG3on0jw7TcOM5HK8sS2VQve9X760Ene6eilJhTEP+UUaNs2k9k8Pz9+lnK/l3tX3pxsn/ahEb61/zCaadIUiSBPVdbjuTzPnTqLLIl8dt1HvwUXYFttA6ok8VznWboScXQrh1dWuLephceXrKDGP3c1diKfpTMRw7Jt6gMhGvyhm1rxODU5SlLL0xKY/V4WBIEyl4+TkyMkinnCrlt3PuuDcHSyi6Sepfky0XSRMjVAT3aUw/GO20I4nU2f4ujkQfyyH5/rkiC2bIuRwjAvj77ALzV+GUlY2OZPiRIfR+b9ablcJAmCQH19fUk4zYO7Pr+T/nNDnDvYhcfnwhPwoOU1MokstYurefS3Hpw+mXv8brwhD9XNFfSfHyYxmsSynDmgyqZyQmUBJEXC47/UM//Wjw/wwrffwjRMQmV+BFFkoGuUvv/xIkNdozz22/cvqPrk8qjc99kt/PD/eYViQSMQ8iLJIpZpk83ksUyLrfetoqJ2YcOqwowLYQEEp78eQZge3r3WqtmNQisa/NM/vMPZU4OUVwaprHIG3bPZIsePXiCXK/LV374Hj0elqOkUCjou99wfPVEUEATIZhc2t3bqzBDH2vtxuxT8/ksVIZdLRlV8TMQz/PiZIwsWTrIs8fhD69A0gzf3dTAwkkCSRFYvreXxh9bR0jh/EXGRRCoHXPl19nlUEuk8mm7gniOg+XrSP54gX9TRTZNpJ20n/AvTMhFNE8u2GYmlZwineDrHwY5+2nuGKeoGi6qibFnSQFtt+YyLtOO9Q+w9d4GqsB//ZW5zPrdKPJ3jlfZONrTU0Vw1f5ONWCbHvs4+Il7PtGgC53wd9XvJaTqvn+lm19Jm1AVupHxQbNvmpbMdZDSN1rJLLYKiIFDu82JZFq939HDvksVEvR/tC/KLbKiqZV1lDQPpJHlDJ+L2Uumdu506b+j88PwJ3h7sZbKYBxsCqot1FdX8yvL1lHtufBs2QNE0EBCuaAuviBJF3aBoGTdlPTeS/twEiijPKUwFQcAjqfTlJj6ElV1fbNvmVPK4k1coz+xeEAWRclcFY4VherPdtPqvrYpfosTHidI2w00mEPHzlf/weQ48f5RDvzhGejKDJ+Bhx6c3s/XhDZTXXWpHa9vQTKgsQPeJPrSCjiAJTlAnNpOjCbLJHA9+5a7pGaeRCxO8+v09qG6ZsppLzm7+sNMeuP/F4yzb3MKKrQtr1XriN+8hPp7i7eeOkohNzTLZoHoUtty3iq/+fx5b8PNyYn8XsiyxYsMiJkaSpBI5bGzCZX4qasJkkjmO7e2kZXntgv8GQGw8zZnjfWTSBbw+F8vXNFBRfW193qdPDtBxbpja+giuyy7o/X43LpdM1/lRTh7vZ/O2VlyqgterkkzmCM3xZy3LEYmBwMIGyN/Zex5NMyiL+sAGw7CwsZFEEVEScLkUTp0dmtVq90Epagbf/+lBDp/oJxhwU1cdRjdMRifS/PBnh3G7FJa2LGyn1u1SsG1mtaVeRNMNvB71iuYU1xOPIqObJqblPHfTyxGc9RmmDZj4L2tN7R2N879+cYCBiQQuRUYSRTqHYuw508snNy/nE5uWTT+uAx39mJY9QzRdJOL30DUS43DX4IKEU894nGSuQHPF3L8b9XsZTaYZTqRoKr+xrlwT2Rznx2OU+3xzvqZlPi898UnOjI6xs/n22YATBYHGYPiq97Fsm787eYjX+7uJuj0sDpUhAEmtwFuDvcQKef5g024C6o2fiapw+xEFkYKp45Zmb0qk9QIh1UNY/eiLW1WUpzfj5sK0LVTxo39pVLQKjBfH8ctzt3yrooppW8S0CVopCacSJT4o13R2uOiiVWJ++IJe7v7CTnZ/dhvFnIbqVpDnmJPwBb24fW6SE2lUj0Ig7EcQBUzDJB3PohcNKuouXRydePcsmUSOxjnEhT/sY3IkybE3zixYOEmyxK//n49z75NbePPZI0wMTRIq87Pz4XWs2NS84DZAgOH+OIoiESkP4A96SCWmZpyCHlxuFUM3Gey98i6gaZhTjn9zVyts2+aNF07w5i9OMBnPOqHDokAo4mPH3cu4/7ENC65onT45gG0zQzRdRFFkBFHgZLsjnCRZZPOWVp796WEMw5wlAmITGUIhL8tXLkwg5nJOpaqoGeRyGsZUxUQUBFxuBVEQME2L3AKF076jPRw+0UdleQDPZdWMsoiP/qFJ/uXnR/j937wf1xzuiO/H8pYqfF6VZKZAODDbFjydK7J74+JZ5gmWZdPRP07/aAJBgEU1UZpry66pnc8w7ctmN2fe5pzznKBia+o+Rd3g268eZjCWpLk6OmN+aCKZ5dn9p6kvD7Om2ZknGE1m8FzhORIEAVmSmEhnFrR2y7anHQDnQgQsLq39RqKZJqZloVzhsyWJItigLTDG4KPM6dgYe4f7qPEFCF4mjsIuD15Z5XTcuf2Bpms3IHk/VkWrafRH6E3HaAnMnMssmgYZXePRxpW45nAL/KixNFjPgdh5DMtEfo9DrGlb6JbBytDCKvK3EsKUK+KVROL0+Y3SNVyJEvNh3mfBSCQyfVLNZDKsX79+xsVqPB6/fqu7zZEkaXo2aS7G+iZIxdM0La8nOZEinylgWzaSLFJeF0FxKZw/0s3dX9iBIAhMDE4iKdIVxaw74Gbkwvisn1uWRe+ZISaGJpFkkUXL6yi7gmW6KIosXt3A4tXX15pWdckYhklf5yjjwwkKec2pZrkVyqtDyIqE6pr5djUNk/aDPRx+p4ORgRiSJLFqczOb7lhCTcPM3fYDb5/n2R/sJ5PKUyjo2KaNIEIuW+T5pw/j8bm488GFzVnkskWUq4hGVZHIZYrT/79lWyunTg7Q1TlKOOLF73djmhbxmDM4/9DDawmHF9aiU1kRxDQtEonctE28gCMucjkN27IoLw8QWYATo2la7DvSjSxLM0QTOBf71ZVBhseSnOkYZt3K+b8/aitCbFu9iFcPnMc0LSJBJ6g2V9AYiaWpqQixY+3M/LPRWJp/evEQnQMT03NILkVmaVMlX3xoI2WhhT2PeU2bblsyLWvq345gsmwbURCQRIHMVBRAe+8wF8YnaagIzzJdKA/56B6O8e6Z3mnhFHC76DcSV/z7pmXNWY36INRHQgTcKsl8gfAc7W+TuQJRn4eq0I3PCot6PQTcLtKFIj51tnFMTtNRZIlK/81pSbuVODY+RNHQCQbCs25TJQlFlG6acFJEiS+1beT/Of0uHalxoi4viiiT0YtkDY31ZXXcX39rGlvMl7XhRbzpq6Q3O0qdpwzXVIVNtwwGczFqPWWsj9y687QfFJfkpt7byNnU6Tnd8wpWAUVUqfXUfwirK1Hio8u8hdOf/dmflapM1wHLsji15xyjveMEywOsvWslrvdcjF44M0AulWfRynos0yI9mcU0TFS3ij/sJZvMMdgxwuRokmh1GLfPhXmVnVu9aMyYhwIY7h3np//rNXrPDqIXnP51f9jLhruW89Cv7FqwS958Wbyyjue/t49UIuu0l005BeayRdLJHL6Am4e/sHX6/qZh8uw/7WPf66cxDQtFddovXn/uGMf3dfG5X7+TJaucLwRDN3nluWOMDMSxbVBdCrJLwjQt0sk8mVSBV352jK27l+J+z+O1bZvx0dTUWjRC4dlVpcqqECeO91+xxaxQ1KmouhTwGQx6+PKv7uLlX5zgRHs/oyNJJEmkuibMrjuXsXnLwoOLd2xr5Tvf24tp2rhVaXo3UZIEbCw03aa+NrIgA4dsXiOeyBLwz91GqCoylm0zMeWIeJF8QefIqT4OnewjkcoTDXvZtKqJ9SvqZ8wqCYLA4/euQVEk9h7v4cJwHBBQFImlTZV89oH1VF4W9JzJFfn7Z/fRNRijrjyIx+04O+YKOsc6BtF0k6997o4Fhef63C7n8Vg2huW0O2LbIAhIgoAsiiiyhHdq/YMTSUzTuuLMUNDnpnNoAsO0kCWRTYvrOXFhBM0wZ/1OrqghSyJrFy2s6lgbCbKmoYZ3zvfiVdUZx88VNbJFjYfXLsV7HUKF3w+PonBHcxM/OnaSiNeDS770lWPZNkOpFEsry1lWdfXQ6NuRlFZEmgpdtWybnKFj2zZeWUESRdySTKJYuGnrWRmp5vfX3MXLA+c5EhugYOqUub08Xr2ae+raCCi3po36fPHKbr7SfA//2PsGF7JjmPaUS6wg0uCr4Jeb7iSs3h5Cfk1oPT3ZbmLaBFHlUiVRszTiWow2/1Jq3HUf8ipLlPhoMW/h9NRTT92AZXy8OPiLY/zj/+9HDJ4fxjBMRFGkvC7Kp772EI/8+n3TJzfTsACnHVKSJcIVwRnHEUURy7KmxdLSjc3s/dkRCrkisiyRnEhj2zaBSABZFdELOqt3Xto1nBxL8U//9WcM9YxRVhtGUWRsIJ/O8+YzhyjmdT77uw/eFKEsqzKpRJZiXseGS7v9toVhmFimjXDZTn77gR7eefkkWlEnkyyg6waCIOD1OQ5/z3znXX7v//s4bq/KUH+cjjNDTphq2DfdwiTLIqoqk07m6Tk/Sm/XGMtWXdp9O3NigLdfPc1A3zgb7/Tzl//3z1m9oZm77l9JMHwp92f1ukb2vnOeZCJH+D2VnFQyj6rKrN+0aMbPIxEfn/vCNu5/cDXxWAZZlqirj1zz/M7YWJpo2Et8MkuhYCBLIoIIpmljWTZuj4LbpUxfwM8HRRadAOYriHN7yjZfucwtMJUp8K2n93K2axRJEnG5ZMbjaU53jnDkdB9PPb4N32XW/Koi88S9a7lrUxsdfeOYpkl5xM/ihopZrXdHzg3QMxRjUXV4+nkTBAGfR6WhKsy5vjFOdA6zecX8225WN1cT9ntI5Qq4JZmibk4LY5cioxsm5SEfi+umjCGEqze8XOyKu/je29Raz56zFzg9MEplyE/Q48IGEtk8sXSOrW2NLK+vnPe6L/KFbWtJ5AqcHnSed7csk9N0BAF2LG7kodU3b6bhoeVtdEzEOD44gkeR8btcaIZBIl+gNhTgVzauu+WDhG3bZiCdYrKQxysrNIcj17zmMrcX3bIYTCcZzKbI6E710iXJ1PqDGJbFsujNFZTNgTJ+Y/l2srpG0TIIKC4U8aNjFW9YJhey4xQtgzJXgCr33POrNZ4o/9vST3Ek3sXJZC+WbbMi2MDmsiXTFajbgSZfC3dV3Mc7E28wVBhEEkRM20IWJFp8bdxf/TCicGt/9kqUuNWYt3C68847+epXv8pnP/tZPJ6P/qDozeboqyf489/8G9KTGXxBL76wD6NoMNo3zj/80fcxdYPHvvYJAKqaylE9Crl0HtWtko5nnIqTRyUQ8ZGKZyirjRCudL4clmxoZvG6Jt788QGyyTyGbiIAoizi8btZf9dK1u6+ZBd+6LWT9HeO4PKodJ/op1jQEQSBQNhLIOLj2Ntn2f6JtTS03fichz0vnUArGiAIXH4anxZQpslbzx/nrk+uw7Zt9r1+hrHBSQzDQlEkXC4Zy4JMytmhNfRhTh+7wIYdbUyMJsmmC7g96hzzKuD2KmRSBUYGJqeF09ED3Tz9T3vJ5zXKK53hWl03eO2Fdvp7xvnyb91NIOi8/xe1VLDr7uW89tJJMpki4bAXBEgmcliWze67l9PaNne2USTiW1Db3JVIZQqUlweoqgxyoT9OLl/EMh0L7bJKP/U1YUzLolDQ5z3j5HGrrGirYc+hLiIh7yxBncoU8HlcLF506YL/uddPcKpzmIbqCLIkYVoWkiiiGybHzw7y4tunefLB9bP+VjTkZevqq5sFHD8/iCyJc4pNlyJjY3Oqe2RBwqm+Isz2FU28cqQDAYGAxzWdX6dPVYnu37CEsH/qPVDpPL6CZuB+z+ySbdukcgV2r2yevtj2uVV+44GtfP+dY5zsG2Ui5VTpgh4X965ZzGe3r7mmINyIz8PvPbCDQz0DHOgaIJkvUBn0sW1xI+ubam9qbpLf5eJ3d23njc5u3u7qJVkoosoSn1y5lLvbWqgP39ohnD2JSX505iSnJsYoGAaKKLIoHOGxtmVsrl14m9Pmqjr+/uQhelJxVFHCLcsICBRNg3PxcTyKzLaa7dfxkXxwfIqKj5vTbXA9sG2b/bFOXhluZzifwLBNvJKLleF6Hq3bSJUnPOP+mmXw8shR9k2cI6E5LdIXcmNMaGkerNmAR/roPPb3Y014PQ3eJjoz54hrMVRRpdG7iCZvC/JtYIJRosTNZt6fmvXr1/P7v//7/O7v/i6f+9zn+OpXv8q2bdtuxNpuO2zb5p//9Mek4xmiNZFpMwJZlnD5VCZHEvzkfzzPA1+5C4/fQ9OKepqW13HopXYMzaA4NU8hSiIur4rX7+ETv3b3VOaRY94wPjhJcsIRWBfb3QRdwNAMRi6MIU/d17Ztjrx+mlQ8QyFbRJzKTrJtm8mxFKl4Bo/fzbmjvbOEUy5T4NzRC2SSObx+N0vWNk47+y2Uk4d6wQa3x3FWc0J9bUTBqZgU8zqdJwcB0HWTc+39FAo6wbAXSRKxbRtRAkV1k88VmZxIc6FzjA072pBlCUG4NAw7+3VxBJQkOUIgly3ywk+PYOgmjYvKEURnLdFyP/6Al45zw+x76xz3f3Kd8/wKAg99ch0VlUH2vXuekaEEtg31DWVs3dnG5m2tNzx36CLeqVbD+rooDfVRUukCpmnh86q4XArjE2lcLmVB5g0AOze1cvLcEIMjCaorgsiyhG3bpLNFYpNZ7ti8mNoq50I4lshy/MwAfo+L4fEU4/E0pmkjyyIVET9et8qhE33cv3M5wSu0/12NXFG/aoVOkUTyhYXZuguCwFcf2koik+dU7yia7oh627bxuBQ2ttXz+bvXTd9/ZVMVrTVlnB0Yo6kyMj3zZts2I5Np/G6VnStmzmeVBbz8zkPbGYgl6Z9IIgrQXFVGVXhhwcfvxedSuXNZC3cuW3jr5/XC71L55MplPLR8CTlNwyXLM9r2blX6kgn++/53GcqkqfL5qfT6KZoGHfEYf3X4AL9p22yvW9i8pyAI0xb3XJyhczIYplpDL95Y4v14e/wsP7iwB9u2qXAFpuazCuwd72AwN8nXljxAudvp2DBtix/2vc2746fxyR6qPREEBBJ6lheHDzNRTPKV5ntRbiNREVGjbI5+OCK8RInbjXmfGf78z/+c//bf/hvPPvss3/72t9m9ezeLFy/m137t1/jSl75EVdVHPzTuRtF7qo/ek/14Ap5ZDm4CAv6In8R4ird/vJ8HvnwXoihS31bDm/+yDy2v4fK4kBUJraCTGEuhqDINyy7NQRx+9SSHXz2JqRtcrhFs28a0bDqP9/HCt97giX/9IJZpMdo/QSaRwx/yIl8286K6FPKZAonxNInx1Ix1Hn7zDC//YB+xkeTU37AJlQXY9eh6dj+6/oqudu9HIeuYJ1z8/Vkb4oKANnURLAqQiGcRAF0zSOc1DM1EEARUt4Lbo5A1iowNTgJQVhkkEPSSSuVwuWTEy557y7Ip5DV8fjc1DY4V/NmTg8TG0tQ2zLZqVhQJn8/F4X3d3PXg6ulZIVEU2LytlQ2bm0lMZrFtp5o0V8jtRbLZIqdODBCLpZFlicVtVTQtmt2SNh+WL60hGHAzmchSFvUTCl6qCpumRTpTYOf2tgWH1LY0lvPFT2/mH3+8n+NnBtA0E0GASMjHzs2tPPmJddOVqJHxFPFEjnSuQCarochOcGxRM+gdiuP3uggH3IxMpBYknOorQ3T2zzY7Aec9X9RNqsuDc97+QaiOBvj3X7iHd0728PaJHnIFjZDfze7VrexcuYig79KaFUniV+/fzN/9Yj/dI3Fs20aSnMpa2O/hMzvXsLR+dtuVIAg0lIdpKA8veJ0fJWRRJOhemNX+h8FzHecYzKRoi5RPV79lUaUlHKU3Ocm/nDnJhuqaBbnNHRwdxK+oVJVXMZBNk7usVa8pGMawLA6MDHBX/YcvfG9l0nqe5wePIiFS4w1P/zykevErbnoyY7w5dponG50N3o70IAdjHVS4QviVS+fHclcQn+zi2GQ3G6OLbwuDiBIlSlx/FrSlIssyTzzxBE888QRjY2P87d/+LX/0R3/EH/7hH/Lwww/ze7/3e9xzzz3Xe60feWKDk5iGids7dxuA6lKwTJvJkQQA2WSOY2+cpmlZPQgQG5rE0A2iER9ltREyk1n2P3+E5ikHs1/849vkUnnnYO+99rZAL+i8/M9v88S/fhBJlshnNSzLmiGaLuLyqmTTeZITlyyRTx7o4id/+zqmaVGzqAJZdgwW4mNJXvjuuyiqzM5PrJ11rPHhBJ1TrYCR8gBL1zfNMmEIlfkZGYhjWfYs4eBUimx8IedLzrJsXB6FyViaYlEHnMFey7bIZQoUckUQBHxTWUg1DRFWb2zi4DsdZDNFJFmcCu+1MHQLWZZYuqqeplbnwjaVdIJYr1TN8HpVstkCuWyR0GWzTuCEt5aVv79b2ckT/Tzz40NMjKenH6PLrbByVT2f+dxWfAuwCgcoi/rZfccSXnjpJIaRoizqQ5JEMtki4xNp6msj7Ni68AsC27YZHU85LZKyjCI7VUoEmExkyea1acc9QRCIJbMUiwYBn3v6dVWVKXvxjFMNu1Lo5vuxcVkDe0/0kkjnZ9mXx5I5Al4XG5Zdm/tjWdDHYztW8cjWFWi6gUuVrzjbUh0J8O8ev5Oj3UOc6R9FM0zqy0JsaqunJrpwAXczyRSKdI7HsSyLmnCQmpvgvHerEsvnODI6RLnHN+d7tMYfYCCd4vT4OOur59/OPJHPIgki9YEwtf4QWUPDtsEry8iixHA2zXA2fT0eym3NqeQAsWKaJt/s8G1JEAkpXg7FunmkbgNuSaV9shfN0meIpot4JGfW8Ohkd0k4lShRYk6uqRZ94MABvvWtb/H973+fyspKnnrqKQYHB/nkJz/J7/zO7/Df/tt/u17rvC2IVIeRZBFdM1Dds8WTrumIojA9s3T+cDeJsSR1i6uRZIna9wSLKqrCmf2dpCezBCI+zh3sdm6Y+o6/fAbFaf2Aoa4xgGkBJ07lQr03g6mY15FlmWDUaRuyLIu3nz2CVtCpb720DkkSqaiJMDoQ4+2fHWXjXcunRZFWNPjFD/Zy6I2zZFL5qdwvqKgJ88iXdrJy06Wd1C13LaPz5CC6ZiDL0nRVyLKsaQONDXc4xhayIuHxqpiGhSiKyIo01eEiYAs2mmYgyRIVtWHAqWI98NgGRoYTTI6n0TQD07RRFAVfQCYY8vLgpzegTGVpuT0qNvacIg5A0wwUVcblnjlEbNs2w4OTDPQ77n11DVHq6iOzZoEu9I7zg+/tI5/TqK+PIslOq2Eup3H4YA8CAl966o4Fm3I8cM8qVEXm7T0dDA4nsCwbj0dhzaoGPvXIOsqis1vBbNtmYDjBwNAkggANtRFqq8Oz1nD89AA/f+0kbpfC6mW107fruklH7zjf++lBvvbluxBFAc+UxbwoCrOeR1F03guabk63F86XpU2V3Lt5CS/tOzeV/eTGtiGRySNLEo/uWkljVXhBx34vsiQif4C5B49LYcfyJnYs/2BhrnlN53jPEAOxJIIo0FIZZVVj9VXt7W8EumnyfPs5Xj/XTSyTw7JtAm6VtfU1fHbzaso/hnbh6WIRzTAp88y9ieGSHBfJlFac8/b3I6C6prO0REGY5VpXNA1CNyH89qNOxig4rdZXMDlwSwp5UydnaLgllUk9c9U2PFWUmdQWlqFWokSJ2595C6exsTG++93v8q1vfYuOjg4effRRvve97/Hgg5fc15566ikeeuihknB6Dy1rmmhcXk/H4W48AfcMNxvbtknHswTLAux8fAuAUznBmV1yQm8zGIaJy6PiD/tQ3QqZRJZCtkAg4iObyk0f770XvNOD7ZpjOS5KIpX1ZUyOpchlCliWPW2cYFsgqxKhigCRSmenfLQ/zkD3GNHKELZtkU7kHJGjSATCXqJVIUb6YvSeGWLZhkUAvPTDfbz53FGCER+NrVUIooCuG4wNTPKjv34N779z0zwV1nvfE5t4/dmjjPRPYlnWpXBO2xEv0fIgj/zS1unH4gt4nDY4G4p5janIT0RBQFYcMSVd1u+3Yl0jv/TV3bz0zFFGhxNOpUMUqKgKcc8ja9mw/dLu4tIVtQSCHhLxDNH3VI8syyaZyHPX/atwXyacUqk8z/zoIGdPDU6H0Ho8CkuX1/Lpz26e4ba3b28nqWSepkWX7GEFQcDnc1FRGeDUqQH6LsRoWjR7B/WDIIoC99y5nG1bWunpncAwTMqiPupqZ4s4gEQqx9PPHeFMxzD5gg42eDwqK5ZU8+QnN063+9m2zbuHuzFNi7L3zLQpikR1RZDO3nG6LozT1lxJNq/h9bjIZAvohjlDDDgzQ+D3qqSzBWD+BgGCIPDY7tXUVYR451g3g+NJAFa21HDHuhbWL6m7paMTOocn+IfXDzMQSzrvd9tGliRaq6N89d4tVEeuT7XHtCw0w8Qly3NuBNi2zQ8OtPPiqfP4VJXGaBhRFEjlC7zV0ctYOsu/uX8nQc9Hp8XueuBXXaiyRN7Q8SizndaKpuEInjnyqT4I6ypqeKHnHGmtSOA9Akk3TTTTZHvNBxPgH2f8shtsZ3ZpLvFUMHVckoJXdl6nsOJDt64c26FZBmHl47dRUKJEiQ/GvIVTfX09ra2t/Nqv/RpPPfUUFRWz+/bXrFnD5s2br8sCbycEQeDzf/Bp/uw3/5rY8CT+oA/Vo2LoBplEFkmWePS3H8Q/FdoZjPpBEBjsGmG8L0YhV8SaCsD1h30Ey/yEyoP4Qk67mKIqQH5q2HhmMrg9NWR8cYZIEAQ23LWc3jODpBNZ8pnilJmEjaQ4laZoVZDFa50vbq2gYxoWuWye7jODZNN5rKk2K4/fRc2icizTRCs4rXPxsSQH3zhDIOwjXBZA1wwn50aVqV1UTl/HCHtfPjktnMqrQvzOH3+av/1PzzE2mMA0nS82SZKIVgb5lf/tARYtcdphdN101imJaAUDURIQBBEbsC0b07Tx+mVMw5jx/K/d3MLyNQ10nhkmncrj87tYvLx2VttgpMzPjruW8/JzRzFNm7IpV71CTmdkKEllTYhtd16yddeKBt/79rucOtFPRUWAikrngjebKXL0UA+ZTIGv/vY9eDwqmmZw5tQgwaB7zot6n8/FxHia7q7RBQuni3g9KiuXXz0LqFDU+c4P9nKmY4SKMj+VU0Ixky1y8OgFcnmNX//SblyqTC6v0T8UJxiY+wLa61EZnUjTNxSnrbkSRZYoC/vwe1QmElkKRX16GF6WRKrKgvi86jVVV0RRYMvKJjavaCQ9tdEQ8LpuacEEEEtn+btXDjCSyNBQHpp2uSvqBucGx/lfL+/n9z99J55ryFqaSGd561wPezv7KOgGIY+bO5Y0cceSRTPCdS/EE7zV0UvU6yXiu9S+FPZ68LlUzo1OsKerj4dW3TwL85uBbppMFvJIgkjU45n1nin3ellfVcNrF7oJuz2z2vWGM2nqA0FWlC/MNn5FtJItNQ28NdBDmekl6vYi4OQ7jeTSLI9Wsr12/o6QHzdWhuqJuvyMF1JUv8c9z7QtkkaehyqX4p6qGK8JN/PuxBkyRsERXZdRMDUEKLXplShR4orMWzi9+uqr7Nq166r3CQaDvP766wte1O3Mlk+s51//j6/yT3/yNKO9Y+TSeQRRIFod4ZHfuI8n/rdHpu/btqEZURToPNp7yWTAdtrX4iOTxEcSPPY7D+Cdmu+oW1w1beZw0VHP+ZVL/748C6qhrZrxoTj5dAFBFBBEwBYwdZPJsSThMj8NbVVTvxfAsiw62wdAAI9XdSphpkU+q9F1YoCymjCRKdHQeWqQbDJPpDxA58kBkvEMlmWjqDLlNSH8IS8dJ/pIJ3MEpoTf2m2L+T+/8RT7Xj3F8X1d2JbN8vVN7HhgFfXNlwS6JAoUchqCKODyKliGU6ESAEESkWURQzenBNZMVJfCinXvfzFy3yfWoMgi775xluGBOC2roiQTWRYvreGTn9lE9VQbIMCZUwOcPzNEXX0E12WBrv6AG5dLpqtjlJPH+9m8rRXTsKbF71w47YwChmG97xqvBydOD9LRPUZ9TRj1Mqe9gN+Nqsqc6xjl5JlBNq5twr6YAXvVxKJLLKqPUlUWYDKVo7oyRDyRday8FZloyEsqk6e6PERjzWwTjvkiCMIMs4Zbnf0d/QzGU7RWlc2oArkUmaaKCF2jcY73DLFt6cIqDkOTKf7qlb30Tkzid7twKzIjyTT/uOcYxy4M89v3bSM0VUFq7x8hUyhSXTm7hVORJDyKzLudF24b4aSZJq/1dPNGbzdj2SyiINAajXJfSyubamZWKR9tW8a52ASdkzGqfX58ikrRNBnJpnHLMk8uW4l7ge6AkijyG6s2E1Bc7Bm+QGciBoJjBb69ppGvrNhAsNSq974EFA8P1a7nRxf2MpCLUe4KoogSGaPAeDFNo7ecuypXTN9/SbCOTdE29kycIS97iKjO+z6pZ0npOdZHWlkVLlX6SpQoMTfzPuPv2rWLfD7PyZMncbvdrFq16pbf3b3V2PnpLWx5eD2vfvdt+jsGCVeE+MS/une60nQRXTMwDRNdMyjmTATRsea2TCdoVHUrGPqlqsq9X9jB6f2dM0TTe9n0wOrpf7/1zGG0qewm28nancIJ+hwbiHHmYDertrURjPgQcNoHI1UhpKmLPUkS8fpdxMdSaAWdyvqos/aiQT5bZHwkgVbQcblVZMWZ7+rvHMUXcFNZH0UvzqwKVdVFeOzLd/DYl++44mNw5p8EsCFaEcDQTQzDQhAEFFXCMi3SyTzWNYgPSRa55xNr2LprCZ1nh+gdPMFTv3MvrUtqZ7U7nT454DgXmjZ9F2IkE07LZDDkobwigCAInGx3hJPbo1BRGeRC7wShkHfW39V1xx2wouLmDOWfOONYvKtz2JO7VCcL6cSUcPJ5VRpqIpztGpnh1neRfEFDVSTqp4SQS1W4a2sbP3zhCJpm0FgTRRQFLMtmYjKDbcNd29quOfR3vti2zeBEkolJZ/Be0w2UOVqxbiTHeobwqMqcrXPKlMX76YGxBQkn27b5/r7j9E5M0lIZnTaziPg8aIZB+8AILxw/xxe2OUYumaLmOGFf4TzukmVS+cJ0APBHGd00+fsjh3jjQg+qJBF2e7Bsm+OjI5yZGOeXV6/lwda26fs3hcJ8fcsOfnTmJGdi44znsiiSRGs4ymNLl7P1GnKcALyKyldXbeLRlmV0JGJYtk1DIERTYPZ8YYkrc2flclRR4tWRkwznJzFsC6+ksrVsMY/Wb6TCfWnDUBJEPt+4i4jqY3/sPEP5OABBxcN91ev5RM1G1NvIivxGkzPSdGVO0Jc9g2ZrlKk1tPpXU+tpKb2HS9yWzPvs8I1vfIM/+IM/IJdzLg4bGhr4p3/6J3bu3HndF3e70nuqn1/8w2v0nOinmCsiqzL954a494u7WHvXyun7nT/czfhADMUlg0vG1E1s20ZWJWTFme859sbpaXOIutZqPD4X+UzBsQq/eM6a+reiKixZ72TJ2LbNnuePYlk2qkdFgEtVG0HANC1y2SKvP32AVdvaGBucRBAFQmV+cqk8iiohyY5I0YoGgbAXj8/FhXMjLFnbiD/oYXI8hQ34Q97ppSiKhGnKJGIZglE//jnEw/uh6yaqyzFnyGWLeL2u6SwrwzAp5HQ8XhXVfe0Xwz6/mxVrG+gdPMGi1so5L3SzmSL5gs7pEwMUi7qTK4Xjzjc2miQY8pLLOG1kgiCwZVsrPd3jZLPFGe55tm0zPJyguibMshV117z2D0I2V7x6FpIikctdWvuOjS109IwymcwRuey1MwyTkbEUyxZXs7jpUnVw16bF5Is6r+09x4Wh2HSrXijg4eG71rJ9XfN7/+QNZWgiyU/ePsnZvjE0TePhJW7+6w/e4J4NS9m1pvmmfdHrpnlV23lJFNCMK89hXI0LEwnODo9THQrMcgBUZZmw182+rj4eXruUoMdNyOMCmysKo7ymU1Ux93zcjcSybfoTSfK6TsTjoSpw7flWB4cGeauvlyqfn4Dr0mcv7HYznE7z9OlTrK2qptp/aeOiNRLlf9++i75Ukng+j09RaIlEkRcYvTAXlV4nI6rEwhAEgR0VS9lc1kpvdhzNNIi6/FS75xagLknh0bqt3F21hoHcBAA17ightTTbNB9ixWFeH/0RMW0YWVCRBInxQj9dmeOsCu1gU/S+kngqcdsxL+H0yiuv8LWvfY2nnnqKT33qU2SzWf7mb/6Gxx57jHPnzlFWVnaj1nnb0Hd2kO/8hx8SH5qkoqGMqoZyigWNoc4Rvv9fnsGyLNbf41SFhjpHyaXyBMI+ZFXGNKypoFcnDycVTxMbnCSXzhGI+Og+1U9daxXJWIbEeApDM7BxXOj8YS8V9WVcOHMpRDY16WQhCTgue9ZUpUqUHLtuQzPoPz8MXMxZEmhb00hsNMlofwwt61h7VzWWUdNQxthQfDqPCQFsQQDrYn/XZSdP+7L/XiGU1jRMbJs5rdIlSSQY9lJVFyERy5LJFKaPKUoC4XIfLpeC6ro5VQS3R2VkODEtDgtTc16yLGFZOvlsgk1bLzkIbtzUTE/XGAf2dzMZz+LzuzANJ2OprCzAE5/ZPMN44kZSVRHgbMfIFW8vagaVl7V3rl/VwPB4ilffPUtP3wQul4Ix9d5paSznlx7bPCOjTBQFHtq1gi2rmzjZMUw2VyTgd7OyrYZIcP6i+VoYjaf565/upX88QWXET3XEB+SJJXL88ytH0A2Teze2ve9xrgfNlVG6R+Jz3mbbNrpp0VgRXtCxR1MZcppOTXjuqmXQ42Y8lWEinSPocbOusZbnjp9lIpOjIjDzwrGoG+iWyR2LFy1oLQvl+NAIz505S1csjm6aeGSFNbXVPL5qOfWh2UYitm3TFY9zfsxxDW0fGWFNbe307NhF3unrxYYZoukiVX4/HfEJDg4N8uiSZTNuEwSBplCYplD4uj3GEtcfRZRpC3xwa3i/7GFZ8NoiCz6umLbB2+M/Ja6NUOGqQxQufdYyRpL2xNuUuWpo8a/6EFdZosT1Z17C6b//9//OU089xTe/+c3pn33+859n9erVfOtb3+L3f//3r/sCbzfe+MG7xAbjLFrZML0T4/a6qG+rYbBzhJe/8yYrdy5DdSnk0vmpeRgJQRBmiQhJkjA0fbrdLZ/O4/a7aVnTSGIiTTaRw7ZtPAE3kcoQk2NJ8pkCwNRut2O5XSzq01UpZ4bKnBYuF9cYCHtxuRVS8QyZZG7aeMK2nbypSa+K6lIITOUaZZJ5ohVBsqk8mVQBVXUsxnXdxDQsIuUB3D4XmVSe6GUioev0EIfeOkvHyQGwoWlJNZt2L2XZusbptUiSyJotzbz67DFWrG8iEc9QzDszT8GwF1EUyGU12lZe3RjheiGJAlrRcEStIExbqeuaMVXFm2nHLcsSn/n8Vlrbqjm4v4vR0SRuj8rmra1s2dZKbe21z/xcJJMtousGAb97zsrS2lWN7DvcQyqdJ/ieLKRkKo/bpbBu1aULC0EQePjulSxtqeLIyT6GRhN43CqrltaybkU9Pu/cMxnRsI/dmxdft8e1EN441kXfWIKWWqd9TZxS27XlQYbiGX5x4CyblzXclFmprW2N7D13gYlUlvLgJbFi2zZD8RRRv5dNrQtrA5MlEVFwKjbSHLu9pmUhiSLK1JxdXTjIQ6va+PGR0xR0g3K/F0kUSeYLTObyrGuoYXvrzTMpODwwyF/vO0i6WKTK78cly2Q1jbe7e+mNT/Jvd++kLnRJzCcLBb55+AjHh4fRdJ3Pez38xZ69NEajfHXjRpqjlz5PA6kUfmVuFzxREBAFkfFs9oY/xhIlPuoM5DqZKA4SUatmiCYAvxwib2Q4lz5Cs29lqepU4rZiXsLpnXfe4cUXX5x5AFnmy1/+Mm+//XZJOL0PseFJzh/qoqxm7raXivoooxfG6T7ey7ItbVQ3V6C4ZPLZAt7ATNcny7IxdINwRRDP1IVeeV0UQzcQRIFwRQCXRwXbxu1zOYG36SJVmxynNkkS8Yd8FLKTCMJlF/ZT/zGn2oRaVjkXb9GqEJX1Ud746WEURcLtdU2FyNpkMwUSJ/pZtXUxjUud3T7VpeD2qtQuKmN8KMHkRAbTtHC5VSpqw7jcMqIkzagKHXjjDM/94x5ymSKBkAcBgfb9XZw5eoH7Ht/I3Z9aP/0cbNq1lPYDPYwNxamsi+ByhR1L92Se2FiarXcvm2EocSMZHpp0NOeU+BS4rE/SBkQYHkzM+B1Zlti8pYVNm5sxDAtJEq/aujVfunrGeGdPB+c7RzFNi1DQw5ZNLezctnhGNautuZKdWxfzxjvnSGeKhIMebCCZymFZcPcdS2ldNPN5FASBxYsqWLzo5jy/14N8UefQuX7CfvecAbYVYR99owlO9Y6yfeWNHwxfUlvOo5uW89MDp+kaiRH0urFtm1SuQNDr5gt3rKUytLDWrbaqMqJ+LxPpHFVzHGM8nWVxZRm14Uvi41NrVxB0u3n1bBfDiTSWbRFwu/nkmmV8at1yvNfg7jcfiobBD9tPktN1WqPR6c+76vEQdLnojMX52Zlz/OY2x7XVsCz+5sBBDgwMUBMMEA74oVCgOuCnY2KC/7lvL//HnXdS4XPEqU9VSRQKV/z7lm3jvcnzbiWujGGZdKZHSeQdMauZN38escTcTGqjWLaFIs69EeGV/cSKQ+h2EVX46Bj3lCjxfnxg4XSxNe9P/uRPcL2nzWFwcJDOzk6efPJJnn766eu+yNuFfDqPVtAJROa+IFLdTqhrLpUHoGlFA1WN5UwMTpJN5nB5XYiS00Kn5TVkVWbx+mbCU1lLq3cs4e2fHKCrvY98ukAhW8TGRnWrBKI+XG6FdXc57kKCIFDdWEZsJIFlWswVayHJItVNjtByzA+sqeF+C8uyECzn37ZlXwqsNR0RsHhVPYGwF71o0rK8DtMwMU3LCasVBC50jLD1npX4Q06VY2xokue/vx/bsmlafClgN1IRYHI8zWs/PULz0hqalznCrKouwi/99t088909DPfFMQwDbAFvwMWO+1bwyS9su2m7XLGJDKIo4A+4yOU0dN0xpZBlEX/ATT6nEZtIz/m7giCgzNGOeC20nxzg+/+yn1S6QCTkRXUrxCaz/OS5I3T3jvGlL+yYFk+iKPDph9ZRXRFkz8FuxqZcGetro+zY3Mq2jbfHgG++qKPpBh7X3F/ykihi25DJLyzMdL4IgsAnNiyjvjzMnrMX6BgaRxAENq9ZzM5li1hcs3Ar+qDHzd3LW/mXgyeRMzmiPmfTxbIsRlNZJFHkvpWLZwhIURS4Z3krd7Qtoj+ewLRsqkL+aee9m8XZsQkGEilqg4FZ7ztJFCn3ejkyOMRkPk/E4+H02BjHR0aoDwXxqep0669LlmmORuiKxXn3wgU+vcI5722vb+A77Uenq26Xk9E03JLM6sqZQeMlPhxOTPbzTP8R+nNxLMPkUSr4r2de4BMNa9lSdnuclz7qXO7YO/dtwgd2YS1R4qPCBxZO4XAYgEAggMczs6UnHo8jyzKhOXrPS1zCF/bh8qgUsgWnGvQeinkNWZHwhZ3d0YYlNay/ZxX7nj+KVtDJTGaxTAtZkQmV+/EGPex+civSVAtW9aIKyqrDnN7fCYA34EZAJDOZJTGeYsWWxSxe5+ymW5aF4pKRJBHjCmGALo9rOkR2YijB+NAkS9Y1kpzIkoil0fOaE05bGaSiNkIuU6D37BBtaxqJVATYet9KXn36EADhcj+qrKAVdcYGJwmX+dn+4CWHv/b93aTiWZraZl+0RCoCXOgc5djezmnhBNDYWsndj6zllWePMtA9jqJKrNrYzO6H1uD2LiyUciHIiowgCGiaOcPR0LJtp4UPUJSb49KUy2v89OdHyRd0FjVeCtj1+90UCjrHTwywZHE3d95xKYdKkkR2blnM1o0txCednd1oxIcsXb/h9w8br1vFrSrkizqBOdoJDdMCwSZ4hVbDG4EgCKxpqmFNU810APX1uhh8ZO0yCrrBm2e66RqLTWW5QdTn4bMbVrO1de65DlWWaK388GZVk4UCpm3huoLFt1dVmMjlSBaKRDweTo6OopmGI5regySKeFWFff3908JpZ0MTb/f10jUZpy7giC3btkkUC4xlMuxsbGJZ+Uenknq9sW2b3swkJyeHKRoGZW4vG8rrCamzXTRvJGeSQ/xd55tkjCJVniA+QYUYjOWTfLvrHQQEtpS3vP+BStwwKlz1yKJC0SzgkmZvsOSMDK3+1ShiyVK/xO3FB76a+853vsPrr7/O7/zO77B79+4Zt/3H//gfaWxsnDH7VGI2kcoQy7a2ceD5IwSifkzTQi8ayIqEosqMD8Sobq6kdSp0VhAEHvlX93HinXNMDPRjmBYiAkWjSDJms3rXMrY8tG76+AOdI4wPTdK0vJ5cKk825TgfhiuCBMv9aHmNswe7WbvLGXxOxbOYloUgXtZWhuPjYNs2WkGjmNcAyGUK6EWDsuoQXp8HWRHJ54qoLoWK2giBsI90Yph85tKO/f1PbgHgwKunGOgec/aeRKfS9civ7KTxssrScF8MRZEo5DQmRpMk41mwbQJhH+XVQdwelcGe8en7W5bFz7+3n3dfOUU+pyHJjtX53ldO0XV6iM//xp20vk/46/Witi7MoX0WxaKB6pJQL1bfbMhPicvq2puzqXD67BBj42nqa2e7SbndCi5VZv+hbu7Y3jbDxAGc2ZiLAbi3G25VZvOyRn629xRlQe+sxz6WyFAe9LGyufqa/o6mG5y8MMK5wQk0w6A2GmTj4nqigasbYVzPNk1wXsvPb13DriWLODEwQq6oE/K6WddYQ9R/c0055oNfVZ1NCNNElWZXYgu6gSpJ+KdaB4uGcVWxqUgS+cuCsMu8Xn5vyw7+/uhhOuMxhtJpbGwCqot7m1v50tr1c7Zyfhwomgbf6TjIntFeMrqGKDjB6ZVuP59vXc+u6psjVGzb5oXB46T0PM3+Cuf1nUqWqPNF6c3H+PngcdZHm1DEmxtlUOISNZ5F1LgX0Z87T5lQjTzVsmfbNik9hiq6WBrc+CGvskSJ68+8tsF37tzJX/zFX8wQTrlcjm9+85v84R/+4XVf3O3I3V/YyfnDXRx97eSUqYOjViRFpnpRBQ/96t3Il1Un9r9wBMs0aVpRTz5TxNRNXF4FUZIY6Z2g40gPy7Y4Q/en9naQTxdoXF6LgIBW0KfzngRRYOD8MMfeOM3aXcsQRZFMModgg8urYpm203532byTVjQY7HJcqvwhL4pL5sK5YZKxDFpRnzbLi40kCUX9+MKe6dY7cBzxPvGF7Wy/bxWdJwfQigbhcj+LVzWguma+9VSXTDqVY3RwkmJBdwwxgHQyz/hIAn/QQ2Nr5fT92w/08PrPj5NJ5SnkNAzDyT9S3QrZTIEff/sdfvePP417jsre9SYc8SFKAqIkYZo21tRretHR0LYhWnZzBMnkVMXoShbjfp+LRCJHoaDPsEKfL6Zp0XVhnNhkFkWRaGuuJBS4ubvS8+Wu9a2c7h2hZzhOWchHaKoqOTCewBZEHtm+Ar9n4c/JeDLD3790kI6hcQzLdgwaLHjx8Dk+v2stW5bePIOFi9RGgtRGgu9/x1uEFVWV1AYCjKQzNIZnbjbYts14NsuulkWUT80sVfkD2LZT3RXnEFCZosbyipkVpIZQiP/zzrs5OzHOQCqJJIosLSunPnj7dUxYts3J+AgHxvoZzacJq242VTSwrrwWlzTzHPy9riO8PHieCpefGk/QiaWwLIZyKb517gAhxc2ashu/GTWUT9CZHqPCHZxTFFe6gwzlJ+lKj7IsdHM2x0rMRhQk7qh4jDfHnmakcGHKHEnEtA28UoCN0fuo994cl9ISJW4m8xJOf/RHf8S6det48MEHeeSRR8jlcnznO99BFEV+9Vd/9Uat8bbC5XWMGnTNwNSNaSc723IyVLyXWTTHhic5/HI7kaow4cogxZyGaZiobhVFlek7O8i7zx5i6eZWBEEgPpJAmpohAlA9M4doXT4XseFJAHTdoJDTEKcMHiRZRJ5yxrFtG0M3EQTIZZx5q7LqEL6AmxP7OrBtMHTTKakIArIqkU7kaFvbSNOy2V9k4fIAm+5aftXnpbo+Smw05ZhWBC8ZYdi2TT5XZHwoQXVDdPpn7758ipGBOLZt43Kr+DwKtm1TLOgUciZnj/dz5lgf67ffeCe3Ql7H61UxTXs64BWY/rckCeRz2g1fBzhBtrZtXzGTRzdMZFma0+b9g9LTP8FPXjzGue5R8gUdURCoqgiwe+sSHty9/KYH2hqmxfm+MQZGE45tdE2UxfXls6o45SEfv/mp7fxs72lOdA8zHEuxJqJSXx7m3s1L2bxs4bbEhmnxD68c4kz/KA0VYVxTmx+W5bjk/eMbR4gGvdc0u/RxwK3IPLZyOd88eJgLkwmqA35USSKr6wyn0lQG/Dy8bMn0/TfX1/Hs2TMMp9PUBWcKxFShgCgK3NE02+xDFATcskzRMFFkG698+xkO6JbJt88d4o3BLoqWiUuS0UyDt4Z72FhRz2+v3E5AcTYKRnIp3h3tIap6CbsubYBIoki9L0R3OsZLg+dYHa254bNFOaOIbpu4pbkvT1yijG6ZZI2bc079OGLaJiP5fgpWHrfkpdpdjyTMPq8HlSgP1XyF/tw5BnJdGJZGWK2g2b+SiFo5x5FLlPjoMy/htHLlSn74wx/yb/7Nv+Hll18GYOvWrfzoRz8qOd18QN74/rtMDMTYdP8a9KKBVtCQZAlv0EP/uSF+9jcv8bX/8WtIkkT3iT7Sk1lCZQFOvH2W5HgKy3ICcKsaK4hUheg91U9yPEW4MoQ/7MXUrxyaqRV0/FPzU6IooKoyhlvFMi0M3XAEHAKCAIpLRhQF5KlgWV0zSMaz6AVjah5DQBCnWvryOoIokE3nndypyPxDBA3dRJJEZy5I07HMi5lSAoZhIsqOlTk4GVRn2/vRNZNQ1Dd9gSwIAh6vi2JBJzWZo+vM0CzhNDI4yZn2fjKpAl6/i+Wr66lpiF7TxYCuG9TURchlNdLJPBf7SkRRIBT2Egh4HKF5E1jSVo3P6yKZyhN+T7iwbdskU3nu2rUUl7qwmavhsSTf+O5bdPSMYVpT/TM2JFI5BoYT6LrBpx9cd42PYh7rmUjxTy8eonswhm6Y2IBLkVnSWMEvP7SJ8vDM92JVNMBXH9nKeCLD2GSKzvaDfP1zu/G4r60P/+zAGOcHx6mNBskWNIZiKScKwKVQEfQxMJFgz+kLJeH0AdjV3IQoCDx7+ixDqRSaaeFRZFZXV/G5tatoLYtO37fC5+Pzq1fz3aPH6IzFqJiav+1LJNBsuK+1lU11M8OkB1Ip/uTt1zk6PEzB0EEQCLncPNCymH+3fSfu2+S77Bf953mp/zwVHj8h9dIMSt7Q2T/aR1h18xsrtgFwJjFGUivQGpj9/hQEgajLy7nkGJNanqjrxrZ6BlUvbkkhZ2j4ZIGElsM0DFYRQbdMihi4JeWmz119XOjJnuNA7E1i2ii6paOICuVqNVvK7mKRb3YFSRFVWvyrafGvnuNoJUrcfsz76unxxx/n8ccfZ2xsDFVVp00jSrw/qXia9rdOEa4MISsysiLj8V/6QqtsKGfg/BC9J/tpXbsIUzfJJnP0nhpwcooEQBAo5jW6T/QR6PfRuLwOXXN6+JdtauXd546QS+fxvqdtSi8amLrJmqn5JkmSWLyuiaNvnsbtdZHPFDAMEwQB1aWgqAogsHq7c6Ic7Y/TfWoAuNh+ZmPbIIqAJGBbMNI7Qe/5YVZvnX+VZ7g/Rnl1mLGhSeLjabCmPHkEAY9XpbqxjJG+GODYfSfjGac9bo7ZENUlk07mGB1KTP/MsixefvYo77x6hmw6j5PQa/P688fZsmsJDz+5ecFVmMqqELbdz7IVtWTSBSeQF/D5XARDXi70TlBZc3PagKorg2za0MSb75wHG0Ihp3pX1AxGRpKUl/nZsYDX5yIvvnGK0x1OKLLXoyLLznuhUNSZTOX46Uvt3LF5MeXRhVlpz4d0tsA3n91Hz1CM2ooQnilr+1xB40TnEP/ws/3868/uwn2Z5b1t2/SPJThyfpDReIJq4FTPCGsW16Feg4FH53CMXNGgczhGIpPHtO1pLymPqlAW9NLeO4xl2dd9nul2QxAE7mhuYnNDHR0TMfK6TsTjoaUsOmc73t0tLZR5vbze3c35sXEQoDUaZVdLC7sWLZoxsxTL5fja88/SPRnHLctEPF4syyJdLPLD0ycYz2X5swcf/sg7thVNg9cGO3DLygzRBOCRFcrdPg6M9fPp5lVUevzolunkzV3hccuiRGEqDPlGU+UOsiJUx8tDJ9Fsk4Kpodgi9xPhWLwXQZLZUtZMi//aTTw0y2CskHBmuVxhXNLtIZoXSm+2g1dGn6FoFgirZSiCim5rjBaHeHn0JzxQ9QRNvg83j69EiQ+bBV8pVFaWyrDzJTWRppAtEq0Kk0vnmRxNoOV1ZFUiXBHCH/GhFQySU5bQwfIAoxcm0AoaqkdFvOwCwNQNkrE08ZFJQlMD/a1rm1i9cymHXz3hGEKUBRAEyCRyxIYnaVu3iDWXuak98MWdHH3zNKl4FllxMpVswNAMirkilQ1l3PmEk5cyfGGcXLrgGFm4FGzLxnbqUwiigGEYaEWDs4d7FyScBGByyrLb53dP50iJU7NOk2Op6QqHbYPX5yKf0+ZsSTNNC0EUCV5Wcdn/5jleee44Pr+LxpZKBEFwhlgTOd566RS+gId7H1k773UDrFnfxN53zpNM5IhEfQQvm/NKJnK4XDLrNyxa0LHniyAIfOqR9YiiwKEjvfT2xRCEqZabugiPf2oDdQsM2C1qBm8d6MAwLaIh7/TzLggCXrczLzQynuRgey+fuOvGp8UfOTdA73CcpproDAdAr1uloSrC+b5x2ruG2bLCmS2ybZsXD5zlhf1nSeeKeFWJ6laVv39+P20NVfzqJ7YQWeCclmmajCXTmJaNz6VOr8e2bbIFjYGJJB5VcWZxrtGeN6/pJHMF3IpM2Hf77rq7ZJlV1R/MGnxNdTWrq6pI5nK8+cor/O+7d+Oaw2nv28eP0jM5SdTjvWQ+IYqUyTKpYoF3+i6wp7+PnY03PsvrRjKYTTKez1Lmnrv6H3F56EzF6E7FqfT4qfYGkEWRvKHjmaNtMaUVKHP7CN+kKk+rv5KnjTx5QyeguPGKzqVKSi9iW0Wa/OWIwsJNPAzL5N2J07wzfpqJYgobKFP9bC9fzp2Vq1DEm+OCeith2RaH4m9TMAtUui61ZKqCi0pXDWPFIQ5Nvk2Dt+WanvsSJT7qfPzODh8iLq8LUZboPz/E5EgSXdMB5wJ+qGuUSFUY1avgmrJEjg1PTgfavlccCJIEGKQTOQzdRHU7ttKf+d2H8Ie8HHvjNAPnhx2REXCz4e5VPPrr98yoRCmKRKQiRHwkgWFYWKY1bfigelSqGssp5jTcHheZVB7btmHqhCmI781ncP6dz105XPJqKC6FbLqAKAmYuoVlOyJJ0E1kWaRY0KeNHhRVprapjEQsQy5bxOt1TTsDmoZJLlPE7VFZtMS56NI0g3dfO4OsSETK/RTyOobuzPqEIl60osH+N8+x/a5leBdgmNDUXM7ue1bw6i9OkM0WCYU8IAgkEzmwYfe9y2ldcvOyYVyqzJOPbWLXjqV0do2i6SblZX6WtlVfU2ZUOlMgPplDvWyO7nI8LpVsTqP7wsS1LP8Dc7xjCFkS57RNV6ce5+nukWnhdOT8IM++cwq3qtBaW4YkAOSojARo7xrme68e4bcf27GgaoNl2+Q1nZDHPWM9giDg86iMJzIA12TxnswVePVkJ3vOXyBT0JAlkZX1Vdy3ejFt1bdfC2BO0zk9NkZO04l43CyrrECZw2nvIoIgTNuSX6ly8mpPF6IgzOnYF1BdjGYz/Lzj3EdeOH1wnJboFeFqWgJlnE+O0xIom/H85Q2dnKnxRM2aWYYSNwLLtjgS76XaHcLCJl7MkjedropabxhRkjiVHKJo6guqENm2zTMDe3l97ASKKBNRfQgITGpZfty/h5HCJF9o3I38MXPsGysOMV4cJqzMbl0XBIGQEmWsMMREcYRKd8mUo8THl5JwuomU10Xx+Nycevcsbq/qtM9NucGJoovBrmHqFtfQMmVH3tPehyiJ06G3gig6VuFTbWwur4plmAx2jtC2vhkAt8/Fp3/7fu58cgt954axTIuaRRVUNZXPOhkefv0UFXUR2tY2MtA1SiaRQ5REyqrD061xp/Z3suPh9UTKAyiqjKE7WUXCZe1Gtm1jGc6MUkXNwqoZhbyGaVhoBRPFJaNM5bhYpkUhryOKIrm0I8oEQWD3J9YwdCFGPqeRSV8Sa6Io4Paq1DWVs3KD8zwO9cWZGE3h9ip0nB4iOZlzwnwlgWDIS1VtiMlYhv7ucZaurp+1Ntu+csjfxfU8+MhaKquC7H3nPMNTLYJNzeVs3dHGpq2tH0rrT2VFgMqK6+fmJ4pOa6Rhzv18XHyebpY5RL6oX/VvyZJAvqBNr+2t9m4My7ps7slZr1uRqSkLcKpnlN6ROM01C8kxElAkiaJhoMgzhaU2JdINy1pwq14yV+CvXtrL6YFRAm4XAbcL3TTZc/4CZwbH+PV7trC68dqs1G8VbNvmlc5ufnb6LOPZLJZtI4siTZEwX1i7mtU1V36c1vt8VpOFAsoV7MYvvmaxfG7hi59iLJflxPgIOV2nzONlXWU1XuXmZcvV+UJUeHzECjm88uw24clinrDqpjngzIvJoshXlmzmL0+9TWdqnKDiRpVk0noR3TLZUtHI/XVLZh3nRjCYS3AhG6POF8UvuygYOqZhQA6WB2spCAbDOcd5b2W47v0P+B66MiO8O3GGsOojpFyqyFV7VDJGgQOx86wNN7M6vOg6Pqpbn6KZx7B1FHHu96kqqqRsg4KVv8krK1Hi1qIknG4ilmlhmSZ60SCfnlmZyaULjsOdZVHMFfH43EiKhCRJBMsDFHNFCrkitg2yKuH2ubAtG3MqEPe9RCpDRCqvPFdjGiZjA3G8AQ++kJelG5pn3cfGZnLMaRtcta2VyvooQ73jjvU3TtXp4qwTgkAw4psRajsfxoYmESUBSVYwDQvLvJS9oqoytgATU2sB2HTHEk4fucDZ9v4ZwaG2BS6Pwn2PrSda4bhsWZZFPq8xPBCnWNBxeRRUVcU0LeITGTKpPIGQB9O0Zq5pJMmhvZ2cPNrL0o0y3/zLV9m4bTHrNjfPumAXRYGNW1pYv6nZqTRhEwr7bqt5loDPTVVFgN6BOKZlzZgdsW2bXEFDUSSWts6urhWKOme7R8nmNQJeF0tbKnGp1zZP0FAZprP//8/ef0dJdp7XvfDv5MqpuzrnmZ6cMwaDQQYTSJAUg0gxWKQoWbasa/N6yZLvvb6y7Guva/laWp9smYqURIliMjNBgiDyYDCYiMmpp3Pu6q6cTvz+ONXV09M9A0wDHATWXgtYQNWp0+9JVe9+n/3sPbPse47joBs2LXH3GUjnSwxNzhENLC818ntUppM5BiaSKyJOkijQEA6QL+tkiiVkUUIUBAzLQhJFGiMBQl4Ny7ERuX1i+dS5Pi6MTtFZH0W97t6L+DwMJpJ8/aXTrG2pR71JcOzbCT/r6+fvTpxCEkTaw2EUSaJkGAzMJfnTl47yL+/Zz9r44grbtdk5nhsc4PTYOA8Af/LSEe7p6WZXa+siEhtUNXL6rd3YrneVu12Yts23Lp/jZ0PXSJWLrpRZgGZ/kE+s38q+lpU7N94ONEnmgZbV/N2VE2T0EqEbzCESpTyPtK+h0bewsLI6VM/vbH2Q58b7ODw9iGFbdAdjHGzu4Z7GHjx3yHmwZOmYjoVaqfh4ZAVRrPxtARRBwnRsyraxov2/krxGydJp9saWvBeQPSRKGU4l+3/hiJNPDqCIKmW7hFdaagBStssoooJPun3zpxpqeCfh7f8r+zbC9HCC/jNDmLq57Pu2aTM1OMPQ+VEi94XZenA93//Tn6IXywQifvxhX1VK59qPJ2nqaqC19/ZXmkVJRPWoZOZyy77vOA44oHrcHyxZlnnPr+znq3/0k2pmkm3ZiJJYnZgcfP92IvUry4wpFVzzi0i9n2K2TLnsniNFlfEHPaTnctUwXoBAyMuv/PMHeep7pzh7bIBCvoQoijS0RNj/0Eb23LvQy1XfECSXKZLPlojUBZifR4mSa8udTuYRBIH6xoVJxOC1ab76188zM5kmGNaAIAPXJrl6aZKrFyf4yKf3L5G9jY7McfJoP5cvjgOwek0TO/b00Nn1zpBRKYrEu+7dyN984zC5fBlVkVFk1wmxrJtYlk1XWz07Ny/kFTmOw5FXBvnJCxeYmc1iA6IATfUh3nvvRnZtXiqJSiRzHDs/zOnLY5QNk46mKLs3dbBx1WIr5J3r23np7CDJTIFoaPEPfSKVJ+jT2L62rTIO9/WbVf6ut79fCZqiIXwehc7GKLOZPLOZArbjUBfy0RAJkMoV6WiI3lJqdjOUDJPDV4YIerRFpGl+3C2REKNzac6PTrO96+0toSnoBj+8cAlJEGkLL3yXeBSF7miUq7NzPH7xCmvq66rX7OjoKH957DjJUpE6jwdEkZPj45ycnOT969bxsc2bqtve393NV86cxrCtJeGpWb2MKkm8e/XKs2e+c/UC375ynpDmYVWkrkqex3IZ/vz0MfyKwub4nakMvqtjLeOFDM+N9zNVzOGp2JEjCOxuaOMTq7ct+UyLL8QnVu/goz3bMCsW5ne6Wh7TAngllbxZRlVlcKj0t7oLNXmzjFdSiaorm8DP6tlb9jBpksxMOb2ifb8VYTs2A/k+LmbOM1OeQhVVeoPrWBfcSEhZWFytV5to9nQwVLiKR/Quuu6O45Ay5uj2raFOvXOy8xpqeCuiRpzuIIqFMtPDt+7/yKXyTA27q+gb7lpD745uzh++giCJeH0eRFHAMl23PVGSeOATB1C1pSuBpXyZsWtT2LZNU0c9wRtczgRBYNs9a/nJ37+IbduLjCcACtkimk+ld1tX9bUPfO5epkeTPPG1lyhdl0ukajK7H9zI5/7Px273lFQRqQsgiCKpRA7bcqoTWNuyMXQTQYTQDdbS4aifD/+TAzzwgW3MTWeRZJGWjjqUG6y2S0XDJXiigGXZbpWsIjcURXdFWJQESkWXrBmGxXf+8WVmpzN0dMdxZf0OLW0x8lmdE0f66OyJs/++ddW/cer4AN/+xlEy6SJ+vyt1eO6pC5w42s8HfmkXe+5AntSdwAP713Kxb5JT54YxDIuy7sb9ypJEYzzEJz+4m6B/YXX7+Nlhvv74CRwHWhojKLKEYVhMzWb56g+PI8sS29YvyCMHxmb58nePMJHI4NUUZEnkyHSaExdHeXBPL4/dv6VaxVvTEeehPWt44sglMvky4YAHB0jniiiSxGP3bqKjyZWOhv0emutC9I/PEvIvdhkD14lPlSXaGyIrOi/bepppjoaYSmXpbIjS1biwmp3OF5Elibs3dK1o35lCiVxJJ+hZXkKjKTKOA3O51y8xm0hnuTKVwLJsmsJB1jXF72jV9ML0NDP5PO3hpdVyQRBo8Pu4MOVu0xAIMFco8nenXqFgGPTW1bm1vGKR7liURLHEDy9fZk19HdtbXEL52a3beW5okOF0Cr+i4q2cu5yuo9sW+9s6ONjZtaKxJ0tFnhzsI6BqxH0L31WKJNEZitCXmuXHA1fZVN94R8iIIkp8ft0e9jZ2cGRqmOlCjojmYXdDO9vrW2/ZrySLIvJNJI0/b9RpAbZG23l68iIZvchMOQuWzVZWMZxNkMNgZ6yTLv/KFqQCshfzFu6Ahm0Skt8Zpiu2Y/PczFOcTh3HsE28kpeMYzJWHOF8+gzvbX6MRk8z4D5fe2L3MqfPMFkeJSxHUUUN3S6TNpKElSh76u592ztO1lDD60WNON1BjFwawzLtW2/kwNkXLvLIZ+5DFEV+8799hj/6p3/B4PlRSvkyouCGqqpehbsf3ckH/ulDiz5uGibPffsoR39ymuS0myUTjPjZdt96HvrE3YvMIXY+sJFTz19i9OokjR31aF4Vx3HIJvMkpzPsemAjnWubq9vPjKfIJPM0d9Wjl9ysJUEUUDUZ27IZuTJF94bb15wDdPY2Ag562XR7aSpN9LZlY5oWiirTtXb5ldpILEDkFvbXuUyJUMiDoZvMzWRdEwwBBMeV2EXqAoRCPrJpd+J59eI446NzNLZEKpPGhSqEz6+RSuY5driPvfesQZJEpqfSfPdbx9DLJl3d9YuqF9NTGX7w7RO0tcdoaVsqDfl5Ipcv0z8wjWHY1NcF6HideVUA4aCX3/zUPfz0+YscPzNEJldGlgW62up4cP86tm9akCKZpsWThy9hWTZtTQu9b4oi0dYUYWh8jp8dvsTmtS1IokhZN/nq4yeYms3S3VK3aMKeyhb52ctX6GiOsrNi9iAIAu+/ZxMt8TCHzwwwPJlEEGDL6hbu3trD1t6F6osoChzY3M21sVnSuSLh6yR7pmUzMZthQ3cTq1tXNhnzaSqfun8Hf/3kUa5NzBLwasiiSLZYRpJEHty2mp2rlvbPvRZoiowiiejm8pM923bJq+d12KkXdIOvHT3N0YFRsqWym+UmSaxuqOPTd22nIxZZ8b5vdxy249y0MqfJMlldp2C4ixzHx8aYzuXoiUXde/u6imHM52WuWOCFoaEqcWoMBPn/vftR8QdI5AABAABJREFU/uD5p7mYmGGu6PZrBFSNhztW838evG+RBPV2cD4xTbJUpDu8tM9TEATqvX4uzc6QKBYWEaufJyRRZGtdC1vr3l6VyIMNa/nB6CsM5GZQJRk/7uLg5ewkfs3LPQ1rl3yXlS2Dc6kRzqdHKFo6TZ4I22PdtPvqFm27JdLFkdlLFK0yXklbsg8H2Brt+bkf453Apex5TiWPEZAD+LWF30jbsZksjfPk1I/5RMdnkAT3u6PZ2867mz7CyeSLjBUHyVs5FEFhdWAju2IHaPSs7Pe9hhreSagRpzuI9MxrK/8XMwvNl62rmvg//v63eeqrh3jmG4cp5XXibVEe/fWH2fOebYuqTY7j8IM/f4pD3zuBN6jR0B5DEAUyszme+cbLJMaSfOr3PliV39U3R/mVf/0o3/nSzxi9NuVagFdc+O56zzbe/7n7Fv3gPPPtY4wPTLNqYzuStLi/ZaRvkp989TC/8Qe/tKR69Vrg9XsQBAFFUzB1E6Mi1RMqQb2CQNVV73bh8ak4gFEykRURWxJcySMgiiK6brlhpRU3w5mpDLZloy1TyQMIhrwkZjLksyVCER+nTw2RShYWkSaorJA3hhjsT/DKyaGbEqf56tobtZJnWjbPPHeRQy9dZS6ZBwc0j0JPV5zH3rdtxXbk84iG/Xz8/bt4170bmEvlUWSZlsbwonsCYGB0lomZNPXR5UltPBZgZCLFyESSrtY6LvRPMjqVpLUhsqTKEQl6SeWKHD49yI717dVzJYoCuzd0sGt9O/mKEYTfoy57Lvdt7GQskeaZk30kMgWCHoUNIYnRmRQ9LXV86uGdr6u6sqGjkX/1wYO8dHGIE32jGJbNjlWt3LW+k+09rSved9jnYWN7Iy9eHiLq9y45tkSuQMTnYUPbyiQ0tu3wd4dP8tyVAeoDflbFXYJd0HUujE/zP585wv/+rnuoD/z8J/tRrwdZFCkZxrJBtHldxysrRL1u1XA86/Y93ozsBDWN/rm5Ra+tisX4m8d+ibPTU5ybnkIRRfa3d9IaWpnMeB56pS/zZmNRJYmCYVC2lpdq17CAY7MD+CSV7kCcpJ5HqKw3dvjrKGNzdLafXXXd1Wchpef58rVnuZQZw3EcJEHEcCyemTrPu5u38a6WrdVt14fa2Rzu4mTyGlE1QFjxIwAZo8CsnmFjuJMt74D+JsdxOJc+DYBfXvwdLAoi9VoD06UJBvP9rAosGH80e9t5r+fjpIxZSlYRj+QlotTVKk011FBBjTjdQQSir83hzLmuwmGZFkceP8nLPzlFbi6HaTnMjMzy3LdeItoYZuNdC194QxfHOPbkWaJNYYLRhUlOrCmCP+zjwst9nH3xMjsfXMjYae9t4p//v5+g78wIM+NzyLJE14ZWmjoWr7wnZzJcPDFIpCFEPl1gdjpNuWigqjLRhhB1TRGG+6YYvjJJ17rFq5v5TJFrF8bQSwaR+iDd61uWTLJnp9LIskS56JpmKKoMAq7Tnm7hC6jMXmcOcTtoao1g6BaFYplYfRCxYmoxn+U0l8hRKhm0dbmmAJIkVkwvlmZEgZsTJYoiUqXfZHgggapIOA4kkznyuTI44A9ohCM+PF6Zwf7pJfs4e3qY48cGGBtLoqoSW7Z2sntvDw0Nr28C98TPzvHTn53D41Fpa40hiQKFos6FS+Mkk3m+8Kv3viFue5GQj0hoaRPxPEq6iWnaNw2WVRUZ07IoV3r+xqfTbjX1JpbpYb+HkckkumGh3SDHFASBgPfWVvKSKPKRe7eysauJo5eGmUykgQK//OB2dq3rIOhbKuG7XbTWhfnIgS380t2bq+N6I/DQptVcGJ1mMJGkJRJCU2Rs2yaRK5Ar6Xxo90aiK8x06puZ5djgKE3hICHPwjn0qSrd9VGuzczx4tUhHtu+4Q05llthXUOczmiEgbkk3dHoovNn2jazhSLvWddL2ONeK1dOdvO+NNO2l61eCYLAlsYmtjS+cf1GcZ/fzUIyDLzLkL5MuUxI04h53hkyMIBkucDRxBAXU1NYjk1vKM7eeBeN3pV/v6T1AsdmB4h7g9RrQQzbwjYtyMPacDNJs8jF9DjjxRStviiO4/DVwUOcS4/Q7o1VLcodx2FWz/H9sePEPSF21rlVJFmU+FTXfYQUH6eS1xjKu9/NAcXD3fUbeKxtHx7pzjkg/rxQtkskyjP45eUXPFRRxXZsZvUEq1jsmCgIAlH1ndGbW0MNbzRqxOkOQhBeW+O5/7rg1p/87bN85T/8L/KpArZtu3MEAWZG5xi9Osm//ovfYNUWt8H+/JGrlPJlGjqWuoJpXhVBFDj9/MVFxAlAkiWiDUFMw0SSRULLVAgyc3lKhTLFXIm56UyVPDi2zcx4kkg8iKopZOby1c9Yls0LP3qFF354isnROWzLweNT6dnQwqOfPkD3dQRrejyFZdoEI14M3cI0XFmSx6ugqAqGbjI9lnxN5+9GTE+kkRUJr0+lkC/j9apIsohl2ZQKuuuypymMj8zRtbqRnjWNeH0auWyJYGjxJMdxHNLJAjv29uAPaNXzVyoZXDg7SjZbWlRBCgQ0/EFtcXixafOdbx/jpRevYtsOgYBGqajzxE9Oc+rEAJ/89N30rFpZwHRiNsuhw1fx+zXqrpMv+n0ane0Kg0OzHDl6jQ+8b9uK9n87iIa8eDSFQkkn4FtKavKFMh5NIVKRj4qicIspsFsZkSTxdVWFRFFgY3cTG7ubMAyDxx9/nAObu1GWmei+HrzRq7Orm+r5woN7+MZLZxidTWM5NiAQ8Xn40O6NPLpj/Yr3fW5siqJu0BpZStglUSSgqRzpH74jxEmRJH5562b+9KWjXJ2do8HvQ5Nl8rrObKHI6roY71u3YPyyLh7n8ctXKJkmnhscBW3HIV/Wee+aO2Ojvb6ugZ5wjKvJBN2R2KIsJN0yyZRLvKe7947akv88cTk9xZ9fPsxYPoUsuhb8xxJD/HTsEp9dvYfd8ZVlYc2Us+TMEk1et89NESXE60xRQoqHRDnLVClNqy/KYH6Gi+kxmrTwolwnQRCo14IM5mc4NHOJHbGFCpVP9vDLnQd5qGkbwxXi1Oqrp9ETWeHZeOthPmnRdlwpb8kqots6oiDgk/yIiJXpRK2SVEMNt4MacbqDMMuvTaJRzJUBSCeyfP0Pf0AmkUWURBRVQRBdNztTNxm+MMrX//D7/N7f/RaCIJBOZJFuEk4Kbu5T8oaqzdxUmh//3fNcOjlAPlNCFAWiDSH2vXsr931od7Wq4vGpZFMFZidS+IIe1Mo4RFEBARITafwhD5pvYVLw7PdO8M0vPU02XXCzpxwQkzAzkWJqNMlv/v6Hae2OA66rnmVZhAN+REHAst0ptFgJ2k1MpSiXVmY/W8iVURSJ3nXNTIwmyefKWJU8HV/AQ0tHjHymRL5iEd/cGmXTtg6OvngFURTwB91jsiyHqfE0/oCHvfcsTN46Ouv40XdPAOD3a9VqmmXZZLJFMuki7/3Ajur2J08O8tKLVwlHfASDC1UO23YYHZnjW994mX/5xfegarf/eF68PEk2V6KzfSl5FkWRYNDDydNDvOeRza8rDDedLXL20hiJZB5VlljT00hPR/0iUtPaGGF1Zz1nLo3j86iL3rNtm0Qqx54tXTRWnBi7W+tQZYlCScd3gxGC4zik8yXu3taDcodyot5q2NzexNrmei6MTjOXK6IpMhvaGlZcaZpHyTBBuDnZUySJgm7ctAL7RmNzcxP/8p79/OjiZS5OzZCtyPPes66X961bS2NwYUFgS1MT6+NxTk9O0hEJ46+QJ9OyGMxkaAoGOdB5Z8JsZVHk0xu38ScnX+JqcpaYx4sqSeR0nbyhs7WhmXf33BkS9/NGWi/y55cPM1FI0xOqR6oEo9uOw2g+yZevvkyTL0S7//ZlwbIgIgkipm2jLqN6tBwbURBRBPd7YDA/Q8kyaL4J6YkqfobyCdJGkYi6uEJer4Wo115fhf+tCk3y0Obr4Fz6DHP6LDkzi+VYgIAmqgSVMKqo0uJdWe9lDTX8oqJGnO4g5Ir87JbL6oAv4E6mX/7xKWbH5hAlEVmVsQy3F0cQRRSPQrmgc+rpc6QTWSLxEKG6AJZxc7egckEncp1EK5vK8/f/5QcMXBgl1himrjeCZdkkpzP8+G+fp5gr8b5/4rroROrdipRhmOQzRQzdrDrTyaoMtoNRNolW9p+ey/H9vz3E3HQGVZPx+Ny+E9O0KBcNrp4Z5qfffJlf/Z1HAfAHPciKjF4y8XhVpOsm2XrZQFYkfP5bS7Fufj41VE1G9Wps2NZBLlNCN0wURSIY8lIqmeglE3+FxAiCwGMf34Nl2Zx/ZZi52RxdG2KMjcwRDvt534d30btuwTTDlf5VbOKvG7cgCuCAzcKE03Ecjr7cB7CINM3vp7k5zOREiosXx9i67fYnfMWSXglUvgl5VmV03UTXzRUTp+NnhvjuE68wm6pUFx3QNJlNa1r4xGO78VeqS4Ig8P77NzOVyDIwmiAa9uPVZIplg2SmQGtDhPfdu7G63zWdDazpauDs1XHaGiJVOZ5tO0zOZgh4VfZvXZo39osEVZbZ9hotx3OlMi9fG+HlayOkiyUaQgH2repgd0/roryn+oA7mbQdZ1GVZB55XWddU/yO9jisjdezpr6OmXyegmES9Xqq8rzroUoSv7l3D186eoyLM9M4ls0un5fhdIbmUJDP79xFy+vsXbodrKuL8zt7DvLkYB/HJkcpmSYxj5cP9W7gwc5VhLSVfYe91XA8Mcx4IU13oK5KmgBEQaDdH+VqZoYj04O0d98+cWr1xWjxRhgtJPHJS/tCE+Uc9VqAnmClKv8qPaILpiErixp4O6PH38uLiecoWyV8kh9N0rBxKFklssUReoPraa4ZPtRQw22hRpzuIBo64oiSgG3e+gu8q5KDc/aFi64kzhEo5kqLvvddK22RQrbE6JVxIvEQG/b28uL3T5BN5QneYN1dLuo4ls3WgwuSnhNPn2fw4hhtqxurIbqyKBFvjZJKZDnyxBl23r+R5q4402NzSJKEZVroJRNFk5AUCdt2KOXLCIKAP+JjenSOhtYYZ49cY2I4gaRILhlL5NymXVnE41UxiiZHnzrPx37zIfxBD03tMcIxP8V8mWymUJW2zVulhyJ+Wm6Sh2ToJtl0AVmRCYaXNs83tkToWt3IhdPD+HsaCEYWVh0dx2F2Ok3HqgbaK9UvcN3zPvn5gwz3z3Dl4ihFe4QP/fJeNm/rIhRZvGo5PDhLY1OYfL7s9jddB59fIxD0MDzo2tCXSgZTE+klpGkeiipj264b30oQDnoBNxj5xj4ygEJRJxrxoXlWJk27OjDN139wAsM06WiNVRvh84Uyx88OI8sSn/3Ivuo16GiJ8Ru/fICnj1zh3OVxUtkimipz355e7t+3lub4wqRWFAU+9b7d/O33X+bq0AymZSOKrotkJOTlww9upbczvuy4aliM2VyB//nUES5NTKPKMposM5nOcmZkghODbXzhvt14KwHEOzpb+P4rF5lKZ2m+Qa6XL+vYjsM9vV13/BgEQaAhcHO3zHnU+/387r0HOT81xZXpGRgc4Dd272Jnezt+9c7L4jrDEX5t6y4+uWELJdMkoGqoK8jveiujL5NAQFjWCEMQBHyyytnkOB/t3n7b+1ZEiQeaNvC3/S8yXcpQrwURK3KyuXKOomXwvtat+GWXhLb66lBFmYJZxicvJaYpo0BPoIGQ8s7pLXutmNNn8YgeRAR0R8ewDBwcREQCchDLtsiZ2UV5TjXUUMOtUSNOdxC9O7uRZQXdvHlyvSAKbD5QITcOOLZTla0huHpkB6fyuoUoi9iV97s2tLLzwc289KOTlPNlwvEQYsVVL53IsfGuXjbtd6UijuNw8tmLaD4VSZbIZwoUKwQoGPETrgswfHmCS8f7ae6al9OVkRUZWQFTN7FwrY4UTUESBcqFctVufeDSOEbJwBQtLNNyqzKCgGlYZPUioiiQTGRJJTL4gx427OjipZ+dR5QEZqcy6KX5AFyJWEOIQNjL1n2rFp2rUlHn5Wcvcez5y6STeSRJpHtNE3c9uIE1mxbkB4Ig8OCj2xgfmWOkf4b6xjAen0K5ZJCYyuALaDz06LYlREMQQFYkFFWmWHJttKVlZGK6buDzq8QbggwPzpKu2JqHQl7aO+sol0308oLjliAKlUBHMAyTcsm1YPdWZI6Ow7Kk57Vgw/oWYlE/M4ksTY2LfwwNw6JYMnhkZzfyCvf/4vFr5AtlOtsWW5v7fRrxmMOZS2OMTCTpaFlYKW5tjPDpx/aQyRXJF3T8Po1QYHniGAv7+K1PHORC/ySXB6bRTZPGuhDb17be1J2vhsVwHIevHTnNxfFpuuKLQ3eLusHR/hE66sJ8cKdb7asP+Pnwjo189ehprs3MUR/wIQkC6WKJkmlyV08He7rf2nIeWRTZ2tzMhvp6Hh8c4K6Ojje8b+124VPUd0w/042wqdiS3gSvQVhxS9wd7yVvlnl87AwDuRlkW2ATcSzH5n2tW3ikeaFPd3WwkdXBJs6nR+j01SNfF2yc1gs4OByIr0MUVvad93aFaZtcyp6nXmvAJ/lJmynKVglRkAjKQXySn+nyFP35PrZFdr7Zw62hhrcN3hLE6X/8j//BH/7hHzI5OcnWrVv5kz/5E/bs2bPstn/zN3/Dr/7qry56TdM0SqXSnRjq68LwxTFE+dZf3pIkcvXUAKu3d9PYdUOfirPYcW8erb2ubEwURT7wGw8Srgtw9KdnmBpKVHOcDn54N4/8ygE8FRmVbdnkM+4E//LJQbLJHKZhIQgCqqYQb41iO1DIlSrjkiqSORlZFsmbNti2axfukZFEEdO0sC2XEAiCgGFYiKIDgoNhLLwuSiKGbiLJUjWvadWGZmRZYmY8jarJBBt9CLjkaHYqjS+gsWbzQkaQXjb4xl88x+mj/Xg8CoGQ13WqOz5A34VxPvTZu9mxv7e6fXdvI7/8+Xv4xpcPcfn8qOsIqMl09zby4U/fzfotC/sGtzL0va+9zOkTgxi6wYH3xvjmVw7zsx+d5f0f2c3mHQsyuta2GC8dusr4aBLDMNE0GQHI58v0XZnE41XZf49LWFVNZt26Fl48dIV0qsjsbA7TdM+7368SifrRNHnF5hDBgIf3PLyZb33vBMOjs9RFA8iySDZXJpMtsqa3iX17Vr36jpZBoahzuX+KcGhpVQ8g4NdIJHP0DyUWEad5hAJeQoFXX/VVZImta1rZuqYmIVkJxlMZzo5M0hAKLHGU86oKAU3l0JVBHtm8Bl+l6nT/uh4iPg9PXbzGtZk5bMchHvRzcE03D6xbtUjaV0MNq4P1PDd5FcuxF0n1wCXuebPMxsjKHQsFQeBdLZvZVdfN6eQwmVIeZsf51xveS1tw8e+iKIh8svsAf9X3NAO5aWRBRBFliraOKso82LiJvfXvjADy24Hh6Bi2jiqqaJJGg7Q0rkAQoGy99edONdTwVsKb/mv49a9/nS9+8Yt86UtfYu/evfzxH/8x73rXu7h8+TINDctPHkOhEJcvX67+/9slXyA1lUaWRSRVwtKX9iJJsoSsymQSrkzrFuHmVQiCQDFbhKYIAKqm8PCvHGD/+3cyfm0K27Zp7KwnUr9YgiNKIh6fxsVj/di2jcenuaTKgXLZYPTaFJpHJVBx+DN0E49fIzGWdE0eJBFRlnAch0LFVCEU9VUrMr6QF8dxA3kFQaj2/ti2g22ZlV4tqpLCoatTWLZNc3uMXKZIqagjALIi01QfRJRE+i+Ns3Wf+wN48nAfZ48N0NgSWZTvFAx7mRpL8uNvHKN3YxvBsDtRLxV1Xn7+Cqm5HMGQl0jUj2XZZDNFjr5wmZ41jQQqDnqO4/CDbx7jyKEr1NUHCLa4fVstbTEmxlJ88+8P4w966Ol1f4ha22NkMgVsyyF8nVTQA6TTBXTdorl1Qeu/eWsHP/zBKbLZIn6fhkdTXPODVJHETI6du7vpvIks8bVg7+4evF6V5w5dZnQsiWXZ+HwqD9+/gQfuW0/wJtWeV4Nl29i2jXwTcwZBENw+NutVQp5r+LliLJkhV9ZpDC9foYv4PcxkC0yls3THXYIrCAJb25vRZJlTw+MYlkV3PMburja01xGsW8PbE0XTQLdN/LJWsXxfjF31HTw+eoHhXJLOwIKDoOM4jBVSRDU/+xtefz9inRbggaYNrgPm6XEaPcv3qzV6wvz22vdwMjnAK3ODFK0yLb4YO2M9rAu1/MJVm4AKYfJQMPP4WfpdYDs2jgO+m9iV11BDDcvjTf9F/G//7b/xhS98oVpF+tKXvsSPfvQj/vqv/5rf/d3fXfYzgiDQ1PTG5W/cKcTb67EsG2zwBDxYhmuwgCAgKxKm6craYs3uJFsvv7qLnIBALplf8ro/5KV3e9fNPycIBCI+ivkS4frQglFAJWjW1E1KhTKxCiHzBTyu4YDgijAsywILcEAQQXD/hbdi0R2K+BAEcFWEDo41Lzd0s5NwQFWVatDt+eODWIbN2q0dlEsGuUoIsC+g4fVpjPRPc/rINbbuW43jOBx/4Uq1X+rG44o3RxgdTHDh1BB771sHwDM/PsOpI9doaIlWJXEA5ZLB+VeGeeJ7J/mlT98NwNREmtMnBojF/ARD3oqNvIMkC7S0RRkeSHDk+ctV4jQxniIQ8FIslsnlyiiqey4N3UKWJTwelenJhfDj6ak0Ho+CXjbJ5krYlit7URUZf0BDL5tkMkXC4ZtnJN0KgiCwdXM7mze2MTWTwTQsolE/gRWaa8zD79WIx4IMj89VeqkWo6ybiIJAQ/3rz4iqYeUQBddg+GYueLbtIMKiyWQyX+QvXzjGhYlpyqaFAAiX+nn87GU+u38HG1tWFq5bw9sLQ7kkPxu7wvGZEUzHIqJ6Odi8igeae/FfJzuMaj5+bc1d/PmVw1zLzqCKMqIgUDQNYpqPT63aTUdg+cDvnxcCioeDDes52LBya/53EiRBZkNwMy8knsa0w8ji4uleykgSVEJ0+1emQKihhl9UvKnESdd1Tpw4we/93u9VXxNFkYceeoiXXnrppp/L5XJ0dnZi2zY7duzgP/2n/8TGjRuX3bZcLlMuLzTsZzJuNccwDAxjZfbWt8L8Ppfbd6QpRCDqI+Pk0HwKorjwQ+Q4DqWijqxItK1vwTAMisUSivdVLpEA/pj3to/FcRyy6TzRxhB62UCU3H4ix3Yol0xkTcLr9zE1MsO6XV1IqogoCWheGcd2MC2r6iQnSRKiJCArIrIiYhgGqbkMHr9LDpYTu4uSgKQI1euQTuXQvDKCCB6fgse3uD/BG1BJzeUwDANdN0jNZQmENZZbSJRFEVkWSM5mMAyDQr7MqZf7CEa9+AIK1w/I45OJxf2cPzXIwUc2Eon56bs8RrmkE28MIAgOglhxbRIdRASidT76royTSefx+lTGRhI0NgXwBepJTGfJViSQ0To/8YYgpaLB8NAMhmFgWTYnjvUhSaCoAiAx3xEgiAKaJpFK5zl/dpjde1//D1p9bIF8vRH3+55tnQyPz1IslqrueeBOxmcSaTpaIqzqiP1cnq03Grd6Vt/O6IyFqfN7SOeL1AWXku90vkBrJEg84MEwDEzL5q+fP8qZ0QlawkF8mvu9ZFoWo6kMf/Xcy/zLh+5eYhzxVsQ79ZreCVxOTfPnl46QKGUJqz58osxcIcc/Xj7OhcQ4v7Fu/yLytCZQz+9ufJDjiWEupiawHIfeYJzd8U5afOE39BrUruvKsN6/iYHMNcYLIwTkIF7Jj+2YpI00giCyu/4uNMfzppzX2jV95+HtfE1vZ8yCM5/W+SZgfHyc1tZWDh8+zF133VV9/Xd+53d47rnnePnll5d85qWXXuLq1ats2bKFdDrNf/2v/5Xnn3+e8+fP09a2tIH593//9/n3//7fL3n9q1/9Kj7fylb0a6ihhhpqqKGGGmqooYa3PwqFAp/85CdJp9OEXiXC4k2X6t0u7rrrrkUka//+/axfv54/+7M/4z/8h/+wZPvf+73f44tf/GL1/zOZDO3t7TzyyCOvenJWAsMwePLJJ3n44YeXuDpNjyT4n//qbzDLBiNXJ8in8ti2gyCA1++lbW0zAvCpf/dRNty1lv/7w/8fZw5dfNW/+Tt/88+46707XnW7G/Fn/9c3GO+foqkzjlk23b4iUcBb6YEZ65vi/Z+7j7veu43xgWl+/1f/nHJBB0HAKJtVKZCsSIiyiCAIfPG/fZLN+3p54htH+Mv/+H1s27Ugvx6O42BbDoGIl//+o39NMOyj/9I4X/mjn+ILahi6Rb4i1fMGPHj9KqlEjo/9xv1s3tMDwE+/c5yffPM45ZJBqahX9guyLOLza0Trg3zh37yXlo46hvun+as//imW7ZCYTKNX+sscQFVE4k2u+9yn/9mDrN3YyqVzo/zDXz5HvCGMokkIokPHWhi+DI4tMDWeor4pzG/+q3cjySIvv9THd75xlKbmCJlMkULe7fny+TTCIR8TE0ne/+Gd3H1wHYZh8tv/7O/IpPNEIgFMy8ay7Eo/l4Rt26RTRT780d187Jf33fY1vRMwTYszl8Y4fnqYyUQGVRbZsqGdXVs6aKi7uUyvUNIpFA38PgWvdmu3sZlkjv7RBKZpUxfxs7ojvmInwJvhVs/q2x26YfKPR05zfHCMom4giSKWbRPUNO7fsIpHt62rZn1999QFvn/mIqvjS0OTAabSOYJejf/w2ENv+X7Sd/I1/Xni7NwEf3zuOZq8ITRp6bRgspghonr5/R3vQr3u/elSjuOJIc4nJ7Gx6Q02sCfeQdsKgm9vhdp1ff3IGhmyZgZJlKlX40jCm2uRX7um7zy8na/pvBrtteBNJU719fVIksTU1NSi16empl5zD5OiKGzfvp2+vr5l39c0DW2Z0EFFUX6uF3a5/Td3NdLc1Uj/6SF2PbiVdCJDMVdC1RSiTRHmJpKoXo1VW7pRFIVIUxijaN7y7wiiQLy5bkXHsvPgRgbOjVHK6WheFX+wcjs4kBhP4g962bi3F0VRkCQZs2xjWxCM+jA10+2VEAVkVaKYK2OWLQQkFEVhbjKLobtucbZpXecGKCAIrs16OW/gWAKKotC7sZ3utS387DsnME2rasdtWW6O010PbWDTrlUolUb1rlXNpBJ5Crkyoaivkn9kUyroTMwlCUUDtHc3IIoirR1xTMNh4MoUmlfB41WZz0Qslwz6L03R0lFHZ08jiqKwdmM78cYoE6NztHXWVTJEHBxboJAzKBUtdu3rxeN176tt27v52Y/PcfRwv2sWPz+5rBRz121oZfvOVSiKgmk6iKJIWXdIJHLouhtqDCDJIooiYVng9Xresl88iqKwd/sq9m5fVbk+wi0n1JOJDM+9fJVXLo5SNkw0VWbHxg7u29NLPLa4abmsm3z36TMcPTdErlAGBCRJoKM5xsce2UZP2/KmGY7jUCwbCIKAR5Vva4L/8/4ueDOgKAqfu28v90wlODMyQbakE/N72dHVSnssvOj8mIDlCNg385cWRUqmhaIob3niNI934jX9eSJhFCnjoCgKy1m7eFUPs0aJnGPSWMlDOpsc5y8uH2aqlMUjKogCnE1P8czMNT61ahcHGt/43pnadV05YkodMZZfHHkzUbum7zy82jV1HBvMy2BeAccCqQXUbQjCyoyr3gjczj34phInVVXZuXMnTz31FB/84AcBN/D0qaee4rd+67de0z4sy+Ls2bO8973v/TmO9I2BKIrc80v7GLk8ztTQDKpHcXOZHJibSlHIlrj343cTqDjNbbxrHU995dAt9ykrEp3rWxa95jgOo1cnGbo0Bg40dtbTs7ljSTbQ9vvWc+HYNc4f6cMf9hKI+LEti+R0BlEUefiXD1JXMYewTJtQLEByJkMpX8bjUxEqRg960cC2HPwRb/VvmIaFJEtuk7koguNSp3nC4tgOoiSSTeapawxRKuik5nJ4fCqlQplyydWbKqqC16+Sz5bIZ4uomlvRuHZxnFDUj8enUsiVKRcNHNw+reb2GNgOI9dm6OxtdF3gBNcVTpJF5ud+guCSFdtxxzRvkKGqMh/85b3841+/wOC1GfwBlc71IcZG5jB1h227u9l795plroaDg+AaZggLnVTXW8iLokAo7GNsLEXJcM0jJEnEcRwM3c17CgS0FRtD3Gm8Wt7U6GSKv/zmYcanUkRCPgJejWLZ4MlDF7nUP8mvf+xuGiuOj47j8K0nX+G5431EQ166WtysqFLZYGA0wV9/92X++S/fQ/N1DpGO43Dy0igvnhlgeDKJAPS01XP31m42r2p+wyb6juO4bpLi24M4gDvWtc1x1jbfOjS4KRRAoPJ8LOOglimV2dXZ+rYhTTXcPlRJwsHBdpyqQ971MG0LWRRRKxlJyXKBv7ryEnPlPKsC9ei2iQM0e2Umihn+vu8Ybb4IXcG33kS9hhpqePPg2Emc3F+BeRYcd3EUBJDawf+rCMq6N3uIr4o3Xar3xS9+kc9+9rPs2rWLPXv28Md//Mfk8/mqy95nPvMZWltb+c//+T8D8Ad/8Afs27eP1atXk0ql+MM//EOGhob4tV/7tTfzMF4zNt+znq33buRbf/QD8qmCW20QwOPTOPDhvTzwiQPVbaPxIIpHxijdvOoUa4xQzJXxVZrAs3M5vvOnP+XyiQGK+RICAoom07GuhQ//1rtp6lxYsff4ND7xxffx/PeOc/LZC6RmMoiiQMfaFva/bxvbDy64E0XjIeItEWRFIj2bJZcpVtenFVUm3hLBH/YSq4Su1jWFUVQZqZLZZDsOVEiiXJH1+fwewnUuSTx/YpDBy5OViakr/5snIKIoMDaY4PRLfdz3/u1Yls25E4PUNYSIxYNkUnnKRQNBFAiGfXi8CsPXprl2cZzO3kYmRucQEWhui5Gay1MulhDFiruYJNLYEkHVJIb7Z1iz0c0OWrWmiQffu4Xvf+MoQwMz7CHE7HSW7XtW8ehHdqFqC4/O2dPDpJIFdu9dRSZTJJct4eAQCHgIhb1MjKU4fXKIgw+sR9MUfBVXP69XwTRtTNN2w3ZlGVEEy3aIRpdaxDqOw9R0hny+jN+n0tgYfktPZh3H4YdPn2V8Ok13W32VdPh9GtGwj8GxWX707Hk+9xFXejs6leLY+WHqIj7C1+U9eTSFzuYYA+OzvPTKAB9+aGt1/z944TxPHLmIadnuZxyHVy6Pcr5/gg/dt4UHdy9HcF87MvkSL10Y4silIbKFMrGgj30bOtm3rgOf550Rbrqjs5WG05cYTaXpiEYW3VOpQglZFLm7t/MWe6jh7Y5N0SYiqpe5cp56z+IqsOM4zJbz7G/sJqK6z+XRxBAThQx+ReWVuVFylVB3ryTT7A2TLBc4PD1QI0411FBDFY5j4uT+AowTILaCVJnnODpYozi5L0Ho3yBIzW/uQF8Fbzpx+vjHP87MzAz/7t/9OyYnJ9m2bRs/+clPaGx07W+Hh4cRr1sFTSaTfOELX2BycpJoNMrOnTs5fPgwGzZseLMO4bZw9tBFfvQXT1IulJHVeY2xgGVaHP3xKX7y5Wd43xceAtyspEDYT0rPuLblN0BWJQKxQPU90zD5+h89zvmXrlDfFiPe7q7YF/Nl+k4P8dX/8n1+7Q8+Rqhu4YfRF/Tw7k8d4OBju0hOp5EUiXhrbEklIRTzs2V/L4d+eIp1O7rIpYpuiK0iEYr6mR6bo2dDG6097ur23gc38e2/fJZitkykLoBRkaSJsogoCOTSBdZu7yBSsa6+eGqYxGQaAfAHPdVrbtsOhVyJYl7n1OEF4mSaNrIiIooCkdjSjIr5AF5wbcFtx6Grt5FSUSeZyKGXDRRVJloXIBj2MjqYwDQWgrPOnhzi8e+cQC8brN3oVvSa26JcvTTB1798iE//xv34K9brVy5OIIkCqiZTHw9SH1/c56MoEpcujHHwgfVYpo2hW2iqjKJKBBQJ23L73ERJpFAoI8sShUJ50T4GBmd46qnz9F2bRtdNVFWmpyfOww9uort7aUXBcRwmJtP09U9jGCaxWIANa5vRtDsniRibSnNlaJqGWGBJpUYSReojAS70TTAzlyUeC3JpYIpCSacxFnBdJssu4dZUGVkSCfo8nLg4wgfu34wsiVwdSfDk0cv4PCqx0EKFLhryMZPM8cND51nb2UBbQ2RF459J5/jzHx2hbyyBR1XwqDLD00n6xhO80jfGF967l6BvsbSgbJicGZjg4ug0hmHRWh9mx+pWGm6SqfTzRiKb5+zoJIWyQdjnYWtHM0HPYuly2Ovh0/u28VeHjtM3M0vY40ESRdKlEpIg8vCG1ezsqIURv5NR7wlwX/Nqvjd0FgGBqOZDFAQM22Isnyakeni4dU2VVPelZ0iWC4wWUgBokuKGfpsGVzLTBGSN88mJN++AaqihhrcejPNupUlqA+E6VY2ggtQFVh9O+RCC76Nv2hBfC9504gTwW7/1WzeV5j377LOL/v+P/uiP+KM/+qM7MKqfD776H/8XcxNJRFGs2nnPh8HmUwW+8V+/xwO/cgCvz4PmUdFLbt+Gc4On93yfkF7UCdW7k7IrJwe4cqKfpu64G2Zbgdev0dbbxOiVCc4cusSBx3YtGZcv6MEXvLW+9IEP72a8f4b+C2P4g15CsQB6SWd6dJbmrjjv/fTd1R/WpvYY931gJ098/Qj5bAlFk5EkAUM3MQ2LWGOYD37+vur2E0MJ9LJBtD60aJItigL+oIdkIsv0WBJwiUi8Kczg1allSZNlugSorsGVdMXiAXx+jUKuRCQWIHSDDC6bKeL1a8QqhKdU1PnRt09QLhm0d9XjqlMc4o0hQmGLyxfGePmFyzzwni2Aa5YgSjev/IiSWCVxZd1wLefbY8wmspSr1xcEwyIaDeDxKBQKevXzA4Mz/O3fHWJuNkddfZBo1E+pZHDu3Bhjo0k+85kDrOpZCIsulQy++8NTnDo9TL5QrgTTQnNjmA99YAfr1tyZ1ZxkpkCxZBCPLm8Y4fdppKeLzKULxGNByroJjsNcusD4TJpsoYzjgKpIxKMBAj4Nw7QwTQtZEjl+YZhS2aClfqnJS33Ez7WxWU5cHFlEnBzH4epogmOXRpicTbHaCy9dGGLn2g78N1SQvv3CWa6OJehqjAICpmUR8XsxbZsz/RM8fvQSH79vW3X76XSOv3riKFfHE67kSRSwLJsnTl7mY/ds5a51S6s2Y3Npjl4doW8igSiIbGhvZPfqNupDry+U0rJtfnDqIj8730eqUJqPX6M+5OfDOzdyYE3XosrSjs5WIj4vL1wd5NTwOJZts7WtiXt6u9nd1fa2kijWsDJ8pHsrlmPz3MQ1rmUTld5OaPaF+MSqHWyILvQdZ4wyc3qBgKLhkRYWYxRRQrct5vQCSb14x4+hhhpqeAvDvORWl4RlWhEEEYQA6MegRpxqmMfQhREuHevDsR0cwcGeb64RBERBxHFsEqOzvPidozz0Kwcp5kuUi2Vsy0YQharZwHyjkGXa5NMFcskCsSaVyycGME1rEWmahyRLqB6FMy9eXkKcHMdhYmCGmbE5JNntmQpGlk7cIvVBPvM7j/Lyz85y8rlLFHJlVK/CAw/uYe/Dm4i3LHZS+sS/eBhJFDjy1HlSiSy6aaOqEu2rGvnobz7Ahh1d1W1N08KNmXUoFnQ3/wm3Z0nzKDiVbdzDF9h1zxr6L08wMTpHLlMkny0hiSKR+gC2ZVPfFGb99g533LEAG7d3cvjpiwSCXlcGWIFl2cxOZ9i2p4fGlggAl86NkZhO09warUwuF0irqsp4fRrHX7rGwYc3IssSbR11nHlleNnAUcdxKJUMOitVIU1V8HpVTMOiuTnC7GyOYlFHEkXCES+hsI/RkblqNctxHJ544ixzc3k6u+qr+1cUiUBAY2gowRM/Pctv/sYD1Z6z7/zgJC8e6SMW9ROvD1SrbxNTaf7h60f49V+9l/a2n384pTYv1ayYgyTTBZf0yBKxsB/btpElEa1i+BEL+8gWdCYSGWzbQVMVRNEd+/BEEkWR2L2hHU11tx+ZTuG5SQVNEAQ0RWJ8ZiF42LYdvnvoHE+duEJJN/FpMqu7Zf7hpyc4dHaILzy6l3jEJeLjsxnODU4S9GoMTiVJpF0HTEkSiIcD+Dwqxy6P8J7d6wj5PRiWxZefPMal0Wk64hHUyjHZjsPEXIavPnuKeMjP6pYFqeyRK8P84wunmM0Wqtfu1MAYz5zr41cf2M36tgZWiifOXuE7J84T0FR6GmKIgoBl20yms3zlxVP4VIWd3YvjG3riMXriMT61bxu246BIb67rVg13Fqok8eneXTzUuoazcxOULJM6j4/tda345MWLCqZtYtk26jLObKogYjn2ksW+Gmqo4RcbjmMAt+qLlsEp3zS8/a2CGnG6g5gYmKZc0LFs2yVNUJkw2S45EtzQyZFLYwD0nxnCMl2Po0VSveuit/KZAsWca39dypeRZAnbtEnOZMil8uC41aRoYwRZkylVtp3HzHiSH375WfpOD1d7osL1QfY8spkHP7oPRV18i4Rifh7+2D7u++AuSvkymldF9Sw/efV4VT79v7+H+z+4k6tnR9DLJpH6ABt2dhO6oYcn3hJBFAQSkymqLhJAqeiQTQsoilStCAFs3dvD4988ytmj/TgOaJqCbbskyBvQePdH9+APLFTQHv7ANiZG5xi4OoXPr+HxqpRLBvlcibauet77S7uqD2oqmXd7sZTlJ45+v0o2W3Qd/SI+tu3o5MXnLzM1maaxaXHf0cx0lmDQw7adXYBrRrFrdzc//P4pYnV+WtsWk83ETJZw2MuGDa48cHwixcDgDPUVAnQ9BEEgHg8xODjD6FiS9rYY4xMpTp0ZJhb1Ew4t9AkpikR7a5SBoQQvHb12R4hTV2uMxrogl/qnKJZ0dMOq2GcIqEoSjyazbX0bbc3uOehsjpErlCnrFtGQt3q8siQiGgKZbIlwyFd93avJVTK9HEzLWUSsXr44zE+OXiLk89BSH0bEAQq01oe5OjrDPzx5kt/+pXsQRYHJuQxz2QLZQplCWUdVXBJoWjbD00n8Ho1Y0Md0KkfI7+HSyDRXxxK01YerpAlAFARaYiH6J+c4dGGgSpxGEin+/rkTjM1lKRsGeuU596oy+bLOl58+xr/9pQeI+L3cLvJlnZ+dv4ZXUYiHFiqykijSGg0zMDPHE+eusr2zddlKkiSK1CjTLy6afSGafbeO6vDJbqUpZ+oEFW3hu8lxyJllPJKMZxlb8xpqqOEXF4LU6C6oOBYsZ4fvZEFZ/5YmTVAjTncUju1gWzaO7SBIglt5sm0QBARRcN8DjEq1ZW4qvWxv0/UwdJN8pgBAvC1GMVfi7OHLZBI5DMPdjyxLBCI+AhE/G3avrn42PZvlH/7LDxi6PE59c5R4axTbdkjNZHjyq4cp5kp88NcfXHQT27ZN/4Uxzh25RnImQyDsY+PuHtZs61yWaAiCQPvqRtpXN97yODpWNeDgVoAk0e2DQgDbcrBsC0kU6FqzIBW5dHqEQqZEe08DhVyJUtFAABpbo1i2w9mj/Rx892a0CqmLxAL8k996iGOHrnDipT4KuTL+oId7Ht7InnvWEL2u78vjUdysqYrd+o3QdQtFlqoGEY3NEd7/oZ1871vHGBpI4A9oCEAuV8bn13jvYztoa18gKnv3rebc2VEGB2aIxfwEgh5M02ZuNodlO7z30a1EKxLEXLZEWTepr19e7ub1KiRms+SyLiG+em2KQqFMwzLbC4JAOOTl7IVRHnt0e7VyM4/J6TSj40kEQaCtJUpj/PXlnKmKTGM8xPPH+hbLUgWBYtkgXxBpjoer+Uz9Y7ME/e65yxbKaIpcrTiZtk0o4CGZKVSvy5bVrZzpm8C07CUZT3pFGrmxx71nbNvh0Jl+BAeiwcVkRJElmutCXBmZ4dr4LL1t9UiiyGymgGFZhHyehUqfLKGpMpmcK0Oa7wW8NjmHadt41KWLCIIgEPJpnBuarDrXvXhpkCvjCXTTvZc8iuxWW3UTy7Y4NzzFiWujPLil97bP++WJGRLZPB11kWXfjwf9DM4kGU9laIuFb3v/NdQQ8/hp9AXIGwZZo1R9PhzHwSMphBQPDd43PifxzUbWKDCnZ5AFiSZPDEmsLTHUUMNrhroTit8Ha8x10bueINkpEGQE7e43bXivFTXidAcRb6+r9hrY5nVpGY6zQJAEaK70q7yWvoL5ShVA7/YuZidSZOayCILIvMTMMm3KEyly6QJdGxfkOSefucDQ5QlaVzWQSxeZHEq4znRRP5IsceLp8+x9eAstlfGYhsX3v/wcx56+gF40UDQZUzc59vR5Nu9dzUf+2UN4/YtlgpZp0Xd+jKtnhinmy9Q1Rdi8p2eJrE+SRSRJJFCZ1Bq6S/o0j1aRmpmIlUmq4zgcf+EKtuPQvaYJpyJbFETBlYYZJhMjc1w6PczWvQtZIqGIjwcf3cZ9795MqWSgacqyZK93QwvBkJdUMk+sbqnDVCZd4J4HN+DxLshXdu9bRbwhxImj17h80W2K3rKji117e+i5gTSGIz4++7mDPPH4aS6cH2N8LIUoCTTEQ9xz7zr27V8gt16fiiJLlMsGvmUkmOWyiarIVac+w7AqPU3L3zuKLLl9QoZVJU7ZXInvPn6Ks5fGyeddU4qAX2Pz+lYee882goGVZSuUdYPBkQSyLFIoGlXS5FT6fzRF5trwTFW+l84WCfo02puiTMxkyOSKGKaNpsl0xIJ4PQq5QhndMPFoCjvWtfHCK/0MTczRGg9Vq0uFkiv3W9PZwJbVbuUunS8xlkgTDi5fwfF7VKbmsoxMJ+ltq0eVJUzLRlzmXLqkXsAwTXwVYu44t17gEAXXUXJ+sxcvDZEv60R8XuTrJHGyJlE2TdKFEsf6VkacDMvGdhykm3x/KJKEZdvoN6nWOY5T+fwbGzhcwzsH22KtPDV+mQ5fjKxZJqUXcICQ4iGmepkq5dhb/85xYswaBZ6aOs4rqT7ypmua0uyp4574FrZH17zlV8hrqOGtAEGMge9XcPJfBqsPhIjb22RncO2lHwFl55s9zFdFjTjdQQiiiChJVfndstsIAt6KFXM+XXj1nTogViZeY9emKOXL2JaD45jVPA7bceVRRtlktM+d1DuOw4lnLwBw+cQg+UyxmlUjKxLRhhCiJHLpxECVOB3+8WkO//g00XiYYMdCc18xX+bUocuEYn4e+/x91dfzmSJf/e8/5dQLV8gm81i2jaLKNLbGeP9nD3DgPVurPziJiQz1jSHy2RJ62cDr09zsJctGliWi8SCzU26ys2FYjA4mCFSkaIIgLCJAiiLjOA6To0m27l16yiRZwh+4+UphXX2Qvfes4anHz+DYDrG4Kyssl0wmx9LUxUPsO7h2yee6euJ09dw6M6f6N+oCfPLTd5NIZJlN5FAqhhHqDVWgttYYHR119PVN0dGhLvqBdhyHmZks3d1x2ttd299Y1JX0zZORG5HLl2luCuOtkL6ybvKVbxzh7KUx6qJ+6iuVsUy2xIvHrpHJlfi1Tx1YJD+bRzKdZzZZQJFFWpujS6o+g6NzXBmYRhAEGuoCmKZdzYmRZZFcocyFa5MMTyTpaa/Hoyk4DkQCHiJBL4ZhYTs2iiwjiQLTc1l8Xq16XCG/h89/YC9//+PjDIzPYlruc6XIEht7mvn0e3dVydSrzWtuJD5F3SDgVckVXaKmylK1t7BkmIiiQMDnIZMv0xgJ0hoLuS5klQrSjUgXyuxa3VY9RzPpHDgsIk3z0GSJtO0wkXztSebXoz7ow6u4kr+AZynZzpTK+DWNuuDiBt3B2SQvXBnkZMUcors+yoHeLnZ2LC/pq+EXF5uizWyva+PozBAN3gCtPrdymTPLTBQyrAs3sif+ziBOebPIVwZ/wqXsCBHFT1wLY9o2I4Vpvjb8FHmrzD3xLUs+V7Z0ruVGKVhFvJKHVYF2PNI7I8KghhpWCkHbB2IMp/w8GK8ANiibELSDoO6rLPq/tVEjTncQoixgWTfvyQBXzmdWJHa3IljzEASB5JTbAH/4BycwyoZbmalIzQTm5USuw9fhH5ziY//yfdiWTWomw/ToLLZl4/FrlSBW19Z8ZmwORZUpZFxJkl4yePnJc2hejWBk8YTL69cI1wV55dAV7n1sJ5H6II7j8LU//Rk/++YxyiUd21qIg80mC/ztf32ccCzAln1udcW2bQJhL6Gon5GBGXKVv+sLaDS2xVA1GbsyMZZEAVEUMI2bnx/HcatYK8Uj79+GJIkceeEKY8NzdG+MMZfI0tkT59GP7KblDeoRqq8P3lSGB27V8eGHNjE5mWZkZI54QxCPplAum8xMZ/D5VR55aFN1YrthfTON8RATU2naWqKLiFaxqKMbJnt39VS3P3dxjItXJ2htiqBdl00VDnnxaDIXr0xw/tI42zd3VN+bS+X58bPnOXNxjEJRR5JEWhrD3H/XWnZt6aj+zZm5LLmCjterIkvSEpLgURWyuRJz6Tw97fVsWNVEwKeSyhaJhnyoigSVbhvbtskWyty7q3cRQWuJh/nir9zP5aEpRqZSCIJAZ1OU3o74oopJ2O+hvSHC5eFpQj6NXFF3n7MQmJZNQTfRVJnORrcSqiky9SE/Ia+HmUyOTMGshjerikRrXQi/pqJVCPvm7mba6sOMJNJ0NUQXEY25bAFFEtm/YWEi6RpiuNU3y3YwK98LiixVXRA96vJfz9limWS+iEeRiYf8S1a7e+IxepvinBmZoEdVF43FsCxS+SLv2bKWsHehknhqeJy/OnScuXyRkEdDEgRODo9zenSSRzb08su7t9TIUw1VKKLEr6/dj09WOTk7QqKUwMHBJ6nsru/gM6v3EFCWkva3I47OXuRydoR2bxxFdJ9JVQSfHGemnOKpqeNsDvcQURfUCadTl3lq6mWmS0kcbARE6rUwDzTuZXtkXa1CVcMvNARlDYKypmIWYQPq2+qZqBGnO4jUZOpVJT0AidFZgKo07ZYQIBhzKyIjlyfdHiFZxHaoOsI5DtXA1+nhBOBWXcpFnWLOtQqfGUtimxYgoHpkvEEvhWyJUsm1xZ4anWVuJkPsJn0v4Zif0b4pRq9NEakPMjGU4JnvHHf7r254IPSyweTwLN/56+fYvHcVgiDQsbqRZ35wimLetaCO1AUAAUM3GB+aQdNU7n5kU3Xsa7e0c+TpC0SXMU0oFnQUTaKr99Z9VbeCLEu86wPb2XdwLVcujjI+fZHP/MYDrFnf+roI2Uqwbm0zn/rkfn7y0zOMjSXRdRNFkenorONdD29m/fqW6rZej8oH37+Dr37zCIPDs4RDXre6k3MrJ9u3drJnd091+zMXRnEcZxFpmodWqQCdvThWJU6pTIG/+tqL9A3NEIv4aWoIYZoWoxNJ/uG7L1MqG9yzxyXDlu1UzCCWv+ed+X8q/LclHmbf1m6eOnLZDQEOeZFEkXxRZ2ouS2tDhP3bupfsR5ZENvY0s7Hn5jbrgiBwz5YezvZPcOzSCGXdRBThnvZGTl0dA0Hkvm2r6GlxK3erWuppjAZJ5gq0xluYzRQwLRtVlqgL+ZlKZelojNJWH3HPu6rwmQd38ldPHKV/chavqiBJIvmSjkeVed/u9WzrXrhOPY0xrk3OMp3JVfrpAMGV9ImCK6frbVpcvZzLFfjxK5c5em2UQllHkUR6m+p519Y1bGhbuNcFQeCX921hNpenb3qWiM+DJssUdJ1cSWddS5z3bVtIZ88US3zlpVNkS2VWx2PV56k+6CdVKPLTC1dZ01jHrq7FLnw1/GIjqHj4zXUHGM2nuJZ1Lfg7/FF6gnU3nQRZjs2V9BSTpQyyILIm1EjjW7gXynZsjs9dwiupVdJ0PerUEMOFaS5kBthfvxmA8+k+vj36FKZt0eipQxFlTNskoaf47ujTSIhsjS5VLNRQwy8aBOHO5Uq+kagRpzuIYtZtonWEitWis2DYOt/7ISBQqDjfta9thsVu2EsgKzKBsEucTMN0J2FWxdRABFioPtm2XZUzOZW+qlJRp5C93mnPoVTQKRV0NK9abX53nMq/Kr+HeklH101kWcLjU6EyPZ7nhS8/dZ7kbM79SPVzCwfj2A7nj10jNZslWh8i3hymkCtjGhbh6MIquqJIZDMFCvkSkfqFFb3dB9dw7vgAk6NJGlsj1cDccslgamyO9ds66V67eCJdyJd58vunOPTUBdLJPIGgl/33r+NdH9pJMLR870s44mPbrm7GH7/I6nVNd5w0zWP9+hbWrGliaDhBLlfG79fo6qxfElQMsHF9C7/+T+7lxZf7uHhxHF23aGwMsW/3Kvbu7llkCpHLl1GWkeHNQ1FEstc5Mb54/BrXhhN0tsaqkjlFlmhrVpmcyfCTZ8+zdUMboYCHhrogfq9GSTdQFXmJzLBcNgn6NWLXWd9/6IEtaIrM4VcGGJ5MgeOgqjLruxv5yMPbiEeXD5It6QbTczkAmuqCy0oL2+JhHMchnS8hCgL+ClnMFcuIkkRLfag6Ro8q8/DONXz16ZPkimXqQj5sG0TBrSBpiszDO9YsqsKsbq7nix86yNErI7zSP45uWOxa3cbetR2sb29YdPwH1nfx1Jk+jMpihVh5NEzbpZN+TWVP7wJRSeaL/MkTh7kyMUPU56Mu4EM3LU4NjtM3Ncvn79/Nju6FkNqOugj/8l0HePbiNY4OjFI2TMJeD+/duo771vcsqjadGB5nKpOjqz66ZMIb8XmZyxd5sW+4RpxqWBZt/ght/sirbjeUm+Ur/UfozyYwbNdhM6R4uSvew0e7di7Kg3qrQLdNcmYRr7R89UwURAQBMoYrq7ccm+dnTlC2DNp8C4sZsijT5KlnvDjNczMn2BhejVwzlqihhrclasTpDiLaGHaDb21niVueM08uRIhWqjod61oRRbEqUVsOnoCGp2LI4At6wJnv1xCoshxBAGxwQPO6P0627ZBKZBdMKoRKhcpZ6PfQSwZ62QCgoS1GuC7I9OgcqUSW5HSmEvwqEqkLUt8cIRDx0VrJK7p6dgTbtBFF1zFwYULmEkQHh0K2TGIiTbQ+xFDfFOGon2K+TC5TRJJFBNxeHU1T8Po1xodmq8fd1dvEhz57gB/+4xFG+hNVxzZJlli3pYOPfv7gIlKRTuX5f/7117l2abKynUhiKsNg3xSHfnaB/+MPP0a8KbLk/LpmEBW5YtlAUd68H3dJEunpfm3ZPp0ddXR21FEqGRiGhc+nLkuy6usCXOqbvOl+dN0iXudKCQ3D4tjpIQI+bdn+qXgswMh4kvNXxrlrRw+drTFWd8a5PDBFtlBGkVwDEMtyCbymSqzpaqDtuvOuyBKP3b+Ze3etpm94BtOyqY/66WmtX97h0DB55kQfL77Sz1ymAALEowEOblvFPdtXLZL1PXe6H0EQ2L2unblMgbLuVlM3dTdTNi2OXBjm4d1rCftdUnHvlh5GppN858VzzGUL1f6shkiATz20kx29rUvGEw8HeN/u9bxv9/qbnlNwlw8UWcKLgiSI2JVnbj5vSZnvqargyTNXuTKRoDseq+YreVWFkFdjaDbFt14+y8a2xmomFkBzJMgn7trGh3dtomSa+FRl2WymqXQWB5BvYgYR9GgMJObe0tkaZdPk9OQkl6emCQHP9g+wp7ODsGdlxiY1vLGYLmb408vPMlZI0eKN4JNVbMchpRd4Yvw8um3yudV3v+XuL0WU0SSVnFGAZb765/uCfRViNV6cZrw4Q50WWXZ/dWqEqdIsI8VJuv1Lvz9qqKGGtz5qxOkOItIYwRf0kJnNLb9BpVl8TcUy3DKsV21qx6FKnEL1QZeY4WBZdnWiOd/rJIoCgbDbnyRJInOV3ihRqpA5x91OqCx/O7bDucNX+fj/9h48XpWeTa0c+ekZDN1EEEQEEUzTZmp0lsREioc+vpdYo9skXKy4s1UJ2XWoWtdeRx6nx1KEoj661jYxO5UmNedmUIUiPuoaw+QyRSaHZxftZ9u+VXT1NnLuxCAzEykUVaZnXTNrNrUtccv7y//vCa5eGCcQ8ixyw9NLJkPXpvnT//dx/u8/+uSiz1y7PMkLT1/g8vkR9j0c4b/9xx+w9+613H3/+mpA7VsdHo+C5yY5WwDbN3Xw8okBsrnSEve8TLaEqsps3dQOQLFsUCzpeDwKuXyZRDJHoagjSyLRsK9aOcpVrr3Po/LQ/rXMpQtYlkU2X8a2HRRFIhryoqgyD9+9foktOkAk6GXXxo4lr18P07L56hMnefH0AF5NJhb2gQOJZI6v/fQk08kcH3toW9X+/OSVUaIBH5GAl0jAW81xikf8GLbD0GSK8wOT7N/UBcDVsQSn+yfwezQiATdXynYcTNPiyMUhdqxupS0eWTQm23a4NDrN0SvD6IbFqpY67lrXiU9b3BR+dmiS1lgY3TSZyxUwKosjqizREA7gOA7nhibZ0tlMUTc40jdM2OtZQnwEQaAlEmIsmebcyCQ7e5ZWhTRFXkSoboQkiouy4W6EZdvI4luvGjCPiWyWL718lCuJBILj8HGfly+fPMkPrl7hczt3sq355hLOGu4MDk33MZpPsioYR6w0f4uCQEzzIwkiLycGeLB5HV2B+lfZ052FJIjsjK7h8YkjWI6NdEPjetLIEZC9rAu5/Ytl28B0LBRh+edNERVMx6Rs6T/3sddQQw0/H9SI0x1EfVsMRbv1BESURRra3R+PqeFENSh3vni0oO1z/9soG8xNpvGHfDR1xNH8KqZuYdu2mxGFa6QgSiKyIhFvdU0NdN1ALxkVYgOCJFarXgLgOAIONqnEgrPXpeMDmLpVsVW2wVoYi2XZ9J0ednusJJFIxfDAzdxZfIzzq3SSLOLxuxNKj1fFshy8Po227gbabmhlSc3m0LxLHYkidQEOVHqfbobEdIZTR/tRNXkRaQJQPTIeXeXSmVGG+qborFiHnzk5yF//96eYGk8hSrCPCJfOjnL1wgQXz43ya//i4bcNeboV1qxqZP/uHp5/6Sq5fLkamptKFzFNi4P719BbqXJ5NBlVkRmZSJLJljBMN1/LdmB6NkvQ78HnVfFdd44fuGst2XyJF0/2oyhSVY4a9Hu4d89qDl6XK3a7uNA/ycvnhmiI+Ql4F66F1xMmnSvywivX2LGujd72OMWygW6YeCsExrRsTNOtpjrXWW/nKz19tu3wnRfPkcwVWNNWf0OWmUP/5Cw/OnqR33jfXdXX0/ki/8/Xn+ZU/xhF3QDHJSVt9WF++wMH2Lt2gQimCyX8HoXV0TryZbf3SABCXg2PqjA4nSRTdCWS2WKZQtkguIxDHrhky3YgVSgt+/6rYW1THEWWKJR1LMchXSzhOA4+VSXi85Atlbl/bc/rqgaYts2p0XFeGhxhIpMlqKns6Whnb2fbTY/rtaBsmnzp5aNcmJmmMxLBK0lQLNIdjTCQzvBnR4/xb++7l/bwyvOqDMvixOQ4h0eHmchlCWse9rW2s6+1nYBac0l7NTiOw5GZAQKKp0qarkdI8TBTznI2OfaWI04Ae+o2cDbdz3BhirgWwS95sLGZ07MUrTIPNe6iweOayoSVAJqoUrRKBEX/kn0VrRIeUSOkLC85rqGGGt76qBGnO4jJ/mn0koFUqYZYpuUSIaHifFeZmFw50U9zTyOz40nAtQe3KxUhl0A5CKJLdEzTolyZMPVsbqeuKUI+U0Cv5ObM719RZbwBD+v2LOQauRI6l/Tc2Eclii6Dkisr1eNDCc4f63ezkq7LiKJiQuEAY/3TnDl8le33rGX99i6e+tYxDNNypYYVpzDHmQ9BhVDMTzDkVsDWbm3n6LMX0csGlmmTyxbBcV31NK+CaVhs2r3UGOC14NKZEYoFvdrH5NhuTo0guKTS59dIzuY4/8oInasbKRV1vvLnzzIylEBVJNcaHVA1mXxW5/Czl1i1polHf2nXisazUpRKBleuTpLPuz1Oa3qbbllNei0QRYEPP7qThniIl471k6hUQxvqg+zfvYq7966uVi5VRaaxPsTR04P4vSrBgKfK5y3bZjaVx7Rs1q9aCCqWJZEPP7KNPVu6OHd1gnyhTNDvYdOaZloawq9rMn7i4giWbS0iTfMIB7wk0gVOXhqltz2O36vi1VSyhRKJdI7pZA5w2BWPc3F4mvpIEEGgKtMbmJxlcHKOxkhwaY6TKFAf8nN+cIqZVI54JIBtO/y7v/8px/tG0RSJqN+tUJUNk8GpJP/xaz/jv37+/axtc6Ws8ZCfwWn3+fZrKv7rKlKO42BaNrGAO/HyqDKKJFI2TQIsnahbtg04eFYoI93Q3MDqeB1PX7qGZTvYONXrKgC9jfXc3btya2nDsvibl0/yfP8glu3gUxRGU2nOjk/xQv8g//zAXhqCK5tInp6c5EoiQWckgibL1cqZKIp0RSNcnZ3j0OAQn9i61C76taBsmfzFqeO8MDKE4zh4ZYWRTIZXpiZ5fniQ3959F/U+36vv6BcYpmNTsgzUZcwVwP39EBAoWeYdHtlrQ1QN8pmud/OD8Rfpy42RKKcRBYGoGuTBxp3cG99W3bZejdAb7OCV5GX8sncRUbQdh9lykvXhHpo9bz2CWEMNNbw21IjTHcT0sGvZqmoKpUJ5gaw4LnlRPQqiKDI1NA24Ejyh0iMkSyKmaYHjIAgisipjlA0kSUSS3cu4+e61PPfto6Rns+hFg3w6j+OAN+DBH/GhqjI77tsIgKoq1DVHmBxMLFSz5iFU5H2CwJodXQAMXRqnmCsjiAKKKi+ZTJqGSblk0H9+lO33rGXdji7irVFmxpNYllOtMs1LARVFYeu+1YQqjoDrtnXQsbqRY89ewjTditl8kKskiWze082W68JsbwfuDzNYtkUxVaaQL+NUjs/r1/D6VLfSVvmNe+X4AIPXplFVGX/Ag6y4x6p5FARBIjWX48kfvcK7H9u+bK/PGw3HcThxcpAnnjzLzEy2OvZ4PMgjD21i167u10VAZEnkvv1r2b97VZU4xeuCKDfIHR3HqRo9GKaNbFjIslg1elAkEVURmU3niUUXVlsFQaC9OUp78+LQ49eL6VQOj3pzsqDKErPpPODK1Tb3NPO3PzmG7TiosoxPc49vNlNgfDbL6rZ6Nna7pC+VL1E2TLw3qRD7PCqZuQzJXJF4JMDRK8OcHhjHqyoEryNyPk1FVSTmMgW+9vwr/N+ffBiA3avbOV5xx7tRxpculPBpCjt6XBe+kNfDls5mnrvQT6xCyK5HIpsn6vexqX1lLpKiIKDKEpbjuCSsIq+1bde8RhAEl5SsEE9ducYzff00BAKLqkuGZXFpaoavHH+FL963sv6WyzMJLMdZdnyCIBBQFU6Mj62YOD3R38ezQ4M0BwIE1IWx65bFucQUf3f2FP9qz/63XG/OWwmyINLgCXItO0OdtrQKYzs2Ds6y771V0OCJ8rnu9zFWTDCrp5EFiS5/M355sbxZEAQebNzLZHGWkcIkYSWIJqmULZ20kSWuRXmksXa/1FDD2xlv/aSpdxAi8RCOabukCZdAiJJYNU8wSgaWaRGud80hujd1oKgypmFh6ibYbvnIth30koHjQCgWIFTnrtY2tNfx7s8cxB/y4Qt66NrYRvfmdsL1ARRF5sBju1izc6Fqs3Z75b9vbG+YVweKcN+H9wBuz9I8mbFtB71sUC7p6JUxC6KA40A25boLta9qYP+7NuMLehY19c83xTe2RXn4o3uqbniiKCLJrnGAbdlYpo1lWFiGjWVZiKK44hyZjds6UDWZ2eks6VQBQ7cwTRvDsMikC0xPppAViS27ugC4cGYU07CqlabrIYoCqiozPZEmPZdf0XhuF6fPDPONb77M8PAs+XyZTLZIPl9mZGSOb3zrKKdeGXpD/o6qyLQ0RWhpiiwhTQCFok5iLkdvd5y6qB/TssgVyhRKBqoqs7q7gYDPw/DY3BsynldDyO+hrN98ldowLUL+hYmNKyuct+cXql9+Aq7rJA7V0GifpiBLIrq5fO6abpgosoSvQqyeOXsN3bQIeJZWhGRRQpEljl5xpawA27tb2L26nfFkhslUlrJhUtQNxucyzOWKHNzQzaqmuuo+Ht7cSzzkp39mzpUB4soNJ1JZirrJI5tXE/atzAjhylSCS5Mz7OxsZUdnCz3xGJ11ETa2NnJwTRf5ss6hvsEV7Vu3LJ7tG0CT5SWSPEWSaA4FuTA5Tf9sckX7t5xbZ92Jgohpv3oe3nIomSbPDPXjU5RFpAlAlSSafEFOT08ynEmvaP+/KBAEgbsbV2M5NkVzaW/PZDFDneZne6z9TRjda4cgCLT54myNrGZjuHsJaZpHk6eeT3c9yl31WwGHrJHDwWFv3WY+0/V+Wn2vzeCnhhpqeGuiVnG6g2hd2+Ku4tpOVa4HIFSc5mzLld6trpCbNTt78AY0lySxvMlCc08j0cYF/f5d79uOZZj85O9eoP/MCI7j0NhZz30f2cN7P3dflag4jkO5VEYQF3J0boQsy4z3T7N+Vw/tqxqRFQm9ZCAsalpyjSgc20aSJXo2tlbH1toVR1ZkVI/iFrVEwa2WAB6fSnPHglzh8pkR+i9OEG8JMzuZwSqUXZKlisRbIowNJjh3bIA999/arWw5ROoCaF4VO3GdKce8M7pTCcsVBVra3YnqvNOgYzvkC2Vs2508Z5IFRFlySaLtVCfB12O++gKgaUsrc7cLy7L56ZPnGBmZq1hXuyTTrkwG05kCT/7sPFu3dCzrmvdGwqmcK6+msn51iEJRp6SbSIJAIOBBlkQGRmZffUdvELavbeXU5VHKlfDa61EoucG8W1a7VRvdMDnbP8GqljpKuslsOk+xEjQd9nvoaQlR1A3OD06ya207q1vqaakLM55IE/BpzGYK6KaJpsjUBX0kswU2dTfTWu8+e/mijoBw0+stSSJlw6JsmvgkFUWW+NwDu2mNhTh0cZCpdA5REIiH/Ny7sYcHNq9etK+ueJR/+tA+vnHkDIMzSQzLtTGPB308tmsD79qyZsXn8fz4FGXDJFQhNjH/YulZQFN5uX+UD23feNv382y+wEwuT8S7vN1/QFOZyuYYSaVZVX/7odJtIff8W7a9KPB4Hjm9zM6WliWvvxZM53MkCgWinuXHHtI0pgt5hjMpOsORFf2NXxTsj/dwNjnG0cQAPkklpHixHJvZcg6PrPBLnTuIvoUrTreLBk+MD7c9yCONd5G3inglDyHlnXN8NdTwi4wacbqDGLsy4TrWCa5j3hIIbjN534kBVm3uQpQEfEEfpZxLIqzKhF6Y74kSBfw35A+dO3yFp77xEvlskfa1zQiiQClf5uUfv0K4LsDBD+9xq0aWTf+5UQRBQFZdGeA8gRJlt7pjWhaXjl3jwY/to74lgj/kpVw0YL6ZvjKHsi0bxwHVo9DR60qdsukCx567SGdvE7IskUxkMU23ihONB5mdSvPSk+f40OfvBeDiKdcZzygbyLJEOBoAAfSyydRoEkWTeeVI34qIU2I6Qzp5g5PhDVW2QkFnsG+a7t5GunobAIHZmQwOoFUkXaWygZF1A3pb26OEr5OjOY7DxXNjvHz4KoMDM+BAe1c9e+9azaat7SsmUCOjc1y4MEappLuyweukgaZpkc+VuXBhjOHhWbq747fY0+uH36fS3hzl0rVJwiEvfp+G/7qqXLGkoyoSbTeR5GXzJQpFncANn1sptvW2sqG7kbPXJqgP+wkHPDgOpHJFkpkCu9Z3sKHbla/lijq5Yplo0EfQp1FujFbMIWw2dTfjCCL943Okcq71vCJLPLh9NX/4zWdJj80gi66VumlZDEzMEY/4eWhH70JYbNiPg4NpWZiWTblCymRJwqPK6IZJPBzAe5200KPKPLZnIw9v7WUimUUUBFpioZs64K1tifN7j93P1ckEczk3S2pdS5zA6zBXALcqdCv7TkWSKBnGktczpRLHh8YYSaaRRJHV8Tq2tTXjuW78biiC8KrB39INf992HK7MJDg9MUmurFPn97GrrYW2G0wedre18v1LFxlOpemKRha9l8jn8cgyB7pW1p8133tzs6E7AIKDuETrXMON0CSFL/QeYFUwzqGpqyT1AqIgsC3WzoPN69j6Fq82rRQBxUdAqfXA1VDDOwk14nQHkZxKuaRHlpYlTqIoIsoi6RnXyW7k8gShuiCaVyU5nXblepUfaY9fI9oUxjQsklNp6pqjpGYyfPd/PkkhWyISD5JPF3Ech0DEj23ZPPkPh2hf20LPpnYQIJvMIwgCqkdd0nLuAKVciZFrU4DbJxWKBsgk86500LIWNhRcAwt/yEsg7BK5K6eHSc/maO1ucF324gFsy0FWJARBwDItzh29xrs+vhdfwMPoQIJCtkQg5EVSKtlVjut6pygSmVSBsYGZFZ33V470Uy6ZqKqM7ThYpusMOH8tJEnA0C2OvXCZ7t5Gtu/uRpJESkUdRZWrBFEUhWqQcOeqRrSKMYPjODz/9EW+9+3jpObyFZt1h5HhWc6fHua9H9zBQ+/avCLylEzmSaWLaJqypJ9KliVUTSadKTA7l3tdxGk2meOVsyNcG5xBEARWdcfZtrF9Sa/S/p09XB2YIpkuEA0vTAhM02JiOsO6VY2s7lw8jonpNM+8fIXTl8bQDQuPKrNtQxv3711DQyUjaiXwaAqf+8A+/tczpzlzdZyBcVciGPJ7uH9XLx+8d0v1nGmqjCxJ6IYJaGiqjFeVgIJ7P1au2fU9U+OzGVRZIuhV0Q0b23GQJQmfJiGLEhNzWbb0uNu+d9c6vn/kAlOpXDXc2iUjOpmCW968d9PyznQ+TV0ky7sVcqUyU+ksiWwBjyJTH/Tj19TXVdmsD/ih0t+0XNUmWy6zpbVp0d84Oz7J37x0kol0FlhwJlwVj/HrB/bQGnHlxvGAn/ZomL7E7LLuealiiYBHXVRtKhoGXz52kpeHRykahvvcOQ4/unCZ961fy2Mb11XHEvZ4+NzOnfzZ0WNcTsziEQR2+bxcTSTQVJUPrt/A5saV9X41B4K0BkMMpVPLuuclS0XCmofVsdd27X7R4ZVV3te2mYeb15PUC8iiSEz1v+6qfA011FDDnUSNON1B1LfWuVbhptsrtGih0nGlYaZuEmuOAGDbNpIssmZXD+mZLKmZDKZu4vFrxJoiIAoUMoVqHtKZQ5eZHpmlXNIZvTJZlXMJgoAv6MHj9/DKsxfo2dSOZbrSOjCXDbacd8LzVnpEZsbm8AU0glEf2Tk3l2d+bihKYpU0TQzNUt8cpVTQAYFSocz0WJLkTBbbtlE1hXhLBH/QS7lsUCqU8QU8FHMlTMOkVNQpzJQwK8RSkkV8AQ+WaVHK3zz7wjQsREmoShGvRyadx7HBcubHLFQX2G3LdittDuRzbu/ZzFSGcNRLqWSg6wa27e6zVDKwLQevT0WShIrVusDYyBzf+eZRJsZS2LaDNJ+f5djk82W+/63jrO5tonvV7WvbSyXXHfFm/V2ubM/dbqW4cGWCr33nKInZnGsZDpw6O8xzh6/wiQ/tYV3vgkve9k3tjE+n+dkLFxmdTFWs6x00Vaa3p5FPPLZ7kWRwdDLJn3/9RQbH5qqOZw4wNpXiUv8Uv/7xAzRXAp/n4TgO4zNprgzNYJoW8WiADauaUJepxIT8Hn710b1MzWYZmU4iINDZHKU+stilze9R2ba6hWdO9REL+Zbc73OZAmG/hw2d7iQ7mSvy8qVh2uojxIJe0vkShmWjyhJhv4fJZJYXzvZz75ZVeFSZ7sYYjdEAqdEiouBWrAQEDMvGsm38HoUDG1bmCjmPFy8P8s0jZ5nNFSrnCfzaRfaubueTB7YvqvTcDnZ2tvCD034m0llawkFKpuVeU0WmpBsICItc9cbTGf7y0HHmCgW666JVsqWbFlemEvz5oaP87rvuxasoSKLIA7099CVmmcnlqfcvnPuCrjOTz/Ngbw8t4YV74Bunz/Fs/wBNwSDtkXDlWB1m8gW+dfY8MZ+Xgz1d1e23NDVxsLuL/3XuPCOZNPi85HWDne3tPLR61Yon5rIo8nD3Kv781DEShQJ13gVjjpyuM1ss8O5VvTT6a9bStwNVkmn0hl59wxpqqKGGtyBqxOkOItIQAqGyOlupvFwPUzdxHIFoUwSA5u4GNJ9GMV9G8bi9QpIionoUFE1hbjJFQ0edu19g5MoEsxNJbMvBF/RUiJFLDgqZIsVsicsn+gHXnryuKcJY/1SFdIiIklB1+LMtG1kWaVu9sFprmhblvFFx93Nfm5cQlgs6lmFXCUkg5KVUKHPp1BB6yXBNMAQo5MoMXp7E41PpXteCL+hWqIJhH5blkJ7LAULV4c40bDLJPKIk4r0hN8kyLc4cG+DEoStMjMwhyxIbd3Sy6+BaWjoWVoFXr2+p2K47VUv0eQgC2LZbTVq11iUIUxNpbMtBVSUEwUGS3cG4k2EHVVWYm8mSyxQJRXy8dOgKI0OzyJJIMKgtBPw6Dvm8zthokkPPXVoRcaqr8+P1qJTLbsXs+nvG7acy8HoV6utWNnlLzOX42neOkkoX6WyvWxSaPDaR5B+/fZT/7dcfrFaeBEGgp6MOTZUplw3KuokoCGiqTEs8RCS0UIVyHIfvPHmac1cnME27ai7iEkGR05fG+OHTZ/nCx++ufqZYMvjmk6c4dWnU7RsSBEQBWhsifOxd21nTufw5bKwL0vgq1av7tq/m7MAkA5NzNMdC+DX3628mlSdb1PnA3RuJVcY/PJUklS/S2RDFsh1M2yVAlu1WP6IBH4l0jvHZND3NdVwem8GvqfS21DOZzFLUDRwc1wgl4CXk83BhZIqdvUsDal8LzgxP8JUXTmHbNt1xl6w4jkOmWObpC9dQJIlPH9yxon3H/D4+unMT//3pl3huOsH1Xgohj8ajW9eyu2th3C/1DzOdzbE6XrfoflRlic5YlGszc7wyMsFdPW5u1YGeThL5PI9fuMLVGfc5sWwHRRLZ19nOJ3dure5jJpfn8NAwMa+PkLbwvAuCQEPAz2AyyZNXr3F3V0f1HHzz3Dm+f/ESPlVhb1sbmCat4RBHR0ZxHPgXd+3Du0Kr9vs6u5ku5PnxtStcSc6iiCKWbaNKEgfaO/nkhpW59dVQQw011PD2RI043UGMXplAkiUEye0xmrfbpuLqNR9SO3JpnJ0PbaVjXSudG9o49J2j6CUDo2wArh256lEJxfw8+usPVrOWZieSlPI6kYbQolV/URLxh33MTadJJ1xpjSAIHPjADr79p09WpYOWYVczpUTRrTY99PF9ADS0xkiMpyjklg/ZLBV1ZiaSNLS5kpueDa3kMkUyyTySLGLkXSt1URSRVYnUTJngPl81kFaQBJeQsZAvJQC2WMldusGIwTItvvf3L3HkmYvgOPhDXoqFMs8+foYzxwb46K/dy9rN7mSvvbseURKwLJb0K8z/vyAKdFeIU7Ggk8kU8flVVC2AU0n6jcWDODakUwWSc/kqoTp3egTTtPH5VDLpIqWyCThoqoLPr1IuG5w/PXIbd8oCWltidHXVc61/mmy2hKbJSJLrPlgum0iSSFdnPW1tyzfWm5aNZVpLSNc8Tp0dJjGbW0SawCWSrc1RhkZmOXV2mAcPur1lQ6Oz/P23j5Iv6mxd31YNtU1nixw+2Y+qynz8/W6+1dhUmiOvDFIs6vi8KoqsVImTYVoUijqHTvTx2ENbaKgL4jgO3/jpKZ45dsW9DiUDy3bwajKXB6f46+8e4V984iCtDZEVncv2hghfeHQv33zmNEPTKWYciw0hD4os8sEDm3j33nXVbR1cE5fJZJbRmTQlfaGi59dUWupDrrdI5Qa6NjGLadls6mpibVucdL6Ebdv4PCoBj8p0Os/pgQl+xb559fBmcByHp89do6DrrGpYWBAQBIGwz4Nl2xzpG+aRrWtoDK+MQBcN0zVjESVM3GdNrHw/lU3LdR2sKEVfGZ3Ap6o4wGw+T77sEtywRyPk9WA7DpenE1XiJAgCH9y8ge1tLRwfHmMqmyegqWxrbWJjcyPydVXivtlZUsUSq+qWv5/rfD5G02kmszlawyGG02l+evUqIU2j3u9DdBwwTeJ+P35N48T4GEdGRri/p2dF50UUBD6+fhO7m1s5PjHGdD5PUFPZ3tjCxnjDorHfSRQMneliHkkUafEFl5VY1lBDDTXU8MajRpzuIBzbQVZkgtEgpXzJrTDZriROVmV8QS9G2ahOxgRBwOPXyMzmMMqGu2Jf2VcxV0IQXTvy6v4dt09jWWVKxUXu+ibtD//GQ5x+4TL9Z0eQFLeJ3XFcq3NFkXnkV/bTuc51yZubTpNJ5qv7WjQJr1g8lwo6k8OzNLTGGL02DY6DoZuUS84ixlIuCyiKaxihl01UTWZmPuxXlXBs91w5VGyjFRlTt0hVSB/A6aP9HHnmIpGYn8B1Bhl1DSHGhmb53lde5Ld//0N4fCqz01lkWcLQl7eWBhAlgdnpLO1d8WpFTawQSLmyWq0oEqbhugJalo1YIafZTBHLskjMZN1emcqx6rpFoVBGkkSy2eJN//at4Pdr3HtwHalUHstyyOVLGLqFKArUxfxIksjBg+sIBBZb446NJzlyrJ8z51xSF48H2berh53buxZZjV/tn0ZVpWUn86LoXqe+gekqcTp0/Bpz6QLd7QvVBkEQqpWmY2eGOLi3l+aGMOPTaebSeTRNWSSzEwQBVZExTZtEMs9kIkNDXZDhiSSHTl0jmS5imFaVwBdKOqIgkC/qHDrVz8fftbLKCkBvW5zf+eQDXB2dYSaVJTl4nn/zyQeI3UA4WuvDWJbD5ZEZVFnC79EQRQHLtimUDS6NzLCmtZ7mmFvtnc8/ArcyWR9e7KAliS5htBwbkdvL/koVSlydTFAXWL7JPOr3cm16jsvjMysiTtOZHN975QJRn5d1zXFMy+3nUiWJomFycmicIwMj3LvGlRoalusOeHJknGypjEPFyl0Uifk8aLK80ANZgSAIdMWidMVuneVlVmTHN6OWklAJ/q6UxU6Oj5MplemtX9pn5FEUZFHixaHhFROn+bGvisZYFb191783GgVD5/Ghyzw33k+qXEIUBNoDEd7V0cuB5q5av1ANNdRQw88ZtWWqO4jW3iaCUT+ObRNvqyPaFCFUHyTSECLeVockiaheldXb3R/5xNgcz3/zCKZuuv1KzoIltGM7ZOdy/PAvnqqSoVhjBM2nkUsXKBXK5DMF8vP/nSqgeZRqRhSAP+zj//qbf8oDH9vrSuVM1x2vdVUjn/7dD/DZ3/tgddtXDl2pVoSASqBt5Z/512yHF35wCoCJkVmy6YL7vu0sjLsydsuymRhMkEu7/Rr5bBm50hciyxKqR0H1KMiKBI5rPjHfg+Q4DsdfuAIOi0gTuJOcptYo0xNpLlTyjRLTGUzTcqtYN8wr5l+zLYfpiZR7XgIaPp9KuWQuOeZiwR1nKOJDr9iOe/0aetnEslxiK0muA9s8wdJ1c9lMqNeKBx/YwMF71hEKeYlFAzQ0hIjFAgRDXu45sJaHH9y4aPsrfZP8yZee4n997wTnL41z6eoELx25xl/8zfN89ZtHMK43JnEq7h5AsagzM5slMZujWNIXb4LrKnj+8jjh0NIQVoBw0Eu+UOZKv2sokkznsSwb+SY26bIsYlo2qYx7D5zrm2B0MoVhWgT9Gn6vildTCPk9qIpEvqjz7LGrmMvYwN8OZElkfWcjd21w+3aCy1ybUKWSY5oWmuKaihimCQ5osoRhuPfTvJlESyyEKAhVy/gbkSmU6WqIoki3H5hsVCo+N6tuzAc8r/S8nBweJ1ko0hAKICCgSBKa7FYofaqCKAq8eHWwun1rOEx/Yo5MsYRPVQh5PIS8HjRZYjqbZyKTpSWysh6WtnAIn6qQLS/fz5gqFYl6vTQGXIKYKhYRxZvbwHsVmel8btn33m4omQb//exL/OPV02T1MjGPj5Cq0Zee5X+eO8IPBy+92UOsoYYaanjHo1ZxuoOINUXZ9a6t/OzvX2B2Ill1XwMoZEsIAqzft4Z1e1YB8MpzF5gcmsFaZjLmVKo5rzx9nuRUmlhThPY1zYTrgyTG5kimCu6eKwYOqkch1hRl9bbF1rzhuiC/9V9+hcRkkr7Tw2helc139Vblf/NIzWYrVRihKrdaCMp1Jy2WaVerUuMDM5TyuivxWQaWaTM7la5mIWkeBVkR8fg0SgXdNW3AXan3BT3oJbMq6zMMi8nRJIHQQpXl+iqdS7YcZibcYEpJEnEckBUZWZGwLKvqBihJEpZpueOoTL4iUT918RClkk4mVcCoWEvnsm71KBLz09gUwefXKn9zwUTtRrmbZTkLBmsrhKrKfPxje9m5o4sz50ZIJQtEIj42b26nd3XjIllmuWzwt/9wmEtXJgC3SiaKEoZpMTuX5ydPnqO7K87B/W7uz+ruBk6fH+XqtSnmUoXqxF+RJaIRH2LFYQ9ANyws20a5iQnBvPRUrxCzpngIVZEp625Y7I0o6W4u0ryz3uD4HLppEQsvNW9QFZl8UWc6mcMwTGRpqcvZG4lr4wk0VSYc8JBI5yoVDndMiiRWKkoCY7Np2uMRtna30FIXYjSRprMxWg3SBddoQpZE9m/oWtFYIn4P0YCXRKawrPV4UXct/BvCK8uJmcu71VDxJjepX1WZyuSqJjKqLGFYFn5NXSQRk0URQRAwLRvfMi50rwVd0QgbGxs4OjKGV5EXEc28rpPXDT6wYV3VCCOgapVQ46UGN+CG2LYG3xlGBC9ODnFsepT2QBivvNCzFVA0JgtZvjtwgd2NbTT5Vu5UWUMNNdRQw61RI053GAc/up8Xvv0y6UpG0PxPvQN4/R4OfHgPSmUV++yhi8vnPbHwoWwqz/TwDLGmCGt3dVPKlbBth2BdEEs3cXAtwI2yST5TYPWWxcSpVCjz+N8+z5Nfe4nkdBpJkuja2MqHfv1Bdj6wEHjZuaa5Gvwq3OBe5zhOlSBVc5xShZuSpnnoZQOzQkp2HFjDxVNDaB4Fn19bcNWrkKByUWfb/l73NVFwA0VLOrPTGRJTafLZMqIoEIsHqW8KV4iSO+lSKoTJNCxXLilLVfI3H0gsSyKeilnAuk1tNLZESM5laW6Nkq9MLLt66vH5PCRmsuy8a1VV8pZNF11CibDkmEVRxMEhm1m+N+y1QpJE1q5tZu3a5ltud+bcKBcvjwMCoaDnOs2TjGFYZLIlHv/xGQ7s60UUBTasa+Fvvn6YuWSBUNBDoEIGDcNiZCxJXdTPprWuXNPnVYmEfEwlsoRukAbOf0YA6ipGEu1NUZrjYcamUxRKOl7N7XGyHYdiycCxHVpbo7RUepbMShOacItcHNtafoL8RqOkmxTLhivJFEW3d8ZxFwlEQcA0bQplNwAYwKspfPr+nfzVk0fpn5jF51GRRZFcsYwiSzyyYw3be1pXNBZVljmwrpt/fPEVirqxKAvKth3GkhnWNNezruX2zUcAfKpcqQYvf2510yLq81TfG0+laQoFyZbKZIolZEkCHAzLwiMr+DSVkbnUisYiCAKf3rGNVLHE5ZmEW8EVRQzbQpUk9nd18O61C2G/21qa+dHly6TLZSKexfekblnopsX+zo4lf6dgGJycGGcs42ZQramrZ8Ob2LP0WvDc2ACSIC4iTfNo8AboS89yfHqUR7tuP+uuhjcXJavMpcw1rmT7Kds6DZ46NobW0OptWvaZNGyDgfwgk6VJABo9jfT4u1HElZmg1FBDDa8dNeJ0h3H+pcsoiowkS+hlo1q1kVQJzadx5dg1rM9bSLLE7FjyVfdnWzaFeRvt0Tk0n4aYLpJP5Rf1Mymagserkp5d6BPSSwb/6fN/xqnnLlUqP+72yWczXDx6jc/+2w/y2Bce4P/P3n9HyZHn173gJ3ykN+WrUBYF79FAd6PRdrp72owlZziGHBrRSSRFSU96K4mi3ntn375d7Tu7T1rtPhqRIimOaIbD8aZ7TE97CzSAhkcBhUJ5n96H3T8iMqsKVTBdPY1pknXPwUFVVmZkZGRkxvf+vvd7L8A9j+0mmgiSS/k5RV6yJeDPIzkuWkDh6Z+/D4DUXO6W+27bTsNs4sOfPsRzXz/BzHiKSDyIrnsr1kbNJJ8tkWiJ8vTn7/GOlSyxfV8P3/6r1zENzzpZUWVM02FqbJG5qQzJ1igDvtlDU1uUeDJENlX0O3V1SZNnViHJIuFogHbfYCEQVHnqkwf5yl++Ti5XprnVkwXJqszifIEtOzo58uC2Fa9FU2UQBI+c+YxYwMtaWn6s3m+cvTBJtWaRiAepGRY1w/ICiyUJXZeRJYHRiRTlSo1wSGd+oYCuKWi6TC5faRA/URQIBFQ0TWZuMU9HewxZErn3YD9f/s5JqjUTXVu6SLuuy8xCnraWGDu3eOQuGQ/xyL1b+Pbz56gaJsWKd54KgCLLhIMqj923rUHCejuSyLJEuWoQCqzMJrJ8i+ymeGhFh+39QjwUIFMsUyjXlm70O4u245AulJEkgUR4SSq6bVML/+qTD/Lm0Bgnh6cwLJs9fe3cu62XPX1rF0C3iw/t2szV2RTHRyaRRYGIrmFYNvlqja5ElJ+7/8ANJZG3wu6udr5z+hL5ao2gqpCv1HBwCaoKmixTNgzu3bxUjFctm/ZomL6mBLP5ArlKFUEQ6IpFaYuGmS+UqFnWul9rWyTM09u3Mlcscml+AcO2CaoKh7q6+NiObSts1weTSR7o6+X7w8PULIu2gPd+ZCsVZstldrW2cl/PSuJ0cWGe/3rqBJP5XENqrEoSu1pa+fW77qY5+MELLHVcl4VKkfAN3AHr3cJMdX2zlBv4ySFtZPnqxLOMl6cQEJBEiUuFq7ydPsMDzXfzQMvdK747FmoLfHf6WWaqM9hu3chFpENv5+mOp2jT17eAsoENbOD2sEGc7iByi3le+8ZxUrMZr6OyrDlhmza5hTxnXr7IyJkxthwcwLlRZP318O935Z1RahXD0/yLAo7l3S5JnoTGcVzOvjbEIz/jOeV99fd/wIkXLng5RiL4ZloIIlRKVb74//wm9z61j7ZNTUiyxCd/9RH+8j8+g2V5szyCr9ZzXRdREnjok3eRaPFyVxznJp2yZbB8w4ZwNMi//j8+x3/8t3/L7HiKYq7i77tAW1eS3/q/fpKO7qUB8GgiSLlYw3E9y+dyseYH2ooUC1VCEZ22Lm8QvXNTgl37e3j7tSueDNCfFwMQBBdNV9iys4u+waULzv7D/egBheeeOcPw0DS7aMGomXzo6b08/OHdhCNLq9vdfc1cG1kgnvDmngzDwnU9iZ2my2QzZbp7mm/vvbwFqlWTSsUgEFDR9dVFVKFQxXVccr7BguvWfUFMymUBWRYxDAujZkMIzlyYwLYdJEH0uinUj4vXWXEclzMXJtm/uxuAIwcHuDwyx5snR6kaJo7jmZFIokhnW5xPPXVgBaH62If2sJgpce7KdMO63HFcdF1h3/YunnxwaT5rx0A77c1R0tkShXINVZERBTAtB8u20XWV+/b3rSn7u124rsuVyUWOX5pgNpVlMABvXhjj4LYeQvqSvMxxHaqGhWHZqIoXeFvvUtqO4xkkGNaqz2hTNEQyEiIc0Dw5m67S2xJ/z10yXZH59UfvZk9PG69cGmWxUCIS0Hh09yD3b++jPb5+edbmliSH+zfxtZMXqBhG4zUJooAsShzs6eTo4FKnurcpzmQ2R0csSiK4csbQcV1sp0B7dP37c2Jyij97+ySFWo2DXZ1oskzJMBjLZPm919/iXz54lC4/90kQBL6wfz8RTeela9cYy+a4O6Bj2g4P9/fz2b17iSyzNZ8u5Pm9t99ioVSmNxZvSAHrHag/ePst/u3RB9c1i/Z+QhQEwqrGbKmw5t/rBDCovL8S1g38eOG4Dt+aeo7R0gQdgTYU0SvJXNclZ+Z5YeENmrUkO2Oe2qJslfnW1HeYqc7SorWi+h0m0zGZqkzz7env8PmezxGSP3jkfwMb+PuCDeJ0B5FdyDF+YcIjC2vUUbZlMzc2z+zYPFsODhC7RS5NHfUspPmJFIV00esauEvzNq7r2XnnM0XmxhYbj/v+X76KbfluYMsXiP1iuJyv8LXf+yG/8R8+B8Bnf/vDZBYLfP+vXqdWMRu8T1Fl7n5sF7/t3w8gEr/1vIUoikTiS1/wfVs7+I9f/k3e+OEFzh4bwXFctu3r5qGn96IuK2pd1+Xa0Ax6UCWfKVEp1eqmgYiCiBZQkGSZoTOTHLhvEEmWuOu+Qd5+bRjX9WR5COAigOsZYhy8dwB1WcFvWTajVxdYnM9TZ1m25TByeY5d+3qILDOlePzJPRx/fZhSsUY0GiDky90cx6WQr6BpMo89ufuWx+NmSKWKvPb6FU6eGqVWM9E0hf37e7j/vq00Ny+dJx3tcSzbwbRstOssyD0LcJOWkGd+ATA7nyedLaMoEvFoANuuk20Bw7BJZUrMzi91DzVVpq05hovn8Of47odBXSWgy7RclycVCen82meO8srbw/zojSGyhQrJWJBHj2zjgUOb0ZbJzrb0tHBoVw/Hzo5huw7ZfAXXBV2ViEVCNMfDPHBgcN3H0HFcvvHqOX504jIVwySkKQz2y/zFD07wytkxfu2j99DiB+fOZYue3FMSPXIoeselPk8jSyKm7bCYK9HqP2Y2XeB//svvMTS1uMJa/29ePs1vfuQ+nrxr29o7dpvQFJmHd27moR0DmLaNLK7thrgeqJKE4zrY9QUFX3Zq4yAJwopZpiP9PRwbnSRbrhDWNSqG2TCSmM0XSIQCHO5dX15VzbL48plzlE2Tzclk4/xVAwGimsZwKs13Lg7xj+893HiMJst8Zs9untwyyND8AtOnTvK7Dz9M9xoOfq+NjzFbKLClqXnFTFdQUeiJx7mwMM+Z+Vnu6lifrPL9xP0dfXzx0gksx1klKcwZVcKKyr7mm0t5N/DBwlhpivHyFK16U4M0ge9UqsaYKs9yInOWHdFBBEFgqHCZmeos7Xo7krBE7hVRoV1vZ7Y6y1BhiIOJAz+Jl7OBDfyDwAZxuoPIzOWp1HOQrm8m+b/bpsPwiWs88FP3EkncmnwIokDA736U8xWq5RqiJKL48yTgEQ3LtLFNi7Jvi23UDBans2vvC0tOahffHmncll0sYFRMugZaKeUrmKaFJIqE40FkVWZuIkXXgNe1ae1KNmaibgQt4DnnLcfIxRnGr86RmsvhApMjC1w+O8WuQ0tWu6Zpc+X8FLWqgaZ7r9OTGgqomowoCWQW88xMpKlfPqbHU0RiAfSAQq1qNubLVE1G1RRmJtMrZjy+/613+N43T1KrmliWl+GTTZfIpCrksiV+9Z89Tqcv7duzv5fHn97L9797mmxmKd/Jth0kSeLhx3ZxyDf8WA/m5/P82Z+/zMRkhmhEJxBQqVZNnnvuPJeGZvilX3iA9jav09fWGmmYVViW48k1BQHBM43GdV3i0SCaP89VrhgY/pxOqVRbIdVTVRnDsKhUlhzOTp2b4IU3hmhvibJjsB3Lsr05LtdlYjrDX3/zOP/0Fx9uyOkcx+Wl41d44Y3L5IoVBAEyuTI/fO0SoiDwyL1bG8dcFAU+9+RBrk4scHFkjprfuasZntPiE/dtZ0tvy5rHKFesMLWQQxAEutvihAOrTRTeujjO945dIhrU6GyOIeICZbqaY1yZXOAvf3iSf/apBxBFgXShgotLPBygUjOp+t0lURAIaAqqLHlSubL3ebZsm9/9789ycWKeSEAjEA4gIGBYFulCmf/0jZdpjYc4uHl9hGI5PIOGH99X91g6yxsjE+xob0VXZU+q53pSvYAiM5bO8cbVcZ7c7c0W7dvUwSNb+/nS22fJVZZm90RBoDUa5rceupe26PrypC7NLzKZzdMZjazq0kmiSHMwyMmpaTIVz11vOaK6zv6OdqZPQXtk7ec/Nj1FWNXWNMIIyAqm43BpYeEDSZwe6Ojj9ZkxruQW6QhGiSgqDi6paplcrcqHe7ayOfqTt0zfwO1jpjqP4Zjo0uqZUYCIEma6MkfFrhKUA4yUriEKUoM0LTdFkvzbrxavbRCnDWzgfcQGcbqDmB+bX5OkXI/UXBbw7MJvRT4UVfaCa/FylFy8L1HLsDxnOteTr3kdFm+uqQ7rBtbJy5FPL1n5vvC1t7n8zii27XrW5Q44eKRs7NI0z/zFa/zq//RJBEGgZ0s7iiqveL7rkWyJejNAPt547jzf/as3qFYMIr6z2oWTo1w+M8EjnzjA4z99yLtAiALZVJFq2VvpdvHmnnDBNCxEUcCoWSzMesdxYS7H0Plpeje3EgypZNMlTMNGViTiyRCGYTE6PM/kWIruvmZSCwVe+N4ZFufyXgEZ8j4m1YpBreYwdL7Kq89f5DO/cBTwCv5f+vWH6e1r4YfPnmF+PgcuNLVEefSJXTz25N4GmVoPnv3+GSYm0/T2NDcISTisk0iEGB9P8ez3zvBLv3A/giBgmg7hsEYuV8EwrYajn+uCKIKmKmi6QrVmEtBVRNFzQbMqBrIkNmRwtuNQ9glTPa/KdV1ePzmCbTsk/Y7icoe99tYoI+OLDI8tsG2gDYBXTgzz7efPEtBUeju9kF3H8fKbvv7D0wR0lSMH+hvbeOXEMDML+SWHQtcrmCtVk1dPjXD37l6alnUzKzWT7756nmMXxsn7ixLxSID79vTzxJHt3uwZHoF77ewIgguJyEoZiyJLdDRFuTyxwNXpFFs2NdOWCKNIEoVyrSFdqxfbhml5lulBjSY/v+qlsyMMT6eIBDSC2lJ3VJVlmiJBFvIlvvzy6R8Lcfpx48zELMVqjfbWMIIgELhujiagyLw2PNYgTpbjkK8aSKJAQJGxHAcXAdW34M+UKzc0mrgVctUqtuug3YAYBlWFxXKZXLW2ijjdDgzLvmlYrAiYznuzu3+/kNSD/It9R/nzSye5kJlnrlwABJJ6gE8O7OLTg3v+XuU4Oa7DUH6Wk+lRMuUi3cD57BS7m7qRxQ+WlHK9cG+nIFh2L9MxkRApWiXSRpqiVcAFInKEpJpAFCRMd20r/w1sYAM/HmwQpzuJ27yoVfyuUEd/K3pQw6iZOPXuQX1TvrNctDlKJOkVko7lBaNavmGC4NcHZs3x8ook0bPiBkRpaWbjZpD8QjqXLnLsuXNkUyUc20EPquhBFdtyKGbLCILAubeGmbw6R/dgO83tMZzbyJWJ+vs+N5nm+397DIBEU6Rh5BBNhHAch5e+c5rNO7rYvLMT1wWzZmFZDpruF8a2N8wjySK26WA7ToNwFrIVahWDeCKErEg0+92ZOmRFIjWX96zU+5q5eHaCidEUggCRqI6seAcyGNaRJItCvsqrz1/g4z9zuGGRLssSjz+9l/sf3s7lSzO4rsuW7R0N2d56MT+f59KlGZqbIqtMESRJpKkpzNDlGebm87S3xbz3HdEPj8UPTRb80GIa26gfm/oMlGd84DZIglf44mWH+W9jqWwwMZ0hFlm7YA3oKoZZYHImw7aBNmqGyYtvXUGRJVqWBTWLokhrU4SpuSwvvHmZw3t6kGWJ2cU8X3/+DNlCBVWRiQR1BFHANG2qNZNTFyd47q2hRgCuYVr8t+8c4+0LYxim3bBSL9cMvvnyGdKFMj//9CEkUSRXqjK5kLvhvgc1hbl0gYn5DFs2NbOpOUZAUyiUq4iiRyjrnxfTsnBcCAc0Wv3ZotcvjWHaNlFZo1itNeafVFlCVxU0WeKdazN+F/KD5dxWrBmrQ62XQZNl8pVqgwydGJvi2OgE29paCKlel0bEk/OlSmV+cOEKh3q66Gu6edjtWgirnimIYXsuetejalqokkRYXZ972EAywesT48DqjpTteBEIHZEPrp13RyjKvzn4EEPZBYYyiyiiyD1t3TQF1mdF/0GF6dj89eibvLZwmZptEUSmmyR/ePkF9rX08ksD9xOQ/+7Pc3XorSiiTNWuoUurrxUFs8RgpJeg35Fq09t4J3ua2eoclmshC971b7G2SNbIoIkahxN33dHXsIEN/EPDBnG6g9BvMwS1Ph+09dBmku0xFqfSGLazolsliAKKpjCwu5uETwRC8SCu4yLKYiPUFVxExfvdsuylfXBdJFnCMm7ufhVv9gqMzHyemfEUtmUTjgVwbLfR3QlGdMrFGvOTGRZncnQPtnPpnbFbdrQyC3kqJYNQROfssRFSC3mK2TLZxVLjsZIkEk2EiDWFeOeNKz5xqtufu16X7TruVycINf+1aX6QrmFYyIpItWxgmjayLBEIqRg1C1mR0HwSNHp1HtOwiCe9rJ7lkGQJURJILRaplI0GcXIcl+NvDPP8D88xOZ4GoKMrziOP7+Le+7auu+OUyZSoVA2SyZAXwFsxsSwbWRYJBFRCIY1stkwmU/LkeoJAzbCIR4MIkoDpF/CyJKGpMtlcGcuyCfj7XXf+C/hdqHquliSJhDRlRRDuWgHCN8PoZJqFVJE2fwbLtj1CK0kikijSFA8xu5hnfCbDQHczb5wZZS5VIKAp6JqCaTngeAG6kZBOOl/iuTeG+PTj+5FEkbPDM7x+eoTpVJ5qzVwmMxQJqDK2e4W7d/Wws7/9XedohXUVVZZQFBkRv6iuZ6LJMrbjElBlgv5cnCcrdEkXK1i2v1ABlGoOZcNEFkUk28GwLQLvcwZVHa7rMpHOcXZilrJhEgvqHOjpoOU6GV0soPnh2mt3iSqGSXtLovG3N66Ng+vlOwEoy1b/k8EAwwspTo5PrYs47WhroTMSYbZQpCe+coHDdV0WSiUeGOilObQ+onB/Ty/Hp6ZIVyokl3WsXNdlspCnJRTicOcHT6ZXR9Uy+f7EFV6cGiFdLSMKAicWpvhwz1bubt3096bj9NzMeZ6fvUCLHiEaDCA6wAI06SHeXBgmoQb5XN+9P+ndfM/oDW2iN9jFlcIonYFW5GXmEHmzgCSIHEzsbryvrVorJauEg0tYCjdu19AoWAVM26JVW1vOvIENbODHgw3idAcRa44iq/JNyYogCmza2glA744uWrqbmB6ZXyXXcywH07A4+NieRlhtIBxAEAWPNDmO5x4HCHh21KIoEo550iJREgmEVAo3I04CJFq94qVUqFItewGw+UwJs2b5Q/MCiiqj6SrVao2UL48bemfslrLESsVgamSerft6mLw2z8xYimrZQBJFZEVCEAVs0ya9kKdUqDB62cusqEvzHHvtJ3Bdb4hf9WVaHd0JNvU2c/HMBLZtk89VcGwXURSIxAKoikzvYCu9m70Ljm27uHjuadWqiWN7xyifqTQ6cK7jNrp1ruvytS+/xTf+9jjlktEo0mems1w8P834aIrPfuG+dQ3yq6qMLIlkMiUWFgvk8/6+SwLRSIDWFq8TVX+tuC6KLGJaNmFda0jVAI84yhICUKtZ6LpCOKShaTIuEPeJN3jdh0rFsxwPh7wCORhQ6e5McvHKDIoikcqWqFQMLxQ4GkRTJVRFoqfTm7MwLS8w17IcpmYXmVnIY9k2iiTR3hqlNRnxHOp8knx1fAHTstFVhVS2hOWTOEEU0FUZSRSZSxeo1SyCAZWXT11ldCaN5XidHUkVcV0H24ZS1WBkMsVbZ8fY2d9OLKTT3RpnaHyeWGj1PEG5aqKpMr1tXrE/OpclHNCwbIdMsYJj2ziuJ9cTJIGWeBBVUZhczNHfnqQ9EcG0HATBBoQG0RJFEUkUqJgmyUgQfQ07acOymM+VvBmhWPiWtuLFao10sYKuyLREQ2vnvNg2X37rDK8MjVKoLp2T3wrqfOzADj68e0vjcft7Ovn26UssFsu0RFYSkpppYTo2Rwf7GrfN5YsrsqSWQ/CNJBZL5Zu+hhshoCh8YtcO/vT4CcYyWdojYVRJomSazOQLtEbCPL19/SYbB9o7eXrLVr57ZYh0pUxc17Edl1ytSlzX+cW9B0gGVjuS5WpVvjt8mZligYiq8tTmrXRHY2s8w/uHmm3x++fe5PWZMYKyQkwLYLsO59JzXM4u8oVtB3iiZ+utN/QBR8U2eHl+iKCsElVWdoiDskZcC/LW4ghPdO4hoa6/0+a4DleLs4yX5nGBTcEmBsOdd1QGKAkiH+t8jK9MPstkeRpREJEEyZ970niw5R52RZfe01RtkaAcpGbVKNtl31BCwHRMZGR0SWPBWLzxE25gAxt4z9ggTncQO+7dQiCsU1g2N3Q9JFni4ON7ASjly0xcnrnhjJNlWlx66wr80ycB0AMqsiphlA2Wy/Rdx8W1bdSAgryskG7vaaGUH78hAZFliW13efMnwbCGJIkUcuXG6rTrh5XapkWtbKDqMnG/u5BNrW2buxyu4+L6HujTYykqpRqKKq+YexJVGdF2qFYMpn1HQEkUKBVvnlfi2G5DEiWKIjv3dfPKc+epVUzCUR0tqGCaNnPTORRF5LFPHGjM6/QOtCCJIunFom8r7m2nUjWw/Hmy7r7mRrfpytAM3/jycUrFGqomLXXABKiUanz7ayfYva+bPftWB3HeCt3dSYJBjbPnJhAFAV1XkTQR23ZIZ0ospgrs3rWJnmVW7S1NEcoVg2Kx5lvRg2U7SKJIS3OESCTQ6Cx1diRoSoapVAwq/oxcHaGASiCg0tXhkQlBELjvYD/HTl3j2kTKD6z1iayUQZFFHrx7C5t9A4emRBhJFHj73BilysrOYLZYYXI2y0B3My0JrwMiiAK245IvVb1tin7n1HEpV7x9U5fNVJ0amsS0HAKajODPrQiCiCyDKMpUDYu3L43zjz5+D4Ig8MDeAS5PLDA8uUi2WMG0LHbe18qVyQVM2+Xw9m4GOr3jaPmSVtOyqBom9rLPoOO4RAIq4DaO40B7Ey4ult/lrcN2HOqK1dZ4eAXJMSyLF85e5eUL10gVyggCdCSiPLxrgPt39K8i2ulime+dvsyx4QlKNQNFEtna0cKH925h56a2Fff9zqlLfO/MZZLhIG2xcCN4eCFf4m/eOkNY0zi61bMY74pHeXL3Fr528gJV06I5HPTkjZUqmXKFAz2dHNm8dO5GdY3Z/I0/347jENXXL1F9oL8XURD41oVLTOfzGLZDQJHZ097GZ/btZnPT+g0QREHgc7v30hmO8JWL57mWzSAJAnd1dvHZnXvY3rJ6tf4vz53mj995m1SljO14BiF/evokTw9u5XeO3Dnr8tdnx3hzdoKuUHSF7XhM1Zkp5fnK8FkONHfSGlyfMccHBdPlLKlakRZ9bclkQg0xVkwxWlwkkVwfcUrVCvz12EsMF6ep2ZbXeRcl+sNtfL7nIdoD775bul40aQm+0PtJXpp/i9PZC9Qcg65AGw+1HGFHdPOK74zp6gwJJUEwECRVS1O0vFoiqSZJqgmqTpWZ6swd2/cNbOAfIjaI0x1EtVy75UyR6zrY/gr8y1958+YhuC688Z2TpOeyJNviyKqEbS5JihrLzK7XQbEMG1FeIhM7Dg8wcmESHHt1d0jwiNjW/V5xFfaNKmzT9my/RdGf+fBsugUcVF1uzFvJt5O146/IA6TmC56RxRqr7ZIo4rqQz5T9h7mUi7cegL10etx/+S7Xhue8eSVZopivYPsdp2BEJxTSGL86j+M4iKLIlu0dSLKIVbZxHRfBHxazTAvL9Lpsm3qaCPrzSz989iy5nFf4looWy3iTRzYLFX747Jl1ESdJEhEFActyCAQUJFn0C2oRWRIoGzaC4OUzAbS3xQgEVbo64+QKFdLpErbtEAxqtDSHKRSrdLTHGnbk+3d3c+zkNdpboxg1i3ypioBnI66qEuWKyb5d3Y39URSJUtWgVKl581P+OSAKAqYsNnKdANqbI+SLVXLFqmc8oXjdLtf1iEm2UKFSMxtGE10tMc/eXHBX2JRLktdFrdYsgrrSyIlazJW847zGsL8oiuDCfHqpwL9r6yb+7JljXBibw7YdVMXb0aHJBQKqxkP7l4qUzqYY89kiC7nSqvxi23WYzRRQFZk2n/RlS+WGVPBGyOTLWLYnPbRshy++eJJXL4yiqzLxkI7jwsRilv/24gkW82V+6t5djf3JlCr8n99/g6GZBRLBAE3hIIZlc+LaFFdmF/mVRw5zsN+TmOUqVV66NEIkoJEILa3Yi4JAWyzM2GKGH10Y5p7N3Y3u1sf37SQW0Hnu4lVmsgUc1yWia3xs33Y+tm8HwWXvxz393Zyfmcf0u4fLUajW0BSZvV3rt8UWBIH7+3s53N3FlcUUFdMkEQgw0JRc0w3v3eL8wjzfGLrIfKmILssIwKXFBb584Sz/5NDdtIaWiMc3L1/iPx57jZJpeueAC7brkqtW+fLFc0iCwO8effg979Pt4OWpa4iCsGZWU1swwnAuxdsLkzzdu/09P5fp2JiOjS4pP5Zj/m5Qt0K40bMKy+6zHlRtgy+O/oih/CTtepKg78BZtQ0u56f4b9d+xG9t+QgR5d2bj6wHJavCt6ef43LhGjXb6w5PV+Z4ZuZ5LNdkb3wpfFoWZFxcInIEVVQpW941MSgH0USNcrXcmHvawAY28P5g4xN2BzFzdY5y/uadEtt0uPjGZbYcGODtH5y55TZrFYPpkVmSbXFy6SK25aD4haVt+anikoAgipg1k3J+yT5YVmUkScQ2V88iCeCTLO/yJQiC120RvKLUk6p59/XsqB1s22kEqCaao7fcd0EEWV6SmEmSiGV6bndLVupgWRaSJDY6b/lspSFDvBlS83kA5mdyXLkwgyRL2LZn1y5K/gXYdhAlkfFr84yPLNI32EqxUG24GbrukjW7W58DQcAwPKmiKApcvjSDadhIct1EYOn+pmXj2A6XL65vFXB6JkupUqO/v4XFxQLlUs3bNqBpMv19rVQqNSanMnRvSrJtSztdnXEmJjP0bEo2ukUAhWIVELjn0EDj+G7b3MbdB/t57dgwuqbQ3ZkAF7L5MrlClQfv3cLWzW3+63H59o/OUSxV0VQZ07R9uSaoioQoCLx9doyR8QU297YyNZslW6g0iK/jOF4Arn9AJVFgMV1gPlWgtSlCKKChyBKWZTdszusdJ9txECWByDKZXf1Yu75kdDnqBG65bfeXXzzNxbE5f3+WCi9ZECjXTP6/X32VP/offwZJEnFcl2yxssI8o+Fh73pZ0Qu5pc7x8csTtyzlZjL5xrlxenSaN4bGaI2HCC/rzoR1lVShzA/PXOHAQCf9bV535bmzwwzNLNDfkmiQlYCqEA1ojKWyfOWts+za1IamyAzPpUiXyvQ2L1s1b6ymQHMkxGQ6x3Q2T09THPAcDI8O9hFSFd66NoFhOWxtb+aBLf1Eruse3dvfzesj41ycmac1Eiaqa7h4bnrpcoUHB/vY3v7e5yw0WWZ3e9ut7/guMJXP84dvv0WqUqE/kWzkIVUskzNzs/z+8WP8zv0PoskyruvyX995m1ythoSAKHqLFo5volKzLL4xdIlf3X+IttD72+VxXZfZcoHwGlJP8CWkQKp68+vLrTBVyvHC9BXeWhjHsG2a9CAPdWzmwfbNBOT1GXK8W3QG4sTVIFmjTFtgtRwya5SJKQG6g+vrPJ7LjTFcmGFTsAV1WXaSLql0B1sYK8/zTmaEB1p33WQrPx64rst3p3/E2ewQLXqSgO59vzmuw0ItzXennycih+kPe4tX/eE+LuQvMloao2DlMR1PRq6IMhE5gihIDIT6b/h8G9jABt47Plj2Tn/PMXF5+rac5i68cRmAi8ev3tZ2R/zOyuJUuuH8JQgCouT/E0WfmAhk5rwwU8dxGD49dsP9cV3PunzislfwL0ylcXyS4VieY139n+PnFQnAxNV5AEKxW6/WyZJExL9fsjWKrEgomoxtORg1C6NmYVkWiiIjKxKJFk+6oem3J42pk4NSocrCbJb0YhFJEtB0FUWVUXUFSZHIporMT+co+W6GoyPz1KpWo6tWL3YF33lMAKYn0hQLHgktFT3HMUVZIk31+yuK5EnNfMKzHFOTab777Xf4kz96gb/481d5+/jIiswkgGKhimnadG9Ksm9vD1u2tNPX38LWLW3s29tNT08Sw7Qb+6KqMp/5qcO0tkQYHV9kdi7HYqrI2ESKXK7M/UcGuetgX2P7kiTymY/fxU8/fYBELEgmUyaTK5OIhfjURw/yqY8ebEjGyhWDMxcmMAwby/Q6XYoiIUsSlu1iWQ6ZXJkTZycAOD88Q7Vm0hwPEQ3rHsHG6yBGQzrJWIhy1eTiyGzjeLUkQgR0teFeZ5iWLzMUaI4FiQQ1DNMrFvo6vIBUy7Y9yZzPcm3bwbIsREFgYFMz4BlTfPu185SqBoZpYS8j/qbtYFoWlycXeOPCKACvnB1pzF45+Jte9j9AtWbyztVpACYWcjc4B5d+rvo25gDHrkxgO+4K0lRHMhygWK1x4uoU4JkzvHllnFhAX9XhEQSBzniU6Uye85NzgCfLdFzv/4lUluMjE7x2ZYyTo1NMZ/KNrom17LM/Xyjy//juC/xvz7zI105e4NtnLvF7z7/Jv/3q9zg5NrXiOcOaxm8+eA9HBnqomCZXF9OMLHo5aE/v2sovHTl4wy7FYrHElYVFJrK5W3bf3w+8PD7KXLHIQDyxIkQ2ICv0xhMMpRY4O+8dx/MLc1zNpMEFVZaQRa/7K4siiv99l61VePbq5fd9vwW/01Sz1zbccV2vBxN4D/lel3ML/O+nn+cbY+coWyaiIDBRzPKnQ2/xf154lbK1ustvOQ6n01N8bew0Xx19h+MLYxj2zQ2HboWgrHF/y1aKVpWStfJ7s2qbpGslDiX7ab6BlO9WuJCbANddQZrqkEUJWRA5mxtd17bfLaarc1wuXqNJixNYluUkCiKtWhMlu8LbmaUF1M2hAWpOjdnqDK7rdZpCchDXhdnqLDW7yubwwB3Z9/cC06mSMib9nzfs0zfwdwsbHac7iNxi/rbul6/Li26zsMj580Rm1UJWRSzDxqytvHgJooAWULDMpdunry14XSJJXNHB8QiCSK1qMnzWI2XVqolt243MqOthmZ4Ves0v/Dt7m2+536quIPqSvqNP7OGdN4b95xdwfQ9sEW+V13VFjjzmrQDqumdoUK3cOCMKYGC7JxcSJYFivoppWNSq5gqyKIoikizgFJfMHibHUtSqJpIsoooCkm9HrukKouRi1ixSCwUsv1On6Z50Zq3OR/091APKsptcXnnpEt979gzFYhVV9cji28dH6B9o5ed+/ijNPkkMBFUUWaJWMz25XcvKYqFcNlAVuSG9A+jrbeY3fvVhjp8c5fSZCWqGxeb+Fg4d7GPPrk2r5JCyLPHogzu4/55B5hYKCAK0tkRXGEsAFMs1MjlPkqYq8ooZHNd1sWwb03CYnPHkpZbt+PNPAmFVIxRU/a6NRz5Ny/aknv6MXTCgEgvriKLAbMrCsXxXSEEgoKk0xyNEwzqK4p0zTx3ZwbmrMw0b9ToREEUBWZZRZZGnj+4EYGoxz+hcmrXUdC7guJ5BxLGL49y/Z4DpVL7RYBL8DLT6DXW5oePC1KJHmEz7us/Psm3Xm1X1DqSuKszligRUz+Z7LlskX/YkkolwkNa4lyG1WPA6WoVKjVLNWNX5qUOVJRzXk/MBtMfCyKLI8ZEJ8pUaVuOzLTCXLxIL6Gxrb6E1GvL33eY//fBVXr486stnBURBoFCtcXpyhv/X91/hP3zqiRUuec3hEL/98BEmszkmM3kEQWCwJUlzeO2Zk9l8gW+du8jJyRnKpokiimxuTvKRndvY9x5kfe8WJ6anCGvamoYauixj2jaXFhc41NnFTLGI4djIouBZ+i+DAKiSTMUyuZZdLac2bJvLmUWqlkVSD9AfS6z5nOB1u07MTXEps4jjOvRGEtzdvomEvnLx6f6OPv5i6KTnTHmdPLVg1gjKCnub2t/lEfFgOQ5fvHKcuUqBLdGWBvFNakEqlsnx+XGei7Xw8d7djcfMVQr88dDrXM7PYzi+C6og0BdO8itbjzAQWX0NMByLC9kZ5ip5ZFFka7SNTcHVx+aJzt3MVnMcS40wV8kREhR2k2CukuNAspef6lm/5XbFriHdxABCFiQq9p0p5sdLU1TtKs3q6pkqQRCIKmGulcap2FUCks5sdQ5FUIjKUWqO0ZDqCUBEjqJKKrPVORJrbO+DAMsxuZR/havF45RrRYIc4odzf8iW2CG2RY8ibcgMN/B3ABtn6R2ErNze4a5L7eJtMdIz2Vvef/PePgBaupMYL1hrmkm4jku1ZDRc8lzXpZgre/cV3KUKDz+3R/BmpeYnUgA0t8duHGbrV4aGYdHe4w3XG1UTVfeImmO7jZkr11+yl2TRs//2n/PIYzv5699/jsmrC55Tn18cm5aNWbBobo/xoU94+T2iJKIFlFsSp3bfMMH1uxC1ioGiyt62/VRY2/YszfWA2rh4V0reLJooCoiS1JgfkiQJx3YwBa+DUdfZ9/Y1ce3qnG9xLjYIheu6mKaNJIl0dS/JSi5emOa7334HWRbp62tuPK9p2lwdnuPLX3qTf/wbjyLJIpu6kvT0NDE8PEdPj7qiwHBdl8XFAv39LXQvM4cAaG6K8NTje3jq8T03PUZ11AyLi1dmmZz2isBNnQl2butYYcagqpLXqcFdZVxQd1Mzsaj55HxrXysBVaFUMdBUhaphNuSNuurZnwd1hS0+yd69uYNSxSSdKxMN6UiiNz+F4O3f5FyWx45sbRSNH753G6+dGeG109cQEAhoMuBSM70O1YcOb+GeXd5cWdUwMQyvuBMa+8yK3wGuTXtW8tGg1pDoiWvMUNVNIVpinkQrGQkwtpBpkKrlhKm+fUWWGmQ0omuczc1QmDUwLBtF8rpxuXKGmWyBkKo2ulG6KqNIIoZlAavnW2zHAdyGY193MkapZjBf8Jz6ZElCxHOarJkWc0aB3V1tje2fGpvm1SueC2Y0oC/rFrmUagYjC2m+dvI8//Lx+1e9592JON2J+Kp9Wo65QpH/9NLrXEtlaAkHaY+EMSybczNzjKaz/NqRQxzuuTPBwKbjIN1kZkcUhAbRjKgaIjc2B60vtATl6xZFJsf41vBFpop5TMchICtsTzbz2e17GEys/JyOF7L83uk3GcmmcXylgOu6fHvkIr+y+xAHWjsb932go49XZ0a5mk/TGYoSVlQc1yVTq5CqlvnQps1sid16wWotXMjMcq2QZlMwtqpbGJAVgrLKSzNXeWLTdjRJpmqb/OGlV7iQnaM7lGjI+AzbYqSQ4g8uvcq/3fM4TfoSkR7Oz/PFkTcZL6axXW9WNixrHGrq5fMDdxOSlxYGNEnhH21+gMNN/bydukaqnAdcfnnzgxxo6UOT1i8b7AgkOZUZuaH9ftU26Qo0rfHIHz8cvJy9G5FqERHLtXD8hcQrxSsoosK26DbyZp6y7YVNB+UgMSXKXHWOy4Ur7Ii+9zm3Hzcc1+ZY6utcLR5DFQMEZY/cVawcJ9LfpmCluDv5ycZM8QY28EHFxhl6BzGwpwdBuvWg7fa7BwF4+GduL6di/8Pe8GggpN/Qga+O+sXesZ1G56XR2KobgglLt9XzlAqZ8o1lhssePzHsSfVauxIEwzrBkI6iSd6mHe9CpYe88NxYc7ixkjs9miKWCNHcEUPRZCzbs7FWZJlkW5Rka7QhAzRqZsPd7maYnfCK4Pp9BdGbXXH91+kpuxzfXMALWgUIBDVEScCxXVzXaXS/vDkuuyHBqx/rvft7SCRDyLKIZTkYho1h2JimJ2GMJ4Lsv6uvcfzfenMYw7BobomsuGAqikRHZ5yRkXmGhz25kCgKPP7YbsJhnYmJNJWqgeu6VKsmExNpgiGVDz+2e11W53VMTmf4z3/0I/7kL1/lmR+d45kfneVP/vJV/vMfPc+0by8P3kW8bsywesbM6/iIokBL0uuKbe5pYUtfK8VyjcVMgXLVwDAsyhWDxUyBUsVg55YONrV7F1DLN5sQfGJqWg6W/389kHd5E1YURf6XX32Kn//IYTpaon6Iq0hPe5xf/cS9/Ouff7RBegR32Tj59W4Py+V0hkfGu1sSfqdzdeO3LouSJZFm397/wd0DDaJU79h4ZHKp/dSeiDSkdpuaY8xli54DXUAjqKmENJVIQKNqmCwWSvS1esclGtDZ29tBqlheU962WCiTCAXZ3e3NA02kc6RKZUTBk5bh768Ljf0aWUhTqnmr6i9eHqFimEQD2nVFs0BI84jaK5dH1y2te/biZUZTGQabkySDQTRZJqJrDDQlqZgmX3nnHDXrvcm7bheDySQFY+1uQj0AtyvizWf2xuNEVA3LcXxyugTHdajZNooocl/3kunLixPX+KPTx5kuFegIRRiMJ4lpGifnpvnPJ15nLJdt3Ldimfze6TcZzqToicTZmmhmS7yJzbEki9US/+XMMSYLSxLQ5kCIf7HvfvY1dZCpVbiSS3E1l8J2HZ7u3cYv7zi07hyn2UoBy3HQbzDHFFV1MrUKWcPrap5KTTKUX6AvnFwx+6RKMv2RJiaKGd5aHG3cPl3O8oeXX2K0sEhHIMbmSCubwy3oksILc0N88eqbq84vRZQ4kOzl17Y8zL/a+RQAdzW9N9IEcCAxQEQOkDJWO0NmjSK6pHAwsfk9PcftoklNIgoihmOCCzW7RsWuYrvetaholWhSEw0ZX9EqIYsKkiCRUBN0BTrZFOwiqSaQBAlFVChapTuy7+8W05UhrpVOEpGbiSqtKKL33RJVWgnLTYwU3mauOvIT3ssNbODW2Og43UEM7Osj3hIjs6wYvR5qQOHwU15npXaLjgoAIqRnsgQjQU69eOGWdx+/5M1kSLK0WlZWx7LrV53YXD1/6+F3gMmrXsHf2pUk1hRidjyFY7ue1bcAruNg1WykkMimza2E/RmncyeuYVsOd92/lXKxRi5dwsUlGg8SjgaYGFngzFtX2XP3gDfD4ofvuq67qrAVRK9rlvGlkfW8qWBIw7JsjJrVWG1UVAk9KHuBvj5x6h1oQddVDMOkVrWo13TViolte3NBTS2Rhqve/kP9vPryEIvzecqlGqWSV5gFghqRiEaiKczBQ57uvFazGB1ZIBJdnSUEoOueTfrkRIptvtRw+7YOvvCz9/H9H55lcjKNYdioqkRvbxNPPL6HHTs619zW7aBQrPLFL7/B1EyWzo5Yo8NkGBbXxhf54pff4Ld++REiYc9lr6M1RrlqYDku2JZfqNVNNFxCAZV+v/sligKDfS28c3GyIctzqL9fnhPglt6WRrF34eosuiYTCmikcmWvq+eCKEJAU+lsjXJhZLbhTAcgyyL/6KP38PNPHmZ6MYcgeO5813eJzOXGFMvbQLDifI/65hNtiTCxUIBMsey7B8JyPy9RgJZ4iEjQu/9Dewb4ymtnmE7nvfOtvmn/6QKqzOce3L/U1ayZqLKEaTtetpUvWTVs7zipsudeWMfje7ZwYXKOkYU0nfEoAVXBsh0WCyUqpsXPHNhGzN+XU2PTlGsGzeEAluNSMUwc10WRJIKqgu06pIplhudT7OvuYL7gFVrimiu9gpcjVq7ccIX+ZihUaxwfmyQRDKySlwmCQGc0ylQux/nZeQ5uWv95fLt4oKePY1OTpMplmoJLeU2u6zKez9EWCnPID8BtD4V5uLef7wwPUbMtJFdEEgRvfsyxEQWRrU3N7G/zPqdl0+Drl73v4N5ovLHtiKoRSqhcSad4ZmSI3zhwDwAn5qYYyabpjyZWzK5JokhfJMHlbIrXpsf47La9jb91h2P8+8Mf4nJ2kelSHkkQ2J5ooS24vnmfOhRRwsWTvK41n2Y5NpIoNMKOz2dncV0XVVpdQkiCiCYpnFic4OlNnrz61flhZso5NkdaG9sXBIG4GkQSRE6mxrhaWGAw2vqeXsftYFOgmSc6DvKd6WOMleaJKSEEIGeWEAWRx9v3syXy/p+LAJvDvXTorQwXR3Fc1+sg4SILEmE5iCwoHEzsbnw2E0qCq86NyYXhGMSV1YYaHwSMl87huDaatFrOq0thCtYi4+VztAcGfwJ7t4EN3D42iNMdRCgaZPO+Xk7M527YGWrqTNK/23PQmR9buOU2RVEkNZtl09ZOUr6sr+78tIIA+S5x5aJnIuC6LrIssdqyYCWiTWF/3wO3DLQFUDTvlBrY2ekbeQmEogFMn6yIfk6TaVi0tMVRfOlSZqHgSxkFVF1GkkVcXF+2KKDpCotz+cbrkxSRmj/HVZe3eD/XpYYQTXr7rigS4YhOeqGAYy8VwYLgBQkbrkU0HiTkE6HdB3qJxgLMzRog0Ai9FUUBw7ARRYm9h/oaxKm9I87HfuoQ3/rq22h6hbYO2ZMumhbBkM7THz9Ad++S9MOFmxagdbnXcuzY0cnWre2MjS9SLNYIhTT6epvXtG9/N3jn3ASTMxl6upIrtqWqMt1dCSamMpy5MMnRuwcJ6Cr33TXAQrpAsVjFsOpyRa+zEgxq9HYm2b7Zm7PIFSqMTaXZNtBGOltiIVPEth1kWaS1KUIiGuDq+CKlikEooFKpmaSyJcpV0yNGrkdTJFH0XKYyBSI++b0+JFaWRXrab6zr70hGCeoKRT8Pqt5x9H8EvPd3a7fnBtfTlmB7dytDk/MUyrVlHQcBRZKIBjV29XXQ2eQVKf1tST55726+9dZ5MsUKFcNEQECSBCIBjX39nTy6b6kgGFvM0t+WpFAxyJTKVCq+O5Yksak5hiQKjC1kG/fva0nwjx+7l7998wyjCxnPZEIQaAoH+fihnTyxdykks1Ct4bigKTIBQSSsLcn7BEGgZloULYNixfv0xwN1J68bFM22QyIYWFc3I1+rUbWsxnNcD1WWPHvvSnXNv98uCrUab09NcXF2li7gmaEh7untpT2yklDsa2vnY1u38+2hS2SqFaKa5mWH1ao0BUP80v6DJALeYo4gCPzCngOM5bOMZDKULRPLd2sMqxqtwRC/uu8uIqr3PXB2YY7ZUpGeNYJxRUGgORjk5Nw02WqFuB7gYnrB+45bIwdKEARCisKJ+ekVxKm+re2JFrYn3rtzYR07E23EVJ1MrbxCXgfetSJVK3N3Sw8J1Ts2NdtEuomkShZFqr5JhOu6HFscJaIE1jy/wrLGXCXPhdzMHSFOgiDwaNs+WvQYbyxeZLToBeBuj27iSPMODiY23/BcL1kV0kYBWZBo0xM3WGy4fSiizGCkjxOZs9RsA1VUkUSBslWhYJboCXYyGO5r3H9bZCunc2coWSVC8sr3qWSVkUX5AynTAyhaKWRhtdS4DllQKVrpO7hHG9jA+rBBnO4gitkSkiwRa4qQXcyvIiLBmE6yPc74xSn6d/cg+ySk3hlaTraWBtZdIn4OjuzPBYmS6GeO1MtajyRYjr0k6XIhGNEp3cQeXRCEBvmoz0bdCvUO0sTwPIGgSiQewDRsQlGv8LJtLxtJDwYp5svYlo0kS0RiQYyawTtvDrMwnW1kWYmSSLI1SlNbjMGEt0Ks6SqRWLCR5bRc4rGccPRu9i7CTa0RAkEVy/Lss+tzVoIAjiAgui56QKWp1ZPoRKK6FyYsSwjCUi6RJIlomoAoicTjKy9a99w3SGtblONvXuXyJc+wYHBrO4fv2czgtqWBbU2T6e5JcuHcFNFogFyuQrVqIAoisVgAQfSep2vTahJQrZpkMmVKpSqGYdHWFiUcWrsgvV1cuDyDLIlrEjBZEhElgYtXZjnqy0fv2d/HMy+ca4TRui64gtdhsSyb/p5mOtu8c2VqLksuX6ZqWCxmipimZ+HuOA6L6QIBTSGTKzM9l2VLXyuGaZMrVrB9SackCYBnXGKaLjWjSrFcWzF3dbuIhQPs6Gnl5BXPIa4u/fNep4Ble1bgjxzwXmciHOCBPf1kSxWiQZ3FXBHTdlBlmeZYiJCu8KH9g+g+8RcEgS88chBVljh2ZYJ0wRva1hWZzR1N/OzDB2hLLBXxku/Otqu71cvF8mVzkYBOUFMYmUutkl9u72zhdz7xCJdnFsiUKmiKzPbOllXOfD1NcRRJpGpaXgFrWji4SIKIrshUTBNdkelKeuf7fZt7eebsZYq1GpHrjBOqprfgcai3a13EKagoKJJE1bIIqquLJtO2ERAIrfG328VYNssfvHWMa+k0iiDwMwGdvzlzlu9dHeEXDuznSM+SlE4QBH5m524Gk028PDbKlXQKWRF4qK+fB3v76I+v/Nzta2vnX91zP186f4ZruSyGbSELIh3hCE9t3sJHBrc17ls0jRsSIfDMJ7LVKkXTIK4HfFv+m89b1Wdb3m+0BSI80D7Ad8YuIAoCcdX7vrYch+lyjrCi8vimrY1zoDuU4BXn6lIXsv7F6/+9bBkMhL25Tst1MGyr0a26HnV5bu09uvG9GwiCwL54P3tjfZRtbwEhKK1tGgJQNCs8P3+SU5nLlKwKoiDSFWjmgZZ97IsPrlsiWbYqnM1eol1vQUAgY+ZwXIewFiauRKnaVU7nLvBgi9el7A31sDe2h5OZU1TsChHZ+04pWAVqjsHB+H76Qr3r2pf3GwE5il27sYrGdk0C0q1jTDawgZ80NojTHUR2Pkdu0be9XqN7UyuZZBcLZGaz9O/uoXVTcyOnph5cC0sXGttykBWZQNgrnrce7OOtZ09j245XCIti47Js+za27X3eKqUoiSia3OhErQVBFNB9t7bJ4bmlafebIDPv6cbnJtPIssTOuwYYuzLLwlQWx3HQdIXuwTaiiSCZhQL5TJlES4Tt+3v4i//8A8+2W1jqyNi2w8J0lly6yGf+8UOAV/QGwzcnDKIA8SaP3ARCmifp81+n67ccXFdAFDwpn2M7DWv0yxem0QMKre1RFucLjXkeb/9VWtpijF9bxDTthokFQP/mVvo3ty7rfq2+mAqCwL33DnL61Dgn3h7Bspbc/GRJRJJF7jrUz5atS2TLdV3eeHOY5547TypTbLwHyUSIxx7bxX1Htqz7wl03r7gRJFHEMJY5Mc7nCOgK8WiwYQuO6zkXqrJMoVilWjMJ+E6DC5ki86miP/judweBSs1ieHyBjuYlQm6aFqbldQRVRaJeVIqihOM4WIZLqVzzg4pvz5K+DlEU+IUnDzGxkCOVL+E6/vwRAAK6KvHowS0Mdi2t4n9o/2aePX6JhVyxIZ+zbZuFbJHW/jaO7upb8RwBTeEXHzvE4we3cnlqAct2aItH2NHduqpDtqe3naFpr6McDmiEA0vkx/Ilits6V3cUZElk56abZxvd1ddFRyzCyEK60V2ryxRzgvfzPQPt9CQ9knBkcw/7utt5Z3yGTKXij4AJ2P4wYFs0zKcP7b7JM94YiWCA/V0dvDA8QjywuuMwXyjRFgmxq2N9nYaKafIHbx1jJJ2mP5lAFQSoVBhoSjKWL/BnJ07SFg4zkFwyZxEEgYMdnRzs6LzpZ7WOI13d7G9t5535WTKVCgFFYV9rG8lAcMX9YppnrGHYNuoa5Klsmt58l9+h6o3GPeOaNVzyAIqGwf2dfes5LOvCZwcOYNoOr81d40phEdH/wm8NhPnc5oPsTS7J1w439/Ds5AWu5hewcUnXSjguxLUAQUlBlxSOtPUDeEQzGONyfo4mbbVMy/bJYYv+/mZhrQVBEAjJN7+WlKwqfz76LKcyVzAdE9O1EVyB2WqakeI0n+5+hKMtt2fCcz2uFK+RNrJ0BFqRBIlOt62xXwALtRSnsxe4r+kQsih5UsK2R2nSkryTOU3W9GbgYkqM/fG93JU4+J67YO8XuoO7GCudxnRqKOLKxR7DqSAKEt3BnT+hvdvABm4fG8TpDkLRFMYvTWNWTQTJd9JpEBEX27aZHZlrdJja+1rQgirVkoFjLa08NsbcBYi3xpD8Ffgv/LtPcvKFC5hVE8u1fSvlpcBRURb5mX/xNOCRBUVVbjnwXSdl0UTIC8u1nRuSJ1EUCEcDjZ8t2+HSO2Nk5vMNFzLTMBk+N0lnXzNNbTFE3yzjyvmpRoaRJInLAnBdbMvBrFmcPXaNI4/uxjK9UFlZkbD92ZnlkGQRWZbILHp2ztPjaSolT3bn2A64QmNl1PGLlmrFYGJkgW17NpHLlqmUTaoVE1kRG1I9LaDi2C7lco18rky5VCMWX1k8wc2LMIBkcxjXdSiXTCRZQJFlHNehWjORTJFYLLiCzJw4OcrXv3ECQRTY5EvqbNthcbHA179xElWROXx4fdkdPV1JLgxNrzm/4rouNcOiu9NfObYd3jx1jWQ8xLaBdtK5ErWaiSiKxKIBNFVmejbLhSuz3LWnh2QsSDpb9kwjfMLUWJx2wbIcUtkizX5XczZV8N57wLQcn9j4gaOOtxhQNWxMy0aW3x1xArh3Zx//6KnDfPv1C8ym8w1nnI5khN2bu/jHnziyosvz7LEhXNdl30An+XINw7LQFJmwrlKs1PjRqSt84r7VhKIjEUGWRCzbIRkOriJNAPds6eGl8yOML2Tpbl6aybJsh7GFDN3NMQ4MrG/OIqxrbGlvZnjec8QUlh1723URgQO9HY3XGlAV/vmjR/kfv/xdxjO5hq27IAjEAho/e88+dnWuTdYMy2KhWEYSBVrCoTUJwJM7tnBxboGri2k6oxGCqoJpO8wVi7iuy0d3bV93x+nk9AyjmQy9ibiXy7SMCHXHolxJpXlldGwFcaqjZlkslsuIgkBbOHzD7CmAgKJwpKv7pvuyu7mVznCU6WKevtjKzpXtOKSrZZ7u30ZM875T72nv5lsjFxkvZumLrLTknisXCakq93fdue6BJsn88ra7eXzTVs6mZ6jaFk16kLuaNhFRV5KLjmCMvcku/vzKW9RsC12SEQQYLVSQBIEnu3ayPbpEAu5vHeRSbpaSVVvhnue6LtPlHM16hAPJHj6IOJa6wJuL56k5JoIAsiDj4lKyKpStCt+YepndsX5i6rsnfgXTmy+UBO/77Prv4ICkU7IqVJ0qYdFXlogydycPsz++n7SRBtclqTWhincmoHi92BTYSVdgBxPlc4SkODreolnZylImQ19oPx2BrbfYygY28JPHBnG6gzBqBtV6EKrDShmG382xLZvxi1Mc+NAeWjY1ISsKcONMiXA8SNgv3rfs6+PT//RJ/uY/fcdzhAOWz/7c95EDPPb5+wBWZC4JDZexpS9t17cTK+U8Kd+hD+1EC6iUCzeeRZBkiUd++hAAPVvbmZ9Mk0uXvO17A0+4LtSqJqNDM7R0xokmvIvBj75+AgEQFdHbd2epeJMVCdt2eOO58/z673wMURKpVAz0gIJlidQqZoM8iZJAKKxhGBaFrLfvpWKVXLbkz5xI3rb9Cl4QvdDaYqFKNu0RLUkSSC0WGrLChsOgYeO6Atl0iXBYR9PXd6E69sZVRFFk/8Ee0qkS5XINURRJJEMoisiVK7PMzGTp7ExgWTYvvHgRx3Hp6ogvHWtJpK0txtR0hhdfusj+/b0rul+3iwN7unn12DCL6SItTSvnQRZSRaJhnQN7vIKxXDHIFyqEglpjTul6uEA66xUDQyPzjcBXQViSnNa7qPU5sCvX5rl7Xx+C4BlBRII6laqJadvg28IHg5on67wNV8obQRQFPvXQXnYPdPD2pQlmUzmgwD/96fu5a3svIX2peF/IFTk5PEVTNEQyElwhswOYyxR448IYjx3c2nic67qcujrF82eGGZ3LYDsusZDOfTt6eXz/VgLa0vnSnojwSx86xBdfOMnIfBpJEBtufd3NcX7lscNrhuPeDjKlCsVqjf7mBJlyhbJhecdREAnqKvGAzkQ6h2nbKJKE67p8/dR5FktlZElC8YOKAQzL5pmzl3li11aS4aVFAsOyeO7SVV66co1Uqexbk8f40LbNHB3oWVEA9iUT/NMH7uHLp84xvJhiOl9AFkU6ohGe3rmVhwf71/U6Aa6mU9iuu2aHRxAEIprKmdnZFbfXLIvvX73Ci6PXSFcqCAL0xhI8vnkz923queXCx42gywo/s203f3T6OCPZNK3BMJokUTQN5ktF+mIJnt68VBgm9AC/uvsw/+XMW1zOLhJSVERBoGgYhFSVz27Z82OdY7odCIJATzhBT/jG84LgZTidzUyzKRT3LNGNCuDSokfRJZmpcpbLhQW2xzzydE9LP+ey07wxfxVFlIgpASzXIW2UiMg6n+07REy9dWj6nYbjOnx/9hhFu0JYDqwIzdVdlaJVZrQ0y+nsMA+27n/X29ck1c+RW3u+0HBMFEFBFVcvLKiiQrt+8+7znULRyjJbGcVyLaJKkna9F1FY+ZmURZUjzZ8hkIkyUT5L2pgiSi/gsiP6APsST2zkOG3g7wQ2ztI7iAtvXIaGXOx6j+Ol/6+dHQM8YwajZiKI9e6U2zAWEPzuiVE2Gl0h07DIpPLoYZ1aqdbo8kii6Gcq2RQzZaJNYa+bUDUQBQFJ8fKJGuRDFBBFEcu0yGc8MhEM68RbIjclTlpQoW2TZ4JQLlQpFaqerEpYyqlwHc+5SQAWpjKNx2YWCx63cn236GUr/3WXskKm3Pg9GguSmss3LNLr1xzXcSnmqyiaTGtXHPDIqFHzckMUVcKxxYazmiSJnkTMtDB8Vz0EwbM8t7wuR93AQhAFqmUT13ExDbuR7/RuYJo2Z89MEI0FiMWCxGIrO1au6zI2muLK0CydnQkmJtLMzeWIx4PMzeVJpQpUayaaptDcFCYeCzA7l2d8IsXmgXcvd+ruSvKRx/bw7R+cZmwiRdg3vCgUawQCKh99Yi+bOr0iSlUk/3j5VrmlmtclE0UiYR1J8kw66llFE7MZ37bbcyJz/fexPtnh3R+m5j25ycCmZlTZcxVUZK+r5gqeYYIkCpiuS2si4jk0rhOCILC9p5XtPa2YpskzzzzDkV19KMpKEjy1mCNfrtLXnsRxHHLlGpblud9FQzrxcID5bJHZdJ7NnV52zkvnRvjSy+9gmjbJqNdpypdrfPW1c4zOZfi1J+8hoC49z97eDn730x/ixMgkI3NpZFFgS0cLBwY6102aAEbmU2TLVXZ3t2NYNuliGcO20WWZpkgIy7aZyRaYzhTobY5zfmqOZ89dRhQE2iPhFcShbJgMzS7wN2+f4Tce9uIRTNvmT984wSvDY+iyTDyg47guw/Mpri6kSRVLfGLfSsnNlpZmfufxh7i6mCJTrqIrMttam9Hk93YJct2VU0J1Ew/XcUCSEFjquIPnWvhfThzjlfExQopKXNexXZeh1ALD6RTpcoWPbVv/cP19XT2oksS3hi9xLZfGdByCssLD3f389LZddIZXznAcbO3kXx68n78eOs3bc1PYrsu2RDOf2bqHIx3rJ3HvN44vjpGqltgWa2vIQF1/jg7gSm6eN+evNYiTKsr8yuBRtkRaeXn+CovVIqIgcKRlMx9q38aO+J0LQX43qNkm05VFRMQVpAm8a05IDpA28gwVJtZFnAbDfYTlIHkzT1xdOUfsuA5Fs8T9LYc/sN0kyzE5mXmBocIJKpa/8CjKtGqbuLfpKVr0lflsuhTi3uZPsdt8hMXyJKe5xuPt/4RY4M4uEGxgA+8FG8TpDkIPqisu4jeC4Mtdjj37DgKe6YNl2UszOoKLKInImkIhW2JmZI7Oze2cf+Myx559B0WRiPc0e+TDr1JL+QoX3hzm1W+9zdP/6GEcx8F1QJSlRlenMd/rzz0Jkth4zrmJFKVc+ab7bZk2w+cm2HlogDd+eBbbtL0LvyB48sIGMfNiJWcm0sxPpWnb1OTlInlOA4jXSZu8AFsXyScqiiIhySK2dR1pwpvNcBwXy7RJ+I6AlYrhZwO51KoWjR1xwfQJqSiJVMteB66Qqywdi5XvjNctEcAwTMrFGtE1pHq3OkamZd+wO9QYlPYdAw3DomZYXBtdIJ+reKYJskitWiGXLROLBQgGtRVzSO8WDx7ZQntrlLdOXuPKiJeVde+hLu4+2M+2zUsrmrqmsHd7Fz94+SIz8zkKpapPzgV0TSYW1onHgo3HKIrkEyQRRRQb9uKCT1gd28F2XH+eCfZt66I5EWJiNtOY0xOAUtWmVAVdk3nk7sE1pW8/bggIIMB8tsjUQo5SzcBxXCRRIBzQ6EhGGlJYgHShzDffPI8oCPS1L8nCgppKJWRyamSat4bGeXjPynyYRDjAY3u3/Fj33XK8BRbDtJjNF5nPFbEcF1WWsFyXRFDHYYlkPHNuiHLNoCUSWlWoB1WFcq3GcxeGG8TpxPg0r18dpy0SXuHYF9E1Foolnjk/xMGezlXBuKIgsKVlfQGtN0JvIo4gwFgmw7VMlkqtxj29Pbwwco32eAzBhXu6l4q3t6YmeGNygq5IdIU8MKppzBaLfHPoIgc7OxtZTuvBofYuDrZ1MprLULUtknqA9tDaduHXcmn++NxxRvNZdFlGFATGCzn++8VTKJLE4bY7Ewz8bjFWTPszN/4c4pJsAYCQonElv7jiMaok81jnDh5u30rRqiELImHlvZnbvN9wcTEd64YyzvqtVftW/rRrI6HGOJzcy0vzb+G4LjE1iiSIVO0qC7UMLXozhxJ7b72hnxCOp3/I2exrBKQQzVqnn0lVZbpyjefn/pYnOr5AXF1NisJKEi0Y4TTXCMrxO7/jG9jAe8AGcbqD6Nq6tKrmkRq3sfqOsGTS0NHvdQ5K+bL3xW1YK+eKXM9GW8DrpuRTRTo3w6vffJtKqUayNbaKfIRjQdJzOV75hkecRFEk3hymUqpiGZ7bWWN0SgBZlVFUiab2OABTIwuUCjUUVUaUvLBY189HUhQv4NasWQydGmPnoQEvv8l1CQTVhvmCt22v8DcNC7Nmkc+UadvURGdvM9NjKVxcr2itv15hqTvXskyqls+UGvu6nIu6uH5elMvUmDfjEY0FPQt0024sUYuCiIMLvmxPlkXiPtFanM97lsMRzc9x8josjuOgqgqCIFCtmEuzZsvfGtel5luv67qyqhDVdIVEIsTMTGZVtwk8ZzoBgUTSkzAmEiGKhSrpTIloNLBi9smxHVKpIrbjkkisHrq+XQiCwLbBdrYNtnvnAdwwUHf7YAd/+92TFIpVIhGdgK7jOA6lUo1cvkJ3V5K2Zq/o3LWlA1WVMQyLgC4hLVuxdV0Xw3bQdYVt/R7Rak2EUWWvGFM1BdvfF1n2VrRlSSIZW//rfDfobUvgunBxbA5JEgloCpLozS3ly1WyxQo7e9vo8s0t3hmZJlOs0N+2epYmoCookshrF0Z5aPfA+95F6EpEkUWRk2PT1CwbRRIRBZGyYXJldhFNltjR2UpbzDvf5/I3y3ECRZZI+XlWoijy5rVxHNddQZrqaA4FubKQ4sT49Cri9H7grs5OKqbJO4veZz3oLzoVDIOFuXkSus6RZQG1r46P4bqsOVPVFgpxOZ3ixPQUXdvem7uXKAgMxFefC8tRNg1+//RbXMtnGIgmkH3DE8d1GS9k+eOzx2kLhumJxN/TvrwfUATppo5/tuug3sDARRYl4uq7W3D6SUERZeJKmNlaGtO2qDn1+WEBVZIRXMFz2Auu30b94dYjyILM8fQZZipz/vMq9Ie6ebL9IVr0plts4SeDjDHP5cJJQnKEkLzULVNFnRati/naJEP5E9zT/ORPcC83sIEfPzaI0x1EPlVEUiRsw17hZFe3FYeVsyDJtjjGTUJwbcvBqFm09niruLOjC96c0Bor8h5hkViY9AoMURTZeqCPyeE5XNfrANTd5gRRwDIstIDKvgc82UouXcB1nEaHShJFz4bal+GJgoDl2GRTnqueHlAbeUSSLDa6RY3X7LqIothwx+vZ0sap169gWw6O7wC4HKIksMl3BKyUahTzVS8AF9eX9nldLNfxWxoCzE14mRDxphCSLPozNF7nw3adRjfEcb3bE74LX7LJk4OpqkIopOPgFQixRBABgVy2Qiiscf1M2IVzkxx7fZjREc8trbu3ibuPDLJn/5LkRhQFDt8zwFe/fIxq1URfNiflui5zc3maWsLs3OWFcGqa3LBQv57MCKI39O/YTqNr815xI8JUx7WJRcIhHVWRKFdNTLMKrpf7FI8FKZZqZHIlErEQA93NDPa2cOnqLNWahSyJDaJr+R2l7QPtdHd4UsCL1+ZQFYn+ribS+XJDOimJAqGASkBXGBqd5/F7t60iH5btkM57c2zJWHBNk4J3g1BA9cidZZPQ1cb2ZElElSXyZe/8U32TikzRc6O70fEL6SqpfAnLcVbYVecrVU6NTDO+mEUSBAbam9jX17FC0vdu0RmPYNk22XKVRDCA7TpYjoPkfwdky1UCqkLIJz4hVfHmIeuLFtfBdlzCyxYBZnIFgqqCYdksFksUagaiALGATjIURBZFFgrFde//u8FcschMoUi931HvDMiiiOQ4lE2T07Mz7Gn3yPlMoUD4BkYU9e+xxfLNO+s/Lrw9N8W1fIb+ZaQJvNfQG4lzOZvi1akxfnZ7fNVj58oFpksFJEFgMNZEUFm/nft6sCvRwYtzw5iOvcpm3HFdKpbJXc03N9O4HZSsGueyk+SqHrkvmFWSyp2TrSmizOHkDr45/SoLRs47x/AyBst2FRBo1mLsj68/tFUSJB5qvZdDyb2MliYxHYuEGqU72PmBdcgDmCoPU7XLtGqru6KiIBKUQoyUznGo6bGN2aUN/L3Cxtl8BxGOhQiEdEpWeW0LcAEUXSHkr6rfjuOyWTPQ/bmUQFi/aQHk2jZacGl2orkzgSCKuJaJp7jyq1rHe6yqK8SbPYlJU3scyQ+urc+p1GFbtqdvlyTau73Vsb33DvLDrx7HqJlourJyZsl2cRyXREuIiC91i8aDNLXFWJjJrjo2ggDJlgix5qW8Ksu0EUQBWfI6SfWOliSLyIqEWbMo+mG/lmGjB1RKRV9aJoCIRzps20EQvIDduvSvY1OCcFSnUjZwXQdVX/qYlIoGsiTS3pkgEFwyBXj5+Yt89UtvkU4XsfyC/+qVOd45OcYnPnWIx57c0yg8D9+9mStDs5x+ZxxdlwlHdGzLIZstEw7rfPTjBxthvHPzeUJhDdtxKBaqKKrccNUzDItIRCcc1plfKJBMvjc7X9d1KZU9WWMwoK4iJzXD4uTZcVqbIzTFg2TzFao1C0kUiEUCqKrM2FSK85dnuf/wZoK6yqc+vJ8/+crrLGaKVOuBxYCmKbQ1RfjUh/c3ZqKm/VmnbX2tVGomuaI3I6drCvFIgFyhwsRsBsO0G4+xbIfXTo/w2ulrzKULCAJ0Nsd4YP8A9+zuuyURvBGuTqeQJZGupijpYgXXnzV0XBdZFNnUHMe0HWbSeTqbYuiq7M1xreFOCFAzLeKhgOf85uPi5Dx//sLbzGQKSyG8gkBfa4JfefQw3c3xde37eCqHJHqZTfPLCYzrke14QKdsGBSqNSK6xgNb+/jhhWHKNYOQtnK2yrRtTNvmcN+mxusK6xpXF1KMpjKUjKWFHSGTI6rrBBRp1XbeL3zl3HlqlkVHJELVsnD9RZeQqhKVZTLlMt+5NMQX9u/39l1VyVRvnF3nOC6hH0NhXjBqXFicp2yZNAWC7GxqXfHeAwxlFr3cpzW+6OsBuO8sTPOz2/c1bk9Vy/zN8BlOzE9SMGoIgkBrIMRjmwb5SN+OVc/xfuFA0yYGIk0M5xboCSfRJO/zaDo248U0ncEo97T0rXv7ruvy+sIw35w8yWK1gOwIfIRm/sO5b/P4pj083rH7js1/9Yc7kAQRAcG7bvhGSqIr4OASlnW6g+99RickB9kV+7vjKme6NT8jcu33QRIULNfEckwkaaPU3MDfH2yczXcQm7Z2ooc0itkSgggrlA7+d48oSew66n15vvy147fcpuvA+TevcPjxvew5uo1TL16gWqoRuC4Y1TRMHBd23u3NWLiuy9Wz495sk+P45hCun6FEwx555NwEg3t7GNzdTSCsYiyaqwRq9d9lXWLPvd68xvaDfWzqb2VyZJ5a1fQ7PiKO7YXQqprCkQ/vaRCnZGuMcrFKojkMrkCl7GnGtYCCokiUizWa/GBVURTRgyqVitEgO3V4HSuPDDW1RvzXbgN+x2bNwsJ7BXXTg227uugfbGX40ow3V+TXnplUEUlSSCSDHH1kO6pfvE9NpPnyX77B3GwO0ZcugjefNDuT5atfeovBre30+4G8uq7wsz9/lP6BFo6/NUI2V0aSRA7e1c99929lcMvSXJEoCOiaQutglHSqyGKqiG3ZiJJIV2eC5uYI2Wx53QQBvHPhnXMTvHF8hIlpr0vX3ZXkvsOb2bdrqWCuGRaGaaGpMqIokoyvls0JCFSqSy6QB3d1843nQmRyFXRtSYIpiyLNiTD7dyytVop+Bw28TKTlLnTgFbWSJDZeq+O4fOVH7/DCiSvIkkg8HMAFRmdSXJtOMZ8p8vEH11dglareTNPO3jZypSqpfBnDstFVmaZoEF1VmMsUKPrOlLt72/nu8Yvky1VioZXuYLbjUKoaPHFwqVM2nyvypz86zkK+RCyoUTEsBEFAV2VGZtP81+eO8W9+6mGCa8jhboW5fJHFYskrvjUV2/Z6ppL/uXZwmcsVWciXiOgaD23tZ2dnK2cmZ7Fcl6DidZdqpknJNGkKh/jZu5eK9y0tTXz37CXPFETXGl0e23FIl8uoksS2ttWzTCXD4PTULOlyhYAis7ujjbbIeyP7YxnPYEaRJO+ff3tU0zABTZaZyucb9z/a3ct/O30Sy3FWkYxCrUZAkdnb1s5ayNWq5KpVgopKc3BtqZnjujw7cplnRoaYL5c8QxpRpC+W4Od27GN3y9Jn27nBAlcd4nXGFnmjxn8+/RrnUrMk9SCtgTAOLnmjxl9efoe8UeML2w7cEUIRlFV+Y9v9/NHQ6wwXFrAcL39NFEQ2hRL8ytZ731Mu08n0GH9x7XVcXLpDSVQkSEHNsfjb8eMooswj7Tt+jK/oxpiozNOkxajaNcpW1ZN4A4ogE5GDaKLKSHGGbdEPpp36+4Wg5F2PHdde5aAHUHMqxJXmVZlNG9jA33VsEKc7CNd1UQMqAmuEzvq/KuqSSUNuIc/tYNYf6D/6iUP86G/eYPrqHJZpo+kqggBGzcI0TJLtMT78hfsBT941P5H2rbm9C77frgLR69wYVZOJYc/KV5JFVE0FSjcMwpVkCS3glS5tm5J86KcO8f0vv0kxV6ZcrOE6XvZSMKLT1dfCh37qUOMib9bMhu14KBwgFPGIn+M4lIs1ZEXCqC4ZIATDWiOnafVxBgTo29Lu75eAadgEQxqW6VCrmo3OgKrJKJqM7TiN9yQc0ekfbOfsyXFEUSAQ8orXgK5SKvkF9b4lGcrLL15ieiqDpssEg1qjFNJ1hUrZYHYmy4vPnW8Qp/rfHnl0Fw88tJ1CoYoiS4Qjqwelu7oSJJMhCsUafX0tdHQkqPmuepomM7+QJ5kM0r3p5vMUN4Lrunzv+fP84IXz2LZD1M/hunh5hstX53jq0d18+OGdCIJAUFcIBlTyhSrRNQKI69285X975sXzWJbDod3d5EtLznSRsM5ipsT3X7nAZz9yF+C76iky5apBUF9JGFzXJVeqcnT/AIovj7s0OsfLp66SjAaJLlsoiAQ10vkyPzp+hT2DnQx0vfsZgVhQR1VkqqZFIhIkEVlZKOdKFXRVJuY/b09LnHu39fL8mWEs2yERDiKKAqWqwUw6T3dLnPt2LGXyvHV5nPHFLDXTZGIx2yiQJVEkFtAYnk1x6to0R7f3vet9txybXLmKLEkENI2a5c3ciYKArigUajXSpUrD2l2VZf5vn3yc//Xbz3NhZp5spdqQvfUm4/yzR+9jR2friu1LouibtjiIkmdf7hXPgpe3Za6UGL81NsGXTp5lrlAEXBwXYrrOI1v6+dS+XSvki+8G6i3yvGzXXbHt+7p7eHVilCupNJ2RCGHVs4POVCqkKmUe6u1jW/PK7sF8qch3r17mzakJyqaJIkrsaW3jI5u3srVpJUF8ZmSIvzh/Gk2W6IslkEWRimVyNZvm/3fyDf7V4fvZmvQe0x9N3DQAt2AaPJjsa/z+6sw1zqZmkQSRK9lFao6FgEBE1YiqGj+aHOahroE7NhPVFYrzu/s+zOnMNFfzC56VfijOwaZugvL6pYO26/CDmbMYjkVf2D++/vpYWyDGRDXDD2fOcaRlEF16f2V7hmMxUpymU28iJOukjQI120AQBKJKiKgSYrw0x3h57h8cceoJbSOixMmaiyTVlbbopmNgOQZbIh/cQN4NbGC92CBOdxDpmQxGxbgh8QCP0MxeW6BvZzfNm5KMnp+85XZ7tnlBmU3tcX7x3/8Uf/6/fZ3pkXlyqQKu66KoMs2dST71z55gcH8f4M1BFbJlLwOJ+qwSDTOGWtVEFAXKeU/WMjOWwjZtj2RYzgo7dUHw5HMIMHppmhbfvvqjP38flmVx5o1hCtkSrguyItPcHuOpzx9h276lC01qPk/HpiSlYpVirtIoJAVBIBTRiCbCZBa9+SnZt0+/KVyXtH9/2/I6XNm0F7gpKaK/0utiWTa27RCO6o1ORqlYZfzaPO2dcWo1E6PmdRW0gEKyJQoIXDwzSY8/c3X+nXEcx11BmurQgyqlisG5MxNr7qYsSzc1dggEVI7cO8hXv/42Cwt5stmlIf14LIimKzz6yE4CgfUVKtfGF/nRKxfRA8qKDlIsGiCdKfHcSxfZNthOX3cTsixx974+vvnDM54z4HVF63yqQFM8xE7fBGUhXeTs5Wma4iFikSCx68iHbTmcujDBEw/sIB4NsqWnha29LZy5PE13W7whx3Mcl9lUnnBA4759/Y3HH784jmnZK0hTHYlIgJGpNKeGJlcRJ9d1GZ1Ns5Dxzo+qYa6yIx/oaKKvLcGVyQX62pMrVvEd12UxV+KeHb2NfCdBEPjsg/vQFJnXL41ybS7tSRIVmd297Xz+of20xJZW4N++OslivuRJwxozVC6m7ZAqVpDKVc5PzK2LOLmut4/lmkGuXMWqZ6LhzWhJooAmiSu6HZ3xKP/psx/h1Pg0x65NYtgW29pauG+wl5bIyvNzaG6RgeYEhWqNbKVKxSdJiiTRnYghCHBlIc3Rzd6+n52e5b+++TaGZdOTiKFIEo7rki6V+da5i8iSyKf3rQ4Svh3c29PDS9dGqVoW+nXW5o7rYNg2h7u6GrclAgF+++4jfPH0KS4uLjBb9BZfYprGk4Nb+fzuvSsc1OZLRf7fb73GcCZFUg+S1APUbJtXJ8a4uLjAPzt8b6OLlK/V+O7Vy2iytMJ2PCArDMQSXMmk+N7I5QZxurt9E98auchYIUNfNNl4Xtd1mS0Xiaoa93f2Nbbz4tQ1FqpFqpaFIkpooowLZGsVstUKYVXj5MLUHTWTUCWZw809HG7+8ZGGyXKGsVKKFn1tJ8IWPcJMOctwYY7d8ffZdbCe1k09N2l9C1R/HxGQQhxKPs5rC99mvjpJRI4jChIVu0TNKdMT2sG26MGf9G5uYAM/dmwQpzuIQqZEbrGw9nyTj3Khyvy4Zy5wz1MHePv7Z266TUkW2XJXX+P31u5mwtGgZ7/tu8G5roseUukcaF3KU3JdTMNsyPNcdynoVfCJnWO7mKbX5UnNZTEMi3hzBMdyKJeqnrOfJBAIeWGw+XSJuYlUY1/0oMZnf/Mx7ntiL1fOjGPULOJNYXYdHmgE39ah6QqiLLLjQB+5dJFivgq4BMMaieYIsxPpRuBsrWKQvkG3qQ7XhRnfHEJRJU8G5tYNy+vjXP6xcLxw0Hpe06VzU6QXiwxsaUMURfIFbzB5+65N6AGVhbk8J966yiNP7kFVZcq+3flaApn6yn2lfOMQ41th+/YO8rkKc/P5RqfMdV0KhQotLVF2bF9/BsqpsxOUywZ9Pau7Mol4kNGJFKfOjNPnz64dPbSZ81dmuHJtnngsSCSoYdoO6UwJRZZ46pFdRHwiM7eYp1iu0eObP1yPSFhnZiHHXKpAPOp1aL7wkcN80TnG5dF5LNtBFD17+UQ0wE8/to8tvUvdgNlUAV1be8VZEARURWIuXVhx+9hshq+8dJqr0yksy+IjW3X+9796nocPbOVDB7c0yLMoCnzy6G7++LtvMjKTIqipSKKA5TiUqyYdTVGevnulVEhTZD774D729rfz6vlrGJbNQEcTj+7dssq8YyZd8LpZoQA1y8KyvG6dIkmEdIVMscJUKrfqdc3nipwcnWKxUEZXZHZ3t7O1vXmFVFPx84vK/vxRXULlOA6GZXszg+Eg1nWLDwFV4b7BXu4b7OVmMG0bXVbo70pQqBoUDQMBzxwioChcXUxj2UvfPT8YGqZUMxhoWiKgoiDQHA7huC4vXB7h0S2bSQTffQDqJ7Zv50unzzCSyRAP6Ciydz6Yjs1CuUJM1/nZfSvtnDsjUf7N0Qe5mkkzmc8jCQJbm5ppC6+Wln37yhDD6RSbE00NaV9QgbimM5LN8Ffnz/C/PvgosihybnGOVKVEb2z1+S4IAs2BIKcXZklXyiQDQeJagF/ffZg/OPMWV7KLBGVPIlkyTaKqxs9u38e2ZEvjOF7NpSgaBjFNR162iq+IGmXLJFUtM1W6PZXCBxmmY2G7zpqzX+A5+lmug+GsP4LhdqGIMt3BNs7nrpFQVxM5wzGRBYmOwAfT+e79xpbIfnQpyPncm8xXJ3Acm4AUZk/8KLtjR1DFD7bd/AY2sB5sEKc7CC2oYlZv7JIHXhFv1Lz7NHclb9qdAtDDOuV8lWAkSLlQ4Y9/90tcOjGCbdmNIsU2bSaGZvjjf/83/Ns/+Q3ae70VT7MufbteNbjs98y8dyGON0dQVBnbtAlFAwQjekMSJwDVioEkiyTbV4b4CYJAz2AbPYM3TzjfsmcTx168hG3ZJJojJJqXLlK25WAaFjsP9gGeIYDVCKtlKVH1utcyPerliIQinmW2pirYruNlOfmEUdM8wla3Tgco5L28pFKpyux0lnKpyr77+hgemiaeCBOOeMYRlbKBqsq0tcUYGZ5vdIKWw3FcHMehtX399sZ/9uevks2VfRmd28hCAoF8vsKf/rdX+J9+9xPrmm2Yns2iafKajxUEAU2VmZlfKuCjkQC/8tmj/PDlC5y6MMlCuogkifR3N/Hwka0c2LUkYazPI9mOu+ZomeN4c2fyMilVMhbktz73ABdGZrk8Oo9p2rQ2RTiwfRNN181UhQNqYy5tLViWTXhZJ24mleePvv0GM6kC7ckIYV0GKhTKBl9+8TSmbfPUPUtkaHt3Kx86sIW/eO4EIzNpbMdBlkT62pN85O4d9LTGVzxfxTD5yitnOHZlgkKlhgC8c22Gk8NT/NzDB+hbZlVuOjaW7bBYKC0RGP99VSQR23UxraXX5rouz5+/yjeOnydbqnjxBa7L9965zMGBTn7pwbsa81CqJFK1LI/MC0KjA4UgIPqy3GLFIBpcX1GzpbWZ8fRVQCCia0SWhfXajteN7kl6xyZVKjM0v0hTaHVGFEBTKMi1dIYLc/Mc7b85YVsLQVXl/3j6Kf4vz36PsWyWas2AZIJspUpTMMC/fuAB9nWsXlgQBIHBZBODyRsXvLlqlbemJ0kGgqvmoQRBoDMc4Vo2w6XUArtb2qhY3vznjQwaNFmmUq1StkzqZ8Lelg7+53sf5bWpUU4tzGC7DtsSLRzt7GVronnF8xWNmmdOsob0SZdk8kaNxUrp1gftJ4yCWWW+WkAWRLqC8RWOggBJNURQUimaNZLa6hKlaNUISipN6nubj7sdCILA3ckdDOXHyRiFFeTJdh2mKyn6Qu1si/zDkuktR3dwK5sCWyhaWWzXIihHUTfmmjbw9xgbxOkO4uKbQ7d1v1M/Osun/8VHmRtbvClpAqgWqw3ScPwHZzn3+mVqVQPXXco/EvCKyGtnJ/jR37zOz/3rj3tOeLcRxlt//vbuJlq6EkyNzOPmwLIsHNsvfFUZs2aSbI3R58sG3y12HuxjYHs7w+enaduUIOC7/9WqJrMTKbr6Wth37+bG66lDksRG9hDUrdxdHNtt3DGbLqHpCtl0CcdxkGURUfI6GaZpIVoikYhOIefJEoMhjVKxytxsFsuwCYa9gtQwbMZHU+gBhb7NrQ0r8fse2sbJt69RKNQIhVRkX8Jm216+karKHH1w+7qOy/R0hjNnJlBVmcgaM1Cu63L23CSTU5l1zTkFdMUPsV0bluWs6uokYkE+87FDPPHwLtLZEqoi09EaW2VQ0duVJBkLkc6WGtlOyx0f07kSrckIm/yssDoUWWLf1i72be3iZti/tYt3Lk9hmPaqjk7V8Fzwdg8unY8vnrrK1GKezZ1NiKJA3YqiPRlhNlPiuRNXOLKrj3jY63ycGZnh66+dJVOsoMgikp/ZMp8p8NcvnqKjKcLmTq+4dV2Xv3rxFC+evYoiSbiug+0CNlyYmOO/PPsm/+KTD9IW94q9gKpgWpY3UuiTG/BO2YphIYoCsWUdmFOj0/zNG6eRBJGBtqaGrKtYrfH60Bi6LPPLjxwGYDZfwPHnZlRJwl72PSCKIjXTxLBtUoUSzeF3n6dzdKCXN0bGmS8UaV1m7uC6LpPZHK2REId7PQlVzbaxHQflBqHFkiiCC4Z1YwJ8Kww2NfG3P/t5nhm6zNsT41Cp8E/uPsxP79lDPPDuu1h1ZKoVKqbnircWAoriSSsr3vdGUg8iCSI1y0KT1yj4DYOgohDXVu5TRyjCp7fu4dNb99xwX5yGaYdXsEvXkSfD9twtE9r6X+/7jbxZ4ZnJc7y5MELBrCIKApuCCR7t3MHRls0NYp3UwuxP9PLC3EWiir6CWDmuw3w1z/5EDz2hO9Pl2R0b4PH2wzw/d4LR0gy6pGG7NqZj0xVo5jM9H0IR/2GXUoIgEFHWVhZsYAN/3/AP+9N+hzHr5/vcCvlFr8tz7NlTSzde33nyf7cth5mReZo7k7z6zeNUStWlIkwUGllKju1gWw6vfeNtfu5ffxxJltbMe7oedRvxcCzIgx87wF//f77nzyu5jdVsBM8me/8DW+noXe2mdTvQdIXP/cajfOW/vsTw+SlKBW9VPRBU6d/eyad+5cGGA58kiWi64hlOuC6SKNRbMOC62LaLIMCmfk/mIvs26pIkIkoiju14xAqQZRkEF9O0Ef2sqb7NrRTyVWpVg1gihKJ6tweCKoIgkk2XiESDDengXYf72XeglzPvjPnBuEtdRVEU2bG7i3vuW5nz4boukxNpTr8zzvRUGlVT2Lmzi917NxFcZhl/6dIMlYpBLLp2QRQMqOTyFS5dml4Xcdq1vYtTZyfWnFkyTY9c796+NhmORQLEIjcu1IK6yoOHN/O3z54id22OYqWGZTkoskQwoKIqEg8eHmzMMr1bHNi2idfOXGNodJ62pkiju1Qo15jPFNm3pYvdA55BSKVmcvLyJIlIYE0HwqZYkLHZDBdG57hvdx+W7fDfn3ubq9Mpz9pbVZAkLwC3aphcHJvjb158h9/5/KMIgsDoXIbXL46RLVWo1DwHy/qzaIpMpWby+oVRfuo+b5YnqMre4gYullO3MHdxnaVuoiwtyWp/dO4qNdNmoHVlRzesa7REHN4emeTJ/dvoTESZz5eQRAlB8AwbJNGbZ3JwsWwbVZaRRJG5fJFtHe/eRnlbWzM/vX8XX3vnPMMLKcKal3lVrBk0hYP8wr0HG7K7RCBARNMoVGtrhs5WTBNFkmgNv7dgY1kU+fiO7Tw1uJlnnnmGnz9wYNXc2rtFQFGQJZGabRNYY1umYyMKEPRJ0q7mVnqiMcbyWfpjiRUdNstxyNQq/NTgzlU5UplqhTdnJzi3OIvlOGyJN3Gks5euZXNSoiDQE4kzVy5SMA10UUKVZBzXpWZb2K5LXA2smK36IKFk1viDoZc4k54kpgZp1aNYrs1YKc2fXnmNglHlqU1Lc24f3bSf8XKKq4V5omqAiKACOtcKi3SE4/x0z6F1ddjXA0EQeKztEJvDXZzKXGGqMo8mquyM9bMvvpmocmdCuTewgQ18MLBBnO4gOm4hV6sj6a/AV+tzMfXrwzLytJxHTQ3Psuf+7YwPTePYXoCtJIkNMiH480u27TDvB+C6jot0C0eq5fsCHrnR/Hyfld0qAVmRGn9bL6KJEIO7NzFxdZ5cugS4yLEgm3d2kmhZkkhoAZVtezZx+tiI97p8Ny+gMbOlaSoHjgw29tuyHFRNJhTRMWpm4zhpmud859hugzhMT6YJBBVsy/YliF6hY5oWlbJBIKhS8R3iZFkiFNb55X/yCH/1568yfHmWStkjTrouM7Clnc//wlGisaVVa9d1efH5C/zwB+coFqpomoxtO7xzcpTe/hZ+7ueP0trqFUCCsBSvtSb8w73e475v5yZe62lmZGyB9tZow2SiXDGYnc8z2NfC7h037/zcDPt3dPP1H55mdDrtO7t5szaZfJlt/a3s277+bQd1lV/5+L186QcnGRqbZyFTbNx+7+4+PvPYflTF+4qr1EwMyyJwA3tvz5zBc8EDGJ5e5Oy1WW8lNag1jq8kegG42WKFty6NM5sp0JGMcnZshrH5DI7rEl4WmOu6LuWaSaZY4Uenr/DJI7sQBIFsyesU11fTva6p4AcyO7gulH3JbrpUYXQhTdMNukOxoM7V+TSXZxbpTERpDoeQJZGgJmNaLlXTxMFz1Qvpmmee6bq0rJOsCILAU7u20teU4PWRMYbmFpFEgUe3D3J0cw/difjSe6QqHB3o5SvvnCMRDKzoxDiuy1Quz9aWZra1vfccnB83WoMhdja38tbUBDFNW/UZmy+VaAuF2dnsOQ6qksTnd+zj90+9yXAmRXMwhCbJFM0amWqV7YkWnt68MqfncmaR3z/9JuOFHIooIgoCx+Ym+d7YFX5p113c37kkX3ykazOj+SwAi9USJcsABIKyQlILEJQV9jetf97x/cTrC1c5m5miJ9TUyHzSkAnJGnOVPN+dOsuh5t6GIUSLHuG3tz3GC3MXeXPhKhXLAHQe69jJI1276AjE7+j+C4LAQLiTgfD6FBUb2MAG/v5ggzjdQex/+Paco+56wstMacwLrVE0Lzdy6N/jzZVU/ewjye8kuU5dgrUUUlefDRIlsTFLdTOkZ7ONbZ998yp92ztwHViYzmDULGRForkjjhZQGBuaYXEmS3NH/LZe53I4jsO3/+J1XvvBWfSAyuCuLgQB8pkyz33tbVJzOT73G4967n3AU5+9h5GhGaplE8d1/ewmz7XPcVy6+pp48ElP+lIqVAlHdHKZMqZhoS8jf4YfyhoMa1T9TJ5sukQ0HqKlNcbsdKZh7GCZDsmmME0tEQzTolysEfW7YB1dCX77Xz3FxQtTTI6lcHHp2pRk555NaNdJ3S6cn+LZZ06jKhJ9/c1LluymzbWReb7812/wG7/1OJIssnNnF4GASrlSI6auLpzLpRrBgMrOnesjIMGgyi9+7ghf+tpxro4tYC54ZgqqKrFrWwef++TdBNfp2Afw7EvnMS2bQ7t6yJeqfsdJJBzSSGXLfP+Viw078vWgKRbiNz99P+OzGcbnsogC9HYk6WqJrSh0QwGVoK5SqhpEgqv195Z//tTtxS9PLlCuGcRDgVUFsyAIBDSFfKnG2GyGjmSUsbkMVcMkEQ6usJYWBIGgppAumsymC1iOgyJJlGomsig2ti0r3mMcx23I8FLFsn+bg+O6N8zqEgSvs1yXrB4Z7CEZCpApV0iGgkQDKo5blwS6pIpltrQ3Mdi+fqmTIAjs7GhlZ0frLe/7xPZBLs8vcnZmlqCqElZVDNsmU67QEY3wc3ftu2PBre8GgiDwkcGtXE4tci2XoTMcRZdlLMdhrlTEdGw+umXbik7agbYO/ofDR3nm6mUupOYpmQZBWeFjm7fz0c3baA4skdWCUeMPz7zFZDHPYCy5gmxPFHP82bm36QxFGIh5neQHOvt5bWaMkXyKXcnWhuTVdGxyRo2jnX1sjn3wTApc1+XV+WE0UWmQpuVo0SOMFBc4lZ7gw507G7cntTCf6jnMR7r2k6uWeHP2JX6m9+733EncwAY2sIH3gg3idAfhOi7RpjD51I0d4WRNZpM/l/Hz//5TvPqN4zedcwrFQ2y7y5v9CflyLsuyb+gpofrDtrZlLxks3AS5tLev81MZ8ukiybYYmq7S3tO0zAzBy6UaH55lZmxxXcRpdGiW4y9dItEcIbKsO9PcHiMU0Tnz1gj77h1kz90DANz/+C6mRxf51l++QaVcQ1C8/CtRFOjsjvM//N8/jeoTFlWXiTeF0QMq6YUCxULVy9LCRVFk2jrjKJqM6kvvNE0B16WtM0ZLe5RCwStgd+zpQg/oZFJFRFFsHMvlx3bfgV72HbjxkLvrurz15jCmYdNx3XFSFImOjjij1xa5cmWW7Ts6aWuLcXB/H6+8NkS5VCMQUBFE73hXKgam5XDoUA+d6zjmdbQ0RfjNX36Yq6MLTExnPJljR4LB/tb3FKxbtyNvjofXlPU5tsvJZXbk64UgCPR2JOntuLFUUVNk7tnRyzdfPUdTNLjCkAJgLl2gJR5id78n7XPruWY3ek68P9fDMEs1j8BLaxwvj9gI1CwLkXrnSkCVZUK6QrlmNgwiNEUmqCnky7VGIR0PBWgKB5nLFVcYMdRRrhmoskSHb42eDAf55F27+IvXTpEpVdAVGUkUMG0Hw7IIaypfuO/AurOT3i2ius4/f+gIz18Z4ZWRMfKVKook8dSOrXxo6wA9yzpUHzTsbG7lN++6h7++cIbxXBbbdRGA1lCYjw5u48P9g6sf09TKjmQLC5UyVcskrgWIaqvft+Nzk4wXsvRHk6vIdnc4xuXsIq9OjTaIU5Me5J/vO8qfXzrJpcw8FdszuYlrAT7Wv4PPDe69Y/K1dwPLdcjUyjfMdhL9z0fOqKz5d11SkNQNOdwGNrCBDwY2iNMdhKIp9O/t4fKJa1Tyqy8SakChe2sXil/w6yGdSCJMIX1jojW4r7dBYPp2dTNybhLqNd8aTnOtPUvD7LeTS1c3OhB9zdiSZExAXDa06808Lc1EvVucPzFKrWLQvsacTiCk4boup98cbhAnQRD47K8/zF33b+GHXz/J1OgiiiZz4MggH/rYPsLLCvGOTUm6epsYv7rAroO9ZFJFLNOT2cWTIbKZEs2tUXr9gNotOzoIRwPMTueoVQ3yuRL7j/YydnWBWDJMpWTywKM70NfRianVLMauLRKNru1opusKpmkzNZlm+w6PQP/KLz/IYirP5StzVGsmoiB4HQhBYPu2dn7tVx961/txPSRJZOvmNrZuvj056e3g3dqRv994aP9mzo/OMjy5SCISIOoHG4/PZZAVhY8f3d0I3h3sbCagKZSrBtGQjmnbOI5HeGRJpFwziQRVelriAHS3ePlEZcMkdJ0c0CNFLolwsPFR7G6OM7aQAQSaIsEVuWXlmoksiQy0ep8FRZJ4cEc/f/HqO5Rqxort247DVDbPzq62FfNKv3j/QWqmyY8uXGWxWMa1XCRRpCsR46cP7ebDu1dKxt5vhDWNj+/ewVM7tlIyTDRZWnNu6IOIA+0d7G5p5cLiAulqhaCisKu5ddWs0nIIgkBr8ObF/nDWk02v1W0TBIGwonF2cW7F7ZvCMf7dXQ8znEsxVcojCyLbEi20BD64xEIWREKKRqp6o8ByFxf3PYXmbmADG9jAncIGcbqDaOluYmBPH2bVwqiazI7OUyvXUFSZlp5mok0R4i0x+vd41qbjl6bQQ9oNiZMki9QqBpm5HE0dCfq2d3kzErZ3IWpA8NOLBOjd6bldyYpMIKhjVotLvgpLd/d+dqHNz+9p7U7S1BYjM59HbImQWSw0pHrx5jDVokE0Eab7Nue4rkdmsYCs3Ph01HSF1Hxh1e2DO7sYvIVMTZJEHn5iD1/6k5fJpIq0tMWQFQnbskktFMCFBz+8G9U3KWhujdI/2MozXzuB47hEYnWb8iqz03maWiIcunf1SvPtwuXmM0nXzzQ1N0f49//uE7z40kVeenmIsj9n9dAD23jowe03DdD9SWI9duTvJxKRAP/kE0d49s1LnLoyxWKmBEmFLZuaeeSubRzY8v9v797joyrvxI9/ztwvSSb3e0ISkhACJEC4BfDCRVDRBXHRuogo21pbsFB3rehWadeXBfVnX7XrVmu1tl20VGq1ilWMKOyqIAFEiIR7IBByA3JPZjKZeX5/DAxEIpFbhhm+79crr1c45zlnnplvTjjfPM/5Pqd+jnLT4shLi2fL3ipqGlpOxONk3Xvf83BF2amkxPqm02YnxRLrsNPc7qS53YnZZECnaXSeWGDZajYxPDsFw4lptNcOyqKssoYOl5vmDteJ0R+Fu8uLQa+REBnG6NxTJY6vzc+ior6B9bsPooBws4nOLg9tnW4yYiOZc9WwbqODZqOB+ZPHMmVILtsOVdPc4SI23M6wfsmkRTsCNjJh1OuJtPZNvC8mo15PYULiRT3nt6hp2v33+AmappETGUtO5PkV4ulrmqYxNi6LFQc20eX1npEoNnS2E2YwUxh1iRezFUKIi0ASpz6k0+m46tYxVO6swhpmIavQN6VLp2k0HWuhtaGN4n8aQdiJ9Wqaj7fSUNuEwajHaDbQ6XL7p6OZLCacbS6O7K/zL6ir6TVs4VacHS6U91RJbp2moek0TBZjt6lEMUkOmk88UH/6jfrJb3V6jfQBvoeNTWYjo68bzP/8v3ep2HkE72kFGXSahslqZMZ3r8URfX5ra0RE2s46dbDT6cYRff4JwuDh/bjFVUzJ21upPnTcVxZb04iMtjPxxkJGjs859VqdXRytayEswkKX20NX14nPVweOSCsmk4FDlUfJyO7+fEf1kQa2lFawZ1cNyqvIzk1k2MhMUtNOjaKZzQb69YuhbPthIiNteDxeOl1d6HQ6zBYDTqcbg0FPSmr3URqHw8b0fypi2o1Dcbm6MJsN/tHAy1VGSgwxkd3LkZ/uWKOvHHna16YZNjS3s2nHIbbtqsLl7iI9MYoRg9IZkBF/wTf8MRF27pxSxE1j8zna2MxXmzcw/5bxmL82SmTU6ynO78fWfVV0enw/6yefi/MqhVWnY9zgDH9/CjKTyE+LZ3fVUZRSNHe48CovFqOBsAgzNrORqwdl+s8/Ojed/yuvYFdVvW+NHqdvEeWoMN/oU1FWCkP6nbpRNxkMzLt2BAVpiXy6+yDVjS1Eh9kYlZ1GcW6/HgtH6HQaA5LizqlyXpurk/31x+nyeklyhJPoOHPRT3FxZDuiKYEekwmlFK1uFxNjsgLTuYtsXHw2G48eYH9rPQmWCMINFrxKcdTVSmuXixtSBpFiiwx0N4UQoleSOPWxwePzuOVHN7L6lY85vLv6RFEDDUdsOJPnXM3EO8b721buOIzX48Vg1ON2dfmSG+V7VsrtcqNp0NHS4S9w4HZ1kZQZT2tjG83HW/F6fE9g6HQadoe1W4U8r8dLTGIkh/fW4nb1sAK7BvYIG2GnPW9ktplOlDX3oNNpviljXl+JY0OXHksPD91/WwOHZ7B+zQ7aW53YwrpPY3M5fQtLFow6/5sITdMYMTaHwcP6sausitaWDmx2M7mDUrB/7fX2lB+hrrqR/CFpKKX8zzjlDEwmPNxKbXUTpZ/tZezVeehPlDDf9sVB3vjL5zQ2tGO1GtHQOFBRz8YNe7ll1kiGjzw1xXDUmGx2fFXFzvIjtLe5cHf5fgbsdjOaBgWF6eTm9lwdy2DQX/YJ00lWi5GrRvTnbx98SUNTO5ERVn/ycbypna4uD1ePyvZXvgOorG7g93/fQFVtIxaTAb1ex4Ejx9lYdpDJY/K4+ZpBF2W0JDLMit1s4Cvo8TmuLo+XPVVHSYyOwNXZRUuHy7c2kl5HhM2CUa9n56F6Jg/P9RWLMBmZM7GIlz/YSE1DCxF2C3pNw+XuwmwyMnX4AIb1PzWiFWm38v0pY/jDR5uoqG/AZjLiBSxGAwOS47h7YhHmr43AGvV6inP7UZx77gvF9sbt8fDe9t2s3bWf+lbfcgNhZjPD0pP556LB31jRT5y/kYlpvL1/JxXNDfR3RPuLgiilqGptJtJs5aqUjMB28iKJNtuZn3ctKypKKW+qoc7Zgk7TiDbZmZqSz7TUy/P5LCGE+DpJnPqYpmnkF+dSc6CO/125nrY2JyariQGjsim6rrB7ifATN3Tuzi7QTpRM1vluPE+Ozhh1OpqONpOcFU9sSjQGo578MTk01jXRfNx3A2R32IhJjKS28ijxJ6be6fQ6lPJN2dPrdbg7u/B6fQ8+6wx6f5Wvk/3xdHnY8P42ohMcZA5MpaG+CVeHG6PJQFRcOC6Xm80flzN+2lDsZ1nb55tk5yczdEw2pf+7k4hIG47oMH9VvcZjreQXZTBoRGbvJ+qFxWqicOTZz3O0rgWP1+sv/mCxRQCKyCgbyqsRFu4rENHW6iQi0sbR+mb+9vpGOto6u1XJU0pRU93EW3/dRHJqNIknRlb694/HYjGwb28TCjAZ9Xi8irZWJza7mbyByf6ELNhNGDOA1vZOPtm0j4rDx/zTEMPtZm64ZhBXFZ2a8tjp7uLVd0s5UtdERnL3B+Ybmtv54LNy0hIjGZZ36af07K8+RtXRJrJTYjEZ9L6KgB7fGlQRdgutHS52H66n+ngLyTG+0bTclDgemHE1G3ZV8sW+KtweDxnx0YzJS2dwv8QzbgzTYiNZfOsEdhyq4/CxRl/J44RocpPiLqgox7lSSrGydDv/KNuF3WQiLcqBXqejqcPJ2l37qW1uYdHkcURYe34uT5yfCJOZHxSM5jdfbmBP4zFMej06NJweN9EWG3cNHEb/yMuvSt75SrQ6WDhwEofaG6jpaMKg6cmOiCPCePku2iuEEF8niVMfaz7Wwh9/9hf2bjmAPcJKZI6DTmcnpe99QWX5Ye5achupub6iAL4qecq/IKbXq0DzVX7QNF9lNXQQc+KGfHBxLv/3ZiktDa3EpcUQl3bqP922pnb0eh1Dr/GVe9U0DYNB55selBiJp8uDp8sDaJjMBtxuDx0tTv/xNZXHqD18nJh4B9Ywi38x2pM8XR6OHKjn4M5q8kee+8iQ3qDnlnlXER5pZcune6g6UA/Kt/DuuCmDmXrbKP+Cs5ea0aj3jewp1eNfQT1dvpGHk6XRv9xykIbjbd2SJvB9xolJDg5U1LN18wGuv2koAKUb99Pa6mJwQRrNzR10tLvQ6XRERdtxd3pY/9keisfmEBYe/DeqBr2OGZMLGF2YQdnuI7R1dBJmMzM4N5mkuO7T93bsq6GyppHUeEe3pAkgKsJGU6uTz7ZWMHRAyiX/63RLhwtXlweL0YCmaUSFd/95t5iMNLZ20Nrh6rY9ISqc6WMGMX3MoG/1Oka9nsKMJAozArf+TuXxJtburiDKZiXafup9RtmshJlN7Ko5yvp9lUzt44ISV4K86DiWjJnEhppKvqyvwaO85EbGUpycTnp4ZKC7d9Fpmka6PZp0+7kv1i2EEJcDSZz62McrPmHPlgrScpMxmk5+/HaiEhxU7qzi7edXc98zc9HpdKRmJ6HT61FKnShm4PUtIqrXfOswOd1Y7BZsJ0Z4kjLjuHbWaD74n0+o2luLIzYcTafRcrwVt6uL0TcUMnCUr3S5x+MFDcIi7bS3dGC2mLDYzCivwuV04+nyEBZlw3uiTHLXiYfc9caep4np9DrftL2u3kucfxOL1cRNs8dy9Y2FHK6oRylISo8hOq5vn7PIyk3EFmampanDv07TSUopmhrbGVGcjc3um5p4YH89JqO+x5t5TdOwmI3s3+urjuX1Kko/34fZbCQmJoyYmO7PhHk8Xg4famDHV1WMGtP/Er3DvqVpGsnxDpLjHWdtV1XXhNfr7TZ173SOMAsHq4/T6fZgNl3aX13hVjNmgx5nZxdW85kJu7PTjdlo6HFNqGDz5aFqWpwuEuPPHN0w6vWYDQY+3XtQEqdLJMZqY1pmHtMy8wLdFSGEEL2QxKkPtTa28cVHZThiwk9Lmnx0Oh3xabEc/OowleVVZAxKQ2fQEZ3goKGuCU+XF4NJj06nw9PlpcvtxmQxkpAeS3uLk7BIO5qmMfG2YqLiHXz+3lZf4QiliE+NYeTUAsbcMNQ/9U6n07DaLSRlxNHR6qShvpm25g40TcNsNZHSP55Op9tfGj063oE93EprUzvRPdwAtzV3YA0zn9caTl8XEWUnP4CV4hKSHBQWZfLZup1oOo1wh+/muKvLS01VE2ERVsZcPcDfXq/X+db9+Qa+xUt9IyhOZydNzR3Y7D2X3vUtXqxobGy/eG8oSOh02lkrjZ38HPviUYispBjS46PYX3OMfvFR3ZJipRT1jW0U5aSQGBX8xRNaXb7CFN80imcxGmjqcH7jCKwQQghxpZDEqQ811jXR0dJBdEJkj/utYRbqDx/jeHUDGYPSCHPYiE+PJSI2gur9Nbg63EAXmqYjPCqMxMx4YhIjsTtOzRHXNI3hEwYx9JqBNNQ14/V4iYqPOKPUt6ZpFIzLpWTFBjIHpZLi7KSjzeUrJBFho9PZSdPxVrKHpAEQHmmjcGwOa9/aTLjDjvG0xV89XR6OVjdSMDabpH7BUSL3bDRN4+ZZI/F6vGzbcoDGhjYy8qOpqWogKjqCm24dQVbOqbLr/XMT2br5gG9ETt99ipnXq+js9JCbd6I6ocmAyajH6XT3+NpKKZQCi+XKuzQzkqMxGfR0uNw9jvI0tToZU5DxjSNSF5NBr+OmMfm8/P7nHKg9TnxkOBaTgXaXm7qGVmIdNm4cPTAkEgmH1Yw6y9TUDrebBEdUSLxXIYQQ4kJceXdnAWQ0G9Eb9Lg7uzD3MMXn5LS4k6M8OUVZxKXG0FjXROb0kRyrOo7b1YUtwoojNoJDu6oouGog9h4WD9XpdMScVkWvJ0UTB7P1/3ZRtbeGhH6xRMVFoJSirbmDo0caGHb1QDJOWyNpwsyRHDlQz55thzBbTFjtJlxON+0tTtJyEpg256qQubmyWIzcNncc4ycOZHd5Fc3OCv75zrEMHprhn6J3UuGwdD5Zu5OqQ8dJSYv2J08ej5eqww3Ex0cwtCgD8FXFKxjajzUlZUTHhJ1RBKCpqQN7mJkBecl98j4vJzn94slOj+OrfdWkJUT6EySlFLXHWrBZTIwtvPACId9WQVYS37txDO9+Xs7B2uPUN3kwGw0UZiVxc3E+WUmh8eD+0LQk3vmynGOt7cSGdx/pdXV10dnlYVz/i1/JTwghhAg2kjj1ofj0WNLyUtizeb9/rabTHa9uJDopyr++k8VmZspd1/DGs+9SU1FHbFIURrOR9pYODu0+Qkp2IuNmjDzv/iSkxfCdH9/IW7/9kCMV9SivQimFxW6maMIgbrlvkn+KGfhGneY8OI3NH5ezeV05LQ3tRETZuXZGESMm5BMZG/zTlk6naRop6THEJ0Xwj39UMGxUFkbjmSMhEQ4b35kzlhXLP+NQ5XFfMUQNvB5FfKKDWf8yhujTnmUaMzabr7Yf4lDlMeITIrBaTXi9isaGNlpaXFw7YSAJiWd/HigUGfQ67pw2gj+8vZG9lfV4lUKv0+jyeIkMtzJ9QgF5mee3wPL5GpyRSH56AgfrGmh3dhJht5AaG7gFZC+FlCgH1+Xn8PetO3B2dREbZvNV1Wt3cry9g4K0RIr7p/d+IiGEECLESeLUhzRN4+p/LubQziqq99cSlxaLwajH6/XSUNNIR7uLSXOu7jaCNHzSYIxmA+tWrqdqbw1dbg8Wu5mRUwuZ/C/jiUu9sL96Zw1KZcHTs9m95QB1h49jMOrJHJRCavaZ5ZMB7OFWrv6n4Yy/aShuVxdGs6FbcnWlyuwfz/0PXM/2Lys5sL8epRT9MuIYMiydiIju5XYTEhzcOXc8f39zM5UHj1LX1QJKERFhZfJ1g5l6Y0GA3kXgxUaFcf8dV1O2t5qdFTW4Oj0kxUUwfGAaCTGBScx1Oo3MxNCuAnbLsEE4rBbWlO+lprkVr1KEW8zcOGQA04cOxG7u+Zk8IYQQ4koiiVMfGzR2ADMX3cTqVz7iyL4aX1EBBeExYUy951quua34jGOGjM8jvziX6v21uNpdRMY5iEmOumh9MpmNDC7OOadjdDodZqvcTJ0uLNxC8fhcisf3Xn0svV8sP7z/Ovbvq+P48VYMBj1Z/eOJCmBRjMuF2WSgKD+Novy0QHfliqHTaUzOz+bq3AwOHmvE41UkOMKIsskaO0IIIcRJkjgFwIgpheQX57Lz8z00HW3BGmZhwKhsos5Srlmv15GaE7i1XsTFp9fryMlNDHQ3hPAzGQzkJAR/gRchhBDiUpDEKUBs4VaGT75yp2QJIYQQQggRTOThFCGEEEIIIYTohSROQgghhBBCCNELSZyEEEIIIYQQoheSOAkhhBBCCCFELy6LxOm///u/ycjIwGKxMHr0aDZu3HjW9itXriQvLw+LxcKQIUP4xz/+0Uc9FUIIIYQQQlyJAp44/eUvf+GBBx5gyZIlbNmyhcLCQqZOnUpdXV2P7T/77DPuuOMO/vVf/5UvvviCGTNmMGPGDMrKyvq450IIIYQQQogrRcATp1/+8pd873vf45577iE/P58XXngBm83G73//+x7bP/vss1x//fU8+OCDDBw4kMcff5zhw4fz3HPP9XHPhRBCCCGEEFeKgK7j1NnZyebNm3n44Yf923Q6HZMnT2b9+vU9HrN+/XoeeOCBbtumTp3KW2+91WN7l8uFy+Xy/7u5uRkAt9uN2+2+wHdwppPnvBTnFoEhMQ1NEtfQIzENTRLX0CMxDT3BHNNz6XNAE6ejR4/i8XhISEjotj0hIYGdO3f2eExNTU2P7Wtqanpsv3TpUn7+85+fsf2DDz7AZrOdZ897V1JScsnOLQJDYhqaJK6hR2IamiSuoUdiGnqCMabt7e3fum1AE6e+8PDDD3cboWpubiYtLY0pU6YQERFx0V/P7XZTUlLCddddh9FovOjnF31PYhqaJK6hR2IamiSuoUdiGnqCOaYnZ6N9GwFNnGJjY9Hr9dTW1nbbXltbS2JiYo/HJCYmnlN7s9mM2Ww+Y7vRaLykgb3U5xd9T2IamiSuoUdiGpokrqFHYhp6gjGm59LfgBaHMJlMFBUVsWbNGv82r9fLmjVrKC4u7vGY4uLibu3BNyz4Te2FEEIIIYQQ4kIFfKreAw88wNy5cxkxYgSjRo3iV7/6FW1tbdxzzz0A3HXXXaSkpLB06VIAFi5cyDXXXMMzzzzDtGnTWLFiBZs2beLFF18M5NsQQgghhBBChLCAJ06333479fX1PPbYY9TU1DB06FDef/99fwGIyspKdLpTA2Njx47ltdde46c//SmPPPIIOTk5vPXWWwwePDhQb0EIIYQQQggR4gKeOAEsWLCABQsW9Lhv7dq1Z2ybNWsWs2bNOq/XUkoB5/Yg2Llwu920t7fT3NwcdHM8Rc8kpqFJ4hp6JKahSeIaeiSmoSeYY3oyJziZI5zNZZE49aWWlhYA0tLSAtwTIYQQQgghxOWgpaUFh8Nx1jaa+jbpVQjxer0cOXKE8PBwNE276Oc/We780KFDl6Tcueh7EtPQJHENPRLT0CRxDT0S09ATzDFVStHS0kJycnK3x4N6csWNOOl0OlJTUy/560RERATdD444O4lpaJK4hh6JaWiSuIYeiWnoCdaY9jbSdFJAy5ELIYQQQgghRDCQxEkIIYQQQggheiGJ00VmNptZsmQJZrM50F0RF4nENDRJXEOPxDQ0SVxDj8Q09FwpMb3iikMIIYQQQgghxLmSESchhBBCCCGE6IUkTkIIIYQQQgjRC0mchBBCCCGEEKIXkjgJIYQQQgghRC8kcToPS5cuZeTIkYSHhxMfH8+MGTPYtWtXtzZOp5P58+cTExNDWFgYt2uF2yEAAA01SURBVN56K7W1tQHqsfg2nn/+eQoKCvyLtxUXF/Pee+/590tMg9+yZcvQNI1Fixb5t0lcg8vPfvYzNE3r9pWXl+ffL/EMXlVVVdx5553ExMRgtVoZMmQImzZt8u9XSvHYY4+RlJSE1Wpl8uTJ7NmzJ4A9FmeTkZFxxrWqaRrz588H5FoNVh6Ph0cffZTMzEysViv9+/fn8ccf5/Rac6F8rUridB7WrVvH/Pnz2bBhAyUlJbjdbqZMmUJbW5u/zY9//GPeeecdVq5cybp16zhy5AgzZ84MYK9Fb1JTU1m2bBmbN29m06ZNTJw4kenTp/PVV18BEtNgV1paym9/+1sKCgq6bZe4Bp9BgwZRXV3t//rkk0/8+ySewamhoYFx48ZhNBp577332LFjB8888wxRUVH+Nk899RS//vWveeGFF/j888+x2+1MnToVp9MZwJ6Lb1JaWtrtOi0pKQFg1qxZgFyrwerJJ5/k+eef57nnnqO8vJwnn3ySp556iv/6r//ytwnpa1WJC1ZXV6cAtW7dOqWUUo2NjcpoNKqVK1f625SXlytArV+/PlDdFOchKipKvfTSSxLTINfS0qJycnJUSUmJuuaaa9TChQuVUnKtBqMlS5aowsLCHvdJPIPXQw89pMaPH/+N+71er0pMTFRPP/20f1tjY6Mym83qz3/+c190UVyghQsXqv79+yuv1yvXahCbNm2amjdvXrdtM2fOVLNnz1ZKhf61KiNOF0FTUxMA0dHRAGzevBm3283kyZP9bfLy8khPT2f9+vUB6aM4Nx6PhxUrVtDW1kZxcbHENMjNnz+fadOmdYsfyLUarPbs2UNycjJZWVnMnj2byspKQOIZzN5++21GjBjBrFmziI+PZ9iwYfzud7/z76+oqKCmpqZbbB0OB6NHj5bYBoHOzk6WL1/OvHnz0DRNrtUgNnbsWNasWcPu3bsB+PLLL/nkk0+44YYbgNC/Vg2B7kCw83q9LFq0iHHjxjF48GAAampqMJlMREZGdmubkJBATU1NAHopvq3t27dTXFyM0+kkLCyMN998k/z8fLZu3SoxDVIrVqxgy5YtlJaWnrFPrtXgM3r0aP7whz8wYMAAqqur+fnPf85VV11FWVmZxDOI7d+/n+eff54HHniARx55hNLSUn70ox9hMpmYO3euP34JCQndjpPYBoe33nqLxsZG7r77bkB+9wazxYsX09zcTF5eHnq9Ho/HwxNPPMHs2bMBQv5alcTpAs2fP5+ysrJuc+xF8BowYABbt26lqamJv/71r8ydO5d169YFulviPB06dIiFCxdSUlKCxWIJdHfERXDyr5oABQUFjB49mn79+vH6669jtVoD2DNxIbxeLyNGjOAXv/gFAMOGDaOsrIwXXniBuXPnBrh34kK9/PLL3HDDDSQnJwe6K+ICvf7667z66qu89tprDBo0iK1bt7Jo0SKSk5OviGtVpupdgAULFrBq1So+/vhjUlNT/dsTExPp7OyksbGxW/va2loSExP7uJfiXJhMJrKzsykqKmLp0qUUFhby7LPPSkyD1ObNm6mrq2P48OEYDAYMBgPr1q3j17/+NQaDgYSEBIlrkIuMjCQ3N5e9e/fKdRrEkpKSyM/P77Zt4MCB/mmYJ+P39aprEtvL38GDB/nwww/57ne/698m12rwevDBB1m8eDHf+c53GDJkCHPmzOHHP/4xS5cuBUL/WpXE6TwopViwYAFvvvkmH330EZmZmd32FxUVYTQaWbNmjX/brl27qKyspLi4uK+7Ky6A1+vF5XJJTIPUpEmT2L59O1u3bvV/jRgxgtmzZ/u/l7gGt9bWVvbt20dSUpJcp0Fs3LhxZyzrsXv3bvr16wdAZmYmiYmJ3WLb3NzM559/LrG9zL3yyivEx8czbdo0/za5VoNXe3s7Ol339EGv1+P1eoEr4FoNdHWKYPSDH/xAORwOtXbtWlVdXe3/am9v97e57777VHp6uvroo4/Upk2bVHFxsSouLg5gr0VvFi9erNatW6cqKirUtm3b1OLFi5WmaeqDDz5QSklMQ8XpVfWUkrgGm3/7t39Ta9euVRUVFerTTz9VkydPVrGxsaqurk4pJfEMVhs3blQGg0E98cQTas+ePerVV19VNptNLV++3N9m2bJlKjIyUv39739X27ZtU9OnT1eZmZmqo6MjgD0XZ+PxeFR6erp66KGHztgn12pwmjt3rkpJSVGrVq1SFRUV6m9/+5uKjY1VP/nJT/xtQvlalcTpPAA9fr3yyiv+Nh0dHeqHP/yhioqKUjabTd1yyy2quro6cJ0WvZo3b57q16+fMplMKi4uTk2aNMmfNCklMQ0VX0+cJK7B5fbbb1dJSUnKZDKplJQUdfvtt6u9e/f690s8g9c777yjBg8erMxms8rLy1Mvvvhit/1er1c9+uijKiEhQZnNZjVp0iS1a9euAPVWfBurV69WQI9xkms1ODU3N6uFCxeq9PR0ZbFYVFZWlvqP//gP5XK5/G1C+VrVlDptqV8hhBBCCCGEEGeQZ5yEEEIIIYQQoheSOAkhhBBCCCFELyRxEkIIIYQQQoheSOIkhBBCCCGEEL2QxEkIIYQQQggheiGJkxBCCCGEEEL0QhInIYQQQgghhOiFJE5CCCGEEEII0QtJnIQQQgghhBCiF5I4CSGEuGzcfffdaJrm/4qJieH6669n27Ztge6aEEKIK5wkTkIIIS4r119/PdXV1VRXV7NmzRoMBgM33XRToLslhBDiCieJkxBCiMuK2WwmMTGRxMREhg4dyuLFizl06BD19fUAbN++nYkTJ2K1WomJieHee++ltbXVf/zixYtJTk7GZDKRkpLCQw89hNfrBWDt2rVomsa7775LQUEBFouFMWPGUFZW5j/+2LFj3HHHHaSkpGCz2RgyZAh//vOfu/XR6/Xy1FNPkZ2djdlsJj09nSeeeAKg24jZ17/Wrl17iT89IYQQl4okTkIIIS5bra2tLF++nOzsbGJiYmhra2Pq1KlERUVRWlrKypUr+fDDD1mwYIH/mClTprBq1Sr27t3LSy+9xIsvvsjy5cu7nffBBx/kmWeeobS0lLi4OG6++WbcbjcATqeToqIi3n33XcrKyrj33nuZM2cOGzdu9B//8MMPs2zZMh599FF27NjBa6+9RkJCAoB/tKy6uhqAN954w//vsWPHXuqPTAghxCViCHQHhBBCiNOtWrWKsLAwANra2khKSmLVqlXodDpee+01nE4nf/rTn7Db7QA899xz3HzzzTz55JMkJCQwceJE/7k8Hg9WqxWPx9PtNZYsWcJ1110HwB//+EdSU1N58803ue2220hJSeHf//3f/W3vv/9+Vq9ezeuvv86oUaNoaWnh2Wef5bnnnmPu3LkA9O/fn/HjxwOQmJjY7bWio6PP2CaEECL4yIiTEEKIy8qECRPYunUrW7duZePGjUydOpUbbriBgwcPUl5eTmFhoT9pAhg3bhxer5ddu3b5t/3iF7/AZrORlZXFrbfeyl133dXtNYqLi/3fR0dHM2DAAMrLywFfsvX4448zZMgQoqOjCQsLY/Xq1VRWVgJQXl6Oy+Vi0qRJl/JjEEIIcZmRESchhBCXFbvdTnZ2tv/fL730Eg6Hg9/97nff+hz33XcfM2fOZPPmzSxatIiZM2cyYcKEb3Xs008/zbPPPsuvfvUrhgwZgt1uZ9GiRXR2dgJgtVrP7Q0JIYQICTLiJIQQ4rKmaRo6nY6Ojg4GDhzIl19+SVtbm3//p59+ik6nY8CAAf5t0dHR5OXlMXv2bMaPH88bb7zR7ZwbNmzwf9/Q0MDu3bsZOHCg/3zTp0/nzjvvpLCwkKysLHbv3u1vn5OTg9VqZc2aNZfqLQshhLgMSeIkhBDisuJyuaipqaGmpoby8nLuv/9+Wltbufnmm5k9ezYWi4W5c+dSVlbGxx9/zP3338+cOXP8xRl+85vf8NVXX3HgwAGWL19OSUkJw4YN6/Ya//mf/8maNWsoKyvj7rvvJjY2lhkzZgC+xKikpITPPvuM8vJyvv/971NbW+s/1mKx8NBDD/GTn/yEP/3pT+zbt48NGzbw8ssv99lnJIQQou/JVD0hhBCXlffff5+kpCQAwsPDycvLY+XKlVx77bUArF69moULFzJy5EhsNhu33norv/zlL/3Hv/vuuyxZsoSWlhbS0tJ45JFHmDdvXrfXWLZsGQsXLmTPnj0MHTqUd955B5PJBMBPf/pT9u/fz9SpU7HZbNx7773MmDGDpqYm//GPPvooBoOBxx57jCNHjpCUlMR99913iT8ZIYQQgaQppVSgOyGEEEL0hbVr1zJhwgQaGhqIjIwMdHeEEEIEEZmqJ4QQQgghhBC9kMRJCCGEEEIIIXohU/WEEEIIIYQQohcy4iSEEEIIIYQQvZDESQghhBBCCCF6IYmTEEIIIYQQQvRCEichhBBCCCGE6IUkTkIIIYQQQgjRC0mchBBCCCGEEKIXkjgJIYQQQgghRC8kcRJCCCGEEEKIXvx/v+Lj7yGKkvcAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "\n", "plt.scatter(df['Age'], df['DiabetesPedigreeFunction'], c=df['Age'], alpha=0.6)\n", "\n", "plt.title(\"Диаграмма 1\")\n", "plt.ylabel(\"Функция родословной диабета\")\n", "plt.xlabel(\"Возраст\")\n", "plt.grid(visible='true')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_dependence = df.groupby('Age')['BMI'].mean().reset_index()\n", "\n", "plt.figure(figsize=(12, 6))\n", "\n", "plt.plot(df_dependence['Age'], df_dependence['BMI'], marker='.')\n", "\n", "plt.title(\"Диаграмма 2\")\n", "plt.xlabel(\"Возраст\")\n", "plt.ylabel(\"ИМТ\")\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Присутствует связь между атрибутами, уровень инфляции влияет и зависит от многих атрибутов.\n", "Для примера на графике приведена связь между инфляцией и доходом на душу населения. На втором графике показана связь уровня ВВП и безработицы\n", "Примеры бизнес целей\n", "\n", " 1.Прогнозирование уровня инфляции на основе уровня ВВП.\n", " 2.Наблюдение за изменениями уровня безработицы с уровнем ВВП.\n", " \n", "Эффект для бизнеса: влияние на инвестиции индекса акций и цен на нефть, исследование влияния фондового индекса на инвестиции, исследования инфляции и покупательской способности.\n", "Цели технического проекта\n", "\n", "Для первой цели:\n", "\n", "Вход: Доход на душу населения\n", "Целевой признак: Уровень инфляции.\n", "\n", "Для второй цели:\n", "\n", "Вход: Уровень безработицы\n", "Целевой признак: Уровень ВВП" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Проверка на выбросы" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Пропущенные значения по столбцам:\n", "Pregnancies 0\n", "Glucose 0\n", "BloodPressure 0\n", "SkinThickness 0\n", "Insulin 0\n", "BMI 0\n", "DiabetesPedigreeFunction 0\n", "Age 0\n", "Outcome 0\n", "dtype: int64\n", "\n", "Статистический обзор данных:\n", " Pregnancies Glucose BloodPressure SkinThickness Insulin \\\n", "count 768.000000 768.000000 768.000000 768.000000 768.000000 \n", "mean 3.845052 120.894531 69.105469 20.536458 79.799479 \n", "std 3.369578 31.972618 19.355807 15.952218 115.244002 \n", "min 0.000000 0.000000 0.000000 0.000000 0.000000 \n", "25% 1.000000 99.000000 62.000000 0.000000 0.000000 \n", "50% 3.000000 117.000000 72.000000 23.000000 30.500000 \n", "75% 6.000000 140.250000 80.000000 32.000000 127.250000 \n", "max 17.000000 199.000000 122.000000 99.000000 846.000000 \n", "\n", " BMI DiabetesPedigreeFunction Age Outcome \n", "count 768.000000 768.000000 768.000000 768.000000 \n", "mean 31.992578 0.471876 33.240885 0.348958 \n", "std 7.884160 0.331329 11.760232 0.476951 \n", "min 0.000000 0.078000 21.000000 0.000000 \n", "25% 27.300000 0.243750 24.000000 0.000000 \n", "50% 32.000000 0.372500 29.000000 0.000000 \n", "75% 36.600000 0.626250 41.000000 1.000000 \n", "max 67.100000 2.420000 81.000000 1.000000 \n" ] } ], "source": [ "null_values = df.isnull().sum()\n", "print(\"Пропущенные значения по столбцам:\")\n", "print(null_values)\n", "\n", "stat_summary = df.describe()\n", "print(\"\\nСтатистический обзор данных:\")\n", "print(stat_summary)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "На основе данных выше можно выделить что нулевых данных нет\n", "Также проверим данные на выбросы и дубликаты:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Коэффициент асимметрии для столбца 'Pregnancies': 0.9016739791518588\n", "\n", "Коэффициент асимметрии для столбца 'Glucose': 0.17375350179188992\n", "\n", "Коэффициент асимметрии для столбца 'BloodPressure': -1.8436079833551302\n", "\n", "Коэффициент асимметрии для столбца 'SkinThickness': 0.10937249648187608\n", "\n", "Коэффициент асимметрии для столбца 'Insulin': 2.272250858431574\n", "\n", "Коэффициент асимметрии для столбца 'BMI': -0.42898158845356543\n", "\n", "Коэффициент асимметрии для столбца 'DiabetesPedigreeFunction': 1.919911066307204\n", "\n", "Коэффициент асимметрии для столбца 'Age': 1.1295967011444805\n", "\n", "Коэффициент асимметрии для столбца 'Outcome': 0.635016643444986\n", "\n", "Количество дубликатов: 0\n" ] } ], "source": [ "for column in df.select_dtypes(include=[np.number]).columns:\n", " skewness = df[column].skew()\n", " print(f\"\\nКоэффициент асимметрии для столбца '{column}': {skewness}\")\n", "\n", "duplicates = df.duplicated().sum()\n", "print(f\"\\nКоличество дубликатов: {duplicates}\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "На основе данных выше можно сказать, что для столбцов выбросы незначительны. Дупликатов нет" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Очистка данных от шумов:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Выбросы в датасете:\n", " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", "131 9 122 56 0 0.0 33.3 \n", "152 9 156 86 28 155.0 34.3 \n", "267 2 128 64 42 0.0 40.0 \n", "270 10 101 86 37 0.0 45.6 \n", "314 7 109 80 31 0.0 35.9 \n", "408 8 197 74 0 0.0 25.9 \n", "416 1 97 68 21 0.0 27.2 \n", "434 1 90 68 8 0.0 24.5 \n", "487 0 173 78 32 265.0 46.5 \n", "493 4 125 70 18 122.0 28.9 \n", "588 3 176 86 27 156.0 33.3 \n", "657 1 120 80 48 200.0 38.9 \n", "744 13 153 88 37 140.0 40.6 \n", "747 1 81 74 41 57.0 46.3 \n", "750 4 136 70 0 0.0 31.2 \n", "\n", " DiabetesPedigreeFunction Age Outcome \n", "131 1.114 33 1 \n", "152 1.189 42 1 \n", "267 1.101 24 0 \n", "270 1.136 38 1 \n", "314 1.127 43 1 \n", "408 1.191 39 1 \n", "416 1.095 22 0 \n", "434 1.138 36 0 \n", "487 1.159 58 0 \n", "493 1.144 45 1 \n", "588 1.154 52 1 \n", "657 1.162 41 0 \n", "744 1.174 39 0 \n", "747 1.096 32 0 \n", "750 1.182 22 1 \n" ] }, { "data": { "image/png": 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Aa2srli9fHvL1sPCvRg0cOBAAsHHjRtlNTPgxZ555puwxAwYMAAAkJSVFPCZcrPXil5qaGtLmpEmTkJeXh7///e944oknVOc0IyOjS4wbNmyIGOef//xnZGZmBm5QIefEE0/EwoULMXr0aNx9990YOXIk/vrXv2LNmjURX6NWYWEhfD4ftmzZEvJVw127dqG+vh6FhYUAlM2pX0VFBTweD4455piIxwwcOBBvv/02Tj311JCvNSrVo0cPlJeXo6KiIrAp++KLL3DzzTfLHv/4449j9+7dKCsrixiPz+dDRUVFl5uuaHXZZZfhT3/6E3bu3ImSkhLccMMNga/bBpMkCbfddhvOO++8wNeEicie+HU7IhLuueeeQ2trK37605+qet3s2bPRu3dvXHnllbLPJyQkAOj8QSPYI488oilOoPOOY0888UTg/9va2vDEE0+gZ8+eGD58eMR+P/7445i/Cb7sssvwv//9D7/61a8U3co5Ly8Pv/jFL/C///0vcGe9cHKxtLW14fHHH4/ZfrDHHnss5P//7//+DwDw85//PGI/DQ0Nga8Q+v3sZz9DZmYm5s6d2+UufP7XDhs2DMXFxXjkkUcCX88KP6ZXr14YO3YsnnjiicBtk4P9+OOPXR6LtV4iaWtrQ3t7e+DrbKJyKqeqqgrz5s1DWVlZ1A1CY2MjpkyZgkmTJuGOO+7AmWeeGfXOaFpMmDABQNfz5aGHHgIAnH322QCUzSnQee68/PLLGDFiRNT1PXnyZHR0dOCee+7p8lx7e3uXNSHH6/Vi8ODBOPPMM3HmmWcGzs1w+/btw7333osbbrgh4qdb5557LrxeL+6+++4unxKGX1uU8t/Zr0+fPrj//vuxbNmywO3Eg73wwgv43//+h7lz52rqh4jMw0+SiEiYpqYm/N///R/uvvtuJCQkQJKkwNec/Hbt2oX9+/dj2bJlOOuss0L+juTNN9/Es88+G7hJQrisrCyMGTMGf/nLX3Dw4EEcccQRePPNN1V/ihLM/0NNVVUVjj76aLz44ovYsGEDFixYELgt8TnnnINXXnkF5513Hs4++2xUVlZi/vz5KCkpCdwmWM748ePx448/Ktog+S1evBiPPfZYxK/qjBo1Crm5uZg6dSr++Mc/wuPxYOnSpap/uKusrMSkSZMwfvx4lJeXY9myZfjtb3+LIUOGAOj8QTk5ORkTJ07E9OnTsX//fixcuBC9evUK2cRkZWXh4Ycfxu9//3ucfPLJ+O1vf4vc3Fx88cUXaG5uxpIlS+D1ejFv3jxMnDgRQ4cOxaWXXoqCggJ8/fXX2LRpE/7zn/8A6Ny4/eQnP8Hxxx+PadOmYcCAAdi1axfKy8vx/fff44svvggZQ6z14tfU1BTydbulS5eipaUlcEtxUTmV88EHH+C4446L+PdlfldffTUOHDiAJ598UnefkQwZMgRTp07FggULAl8x/OSTT7BkyRKce+65OP300wEom9O3334bd955J/73v/9hxYoVUfs97bTTMH36dMydOxcbNmzAz372MyQlJWHLli345z//iUcffRQXXHCBkDGuX78ePXr0wK233hrxmCOPPBK333477rnnHowePRrnn38+UlJS8Omnn6JPnz66NzBXXHEFnnvuOVx55ZXYuHEj0tPTA8+9+eabmDZtWtRP3ojIJsy/oR4RuZX/NrdK//lvqeu/pfPQoUNDbsErd9vc77//XjrvvPOknJwcKTs7W/rVr34l7dy5UwIgzZo1K3Cc0luADxo0SPrss8+k0tJSKTU1VSosLJT+/ve/hxzn8/mkOXPmSIWFhVJKSop04oknSq+//nqX20v74w2+xbdcfuRuAR4pTrnn16xZI40cOVJKS0uT+vTpI916663Sf/7zn4i3KZZrr6KiQrrgggukzMxMKTc3V7rmmmu63O55+fLl0gknnCClpqZKRUVF0v333y89/fTTXW517T921KhRUlpampSVlSWNGDFCev7550OO+e9//yudddZZUmZmppSRkSGdcMIJ0v/93/+FHLN161bpd7/7nZSfny8lJSVJRxxxhHTOOedIL730UuAYNetl6tSpIWuuW7du0rBhw6SlS5eG9Ks0p2pvAQ5AevXVV0OODV83zz//vOTxeKRVq1Z1OU7kLcAlSZIOHjwozZ49WyouLpaSkpKkfv36STNnzpS9dXy0Ob322mulMWPGdIlZkrreAtxvwYIF0vDhw6W0tDQpMzNTOv7446Vbb71V2rlzZ8wxhot0C3AA0sMPP6wonqefflo68cQTpZSUFCk3N1c67bTTpLfeektRX35ya06SJGnz5s1SamqqdMMNN4Qcl5aWJv3www8hx4bfKp6I7MEjSQJ+VUZEhM6vFhUXF+O9997D2LFjdR9ntLFjx6K2thYbN260LAazlZWVYfbs2fjxxx8jflpFREQU7/g3SUREREREREG4SSIiYbp164aLLrooYr0atccRERERWYE3biAiYXr06NHlRg16jiMiIiKyAv8miYiIiIiIKAi/bkdERERERBSEmyQiIiIiIqIgrv+bJJ/Ph507dyIzMxMej8fqcIiIiIiIyCKSJGHfvn3o06cPvN7Inxe5fpO0c+dO9OvXz+owiIiIiIjIJr777jv07ds34vOu3yRlZmYC6ExEVlaWxdEQEREREZFVGhsb0a9fv8AeIRLXb5L8X7HLysriJomIiIiIiGL+GQ5v3EBERERERBSEmyQiIiIiIqIg3CQREREREREF4SaJiIiIiIgoCDdJREREREREQbhJIiIiIiIiCsJNEhERERERURBukoiIiIiIiIJwk0RERERERBSEmyQiIiIiIqIg3CQREREREREF4SaJiIiIiIgoCDdJREREREREQRKtDoCIyC46fBI+qazD7n0t6JWZihHFeUjweqwOi4iIiEzGTRIREYBVG6sxe0UFqhtaAo8VZKdi1sQSjB9cYGFkREREZDZ+3Y6I4t6qjdW4atn6kA0SANQ0tOCqZeuxamO1RZERERGRFbhJIqK41uGTMHtFBSSZ5/yPzV5RgQ6f3BFERETkRtwkEVFc+6SyrssnSMEkANUNLfikss68oIiIiMhS3CQRUVzbvS/yBknLcUREROR83CQRUVzrlZkq9DgiIiJyPm6SiCiujSjOQ0F2KiLd6NuDzrvcjSjOMzMsIiIishA3SUQU1xK8HsyaWAIAXTZK/v+fNbGE9ZKIiIjiCOskkalEF+uUaw8AC4KSKuMHF2DexcO61EnKD6qTxEKzRERE8YObJDKN6GKdcu3lpCcBAOqbDwrpg+LH+MEFOKskX3YjxEKzRERE8cUjSZKri380NjYiOzsbDQ0NyMrKsjqcuOUv1hm+2Py/h5938TBVP2xGak+O1j6IAPFrl4iIiKyjdG/Av0kiw4ku1hmtPTksCEpasdAsERFRfOImiQwnulhnrPZE9EEEsNAsERFRvOImiQwnulinnqKeLAhKarDQLBERUXziJokMJ7pYp56iniwISmqw0CwREVF84iaJDCe6WGes9kT0QQSw0CwREVG84iaJDCe6WGe09uSwIChpxUKzRERE8YmbJDKFv1hnfnbo15Lys1M13UI5Uns56UmBWkl6+yACxK9dIiIisj/WSSJTdfgk2WKdItsDILQPEUSPm8zHOXQmzpt2ds2dXeMiImdQujfgJonIYKs2VmP2ioqQW0kXZKdi1sQSfgpBZCCee9rZNXd2jYuInIObpEO4SSIrrdpYjauWre9SjNT/O09+XYvIGDz3tLNr7uwaFxE5i9K9Af8micggHT4Js1dUdHlDBxB4bPaKCnT4XP17CiLT8dzTzq65s2tcRORe3CQRGeSTyrqQr4SEkwBUN7Tgk8o684IiigM897Sza+7sGhcRuRc3SUQG2b0v8hu6luOISBmee9rZNXd2jYuI3IubJCKD9MpMjX2QiuOISBmee9rZNXd2jYuI3IubJCKDjCjOQ0F2asSCtx503pXJf9tyIhKD5552ds2dXeMiIvfiJonIIAleD2ZNLAGALm/s/v+fNbGE9T2IBOO5p51dc2fXuIjIvbhJIjLQ+MEFmHfxMORnh34FJD87lberJTIQzz3t7Jo7u8ZFRO7EOklEJmCFeKKuzDgveO5p19buw9LyKmyva0ZhXjqmlBYhOdH6361yTolIDxaTPYSbJCIi+1m1sRqzV1SE3Na5IDsVsyaW8BMBG+D8EJFbsZgsERHZ0qqN1bhq2foudW9qGlpw1bL1WLWx2qLICOD8EBEB3CQREZGJOnwSZq+ogNxXGPyPzV5RgQ6fq7/kYFucHyKiTtwkERGRaT6prOvyCUUwCUB1Qws+qawzLygK4PwQEXXiJomIiEyze1/kH8C1HEdicX6IiDpxk0RERKbplZka+yAVx5FYnB8iok7cJBERkWlGFOehIDu1S0FQPw8676I2ojjPzLDoEM4PEVEnbpKIiMg0CV4PZk0sAYAuP4j7/3/WxBLWvbEI54eIqBM3SUREZKrxgwsw7+JhyM8O/cpWfnYq5l08jHV4LMb5ISJiMVkyEKui68P8kdvJrXEAhq97I88tN523bhoLEZGf0r1Bookxyfrhhx8wY8YM/Pvf/0ZzczOOPPJILFq0CCeddBIAQJIkzJo1CwsXLkR9fT1OPfVUzJs3D0cddZTFkVM0rNauD/NH8SDB60HpwO6B/zdj3RvZh9vO2/D5ISKKJ5Z+3W7v3r049dRTkZSUhH//+9+oqKjAgw8+iNzc3MAxf/nLX/C3v/0N8+fPx8cff4yMjAyMGzcOLS28/ahdsVq7PswfxSMz1r2RffC8JSJyF0u/bnfbbbdhzZo1WL16tezzkiShT58+uOmmm3DzzTcDABoaGtC7d28sXrwYv/nNb2L2wa/bmavDJ+En978bsRihB53fa//vjDP4tQ0ZzB/FIzPWvZF98LwlInIOpXsDSz9JWr58OU466ST86le/Qq9evXDiiSdi4cKFgecrKytRU1ODM888M/BYdnY2TjnlFJSXl8u22draisbGxpB/ZB5Wa9eH+aN4ZMa6N7IPnrdERO5j6SZp27Ztgb8v+s9//oOrrroKf/zjH7FkyRIAQE1NDQCgd+/eIa/r3bt34Llwc+fORXZ2duBfv379jB0EhWC1dn2YP4pHZqx7I/vgeUtE5D6WbpJ8Ph+GDRuGOXPm4MQTT8QVV1yBadOmYf78+ZrbnDlzJhoaGgL/vvvuO4ERUyys1q4P80fxyIx1b2QfPG+JiNzH0k1SQUEBSkpKQh477rjjsGPHDgBAfn4+AGDXrl0hx+zatSvwXLiUlBRkZWWF/CPzsFq7PswfxSMz1r2RffC8JSJyH0s3Saeeeio2b94c8tg333yDwsJCAEBxcTHy8/PxzjvvBJ5vbGzExx9/jNLSUlNjJWVYrV0f5o/ikRnr3sg+eN4SEbmPpZukG264AWvXrsWcOXPw7bff4rnnnsOCBQtw9dVXAwA8Hg+uv/56/PnPf8by5cvx5Zdf4ne/+x369OmDc88918rQHa/DJ6F86x78a8MPKN+6Bx0+cTc5dEO1diPzE4sb8mdXVs4rRWfGujeyD563RETuYuktwAHg9ddfx8yZM7FlyxYUFxfjxhtvxLRp0wLP+4vJLliwAPX19fjJT36Cxx9/HEcffbSi9nkL8K7MKnjo1GrtdikI6dT82ZVd5pWiM2PdG9kHz1siIntTujewfJNkNG6SQvkLHoZPuv8tPN5/48n8uBPnlYiIiACH1Ekic3X4JMxeUdHlB0UAgcdmr6iI268gMT/uxHklIiIitbhJiiMseBgd8+NOnFciIiJSi5ukOMKCh9ExP+7EeSUiIiK1uEmKIyx4GB3z406cVyIiIlKLm6Q4woKH0TE/7sR5JSIiIrW4SYojLHgYHfPjTpxXIiIiUoubpDjDgofRMT/uxHklIiIiNVgnKU65peChUeMIb3d4YS7Wbd/r+Hw5lah5tuu6VxOXXccgx0mxEjkdzzciZZTuDRJNjIlsJMHrQenA7laHocuqjdWYvaIi5PbOBdmpmDWxRPcnA8H5WbWxGqf99T1D+qHYRM6zHde9mvEZueZFc1KsRE7H841IPH6SRI60amM1rlq2vkuBUP/vzER9hcqsfkie2/OvZnxOyoWTYiVyOp5vROoo3Rvwb5LIcTp8EmavqOjyhgAg8NjsFRXo8Onb/5vVD8lze/7VjM9JuXBSrEROx/ONyDjcJJHjfFJZF/KVgnASgOqGFnxSWeeIfkie2/OvZnxOyoWTYiVyOp5vRMbh3ySR4+zeF/kNQctxVvdD8tyefyPGZ4dcuH3eiOyE5xuRcbhJIsfplZka+yAVx1ndD8lze/6NGJ8dcuH2eSOyE55vRMbh1+3IcUYU56EgO7VLYVA/Dzrv6jOiOM8R/ZA8t+dfzficlAsnxUrkdDzfiIzDTRI5ToLXg1kTSwCgyxuD//9nTSzRXR/CrH5Intvzr2Z8TsqFk2Ilcjqeb0TG4SaJHGn84ALMu3gY8rNDv0KQn50q9HanZvVD8tyefzXjc1IunBQrkdPxfCMyBuskkaOZVWE8Uj+scG6OtnYflpZXYXtdMwrz0jGltAjJie75HY+adaR2zVm5Rt16frh1XE7DeQjFfBApo3RvwE0SkUascG4O5lk75k485tQeOA9EpBU3SYdwk0RGYIVzczDP2jF34jGn9sB5ICI9lO4N3PN9FSKTsMK5OZhn7Zg78ZhTe+A8EJFZuEkiUokVzs3BPGvH3InHnNoD54GIzMJNEpFKrHBuDuZZO+ZOPObUHjgPRGQWbpKIVGKFc3Mwz9oxd+Ixp/bAeSAis3CTRKQSK5ybg3nWjrkTjzm1B84DEZmFmyQilVjh3BzMs3bMnXjMqT1wHojILNwkEWnACufmYJ61Y+7EY07tgfNARGZgnSQiHVjh3Bxt7T4sLa/C9rpmFOalY0ppEZIT+TseJbhGtYmWN+bUHuJhHuJhjERmYzHZQ7hJInK2VRurMXtFRchtfwuyUzFrYgl/Y0yG4JojO+A6JDIGi8kSkeOt2liNq5at71IXpaahBVctW49VG6stiozcimuO7IDrkMh63CQRkS11+CTMXlEBuY+6/Y/NXlGBDp+rPwwnE3HNkR1wHRLZAzdJRGRLn1TWdfktajAJQHVDCz6prDMvKHI1rjmyA65DInvgJomIbGn3vsg/JGg5jigWrjmyA65DInvgJomIbKlXZmrsg1QcRxQL1xzZAdchkT1wk0REtjSiOA8F2aldCkb6edB5p6cRxXlmhkUuxjVHdsB1SGQP3CQRkS0leD2YNbEEALr8sOD//1kTS1gzhIThmiM74DoksgdukojItsYPLsC8i4chPzv0ayX52amYd/Ew1goh4bjmyA64Domsx2KypEmsKuCsEq6M3fNkl/jsEgfFD645sgOuQyLxlO4NEk2MiVwiVhVwVglXxu55slN8CV4PSgd2N7VPim9cc2QHXIdE1uEnSaSKvwp4+KLx/17rijHFWPBhZcTn+TWBTrHyaHWe7B4fERERkRZK9wb8myRSLFYVcAnAwtVdN0j+5wFWCQfsX03d7vERERERGY2bJFIsVhVwAIj2czOrhHeyezV1u8dHREREZDRukkgxUdW9471KuN2rqds9PiIiIiKjcZNEiomq7h3vVcLtXk3d7vERERERGY2bJFIsVhVwAPB6uha/82OV8E52r6Zu9/iIiIiIjMZNEikWqwq4B8C00cURnwdYJRywfzV1u8dHREREZDTeAtzljChEZ2SdJDsVzjM6FjvVIZJj9/iIyFyir4l2ut67EfNLJE/p3oCbJBcz8ofcWBdfLRdnO/1QblYsdn8Ts3t8RGQO0ddEO13v3Yj5JYqMm6RD4nWT5LRioHaK106xEBFZTfQ1kddYYzG/RNGxmGwcc1oxUDvFa6dYiIisJvqayGussZhfInG4SXIhpxUDtVO8doqFiMhqoq+JvMYai/klEoebJBdyWjFQO8Vrp1iIiKwm+prIa6yxmF8icbhJciGnFQO1U7x2ioWIyGqir4m8xhqL+SUSh5skF3JaMVA7xWunWIiIrCb6mshrrLGYXyJxuElyIacVA7VTvHaKhYjIaqKvibzGGov5JRKHmySXGj+4APMuHob87NCP1POzU215+087xWunWIiIrCb6mshrrLGYXyIxWCfJ5cwsBiqiLzsUL/XHUNPYgrr9rcjLSEZ+dhoLqRLZhB2uE/FIdN7tNI92ikUUN46J9OGa6MRisofE+ybJLG6p7u2WcRC5Fc9REo1riuIB1/lh3CQdwk2S8dxS3dst4yByK56jJBrXFMUDrvNQSvcG/Jsk0sUt1b3dMg4it+I5SqJxTVE84DrXjpsk0sUt1b3dMg4it+I5SqJxTVE84DrXjpsk0sUt1b3dMg4it+I5SqJxTVE84DrXjpsk0sUt1b3dMg4it+I5SqJxTVE84DrXjpsk0sUt1b3dMg4it+I5SqJxTVE84DrXjpsk0sUt1b3dMg4it+I5SqJxTVE84DrXjpsk0s0t1b3dMg4it+I5SqJxTVE84DrXhnWSSBO5qs0AXFHJWU9F6kh5WbttD8q37gEgoXRAD4wc2N2RubFKeF6HF+Zi3fa9jl9rpA2rxpsjnvIcT2O1G+bePMx1JxaTPYSbJPFYtVmeXF5y0pNwsN2HpraOkGNz0pNw3/nHx3W+lJLLq9cDBJd04PojEovXeTID1xlZgZukQ7hJEotVm+VFykss8+M0X0opzWu8rz8ikXidJzNwnZFVlO4N+DdJpBirNsuLlpdYypZvirt8KaUmr/G8/ohE4nWezMB1Rk7ATRIpxqrN8mLlJZqaxta4y5dSavMar+uPSCRe58kMXGfkBNwkkWKs2ixP73jjLV9Kac0L80mkHa/zZAauM3ICbpJIMVZtlqd3vPGWL6W05oX5JNKO13kyA9cZOQE3SaQYqzbLi5WXaPKzUuIuX0qpzWu8rj8ikXidJzNwnZETcJNEirFqs7xoeYmlbNKguMuXUmryGs/rj0gkXufJDFxn5ATcJJEqrNosL1JectKTkJGc0OX4nPQk3v5bgUh5DX/fjPf1RyQSr/NkBq4zsjvWSSJNzKza7KQK0f5YaxpbULe/FXkZyeiVmQqfJOHjyjoAEkoH9MDIgd1NHYOTciinrd2HpeVV2F7XjMK8dPz2lEJs+K7eseMh+whfW1NKi5CcaM/fH5p9Hjv9ukHOwHUWivkwHovJHsJNkrM5sRq33WK2WzxqOT1+sq+5KyuwcHUlgkuxeD3AtNHFmDmhxLrAZPA8IHI/nufm4CbpEG6SnMuJ1bjtFrPd4lHL6fGTfc1dWYEnPqyM+Pz0MfbZKPE8IHI/nufmUbo3sOd3CijuObEat91itls8ajk9frKvtnYfFq6OvEECgIWrK9HW7jMposh4HhC5H89ze+ImiWzJidW47Raz3eJRy+nxk30tLa9CrJ81fFLncVbjeUDkfjzP7YmbJLIlJ1bjtlvMdotHLafHT/a1va5Z6HFG4nlA5H48z+2JmySyJSdW47ZbzHaLRy2nx0/2VZiXLvQ4I/E8IHI/nuf2xE0S2ZITq3HbLWa7xaOW0+Mn+5pSWtSl1lY4r6fzOKvxPCByP57n9sRNEtmSE6tx2y1mu8WjltPjJ/tKTvRi2ujiqMdMG11si3pJPA+I3I/nuT3xFuBkuWjFHPXUDLCqIJvd6hyYGY8ROV+1sRplyzehprE18Fh+VgrKJg2SjZ+F+NxL9NxaVSdJyzjsdl0hIvF4npuDdZIO4SbJ3pT8kOLEHyjs9oO6GfEYlfPOTVIFahoPt5uflYqySV3btXreyThGzW20X9IYwYm/+CEi8/A8N54jNkllZWWYPXt2yGPHHHMMvv76awBAS0sLbrrpJrzwwgtobW3FuHHj8Pjjj6N3796K++Amyb6MKubIgmzmMyrnatrlvLuXW+bWLeMgInIyxxSTHTRoEKqrqwP//vvf/waeu+GGG7BixQr885//xAcffICdO3fi/PPPtzBaEsWoYo4syGY+o3Kupl3Ou3u5ZW7dMg4ionhh+SYpMTER+fn5gX89evQAADQ0NOCpp57CQw89hDPOOAPDhw/HokWL8NFHH2Ht2rUR22ttbUVjY2PIP7Ifo4o5siCb+YzKuZp2Oe/u5Za5dcs4iIjiheWbpC1btqBPnz4YMGAALrroIuzYsQMAsG7dOhw8eBBnnnlm4Nhjjz0W/fv3R3l5ecT25s6di+zs7MC/fv36GT4GUs+oYo4syGY+o3Kupl3Ou3u5ZW7dMg4ionhh6SbplFNOweLFi7Fq1SrMmzcPlZWVGD16NPbt24eamhokJycjJycn5DW9e/dGTU1NxDZnzpyJhoaGwL/vvvvO4FGQFkYVc2RBNvMZlXM17XLe3cstc+uWcRARxYtEKzv/+c9/HvjvE044AaeccgoKCwvxj3/8A2lpaZraTElJQUpKiqgQySBTSotw78qvon7lTksxR39BtpqGFtnv/nsA5LMgm1BG5Vxtu5x3d3LLOe2WcRARxQvLv24XLCcnB0cffTS+/fZb5Ofno62tDfX19SHH7Nq1C/n5+dYESMIYVcyRBdnMZ1TO1bTLeXcvt8ytW8ZBRBQvbLVJ2r9/P7Zu3YqCggIMHz4cSUlJeOeddwLPb968GTt27EBpaamFUZIoMyeUYPqYYoT/TOD1aL/9NwCMH1yAeRcPQ3526NdW8rNTeYtdgxiVczXtct7dyy1z65ZxEBHFA0vrJN18882YOHEiCgsLsXPnTsyaNQsbNmxARUUFevbsiauuugorV67E4sWLkZWVhWuvvRYA8NFHHynug3WS7M+oYo4syGZ+DuT6A6A7BjVrhPPuXpHm1mlzHhxvj4wUwAPU7m91ROxERE7niGKyv/nNb/Dhhx9iz5496NmzJ37yk5/g3nvvxcCBAwEcLib7/PPPhxSTVfN1O26SKF6t2liN2SsqQm47XJCdilkTS0z7jbWIGOwwDrIvJ68PJ8dORORUjtgkmYGbJIpHqzZW46pl67v8gbj/99NmfLVHRAx2GAfZl5PXh5NjJyJyMqV7A1v9TRIR6dfhkzB7RYXsHbT8j81eUYGOWNV8LY7BDuMg+3Ly+nBy7ERE8YKbJCKX+aSyLuTrO+EkANUNLfikss7WMdhhHGRfTl4fTo6diChecJNE5DK790X+4UvLcVbFYIdxkH05eX04OXYionjBTRKRy/TKTI19kIrjrIrBDuMg+3Ly+nBy7ERE8YKbJCKXGVGch4Ls1C4FK/086LyDlv/23HaNwQ7jIPty8vpwcuxERPGCmyQil0nwejBrYmch3vAfwvz/P2tiiaG1WETEYIdxkH05eX04OXYionjBTRKRC40fXIB5Fw9Dfnbo13Xys1NNu7WwiBjsMA6yLyevDyfHTkQUD1gniTRzWpV7rZw8TjvELiKG8DaGF+Zi3fa9jpwTEs8O61wrJ8duBrvlx27xEJF6LCZ7CDdJxoiXSvHxMk4n4ZwQxQe7net2i4eItOEm6RBuksSLl0rx8TJOJ+GcEMUHu53rdouHiLRTujfg3ySRKvFSKT5exukknBOi+GC3c91u8RCRObhJIlXipVJ8vIzTSTgnRPHBbue63eIhInNwk0SqxEul+HgZp5NwTojig93OdbvFQ0Tm4CaJVImXSvHxMk4n4ZwQxQe7net2i4eIzMFNEqkSL5Xi42WcTsI5IYoPdjvX7RYPEZmDmyRSJV4qxcfLOJ2Ec0IUH+x2rtstHiIyBzdJpFq8VIqPl3E6CeeEKD7Y7Vy3WzxEZDzWSSLNlFQeF1Gd3OoK51b3b3Usevs0ImY7zQkRGcdu57qR8dhtrERuxWKyh3CTZB0R1clZ4fwwK3Kht0/OHxFRbLxWEpmHm6RDuEmyhojq5KxwfpgVudDbJ+ePiCg2XiuJzKV0b8C/SSLhRFQnZ4Xzw6zIhd4+OX9ERLHxWklkX9wkkXAiqpOzwvlhVuRCb5+cPyKi2HitJLIvbpJIOBHVyVnh/DArcqG3T84fEVFsvFYS2Rc3SSSciOrkrHB+mBW50Nsn54+IKDZeK4nsi5skEk5EdXJWOD/Milzo7ZPzR0QUG6+VRPbFTRIJJ6I6OSucH2ZFLvT2yfkjIoqN10oi++ItwC3k9sJxRtVJystIwi+G9EHf3HTkZSQjPzvNkqKqwwtzsW77XtPmT2k+Ra6rWH3G6ktU7Y/gfnpkpAAeoHZ/q2F5d+u5addx2TUuN2BunYF1kojMwzpJh9h1kxQvF0QRb9D+Nt6qqMFrG3airqmtyzFWFFX1eoDgu7KaMX9mbUqU9GnWpk2un2Ci8+7Wc9Ou47JrXG7A3DoLN7RE5uAm6RA7bpJYOE69SDkL5oG5RVXl+odBMShh5royqy+l8y6qT7eem3Ydl13jcgPmlohIHovJ2hQLx6kXLWfBJJhbVFWufxgQgxJmriuz+lIz7yL6dOu5addx2TUuN2BuiYj04ybJZCwcp16snAUzu6hqOKvmz8x1ZVZfanIvok+3npt2HZdd43ID5paISD9ukkzGwnHqqc2FFUVVjYxBZH8i4jKrLy2v19OnW89Nu47LrnG5AXNLRKQfN0kmY+E49dTmwoqiqkbGILI/EXGZ1ZeW1+vp063npl3HZde43IC5JSLSj5skk7FwnHqxchbM7KKq4ayaPzPXlVl9qcm9iD7dem7adVx2jcsNmFsiIv24STIZC8epF5yzaDwwt6iqXP8wIAYlzFxXZvWlNPei+nTruWnXcdk1LjdgbomI9OMmyQLjBxdg3sXDkJ8d+lWH/OxU3pY1An/OCrLlvx5SYGDuIs1X+M8XVs+fmevKrL4i9WNUn249N+06LrvG5QbMLRGRPqyTZCGnFI4LjrNHRgrgAWr3t8aMWen41OTBf2xNYwvq9rciLyMZ+dlpga+NiM5nyNi7pcDXIeHjqj0APDilOA9ejwe1TbFzoWfMemI2el2Z1deBtg7MWVmBqj3NKMxLx1nH9UZ9y0HD+jRqXFaf8yKLOxt1ntn5WmgnRlxf7cjp8ZNxuDZIKxaTPcTOmyQnkKvYHixS9Xalld5FVYQ3orK8XJteDxBcWsQusbrZ3JUVWLi6MiTvXg8wbXQxZk6I/TVMu3DDvLthDG4QL/MQL+Mk9bg2SA9ukg7hJkm7SBXbg8lVb1da6V1URXgjKssrGbtdYnWzuSsr8MSHlRGfnz7GGRslN8y7G8bgBvEyD/EyTlKPa4P0Uro34N8kkaxoFduDhVdvV1rpva3dJ6QivBGV5ZWO3Q6xullbuw8LV0feIAHAwtWVaGv3mRSRNm6YdzeMwQ3iZR7iZZykHtcGmUnTJunDDz9Ee3u76FjIRmJVbA8WXL1daaX3peVVQirCG1FZXs3Y1fRhRKxutrS8CrHe53xS53F25oZ5d8MY3CBe5iFexknqcW2QmTRtkk4//XTU1XEBupmWSuy797Uoft32umYhcRhRWV5rFXorYnUzpWtE6XFWccO8u2EMbhAv8xAv4yT1uDbITIlaXuTyP2MiaKvEruY1hXnpQto0orK81ir0VsTqZkrXiNLjrOKGeXfDGNwgXuYhXsZJ6nFtkJk0bZIAoLy8HLm5ubLPjRkzRnNAZA/+iu01DS2Kbl6QH1S9Pdrr/MdOKS3Ck/+tjHlcrIrwseJU2o6aNu0Uq5tNKS3CvSu/ivqVO6+n8zg7c8O8u2EMbhAv8xAv4yT1uDbITJpv3HDeeedh7NixXf6dfvrpIuMji0Sr2B4svHq70krvyYleIRXhjagsr3TsdojVzZITvZg2ujjqMdNGFyM50d73n3HDvLthDG4QL/MQL+Mk9bg2yEyaf7qoqamBz+fr8q+jo0NkfGShSBXbg8lVb1da6V1URXgjKstHajP8umuHWN1s5oQSTB9T3CXvXo9zbv8NuGPe3TAGN4iXeYiXcZJ6XBtkFk11khISElBdXY1evXoZEZNQrJOkjlwFawCBx3pkpAAeoHZ/a8wK12ZXhDei+nZ4m8MLc7Fu+17FfUSKyc2Vwo0Y24G2DsxZWYGqPc0o6p6OP00oQVpygu3itGOfotl9DHaPTxSOk+Jdh0/C2m17UL51DwAJpQN64OTiPFXv0RSfDC0m6/V6UVNTw02Sy7CCtVjxmE8jxuyUNsl6nFei+CF3vns9CPk7Vp7/JMfQTZKTcJOkDCtYixWP+TRizE5pk6zHeSWKH5HO93A8/0mO0r2Bpr9Jmjt3Lp5++ukujz/99NO4//77tTRJFmIFa7HiMZ9GjNkpbZL1OK9E8SPa+R6O5z/poWmT9MQTT+DYY4/t8vigQYMwf/583UGRuVjBWqx4zKcRY3ZKm2Q9zitR/Ih1vofj+U9aadok1dTUoKCg68eWPXv2RHV1te6gyFysYC1WPObTiDE7pU2yHueVKH5oPY95/pNamjZJ/fr1w5o1a7o8vmbNGvTp00d3UGQuVrAWKx7zacSYndImWY/zShQ/tJ7HPP9JLU2bpGnTpuH666/HokWLsH37dmzfvh1PP/00brjhBkybNk10jGQwfwXrSDfJ9KDzDjGsYK1MPObTiDE7pU2yHueVKH7EOt/D8fwnrTRtkm655RZcfvnl+MMf/oABAwZgwIABuPbaa/HHP/4RM2fOFB0jGYwVrMWKx3waMWantEnW47wSxY9o53s4nv+kh65bgO/fvx9fffUV0tLScNRRRyElJUVkbELwFuDKscaIWPGYT6fUNIrHuYkHnFei+ME6SaQV6yQdwk1SV9EqmLe1+7C0vArb65pRmJeOKaVFSE6U/8BRSSV0p1dL1xu/mny6hRFzbkQeO3wS1m7dg/JttQA8KB3YHSMHdNcca6RxO/0ccBrm2x05cMMYyHjh62R4YS7Wbd/ruHXD9W4uwzdJn332Gf7xj39gx44daGtrC3nulVde0dKkIbhJChXtN60AFP8WVslvbJ3+W1298Tt9/HZhVB5FthuprUlDCrD8i2quATKNG647bhgDkVJc7+YzdJP0wgsv4He/+x3GjRuHN998Ez/72c/wzTffYNeuXTjvvPOwaNEiXcGLxE3SYdEq0kdaBHLVqpVUtgcQ8xg7n/xKxhgtfr2vp05G5VFku0orv+vpg0gJN1x33DAGIqW43q2hdG+g6fsqc+bMwcMPP4wVK1YgOTkZjz76KL7++mtMnjwZ/fv31xw0GUdJRXo54dWqlbRTtnwTypZHP8bO1a+VjDFa/HpfT52MyqPIdtVUftfaB5ESbrjuuGEMREpxvdufpk3S1q1bcfbZZwMAkpOT0dTUBI/HgxtuuAELFiwQGiCJobZCdbDgatVKKtvXNLaipjH6MXaufq1kjNHi1/t66mRUHkW2q/W84hog0dxw3XHDGIiU4nq3P02bpNzcXOzbtw8AcMQRR2Djxo0AgPr6ejQ3N4uLjoQRUWl6974WoRWr7Vr9WmlckY7T+3rqZFQeRbardw65BkgUN1x33DAGIqW43u0vUcuLxowZg7feegvHH388fvWrX+G6667Du+++i7feegs//elPRcdIAoioNC26WrVdq18rjSvScXpfT52MyqPIdvXOIdcAieKG644bxkCkFNe7/WnaJP39739HS0vnzvb2229HUlISPvroI/zyl7/EHXfcITRAEsNfobqmoUXV308AnX9AmB9UrTpaOx4AvbNSAHiwqzHyMfk2rn4dK1ex4tf7eupkVB5Ftqv1vOIaINHccN1xwxiIlOJ6tz9NX7fLy8tDnz59OhvwenHbbbdh+fLlePDBB5Gbmys0QBJDSUX6aM/5q1Uraads0iCUTYp+jJ2rXysZY7T49b6eOhmVR5Htqqn8rrUPIiXccN1xwxiIlOJ6tz/NdZI6Ojrw6quv4quvvgIAlJSU4Be/+AUSEzV9OGUY3gI8FOskKcc6SfbAOklEyrnhuuOGMRApxfVuPkPrJG3atAmTJk1CTU0NjjnmGADAN998g549e2LFihUYPHiw9sgF4yYpVIdPwtqte1C+rRaAB6UDu2PkgO5I8Ho6n9u2B+Vb9wCQUDqgB0YO7B7xtxhKKkSLqCJtZSVqtX3LVf/+tLIO5dtq0e6TsL+lHR6PB0Xd0zGltAjJiV7NfQW/LtKc2oGI+Wtr92FpeRW21zWjMK8zdwleDz6prENNYwvq9rciLyMZ+dlpqtoXubYiteWWivBuo/fctvO82T1Ws947iJyC691chm6SSktL0bNnTyxZsiTw9bq9e/fikksuwY8//oiPPvpIe+SCcZN0mKhPkczkpN+wyMWak54EAKhvPtjleK8HmDa6GDMnlGge56qN1bjtlS+7tJ+TnoT7zj/e8hyJmD+1ebXr+gCctZ7dTO08cN7EYS6JyGqGbpLS0tLw2WefYdCgQSGPb9y4ESeffDIOHDigPmKDcJPUKVpV50gLwOqKz06qRB0pViXOKumFtyt2qx7nqo3VuHLZ+qhtz7cwRyLmT2tePQrbN5OT1rObqZ0Hzps4zCUR2YHSvYGmGzccffTR2LVrV5fHd+/ejSOPPFJLk2QgJVWd5VhZ8dlJlaijxarEWzIbJCD6ODt8EsqWb4rZtlU5EjF/evIqKWjfTE5az26mdh44b+Iwl0TkNJo2SXPnzsUf//hHvPTSS/j+++/x/fff46WXXsL111+P+++/H42NjYF/ZL1YVZ2jsaris5MqUevJbyyRxtn5tzitMV9vVY5EzJ/evNplfQDOWs9upnYeOG/iMJdE5DSabkV3zjnnAAAmT54Mj6fzg3L/t/YmTpwY+H+Px4OOjg4RcZIOIqo1m13x2UmVqM2IIbwPNX1akSMR8+fEdRuJk9azm6mdB86bOMwlETmNpk3Se++9JzoOMpCIas1mV3x2UiVqM2II70NNn1bkSMT8OXHdRuKk9exmaueB8yYOc0lETqNpk3TaaaeJjoMMFKuqczRWVXx2UiVqPfmNJdI4RxTnIT8rJeZX7gosypGI+dObV6vGLsdJ69nN1M4D500c5pKInEbT3yQBwLJly7BkyRJIkoQPPvgAf/zjH7F48WKBoZEoSqo6R3vOiorPTqpEHS1WJc4q6QWPzGujjTPB60HZpEGIxaociZg/PXn1KGjfTE5az26mdh44b+Iwl0TkNJpuAX7bbbdhwYIFSE9Pxy9/+Uu88MILOPXUU/HWW2/hjjvuwIwZM4yIVRMn3wJcdHEx2XozaUm49NQiDOyRgbtWbEJd0+G6M2bWrog0VrU1NcwsyBbe196mNtzzRmisGckJAICmtq5/m6emTlK0/MjVScpNT8LcoDpJSgudKsmXmtdEGtedZ5cgNyNZcRtlyzeFfGqWnZYIj8cTtU7SWSX5titCHCkfvzm5P4p6pLOIoElYJ8k6crnMy0jCeUOPwBnH9gY8QO3+VtlzQe68AsAinESkiqF1kvr27YunnnoKRx99NI488kgsW7YMF154IZYtW4Z77rkHmzdv1hW8SE7dJBn1ptzhk/D3d7/FojWVqD9w+AdMrwcIvvNqXkYy/vyLwZhwgvE/AGjdIKhtx4yY7zz7OGzZvR+L1lSF5FdO78wUzP7FoJgbGSX5Wbt1D8q31QLwoHRgd4wc0D2Qo0ivnzSkAMu/qFaVLy057rqZbMU9b3yl6gfUsuUVqGk8fHx+ViruOqdzo1XT2IK6/a3Iy0hGfnYaRhTn4a2KGst+qFWznqtqm/D8JztCNoD84dscan9BYOYvYNzOn8u3Kmrw2oadqGtqkz0u+FxQWlSa5w8RxWLoJiklJQVbt25F3759kZGRgc8//xxHH300tm/fjuOOOw7Nzc26ghfJiZskIwvuKS3OaVZxP1FjNbNIoZbCvJHEKnqqd1xqi7FGa9fI4rAiC3laWbBSTd8srEnxTMm1yX8uXDGmGAs+rFR0HeP5Q0SxGFpMtkePHqitrQUA3HHHHejVqxcAoKmpCZmZmVqapEOMLLinpjinGcX9RI3VzCKFWgvzRhKt6KnecWkpxhqpXaOLw4oq5GllwUo1fbOwJsUzpdcm6dC/hauVbZD8rwF4/hCRfpo2Sb/73e9QX18PAJg5cyZycnIAAB988AFOPvlkUbHFJSML7qktzml0cT9RYzWzSKERhWMjxaZ3XFpjlWvXjOKwIgp5WlmwUk3fLKxJ8UzttUntXofnDxGJoOkW4HPnzpV9/KqrrsJVV12lK6B4Z2TBPa1F+owq7idqrGYWKTQzF3rHpTfW4NebWRxWTyFPKwtWGtE3C2uSG5m1rnn+EJEemjZJfj/++GPgJg3HHHMMevbsKSSoeGZkwT2tRfqMKu4naqxmFik0Mxd6x6U31uDXm1kcVk8hTysLVhrRNwtrkhuZta55/hCRHpq+btfU1ITLLrsMffr0wZgxYzBmzBj06dMHl19+ua1u2uBE/oJ7ke6Z5IH2Ipmx2hbZl4h4lPZvZM7U9qVFpNj0jktrrHLtisix2ja09GnmWginpm8r4ySymtprk9ejrlYazx8iEkHTJunGG2/EBx98gOXLl6O+vh719fX417/+hQ8++AA33XST6BjjipEF99QU5zSjuJ+osZpZpFBrYd5IohU91TsuLcVYI7VrdHFYUYU8rSxYqaZvFtakeKb02uQvsj1tdHHMY4NfA/D8ISL9NN0CvEePHnjppZcwduzYkMffe+89TJ48GT/++KOo+HRz4i3AAWNr/si1HV4nycxaE6LGaoc6Sf43/vDn5CiNTe+4rK6TpLcNLX1aWfxTTd8sUkrxTG79B4tVJyk3PQkSWCeJiNQxtE5Seno61q1bh+OOOy7k8U2bNmHEiBFoampSH7FBnLpJAowtXhje9vDCXKzbvteySuaixmpmzob2y8GytVX4tGovMpITcP6wvhh1ZA8keD1oa/dhyUdV+LRqD9KSElHSJws9u6Vgb3NbSNFTpbEpGVe0YyI9pyVfInKspZDn2m17UL51DwAJpQN6YOTA7jFfoydnegS32yMjBfAAtftbZftgkVJzOCXPTolTFL3nCmDe+1SkuONhnojcxNBN0k9/+lN0794dzzzzDFJTO/8w8sCBA5g6dSrq6urw9ttvqw74vvvuw8yZM3HdddfhkUceAQC0tLTgpptuwgsvvIDW1laMGzcOjz/+OHr37q24XSdvkqzE33CHksuHXPHYnPQk/Pqkvnjxs+9Dfrvpf+6+8483JH9uny8jxmdGztw+L07hlHlwSpzxjvNE5GyGbpI2btyIcePGobW1FUOGDAEAfPHFF0hJScGbb76JQYMGqWrv008/xeTJk5GVlYXTTz89sEm66qqr8MYbb2Dx4sXIzs7GNddcA6/XizVr1ihum5sk9SJVQo/XSuZKKsOrMV9w/tw+X0aMz4ycuX1enMIp8+CUOOMd54nI+ZTuDTTduGHw4MHYsmUL5s6di6FDh2Lo0KG477778O2336reIO3fvx8XXXQRFi5ciNzc3MDjDQ0NeOqpp/DQQw/hjDPOwPDhw7Fo0SJ89NFHWLt2rZawSYFoldDjsZK50srwapQt3yQsf26fLyPGZ0bO3D4vTuGUeXBKnPGO80QUXzRtkvbs2YP09HRMmzYN1113HTIyMrB582Z89tlnqtu6+uqrcfbZZ+PMM88MeXzdunU4ePBgyOPHHnss+vfvj/Ly8ojttba2orGxMeQfKRerEnq8VTJXWxleiZrGVmH5c/t8GTE+M3Lm9nlxCqfMg1PijHecJ6L4omqT9OWXX6KoqAi9evXCscceiw0bNmDEiBF4+OGHsWDBApx++ul47bXXFLf3wgsvYP369Zg7d26X52pqapCcnIycnJyQx3v37o2ampqIbc6dOxfZ2dmBf/369VMcDymvUB4vlcyNGqeodt0+X0aMz4ycuX1enMIp8+CUOOMd54kovqjaJN166604/vjj8eGHH2Ls2LE455xzcPbZZ6OhoQF79+7F9OnTcd999ylq67vvvsN1112HZ599NnDzBxFmzpyJhoaGwL/vvvtOWNvxQGmF8nipZG7UOEW16/b5MmJ8ZuTM7fPiFE6ZB6fEGe84T0TxRdUm6dNPP8W9996LU089FQ888AB27tyJP/zhD/B6vfB6vbj22mvx9ddfK2pr3bp12L17N4YNG4bExEQkJibigw8+wN/+9jckJiaid+/eaGtrQ319fcjrdu3ahfz8/IjtpqSkICsrK+QfKRerEnq8VTJXWxleifysFGH5c/t8GTE+M3Lm9nlxCqfMg1PijHecJ6L4omqTVFdXF9igdOvWDRkZGSE3W8jNzcW+ffsUtfXTn/4UX375JTZs2BD4d9JJJ+Giiy4K/HdSUhLeeeedwGs2b96MHTt2oLS0VE3YpEK0SujxWMlcaWV4NcomDRKWP7fPlxHjMyNnbp8Xp3DKPDglznjHeSKKL6pv3ODxeKL+v1KZmZkYPHhwyL+MjAx0794dgwcPRnZ2Ni6//HLceOONeO+997Bu3TpceumlKC0txciRIzX1ScqMH1yAeRcPQ3526FcG8rNT4/L2ppHyIbfyc9OTMH1MMXLSk7o8l5OeJPz239Hic8t8GTE+M3Lm9nlxCqfMg1PijHecJ6L4oapOktfrxc9//nOkpKQAAFasWIEzzjgDGRkZADrvLLdq1Sp0dHRoCmbs2LEYOnRol2Kyzz//fEgx2WhftwvHOknaaa0o7tZK5OHjGl6Yi08r61C+rRaAB6UDu2PkgO5I8HrQ4ZOwdtselG/dA0BC6YAeGDmwe8Q8tLX7sLS8CtvrmlGYl44ppUVITvTK9hspn27NO9CZnyUfVeHTqjqkJyfglyf2xaijekQdn5J8mJEzLX24eS6tEi2ndsq3nWLRwunxK2W3cdotHrtinggwqJjspZdequi4RYsWKW3ScNwkmYuVyNWbu7ICC1dXIri0htcDTBtdjBP758Z9PqPlZ+aEEtnXOHkdOjl2J2K+xWEurcG8K8M8kZ8hmyQn4ibJPKxErt7clRV44sNKVa+Jp3zGys/0MV03Sk5eh06O3YmYb3GYS2sw78owTxRM6d5AUzFZonCsRK5eW7sPC1er2yAB8ZNPJflZuLoSbe2+wP87eR06OXYnYr7FYS6twbwrwzyRVtwkkRCsRK7e0vIqaL0mx0M+leTHJ3Ue5+fkdejk2J2I+RaHubQG864M80RacZNEQrASuXrb65p1t+HmfCrNT/BxTl6HTo7diZhvcZhLazDvyjBPpBU3SSQEK5GrV5iXrrsNN+dTaX6Cj3PyOnRy7E7EfIvDXFqDeVeGeSKtuEkiIViJXL0ppUXQeufReMinkvx4PZ3H+Tl5HTo5didivsVhLq3BvCvDPJFW3CSREKxErl5yohfTRhfHPC5e86kkP9NGFwfqSQHOXodOjt2JmG9xmEtrMO/KME+kFTdJJAwrkas3c0IJpo8p7vKJidfTeXvr+XGez1j5kauT5OR16OTYnYj5Foe5tAbzrgzzRFqwTpINuK0CtJ7xGJELuTYBqOpHZFxybXX4JCwtr8L2umYU5qVjSmlR4BOStnZfyHO/PaUQG76rN329RMqBGev3QFsH5qysQNWeZhR1T8efJpQgLTlBU7xWUBuLiDXrBmbNoZ3WitNxzqwh4hoTD/mL13FTKBaTPcTumyRWgD7MiFzItZmTngQAqG8+qKgfkXGpbUvueK8HIbfGNmO9RIp70pACLP+i2tD16/RzRET8Ts+BFvE4ZlKGa0Mf5o/iHTdJh9h5k8QK0IcZkYtIbcqJ1I/IuNS2pTR+o9eLmjyKjsfp54iI+J2eAy3iccykDNeGPswfkfK9Af8mySKsAH2YEbmI1qYcuX5ExqW2LTXxG7le1OZRZDxOP0dExO/0HGgRj2MmZbg29GH+iNThJskirAB9mBG5iNWmkn5ExqW2LbXxG7VetORRVDxOP0dExO/0HGgRj2MmZbg29GH+iNThJskirAB9mBG50JM3/2tFxqW2La3xi14vetsTMQ9G9mEkEfE7PQdaxOOYSRmuDX2YPyJ1uEmyCCtAH2ZELvTkzf9akXGpbUtr/KLXi972RMyDkX0YSUT8Ts+BFvE4ZlKGa0Mf5o9IHW6SLMIK0IcZkYtYbSrpR2RcattSG79R60VLHkXF4/RzRET8Ts+BFvE4ZlKGa0Mf5o9IHW6SLMIK0IcZkYtobcqR60dkXGrbUhO/ketFbR5FxuP0c0RE/E7PgRbxOGZShmtDH+aPSB3eAtxiZtQrMLt4mtb+tOQiWtHNmsYWrNnyI976ajcaDhyuiZSbngQJXesk3Xl2CXIzkrvErXeOgmOs/LEJz6zdjrqmNkVtKamT1D0jGff8YjAmnGCPOkl5GUn48y8GY9zgAiHrzo41PdQU1n2rokZ3/Cv/V407/rVR8bpxg0g1zi4dVYxrzjiSP8gJpua6bXVBTjteE5yE+YvO6vVtZ27JDeskHWL3TRJg7KIz+2IockMRKxdKC8UGnktLwqWnFuGaM44CgJB+9ja14p43vooYt8iNXzD/hmLCCX0U52TPvhbctWIT6pqUFcMVJVIO5H6AV1uwV2vfVtBSWPesknzN8cv1p2TduEGHT8Lf392CRWuqUH/A3PUeT9Rct+3yA7adrglOxPzJs8v6tiM35YabpEOcsEkyitlF48zsT22B0+BYjCwYqzZGtX3YrRCgiIK9TmJ2YV27zbfZ4n38ZlCTY84HuRnXd2Ruyw2LycY5s4vGmdmflgKnwbEYVTBWS4xq+rBbIUARBXudxOzCunabb7PF+/jNoCbHnA9yM67vyOI5N9wkuZTZRePM7E9rgVM/owrGao1RaR92KwQoomCvk5hdWNdu8222eB+/GdTkmPNBbsb1HVk85ybR6gDIGGYXjTOzP5FtGBW3lhhjvcZuhQDNKBRrJ2YX1rXbfJst3sdvBrsV8iayCq83kcVzbrhJcimzi8aZ2Z/INoyKW0uMsV5jt0KAZhSKtROzC+vabb7NFu/jN4PdCnkTWYXXm8jiOTf8up1LmV00zsz+tBY49TOqYKzWGJX2YbdCgCIK9jqJ2YV17TbfZov38ZtBTY45H+RmXN+RxXNuuElyKbOLxpnZn5YCp8GxGFUwVkuMavqwWyFAEQV7ncTswrp2m2+zxfv4zaAmx5wPcjOu78jiOTfcJLnY+MEFmHfxMORnh34Emp+dasjtGs3sL1JfuelJgRo94QoixGFU3JHa1dOH2XOqNR65ebAqRpEijbcgOxXTxxSjwKQ15IZcKhHv4zeDmhxzPsjNuL4ji9fcsE5SHDC7aJyW/rTGKPc6oPNuLDWNLajb34qctCTUHziIvG4pyM+K3LbIuIMf75GRAniA3ftaUbuvFXubW+H1eFE6sDtGDuiuaS6ijdvs4oAdPglrt+5B+bZaAJ7AuETGE21uRK1vNe0omXeRc2DHwo9mxmRkX3Y6l8yid8wi5sMua9oucZB9cE1E5pbcsJjsIdwk2Z+RVZytaHvSkAIs/6I65HH/pyr1zQeFxxEtFqMrYZvRb7Q+AAjp302VxM3glnzJjcPoc9Vqdpg7O8RgpziIyFzcJB3CTZK9GVnF2Yq21RBVqdqqSthm9Butj0i5V9u/2yqJG80t+VJzDjttbJHYYe7sEIOd4iAi8yndG/BvksgyRlZxtqptNURUqraqErYZ/SrpQ46a/uO5krgWbsmX2nPYSWOLxA5zZ4cY7BQHEdkbN0lkGSOrOFvZthp6K1VbVQnbjH715Flp//FcSVwLt+RLy9pyytgiscPc2SEGO8VBRPbGTRJZxsgqznZo24w2raqEbUa/ImKO1UY8VxLXwi35snpdWsEOc2eHGOwUBxHZGzdJZBkjqzjboW0z2rSqErYZ/YqIOVYb8VxJXAu35MvqdWkFO8ydHWKwUxxEZG/cJJFljKzibGXbauitVG1VJWwz+tWTZ6X9x3MlcS3cki8ta8spY4vEDnNnhxjsFAcR2Rs3SWQZI6s4W9W2GiIqVVtVCduMfpX0obf/eK4kroVb8qX2HHbS2CKxw9zZIQY7xUFE9sZNElnKyCrOVrRdkJ2K6WOKURD2eG56UqD+isg4osVidCVsM/qN1sf8i4dhvoD+47WSuFZuyVekceQYeK5azQ5zZ4cY7BQHEdkX6ySRbnavvq60bS0xRHqN3or2IvocXpiLddv3GjLuWK8XNVYlMYpaO0racUu1cRHckgsz1q+ZnLKO7RCDHeKwun9yD64l5VhM9hBukozllorlThmH0jhFH2dEjE7j1nGRe3CNOgvni0ThWlKHm6RDuEkyjlsqljtlHErjFH2cETE6jVvHRe7BNeosnC8ShWtJPaV7A/5NEmnilorlThmH0jjb2n1Cj1MzbqfkUi23jovcg2vUWThfJArXkrG4SSJN3FKx3CnjUBrn0vIqocepGbdTcqmWW8dF7sE16iycLxKFa8lY3CSRJm6pWO6UcSjtf3tds9Dj1IzbKblUy63jIvfgGnUWzheJwrVkLG6SSBO3VCx3yjiU9l+Yly70ODXjdkou1XLruMg9uEadhfNFonAtGYubJNLELRXLnTIOpXFOKS0SepyacTsll2q5dVzkHlyjzsL5IlG4lozFTRJp4paK5U4Zh9I4kxO9Qo9TM26n5FItt46L3INr1Fk4XyQK15KxuEkizdxSsdwp41Aap+jjjIjRadw6LnIPrlFn4XyRKFxLxmGdJNLNLVWe7TyO4Nh6ZKQAHqB2f2vEODt8EtZu3YPybbUAPCgd2B0jB3SXHY+/7ZqGA6hrakNetxTkZ6VieGEu1m3fqykfonNpl7nRG4ddxmG1eMmDFeO0U25FnC9rt+1B+dY9ACSUDuiBkQPlr2NOpSRHRsypndYJiaHmfT/esZjsIdwkkdOpraStpfK23Gu8HiC4tIJV1bvdUkncLePQK17yEC/jjETv+FdtrMZtr3yJ+uaDIY/npCfhvvOPj4scAsaso3hfm27FeVWOm6RDuEkiJ1NbSVtL5e1IrwlnRfVut1QSd8s49IqXPMTLOCPRO/5VG6tx5bL1UfuY7/IcAsaso3hfm27FeVVH6d6Af5NEZFNqK2lrqbwd7TVK2zCKWyqJu2UcesVLHuJlnJHoHX+HT0LZ8oqY/ZQt3+TaHALGrKN4X5tuxXk1DjdJRDaltpK2lsrbsV6jpA2juKWSuFvGoVe85CFexhmJ3vF/UlmHmsbY16SaxlbX5hAwZh3F+9p0K86rcbhJIrIptZW0tVTe1lqF24zq3W6pJO6WcegVL3mIl3FGonf8avLi1hwCxqyjeF+bbsV5NQ43SUQ2pbaStpbK21qrcJtRvdstlcTdMg694iUP8TLOSPSOX01e3JpDwJh1FO9r0604r8bhJonIptRW0tZSeTvWa5S0YRS3VBJ3yzj0ipc8xMs4I9E7/hHFecjPiv3DXH5WimtzCBizjuJ9bboV59U43CQR2ZTaStpaKm9He004s6t3u6WSuFvGoVe85CFexhmJ3vEneD0om1QSs5+ySYNcm0PAmHUU72vTrTivxuEtwCmiQJHRxhbU7W9FXkYy8rPTDC06p7XAnZMK46mNNVrtg7NK8ru09VZFjePqJEXKSYdPwt/f3YInV2/FvlZf4Phe3ZJx97mDHXVLU7kc52Uk4byhR+DMknxbr1mR4qWWR7yMMxLWSRLD6XWSnPTeDMSO187jifdrjhqsk3QIN0nayJ1sfkaddFpPcCddGLTGKndhjrYZkts8xbqQh/cxvDAX67bvNfzNIFJOJg0pwPIvqiPetaewexo+uOUM4fEYyZ/jtypq8NqGnahrags8Z9c1awQ7/6AhUryMMxK94+/wSVi7bQ/Kt+4BIKF0QA+MHNg9rnIIGLOOzFibTnpvBmLH64TxxPs1Rylukg7hJkk9JcVFPRBbnExrITQnFVATGauTxh2N0kK2kThxo+SWuSMiisRp17lY8V4xphgLPqx0zHgoOhaTJU2UFheVIK44mdZCaE4qoCYyVieNOxo1hWwj2b7nABrCvo5jZ26ZOyKiSJx2nVMS78LVXTdIwc/baTwkDjdJFEJNcVFRxcm0FkJzUgE1kbE6adzRqC1kG8lliz8REI053DJ3RESROO06pyTeaPsfu42HxOEmiUKoLTYmojiZ1kJoTiqgJjJWJ407GlHx7RSw0TKLW+aOiCgSp13nRMVhl/GQONwkUQi1xcZEFCfTWgjNSQXURMbqpHFHIyq+Ptn2Hmcwt8wdEVEkTrvOiYrDLuMhcbhJohBqiouKKk6mtRCakwqoiYzVSeOORm0h20ievmSEkHjM4Ja5IyKKxGnXOSXxRrtBnN3GQ+Jwk0QhgouSReOBuOJkWguhOamAmshYnTTuaNQUso2ksHsastOTxAVlMLfMHRFRJE67zimJd9roYniiPG+n8ZA43CRRF+MHF2DexcNQEOFrTAXZqcJvd+nvMz+sz/wYfWl9nRVExuqkcUcTaRwF2amYPqY44hoEnHn7b8A9c0dEFInTrnOx4p05ocRR4yExWCfJImYV/NLTj/+1NY0tqNvfiryMZORnpxlanExrvG3tPiwtr8L2umYU5qVjSmkRkhPF/g5A1JyJnHu3FI6LNA7/41t/bMQjb21Bc1sH8jKS8eoffoKeWSlWh62L2rnTOtdKXmfkOnLLGnULN82HlWOJp75F/BzhlPUWK94On4S1W/egfFstAA9KB3bHyAHxV+DY6VhM9hA7bpLMqtrshOrQIpgxznjJpR3NXVmBhasrQ27B6vV0fv1h5oTYXw11A63rT8nrjFzbPG/sxU3zYeVY4qlvN60ZEZgPd+Am6RC7bZLMqkLttGrXWpkxznjJpR3NXVmBJz6sjPj89DHu3yhpXX9KXgfAsLXN88Ze3DQfVo4lnvp205oRgflwD6V7A/5NkonMqkLttGrXWpkxznjJpR21tfuwcHXkDRLQWQW9rd1nUkTm07r+lLyubPkmlC03Zm3zvLEXN82HlWOJp77dtGZEYD7iEzdJJjKrCrXTql1rZcY44yWXdrS0vCpqlXOgswr60vIqU+Kxgtb1p+R1NY2tqGk0Zm3zvLEXN82HlWOJp77dtGZEYD7iEzdJJjKrCrXTql1rZcY44yWXdrS9rlnocU6kdf2JXI9a2uJ5Yy9umg8rxxJPfbtpzYjAfMQnbpJMZFYVaqdVu9bKjHHGSy7tqDAvXehxTqR1/Ylcj1ra4nljL26aDyvHEk99u2nNiMB8xCdukkxkVhVqp1W71sqMccZLLu1oSmlR1CrnQOdd7qaUFpkSjxW0rj8lr8vPSkF+ljFrm+eNvbhpPqwcSzz17aY1IwLzEZ+4STKRWVWonVbtWiszxhkvubSj5EQvpo0ujnrMtNHFwuth2YnW9afkdWWTBqFskjFrm+eNvbhpPqwcSzz17aY1IwLzEZ/c+9OFTZlVhdpp1a61MmOc8ZJLO5o5oQTTxxR3+UTJ64mP238D2tefktcZubZ53tiLm+bDyrHEU99uWjMiMB/xh3WSLBJc1blHtxRAAmqbWl1R7T68z+GFuVi3fa+hMZgxTjV9RDs2ZO4zUgAPULtf/NyL4o+3puEA6prakNet82taascPQPMc7W9pxw0vfo4dew+gf24aHv71ieiWmihsjE6gtdK7knVrxPUosG4aW1C3vxV5GcnIz05T1Z4V1y8ttMap9Dohqk097ZpBbWxWjkXU+4HRfYtg5zVjhkg/06h5TyR7YTHZQ+y6SfJzW/VmufF4PQi5lbOTx6dEtDkF0OW5YHbLjdxY/CLFKveanPQkAEB988GYrw83d2UFFq6uDFlDXk/nV+3i4ZMkPzOuFaL6ENGOU66NWuNUe53Q26adcibHybFH49ZxxYtI8zdpSAGWf1HNeXUobpIOsfMmyW3VmyONJ5xTx6dEtDlVcqLZKTdK5tOD0FiVrgH/a4HoY527sgJPfBi5oGy8fOXOjGuFqD5EtOOUa6PWOLVcJ/S0Ge11duDk2KNx67jihZr3M4Dz6iRK9wb8mySLuK16c7TxhHPi+JRQMqex2CU3aubTH6ua1wCxx9rW7sPC1ZE3SACwcHUl2tp9Cnt0JjOuFaL6ENGOU66NWuPUep3Q26YdcibHybFH49ZxxQu172cA59WNuEmyiNuqN8caTzinjU8JtTmIxA65UTqW4Fi1jD/aWJeWVyHW+4xP6jzOzcy4VojqQ0Q7Trk2ao1Tz3VCa5t2yZkcJ8cejVvHFS+0nqecV3eJr798thG3VW/WGqdTxqeE6LFYmRu1feuNVe712+uaFb1W6XFOZca1QlQfItpxyrVRa5wi4tbaptU5k+Pk2KNx67jihRHvaeQ83CRZxG3Vm7XG6ZTxKSF6LFbmRm3femOVe31hXrqi1yo9zqnMuFaI6kNEO065NmqNU0TcWtu0OmdynBx7NG4dV7ww4j2NnIdft7OI26o3xxpPOKeNTwm1OYjEDrnxjyWW4Fi1jD/aWKeUFnWpjxTO6+k8zs3MuFaI6kNEO065NmqNU891QmubdsmZHCfHHo1bxxUvtJ6nnFd34SbJIm6r3hxtPOGcOD4llMyp3HNyx1mdG/9YlETgj1XNGgg+JtJYkxO9mDa6OGob00YXIznR3ZcxM64VovoQ0Y5Tro1a49R6ndDbph1yJsfJsUfj1nHFC7XvZ8HHcV7dw90/Xdic26o3RxpP+LXCqeNTItqczr94GObLPBd+nF1y4x9LpE+UCmRijTT+3PSkQK0kPyVjnTmhBNPHFHdZQ15P/Nz+GzDnWiGqDxHtOOXaqDVOLdcJPW3aKWdynBx7NG4dV7yINH8F2amYPqa4y3sj59V9WCfJBpRUsza64rXe9oNf36NbCiABtU2tIdWp9cQusjK9yFzKtQUAa7ftQfnWPQAklA7ogZEDuwPovGNOTWML6va3Ii8jufN7yx6gdn+r5tj97Rq9NpRWF+/wSVHHv3tfC3pkpKgad1u7D0vLq7C9rhmFeemYUlqEBK9Htgq6E6vCK12TRl4H1M6z0vZEnvd2nWOtYxV5XdMbixJ2fx+yKzPGZVbu3DpH0UQaczzmwi0cUUx23rx5mDdvHqqqqgAAgwYNwl133YWf//znAICWlhbcdNNNeOGFF9Da2opx48bh8ccfR+/evRX34YRNUixGV+zW276V8QHqKtOLjFWuLf+nJfXNB0PaF1GdW01/VlX9VpJfEXMg14bXg5Bbhjul+rnR549TYojFCTG6GfNvX2bNDdcAuYUjNkkrVqxAQkICjjrqKEiShCVLluCvf/0rPv/8cwwaNAhXXXUV3njjDSxevBjZ2dm45ppr4PV6sWbNGsV9OH2TZHTFbr3tWxmf2sr0ImNVW4lbTZx6+7Oq6reS/ALQPQdKc+GE6udGnz9OiSEWJ8ToZsy/fZk1N1wD5CZK9waW/k3SxIkTMWHCBBx11FE4+uijce+996Jbt25Yu3YtGhoa8NRTT+Ghhx7CGWecgeHDh2PRokX46KOPsHbtWivDNo3RFbv1tm+H+OTI9S0yVi2VuJXGKaI/K6p+K8lv2fJNKFuubw7U5MLu1c+NPn+cEkMsTojRzZh/+zJrbrgGKF7Z5sYNHR0deOGFF9DU1ITS0lKsW7cOBw8exJlnnhk45thjj0X//v1RXl4esZ3W1lY0NjaG/HMqoyt2623f6viiCe9bZKx64tLSr5b+zK76rSS/NY2tqGnUNwdqc2Hn6udGnz9OiSEWJ8ToZsy/fZk1N1wDFK8s3yR9+eWX6NatG1JSUnDllVfi1VdfRUlJCWpqapCcnIycnJyQ43v37o2ampqI7c2dOxfZ2dmBf/369TN4BMYxumK33vbtEp+SNkTGakQl7Wht6unPrKrfIvsxIhd2rH5u9PnjlBhE9W3HOXYD5t++zJobrgGKV5Zvko455hhs2LABH3/8Ma666ipMnToVFRUVmtubOXMmGhoaAv++++47gdGay+iK3Xrbt0t8StoQGasRlbSjtamnP7Oqfovsx4hc2LH6udHnj1NiENW3HefYDZh/+zJrbrgGKF5ZvklKTk7GkUceieHDh2Pu3LkYMmQIHn30UeTn56OtrQ319fUhx+/atQv5+fkR20tJSUFWVlbIP6cyumK33vatji+a8L5FxqonLi39aunP7KrfSvKbn9V5S2k9c6A2F3aufm70+eOUGGJxQoxuxvzbl1lzwzVA8cryTVI4n8+H1tZWDB8+HElJSXjnnXcCz23evBk7duxAaWmphRGax+iK3Xrbt0N8SvsWGauWStxylPartj8rqn4ryW/ZpEEom6RvDtTkwu7Vz40+f5wSQyxOiNHNmH/7MmtuuAYoXll6C/CZM2fi5z//Ofr37499+/bhueeew/3334///Oc/OOuss3DVVVdh5cqVWLx4MbKysnDttdcCAD766CPFfTj9FuCAOXWIypZXhPxRfbT2wwuo7W1qwz1vRI5PS6HM4IK0VbVNeP6THahpbA0cm5+VggtH9EfjgYN4dcMPqGs6XCcoLyMJ5w09AmeW5Hcpzvj3d7/F02sq0XBAeV2hSMVR36qo6TIvaUkJ8HgkNLf5Ao91z0jG+cOOwOv/C62TlJOehEtHFeOaM45UVDh0b1Mr7nnjq5h1krpnJOMXQ/vgrKDxyxVjTU5U9zsSJQX15OYqJy0Jl55ahGvOOAoJXk/E9Xzn2cchNyMlUGw3Jz0Z9c1tyMtIRn52WshcqqmTdFZJvuz82eUNPdr5fVZJftRzR1TB1r+/+y0WralEvYrzIrwNUcWo1aytznVTgtyMZM1FV0UVzxXNboUqY70PGVlw02650ELkelPy3mBUnaSy5Zu6vBeXTRpk6O2/3TD/ZC+OqJN0+eWX45133kF1dTWys7NxwgknYMaMGTjrrLMAHC4m+/zzz4cUk432dbtwbtgkAcZeJNRc+GL9gBsen9INntxxwfKzUnHhiP4o6pGOqtrmQz8sHT42LyMZQ/tlY8N3DahrauvSF9C16Gyssfrjuu2VL0M2IUDn5uS+84+Hzyfhjn9tDNmkyfHnaMvu/Vi0pirmD6OR89z1B0Kg8+5Db1fUdNkwFmSnYvARWXjnq90hGwivB5g2uhgzJ5REjTtWPHJFcvOzUnFSUS7+u6U24jiVbLTlchicp/A2hhfmYt32vSG5eauiJur82aWuh9z5LbcJD86BUUV5wze1WtoQUYw60tryXwf0/HAY7Xpjh+KYdi3aGel9SM0cilijdsiFGiLXm5r3BtEbCblfqOZnpaJsknFz4Yb5J/txxCbJDG7ZJBlFTYE4tcXklB6vpDio/zVXjCnGgg8rFdcMilZ0Nvw4ufivXLZeYU/a41Caj2hF+7QWt50+JvZGSUThXED9OonUhtKihUrmb75NCyDGWgORzgMRRXnNbEPt2hJRmFjp9caq4phOK9qpZw7NWKNWE7nerMyHFX27Yf7JnhxRTJaspaZAnNpickqPb2v3KSoOKh36t3C18g1ScF9KjguPv2y59rssqolDaT4iFe3TU9x24epKtLX7Ij4vqnAuoH6dRGpDSdFCpfNXtnyT7QogKjl3Ip0HIorymtWGlrUV3G7Z8k2q+1bTpxXFMZ1WtFPvHBq9Rq0mcr1ZmQ8r+nbD/JPzcZMUx9QUiFNbTE7p8UvLq1QVBzXyehgef7TCp6IpzYdc0T49xW19ErC0vCri8yIL5wLq14kcJUULlc5fTWOr7QogKjl3op0HIorymtGG1rXlbzf468FK+1bap1XFMZ1WtFPvHBq9Rq0mcr1ZmQ8r+nbD/JPzJVodAFnHiAJxaou3bq9rVty2GdTGL5rSfATHpzfWaH0alQe9eY71Oi1r1i5ExSOiKK+RbZiR9/A+1PZp9tpwWtFOI4uUOi0XckSuNyvzYUXfbph/cj5ukuKYEQXi1BZvLcxLV9y2GdTGL5rSfATHpzfWaH0alQe9eY71Oi1r1i5ExSOiKK+RbZiR9/A+1PZp9tpwWtFOI4uUOi0XckSuNyvzYUXfbph/cj5+3S6OqSkQp7aYnNLjp5QWqSoO6vXoq00UTXj8+VnmXXyV5kOuaJ+e4rZeDzCltCji8yIL5wLq14kcJUULlc5fflaK7QogKjl3ot20SklhRxHFIY0uRh2Jv938rBTVffv7VNqH2WvDaUU79c6h0WvUaiLXm5X5sKJvN8w/OR83SXFMTYE4tcXklB6fnOhVVBzUc+jftNHFMY+V60vJceHx+wufiuCJ8N/B/x8rH5GK9ukpbjttdHHUekmiCucGvz7SOlHahpKihUrnr2zSINvV21By7kwbXRw4J+Se11OU16w2tKyt4HbLJg1S3be/TyX9WVEc02lFO/XOodFr1Goi15uV+bCibzfMPzkfN0lxbvzgAsy7eBjyw37blZ+d2uX2mmqOVXN8pOPkXjNzQonssQXZqZg+prjLb+3ys1Mx/+JhmH/xsIi/0SuIEv/8i4cFCrYGy0lPitlupDi05iNSnqO9piA7FWeV9OryyYPXo+z237Halst5tLmItk5i5THSPEWLO9b82fX2sbHWQKTzINoaUduHGW2oXVvB7WrtO9Z6U7vORBMxL2bSM4da27ZrLuSIXG9W5sOKvt0w/+RsrJNEAJQXq+3wSfjo21q8sv57NLV14OSiXEwd1flpRIdPwtqte1C+rRaAB6UDu2PkgO4AELHt4H57dEsBJKC2qTXw37v3t6J2Xwvqmw/C44ndZqT2gouN1jS2yLYZ6TdSwWPe39qOXlkpGNY/D31y0jCiOA8dPglLy6tQtacJADC0X27nRT2o7+CirzWNLajb34q8jGT0yEhBRU0j1m3fi4zkBJw/rC9GHdkjYqX6WLlcu20PyrfuASChdEAPjBzYOa62dh+WfFSFT6v2ID05Eb8M6kfrGgnkM0IFebUFkAMV6Q/lJyc9GfXNbcjLSO783rkHqN3fqqit8HYj5cUIIgs/x2qrrd2HpeVV2F7XjMK8dEwpLYr6yaCSPuSK8saKX++YI71eSbta+w6stwjrV0n7Rhb51tK2mteIbj/SWhSRIyPzbJZY683ouVP7Oj3npGhWn2duWH8UisVkD+EmSZxVG6tx2ytfor75YMjjOelJ+PVJffHiZ9/LPnff+cdHLOoYrZJ2tP4itamkbQCqKnhHq5bu/5QiOEa5tuTayEhOQFNbR5c2M5IT8ODkIbIFY7WOSXTVcjOroDup4rrT8+KkXJtB5HXEyljVXEsixe6kXDiNGeed0evDiZSMM15yEW+4STqEmyQxVm2sxpXL1mt+ffhXm2JV0r5iTDGe+LBSVZtK2o602P39hn+Er7aavFxbWtoAQsenZ0xXjCnGgg+7Fh+NNOZYzKyC7qSK607Pi5NybQaR1xGjqZk7LfPspFw4jRnnndHrw4mUjBNAXOQiHindG/BvkiimDp+EsuUVutoIroytpJL2wtXRN0jhbQbHGqttOXIVvLVUkw9vq63dp6mN4Fj0jmnh6q4bpPA4lVYtN7MKupMqrjs9L07KtRlEXkeMpmbutMyzk3LhNGacd0avDydSOs6y5ZtcnwuKjpskisn/dyJ6BFfGVlJJW8l1R67attYK8P5+1cSppK2l5VWa2/DHojeOaLlUW7XczCroTqq47vS8OCnXZhB5HTGamrnTMs9OyoXTmHHeGb0+nEjpOGsaW2Me4/RcUHQsJksxiapo7W/HyKrcItoWGef2umYhsRhNdHVzkfNgRl96OT0vTsq1GcycJ7P60boenJQLpzHjvLPyemFXRv4MQu7CTRLFJKqitb8dI6tyi2hbZJyFeelCYjGa6OrmIufBjL70cnpenJRrM5g5T2b1o3U9OCkXTmPGeWfl9cKujPwZhNyFX7ejmEYU5yE/S9+FILgytpJK2krurilXbVtrBXh/v3JxauFva0ppkeZ4/LHoHVO0XIaPORYzq6A7qeK60/PipFybQeR1xGhq5k7LPDspF05jxnln9PpwIqXjzM9KcX0uKDpukiimBK8HZZNiFx2NJrgytpJK2tNGF6tqMzjWWG1He04uTrU/HAS3lZzoVV2R3s8fi94xTRtdDE+U59VULTezCrqTKq47PS9OyrUZRF5HjKZm7rTMs5Ny4TRmnHdGrw8nUjrOskmDYh7j9FxQdNwkkSLjBxdg/sXDAnWBguWkJ2H6mGLZ53LTk2Rv1R2rkvbMCSUR+4vUppK25188DPNVVPCOVS09Jz2pS4zhbUWKJyMlQbbNjJSELuPTM6aZE0qEVi03swq6kyquOz0vTsq1GUReR4ymZu60zLOTcuE0Zpx3Rq8PJ1IyznjJBUXGOkkuZVSF6A6fhLXb9qB86x4AEkoH9MDIgd0DlbjXbt2D8m21ADwoHdgdIwd0BwDNFevb2n1Y8lElPq3ai4zkBJw/rC9GHdkjapXwj76txcvrv0dTazt6Z6XgxP556JOTpqrfSGP2ST7kpqegR+bhaunRxhfeTvhxbe0+/PmNTfjiuwYAwE+O7IHRR/UM5DRcpKr2SsYkek2Etze0Xw6e+3i7bGxK24gU8869zdjwfT0AD4q6K2tbz1j05CbaHOmNI/z54YW5WLd9r9DzPNo5LoLSXOuZE5Hngv/YmsYW1O1vRV5GMvKz01Sd+yLGJGLcemMJ5KLhAOqa2pCbnoy9zW3Iy0hGr8xU+CQJH1fWQe+6MfL9y8j862FGbEavD6vpWdPRXuPEXFB0LCZ7SDxukuxUIVpPLGpfu2pjNW78xxdobusIedzjAa4YXYyZE9R/ZdDIXMq1Ha0PO81ruLkrK7BwdWXI7ca9ns6v+kXKe6zxqM2PViLzauR6N2v+zV7zote6EXkUkRM7n79qRDsvvZ7QkgNaxmdUntySf5LH+SU1uEk6JN42SXaqlq0nFrWvXbWxGlcuWx81nulj1G2UjMxlpLbD+/H3Yad5DTd3ZQWe+DBy8V+5vMcazxVjirHgQ/kiuMHH6h23yLwaud4j5UP0/Fux5sPbtlseReTEzuevGkquW8HUjs+oPLkl/ySP80tqKd0b8G+SXMRO1bL1xKL2tR0+CbP+tSlmTAtXV6Kt3Wd4/HraDjd7RQXa2n22mddwbe0+LFwdeYMEdM27ktwuXB19g+SnZ9wi59jo9R4pHyLn36o1H9y2nrVuRB5F5MRO12U91Fy3/NSMz6g8uSX/JI/zS0biJslF7FQtW08sal/7SWUddu2LXBnbzycBS8urYh6nJQY1lFaw9/extLzKNvMabml5FWK994TnXUlulbyf6R23yDk2er1Hy4eo+bdyzYtY60bkUURO7HRd1kPpdSuc0vEZlSe35J/kcX7JSNwkuYgZ1buV0hOL2teqGc/2umbNcek5Ts9rRMcsktLYgo8THafW9kTOsRnrXVQMel9v5JrXs9aNyKOInNjpuqyH0evLqDy5Jf8kj/NLRuImyUXMqN6tlJ5Y1L5WzXgK89I1x6XnOD2vER2zSEpjCz5OdJxa2xM5x2asd1Ex6H29kWtez1o3Io8icmKn67IeRq8vo/LklvyTPM4vGYmbJBexU7VsPbGofe2I4jz0zkyJGZPXA0wpLVISvqG59Lcdi7+PKaVFtpnXcFNKixDrTqjheVeSWyV3V9U7bpFzbPR6j5YPUfNvxpqP1baetW5EHkXkxE7XZT1ijSMSpeMzKk9uyT/J4/ySkbhJchE7VcvWE4va1yZ4PZj9i0ExY5o2ulhxvRojc+lvW8krZ00sQXKi1zbzGi450Ytpo4ujHhOedyW5nTa6WHF+tI5b5Bwbvd79+TBy/s1Y87Ha1rPWjcijiJzY6bqsR/A4lFIzPqPy5Jb8kzzOLxmJmySXsVOFaD2xqH3t+MEFmH/xMKQnJ3Rpy+NRf/tvvfErbTvSJ0oFYX3YaV7DzZxQguljirv8lt4bJe+xxjNzQomq/GglMq9Grnd/PoyefzPWfKy27ZZHETmx8/mrRqzrVvg1QO34jMqTW/JP8ji/ZBTWSXIpO1WI1hNLW7sPS8ursL2uGYV56ZhSWoTkRC86fBLWbtuD8q17EFzdHQA++rYWL6//Hs1t7Ti5qDumjiqK+AmSqGrbsY6J9Lz/8R/2NuM/m2rQfLADA3pk4E8TSpCWnNDldccfkY37V32Fqj3NKOqeHjhOzxwEP9ejWwogAbVNreiVmYrhhblYt31v4HXh/x/czoG2DsxZWaEqtvC4IvVX03AAdU1tyOuWgvwsfetZLhcdPimwzvrlpuPY3pmoO9AWc8xqc60lNiXrKFIbPTJSAA9Qu79V1doFoKuNaDlTmh+r8ygyHlFtWBV3pDZrGltQt78VeRnJyM9OU32umBmzke3GI1G5jPRebqd1Q+7DYrKHxOsmyQ0iVdCeNKQAL372PeqbD4Ycn5OehPvOP15V8U8RFbpjtRPr+bkrK7BwdWXI7Ym9HuCnx/XCxh8ao97e1Ovp/ApRtE/JovUPoMtz4e2HxxX8/9HaUZtLMyqmy/WRk54EAF3Wk1+kMdvxt5Ny4wsWHrvetRupDSflzCm0nB9mnFMUf0S+d972ype638uJ1OIm6RBukpxJbWX3YPMVfLwuqkJ3rHauGFOMBR92LWDpf/7Mkl54q2J3zH5iifS1tmjxiTjxo7WjJpdmVEzXs6aMikkkJeMLjh2ArrUbrY1o/dopZ06h5fww45yi+CPyvfPKZeujHqPkvZxIC6V7A/5NEtmOlsruwcqWb4paXVtUhe5Y7UgAFq7u+kNmcD8iNkg41E9bu09VfCJEa0dpLs2omK53TRkRk0hKxxcce9nyTbrWbrQ2or3GLjlzCi3nhxnnFMUfke+dZcsrYvYX672cyGjcJJHtaK3s7lfT2Bq1uraoCt1K4ox2fRd56fdJwNLyqpDH9OZRBCW5NKNiuuhc2K2Ku5rx+WOvaWyNelystaukDbnX2CVnTqHl/DDjnKL4I/K9s6Yx9vUq1ns5kdG4SSLbEVEZO1oboip0262C9/a65pD/t1N8ZsyHUa+1ol217BKHEk6K1Q60nB9mnFMUf6x47+QaJStxk0S2I6IydrQ2RFXotlsF78K89JD/t1N8ZsyHUa+1ol217BKHEk6K1Q60nB9mnFMUf6x47+QaJStxk0S2o7Wyu19+VkrU6tqiKnQridPr6VrgLrgfUbweYEppUchjevMogpJcmlExXXQuRMQkkprx+WPPz0rRtXaVtCH3GrvkzCm0nB9mnFMUf0S+d+Znxd78xHovJzIaN0lkO9EqaCtRNmlQ1NoIoip0x2rHg87bc0fr56ySXlH7UGra6OIutaCUjFPuOTWitaM0l2ZUTNe7poyISSSl4wuOvWzSINnjla7daG1E69cuOXMKLeeHGecUxR+R751lk2IXd4/1Xk5kNG6SyJYiVdAuyE7F9DHFgdo2wXLSkxTfMlRUhe5Y7cycUBL1+YW/OxnTxxR3qVTv9XRuoCJVtg8+LtLtv2PFN//iYZgv81x4+9H+P1o7anJpRsX0SH3kpifJric/uTHb8fbJkcYXLDh2vWs3WhtOyZlTaDk/zDinKP6IfO+cf/Ew3e/lREZinSSbMaNitJnVzAFo7qvDJ2Ht1j0o31YLnwTkpiejR2YK8rNSMbRfDpat3Y5Pq+qQnpyAX57YF6OO6qG6ev1HW2rx8uffo6mtHb0zU3Fivxz0yU2XjdMfz0dba7Gz/gD65KZh1KHq4JHGKVeZvldmKuABave3Bo7t8ElYWl6F7XXNKMxLx5TSIiQnekNyAHhwclEuvtm1D9/tPYDCvHT89pRCbPiuPmZ+o8158HM9uqUAElDb1Bnb8MJcrNu+N/C64P/v0S0F7Qd9ePWLH9Dc1oGTCnNxXEEWave3oq6pDXndOudKyZwH8tRwQPa1Pza24rzH/4u6poPIy0jCq3/4CXpmpUQcV7Qq7rHWqZoc2LGqe3Aua/e3ov7AQXjgQenA7hg5oGsl+7Z2n+zaC28v2nkdKUeR5lNJ/FbkN1ouRMWlpx0t19hY/VmZbzPIXYPzs9M0XSvpMJHnQ6RrtdWxkXuxmOwhTtokmVEd3ag+5Nr1/4YouJq20r7k2gvm9YTeoljtGCJV+o7UXrTjI1UHF5GTaPMFwPD1EsmqjdW48R9foLmto8tzGckJaAp6PFZMsdbkCWX/QWNLe5fXpSV5kZOe3OV1k4YU4MXPvjekirsZ56gISuPUMh47tG2EuSsrsHB1Zch1xevp/Nrhif1zhcQlenx623PKetYq2vuIqDVL9sI5JCW4STrEKZskM6qjG9VHpHblKOlLTXtq2g1uP1alb3+b8y4eBgCKjg/+eoCInESbr0jtilwvkSjNn5KYYq3J1CQvDhz0QSStX+Mw4xwVQWmcWsZjh7aNMHdlBZ74sFLVa9TGJXp8ettzynrWSsk12H+N17pmyV44h6SU0r0B/ybJBsyojm5UH9HalROrL7XtKW03uP2y5ZsUtzl7RQVm/WujouP91cFF5ETJfCltS6QOn6Q4H7FiijVGCRC+QQK0VXE34xwVQWmcbe0+1eOxQ9tG5Let3YeFq9VtkAB1cYken972nLKetVJ6DfZf47WsWbIXt69psgY3STZgRnV0o/qI1a7avrS0p6Td4PZrGlsVt1nd0IJd+9oUHeuvDi4iJ0bnQatPKusU5yNWTHrGqIeWKu5mnKMiKI1zaXmV6vHYoW0j8ru0vApaf25SGpfo8eltzynrWSs11xata5bsxe1rmqyRaHUAZE51dKP6EB2TiOra0dowunq33vb9rzc6D1a1Gfx6KyupG7XOra4Or7T/7XXNqtuzQ9tG5FdpvNHEikv0+PQe55T1rJXauLWsWbIXt69psgY3STZgRnV0o/oQHZOI6trR2jC6erfe9v2vNzoPVrUZ/HorK6kbtc6trg6vtP/CvHTV7dmhbSPyqzTeaGLFJXp8eo9zynrWSm3cWtYs2Yvb1zRZg1+3swEzqqMb1UesdtX2paU9Je0Gt5+flaK4zYLsVPTOTFZ0rL86uIicGJ0HrUYU5ynOR6yY9IxRDy1V3M04R0VQGueU0iLV47FD20bkd0ppUZe6TkopjUv0+PS255T1rJWaa4vWNUv24vY1TdbgJskGzKiOblQf0dqVE6svte0pbTe4/bJJgxS3OWtiCWb/YrCi4/3VwUXkRMl8RXtO73qJJMHrUZyPWDHFGqMHnbf5Fk1LFXczzlERlMaZnOhVPR47tG1EfpMTvZg2ujjmcXriEj0+ve05ZT1rFTy+aPzXeC1rluzF7WuarMFbgNtEh0/C39/9FovWVKL+gLIaOmoKpvmPfXNTNV5a/wP2BdWdyUlPwqWjinHNGUcqLjIYXqDv+73N+NcX1ahrOvxH/bnpSZAkRBxPtPbV1knyj+GqsQOjFvr09/l2RQ1e/Ow77G/tWucHAPIyknDe0CNwZkk+RhTn4a2KGtz28v9Qf6BrvR5/3/3z0kIKZ+5tasM9b4SOoVtKInySFFJfSG2dJH9/R/Xq1qX9zNQEXDCsL342qEC2sKokSchJT0KPzFTFxT3lGF0nKSM5AWOO7omLRxbiyqWfYZ/MPCUnepCXnoKaRnV1ks44tjeWfFSFT6v2ID05Eb8c1hejjpQvRBy+Rvc2teKeN76SrcFxVkm+bQoY6qllFOl6EO01+VkpuHBEfxT1yAiM/a2KGlvWSYp03dFbJym88LNc8V7ZfKcl4dJTi3DNGUdFXS/hcQ8vzMW897/F0/+tREPQ9Tw/KwVlkwbprpOkdD3buXCnk+sk2TmvdmanOST7Yp2kQ5ywSdLyxqnmQhBrwyH3erVFTP2CNxd7m1px9+sVIXeT87+By7Uh90OH/02iR0YK4AFq97eG/ICwaE1VyCYsWpFZuTHlpidh5IA8DOjZDTlpyfihvhnLwzZ7/h+8/7WhOuQH8ozkBIw9pifWbd8re8e8guxU3Hn2ccjNSMHbFTV4dcMPqGs6HKuaH47+/u6WLmMtyE7FOScU4OX1P4TEGx633IYhUs7V6PBJ+GhLLV7+/Hs0t3Xg5KI8TB1VhASvR/Wbu/+XBE98uLXLxisl0YvWdvlbgcv9cB6+MQyu4v6XVV9hwepKhF/10pMT8NDkIYp+YLrz7BLkZiSHjE/LhsBoSn/Iira+lPyCpqq2Gc9/sqPLZlXrxtHIHw5jXTfb2n1YWl6F7XXNKMxLx5TSIiQnemPGFanYtFwBYy2/EJOLO/xa55eflYqyScrXndy4lK5nJ/xAGv4LvbyMZORnp9l60+eEvNqZHeaQ7I2bpEPsvkkyuuiilqKmV4wpxoIPK1UVMQ0/Tksb0cYcTum4lIzJ3ycA1UVsY4mVC3/fWoo+iozR6iJ7agvUBlMav5KCofM1FJZ0egFDPfE7aexGFtOOtXaVFJqOFIfW4tqii4OHx+ekuXcS5pXIeCwm6wBaip+peY2WoqYSgIWru/5AH9y+kna0tKGmIKzScSkd0+wVFShbvsmQjYiSvrUUfRTJyiJ7agr8yvEXhIwWv9KCoWXLN6kqLOn0AoZ64nfS2I0spq1k7WpdL3rOf9HFwfUWDKbYnHROEcUDbpIspKX4mZrXaC3WKeL6a2RxRi3jihaPv081RWaVkhT2rbXoowhWF9lTW+BXTqz4lRYMrWlsVVVY0ukFDPXE76SxG1lMW8na1bpetJ7/RhUH11MwmGJz0jlFFA9YJ8lCWoqfxUvBNCsLwlpBb9FHI2NwSr/R2lFTMNSIwpJ2XbN6ridOuhbZoZi2lmNFFm8WeTyLrxrDSecUUTzgJslCWoqfxUvBNCsLwlpBb9FHI2NwSr/R2lFTMNSIwpJ2XbN6ridOuhbZoZi2lmNFFm8WeTyLrxrDSecUUTzg1+0spKX4mZrX+I9Vy+tRV6MoUhtaKCn4pqUIabQx+fvMz0oRXtjUg+i5iDVeMwquKsm5kdQW+JUTK36lBUPzs1JUFZZ0egFDPfE7aexGFtNWsna1rhet57+e8RhVMJhic9I5RRQPuEmykJbiZ2pe4z9W6Rus59A/f2HFSO0raWfa6OJAe5Ha0FrwTU2xVqVjmjWxJHBrctEbkli50Fr0USQri+ypKfArx4PY8SstGFo2aZCqwpJOL2CoJ34njd3IYtpK1q7W9aLn/BddHDw4PhZfNYaTzimieMBNksXGDy7AvIuHIT/sE5/87NSIt/pU8xr/sUo+UfK/fuaEkojtz794GOZHaa9ARRtqxhwuUg7C3zuUjMnfZ6Q2C7JTMX1McZcxR3pcTS6UjFdtXOHP56QnRWy7QEXOjTR+cAHmXzxMNtaURC88EX4mUBP/zAklmD6mWLatjOSEkNs0aznH9KxnK+mJ30ljNyrWaGs3Nz0pZF1piUPptc5P7zmtND4nzb2TMK9E9sE6STahpfhZtMKHkdqvaTiA2v1tqD/QWXw0Jy0JeenJqD9wEHndUtArMwWQgNqmVvTISIFPkvBxZR2CC3L6i3UqKdAXbVyxxixXYX7d9r0hxwOIeYzSeIKP8Rcibfd1YH+Lv7iphMzUJCR4vSgd2B0jB4TlouEA6prakNctBflZXePLS0/G1zWN+G7vgZjzpXT8wYVT13xbi531B3BEThpGHdkDIwd0BwCs3boHH22rxc69B5CflYq8bsnokZkqG6OIwntKcyx3TIdPwtqte1C+rRaAJ5DnDp+EpeVVqNrTDEDC0L456JObrinWtnYflnxUhU+r9iA9ORHHFWShV2aK7PqVO8fCi+X650VpsUq9uTOKnr71xm3muI3qy79212z9ETvrW3BEbhpGDewRuE7ojSP8mpuTnoz65jbkpCUFrt/+c1rJeIL7l7s2ATh0ntQhPTkBvzyxL0Yd1UPxuayW2wuAap3vSO93Pbodfq+2U76Uvm8RWYnFZA9xyiZJLa0VudVUbpd7zqyq30riNCoWub7Dac210jbUzG+kYycNKcDyL6qjtiG6sruS9uxSTT5WHHLP+z8tqG8+GHhM1Lq0S17M5qZxGz0WUe3HujZ50PkV1dZ2X8jjOelJuO/840255jp1DcgRMT497ydmsfJ9m0gNbpIOceMmSWtFbi2V28PF6kMEpXEaEYuaHHmi9K2knUjxq5lftXMa3AYAoZXdlcQtuk+tYsV6xZhiLPhQvghwLFrGovWcdjo3jdvosYhqX8T7QPhXCPVw0xqQI2J8et5PzGLl+zaRWkr3BvybJIfRWpFbT+V2pX2IoCZO0bGozZEUoW+l7cjFr2Z+tcyp/9iy5ZtQtlxcZXelcZct32R5NflYsUoAFq7WtkHytwEoH4vWc9rp3DRuo8ciqn1R7wNlyzcZfs112hqQI2J8et5PzGLl+zaRkbhJchitFbm1Vm5X04cIauMUGYuWHOnNdXj8auZX65xKAGoaW1HTKK6yu9K4axpbhfWplZK86X3vVjMWree007lp3EaPRVT7ot4HahpbTbnmOmkNyBExPj3vJ2ax8n2byEgsJuswWityG1Gh205tiohFVN9a2vG/xm4V162Ix+ixmVmtXklfdptzs7hp3EaPRVT7djtP3bQG5IgYn573E7NY+b5NZCRukhxGa0VuIyp026lNEbGI6ltLO/7X2K3iuhXxGD02M6vVK+nLbnNuFjeN2+ixiGrfbuepm9aAHBHj0/N+YhYr37eJjMSv2zmM1orcWiu3q+lDBLVxiozF37caenMdHr+a+dU6px4A+VmdtwtWu44iURp3flaK5dXkleTN69FXvFfNWLSe007npnEbPRZR7Yt6H8jPShF6zXXDGpAjYnx63k/MYuX7NpGRuElyGK0VufVUblfahwhq4hQdi79vNRd6PbmWi1/N/GqZU/9xZZMGoWySuMruSuMumzRIWJ9axYrVA2Da6GLZ55VQOxat57TTuWncRo9FVPui3gfKJg0Ses2Vi8dpa0COiPHpeT8xi5Xv20RG4ibJgbRW5FZbuV3uOTOqfiuN04hY/H3H+kQpVlX7SGMIFil+NfMb6diC7FRMH1PcZRzBbYiu7K6kPbtUk48Vx8wJJbLP56QnBWol+YlYl3bJi9ncNG6jxyKqfSXXJg+AFJlC1znpSUJv/x0tHieuATkixqfn/cQsVr5vExmFdZIspKYCd4dPwtpte1C+dQ8ACaUDeuDk4rwulawBxGwzWkVsfxXvXY0t+HT7Hmyu2Yem1g4cm5+FC4Z1rbiudgz+ivG1+1pQ19SG6oYW9MlOQ25GMnp0S0Z+dlqgjUhx1jQcQF1TW6DivNpK87HiDs51u68D+1s60CFJ+KZmH1KTvBjQsxv+NKEEackJMduvrj+A9Tv2orq+Gbv2taG1vQOZqUkYN6g3Lj11ABK8Hqzdugfl22oBeFA6sDtGDuguO34luY2Uq7xuKeiVKV+hva3dh6XlVdhe14x+uek4tncm6g60BdbC7kNz5c9zrArqSuKOlf/w5w60deCGFz/Hjr0H0D83DQ//+kR0S438J5WxqtX7c/RpVV3IOTVyYPcuYwmfn5OLDp93PTJS4JMkfFxZB0mSkJOehLyMlIjrMnAOBM1L8DHBc1GYl44ppUVIlvlhVU2u5Y49HPceAB6cUpwHr8fTZW1Ey4N/nUbqS8n1KtqcG/1b5uDrUd3+VuRlhF5/lLzWrLGEzx08QO3+1i7XbzX9BbeZl56Mr2sa8d3eA+iXm4Zj87NQ29SG2n2t2NvcBq8HsueH3rEEx6s3b1peb+a6E9FXyDroJn89N5OS81zr+iR3seIaHw2LyR5i102SmgrcqzZW47ZXvkR988GQx8Orn4uqWj53ZQWe+LCyy+MedBbZnDmhRNMYolULDxYt5mjtKB1rtLgBdHkuPTkBBw52IPhM8Xo6v5Llz4WWsSYnepHo9aC5rSPkcb1V7eX693/6EbyGCrJTMWlIAZZ/Ua3q9q1GVlCXiz3R60G7zD25T+ibheXXjFbUhtz4lYxD7VqRo+T4SHOh9lwQcf6Ft6P0+hPcl9zxHiCkjorIdaOWnuuIqOusnlijrSk9sRg9NqPa19Ku2fPoNmqvCxS/7HiucZN0iB03SWoqcK/aWI0rl62P2t78i4cBgJCq5ZE2SMGmjynGif1zVY1BbYV3j0zMSquORxtrtNxrORGmjwndKImoZu+n5WstIvtXSu0ai0RL7OEbJT3jDx+H6LWiRaTcqr2GaDn/gM5fisS6HsxXeb2KFqsZ9FxH1OTdyFijrUGtsRg9NqPa19Ku2fPoNkp/LmEOya7nmtK9Af8myWRqKnB3+CSULa+I2easf21E2XL9Vcvb2n0xfyACgIWrKzHrX5sUj0FLhXcpLGY17UQaq5Lcq7VwdSXa2n2qY1RCbUVy0f0rJaKCutbY//d9I/a3tOtqwy94HG3tPuFrRW9MSs4FkecfACxQcD1Qe72KFKsZlOYj/PoT67VGjEXr9UpLLEaPzaj2tbRr9jy6jdLzvGz5JuYwzrnhXOMmyWRqKnD7vy8fy659bVGPU1rdeml5Vcy+gM6vKO3a16qoPz0V3oNjVtpOtLGKqjYfzCcdzpvo9tVWJDdifErpraCuJ/YbXvxcdxt+/nEsLa+yLJfhwnOr9hqidRwSlG0I1V6vwvvQs27UUpOP8LjU5F0EvXOnJhajx2ZU+1raNXse3UbpeV7T2Mocxjk3nGssJmsyKyuMx2pze12zqf2paUNtW3LHG1Xd2583K+ZM67FGsaLy+o69B3S3EU70uSCC2nPBzPWgty+zYtVzHTE77yKvn2YfZ1b7Wtq14/njJE57TyLruOFc4ybJZFZWGI/VZmFeuqn9qWlDbVtyxxtV3dufNyvmTOuxRrGi8nr/3DTdbYQTfS6IoPZcMHM96O3LrFj1XEfMzrvI66fZx5nVvpZ27Xj+OInT3pPIOm441/h1O5OpqcA9ojgP+VmxF0/vzGTkZ+mvWj6ltChmX0DnXcF6Z6YoHoPWCu/BMfvbiSXaWEVVmw/m9RzOm+j21VYkN2J8SildY5Hoif3hX5+ouw0//zimlBZZlstw4blVew3ROg5/Yd1Y1F6vIsVqBjX5CI9LTd5F0Dt3amIxemxGta+lXbPn0W2Unuf5WSnMYZxzw7nGTZLJ1FTgTvB6UDap6y2mw83+xeDAcXqqlicnejF9THHM/qaNLsbsXwxS1F/weNXwhMXsb0fJDwyRxqok93LPRTNtdHGgjo3WsUaitiK5mqrnIomooK419hP6ZgXqJekdf/A4khO9wteKFnK5VXsN0ZKT4LvbxaL2ehUpVjMoPUfDrz/hr9VzndUSq5o1qCUWo8dmVPta2jV7Ht1G6XleNmkQcxjn3HCucZNkATUVuMcPLsD8i4cF6rwEC65+Lqpq+cwJJRE3Sh4cvuW12jHMu3iYok+CgM7fLMjFHKudSK+Ta0Mu7vkXD8N8mecykhPgCTuHvZ6ut/9WEmOwlEQv0mUK0ubqqGofaXy56Uld1lBBdiqmjylWPC9+RlVQjxR7YoQLqFydJDXjjzUOLWtFTkHQ8dHWrtxcRMqtlvNPSazh7cycUBLx+iO3TqNdr8JnUdS6UUvPdUTUdVZtrGrWoNZYjB6bUe1radfseXQbpT+XEDn9XGOdJJPIVRsGoLgCsVxla7nq50qqGis5pq3dh6f+uxWvrv8B+1raMaBnN/z+1GJ4vR68uuEHNLe14+Si7rh4ZCE2fFcftQJ4oLJ9wwHUNbUhNz0Ze5paUdfUhuqGFvTJTkNuRjJ6dAuteB8ep79yt7+dnPRk1De3Ia9bCvKzOp//tLIOH22rxc69B9AnJw2jBkbPU01jC+r2tyIv43DfcvPS4ZOwtLwK2+uaUZiXjimlRYFPkMJz2iMjBT5JwseVe+DzAXub2/B1dQN+3N+GtOQE9MxMwQl9szH6yF4YVpiLZWu349OqPUhPTsQvh/XFqCN7KPrNSlu7L2JMB9o6MGdlBar2NKOoezpmjD8OX3xXj/JttQA8KB3YHSMHdAcArN26J/D4KcV58Ho8qG1qDczn7n0tqGsKzbPSCuqR5lDJ+vTPTU5aEqobDuCl9T+gseUgirqnY9ElpyBb5g1aLjf9ctNwbH4WapvaQuY6Wizh8wkPULu/Myc+n4SPK+sASDilqDu8CZ7Ac5CAmsYWbPhuLwCgqHtGyLx0+CSs3boHH22txc76A+iTm4ZRh6rUf1pZ1+VxubUbLb9K5yJ4jUoSkJ2WhPoDbfB6vIG1EdyOP+7gdQIAH1fuCVlPwfkLv175x7hm64/YWd+CI3IPnZ+H1mHwNSLWWmtr92HJR1VRz5tYuYl2DYjVjj9eI6rHq+1PdCX7aO1Fu+aIaF8PLe99aq5lRsblFHL5+7SqLubPJXaldW7cNKdGivQ+aoecsZjsIXbYJNmp2rDSWCJV0w7n8QBXjO4sLivX7qQhBVj+RbXqscvF6fV03nJbrp1o8UaqAC5qXuTaUSramKKZu7ICC1dXhrzW6+n8+h+ALs+F0zM3Sqmdw1ivDRatqnus18YaY6R1MWlIAV787PuoFeZjrSm553PSk9DW7kNzW4fiMYqi5RyIdK7FijfS6zKSE5CU6JU9d+XWy+AjsvD2V7sR/s6VnpyAhyYPUTQPSpl97bbTe0W4aNec8E/U7ciK3Np5PtVy01gA7eNxWx6MYvc8cZN0iNWbJDtVG1Yai5Jq2nrEGnukOCO1c8WYYkVFcIO/AiBqXpTGqpSS/ueurFA0XqP6V0LtHM5TMDdywr/WoeS10caoZz6njynGgg8rI66pKyI8H4tRX13Rcg4ouTbIxWv0NSVYrHnQe24bde2203tFuFjXHLmvHtuJFbm183yq5aaxANrH47Y8GMUJeVK6N+DfJBnITtWGlcbS1u5D2fJNhsYSbezR4pRrRwKwQOGGwV8BXNS8qIlVqVj9t7X7sHC1MRskJf0roXYOg/tTm9Pgqu5KXxtpjHrnM9IGyL9OF65Wv0GSi1MELedAh09SdG3Q+jpRos0DoP/cNuLabaf3inBKrjkLV1eird1nUkTqWJFbO8+nWm4aC6B9PG7Lg1Hclidukgxkp2rDSmNZWl6FmsZWw+OJNHYtVeaVnmr+CuCi5kVLrEpE639peVXUr9EZ3b8SavMS3J/a1wZXdVfzWrkx6p3PWNOidd6MuEZoOQc6/34n9rVB6+tEiZZmUee26Gu3nd4rwim55vikzuPsyIrc2nk+1XLTWADt43FbHozitjyxmKyB7FRtWGkf2+uaDY4kVHhcRudCZLVwK2I1c360js+q12l5ffBr7Fz1W3RsWq5NWs8dO+ZV1Lktamx2eq8Ip/SaY/Z7h1JW5NbO86mWm8YCaB+P2/JgFLfliZskA9mp2rDSPgrz0g2OJFR4XEbnQmS1cCtiNXN+tI7PqtdpeX3wa+xc9Vt0bFquTVrPHTvmVdS5LWpsdnqvCKf0mmP2e4dSVuTWzvOplpvGAmgfj9vyYBS35YlftzOQnaoNK41lSmkR8rNSDI8n0ti1VJlXeqy/ArioedESqxLR+p9SWtSlvo9oetel2rwE9+d/rVLBVd3V9Cs3Rr3z6UH0tej1aCs+a8Q1Qss5MKI4T9G1QevrRImWY1Hntuhrt53eK8IpueZ4PZ3H2ZEVubXzfKrlprEA2sfjtjwYxW154ibJQHaqNqw0luREL8omDdLUh5ofiv39hY89Wpxy7XjQedcwJfwVwEXNi5pYlYrVf3KiN3CbbyOIWJdq5zC4P/9rlfYcXNVdab+Rxqh3Pv3rUG5NeXD49uxq2zbiGqHlHEjwehRdG7S+TpQrxhTLblhFndtGXLvt9F4RTsk1Z9roYtX1ksxiRW7tPJ9quWksgPbxuC0PRnFbnux5VXMRO1UbVhpLtGra4Tyeztu/ylV+L8hOxfQxxV0+GYg19khxhp9T/nZmTiiJGq9cBXBR8xKpHaUijSla/zMnlGD6mOIur/Uemgu558JpnRul1M6h3NxE+0QpUlV3JfMRbYyRXu/PV7QK8zMnlERdU5Gez01PQnpyQpd2cw2uXK/lHIh2bYgWb7TXZaQkRDx3w9dLQXYqzirpBY/M+s5ITlA0D3rPbaOu3XZ6rwgX65pj59t/A9bk1s7zqZabxgJoH4/b8mAUN+WJdZJMYqcKzUpj6fBJWLt1D8q31QLw4JTiPPh8El7d8AOa29pxclF3TB11uOJ6pHZFVbWOVR3dH+9H22qxc+8B9MlJw6iB0SuAi5qXSJWle2SkwCdJ+LiyDoCEU4q6w5vgCVSd1lPxva3dh6XlVdhe14zCvHRMKT08F+HP/faUQmz4rl7Y3GjJi9rx+l9b03AAtfvbUH+gDR5AUVV3vZW+o63ltdv2RK0wHyuncs8DCDnXSgd2x8gB5lSu17IGwq8NSuON9DoAgbmua2pDXrcU5GdFXi9t7T4s+agKn1btQXpyIn45rC9GHdlD1TwYmR897PReES7aNccJrMitnedTLTeNBdA+HrflwSh2zpMjisnOnTsXr7zyCr7++mukpaVh1KhRuP/++3HMMccEjmlpacFNN92EF154Aa2trRg3bhwef/xx9O7dW1EfdtkkERERERGRtRxRTPaDDz7A1VdfjbVr1+Ktt97CwYMH8bOf/QxNTU2BY2644QasWLEC//znP/HBBx9g586dOP/88y2MmoiIiIiI3MxWX7f78ccf0atXL3zwwQcYM2YMGhoa0LNnTzz33HO44IILAABff/01jjvuOJSXl2PkyJFd2mhtbUVr6+HChY2NjejXrx8/SSIiIiIiinOO+CQpXENDAwAgL6/zO/rr1q3DwYMHceaZZwaOOfbYY9G/f3+Ul5fLtjF37lxkZ2cH/vXr18/4wImIiIiIyDVss0ny+Xy4/vrrceqpp2Lw4MEAgJqaGiQnJyMnJyfk2N69e6Ompka2nZkzZ6KhoSHw77vvvjM6dCIiIiIicpFEqwPwu/rqq7Fx40b897//1dVOSkoKUlLMK1xIRERERETuYotPkq655hq8/vrreO+999C3b9/A4/n5+Whra0N9fX3I8bt27UJ+fr7JURIRERERUTywdJMkSRKuueYavPrqq3j33XdRXBxa1Xv48OFISkrCO++8E3hs8+bN2LFjB0pLS80Ol4iIiIiI4oClX7e7+uqr8dxzz+Ff//oXMjMzA39nlJ2djbS0NGRnZ+Pyyy/HjTfeiLy8PGRlZeHaa69FaWmp7J3tiIiIiIiI9LL0FuAej3zl3UWLFuGSSy4BcLiY7PPPPx9STFbp1+1YTJaIiIiIiADlewNb1UkyAjdJREREREQEOLROEhERERERkdW4SSIiIiIiIgrCTRIREREREVEQ2xSTNYr/T64aGxstjoSIiIiIiKzk3xPEui2D6zdJ+/btAwD069fP4kiIiIiIiMgO9u3bh+zs7IjPu/7udj6fDzt37kRmZmbEW46TszU2NqJfv3747rvveAdDUoRrhrTguiG1uGZILa4Z40mShH379qFPnz7weiP/5ZHrP0nyer3o27ev1WGQCbKysnhBIVW4ZkgLrhtSi2uG1OKaMVa0T5D8eOMGIiIiIiKiINwkERERERERBeEmiRwvJSUFs2bNQkpKitWhkENwzZAWXDekFtcMqcU1Yx+uv3EDERERERGRGvwkiYiIiIiIKAg3SUREREREREG4SSIiIiIiIgrCTRIREREREVEQbpLIER577DEUFRUhNTUVp5xyCj755JOIxy5cuBCjR49Gbm4ucnNzceaZZ0Y9ntxJzZoJ9sILL8Dj8eDcc881NkCyJbXrpr6+HldffTUKCgqQkpKCo48+GitXrjQpWrIDtWvmkUcewTHHHIO0tDT069cPN9xwA1paWkyKlqz24YcfYuLEiejTpw88Hg9ee+21mK95//33MWzYMKSkpODII4/E4sWLDY+TuEkiB3jxxRdx4403YtasWVi/fj2GDBmCcePGYffu3bLHv//++7jwwgvx3nvvoby8HP369cPPfvYz/PDDDyZHTlZRu2b8qqqqcPPNN2P06NEmRUp2onbdtLW14ayzzkJVVRVeeuklbN68GQsXLsQRRxxhcuRkFbVr5rnnnsNtt92GWbNm4auvvsJTTz2FF198EX/6059Mjpys0tTUhCFDhuCxxx5TdHxlZSXOPvtsnH766diwYQOuv/56/P73v8d//vMfgyMlSEQ2N2LECOnqq68O/H9HR4fUp08fae7cuYpe397eLmVmZkpLliwxKkSyGS1rpr29XRo1apT05JNPSlOnTpV+8YtfmBAp2YnadTNv3jxpwIABUltbm1khks2oXTNXX321dMYZZ4Q8duONN0qnnnqqoXGSPQGQXn311ajH3HrrrdKgQYNCHvv1r38tjRs3zsDISJIkiZ8kka21tbVh3bp1OPPMMwOPeb1enHnmmSgvL1fURnNzMw4ePIi8vDyjwiQb0bpm7r77bvTq1QuXX365GWGSzWhZN8uXL0dpaSmuvvpq9O7dG4MHD8acOXPQ0dFhVthkIS1rZtSoUVi3bl3gK3nbtm3DypUrMWHCBFNiJucpLy8PWWMAMG7cOMU/A5F2iVYHQBRNbW0tOjo60Lt375DHe/fuja+//lpRGzNmzECfPn26XGTInbSsmf/+97946qmnsGHDBhMiJDvSsm62bduGd999FxdddBFWrlyJb7/9Fn/4wx9w8OBBzJo1y4ywyUJa1sxvf/tb1NbW4ic/+QkkSUJ7ezuuvPJKft2OIqqpqZFdY42NjThw4ADS0tIsisz9+EkSudp9992HF154Aa+++ipSU1OtDodsaN++fZgyZQoWLlyIHj16WB0OOYjP50OvXr2wYMECDB8+HL/+9a9x++23Y/78+VaHRjb1/vvvY86cOXj88cexfv16vPLKK3jjjTdwzz33WB0aEYXhJ0lkaz169EBCQgJ27doV8viuXbuQn58f9bUPPPAA7rvvPrz99ts44YQTjAyTbETtmtm6dSuqqqowceLEwGM+nw8AkJiYiM2bN2PgwIHGBk2W03KtKSgoQFJSEhISEgKPHXfccaipqUFbWxuSk5MNjZmspWXN3HnnnZgyZQp+//vfAwCOP/54NDU14YorrsDtt98Or5e/u6ZQ+fn5smssKyuLnyIZjGcj2VpycjKGDx+Od955J/CYz+fDO++8g9LS0oiv+8tf/oJ77rkHq1atwkknnWRGqGQTatfMscceiy+//BIbNmwI/Js0aVLgTkL9+vUzM3yyiJZrzamnnopvv/02sKkGgG+++QYFBQXcIMUBLWumubm5y0bIv8mWJMm4YMmxSktLQ9YYALz11ltRfwYiQay+cwRRLC+88IKUkpIiLV68WKqoqJCuuOIKKScnR6qpqZEkSZKmTJki3XbbbYHj77vvPik5OVl66aWXpOrq6sC/ffv2WTUEMpnaNROOd7eLT2rXzY4dO6TMzEzpmmuukTZv3iy9/vrrUq9evaQ///nPVg2BTKZ2zcyaNUvKzMyUnn/+eWnbtm3Sm2++KQ0cOFCaPHmyVUMgk+3bt0/6/PPPpc8//1wCID300EPS559/Lm3fvl2SJEm67bbbpClTpgSO37Ztm5Seni7dcsst0ldffSU99thjUkJCgrRq1SqrhhA3+HU7sr1f//rX+PHHH3HXXXehpqYGQ4cOxapVqwJ/yLhjx46Q38zNmzcPbW1tuOCCC0LamTVrFsrKyswMnSyids0QAerXTb9+/fCf//wHN9xwA0444QQcccQRuO666zBjxgyrhkAmU7tm7rjjDng8Htxxxx344Ycf0LNnT0ycOBH33nuvVUMgk3322Wc4/fTTA/9/4403AgCmTp2KxYsXo7q6Gjt27Ag8X1xcjDfeeAM33HADHn30UfTt2xdPPvkkxo0bZ3rs8cYjSfx8l4iIiIiIyI+/SiUiIiIiIgrCTRIREREREVEQbpKIiIiIiIiCcJNEREREREQUhJskIiIiIiKiINwkERERERERBeEmiYiIiIiIKAg3SURERKTbwYMHrQ6BiEgYbpKIiIhsZtSoUfj222/R0tKC0aNHY+PGjVaH1MXTTz+NM844A/3790d6ejqmTJlidUhERMIkWh0AEZHT/O53v8PevXuxYsUKq0Mhl7rmmmswePBgtLe3Y+LEiRg0aJDVIYWYPn06Vq1ahXvvvRcnnXQSEhMT0atXL6vDIiISxiNJkmR1EEREdrdp0ybcfffdWLNmDX744QcAQLdu3fCTn/wEN954I8466yyLIyS3aW5uxv79+223+Vi9ejV++ctf4osvvkBBQYHV4RARGYJftyMiiuHVV1/FkCFD0NraimXLlmHy5MkYP348/v3vfyM/Px8/+9nP8NhjjwEAPvzwQyQlJaGmpiakjeuvvx6jR48GACxevBg5OTkhz1dVVcHj8WDDhg0AgPfffx8ejwf19fUAgL179+KEE07A7373O/h/tzV27Fhcf/31Ie2UlZVh6NChgf+X62vMmDEhfQHA66+/jiFDhiAtLQ0ejwcejwfnnntuxJz4+3niiSfQr18/pKenY/LkyWhoaAgc4/P5cPfdd6Nv375ISUnB0KFDsWrVqi5tXXLJJYE+/f/CxzVv3jwMHDgQycnJOOaYY7B06dKQ5+vr6zF9+nT07t0bqampGDx4MF5//fWQY8L7CM/Byy+/jEGDBiElJQVFRUV48MEHQ15fVFQUeF1GRgZGjRqFzz77LPC8kvmIlZPgdZCeno5evXrhzjvvhMfjwSOPPCI3FV1eG/7Pv4b8OXjttdcC///UU091yffSpUtx0kknITMzE/n5+fjtb3+L3bt3B55//fXXcfzxx+P3v/89cnJykJeXh0suuSRk7gHgySefxHHHHYfU1FQce+yxePzxx0PiiPTv/fffBwDMmDEDRx99NNLT0zFgwADceeed/LsnIjINN0lERDFcf/31GDt2LF577TWMHTsWaWlpSElJwU9+8hMsWrQIl1xyCW699VY0NTVhzJgxGDBgQMgP8QcPHsSzzz6Lyy67TFP/+/fvx4QJEzBgwAA8/fTT8Hg8msfyyiuv4PPPPw95rL6+Hr/+9a8xduxYVFRUoLq6GpMnT47Z1rfffot//OMfWLFiBVatWoXPP/8cf/jDHwLPP/roo3jwwQfxwAMP4H//+x/GjRuHSZMmYcuWLV3aGj9+PKqrq1FdXY3S0tKQ51599VVcd911uOmmm7Bx40ZMnz4dl156Kd577z0AnRuPn//851izZg2WLVuGiooK3HfffUhISAi04d9YLlq0CNXV1fjkk09C+li3bh0mT56M3/zmN/jyyy9RVlaGO++8E4sXLw457u6770Z1dTU+++wzZGRk4Oqrr46Zp2BqcgIA33//PR555BGkpaUp7uPtt99GdXU1Xn755ajHNTU14c4770S3bt1CHj948CDuuecefPHFF3jttddQVVWFSy65JPD8jz/+iHfffRepqalYvXo1XnvtNaxduzZkfT/77LO46667cO+99+Krr77CnDlzcOedd2LJkiUAEJjr6upqAJ0bVP//jxo1CgCQmZmJxYsXo6KiAo8++igWLlyIhx9+WHEeiIj04N8kERFFsWvXLuzYsQM33HBDxGMmTZqExYsXY+PGjTjllFNw+eWXY9GiRbjlllsAACtWrEBLS4uijUe41tZWXHDBBUhPT8eLL76IxETtl+2DBw9ixowZmDFjBu68887A49988w2am5sxY8YM9OnTBwCQlpaG1tbWqO21tLTgmWeewRFHHAEA+L//+z+cffbZePDBB5Gfn48HHngAM2bMwG9+8xsAwP3334/33nsPjzzySOCTN/8Yu3Xrhvz8fABAcnJySD8PPPAALrnkksAG7MYbb8TatWvxwAMP4PTTT8fbb7+NTz75BF999RWOPvpoAMCAAQO6jB0Aevbsifz8fLS0tIQ8/9BDD+GnP/1pIC9HH300Kioq8Ne//jVkg+D/dCUnJwe5ubmqN6xKc+J3++2349e//jXefvvtmG375ys/Px/5+fnIy8uLevxf/vIXlJSUoL29PeTx4M3OgAED8Le//Q0nn3wy9u/fj27dusHn8yE3NxfPPPMMMjIyAHR+ajR69Gh8++23OPLIIzFr1iw8+OCDOP/88wEAxcXFqKiowBNPPIGpU6cG5tovLy+vy2N33HFH4L+Liopw880344UXXsCtt94aMxdERHrxkyQioij8P7A3NzdHPMb/XGpqKoDOr499++23WLt2LYDOr7xNnjw58AMlADQ0NKBbt26Bf5H+MP+iiy7CO++8g9NOOw0pKSm6xvLYY48hOzsbF110Ucjj/fr1Q2JiIp5//nn4fD7F7fXv3z+wQQKA0tJS+Hw+bN68GY2Njdi5cydOPfXUkNeceuqp+Oqrr0Ie27NnD7KysiL289VXX0VtZ8OGDejbt29ggySnsbERAELmQEkfW7ZsQUdHR+CxGTNmoFu3bsjIyMAnn3zSZWPz+OOPh8zrnDlzQmJQmhMAWL9+PV599VXcc889EccVbM+ePQAQNZd+O3fuxEMPPdTlK4VA56dqEydORP/+/ZGZmYnTTjsNALBjx47AMUOGDAnJ5ciRI5GQkICKigo0NTVh69atuPzyy0Ny8ec//xlbt25VNBYAePHFF3HqqaciPz8f3bp1wx133BESAxGRkbhJIiKKIjc3F6eccgqeeeYZNDU1dXm+vb0dTzzxBPr27YvBgwcDAHr16oWJEydi0aJF2LVrF/797393+apdZmYmNmzYEPi3cuVK2f5ramrw8ssvY86cOfjyyy81j2Pv3r2455578NBDD3X59KOgoADz5s3DnDlzkJqaim7duuHZZ5/V3Jda27ZtQ3FxsebXK/kq2s6dOwEg8EmZVrfccgs2bNiA9evXY/To0Zg8eXLIJuqiiy4Kmdcrr7xSc1833XQTbr75ZsU3R9i2bRuSk5MVjfH222/Hr371KwwZMiTk8aamJowbNw5ZWVl49tln8emnn+LVV18FALS1tQHoPCci8Xg82L9/PwBg4cKFIbnYuHFj4BcHsZSXl+Oiiy7ChAkT8Prrr+Pzzz/H7bffHoiBiMho/LodEVEMTz75JM455xwcd9xxuPzyy1FZWYnm5mbMmTMHzzzzDHbv3o3XXnst5G9gfv/73+PCCy9E3759MXDgwC6fHni9Xhx55JGB/4/0Nbrly5djwIABmDZtGi699FKsXbtW01fu7rnnHowePRpjxoxBVVVVl+enTp2KRYsW4cQTT8T111+PGTNmhPzwL2fHjh3YuXNn4IfytWvXwuv14phjjkFWVhb69OmDNWvWBD6JAIA1a9ZgxIgRgf///vvvsW3btsBNLeQcd9xxWLNmDaZOnRrSTklJCQDghBNOwPfff49vvvkm4qdJn376KTIzMzFw4MCofQRbs2YNjj766JB57dGjR2DeZsyYgeOPPx6VlZWBx7Kzs0PmNfgrb0pzAnTO+zfffIM33ngjYl7CffDBBxg1alRIvHI2bNiAl156CZs3b+7y3Ndff409e/bgvvvuQ79+/QAg5OYUAHDsscdiyZIlaGpqCnyatHbtWnR0dOC4445D79690adPH2zbtq3Lp5ZKffTRRygsLMTtt98eeGz79u2a2iIi0oKbJCKiGAYPHozNmzdj0f+3d38hTb1hHMC/MuaOqawhoiio9McLETcvdtGNZxci3QUVE7xwW0F5ISaNIQi5aV6MkhYoXnQzEBpdhMRSvIp5UQyiP4KC3hlCEllulkSuDk8XP3bY+W37WaES/b4fODdn5+x9zjsGe/a+7/NGo3j69ClWV1fx7ds3JJNJXLp0CT6fD9XV1YZ7sv/Gj4+PY2xs7Lfbzv7IDofDaGtrQzgcNqzV0DTNsL7m+/fvEBFkMhnDVMF79+7h1atXRdvx+/0oKSlBJBKB2WxGZWWloSpaIYqiwOPxYGJiAp8+fcLAwADcbre+tiQQCCAYDOLkyZNwOByIRqNYWlrSR6lSqRSGhobQ2NiI5uZmvSJgJpPRy19XVFQgEAjA7Xajvb0dnZ2dePz4MWZnZ/V1OqqqoqOjAxcuXMCdO3dw6tQprK2toaSkBF1dXZibm8Pw8DB6e3uLJhB+vx9OpxM3b95Ed3c3kskkpqamDBXZAODz58949+4dvnz5gqmpKVRWVhqmHO5nvz7JunXrFiYnJ3Hs2LF931PTNDx79gyxWAzhcFjvx+3tbQDA+/fvDRUOJyYm4Pf7C444NTQ0oLS0FJOTk+jr68PKykredL+enh6MjIygt7cXoVAI6XQaV65cwfnz5/UEcXR0FAMDA7BarTh79iz29vbw4sULpFIpXL9+fd9nOn36NDY2NvDgwQM4nU7Mz8/rI1pEREdCiIjol3g8Hjl37ty+1924cUNMJpNsbm4azkejUbFarYZz6+vrAkBev34tIiKJREIASCqV0q9ZXFwURVFkeXlZRERUVRUABQ9VVfW2AEh/f3/RtmKxmNTU1Mjbt29/+hmDwaDY7XaZnp6Wuro6URRFLl68KNvb2/o1mqZJKBSS+vp6MZvNYrfbZWFhwdBGsfgBSDAY1K+dnp6WEydOiNlslubmZpmZmTHE8/HjR/H5fFJVVSWKokhra6vMzc3Jhw8fpL6+XgKBgHz9+rVoH4iIPHz4UFpaWsRsNktDQ4Pcvn3b0EZjY6MeW1lZmTidTnny5In+uqqqcu3atYL99LN9ko3LbreLpmmGtiORSMHPInvPfx1ZAKS2tlZ2d3eLxh2LxaSpqUksFoucOXNG4vF4Xl+9fPlSVFUVi8UiNptNvF6vpNNpQ1z3798Xh8MhpaWlYrPZpKOjQ2ZnZ/PiByCJRCLvfCAQkKqqKqmoqJDu7m6JRCJ53xsiosPCzWSJiA7J5cuXsbW1hXg8fqTtLi0tYXBwUN9v5jCEQiE8evTIsM/Qr/J6vXC5XIbqcVl3795FOp1GKBT67ff/v3jz5g1cLlfBaZQAcPz48X1HBYmIyIjT7YiIDtjOzg6Wl5cRi8WOPEEC/lnv9O8y2n8iq9VatOhCeXl5XmlqKsxkMuVN98xVU1NzhNEQEf0dOJJERHTAXC4Xnj9/jqtXr/61m18exEgSERHRn4pJEhERERERUQ7uk0RERERERJSDSRIREREREVEOJklEREREREQ5mCQRERERERHlYJJERERERESUg0kSERERERFRDiZJREREREREOZgkERERERER5fgB4IGupmOpUoUAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "plt.scatter(df['DiabetesPedigreeFunction'], df['Age'])\n", "plt.xlabel('Функция родословной диабета')\n", "plt.ylabel('Возраст')\n", "plt.title('Диаграмма рассеивания перед чисткой')\n", "plt.show()\n", "\n", "Q1 = df[\"DiabetesPedigreeFunction\"].quantile(0.25)\n", "Q3 = df[\"DiabetesPedigreeFunction\"].quantile(0.75)\n", "\n", "IQR = Q3 - Q1\n", "\n", "threshold = 1.5 * IQR\n", "lower_bound = Q1 - threshold\n", "upper_bound = Q3 + threshold\n", "\n", "outliers = (df[\"DiabetesPedigreeFunction\"] < lower_bound) | (df[\"DiabetesPedigreeFunction\"] > upper_bound)\n", "\n", "# Вывод выбросов\n", "print(\"Выбросы в датасете:\")\n", "print(df[outliers])\n", "\n", "# Заменяем выбросы на медианные значения\n", "median_score = df[\"DiabetesPedigreeFunction\"].median()\n", "df.loc[outliers, \"DiabetesPedigreeFunction\"] = median_score\n", "\n", "# Визуализация данных после обработки\n", "plt.figure(figsize=(10, 6))\n", "plt.scatter(df['DiabetesPedigreeFunction'], df['Age'])\n", "plt.xlabel('Функция родословной диабета')\n", "plt.ylabel('Возраст')\n", "plt.title('Диаграмма рассеивания после чистки')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Разбиение набора данных на обучающую, контрольную и тестовую выборки" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Размер обучающей выборки: 460\n", "Размер контрольной выборки: 154\n", "Размер тестовой выборки: 154\n" ] } ], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "train_df, test_df = train_test_split(df, test_size=0.2, random_state=42)\n", "\n", "train_df, val_df = train_test_split(train_df, test_size=0.25, random_state=42)\n", "\n", "print(\"Размер обучающей выборки:\", len(train_df))\n", "print(\"Размер контрольной выборки:\", len(val_df))\n", "print(\"Размер тестовой выборки:\", len(test_df))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Видим недостаток баланса" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Распределение функции родословной диабета в обучающей выборке:\n", "DiabetesPedigreeFunction\n", "0.37250 12\n", "0.37175 10\n", "0.25800 5\n", "0.19700 4\n", "0.23800 4\n", " ..\n", "0.52600 1\n", "0.60000 1\n", "0.45400 1\n", "0.70400 1\n", "0.46300 1\n", "Name: count, Length: 332, dtype: int64\n", "\n", "Распределение функции родословной диабета в контрольной выборке:\n", "DiabetesPedigreeFunction\n", "0.37250 10\n", "0.14200 3\n", "0.37175 3\n", "0.25400 3\n", "0.14100 2\n", " ..\n", "0.24500 1\n", "0.69300 1\n", "0.12100 1\n", "0.68600 1\n", "0.12200 1\n", "Name: count, Length: 130, dtype: int64\n", "\n", "Распределение функции родословной диабета в тестовой выборке:\n", "DiabetesPedigreeFunction\n", "0.3725 7\n", "0.1480 2\n", "0.4430 2\n", "0.2070 2\n", "0.5200 2\n", " ..\n", "0.2480 1\n", "0.2360 1\n", "0.3020 1\n", "0.4850 1\n", "0.7050 1\n", "Name: count, Length: 134, dtype: int64\n", "\n" ] } ], "source": [ "def check_balance(df, name):\n", " counts = df['DiabetesPedigreeFunction'].value_counts()\n", " print(f\"Распределение функции родословной диабета в {name}:\")\n", " print(counts)\n", " print()\n", "\n", "check_balance(train_df, \"обучающей выборке\")\n", "check_balance(val_df, \"контрольной выборке\")\n", "check_balance(test_df, \"тестовой выборке\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "также используем oversampling и undersampling" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Оверсэмплинг:\n", "Распределение функции родословной диабета в обучающей выборке:\n", "DiabetesPedigreeFunction\n", "0.37250 12\n", "0.37175 10\n", "0.25800 5\n", "0.19700 4\n", "0.23800 4\n", " ..\n", "0.52600 1\n", "0.60000 1\n", "0.45400 1\n", "0.70400 1\n", "0.46300 1\n", "Name: count, Length: 332, dtype: int64\n", "\n", "Распределение функции родословной диабета в контрольной выборке:\n", "DiabetesPedigreeFunction\n", "0.3725 10\n", "0.4390 4\n", "0.1420 3\n", "0.7300 3\n", "0.2540 3\n", " ..\n", "0.2450 1\n", "0.6930 1\n", "0.1210 1\n", "0.6860 1\n", "0.1220 1\n", "Name: count, Length: 130, dtype: int64\n", "\n", "Распределение функции родословной диабета в тестовой выборке:\n", "DiabetesPedigreeFunction\n", "0.3725 7\n", "0.1480 2\n", "0.4430 2\n", "0.2070 2\n", "0.5200 2\n", " ..\n", "0.2480 1\n", "0.2360 1\n", "0.3020 1\n", "0.4850 1\n", "0.7050 1\n", "Name: count, Length: 134, dtype: int64\n", "\n", "Андерсэмплинг:\n", "Распределение функции родословной диабета в обучающей выборке:\n", "DiabetesPedigreeFunction\n", "0.37250 12\n", "0.37175 10\n", "0.25800 5\n", "0.29900 4\n", "0.19700 4\n", " ..\n", "0.38100 1\n", "0.30000 1\n", "0.13300 1\n", "0.23400 1\n", "0.59800 1\n", "Name: count, Length: 332, dtype: int64\n", "\n", "Распределение функции родословной диабета в контрольной выборке:\n", "DiabetesPedigreeFunction\n", "0.37250 6\n", "0.14200 3\n", "0.37175 3\n", "0.25400 3\n", "0.28400 2\n", " ..\n", "0.55900 1\n", "0.69200 1\n", "0.42300 1\n", "0.69300 1\n", "0.68600 1\n", "Name: count, Length: 117, dtype: int64\n", "\n", "Распределение функции родословной диабета в тестовой выборке:\n", "DiabetesPedigreeFunction\n", "0.3725 7\n", "0.1480 2\n", "0.2070 2\n", "0.2590 2\n", "0.3700 2\n", " ..\n", "0.8400 1\n", "0.5250 1\n", "0.5360 1\n", "0.8550 1\n", "0.6990 1\n", "Name: count, Length: 134, dtype: int64\n", "\n" ] } ], "source": [ "from imblearn.over_sampling import RandomOverSampler\n", "from imblearn.under_sampling import RandomUnderSampler\n", "\n", "def binning(target, bins):\n", " return pd.qcut(target, q=bins, labels=False)\n", "\n", "train_df['gdppercent_binned'] = binning(train_df['DiabetesPedigreeFunction'], bins=2)\n", "val_df['gdppercent_binned'] = binning(val_df['DiabetesPedigreeFunction'], bins=2)\n", "test_df['gdppercent_binned'] = binning(test_df['DiabetesPedigreeFunction'], bins=2)\n", "\n", "def oversample(df, target_column):\n", " X = df.drop(target_column, axis=1)\n", " y = df[target_column]\n", " \n", " oversampler = RandomOverSampler(random_state=42)\n", " x_resampled, y_resampled = oversampler.fit_resample(X, y) # type: ignore\n", " \n", " resampled_df = pd.concat([x_resampled, y_resampled], axis=1) \n", " return resampled_df\n", "\n", "def undersample(df, target_column):\n", " X = df.drop(target_column, axis=1)\n", " y = df[target_column]\n", " \n", " undersampler = RandomUnderSampler(random_state=42)\n", " x_resampled, y_resampled = undersampler.fit_resample(X, y) # type: ignore\n", " \n", " resampled_df = pd.concat([x_resampled, y_resampled], axis=1)\n", " return resampled_df\n", "\n", "train_df_oversampled = oversample(train_df, 'gdppercent_binned')\n", "val_df_oversampled = oversample(val_df, 'gdppercent_binned')\n", "test_df_oversampled = oversample(test_df, 'gdppercent_binned')\n", "\n", "train_df_undersampled = undersample(train_df, 'gdppercent_binned')\n", "val_df_undersampled = undersample(val_df, 'gdppercent_binned')\n", "test_df_undersampled = undersample(test_df, 'gdppercent_binned')\n", "\n", "print(\"Оверсэмплинг:\")\n", "check_balance(train_df_oversampled, \"обучающей выборке\")\n", "check_balance(val_df_oversampled, \"контрольной выборке\")\n", "check_balance(test_df_oversampled, \"тестовой выборке\")\n", "\n", "print(\"Андерсэмплинг:\")\n", "check_balance(train_df_undersampled, \"обучающей выборке\")\n", "check_balance(val_df_undersampled, \"контрольной выборке\")\n", "check_balance(test_df_undersampled, \"тестовой выборке\")" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", 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