practice02/week2_analysis.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "0cbe08d2-f1c1-4f78-baf2-b852f830729d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Первый взгляд на данные:\n",
" Имя Возраст Баллы\n",
"0 Анна 21 89\n",
"1 Борис 22 76\n",
"2 Виктор 23 95\n",
"3 Галина 24 82\n",
"<class 'pandas.DataFrame'>\n",
"RangeIndex: 4 entries, 0 to 3\n",
"Data columns (total 3 columns):\n",
" # Column Non-Null Count Dtype\n",
"--- ------ -------------- -----\n",
" 0 Имя 4 non-null str \n",
" 1 Возраст 4 non-null int64\n",
" 2 Баллы 4 non-null int64\n",
"dtypes: int64(2), str(1)\n",
"memory usage: 228.0 bytes\n",
"None\n",
" Возраст Баллы\n",
"count 4.000000 4.000000\n",
"mean 22.500000 85.500000\n",
"std 1.290994 8.266398\n",
"min 21.000000 76.000000\n",
"25% 21.750000 80.500000\n",
"50% 22.500000 85.500000\n",
"75% 23.250000 90.500000\n",
"max 24.000000 95.000000\n",
"Имя 0\n",
"Возраст 0\n",
"Баллы 0\n",
"dtype: int64\n"
]
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"data = {\n",
" \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
" \"Возраст\": [21, 22, 23, 24],\n",
" \"Баллы\": [89, 76, 95, 82]\n",
"}\n",
"df = pd.DataFrame(data)\n",
"\n",
"print(\"Первый взгляд на данные:\")\n",
"print(df.head())\n",
"print(df.info())\n",
"print(df.describe())\n",
"print(df.isnull().sum())"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "3b2f26b0-5f22-4cd9-90f4-11dc29e5217d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Имя Возраст Баллы Зачислен Нормированные баллы\n",
"0 Анна 21 89 True 0.936842\n",
"1 Борис 22 76 False 0.800000\n",
"2 Виктор 23 95 True 1.000000\n",
"3 Галина 24 82 True 0.863158\n"
]
}
],
"source": [
"df[\"Зачислен\"] = df[\"Баллы\"] >= 80 # Булевы значения\n",
"df[\"Нормированные баллы\"] = df[\"Баллы\"] / df[\"Баллы\"].max()\n",
"print(df)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "0eba4057-0ce7-4dbd-addd-9811ba3dc30b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Баллы Возраст\n",
" mean std count mean\n",
"Категория \n",
"A 92.0 4.242641 2 22.0\n",
"B 79.0 4.242641 2 23.0\n"
]
}
],
"source": [
"df[\"Категория\"] = [\"A\", \"B\", \"A\", \"B\"]\n",
"grouped = df.groupby(\"Категория\").agg({\n",
" \"Баллы\": [\"mean\", \"std\", \"count\"],\n",
" \"Возраст\": \"mean\"\n",
"})\n",
"print(grouped)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "fecf21f1-9f40-4ea4-9aed-d51cf04d0e4b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Имя Возраст Баллы Зачислен Нормированные баллы Категория\n",
"1 Борис 22 76 False 0.800000 B\n",
"2 Виктор 23 95 True 1.000000 A\n",
"3 Галина 24 82 True 0.863158 B\n"
]
}
],
"source": [
"filter_df = df[df[\"Возраст\"] > 21]\n",
"print(filter_df)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "e6e13ec3-dff2-49bd-804b-8f0dab5642bf",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Сумма: 10\n",
"Среднее: 2.5\n",
"Медиана: 2.5\n",
"Стандартное отклонение: 1.118033988749895\n",
"Произведение матриц:\n",
"[[ 7 10]\n",
" [15 22]]\n"
]
}
],
"source": [
"arr = np.array([[1, 2], [3, 4]])\n",
"\n",
"print(\"Сумма:\", np.sum(arr))\n",
"print(\"Среднее:\", np.mean(arr))\n",
"print(\"Медиана:\", np.median(arr))\n",
"print(\"Стандартное отклонение:\", np.std(arr))\n",
"\n",
"x = np.linspace(0, 10, 100)\n",
"y = np.sin(x)\n",
"print(\"Произведение матриц:\")\n",
"print(np.dot(arr, arr))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "7e2b861a-bd05-448b-a4d7-81dfd8eb8aa3",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"x = np.linspace(0, 10, 100)\n",
"y = np.sin(x)\n",
"z = np.cos(x)\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"plt.plot(x, y, label='sin(x)', color='blue')\n",
"plt.plot(x, z, label='cos(x)', color='red')\n",
"plt.xlabel(\"X\")\n",
"plt.ylabel(\"Y\")\n",
"plt.title(\"График синуса и косинуса\")\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "7d4b4e80-5bdf-45a8-ab2a-bfebf1ffb64b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 4))\n",
"plt.subplot(1, 2, 1)\n",
"plt.bar(df[\"Имя\"], df[\"Баллы\"], color='green')\n",
"plt.title(\"Баллы по студентам\")\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"plt.scatter(df[\"Возраст\"], df[\"Баллы\"], c='purple')\n",
"plt.xlabel(\"Возраст\")\n",
"plt.ylabel(\"Баллы\")\n",
"plt.title(\"Рассеяние баллов\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "032cfabf-5c80-4454-b238-6e7feb6b5129",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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MmaO2trb995k5c6YeeeQRbdy4Ua+99pr1htrcx+v1HnZsE9zYt2/f/uPJJ6mvMNQ27mvRzrp2nTomO/jB9q4IbBExwQ4bnVrk0bpan3Y3++xpQ7vlNam73Y6pAQAAAABsEmQFyeC8+uqrB3396KOPWhkeK1as0Jlnnmldd8011+y/ffTo0brnnnt03HHHaefOnVbGx0Di4+NVUGDP9gccnZfXViglPkbTRqQFf8p2vCelFUkpNtT+OMAJ+R7Fe6SXt/fouuPjgxts1BnSyscCAY+pl9k1RQAAAABANNXsaGpqsi6zsrL6vd1kfJgsj9LSUpWUlBx2rHfeeccKnEycOFHXXXed6urqhmTOCDAZNy+v3aeZozIVE2TnFHm7pT1Lpbwptp/ehBiXjsv12NOCNq1Qyh4nbfyHHVMDAAAAAERDZseBfD6fbrrpJs2ePVvTpk076Lbf/va3uuWWW6xghwlemC0vcXFxh93C8tnPftYKimzbtk0//OEPdeGFF2rRokXyeDyH3L+rq8s6+jQ3N9v800W/rdWt2lnbri+cePgg1FGpWPXhFpbpGgonF3r06w+6VdHqU1FKkIGZklOlDc8H5hubYNcUwboEwg6vlUD4YV0CQARkdpjaHevWrdNTTz11yG1f/vKX9cEHH1g1PiZMmKDLL79cnZ0Dt/y84oor9JnPfEbTp0+3ip7OmzdPy5Yts7I9BiqUmp6evv84UtYIDvXqukolxno0bUR68Kdn10IpJVdKzh2SU222ssS4pNd22JDdMep0qbtN2t7/cwuDx7oEwgtrEgg/rEsAGJjLb/YfhNgNN9ygF198Ue+++66VjXE43d3dyszM1B//+EddeeWVR/0YppOLqfdhurscTVTcBDzMtpq0NBvqTzjAJb9aoOR4j/7fuROCG8jvlZ7+ilR4gjRx6Dro/GRxp9Wd5clLkoMbyCyfF74ljTtX+syv7JoeWJdA2OG1Egg/rEsACNNtLCbOcuONN+r555+3si6OFOjo+x5zHBicOJI9e/ZYNTsKCwsHLGZqDgxOZVOn1u5t0vXnjAv+FFZvkjqbpbzJQ/rrmFng0WPretTU5Vd6fBCtbU1b3JJTpLJ/mr1YUrD1SrAf6xIIL6xJIPywLgFgYO5Qb115/PHH9cQTTyg1NVWVlZXW0dHRYd2+fft2Kz3PdGfZvXu3Fi5cqC984QtKTEzUpz/96f3jTJo0yQqYGK2trbr55putdramY8ubb76pSy+9VOPGjdP5558fsp81mv1rY5XcLun4kozgBytfIsWnShlDu5VoZr5HXr/0zu7e4AczwY62mkC7XAAAAACAs4MdDz30kLVV5Oyzz7ayLvqOp59+2ro9ISFB7733nhXYMMGKL37xi1ZQxAQ9TKeVPmVlZfs7uZgCpGvWrLFqdpj6Hl//+tc1c+ZMaxyyN4bGmxurNLkwzWo7G7TypVLORMk1tE/NrES3xqS79OYuG+p25E6S4tOkzQe3UgYAAAAAOHQby+EUFRXplVdeOaZxTNbHa6+9Zsv8cGQd3V4t3Fanz88sDv50tVRITeVS6VnDcuqPz/PojV296vX5FWNSUwbL7ZFGnCht/qd07u12ThEAAAAAMAgUGEBQFm6rVVevTyeMzAz+TJYvl9wxUs7YYfmtmK4sLd3Sikpv8IMVz5Kq1ktNe+yYGgAAAAAgCAQ7EJR3ymqUnxavovSE4M/k3mVSVqkUY8NYR2FMhlvp8dI75TbU7Sg6MbD1Zuu/7JgaAAAAACAIBDswaGb70FubqnVccYZcpitJMHo7pcq1Uvb4YfuNuF0uzcj16C07ipSaoqqmdseW1+2YGgAAAAAgCAQ7MGjba9u0t7FDx9nRhaVqneTtkXInDutv5Lg8j8rqfaps8wU/2IiZ0vZ3pN5uO6YGAAAAABgkgh0YtPllNYrxuDSlMC34s2jatiZmSsm5w/obMZkdJiflXTu2sphgR3ebtGepHVMDAAAAAAwSwQ4M2vzNNZpckKaEWE/wZ3HvSil7nBTsdphjlBrn0tgMt97bY0OwI2uMlJAhbXvLjqkBAAAAAAaJYAcGpbPHqyXb6zSjOD34M9haHehikjMhJL+N6bkm2OGV13f4VshHZAqUFh5HkVIAAAAACDGCHRiUFbsa1Nnr0/QRNgQ7Kj4IBAqyhqflbH9bWRq7/Fpf57OnK8u+NVJbnR1TAwAAAAAMAsEODMqCrbVKT4xVSVZS8Gdw3wdSerEUlxiS38a4TLcSY6QFdmxlMZkd8ks75tsxNQAAAADAIBDswKC8t7lG04rSrPatQfH7pIpVUnZosjqMGLdLk7NtqtuRnCNljJK2v23H1AAAAAAAg0CwA8essb1b6yuaNc2OLSz126WulkBx0hCaluPR8kqvOnuDrNthFM6QthHsAAAAAIBQIdiBY7ZoW53ZqGFPsGPfaskTJ6WPDHmwo8cnK+ARtILjpaZyqX6HHVMDAAAAABwjgh04Zu9vq1VheoJyUuKDP3v7VkmZoyVPTEh/E8WpLmXEu/T+Xhu2shRMCxRcpW4HAAAAAIQEwQ4cs/e31mlqUVrwZ87bI1WtD2m9jj4ul0tTctz2BDvikgNtdLdTpBQAAAAAQoFgB45JVXOndtS2aUqhDVtYajdLvV1S1piw+C1MzfZoXa1PzV021O0omC7tfE/y2zAWAAAAAOCYEOzAMdfrMKbYkdlRuUaKTZRSi8LitzA1xy2fX1pWacdWlhlSW41UU2bH1AAAAAAAx4BgB4452FGSmaj0xNjgz9y+NYF6He7weBrmJbmUk+jSogobipTmTZbcMdKOd+2YGgAAAADgGITHu0xEjEXb6zS50I56Hd1SzUYpMzy2sPTV7Zic7dZCO+p2xCRIuROlnQQ7AAAAAGC4EezAUato7NDu+nZNLbKhXofZ3mEKlIZBcdIDTcn2aGOdT0121O3InybtfF/y+eyYGgAAAADgKBHswFFbsiNQr2NSYWrwZ61yXaBeR0p+WP0GTEcWE+ZYus+Ouh3TpY56qWaTHVMDAAAAABwlgh04aou31Vv1OtISYu0pThpG9Tr65CYG6nYstqNuR+6kQN2OnQvsmBoAAAAA4CiF1ztNhLXFO+yq19HzYb2OUoUbU7djUpZbS/bZVLcjZ4K06307pgYAAAAAOEoEO3BUqps7tauuXZMKbAh21G0JBDyywi/YYUzO9mhDnU/NttTtmBrI7PDbMBYAAAAAIPyDHffdd59mzZql1NRU5eXlae7cuSorKzvoPtdee63Gjh2rxMRE5ebm6tJLL9WmTYevgeD3+3XHHXeosLDQ+r7zzjtPW7ZsGeKfJrot2VFvXU62o15H1bpA1kNqkcKR6cji80srqnrtKVLaXivVbbVjagCGwL6mDr2+vlL/9fxaPfTONu2obVVHjw1b2YAoVdPSqSXb6/SjF9fpp69u0oZ9zWps7w71tAAMoarmTr27uUa3Pb9WD7yxWVuqWtTS2cM5R1gLabBj/vz5uv7667V48WK98cYb6unp0Zw5c9TW1rb/PjNnztQjjzyijRs36rXXXrMCGeY+Xu/Af4jef//9evDBB/Xwww9ryZIlSk5O1vnnn6/Ozs5h+smiz9Id9SpMT1BGUlzwg1WulTJGhl29jj4FyS5lxru0ZJ8Nb3byJksuN3U7gDBlOkx94eFFuuavK/S3JbutN27n/u98zS+rUScBD6DfNzzfefIDffH3i/XYol1WgPDTv3xPf3h3BwEPIErta+zQ1Y8s1VV/XqrHl+zWA29u0ad+8a6e/2AvAQ+EtZC+23z11Vd19dVXa+rUqTruuOP06KOPavfu3VqxYsX++1xzzTU688wzNXr0aJ144om65557VF5erp07d/Y7pgmGPPDAA7rtttusLJAZM2boL3/5iyoqKvTCCy8M408XfZ1YJhXYkNXh90rV4Vmv48C6HROz3PZ0ZIlNkrLGSrsX2TE1ADZq7erRvS9v1J6GjoOuN5ldNz65UtUtXZxv4GN/Y72ydp8WbQ9kex7oN+9stba7Aogu3b1e/XHBDm3c13LIbXe8uF5VzbxWInyF1UfrTU1N1mVWVla/t5uMD5PlUVpaqpKSkn7vs2PHDlVWVlpbV/qkp6frlFNO0aJF/b/h7OrqUnNz80EHPmJSUzdXtWqiHfU66ndIPR1S5qiwPsUTs91aU+NTZ68NtTbyplCkdBBYlxhq9W09emNDZb+39Xj9Wl3eyC+BNYkD1LR26ZH3+/+wyfjbkl3ymmghhg2vlRhqdW3denLp7gFvf23dPn4JCFthE+zw+Xy66aabNHv2bE2bNu2g2377298qJSXFOv75z39aW17i4vrfTmECHUZ+fv5B15uv+27rr3aICYj0HQMFUpxq+c4G63KyHZkdVeslT6yUXqxwNjnLo16ftKraa0+R0qY9gQNHjXWJodbr9VlZHANp7KAGwYFYk/D5/GrtGjjrsaG9Rz4Kcg8r1iWGmnmdbO8e+O/h+nbqdiB8hU2ww9TuWLdunZ566qlDbvvyl7+sDz74wKrxMWHCBF1++eW21t+49dZbraySvsNsk8FHlu2sV1ZynHJT4+0JdqSPCAQ8wlhJmkvJsdKySpuCHcYutrIcC9YlhlpKQoxGZycNePvMkf1nGToVaxJpibE6a0LugCfikhlFivWEzZ+WjsC6xFBLjvPolNLMAW8/b3IevwSErbB4Rbrhhhs0b948vf322youPvQTf5NtMX78eKt2x7PPPmt1Y3n++ef7HaugoMC6rKqqOuh683XfbR8XHx+vtLS0gw58ZOnOek3MT7VqWQTHL1WvlzJGh/3pdbtcGp/p1jI76nYkpEvpJdTtOEasSwy1vNQE3XXpwZmEB/7xVpBuQ4A3irAmkRQXoxs+OU6JsZ5DTsao7CTNOswbIrAuEZlMc4LbLpqqGPeh7wOmj0jT2NyUkMwLCPtghyl0ZQIdJnDx1ltvWbU4juZ7zGH2KPbHjGGCGm+++eb+60wNDtOV5bTTTrN1/k5guhGs3dNkT3HS5gqpo1HKDP9ghzExy6MVVV579h+briy7F9oxLQA2mjkqU/937Wk6rjjd+jo7OU4/uGCS/vuy6cpKJtgBfNyorCS9dMNsfWpKnsx7HxP4+Oppo/TEN09VYXoiJwyIQhPyU/TC9bN1+thsmc8+0xJidP05Y/WHq2YpLy0h1NMDBhSjEG9deeKJJ/Tiiy8qNTV1f00Nk8mRmJio7du36+mnn7Zazebm5mrPnj36yU9+Yt326U9/ev84kyZNsvYsXnbZZVb2gan9Ybq2mGwQE/y4/fbbVVRUpLlz54bwp41MpkBfr8+viXYEO0wXFrkCbWcjgOnI8vQmaWO9T9NyDv0U65iLlG55Q+pokBL55AsIF8nxMZpVmqVH/v1kK7jrcbmUkxovTz+fYAGQYjxujc9P1S8uP0HNnT3mVV3ZKfGKiwmLZGEAQyA+1qNpI9L10FdOVFuX1wp0mnXPtjWEu5AGOx566CHr8uyzzz7oetNxxbSkTUhI0HvvvWe1km1oaLCKjJqtLAsXLlRe3kf7w8rKyvZ3cjFuueUWq3OLaVvb2NioM844w2pza8bDsVm+q0FJcR6VZA68r/2Y6nWkFkixkfHJz9gMt2Jc0opKrz3BDrONp3yZNGGOXVMEYBNTlwjAsdW8MQcA50hPjBMJXIgkIX2VMttRDsdkY7zyyivHPI7J7rjrrrusA8EXJx2flyK3HZ9yVm8I+5azB4rzuFSa4dbyyl59dVqQb4RSCwMZHeWLCXYAAAAAwBAbVM7hu+++q95eGwo3IuxbzK3Y1aAJ+TZsYelsCrRejZAtLAduZbGlI4vZ4GjqdtCRBQAAAADCM9hxzjnnqL6+3v7ZIKxsqW5VS2evjfU6FDHFSftMyHSrss2vvS2+4AfLnSxVrJB6u+2YGgAAAADAzmDHkbafIDos31VvFSCypaVUzQYpIU1KyFAkmZAVqNVhurIEzdTt6O2SKtcEPxYAAAAAwP6aHYsWLVJmZv9dJUwRUUS+FTsbVJqTrITYIItzGlUbpIxRge0cESQ93qXCZJdWVPbqM+Nigxssa4zkiZN2L5aKT7JrigAAAAAAu4Idps1rf0xxUK/Xhk/BERbFSacWpQc/kLdbqtsqjT9fkWiCXXU7PLFSzoRAkVLdYMfUAAAAAAD9GHRT9MrKSvl8vkMOAh3RobqlU+UNHZqQb8MWlvptkrcnojqxHGh8pkeb6n1q67Fh+1bupEBmB1vBAAAAACC8gh0mewPRbeWuRuvSlk4spjipyWow7VcjkOnI4vNLq6ttqtvRViM17rJjagAAAACAflCgFP1aubtBOSlxyk6JtyfYkV4iuW2o/RECRSkuJcfaVKQ0d2Lgsnxp8GMBAAAAAOwLdpjtKnl5eYP5VkSI5TvrNT7PhqwO+QPBjoyRilRul0vjM91aXtkb/GAJ6YHAT/kSO6YGAAAAALAr2HHffffpz3/+8yHXm+t++tOfDmZIhJGuXq/W7m2yp15HS6XU0RDoxBLBTN2OlZVe+eyotWGyO0zdDgAAAABA+AQ7fve732nSpEmHXD916lQ9/PDDdswLIbRub7N6vH6Nt6NeR82mwGUEZ3b0dWRp6ZG2NfqCHyx3slS9QepqtWNqAAAAAAA7gh2mE0th4aHFJnNzc7Vv377BDIkwsnJXg+Jj3BqVnRT8YGYLS0qeFGfDWCE0LsNtLZYVdrSgNR1Z/D5p7wo7pgYAAAAAsCPYUVJSovfff/+Q6811RUVFgxkSYWTFrnqNzU1RjHvQnYk/YjIYTI2KCJcQ49KodJc9RUozSqS4FIqUAgAAAMAQiRnMN33zm9/UTTfdpJ6eHn3yk5+0rnvzzTd1yy236Pvf/77dc8Qw8vv9WrG7UaeNyQ5+sJ4OqWGXVHi8osHYDI+W25HZ4XJLOROlcup2AAAAAEDYBDtuvvlm1dXV6dvf/ra6u7ut6xISEvSf//mfuvXWW+2eI4bRnoYO1bR0aYId9TpqywLbNSK8OOmBdTv+tatXjZ1+ZSS4ghssb5K0aZ5pbSTZkUEDAAAAANhvUO+yXC6X1XWlpqZGixcv1urVq1VfX6877rhjMMMhjKzc3WBdjs9Lsac4aWyilJKraDAhM7BcPqjutaduR2eTVLc1+LEAAAAAAAcJ6iPllJQUzZo1S9OmTVN8fHwwQyGMipMWpicoLTE2+MGqNwXqdZhtG1EgL8mljHibipSabSxySeVL7JgaAAAAACDYbSzG8uXL9cwzz2j37t37t7L0+fvf/z7YYRFiK3Y1aJwdWR3yBzqxjDxV0cJkNI3L8NhTpNR0p8kcLe1ZKp34b3ZMDwAAAADwoUF95P7UU0/p9NNP18aNG/X8889bhUrXr1+vt956S+np6YMZEmGgo9urTZUtGp9nQ72Opr1Sd6uUPlLRZHyWW6urver1+YMfLNcUKSWzAwAAAADCItjx3//93/rFL36hf/zjH4qLi9Mvf/lLbdq0SZdffrlGjoyuN7dOsmZPo/UmfkK+TfU6zDYN02Y1iozPdKu9Vyqr99lTt6OmTOpotGNqAAAAAIBggh3btm3TRRddZP3bBDva2tqsFP/vfve7+v3vfz+YIREGVu5uVGKsRyWZScEPVrNRSsmXYhMUTcaku+VxSSvt2MqSOzlwuXd58GMBAAAAAIILdmRmZqqlpcX694gRI7Ru3Trr342NjWpvbx/MkAiTTixjc5PldgfZVtUw9TqiLKvDiI9xaXS6Wx/YEexIK5Li06XyZXZMDQAAAAAQTLDjzDPP1BtvvGH9+wtf+IL+3//7f/rmN7+pK6+8Uueee+5Rj3PfffdZ3VxSU1OVl5enuXPnqqysbP/tpp3tjTfeqIkTJyoxMdHaIvOd73xHTU1Nhx336quvtjJNDjwuuOCCwfyojuH3+z8sTmpDvY7uNqlht5QRnVuaxmW6taLKhvazLpeUO0EqX2rHtAAAAAAAwXRj+fWvf63Ozk7r3//1X/+l2NhYLVy4UJ/73Od02223HfU48+fP1/XXX28FPHp7e/XDH/5Qc+bM0YYNG5ScnKyKigrr+NnPfqYpU6Zo165d+ta3vmVd9+yzzx52bBPceOSRR/Z/TWvcwyuv71B9W7fG21Gvo3ZzoBtLlAY7TN2O13b0qq7Dp+xEd/B1Oza8KPl8kjs6WvQCAAAAQEQGO7Kysvb/2+126wc/+MGgHvzVV1896OtHH33UyvBYsWKFlT0ybdo0Pffcc/tvHzt2rO6991595StfsYIjMTEDT98ENwoKCgY1L6duYTHG59lUnDQ2UUrOUTSakBkISpitLOeNtiHY0fVXqbZMyvuwhgcAAAAAYPiDHYbX67Xazpr2s4bJvLj00ksPG4A4kr7tKQcGU/q7T1pa2hEf55133rECJ6a+yCc/+Undc889ys7OHvTcnBDsKMpIUGpCrH31OlzRmamQk+hSZrxLK6xgR5DnK2dC4DyZFrQEOwAAAADAFoOKTKxfv16f+cxnVFlZadXTMH76058qNzfXakdrMjKOlc/n00033aTZs2cP+P21tbW6++67dc011xxxC8tnP/tZlZaWWp1jzPaYCy+8UIsWLZLH4znk/l1dXdbRp7m5WU6zfGeDxuXakNXh9wUyO0aepmhlasCYuh22dGQxGTCZowNFSmdebcf0ogbrEggvrEkg/LAuAWBgg/ro/Rvf+IamTp2qPXv2aOXKldZRXl6uGTNmHDEQMRBTu8N0dXnqqaf6vd0EIEy7W5NBcueddx52rCuuuMIKxkyfPt0qejpv3jwtW7bMyvYYqFBqenr6/qOkJPq6iBxOe3evyipbNCHfhuKkzXsCBUozRimaTchya3WNV70+f/CDma0sJrMDB3H6ugTCDWsSCD+sSwCwOdixatUq6z9Xs0Wkj/m3qafxwQcfHPN4N9xwgxWQePvtt1VcXHzI7abNrcnWMF1bzNYZUxD1WIwZM0Y5OTnaunVrv7ffeuut1vaYvsMEbpxkdXmTvH6/xtsR7KjeZHIfpPRDf4/RVqS0s1faVOezJ9hRt0Vqr7djalHD6esSCDesSSD8sC4BwOZtLBMmTFBVVZWV3XGg6upqjRs37pjanZrWsiaAYbIuzLaT/jI6zj//fKvg6EsvvaSEhIRjnq/JQKmrq1NhYWG/t5uxndytxdTrSIz1qDgjMfjBzBaW1AIp9th/T5GkNN2tGJesrSzTcg/dGnXMwQ5j7wpp/KdsmV80cPq6BMINaxIIP6xLALA5s8NkdXznO9+x2r+aQII5zL9NzQ1Tu8MEKPqOI21defzxx/XEE09YWRumBog5Ojo6rNvN95tWtG1tbfrTn/5kfd13H1Mgtc+kSZOsgInR2tqqm2++WYsXL9bOnTv15ptvWoVTTRDGBE3Qf7BjXF6K3G6XfcVJo1ycx6XR6TbV7UgtlBLSpfKldkwNAAAAABxvUJkdF198sXV5+eWXW8Ua+7I0jEsuuWT/1+a2A4MSH/fQQw9Zl2efffZB1z/yyCO6+uqrrVogS5YEahl8PGNkx44dGj16tPXvsrKy/Z1cTAHSNWvW6LHHHlNjY6OKioqsgIkpbMqnxIcyv6eVuxp0zsS84BdDd6vUWC6VnCwnMEVKV1T1Bj+QWUO5Ewl2AAAAAEAogx2mtoYd+gIkAzFBkCPd5+PjJCYm6rXXXrNlfk6ws65dDe099tTrqCkzvw0pPbqLk/aZkOnWqzt6VdvhU05ikG12cydL656VfF7JHeS2GAAAAABwuEEFO8466yz7Z4KQMFkdhtnGYku9jrhkKTlbTmCKlBorKr06vzTYYMekQBeb6g1SwXR7JggAAAAADjXod2im1obZKmKyKubPn2/V8Hj00UftnR2G3IrdDSrJTFRK/KDiXofW60gfGdiW4QDZiS5lJ7jsqduRPV5yedjKAgAAAAA2GNQ73B/84Af6/e9/r6SkJKuuxlNPPaXZs2dbtTZMl5b//M//tGNuGAYrdgWKkwbN75Vqy6RRn5BTmJo0pm6HLcEO070ma4y0Z5k06+t2TA8AAAAAHMs92KyOJ598Uu+9955+/etf64EHHtDf//53q+Don//8Z/tniSHR0tmjzZUt9tTraNwtdbdLmSPlJKZux5oar7q9R64tc0RWkdJAQV4AAAAAwDAHO2pqajR16lSVlpYqISFBM2fOtK7/xCc+ofLy8iCmg+G0qrzRlBPVhLxUe7awuNxSWrGcZEKWW11eaUOdL/jBTJHS+u1SW60dUwMAAAAAxxpUsCMnJ0e1tYE3ZLfddpvy8gJtS9va2pSaasMbZwyLlbsalZoQo8KMBHs6saQVSTFxcpLR6W7Fuk2RUhta0OZNDlyWLw1+LAAAAABwsEEFO6666io1NjZa/7711luVkZFh/dsUKp01a5a9M8SQWbGrXuPzUuS2o6Co6SJiipM6TIzbpbEZbq2wo25Hcq6UlM1WFgAAAAAIRbDjvvvu09lnn33I9dddd53mzZsX7JwwDHw+v1bubtR4O7awdDZJzRWOq9dxYAva5ZVeqzNRUEzQybSgpW4HAAAAAISm9Wxf7Y4FCxZYh/k3IseW6la1dvVqfH6KPfU6jIxRciJTt6O63a+9rXYUKZ0sVayUervtmBoAAAAAONKggh2mNsfXvvY1FRUV6cwzz7QO8++vf/3ram9vt3+WGJKWs26XNDbXhmBHzUYpMV1KSJcTjc/0WJe2tKA1dTt6u6TKtcGPBQAAAAAONahgx/e+9z2rPsdLL71k1e4wx4svvmhd9/3vf9/+WcJ2y3fVqzQnWQmxgTfqQan6sF6HHbU/IlB6vEuFyS57ipRmjZE8cVL5YjumBgAAAACONKhgx3PPPac//elPuvDCC5WWlmYdn/70p/WHP/xBzz77rP2zhO1W7Gywp16Ht0eq2+LYLSwfr9sRNE+slDOBuh0AAAAAMNzBDrNVJT8//5DrTQtatrGEv5qWLu2qb9cEO+p11G8LBDwynR3smJDl0cZ6n9p67KjbMUnatUgKtuApAAAAADjUoIIdp512mn70ox+ps7Nz/3UdHR368Y9/bN2G8G85a0zItyGzo2p9YNtFaqGczBQp9fmlVXbV7Wirlhp22jE1AAAAAHCcmMF80y9/+Uudf/75Ki4u1nHHHWddt3r1asXHx+v111+3e46w2fKdDcpNiVd2Snzwg1Wbeh0lktuG2h8RbESKS8mx0vIqr2YXD2pZHdyRxTAtaLNKbZkfAAAAADjJoN6VTZs2TVu2bNHf/vY3bdq0ybruyiuv1Je//GUlJibaPUfYbNmuentazsofaDtbdKKczu1yaaJVt8MUKQ0yiJSQJmWMlHYvlo67wq4pAgAAAIBjDGobS11dnZKSkvTNb35T/+///T8lJyerrKxMy5cvt3+GsFVHt1fr9zZroh1bWJorpM4mx9fr6DM+y2O1n/Wa/Sx21O0wwQ4AAAAAwNAGO9auXavRo0dbhUgnTZqkVatW6eSTT9YvfvEL/f73v9c555yjF1544dhngWGzek+jen1+TSxItWcLi1yO78TSZ1KWW2090qZ6X/DnNm+qVLNR6mgIfiwAAAAAcJhjCnbccsstmj59ut59912dffbZuvjii3XRRRepqalJDQ0Nuvbaa/WTn/xk6GaLoC3fWa/kOI9KMpPsKU5qCpPGJvCbkTQmw61Yt+xpQZs3JXBZvoxzCwAAAABDGexYtmyZ7r33Xs2ePVs/+9nPVFFRoW9/+9tyu93WceONN+6v4YHwtGxng8bnp8rtdtkT7Mgcace0okKcx6Ux6W4t3WfqdgQptUBKzJJ2L7RjagAAAADgKMcU7Kivr1dBQYH175SUFKtWR2Zm5v7bzb9bWlrsnyVsYWpJrNjVYE+9DrO9wtTsyBhtx9SiqgXtskqv/P4g63a4XIEWtLsW2TU1AAAAAHCMYy5Q6jJvwg7zNcLXpspmtXb1apJt9TpMhItgx4EmZXtU3e5XeYsNRUrzp0oVK6WezuDHAgAAAAAHOebWs1dffbXi4wOtNTs7O/Wtb33LyvAwurq67J8hbLNsR71izFaLXBvazlZtkBIzpcR0O6YWNSZkBuKHZivLyLS44Ot2eLsDAY9Rp9szQQAAAABwgGPK7PjqV79qdWJJT0+3jq985SsqKira/7W57aqrrjrq8e677z7NmjVLqamp1vfOnTvXamF74LYZUwdk4sSJSkxM1MiRI/Wd73zHKoh6OGYLwR133KHCwkLr+8477zxt2bJFTrd0Z73G5qYoLmZQHYcPVrWWrI5+pMS5NDLVZW1lCVpmqRSbJO2ibocj+bxS055AC+Itr0u1WwOtngFEr94eqbFc2rlA2vovqX671NUa6lkB4c1sq96zXNr8mlRTJrXXh3pGACIxs+ORRx6x9cHnz5+v66+/3gp49Pb26oc//KHmzJmjDRs2WNkipgCqOUwx1ClTpmjXrl1WJom57tlnnx1w3Pvvv18PPvigHnvsMZWWlur222/X+eefb42bkODMziEmALR0R71mj8sJfrCedql+hzTlUjumFnUmZnu0xI4ipW7Ph3U7CHY4jrdX2rtCevKLB7cfPvEq6ZO3Syl5oZwdgKFgtizueFd69t+l7g8DHC63NPu70mnXS8nZnHfg4yrXSU98IRDw6DPhQumSBwLF3gE42jFvY7HTq6++etDXjz76qJXhsWLFCp155pmaNm2annvuuf23jx071uoGYzJKTHAkJiam3zf1DzzwgG677TZdemngzfhf/vIX5efn64UXXtAVV1whJ9pZ167a1m5NKkgLfrDqjZLfF8g8wCEmZ7n1xs5eVbf7lJfkDr5ux7q/B978ekK6XDGcmvdKf71U6uk4+PqVf5FyJ0mnXCe5bcjQAhA+msqlp64IZHX1Ma+1C/5XKjqODxiAQ9bMnsBrZVvtwddv/qf03khpzl1SjDM/5AQQEFZ/LfdtT8nKyjrsfdLS0voNdBg7duxQZWWltXWlj9lic8opp2jRov47W5haI83NzQcd0WbpjjqZbrMT8u2o17FOik+Vkm3IEolCE7MDy2rZPhu2suRNDXzCZ7YNOYwT1uWAdr53aKCjz4KfS62Vwz0jwNlrcjisefrgQMeB3vnJoW/oAKe/VtZuGXhdrHxMaq0e7hkBCDNhE+zw+Xy66aabNHv2bCujoz+1tbW6++67dc011ww4jgl0GCaT40Dm677b+qsd0ld3xBwlJSWKNkt21Gt0drKS4mLsSRnMHBVoj4pDZCW4VZDssmcrS84EyRMn7XzfcWfaCetyQGbP8UDMH3Ym0wcYZo5ek0PNBDlM1uThsj5MwWrgYxy9Lht3DXxbbyfd7ACET7DD1O5Yt26dnnrqqX5vN5Hqiy66yKrdceedd9r62LfeequVMdJ3lJeXK9os3l5nT8tZb5dUt4UtLEcwKcutxRU2ZHZ4YgPbFnY5L9jhhHU5oJKTB74ta4wUE+iIBQwnR6/JoWZqNI2ePfDt+dOk2MThnBEihKPXpfn7aCCmY2Bc0nDOBkAYCotgxw033KB58+bp7bffVnFx8SG3t7S06IILLrC6tjz//POKjY0dcKyCgkAxoqqqqoOuN1/33fZxppWu2Rpz4BFN9jS0q6KxU5MLbfi5ajZJ3h6CHUcwOdujzQ0+NXT6gj/npm6HKVLqs2GsCBLt6/Kwik6QUg7OTtvv3Dul1AFuA4aQo9fkcJj4aSl+gHN67o8Cb96Aj3H0uswcHciA7c8Z35dSCod7RgDCTEiDHaaYqAl0mADGW2+9ZXVO6S+jw3RoiYuL00svvXTEbipmDBPUePPNNw8aY8mSJTrttNPkREu218tsOLGlOKnZwhKXzJutI5j8Yd2OpXbU7cifLnU2StUbgh8LkSG9WLr6ZWnEiR9dl5AhXfwLacyZoZwZgKGSPlL691cCXbj6JOdKX3gskNkB4GCm28qXn5XGnP3RdbFJ0jk/lI6/UvJ4OGOAw8WEeuvKE088oRdffNHK2uirqWH2HCYmJu4PdLS3t+vxxx8/qPBSbm6uPB/+JzZp0iRrz+Jll10ml8tl1f645557NH78+P2tZ4uKijR37lw5kdnCMjI7SSkJdtTrWBOIpJt2eBhQbpJbeUmmbodX55cOnIl0VHInSu7YwFaWAv7gdYyc8dKXnpXa6wLbx0ywI7WQrjxAtDIdlgqmS1e9JHXUB2rzmGwOs+7pvgT0z9SQMwHBtppAnQ6THWWCIGz3BBDqYMdDDz1kXZ599gERWUmPPPKIrr76aq1cudLKyDDGjRt3SNeV0aNHW/8uKyvb38nFuOWWW9TW1mYVMm1sbNQZZ5xhtbk9UlZItFq0vU7TRqQHP5ApjmYKJ064wI5pOSK7Y+FeGwpJmhdsE/DY8a50yrV2TA2RIjk7cABwjpS8wAHg6CRmBA4ACKdgh9nGcjgmCHKk+/Q3jsnuuOuuu6zD6Uy9jj0NHbr8JBuqc1Ov45jrdrxb3q3GTr8yEoLsXGM+7Sv7Z6BuB5/wAQAAAMBhsRchyi3eX68j1Z4tLNTrOGpTst0yYbjFdrSg3V+3Y33wYwEAAABAlCPYEeUWbqvV6JxkpSYEWTfCqFgtZZVSr+MY6nbkJ7nsaUGbN0nyxEk73gt+LAAAAACIcgQ7opjZ3rNwW509LWd7O6TazVLWGDum5hhTctx63466HSbQkTtZ2jHfjmkBAAAAQFQj2BHFdtW1q7KpU1OLbAh2VG2QfL1S1lg7puYYU7M92tLgU027L/jBTN0O05HFVOgHAAAAAAyIYEcUe39brdwuu+p1rA6080rOtWNqjjE1J9AeeZEdW1kKj5O6WqR9q4MfCwAAAACiGMGOKPb+1lqNy0tRUpwNTXcqVknZY0yrGzum5himC0txqsuerSw546XYRGn723ZMDQAAAACiFsGOKOXz+bVwa52mFaUHP1hXs1S3XcoeZ8fUHGdajkfv7ek9qjbKh+WOCXRl2U7dDgAAAAA4HIIdUWrDvmY1dvRo6ggbgh371phyp9TrGKSpOW5VtPq1qznIYEffVpbyxVJ3e/BjAQAAAECUItgRpd7bUquEWLcm5KUEP9i+D6SUPCkxw46pOc6UbI88LlnZHUErOkHydku7F9oxNQAAAACISgQ7otR7W2o0uSBNMZ5gf8V+ae9KsjqCkBTr0vhMtxbYEexIL5GSsqVt1O0AAAAAgIEQ7IhCHd1eLd/ZoGl2bGFprpBaq6Xs8XZMzbGm53q0cG+ven1BbmUxBWILT5C2vWXX1AAAAAAg6hDsiEKLd9Sp2+vTccU2bDup+EByu6XsUjum5lgzct1q6ZFWV3vt2cpSvUFq3mfH1AAAAAAg6hDsiELvbq5RTkqcijISgh9s7wopY7QUY8NYDjYmw63UOGl+uR11O443KR5kdwAAAADAAAh2RKH5m2s0fUSGXGbLQzC8PVLlGimHLSzBcrtcmprj0Tt2BDsS0gO/k21vBj8WAAAAAEQhgh1Rpry+Xdtr2nRciQ31OqrXSz2dUvYEO6bmeMflerS2xqf6Dp89W1m2vin5bNgWAwAAAABRhmBHlHlnc408bpem21Gc1GxhiU+T0grtmJrjHZfnMb1t9O4eGwIUI06SOhsDvyMAAAAAwEEIdkSZd8qqNSE/RUlxMcEPtmd5YLtEsNthYMlMcKk03aV3dtuwlSVnghSfKm15g7MLAAAAAB9DsCOKdPZ49f7WWh1vRxeW1kqpcbeUO9GOqeGA7A5Tt8MbbAtat0cqOlHa/CrnFgAAAAA+hmBHFFm0vU6dPT6dOCrTnqwOq+UsxUntdEKeR41dfq2yowVt8UmBArK0oAUAAACAgxDsiCJvbaxWflq8RmQkBj9Y+RIpc4wUS8tZO43LdCstTvrXLjta0M6UXG5py2t2TA0AAAAAogbBjijh9/v1r41VOr4kM/iWsz0dUuVaKXeSXdPDAS1oj8/z2BPsSEiT8qZIZf/k/AIAAADAAQh2RIn1Fc3a19Spk+zYwlKxUvL2SHmT7ZgaPmZmgUdbGnza1WRDC9rik6Xtb0vd7ZxnAAAAAPgQwY4o8caGKiXHeTSpMNWeLSypBVJSlh1Tw8fMyPUo1i29sasn+HMz8hSptysQ8AAAAAAAhD7Ycd9992nWrFlKTU1VXl6e5s6dq7KysoPu8/vf/15nn3220tLSrO0ZjY2NRxz3zjvvtO574DFpUnRvyXh1faWOK8lQjCkqGgxfr7R7sZRLVsdQSYhxaXqOW6/tsGErS9oIKWOktHGeHVMDAAAAgKgQ0mDH/Pnzdf3112vx4sV644031NPTozlz5qitrW3/fdrb23XBBRfohz/84TGNPXXqVO3bt2//sWDBAkWr3XXtKqts0azRNmRiVK2Tutuk/Kl2TA0DOKkwRssrvartsGErS8mpUtkrkteG4AkAAAAARIGYUD74q6++etDXjz76qJXhsWLFCp155pnWdTfddJN1+c477xzT2DExMSooKJATvLa+UrEel44rzgh+sF0LpcRMKa3IjqlhADPzPfqjS3pjZ6+unBwX3HkaeZq09hlp1wJpzNmccwAAAACOF9Jgx8c1NTVZl1lZwWcobNmyRUVFRUpISNBpp51mbZkZOXJkv/ft6uqyjj7Nzc2KJC+v3acZxRlKjPMEN5DfGwh2mA4fwXZ0wWGlxbs0Ocutf27vCT7YkT1OSsmXNrwUVcGOSF+XQLRhTQLhh3UJABFQoNTn81lZHLNnz9a0adOCGuuUU06xskRM5shDDz2kHTt26BOf+IRaWlr6vb8JhKSnp+8/SkpKFCkqGju0qrxRp5TasIWleqPU0SAVTLdjajiCkws9WrjXq8ZOf3DnygSmRp4ubXxJ8nmj5rxH8roEohFrEgg/rEsAiIBgh6ndsW7dOj311FNBj3XhhRfqC1/4gmbMmKHzzz9fr7zyilXY9Jlnnun3/rfeequVVdJ3lJeXK1L8c11gC8tMO1rO7lwgJaZLGbypHA6zCmPk9Uuv7bShK8vo2VJbjbTrfUWLSF6XQDRiTQLhh3UJAGG+jeWGG27QvHnz9O6776q4uNj28TMyMjRhwgRt3bq139vj4+OtIxK9tHqvtYUlKS4m+C0sO9+T8qZJrrCJgUW1zASXpmS79Y+tPfripCC3suRMDGxlWfd3qTRQ7ybSRfK6BKIRaxIIP6xLABhYSN/V+v1+K9Dx/PPP66233lJpaemQPE5ra6u2bdumwsJCRZPy+natLm/SaWOygx+scq3U0SgVHmfH1HCUTi3yaGGFDV1ZzFaW0WdIG16QvDZkigAAAABABHOHeuvK448/rieeeEKpqamqrKy0jo6Ojv33MV+vWrVqf1bG2rVrra/r6+v33+fcc8/Vr3/96/1f/8d//IfV1nbnzp1auHChLrvsMnk8Hl155ZWKJi+trlB8jNueLSzb50tJ2VK6/Zk1GNjJhTEypWBf3mZD29jSswI1V7a9zSkHAAAA4GghDXaY4qFmL/7ZZ59tZV30HU8//fT++zz88MM64YQT9M1vftP62rSkNV+/9NJL++9jsjZqa2v3f71nzx4rsDFx4kRdfvnlys7O1uLFi5Wbm6toYbJi/r5yj04anamE2CC7sHi7A7UeCmfQhSUEXVmOy3Pr+S3dwQ+WWSpljAq0oQUAAAAAB4sJ9Rv2I7nzzjut43BMBseB7ChyGu7WVzRrW02bPneiDZkY5Uul7jap8Hg7poZjdMaIGD24sls7mrwqTfcEt5VlzFnSmmekrhYpPpXfBQAAAABHohJlhHp2xR5lJsVaxUmDtvVfUnqJlJJnx9RwjGYWeJQcK/19sw21NsacI/V2SRte5PcAAAAAwLEIdkSg7l6fXly1V7PH5cjjNhUfgtBRL+1dIY2Yadf0cIziPC6dUujRs2U98vqOnO10WMm5gSKzHzzO7wEAAACAYxHsiED/2lilhvYenTnehhokW9+S3B6pYIYdU8MgnVUSo31tfr2/1xv8ORx3rrR7kVS3jd8HAAAAAEci2BGBnl5Wrgn5KSrJSgpyJL+05TUpf6oUl2jT7DAY4zPdKk516elNNhQqHXm6FJcirfwLvwwAAAAAjkSwI8KU17fr3c01OnuiDfU1KtdKzRVS8Sw7poYguFwunVMSo9d29qq2wxfcuYyJl8acHdjK0mtD8AQAAAAAIgzBjgjzxNLdSorz6LQx2cEPVvZKoCipaVmKkDuzJMZakM9ssqFQ6YQLpfZaadM8O6YGAAAAABGFYEcE6ezxWltYPjE+VwmxQbQoNdrrpF0LpeKTAy1LEXIpcS6dWuTR4xu6gy9UmjlKyp8mLf2DXdMDAAAAgIhBsCOCzFuzT/Vt3ZozJT/4wTb/U3LF0IUlzJxfGquKVr/+tas3+MEmXSztXhjYrgQAAAAADkKwI0L4/X79ecEOHV+SocKMIIuJerulTa9II06QYhPsmiJsMCbDrYmZbv1pjR2FSk8NtKJd/JAdUwMAAACAiEGwI0Is2lanDfua9enphcEPtu1tqbNZGnWGHVODzS4cE6OllV6tqQmyDa07JpDdseYZqaXSrukBAAAAQNgj2BEhHp6/TaOzkzStKC24gfxeaf1zUv4UKdmGIqew3axCj/KTXHp4VVfwg024QPLEkt0BAAAAwFEIdkSAdXub9O6WWl08o8hqURqUXYukpr1S6Vl2TQ82c7tcunhsjP65vVfbGoPM7ohLliZeKC37o9TRYNcUAQAAACCsEeyIAA++uUUFaQk6Neh2s35pzdNS9lgpo8Sm2WGo2tBmJLj0m5U2ZHdMmRuo07Lkd3ZMDQAAAADCHsGOMLe+okmvb6jS3BNGyOMOMqtj9yKpfrs09ly7pochEudx6TNjY/TC1l5tDza7IzFTmnChtOg3UkejXVMEAAAAgLBFsCPM/c9rZSpMT9AZ43KCr9Wx4i9S9jgpq9Su6WEIfXJUjDLjXfrFchuyO6Z/XvJ2SQsftGNqAAAAABDWCHaEsSXb6/ROWY2+MLMk+KwO04GlqVyacL5d08MwZHdcNiFW/9jWq3U1NmR3TLpEWvxbqXmfXVMEAAAAgLBEsCNM+Xx+3T1vg8bmJuuUMVnBDdbbIa14TCqYIaUX2zVFDIOzSzwqTnHp7kWd8vv9wWd3uGOlt+6xa3oAAAAAEJYIdoSpZ1fu0bqKZn3l1FFWd46grH1W6momqyMCmYyeL02J05J9Xr26oze4weJSpOOulFb9Tdq70q4pAgAAAEDYIdgRhhrbu/WTf27S7HHZmlSQFtxgzXuldc9JpZ+QkoLMEEFInJDv0Yl5bt21sFNtPUFmd0z8tJQ5Wnr5+5IvyK0xAAAAABCmCHaEofv+uUmdPV596eRRQY7klxb+RopPlcacbdPsEApXTYtTfadfP18WZLFSt0c65VtSxUpp2Z/smh4AAAAAhBWCHWHm3c01enpZua6YNVJZyXHBDVb2qlS5Wpo8V/IEORZCKj/Zrc9NiNWf13ZrRWWQ21nypwZa0f7rR1LDTrumCAAAAABhg2BHmG1fueXZNZo+Il3nTs4LfvvK8j9KxbOk3PF2TREh9OkxMRqX6db33u4IfjvLSf8eyPh5/ltsZwEAAAAQdUIa7Ljvvvs0a9YspaamKi8vT3PnzlVZWdlB9/n973+vs88+W2lpaXK5XGpsbDyqsX/zm99o9OjRSkhI0CmnnKKlS5cqnJlOG//53Bq1dvXq2jPHBFeU1Nstvfs/UmyKNOnTdk4TIS5Wet3xcapq8+uOBR3BdWeJTZLO+K5UviTwXAHCSENbt7bXtGpLVYuqmjtDPR0A/TBr06xRs1br27o5R8Awa+7o0c7aNm2uatG+pg6rkyOAg8UohObPn6/rr7/eCnj09vbqhz/8oebMmaMNGzYoOTnZuk97e7suuOAC67j11luPatynn35a3/ve9/Twww9bgY4HHnhA559/vhVIMUGVcPTH93botfVV+t6nJig7JT64wZb9UarfIZ1yrRSTYNcUEQYKU9z62vQ4/XZVt2bm91idWgYtf5o04wrpnZ8EMoDGnWvnVIFjZgJ4W6tbdctza/TB7kBguzgzUffOna5ZpZlKigvpSxYA83dZd6+W72zQD59fqz0NHdY5OWFkhn762Rkan59ifTAFYGjtqmvTbS+s03tbaq2vc1PjddtFk3XOxDylJcZy+oEPufxBfTxsr5qaGisYYYIgZ5555kG3vfPOOzrnnHPU0NCgjIyMw45jAhwmgPLrX//a+trn86mkpEQ33nijfvCDHxxxHs3NzUpPT1dTU5OVUTLU3imr1tceXaaLphfqS6cEWZS07J/Sol9LU+ZKI0+xa4oIM39a0613ynv1xMVJOrkwiDeApiPLW3dLdVukb7wl5Yyzc5q2Gu51ieG3p6FdFz24QE0dPQddb947vfDt2Tqu5PD/92N4sSadac2eRl36m/f18b8e0xJj9PKNn1BJVlKopgbWpSOYLI7P/XahKpoOzXz889Wz9MlJ4fnBLiCn1+wwb2KMrKzBt0jt7u7WihUrdN555+2/zu12W18vWrRI4Wbd3iZ9+28rdXxJhlWUNCh7lkqLfyuNPI1AR5T76rRYTcxy6xuvtmtrgze47ixn3iwlpEuPf1ZqqbJzmsAxeXNj9SGBDsO8qfrZ62VWyi6A0DFr8Gevbz4k0BG4rVdvbOQ1BBhq6/c29xvoMO59eaNqW4Ls3AdEkbAJdpjsi5tuukmzZ8/WtGnTBj1ObW2tvF6v8vPzD7refF1ZWdnv93R1dVmfUB14DAezx+7f/rRERRmJuvGT4+V2B5H6abquvP3fUt5kadLFdk4TYSjG7dJ3T4pXRrxLX5rXrl1NvsEPFpcsnXun1N0q/XWu1FancBCqdYnQ6PX6tGBrIB23P6v3NKqtO8hORAgKaxLt3V4rs2MgC7fWqrs3iNcjHDPWpfMs3THw32nbalrV2RvEh2BAlAmbYIep3bFu3To99dRTISmUatLj+w6z5WU4Mjqu+P1ipSfG6j/Pn6SEWM/gB9u7QnrjTimzVJrxRZPKYudUEaaSY1269dQExbily19qCy7DIyVP+tQ9Uss+6dGLpJb+A4PRvi4ROjEet0ZnB2o19acgLUFxHv5vCyXWJGI9LmstDmRUdrJ1Hwwf1qXzmHU2kMykWMXwPgDYLyz+crzhhhs0b948vf322youLg5qrJycHHk8HlVVHZxKab4uKCjo93tM4VOzhabvKC8v11DX6Pji7xZZ/yH98NOTlZIQRM2FrW9Ib/5YyhornfAVyUNRIifJSHDpttMSFO+RPvdimxZXBPHJd0aJNOe/pbYa6Y/nSdUbFUrDvS4RepfPKrbqc/Tnhk+OC754M4LCmoRZg2Yt9ses3S/OKqFA6TBjXTrPJybkDBj8/+YnxljFSgGEQbDD1EY1gY7nn39eb731lkpLS4MeMy4uTjNnztSbb7550BYZ8/Vpp53W7/fEx8dbBQ8PPIaCaQn1m7e3WsVIJxak6raLpig1IXbw7WWXPCwteEAqOlE64csEOhwqM8Gl209PUEmqW1+e164/r+0afFtaE/C48H7JHSP98Vxp3d8VKsO1LhE+RmQk6ldXnqB4k650gKtPH63ZY3NCNi8EsCZhnDYmW1+bPfqgk2HeeP3yihOs7kkYXqxL5ylIT9Cj/z5LSXEHZ4WbRgdfOKlYnmC2xQNRJqTdWL797W/riSee0IsvvqiJEyfuv96krCcmBl4wTZ0Ncyxfvlzf/OY39e677yo1NVUjR47cX8j03HPP1WWXXWYFTvpaz371q1/V7373O5188slW69lnnnlGmzZtOqSWx3BVmC+vb9fNz67Rku11mnvCCH3+xOLB1+io3ya993OpaU+gPkfJyYGPVOBovT6/ntzYo1e29+qsEo9+cmai1ap2UHo6pIW/kna+Kx3/Jen8/5YSMxVKdH5whq4er6pbuqyaRqY+wNSiNOWkxNNKLwyxJp1dqLS2tUvrK5qVGOfRxPxU69PkoLbkwp7fDZ3LHKGn12e9Vm6taVFje48mF6YpLzVeGUlxoZ4aEFZCGuwYqBf7I488oquvvtr695133qkf//jHh73P6NGjrX+b+/YxbWf/53/+xwqUHH/88XrwwQetlrTD/UJh+tH/8b0d+u3bW5WaEKNrzhyraSPSBzdYV7O0+klp4zwpJV+a/gUprTCo+SH6rKzy6o9rutXV69f/mxmvr06LU0LMIIJh5r8Gs01q+Z+kmETpvDsDgQ/TwSUE+AMOCC+sSSD8sC4BIEyCHdH8QtHc2aOnlu7W797drqb2Hl0wrUCfO7F4cJ96dNQHAhyb/mH2wkhjz5ZGzpY8QdT6QFRr6/Hr/8p69MbOXuUluXTtcXG6fFKcVdT0mLXXScv/LO2YL2WPlz7xfWna56SY4f30gD/ggPDCmgTCD+sSAD5CsMPGFwqvz6+lO+r1wgd79dLqCvV4fTpjXI4uO2GE8g5Tvbz/wXqkfR9I296Sdi2SXJ7AdpXSM6X4lGMbC461r9Wnv2/u0cIKr5JipEvHx+qy8bE6Md8j97FufardIq1+QtqzTErKCWR5mOyigunDso2KP+CA8MKaBMIP6xIAPkKwI8gXil11bVqyo16LttVZXVYa2nusPXOfGJ+rcyfnKfOo9875pYZdUvV6qWJ1INDR3R7YrjLiJGnETCmOwl8YnNp2n97c3av39nhV1+FXTqJLZ5fE6LQRHp1cGGMVNz1qjeVS2SuBTA+ztSpjpDTuU1LpJ6SRp0upR66LMxj8AQeEF9YkEH5YlwDwEYIdQbxQrC5v1KW/eV/mM+3ROcmaPiJdJ43K1Ni8lGP/1HzHu9L8n0qmN3b6SCl7nJQ/NRDsoPgobOLz+7W53qcVVV6tqfFqd7Pfev6+cXmyxmUe4xYrX6+0b7VUvlTat0pq3it54qVbtknxqbb/zvgDDggvrEkg/LAuAeAjFH3oR18ZE/OCcTj76pqsy1NGZ6go3fS09mrVrlrrOFbu+i55vLPlSx0teT1StaTqBknmAOxlcoROiZVyklO0si1bdWte1ciUQT7XYlOlkZ9QTPlCuZt2q6W+Wv7kI5cCMl2VBipSHMy6BDA4rEkg/LAugchekwgtgh39aGlpsS5LSkoOf/Iyi5R/xb1auKlVfp83qF9ErFtKiz9JqgtqGOCY9ChGhapW8von1aT6oM5enMelPc0+zSwZp66jWA7HWhPnaNclgMFhTQLhh3UJhBc7unVi+LCNpR8+n08VFRXHHLkznzibN2Ll5eURtwiYO+d9uJ8zx7q+Brsu7cZaCR3O/dAKdk1G8u8n3HAuOZ+hfK2MxOdfJM45Uuft9DmH+u9QHBsyO/rhdrtVXFyswTKLKFIW/8cxd857uD5ngl2XdmOtcO6d9rw52jUZTT9jqHEuOZ+hfK2MxOdfJM45UufNnBEJjqEFAwAAAAAAQPgj2AEAAAAAAKIKwQ4bxcfH60c/+pF1GWmYO+fdSc8Zp/7ckTz3SJ9/JM/9aDnhZxwunEvOJ88/Z6yZSJw3c0YkoUApAAAAAACIKmR2AAAAAACAqEKwAwAAAAAARBWCHQAAAAAAIKoQ7AAAAAAAAFGFYEc//H6/mpubrUsA4YF1CYQX1iQQfliXAPARgh39aGlpUXp6unUJIDywLoHwwpoEwg/rEgA+QrADAAAAAABEFYIdAAAAAAAgqhDsAAAAAAAAUYVgBwAAAAAAiCruSC2+dNNNN2nUqFFKTEzU6aefrmXLlu2//eqrr5bL5TrouOCCC0I6Z4ROS2ePdta2adO+Zu1paFeP18uvAwCAIDp+VDZ1aFNls7ZWt6qutYtzCUQ5r8+visbAut9e06qG9u5QTwk4ohhFoG984xtat26d/vrXv6qoqEiPP/64zjvvPG3YsEEjRoyw7mOCG4888sj+74mPjw/hjBEqexvadceL6/VWWbVMJ+HkOI+uP2ecvjirRNkpPCcAADgWbV29Wry9Tv/1/DpVNnda100pTNP/Xn6cJuanyu12cUKBKNPc0a03NlTr3lc2qr4tEOSYOSpT//P5GRqTmxLq6QHRk9nR0dGh5557Tvfff7/OPPNMjRs3Tnfeead1+dBDDx0U3CgoKNh/ZGZmhnTeGH41LV36xl+W681NgUCH0dbt1f2vlenvK/fK6/XxawEA4BhsqWqxXlv7Ah3Ghn3NuvzhRdrb2MG5BKLQsp0N+v7/rd4f6DBW7GrQF3+/2Mr2AMJVxAU7ent75fV6lZCQcND1ZjvLggUL9n/9zjvvKC8vTxMnTtR1112nurq6EMwWoc7q2Livpd/bfvX2FlW1kHYLAMDRau7o0c9eL9v/AcKBWrp69er6Sk4mEGVqW7p03z83DfjB4qryxmGfExC121hSU1N12mmn6e6779bkyZOVn5+vJ598UosWLbKyO/q2sHz2s59VaWmptm3bph/+8Ie68MILrft4PJ5Dxuzq6rKOPs3NzcP6M2FobK5uHfC25o5etXf3curDGOsySObdSHu9+YeUlC25XI6pJVDX1q0Yt0sZSXGhnk5UYU2ivdurdRUD/41ktrd89bTRiouJuM/SIhbrEkP+HOv1WbV5BrJ0R70+Pb2QXwTCUsQFOwxTq+NrX/uaVZ/DBC9OPPFEXXnllVqxYoV1+xVXXLH/vtOnT9eMGTM0duxYK9vj3HPPPWS8++67Tz/+8Y+H9WfA0BuRkTjgbXEet+JjDg18IXywLgepp1Na/Ftp+Z+kpj2B69KKpJO+Jp12gxQ78LqI9ELED8/fpqeXlau2NZBmOyo7SV+bXaovnzJSMR7efAWLNYk4j0tF6YlqbO/p92SMzU1RrMcZgdVwwbrEUDMfHuSmxKtmgELEY3OT+SUgbLn85mOwCNXW1mZlYRQWFuqLX/yiWltb9fLLL/d739zcXN1zzz269tprjyoqXlJSoqamJqWlpQ3pz4ChY/YQXvKrBdanvB935awS3XHJFCXGRWS8zxFYl4PQsEt68gqpdrM09pNS0YmBjI6KD6Stb0pZY6QvPRW4jCIb9zXrG48tV21rl86ZmKcpRWnq9fq0cnejFm6r1XElGfr9v52k3FSKEgeDNQnjn+v26brHVx5yMkxd0te/e6bG5aVyooYR6xJDzefz69FFO3XXPzYcclt8jNta96OyCXggPEX0O73k5GTraGho0GuvvWYVLe3Pnj17rJodJijSH1PMlG4t0acwPUGPf+MUXfXnpdaewj5njMvW/ztvAoGOMMe6PEaNu6U/mxbbfuniB6TM0R/dNmq2NOkS6Z3/Dtzna69JWaWKBhsqmnXF7xcpKzlO939uhvLSPqrndNrYHH1qSr4e+NdmXf67RXr2W6fRhSkIrEkYp5Rm6bqzxuh3726X78OPyxJi3Xrgi8cfNqMSQ4N1iaFmOixdMqNImyqa9cyKPR+VFoiP0R++epIKMw6uowiEk4jM7DCBDTNtU3x069atuvnmm62Cpe+9954V4TZbUj73uc9ZXVhMzY5bbrlFLS0tWrt27VEFNUxmR3p6OpkdUcA8TyqbOq0K8Sa1vTQnWbmpccpK5hPeSMO6PIyuVumP50mdjdIFP5WSsvq/X0eD9Op/SrHJ0jVvS/GR/QmsyeS4+MEFSorz6L8umqykATK1zP8Bd/5jvcblpeipa05VLFtabMGadC6zbayutVtbqluUEOtRaXay8tLiFcf20JBjXWKoNHX0WK+7pn5HWkKMRmYlKT8tgW2iCGsRmdlhtpfceuutVsZGVlaWFdi49957FRsba3VrWbNmjR577DE1NjaqqKhIc+bMsQqakr3hPC6XS4UZidYBRK1XfyA17JQu+t+BAx1GYqb0yTukl78rvXKzdNnDiuRA5vefWa2OHq9uv3jKgIEOoyA9Qd/71ATdNW+DleVx8/mThnWuQLRJTYi1jtE5pK4DTpGeGGsdpjYPECkiMthx+eWXW0d/TAtak/kBAI6w7W3pg78Gio9mjDzy/dOLpVnXSAt/KU37vDT+PEWiv6/cq/mba3Tz+ROtLSxHMiE/VZ87sVgPvbNNF04r1LQR6cMyTwAAAIQG5ekBIFJ5e6RX/kPKnyaNP//ov2/ceVLhcYHv7T20gG8kpND/9ysbdfrYbJ04MvOov++S4wpVnJmoO15cZ2WGAAAAIHoR7ACASLXyMalum3TyNYGuK0fL3HfWN6XGXdLyPyvS/P7d7Wrt6tWXTj6KTJYDxLjd+rdTR1tdWl5dVzlk8wMAAEDoEewAgEjU0ym9+zNpzFmDayVrurWY9rTv/UzqblekqG/r1p8W7NCcKfmD6qxitq/MGJGun7+x2WqnBwAAgOhEsAMAItHqJ6WWSmnGlYMfY/oXpfY6adXfFCkeXbhTXp9fF88oGvQYn5tZrC3VrXpjY5WtcwMAAED4INgBAJHG55MW/koadbqUPmLw46QVSqPPCIzl8yrcdfZ49djCnTp7Yp7SEmMHPY4pVjq5IFW/m7/N1vkBAAAgfBDsAIBIs+0tqX6bNGVu8GNNvjRQu2Nz+HexenHVXjV39OjCaQVBj2U6spjaHWv3NNkyNwAAAIQXgh0AEGmW/UHKHiflTgp+rNyJUs5EafmfFO7+umiXThiZofy0hKDHmjkqU7kpcfrbkl22zA0AAADhhWAHAESS5gppy+vS+DnH1oHlcCacL219U2rcrXC1bm+T1lU065OT8m0Zz+12WdthXlxVYXV2AQAAQHQh2AEAkWT1U5I7Rio9y74xTd2OmHhp9dMKV8+u2KPMpFgdX5Jh25hnTci16oC8snafbWMCAAAgPBDsAIBI4fcHgh0jT5Piku0bNzYpUOx09ROBxwgzPV6fVa9j9rgcedw2ZbNIVuta04r2uRV7bBsTAAAA4YFgBwBEiqp1Um2ZNOZs+8cuPVuq3y5VfKBws2BLrRrae3TGuBzbx549LltLd9SrsqnT9rEBAAAQOgQ7ACBSrHtOik+Tik6wf+zC46TEzMBjhJl/rK5QcWaiRmYl2T72rNFZivG4NG9Nhe1jAwAAIHQIdgBAJDDbS9a/II08NVCzw25uj1RyqrThhbDaytLd69MbG6p0cmmWXHYVZD1AUlyMZozIoG4HAABAlCHYAQCRoGq91LBDGjV76B5j9GypaY+0b5XCxcJttWrp6tUppdlD9hgmkLJyd6OqmtnKAgAAEC0IdgBAJNj0cqCQaMGMoXuM/GlSXIq06RWFi9c3VCk/LV4lmYlD9hgnjsyUqXv6r41VQ/YYAAAAGF4EOwAgEpS9LI2YKXlih+4xzPaY4pMCgZUw4PP5rS0sM0dmDskWlj4pCTGaXJim19cT7AAAAIgWBDsAINy1VEr7VkvFJw/9Y5nHqF4f2M4SYusrmlXT0qUTR2UO+WOdUJKpRdvq1N7dO+SPBQAAgKFHsAMAwt2W1yW5pBEnDv1jmcdweaTNrynU3tpUraQ4jyYWpA75Y50wMkPdXp8Wbq0b8scCAADA0CPYAQDhbuu/pNyJUkL60D+WqdmRNznwmCH2zuZqTRuRrhj30L9UFaYnWLVB5m+uGfLHAgAAwNAj2AEA4czbK217WyoahqyOPuaxdrwr9XYrVJrae7S6vFHHFWcMy+OZmiAzijMIdgAAAEQJgh0AEM4qPpC6mqWiE4bvMc1Wlu5Wac8yhbLlrM8vzSgehmyWD5nH2l3frl11bcP2mAAAABgaBDsAIJxtfyewtSRnwvA9ZmapFJ8m7ZivUFmwtVYjMhKVkxI/bI85pTDNakH7PnU7AAAAIh7BDgAIZ9vflgqmS27P8D2meSzzmNveUqgs2FKrqUVpw/qYSXExGp+Xqve2ULcDAAAg0hHsAIBw1dMR2EpSMGP4H7vguA+30LQO+0NXNHZoV327phYN3xaWPlOK0rR4e518Zg8NAAAAIhbBDgAIV+VLJG93IMtiuBVOl3y90u7Fw/7Qi7bVmUa7mlw49C1n+9vK0tDeo83VLcP+2AAAALAPwQ4ACFc7FwTazWaMGv7HTiuWkrKlne8O+0ObzIqR2UlKTYgd9seekJ+qGI/LCrgAAAAgchHsAIBwDnbkTzN9UYf/sc1j5k+Vdi0MSbBjcsHw1uvoExfj1vi8FC3ZUR+SxwcAAIA9CHYAQDjq6ZT2rggEHEIlb1qgbkd3+7A95L6mDpU3dGhSCLaw9JmYn6alO+rl91O3AwAAIFIR7ACAcFSxMlCvIy+EwQ4TaDF1O0yR1GGybGeDdTkxP3TBDlMrpL6tW9tq2kI2BwAAAASHYAcAhKPdi6TYJClzdOjmkFEixacGCqUOk+U761WUkaCMpDiFyri8FLld0opdbGUBAACIVAQ7ACAc7Vok5U6S3J7QzcHlDszBzGWYmO0j4/NCl9VhJMXFaFR20v4sEwAAAEQegh0AEG58PmnPUilvcqhnEpiDmYvPO+QP1dLZo81VLSHdwtLHBFyW7SSzAwAAIFIR7ACAcFO3RepsknLDINhh5tDdKtVsGvKHWl3eJJ8/0P411MwcdtW1W7U7AAAAEHkIdgBAuLFqZLiknAmhnomUPV5yeYalbsfK3Q1KjveoMCNBoWbazxof7GYrCwAAQCQi2AEA4aZ8aaAwaVxSqGcixSZIWaVS+dB3ZFmxq8EKMrhdLoVabmq8MpNirQAMAAAAIg/BDgAIN3uWh0dWR5+ciUPeftbv92tVeaPG5oZ+C4vhcrk0NjdFH+xuDPVUAAAAMAgEOwAgnHS1BOpj5E5U2MidEKgj0jF0WQ4769rV1NFjtX0NF2PzUrS6vFFeU0gEAAAAEYVgBwCEk4oPTJ5DIJsiXPTNZe/KIXuIVeWBQMq43PAJdpi5tHV7ta2mNdRTAQAAwDEi2AEA4cQEFGITpfRihY20IikuRapYOaSdWArTE5SSEKNwMSY32ZSJtbI7AAAAEFkIdgBAONm7ItABxe1R2HC5pexxgbkNEVOvY0wYZXUYSXExKs5M1Oo9BDsAAAAiDcEOAAgne5cHAgvhxhRM3bPCVBK1fejuXp82VDRrbG6ywo0JwKyiSCkAAEDEIdgBAOGitVpqrgivTix9TACmrVpq2Wf70JurWtTt9VndT8LNmJxkbapsUVevN9RTAQAAQLQHO1paWnTTTTdp1KhRSkxM1Omnn65ly5Yd1MLwjjvuUGFhoXX7eeedpy1btoR0zgBwRBWrApfhmtmxv4CqvdbubZLbJY3KTlK4MXU7en1+lVW2hHoqAAAAiPZgxze+8Q298cYb+utf/6q1a9dqzpw5VkBj79691u3333+/HnzwQT388MNasmSJkpOTdf7556uzszPUUweAgZlAQnyalJIffmcpKVtKzBySYMeaPU0qzkxSfEwY1Sn50MisZHncLq3e0xTqqQAAACCagx0dHR167rnnrIDGmWeeqXHjxunOO++0Lh966CErq+OBBx7QbbfdpksvvVQzZszQX/7yF1VUVOiFF14I9fQBYGCm20n2WMlleoCEGTMnk3EyJMGORpXmhF+9DiMuxq2SzEStI9gBAAAQUSIu2NHb2yuv16uEhISDrjfbVRYsWKAdO3aosrLSyvTok56erlNOOUWLFi0KwYwB4Bi2sWSNDd/TZeZm5mhjkVJTnNRsEQnXYIcxOjvZ2moDAACAyBGjCJOamqrTTjtNd999tyZPnqz8/Hw9+eSTViDDZHeYQIdhrj+Q+brvto/r6uqyjj7Nzc1D/FMAOBLHrcuWKqm1MjzrdfQxWSdrngoUKU0rsq04qamJEc7BDjO3BVtrrSKl4bjVZrg4bk0CEYB1CQBRlNlhmFodZrvKiBEjFB8fb9XnuPLKK+V2D+7Hue+++6zsj76jpKTE9jkDODaOW5f7VgcuwzrYMe7gQqo2WPdhcdKRWeFXnPTAYIcJyGyubJWTOW5NAhGAdQkAURbsGDt2rObPn6/W1laVl5dr6dKl6unp0ZgxY1RQUGDdp6qq6qDvMV/33fZxt956q5qamvYfZkwAoeW4dVm5WopLCc/ipH2ScqT4dKlyjW1Drq9o1oiMRCXEhm/GxMjsJCsgs77C2VtZHLcmgQjAugSAKNrGciDTZcUcDQ0Neu2116yipaWlpVZQ480339Txxx+/P9XWdGW57rrr+h3HZIeYA0D4cNy63LdGyhoTnsVJ+5i5ZZVK++zL7DC1MEZmh+8WFsNsXTEBmXUOD3Y4bk0CEYB1CQADi8hghwlsmG0sEydO1NatW3XzzTdr0qRJ+vd//3e5XC7ddNNNuueeezR+/Hgr+HH77berqKhIc+fODfXUAWDgbSxFgQBtWDN1O3bbU+zZ6/NrU2WzPndiscLdqOxkrdtLjQoAAIBIEZHbWEz67PXXX28FOK666iqdccYZVgAkNjbWuv2WW27RjTfeqGuuuUazZs2ytru8+uqrh3RwAYCw0NkkNe6SssK4Xkcfk33SXCG11wc91I7aNnX2+MK6OOmBHVlMYMYEaAAAABD+IjKz4/LLL7eOgZjsjrvuuss6ACDsVa4LXJotIpEQ7DAq10pjzgpqqA37ApkSo7LCP9gxKjvJCszsrGvT2NyUUE8HAAAA0RjsQHiqbOrUjtpWK9XbvDGYUpSmovREuU1lPwCHWTxrJU+clB7+2zmUWiTFJNgT7KhoVm5KvFISwv+lyPyf1jdngh1wuoa2blU2d2rx9jolxnp0yphs5aXGKzk+/NcyEA06e7yqbu7Sil31qm/v0UmjMjUiM1E5KdRVAg7EqxJssbu+XVf9aYl21rXvvy41PkZ/++YpmlaUTsADOBwTOMgYKbkj4L9kt0fKLLWlI8uGiqawbjl7oNSEWOWkxFndYy45rijU0wFCpqalU/fM26gXV1ccVLv4rs9M1aUnjFBaQmBLMYChC3S8u7lG3/7bSqstep/Tx2bpF188QflpbNsHIrpmB8JLU0eP/uv5tQcFOoyWrl5d/cgy69MfAEdoO2sCCJEic5QtwY71+wJZYJHCBGY2frj1BnCqd8pqDgp0GH6/dPuL67W3oSNk8wKclEl93ccCHcbCbfX666Jd6vH6QjY3INwQ7EDQ6tu69N6W2gFu69aehoODIAAO4O2Raso+qoURCTLHSLVbpN6uQQ9R3dKputZujYyoYEfy/jojgBPVtHTp4fnbB7z9iSW75aOILzCk3tlcM2Cx7L8s2qna1sG/NgPRhmAHgtbVc/gIckN7D2cZGIgJGni7IyuzwxRS9fVKNZsGPcTGfS0RU5y0j8lCMW/2+EMSTuX1+VTXNvAbqX1NHYd82gzAXhWH+RCxubOXrmHAAQh2wJa97KY+x0DGREBbSSBkqtYHLrNGR84vIXP0wXMfhE37mpUQ61ZeWuQUUxv1YX2RTR8GagCnMcWETx6dNeDt507KV1wMf1oCQ2n2+JwBb5tSmGYVDQYQwCsSgmberHz3UxP6vW3OlHwqQwOHU7VWSsmX4iKonWlsopRWFFSww9S+MDUw3KayYYQwRd/iY9zU7YBjpcTHWq/3Mf10WTOdlc6cMPCbMAD2mJifNuAHiXdcMkXZdGQB9iPYgaDFetyae8II/eRz05WbGviUNinOo2vPHKN75k5TZnIcZxkYSOW6QMHPSJNhipSuG/S3m9oXJZmRU6/DMG20S0yR0krqdsC5zJusZ649TVOL0qyvTbzy3Ml5+r9vnaYREbamgUhUkJ6gv379FF16fNH+wKNZl4997WRNG5Ee6ukBYSUC+hwiEmQlx+mLJ5Xo7Am56ujxKc7jVm5qnOJiSKUDDqtqnVR6VuSdJLOVZcvrg/rW7l6ftte0afa4yPsU2GSjbKgg2AHnio/16MRRmfrr109Wc0evFQTMTIq1trQCGB4jMhN132XT9R9zJlp1clLiY/Z/4AjgIwQ7YBuXy6WC9ETOKHC02uqk1qpAwc9IYwqqtpv5V0specf0rdtqWq0/ziKpOOmBwY73ttRYrf1MVhvgVFnJ8dYBIDSS4mOsA8DA+EsNAEKl+sOaFxkRVJz0kCKlx76VZdOH20BKsiIvOGq2sfR4/dpR2xbqqQAAAOAwCHYAQKiYAp+euECxz0iTWiDFJAyqSOmmyhblpcYrKS7yPpEa+WFNAvMzAAAAIHwR7ACAUDFZERkjJXcE1rZxuQNFSgcT7NjXouLMyMvq6Gu9mZ0cZ7XOBQAAQPgi2AEAoWICBSbYEalMF5lBbmMx20Eildl+Q2YHAABAeCPYAQCh4PNJNZsis15HH5PZUVMmeXuP+lua2ntU1dwVcW1nD1ScmbS/7ggAAADCE8EOAAiFxp1ST0cgOyJSmSKl3m6pYcdRf0tfkMB0NYlUZu4VjZ1q6ewJ9VQAAAAwAIIdABAKVRsO7moSifZ3ZDn6uh1lVS3yuF0qTE9QpOoL1GyuokgpAABAuCLYAQChUL1Bik+TErMi9/wnpEuJmYGf5SiVVbZoREaiYjyR+/JTlJEot8v8LK2hngoAAAAGELl/bQJAJDMBArOFxeVSRDN1O44x2BGpnVj6xHrcVsCDzA4AAIDwRbADAELBbP1Ij+BOLH2Oof2s3++3gh2R3Imlj8lO2Uj7WQAAgLBFsAMAhltvl1S3LRAoiHQmO6V+h9TdfsS7VjZ3qqWrN+IzOwwTsDGBGxPAAQAAQPgh2AEAw612i+T3RnYnlj5WwMYv1W4+4l1NcMAYGcFtZ/uY1rmNHT2qbe0O9VQAAAAQ6mCH2+2Wx+MZ8AAAR6jeGLiMimBHycE/02GYGhcJsW7lpMYr0pV8mJ1C3Q4AAIDwFDOcD/b8888P58MBQHiq2Sgl50pxKYp4sUlSSsFRFSk13UuKM5PkjvSirJLy0xIU63FZ2Sqzx+WEejoAAAAIZbDj0ksvPejrv//971q1apWmTZumyy+/fDinAgChYwID0VCctE/GyKMqUlpW2WwV9owGbrfLCtz0bc0BAABAeAlZzY6f/vSnuvLKK/Xqq6/q61//un784x+HaioAMLyqNgQCBNHC/CwmW+UwfD6/tla3amQUdGLpU5yRqLIqgh0AAADhKGTBjscee0x//OMftXTpUr344ot65JFHQjUVABg+3W1S467oqNdxYJHS5gqps3nAu5Q3tKuz1xcVnVj6mJ9lSxUdWQAAAMJRyIIdFRUVOvXUU61/m8u9e/eGaioAMHxqNgUuoymzoy9w0/ez9aNvu4fZ+hEtirOS1NbtVUVTZ6inAgAAgHAJdni9XsXEBEqGmE4sPp8vVFMBgOFT/WFAIP3DLibRIL1YcrkPW6R0S3WrUuJjlJkUq2hh2s8am6nbAQAA4OwCpSeccIJcH1bh7+jo0CWXXKK4uDj5/f7hnAYAhI4JCKQWSrHRs51DnjgpreijQM4AmR1m20ffa0A0yEmJU2Ksx2o/e86kvFBPBwAAAKEKdsydO3fAziwH3gYAUat6o5QRRVkdfUymivnZBmAKeZqCntHEBG5GZCZqc1VrqKcCAACAUAY7fvSjHw3nwwFA+DFdS0aerqhjipRue7Pfm3q9Pm2vadVpY7IVbUwAZ1PlwIVZAQAA4IBgR3Pz4f8gTEtLG7a5AMCw62wKdC0xgYFoYwquttVI7fVSUtZBN+2sa1OP1x9VnVj6mIKri7fXWa113e7o2aIDAAAQ6YY12JGRkdHvfm1Ts8Ncb4qWAkDUqikLXEZT29k+fd1lzFaW0bMPuqlvm0c0dWLpYwI4pqWuaa07Kjs51NMBAABAKIIdxrPPPqusrIM/9QMARzCBANO1xHQviTZpIyS3J7BN55BgR4vSE2OtI9qUZH3YkaWqlWAHAACAk4Mds2fPVl4eVesBODTYYTqxmO4l0cYTGwh49NORZUtVa1RuYTFMK93kuEBHlk9NyQ/1dAAAABCqYMeGDRtUV1en5ORkFRQUWK1nAcA5nVg+3O4RjQboyGLazo7Jjc4tHmYLptmes6WqJdRTAQAAwAHcGmbnnnuupk6dqtLSUivgMX36dP3iF78Y7mkAwPCrifJghym8Wr3hoKu6e31WgdJozewwTPvZTZUEOwAAAByb2bFjxw6rGGlPT4/VmaWiokJLly7V7bffrt7eXt18883DOR0AGD4dDVJrVZQHO0ZKHfVSa42UkmtdtaO2Tb0+f1QWJ+1jAjkLttTK6/PLQ0cWAAAA5wU7Ro06uAPBzJkzdckll2jChAm66667CHYAiF59tSyise1sn76fzWR3pJxl/dPUsjCiObPDBHK6vYEMlrG5KaGeDgAAAEKxjaU/V1xxhZ5++ulQTwMAho4JAJhuJaaIZ7RKK5LcsVLNR0VKTbAjIylWqQnR14mlT8mHgRzqdgAAADg0s8NsXRnIuHHjhnMqADC8TADABDpM15JoZYI5pq3uAUVKTbAjmrM6DNNSNzUhxmo/e8G0UM8GAAAAw57ZkZGRoczMzEOOvuuPhtfrtWp8mAKniYmJGjt2rO6++26rFkifq6++2qqQf+BxwQUXDOFPBgBHYAIApltJtPtYRxbTiaU4I3rrdezvyJKRuH/LDgAAABzYevbZZ59VVlbWoL//pz/9qR566CE99thjVleX5cuX69///d+Vnp6u73znO/vvZ4IbjzzyyP6v4+Pjg547AAS1jWX8nOg/gaZI6aZ/SH6/Ont92l3frvOm5CvajchMsgI7AAAAcGiwY/bs2crLyxv09y9cuFCXXnqpLrroIuvr0aNH68knn7S6uhzIBDcKCgqCni8ABK2tVmqvi+7ipAcGOzqbrM4z21uS5PObmhbRndnRV7fjnbJq9Xh9ivWERTksAAAARxv2v8g2bNigjRs3avfu3eru7j7m7z/99NP15ptvavPmzdbXq1ev1oIFC3ThhRcedL933nnHCqpMnDhR1113nerq6mz7GQDgmPRt63BCsCOzryPLRm2pDmQ6jMiI7podhqlLYlrs7qprC/VUAAAAEIrMjnPPPdeqr2H2OLvdbk2aNElf+9rX9N3vfveovv8HP/iBVejUfJ/H47FqeNx777368pe/fNAWls9+9rNWXY9t27bphz/8oRUMWbRokfU9H9fV1WUdR1NIFcDwiKp1aYqTumOktEJFvZQCyRNn/cxljYXKSYlTcvywv9SEpP2sUVbZqnF5qYpGUbUmgSjBugSAgQ3rX6A7duywAh09PT3WH0kVFRXW9hNTcLS3t1c333zzEcd45pln9Le//U1PPPGEVbNj1apVuummm1RUVKSvfvWr+1vZ9pk+fbpmzJhhFTI12R4m2PJx9913n3784x/b/NMCCEZUrUtTr8MU7jQBj2hnOrKYrSzVG7S54SRHZHUYaYmxykiMVVlViy5SdAa1ompNAlGCdQkAA3P5D2xjEiJ//etfddddd2nLli1HvG9JSYmV3XH99dfvv+6ee+7R448/rk2bNg34fbm5udb9rr322qOKipvHaWpqUlpa2qB+JgDBiap1+ecLJHesdNYtcoT3/lfqbtUn6n6o6cUZ+rdTHbB9R9K9L29QSVaSHvrKTEWjqFqTQJRgXQLAwMLiY0aTiWGyNI5Ge3u7tf3lQGZris/nG/B79uzZY9XsKCzs/9M2U8yUbi1AeImadWniySazY/Jn5BgZo9S+7h/a09yhT0+PziwHJ3ZkiZo1CUQR1iUADCwsSsbHxsbqxBNPPKr7XnLJJVaNjpdfflk7d+7U888/r5///Oe67LLLrNtbW1ut7TCLFy+2bjfFTE33lnHjxun8888f4p8EAD6mtSrQncRs7XCKjJHa2pkmkzZoMh2cwnRk2VXXrq5eb6inAgAA4HjDmtlhion+4he/sOpu9NeNpb6+/ohj/OpXv7JqfHz7299WdXW1VavDbE2544479md5rFmzRo899pgaGxut2+fMmaO7776bT6QADD+T1eGUTix9Mkdps7/Y+qdTanbow8CO1+/Xtuo2TSliWwcAAIBjgh2msNkf//hHff/739dtt92m//qv/7KyL1544YX9wYojSU1N1QMPPGAd/UlMTNRrr71m88wBIIi2s6Y7SUq+c05hcq42q1T58b1KiD20A1Y0t581TMtdgh0AAAAO2sZiuqj84Q9/sIIdMTExuvLKK63ghwl0mG0nABCVmR1mC4vpUuIULrfK3GNVHOus1qRJcTFWq91ortsBAAAQKYY12FFZWWm1gjVSUlKsCu7GxRdfbNXgAICozOxwUr2OD5V5i1Ts3yenMdkdpv0sAAAAHBTsKC4u1r59gT9+x44dq9dff93697Jly6inASD6mC5RNZucVa9DUlOXX5W9ySru3i75nVWsc0RGkjbtI9gBAADgqGCH6ZhiuqMYN954o1VodPz48brqqqv0ta99bTinAgBDr6lc6m5zXLBjS0MgwFFiMjtaKuUkJVmJ2tvYobau3lBPBQAAwNGGtUDpT37yk/3//uIXv6hRo0Zp4cKFVsDDtJQFgKjbwmJkjpaTlNX75Hb5VaRaqXGXlDZCTlGSGWi1u6W6VceXZIR6OgAAAI41rJkdBzJbV/7xj39Y7WPT09NDNQ0AGNripHEpUlK2o87y5nqvipLdio1PkBp2yUlGZCbKZc4BRUoBAACiP7Nj5MiR+uCDD5SdHfiD/4033tBFF11k1elwu9362c9+pieffFJf+MIXhmM6ADC8nVhc5u2vc2yq92lEqlvy5UsNO+Uk8TEeFaQnaBPBDgAAgOjP7NizZ4+83o+K1P3P//yP1Xa2sbFRDQ0Nuvbaa3X//fcPx1QAYPhUrXNcJxa/329tYxmZ5pZS8hyX2dHXkWVTpbPa7gIAAISbkGxj2bhxo1Wg1OPxWJkd5t9btmwJxVQAYGh4e6TarY6r11HT7ldjl18lqS4ppUBq3it5u+UkJVlJtJ8FAABwYrDDZHRkZWXt/zozM1MtLbTqAxBF6rZKvh4pw1nBjrIGn3VZYjI7Ugskv09q2iMnMUVK61q7VdfaFeqpAAAAONawBDtcLpd1fPw6AIhaVesDl5nOajtbVu9VvEfKSzKZHfmBKx22lcVkdhhl1O0AAACI7gKlZg/31VdfbRUkNTo7O/Wtb31LycnJ1tddXXz6BSAKi5Mm50jxqXKSTXU+laS65TYB7dgEKTFTatwh6Rw5RUFagmI9LqtI6enjckI9HQAAAEcalmDHV7/61YO+/spXvnLIfa666qrhmAoADF9mR4azsjqMjXVeFZt6HX1M3Y56E+xwDo/bpeLMJDI7AAAAoj3Y8cgjjwzHwwBAeHViKT5ZTtLr82tro08zC2I/utLU7ahcLacpyUzUxn10ZAEAAHBUgVIAiGqdzYGinA7rxLKzyacu74fFSfuk5kvt9VJXs+PqdmyubpHX5w/1VAAAAByJYAcADEW9DiOz1FHndlN9oBPLyNQDgx2FgcuGnXKSkVlJ6uzxaXd9e6inAgAA4EgEOwBgKLawuD1SerHjOrFkJbiUFn9AzY6kHMkd47iOLCbYYZRVOiujBQAAIFwQ7ACAoShOmj5S8hxQu8IBNlqdWD7WVtztDmxlaXBWkdKMpDhlJMZq476WUE8FAADAkQh2AIDdKtdKGSMdd1431HkPrtfRJyVfqt8upzF1OyhSCgAAEBoEOwDATj5foGZHlrPqdTR1+VXR6tfIfoMdBYFtLH6vnBbs2EBHFgAAgJAg2AEAdmrcKXW3Oa84aV0gkDGqv2BHWqHk7Zaa98lJRmUlaU9Dh1o6e0I9FQAAAMeJCfUEgIjSVie110reHikxQ0oplDyeUM8K4aRyXeDSYcGOjfU+xbilopSP1ew4sCOL2crioKKto7IDRUo3VbZo1uisUE8HsDeDraVS6qgPFGNOypZS8jjDcAa/X2rZF2irzvMfCGsEO4CjVbtF+vs1UsXKwNeJmdKn7pImfyYQ+AD6OrEkZASeHw6y0dTrSHUpxt1PsCMuWUpIDxQpLT1TTjEiI9E6H6ZuB8EORI2uVmn729LL35NaqwPX5U6SPvsHKX9aoCgxEM3P/x3zpXnflVqrAtflTjzg+c8HYEA44RUJOBqNe6RHLvwo0GF0NEgv3SjtXsg5xEcq1wTqdbj6edMfxdbXevuv19EntUCqc1aR0hiPW8WZidpQQftZRBFTk+jpr3wU6DBqNgVeI5t2h3JmwNAzz/WnvvRRoMO6rkx65NNSUzm/ASDMEOwAjsaepVJbTf+3vXHHwX/0wdlMJxaHbWHp9fm1ud7Xf72OA7eyOLAjy0hTpJRgB6JFR6P01t3939bdKm14abhnBAyfzibprXsGfv6ve57fBhBmCHYAR2P3ksNvb+nt4jwikO3TtMdxnVi2N/rU7RugOOmBRUrN/n7zZslBRmUnq6yqRb1eX6inAgSvpz0Q0B3Irvel3m7ONKJTt3n+rxn49t3m+c/fg0A4IdgBHA2zH/Nw6fluyt/gw6wOI2uso07HhrrAG/lR6Yd5SUkpClw2OCu7Y3R2krp6fdpR2xbqqQDB88RJGSMP/1rpieVMIzrFxB/++Z8zUXLz/AfCCcEO4GiM+6QUk9D/bWd8LxDwAEyww/wxlDbCcfU68pNcSo49TJ2S5KzAuXFY3Q6T2WGsZysLokFyjnTWf/Z/m8stHf9lx9UrgoMkZR3++X/iVRToBcIMwQ7gaKSOkP7t+UCXjT7mD7qTviZN/Sx/3CFg35pAvQ6HVWM/YnHSvj8Erbod2+QkyfExykuN1/qKplBPBbBHyanSmf958P9zpuPSFX87/KfeQDQoOVk66weHPv+/+DjPfyAMkXsPHNVKiZVKTpGue19q3C11tUjZY6Xk3EBLTcDYt1rKHO2oc+H3+7W+zqtPjT6K1F2HFikdlZ1EZgeiR3K2NPs70vFXSHXbAlmPmaMCGY5mmwsQzZKypdNvlI7re/7H8/wHwhjBDuBomSh+enHgAPorXFZbJo0711HnZm+rX01dUunh6nX0SSuSdi+Wejqk2EQ5xejsZL22vtIKDLlI8Uc0iE8JHFljQj0TIITPf2cVIwciEdtYAMAO1Rskv89xxUnX1Xqty6MLdphaJn6pYYecpDQnWc2dvdrT0BHqqQAAADgGwQ4AsMO+VYHsH5PO7SDrarzKiHcpM+EoihKm5AU6F5nUX4cFO4x1e6nbAQAAMFwIdgCAHSpWSRmjHLdnfW2tV6XpR9l9wQSDTN2Ouq1ykoykOGUlxWotwQ4AAIBhQ7ADAOzK7HDYFhZTg2Jtje/otrD0SSuUarfIaUbnJJPZAQAAMIwIdgBAsHq7pOpNUvY4R53Lyja/6jv9Ks04lmDHCKmpXOrtlNO2spjMDhMgAgAAwNAj2AEAwapaJ/l6HBfsWFNzDMVJDwx2mEKuDmtBOyYnRQ3tPdrbSJFSAACA4UCwAwCCtXdloPCmw9owrq3xKjPepayjKU7aJyVf8sRKtc6q2zEmN1CkdO0eipQCAAAMB4IdAGBHcdLM0YE38Q7L7BiT4ZbLdQzBDk+MlFIg1W1xXJHS7JQ4raFIKQAAwLAg2AEAwdq7wnFbWEztidU1Xo0+li0sfdJHSLVlcpoxOclatbsx1NMAAABwBIIdABCMrhapZpOUM8FR53F3s19NXdK4zMEEO0qkpr1Sd6ucZExuilWk1OejSCkAAMBQI9gBAMHYt9rkOTgu2LHqw+KkY4+lE0uf9OLAZZ2z6naMy01Ra1evtte2hXoqAAAAUS/igh1er1e33367SktLlZiYqLFjx+ruu+8+qJ2f+fcdd9yhwsJC6z7nnXeetmxx1v5wAMPEbGGJSQhkKzjIqiqv8pNdSo07hnodfZJzpNgEqabMkUVKV5WzlQUAAGCoRVyw46c//akeeugh/frXv9bGjRutr++//3796le/2n8f8/WDDz6ohx9+WEuWLFFycrLOP/98dXZ2hnTuAKLQnuVSznjJ7ZGTfFDdq3GDyeowXG4prdhxdTuS4mJUnJmoVeUNoZ4KAABA1Iu4YMfChQt16aWX6qKLLtLo0aP1+c9/XnPmzNHSpUv3Z3U88MADuu2226z7zZgxQ3/5y19UUVGhF154IdTTBxBt9iyVcibKSbq8fq2v9Q2uXkcfkwljZXY4q37F2NwUrdxFZgcAAMBQi7hgx+mnn64333xTmzdvtr5evXq1FixYoAsvvND6eseOHaqsrLS2rvRJT0/XKaecokWLFoVs3gCikCmy2VLpuHodG2q96vFp8JkdRkaJ1NEotVbJScblpaisskXt3b2hngoAAEBUi1GE+cEPfqDm5mZNmjRJHo/HquFx77336stf/rJ1uwl0GPn5+Qd9n/m677aP6+rqso4+ZnwAoRUR69JkdRh5k+UkK6u8inNrcG1n+2SMDFxWb5JSCuQU4/NS5PX7tWZPk04dk61IEhFrEnAY1iUARFFmxzPPPKO//e1veuKJJ7Ry5Uo99thj+tnPfmZdDtZ9991nZX/0HSUlzio0CISjiFiX5csCb9QTM+W0YEdphlsx7kEUJ+0TlxwoVGra9jpISWaSEmM9Wrk78up2RMSaBByGdQkAURTsuPnmm63sjiuuuELTp0/Xv/3bv+m73/2u9Z+9UVAQ+ISwqurg1Gjzdd9tH3frrbeqqalp/1FeXj4MPwmAw4mIdVm+WMp1Vr0OY0WVV+ODqddxYHZH1QY5idvt0ti8ZK3YFXnBjohYk4DDsC4BIIq2sbS3t8vtPviPbLOdxefzWf82LWlNUMPU9Tj++OP3p9qarizXXXddv2PGx8dbB4DwEfbrsqdD2rdGmvV1OcneFp8q2/yaYEuwY5RU8WLgXMYmyikm5KfqrU3VVkFtlyuI7JhhFvZrEnAg1iUARFFmxyWXXGLV6Hj55Ze1c+dOPf/88/r5z3+uyy67zLrd/OF400036Z577tFLL72ktWvX6qqrrlJRUZHmzp0b6ukDiBZ7V0q+HilvipxkeZXXupyQ5bEn2OH3Oa4F7cT8VDW292hbTVuopwIAABC1Ii6z41e/+pVuv/12ffvb31Z1dbUVxLj22mt1xx137L/PLbfcora2Nl1zzTVqbGzUGWecoVdffVUJCQkhnTuAKLJ7kRSbFHjD7iArKntVmOxSerwNGQkpuVJcUmArS2EgE88pHVlMuZPlO+utfwMAAMB+ERfsSE1N1QMPPGAdAzHZHXfddZd1AMCQ2LUw0IXFbUOGQwRZXOHVpGybkgJd7kCwqGqdnCQpLkajs5O1dGe9rjj5w640AAAAcPY2FgAIOZ9XKl8i5U2VkzR1+bWlwaeJdmxh6ZM5OtCRxdcrJ5lQkKqlO+pDPQ0AAICoRbADAI5V5Rqpu1XKd1a9jmX7euWXNCnLxpeOzFKpt0uq2yonmVyQpj0NHapo7Aj1VAAAAKISwQ4AOFY7F0gx8VKOs9rOLt7nVW6iS3lJNnYQSSsKnMvKtXKSSYWp1uWSHXWhngoAAEBUItgBAMdq53tS7mTJE+uoc7dob69Vr8PWdqmm5knmqEC2jIOkJcRqZFaSFm0j2AEAADAUCHYAwLHw9gaKk+ZPc9R5a+z0a0OdT1Oyh6Aga+aYQEcWh9XtmFyYpoUEOwAAAIYEwQ4AOBb7VkldLVLhcY46b4s/rNcxNWcIXjayx0q9nVLtZjnJtKJA3Y7y+vZQTwUAACDqEOwAgGOx/R0pNlHKGe+o87Zwb6/yk1zKTRqCl43UosA5rVgtp2V2uF3S+1trQz0VAACAqEOwAwCOxba3pfzpkjvGUedtfnmvpuUOwRYWw+2WssZIFSvlJMnxMRqTm6L3thDsAAAAsBvBDgA4Wt1t0p6lUtHxjjpne1p82tXs1/Sh2MLSJ3u8VFsm9ThrS8e0onS9v61WPp/ZJAQAAAC7EOwAgKO1833J2y0VneCoc/benl7rxWJqzhBldhjZ4ySfV9rnrK4sM4rT1djeo3UVTaGeCgAAQFQh2AEAR2vrv6SUfCmt2FHnbP7uXo3PdCslzsaWsx+XnC0l50h7V8hJxuenKCnOo/llNaGeCgAAQFQh2AEAR8Pvl7a8FsjqcA3hm/4w0+P1a8HeXs3IG8KsjgO3suxdZk62nCLG7ba2srxdVh3qqQAAAEQVgh0AcDTqtkoNO6XiWY46X8sqvWrtkU4YjmBH7iSptUZq3C0nOb4kQ6vKG1Xf1h3qqQAAAEQNgh0AcDQ2vyp54qSC4xx1vt7a3avMBJdGpw9DNktWaeAcly+Rkxw/MkOmPuk7ZHcAAADYhmAHAByNTa9IhcdJsQmOOV9+v1+v7+jRiXkeuYZj644nVsoZL+12VrAjMylO43KT9caGqlBPBQAAIGoQ7ACAI2mrk8oXSyWnOOpcbWnwaXeLXzMLhmELS5+8yVJNmdRRLyc5cVSW5m+uUWePN9RTAQAAiAoEOwDgSMpeCRQodViw49UdvUqMMS1nh/GlwtTtMFkkuxfLSU4alan2bq/e31ob6qkAAABEBYIdAHAkG16U8qdKiZmOOlevbO+xCpPGeYax+0xccqB2x66FcpLizEQVZSTqlbWVoZ4KAABAVCDYAQCH014vbX9HGjXbUedpe6NXm+p9OrlwGLew9MmfLu1bLXU2ySlMTZRTSrP0+oZKdff6Qj0dAACAiEewAwAOZ9M8ydfruGDHvG2BLSwn5Ici2DE1cLnrfTnJaWOy1dLZq/e21IR6KgAAABGPYAcAHM6a/5MKZkhJWY7qwvLClh7NzB/mLSx94lOk7HHS9vlykpKsJI3MStSLq/aGeioAAAARj2AHAAykaa+08z1pzNmOOkdra33a3uTTGcUxoZtE4fFS1Tqp1Vk1LE4fm6PX11eppbMn1FMBAACIaAQ7AGAga56SYuIct4Xl2bJuZSa4NG04u7B8XP4UyRMvbX1bTnLGuBx19fr0ytp9oZ4KAABARCPYAQD9Ma1mP3hcGnm6FJfkmHPU2RvYwvKJYo887hBsYekTEy8VTJO2vi75nVOwMzslXtOL0/X0svJQTwUAACCiEewAgP7seFeq3y6NP99R5+ef23vU3C2dXRLCLSx9imdJrdVSxQdykk9OzNPK3Y3aXNUS6qkAAABELIIdANCf5X+S0ks+6gziEH/d0G1tXylMCYOXh4yRUmqBVPaKnGTmqExlJMbq8cW7Qj0VAACAiBUGf80CQBgWJt04T5r4ackVwq0cw2xdjVcrq3yaMzoMsjoMc+5LTpXKlzqqUGmMx61PTsrTsyv2qJlCpQAAAINCsAMAPm7Jw1JsojTuXEedmz+s6VJekksn5nsUNopOkGITpA3/kJOcNyVf3b0+Pb2U2h0AAACDQbADAA7U2SSteEQaP0eKdU5h0j0tPs3b1qsLSmNCW5j040w3nOKTpS2vSl3NcorMpDidPi5bf1yw3Qp6AAAA4NgQ7ACAAy39g9TTKU2Z66jz8rtVXUqKlc4ZGSZbWA406nTJ55U2Oiu74zMzRqi6uUvPrdwT6qkAAABEHIIdANCns1la+GAgqyMpyzHnpaLVp6c29ejTY2KVEBNGWR194lMD2R0bXpS6ndOhZERmok4Zk6VfvbWF7A4AAIBjRLADAPq8/0upp0Oa/gVHnZNfLOu0sjrOLw3DrI4+Y86SvD3S2mflJJ87sViVTZ16YgmdWQAAAI5FGP9lC8fy+6WmPVLlGql6k1QwLdD+M7041DNDNDPPuUW/liZ/RkrOkVOsr/Xq2c29+uq0WCWGY1bHgdkdo88IZHdMvFBKKZATFGcm6cwJuXrgzS267IRipZuoFKJXV6vUWiVte1vqbpXGnB147XPQ/0nAMentkVoqpPIlgdfxkpOl7LFSaiEnEgDBDoSh6g3SYxdL7fUfXZeSL311npQ7IZQzQzR77b8CHVhmXC6n8Pn9+tGCTo1IcencUREQ+y49U9q7PFBX5ZO3yykuP6lES7bX63/fKNNdl04L9XQwlNvo1j4jvfIfgaB/n4kXSxf/XErN59wDHw90lC+W/vZ5qbfzo+tzJ0lfflbKKOF8AQ7HNhaEl5ZK6ckrDw50GOaTrv/7qtRaHaqZIZqVvSpteEE66euO6sDy1MYeLa/y6urpcYoJpw4sA4mJlyZdJO1eLO1eKCd1Zvn8zGL9ddEurdzdEOrpYKg0lUsvf//gQIdRNk/aNI/zDnxc6z7picsPDnQYNZukN+6Quts4Z4DDEexAeGmrkRp3DZzx0V433DNCtGurk/7xHWnESVLpWXKK3c0+3bu4U+eM9GhqjkcRI3+6lDdZWvQbqaNRTnH+1AKNyU3W959Zrfbu3lBPB0NhxV8Gvm3hrwJBfwAfqVwn9bT3f0Y2vhj4mxKAoxHsQHg5UhTeFI8E7OLzSS9cF3henXaD5IqA7AYbdHv9uvHNdiXHuvT/2bsP8LbK64/jP+894xnHibP3XiQQZiDs2TalpYTZQksZoWWVTSH/QgkzQFlll7ChQMMICTMQyCB778R27Azvbf+f9wqbmNjBjiVdSff7eZ772Lpar670WtbRec85Z0C4/Ip5jgae4SpW+sW9UkO9nCAkOEiXHtlLO/ZW6NZ3lts9HLibaa1csr31802g31wGwI/KDpDta+ZLbRVHC3A4gh3wLbFpUlBw6ynsDmoHCi/47B5p7QfSoVc6pgBgQ0ODbv2yUssL6vXnEeGKDvPDAI8pVjr4V9L2RdLiF+UUWYlROv/QHL3y3Ta98DXdWQJKcIjU96TWz+82XgqP9eaIAN+XOaz18+I7u94rADgawQ74lpg0afSFLZ83/nJXoVLAHRa/JM29Sxp2jqt6u0M8urhaL62s0QVDwtUryY+Wr/yUKVbc5zjp+5ddASuHOKJPmo4bkK5b3l6u2StZ1hBQTLeh+Kz99weHugryRsbbMSrAdyVkSTmHt3zesX+nIwsAgh3wMRGx0uHXSBNvl6KSXPtiUqUT7pHGXuLqlgF01JJXpbf/JPWZJA2Z7Jjj+eSSKt09v0pn9QnVUV39oPvKzzE1VroeIn35kLTuYznFlHE5GtEtUZe+sFBzVlO0OWCYzhHnvScNON2V6WF0HiFdMEvq1Mvu0QG+x/x/eObj0iF//LG4eFKO9KvnpV7HOGZpKoDWBTWYnGY0U1xcrISEBBUVFSk+nm9SbFFXJ5XmSXVVUmikFJshBZOI5GRumZfmz50p9PfRTVKvidK4P//4oSKA1dU3WEGOf31frdN6hWpyvzAFBco/gaZmx/K3pG3fSiOnSIN/ad7aFOhq6ur14Oy1WrR1r6adMVi/Gu39Fou8V3pIValUsdtVcyAiXorp5Kl7QgBy5Lw0tTlMt776GlfQIy7D7hEB8BEB8NUeAlJIiCs9EXAX08743atcLWbNB+Lhv2u9PkwAySur19RPKvR1bp1+NzBMJ/YIU0Axz6EpWGrWZi94VipYI43/sxSZoEAWFhKsKyb21jNfbtI1ry+xWtLedPIAxUTwth4QGY5mA9A2pqabyYwCgJ/gvyIAgc18O2rqOnx0s1RbKR1xnWttvAM6rrywolrTv61SeEiQrj8kQoP8qcVse5gsld7HugrSLX9TevMSadR5Us+JAZ25ExocrAsP666eqbF6dt4mfbamQDeePEAnDMoInMwdAACAg0SwA0BgqiqRlr4mzZsh7VrrKmJmit9GB3ZK+N7KBr22plpPL6lWXnmDVZvj1/3CFBvugA+/6QOlxK7S6velLx90Pf8m66PHkT+u5w4wJqhxVL80Degcr2e/2qQ/vrhQAzLjddGE7jpxcKYiwwI32AMAAHAg1OxogSPXOwKBMi+3fC19/Yi09kOpplLKHutatpLaV4FszpYaPb+8Wp9tq7NKk4zrHKLTeoepS1zgL9VpUdE2acNcaedKVzeLLqOl/qdIGYMVyFbsKNLbi3doyfYixUaEamL/NF18eA8N7Oz+ZT28VwK+h3kJAD8is6MFjTVbzRsGAM+Ii4trV6p9W+dl9Oy7FLr5U1UPOlu13SaoITrFdUZ5uQLZXfNqtW6v9Os+QRqbISVEmONVrcpKOVNEitT/FwrqUayQ/KUK3fCx6iqKVHXkzQpkOYmhuuLIrsovrtLXm/bqrcU7VFtbq7tO7WvbnARw8JiXgH/PSdiLzI4WbNu2TdnZFDoCPKm9mVNtnZezfhutSb1CtXFvvZxkSvi92hKcpfR6WpG2JDQ4SJW1DcovdVYDstDEdJUu+0S73ptu25wEcPCYl4BvIfPfvxDsaEF9fb127NjR7sid+XbL/OO3detWv1v+wtg57t5+zbR3fh3svHQ35op9OPae1dE56c/Pj6/hWHI87Xyv9MfXnz+O2V/H7fQxu/v/0PPOO0979+7VW2+91bSvoKBARx11lGJiYvThhx9ay7hxcFjG0oLg4GB16dLlIA+prEnkL5P/pxg7x91XXzMdnZfuxlzh2DvtddPWORlIj9FuHEuOp53vlf74+vPHMfvruBmzZ5hAx9FHH62oqCgCHW7g0Mp1AAAAAAD4hsLCQh1zzDGKiIjQRx991JTRMX36dA0ePNjK9DAZKn/84x9VWlpqnTd37lwr06S1rdEXX3yhCRMmWEEUcxuXX365ysrKms7PycnZ77p/+ctfms5/9NFH1bNnT4WHh6tv3756/vnntS9zeXOZE044wbqPHj166LXXXms6f9OmTdZlFi9e3LTvpptusvbdf//9TftWrVqlY4891nrsjeNITEzUwSLYAQAAAACATXbt2qWJEycqNDTUCnTs+wHfZGw9+OCDWr58uZ599ll98sknuuaaa6zzxo8fr9zcXGt7/fXXrX2Np3Nzc63T69ev1/HHH6+zzjpLS5Ys0cyZM63gx2WXXdZsDLfffnuz695yyy3W/jfffFNXXHGFrr76ai1btkx/+MMfdP7552vOnDnNrm+CF+Y+vv/+e/32t7/Vr3/9a61cubLVul8myGECI/u64IILVFNToy+//NIaw76BkINBsMONTBTOvCjMT3/D2DnuTnrNOPVx+/PY/X38/jz2tnLCY/QWjiXHk9efM+aMP46bMbvfnj17rEDHihUrrOP70yVNV155pVXDw2RfmCUuf//73/XKK69Y55lMi4yMDGtLTk629jWezsjIsE5PmzbNCj6Y2+ndu7cVIDHBk+eee06V+7TtM/VI9r2uOW3885//tGqLmIySPn36aOrUqTrzzDOt/fv65S9/qYsuusi6zB133KFRo0bpoYceavEx/+1vf9PkyZOVlpbWbL/J/Pj973+vQYMGWWPoaL0SCpQCAAAAAOBlJohgsjWGDBmi//znPzriiCOsYML111/fdJmPP/7YCliYJR6m2KppKW+CFGYZSnR0dNPlzJIWExRpbA3faPTo0VZGR1hYWNM+c5ny8nIrwNK/f38rkGKCIWb7KRNEue+++zRlypSmfQ888IC1bdiwwTptlpuYx3Huuec2Xeaqq66yghcmA8QsY+nevbsWLVpkFVI+8sgjtXr1ao0bN67Z/Q4cOFADBgywbss8tmeeecY6zxRxPRgUKAUAAAAAwAamvsXs2bOVkpKiRx55ROecc45OOukkKwBiggQnn3yyLr30Ut15551W4MEsQbnwwgtVXV3dLNjRmtLSUmvpianT8VNdu3aVt5nlMKYeSGZm5n7nPfXUU1ZQxWSVmCUuJrATGRl50PfFMhYAAAAAAGxgio+aQEfjUhCzRMRkSJhgxoIFC6xMiHvvvVeHHHKItUTEtJdujxEjRlgZHL169dpvM8tgfo7J/DA1NPZlTpsMjH19/fXX+502193XO++8ozVr1jQrfrov8xhPPfVUawmMyQIxdUQ6gswOAAAAAAB8wIwZM6yaFbfddpt+9atfWQU7Te2LU045xQoyPPbYY+26vWuvvdYKIpiCpKamhunqYoIfphDqww8//LPX/+tf/2qNY/jw4VZtkf/+97964403rOU1+3r11VetIMVhhx2mF198UfPnz7cyNfZ19913W4+ltYwUU2TVLF0xQR6TdfLTmh7tRWYHAAAAAAA+wCxVeeKJJ/SPf/zDqs1hWs+a300AxAQRTP2O9hgyZIg+/fRTK6PCtJ81QYubb75ZnTt3btP1Tz/9dKs+hylIampq/Otf/9K///1vq+7Gvkxw5uWXX7buzxQ/NTVIfpr9YbJJ9q39sS8zPhOMeemll9y2vIYCpS0wBVtKSkqstUL79icGYB/mJeBbmJOA72FeArBDUFCQ1aLWBEZ8CZkdLTCBDtPmxvwE4BuYl4BvYU4Cvod5CQA/ItgBAAAAAAACCgVKAQAAAADAQS+h80VkdgAAAAAAgIBCsAMAAAAAAAQUgh0AAAAAACCg+HzNjs8++0z33HOPFixYoNzc3Da1tJk7d66mTp2q5cuXKzs7WzfeeKPOO+88r43ZqXL3VmhlbrEWbtmrHqkxGp2TrMyESIWG2BdTq66tU15xleatL9TW3RUa3T1JfdPjlZEQeRA3ViqV5EvrPpLKdkk9j5Y69ZBi0z0xdMD7SvOlXRuk9Z9IMZ2kXsdKcelSeKzXhlBcWaOC4irNXrVTZVW1OqpfqrKTotUpNsJj95lfVKm1BaX6ev0udUmK0vienay/EeGhIR67TwCAnyorlPZukdZ8KIVHSX2Ol+IypMgErw2hvLpWO4ur9OmaAhWWVmlC7xR1T4lRatxB/H/bRgUlVdq0q0yfrSlQp5hwHdE3TelxEYqO8PmPk3Awn391lpWVaejQobrgggt05pln/uzlN27cqJNOOkmXXHKJXnzxRc2ePVsXXXSRMjMzNWnSJK+M2Yk2FZbp7Ce+Vm5RZdO+qLAQvXDhGA3rmqSQ4CCvj6mmtl7fbtqj8//9rarr6l0750jdOkXrhQvHKjs5un2BjpXvSm9dYirwuPZ9drfUZYz0q+ek+EzPPAjAW4p3SK9MkbbN/3Ff0HXSaY9K/U+RIjwf8CiuqNHL327VXe+vbNr3wOy1Orpfmv7vzMFKi3f/P3Hb91To3Ke/0fqCsqZ9YSFBevLcURrXsxMBDwDAj8yXXu9eJa1+78d9H90sHXOzNOpCKSrR40fLfBHw8cp8XTVzsep/+Jf0oU/WaVh2oh49Z4QyE6Lcfp95RZX644sLrC80GwW9u0L//MVQnTAog4AHfJbPL2M54YQT9Pe//11nnHFGmy7/2GOPqXv37rr33nvVv39/XXbZZfrFL36h++67z+Njdaq95dW69vXvmwU6jIqaOl3w7HfKL26+31vM/V707Hc/Bjp+sHlXue54d4VKK2vbfmPFuc0DHY3MB8Nvn5Dqatw0asAG5vU7/4nmgQ7DvN7fvlQqyfXKMLbuKW8W6Gj0yaqd+nB5vtsrfZt/GP/vfyubBTqMmroG/f75BcovrnLr/QEA/NyaWc0DHY1m3y7t2eiVIewsqdSV+wQ6Gi3eulf//nKTldXsTjV19Xpu3qZmgQ7DvCX/5bXvlWvT//lAQAQ72mvevHmaOHFis30mo8Psb01VVZWKi4ubbWi7PWXV+mbjnhbPK6qo0Zbd5bYcztX5JVbApSUmIr6rrB0fZFa9t3+go5H5kFhWcJCjRGuYl15kXr/fPtnyeeZ1v+pdjw/BBDJe+mZLq+c/8cUGK1XXnXaXVev9ZXktnldVW6+l25r/Y+d0zEnA9zAvvah0pzTvodbP//Ypqd69gYaWzF65s9V/SV/8erN2lVa79f52lVbp+XmbWzzPjOOj5fluvT/AnQIu2JGXl6f09OY1FMxpE8CoqKho8TrTpk1TQkJC02bqfKDtqn6SOdFSaroddpe3/sfeRMOraw887mZKWv5AZKkq9sqbm9MwL72ood71Oj5Q2q6H1TU0WOuBW7OnvFo/86fmoL6tqvvpV2P7KCxz7z+M/o456aeqSqX1c6RvHpc+n+76aeryVJXYPTK4AfPSi8z/ehUtf7nXVPeqvh1ZwwfpQO+VZdV11vupO5m3yZKq1h9XfgmZHWiZSTYICQmxSkzYJeCCHQfj+uuvV1FRUdO2detWu4fkV+Ijw5QQFdbq+T1TvVfccF8DM+NbPS8jPlJxke0oWdP72NbPM3U7wmPaOTr8HOalF4VFS11GH9zr301Cg4N1/KCMVs8/tGdK++ZsG8REhFoFSVszPNvza6/9CXPSz+xYJL16vnR3d+n506UPbpC+uN/18/kzpLt7uOr0bF9g90jRAcxLL4qIl7of0fr5/U+VQj1XTLvR4X1SWz1vSJcERYe7970yKjxEw7u2/n54VN80t94f3K+ovFrrd5Zq0ZY9Wl9Qap32hqeeekp//vOfrYYjO3bskB18vkBpe2VkZCg/v/m3kOZ0fHy8oqJa/qc2IiLC2nBwTCXm607op+vfWLrfeacN66xOseG2HFrTTeGofmmas2rnfufdeHJ/pben2GH6ACm1v1Twk3oCQcHS8XdJ0cluGDH2xbz0IvP6nTRNevo4V5bHvszrPm2AV4ZxSI9OykqM0va9zbPwwkOCddWxfazghDuZvwG3nDJQFz/33X7nHdqzkzIT3V/kzZ8xJ/1E+W5XQOP7/0jxWdKw37qC8glZrvcsM8dNQWJTo2fth9ITR0tDfiUd/w/ey/wQ89KbBztGOuJa19LO2p9kV8R3lnoe6ZVh9E6LVf/MOK3MbZ6dFRQk3XzyACXHuPf/7qTocN100gD94rGv9qsT0ic9Vn0z4tx6f3CvHXsrdO3rS/T52sKmfYf3TtH/nTVEnT34f05paalmzpyp7777zlp58cwzz+iGG26QtwVcZse4ceOsDiz7+uijj6z98IyQkGCrEvOM3wxXdrJr0iRGh+mvk/rqxpMGKDHanmBHckyE/nHmYF1+dC/F//CNcI+UGD05ZZQO752qIPOu0FZxmdI5r0mjLpJCfwiSdB4unT9LShvooUcAeFH6QNfr2byuDfM6N5XlzeveS92GzJvuy78/RGcOz7I6ohhjuyfpjT+OV05KO7ontcPYHsl69vzR6pXmykCLjQjVH4/sqemThynFg+1uAY8wWRqPHSat/K807jLptEekQWdJidmuQIdhfiZ0kQaeKZ06Qxp/ubT6f9Kj46Vt+wf+AOwjqYd00cdSzmGu08Gh0uBfSee9LyV4Zxm86Uz21JTR+t24booMc83rgZ3j9crvx2lA59azmjvCBFde+cM4Dc5ytdeNCA3W78Z21TPnj2nfl4fwqiKriUTzQIfx2dpCXff6Eo9meLzyyivq16+f+vbtq3POOUdPP/202wvNt0VQgx332s6o0Lp166zfhw8frunTp+uoo45ScnKyunbtaqXvbd++Xc8991xT69lBgwbpT3/6k9Wu9pNPPtHll1+u9957r82tZ019D1O7wyxpMRkhaLudxZWqrK23PqikxUZYgRC7mXX5Zn1jbX2D1Q43Na4DH2BqK6XSAqmhTgqPk2I6uXOoOADmpZeU7ZKqS6SgECk29cfgnheVV9dahY/NN0hm6Yo3AqaFJVVWQWPTJjs1LlxhISEev09/x5z0MWs+kF45V0rKcX37HNN6qvt+ygpd7dR3r5d+8YzU70RPjhQexLz0ElO7o7LYFTw02ZE2LGeuqq1TYWm16usbFBMRYn3J52m7S6usuiDBwUFKiQ1XRCjvlb5s/c5SHTP901bPnz31CPX84csedzv00EP1q1/9SldccYVqa2uVmZmpV199VUce6Z0MKL9ZxmJSX0xwo9HUqVOtn1OmTLHSYXJzc7Vly48V/E3bWRPYuOqqq/TAAw+oS5cuevLJJ9sc6EDHo82+Jiwk2H1pWuaDn/mGDAhUJoBncxDPrDd295rjn5PSkSAoYLfVs6SZ50hdRkkT/tL+ugExKdJxf5c+v1d65XfSr56T+tlXUA7weVFJrs1GJtBgln56U3JshFi47T+KKw/cJKLkZ84/WKtXr9b8+fP15ptvWqdDQ0M1efJkq4YHwY6fMAfkQMknJuDR0nUWLVrk7ucNAADAt2z5Rnr1XFegw2R0mLT6gxESLh1+jfT5PdKr50nnvi11G+/u0QIAvNhE4kDifub8g2WCGiabo3Pnzk37zOd5U2Po4YcftlZQeIv9awwAAADQfnu3Si+fLXXqLR3+14MPdDQKDpEOu1pK7Se9/Ftpz2aeFQDwUymx4VYx0paY/eZ8dzNBDlNe4t5779XixYubtu+//94KfvznP/+RNxHsAAAA8De11dKrU1wBjiOvd2VmuENImHTEdVJouKsGyE+7TgAA/EJCdLjVdeWnAQ9z+h9nDbHOd7d3331Xe/bs0YUXXmjV0dx3O+uss6ysD2/y+ZodAAAA+Im5d0m5i6Xj75Yi3ZwSHBkvHX6t9L+/SrNvlybdyeEHAD/UOTFKD5093Cpma2p0mKUrJqPDE4EOwwQzJk6c2OJSFRPsuPvuu7VkyRINGTJE3kCwAwAAwJ9snS99+YA07Bwpta9n7iOltzT8HGneDFexUup3AIBfSoj2XHDjp/773/+2et6YMWO83n6WZSwAAAD+tHzl7ctcdToGneXZ+xpwhqt+xzt/ZjkLAMDvEOwAAADwF/Meknavk8Zd5ioo6knm9s397NnkyiQBAMCPEOwAAADwB0Xbpc/ukfqdLCV39859JnWTBpwmfX6vq/sLAAB+gmAHAACAP/jkDikkQhr6G+/e75DJUli0q1gpAAB+gmAHAACAr8tbKn3/sjT0bCk8xrv3bQIdw34jLX1F2rHYu/cNAMBBItgBAADg6z75uxSfKfWZZM/99zpWSsh2jQMAAD9AsAMAAMCXbV8grZklDTlbCg61ZwymWOnQX0vrPnK1vgUAwMcR7AAAAPBln97tyqrofri948iZICV2kz79h73jAACgDQh2AAAA+Kq8Za6sjkG/8Hyr2Z8TFCwN/oW07mNqdwAAfB7BDgAAAF/11QNSTJrU4wj5hJzDpbgM6asH7R4JAAAHRLADAADAFxVtl5a9IfU/1b5aHT9lskv6nyYtf0vau8Xu0QAAfMx5552noKCgpq1Tp046/vjjtWTJEq+PhWAHAACAL/r2CSk0QupznHyK6cwSHi198y+7RwIA+DkVe6TCNdK276TCta7THmaCG7m5udY2e/ZshYaG6uSTT/b6c+UjXxMAAACgSU2F9N2/pV4TpbBo3zowYZGugMfC56WjbpDCY+weEQCgtQzBty+TNnzy476ex0inPiQlZHnsmEVERCgjI8P63fy87rrrNGHCBBUUFCg1NdVrzxWZHQAAAL5m6WtSZZHU1/vfhLVJv5Ok6hJpySt2jwQA0JKKPfsHOoz1s6V3/uyVDA+jtLRUL7zwgnr16mUtafEmMjsAAAB8zXdPSVkjpfhM+aTYdKnLaNc4R54nBQXZPSIAwL7KCvYPdOwb8DDnRyV55Ji9++67io2NdQ2jrEyZmZnWvuBg7+ZakNkBAADgS3YslnYskvqcIJ/W53gpb6m0fYHdIwEA/FRlccfO74CjjjpKixcvtrb58+dr0qRJOuGEE7R582avPk8EOwAAAHzJwmel6BSpyyj5tM4jpNg013gBAL4lMr5j53dATEyMtWzFbKNHj9aTTz5pZXg88cQT8iaCHQAAAL6iulxa+qrU6xhXm1dfZsbXc6K07HWpqtTu0QAA9hWT6ipG2hKz35zvJaYFrVnCUlFRIW8i2AEAAOArVr4jVZW4up34A9MtxgRoVrxl90gAAPuKSnJ1XflpwKOxG4uH6nUYVVVVysvLs7aVK1fqz3/+s1Wo9JRTTvHqc0SBUgAAAF+x+CUpY7AU52rZ5/PMMpbModLi/0jDz7F7NACAfSVkSb94ylWM1NToMEtXTEaHBwMdxqxZs6yipEZcXJz69eunV199VUceeaRXnx+CHQAAAL6gaJu08TNp/OXyKz2Plr6YLu3ZLCV1s3s0AIB9RSV5PLixr2eeecbafAHLWAAAAHyBqdURGi51O1R+pet4KTRKWvqK3SMBAKAJwQ4AAABfsOQVqctYKTxafiUsUuo61jX+hga7RwMAgIVgBwAAgN3yl0s7V0g9jpBf6n6kVLhGylti90gAALAQ7AAAALCbad8aESd1HiG/1HmYFJngehwAAPgAvwh2zJgxQzk5OYqMjNTYsWM1f/78A17+/vvvV9++fRUVFaXs7GxdddVVqqys9Np4AQAA2sws/TBBgq7jpJAw/zxwwaGu8S97g6UsAACf4PPBjpkzZ2rq1Km65ZZbtHDhQg0dOlSTJk3Szp07W7z8Sy+9pOuuu866vOnp+9RTT1m3ccMNN3h97AAAAD8rd7G0Z5OUM8G/D1bO4VLRVmnbd3aPBAAA3w92TJ8+XRdffLHOP/98DRgwQI899piio6P19NNPt3j5r776Soceeqh+85vfWNkgxx13nM4+++yfzQYBAACwxfK3XEtAMob49xOQPtDV3nDFW3aPBAAA3w52VFdXa8GCBZo4cWLTvuDgYOv0vHnzWrzO+PHjres0Bjc2bNig999/XyeeeKLXxg0AANDmJSwmOJA9VgoO8e+DZsaffYi04m2WsgAAbBcqH1ZYWKi6ujqlp6c3229Or1q1qsXrmIwOc73DDjtMDQ0Nqq2t1SWXXHLAZSxVVVXW1qi4uNiNjwLAwWBeAr6FOekheUtdS1hGnq+AkHOotOZ/0o5FUpafFlv1I8xLAPDTzI6DMXfuXN1111165JFHrBofb7zxht577z3dcccdrV5n2rRpSkhIaNpMUVMA9mJeAr6FOekhK/8rhcf6/xKWRumDpYh4adW7do/EEZiXANC6oAaT/uDDy1hMfY7XXntNp59+etP+KVOmaO/evXr77bf3u86ECRN0yCGH6J577mna98ILL+j3v/+9SktLrWUwbYmKm4BHUVGR4uPjPfLYABwY8xLwLcxJD5lxiBSXIU24WgHji/uloi3SZd/aPZKAx7wEAD9dxhIeHq6RI0dq9uzZTcGO+vp66/Rll13W4nXKy8v3C2iEhLjWwLYW14mIiLA2AL6DeQn4FuakB+xaLxWslAaeoYBiWtDO+VgqWCOl9rF7NAGNeQkAfhrsMEzbWZPJMWrUKI0ZM0b333+/ysrKrO4sxrnnnqusrCwrjc845ZRTrA4uw4cP19ixY7Vu3TrddNNN1v7GoAcAAIDtVr8vhYRLnQOstkXnYVJopLT6PYIdAADb+HywY/LkySooKNDNN9+svLw8DRs2TLNmzWoqWrply5ZmmRw33nijgoKCrJ/bt29XamqqFei48847bXwUAAAAP7HqfSlzmBQWGViHJjRC6jzc9fgOu8ru0QAAHMqna3bYxdTsMIVKqdkB+A7mJeBbmJMdVLZL+mcv6ZA/Sn2OV8BZ+5H01YPSX9ZIsWl2j8YxmJcAEMDdWAAAAHzeuo+khnqpyxgFpOwfHteaD+weCQDAoQh2AAAAeNuaWVJKHyk6OTCPfWSClNpPWkuwAwBgD4IdAAAA3lRXI637WOoyOrCPu3l86z+RaqvsHgkAwIEIdgAAAHjTlnlSVYkzgh3VZdLmL+0eCQDAgQh2AAAAeNPaD6XoTlJyz8A+7kk5Ukyqq1gpAABeRrADAADAm9Z8KHUeIQUFBfZxN48vayRFSgEAtiDYAQAA4C17NkuFq6Uuo5xxzLNGSbvXS7vW2z0SAIDDEOwAAADwFlOYNDhEyhzmjGOeOVQKDpXWzbZ7JAAAhyHYAQAA4M1gR+oAKTzGGcc8LEpKHyito24HAMC7CHYAAAB4Q221tPFTKWu4s463qU+y6XOpptLukQAAHIRgBwAAgDds/cbVitV8+HcSU6S0psLVchcAAC8h2AEAAOAN62dLUUlScg9nHe/Ebq5Wu+s/sXskAAAHIdgBAADgDaZIpynYGeSwf79MC1pTkJUipQAAL3LYuy0AAIANSgukvCXOW8LSqPNwaedyqSTP7pEAAByCYAcAAICnbZj744d+J2pstdt4HAAA8DCCHQAAAJ62YY6U1N1Vs8OJohKl5J7S+jl2jwQA4BAEOwAAADypocFVnDNziLOPs6lXYo6DOR4AAHgYwQ4AAABPKlwrleRKmQ5dwtLILOEp2yntXGH3SAAADkCwAwAAwJNMnYrgUCl9kLOPc9oAKSRc2vCp3SMBADgAwQ4AAABP1+tI6y+FRTr7OIdGuAIe5ngAAOBhBDsAAAA8pa5W2vS5lOHweh2NTN2SzV9KdTV2jwQAEOAIdgAAAHhK7mKpquTH1qtOZ45DdZm0fYHdIwEABDiCHQAAAJ6s1xEWLaX04Rgbpv1seCx1OwAAHhfqqRsePny4goKCWj1/4cKFnrprAAAA32CKcaYPlIJD7B6JbzDHwRRq3fipdOS1do8GABDAPBbsOP30062fDQ0NmjZtmi655BIlJyd76u4AAAB8S02ltPVrafi5do/Et2QOlRb8W6oul8Kj7R4NACBAeSzYccsttzT9fu+99+qKK65Qjx49PHV3AAAAvmXrN1JdtasoJ5oHO8xxMYGgnkdzZAAAHkHNDgAAAE8wXVgi4qWkHI7vvhKypagkaeNnHBcAgMcQ7AAAAPBUvY6MwVIQ/241Y2q6pQ+mSCkAwD+XsUydOrXp9+rqat15551KSEho2jd9+nRP3TUAAIC9qkqlHQul0b/nmWiJWdrz9SNSZZEU+eP/hwAA+HywY9GiRU2/jx8/Xhs2bGg6faAuLQAAAH5vy9dSfa2UOdjukfimjCFSQ720eZ7U93i7RwMACEAeC3bMmTPHbbc1Y8YM3XPPPcrLy9PQoUP10EMPacyYMa1efu/evfrb3/6mN954Q7t371a3bt10//3368QTT3TbmAAAAFq16TMpKlmK78JBaklcphST6qprQrADAOABHl9Eum7dOn3wwQeqqKhoakXbHjNnzrSWxJjuLgsXLrSCHZMmTdLOnTtbvLxZMnPsscdq06ZNeu2117R69Wo98cQTysrKcsvjAQAA+Fmm+KZVr4Ns1tbrdgySNn7KiwkA4F/Bjl27dumYY45Rnz59rIyK3Nxca/+FF16oq6++us23Y2p7XHzxxTr//PM1YMAAPfbYY4qOjtbTTz/d4uXNfpPN8dZbb+nQQw9VTk6OjjjiCCtIAgAA4HGmDkXu965gBw68lCVvmVS+m6MEAPCfYMdVV12lsLAwbdmyxQpONJo8ebJmzZrVptswWRoLFizQxIkTm/YFBwdbp+fNm9fidd555x2NGzdOf/rTn5Senq5BgwbprrvuUl1dXav3U1VVpeLi4mYbAHsxLwHfwpxsZ70OU4+CYMfPFylVg7Sl5f/pwLwEAJ8Mdnz44Yf6xz/+oS5dmq9V7d27tzZv3tym2ygsLLSCFCZosS9z2tTvaIkphGqWr5jrvf/++7rpppt077336u9//3ur9zNt2jSrU0zjlp2d3abxAfAc5iXgW5iT7WDqUMSkSHGdPfeEBILYdNe26Qu7R+K3mJcAYEOwo6ysrFlGRyOzxCQiIsJTd6v6+nqlpaXp8ccf18iRI61MElOs1Cx/ac3111+voqKipm3r1q0eGx+AtmFeAr6FOdnOeh3p1OtoE3OcqNtx0JiXAGBDN5YJEyboueee0x133NHUbtYEIu6++24dddRRbbqNlJQUhYSEKD8/v9l+czojI6PF62RmZlrLZ8z1GvXv39/KBDHLYsLDw/e7jgm+eDIAA6D9mJeAb2FOtqNeR95S6ZA/efYJCRRmqc+XH7vqdkQn2z0av8O8BAAbMjtMUMNkV5xwwglWkOGaa66x6md89tln1vKWtjCBCZOdMXv27KZ9JmBiTpu6HC0xRUlNBxhzuUZr1qyxgiAtBToAAADcZvO8H+p1mHoU+FkZg344bl9xsAAA/hHsMIENE2Q47LDDdNppp1nLWs4880wtWrRIPXv2bPPtmLazpnXss88+q5UrV+rSSy+1bst0ZzHOPfdcK4WvkTnfLJW54oorrPt/7733rAKlpmApAACAR23+QopJleJazkBFS3U7MqTNX3JoAAD+sYzFMMU+Tb2MjjA1NwoKCnTzzTdbS1GGDRtmdXNpLFpqur2YDi2NTHHRDz74wOoGM2TIEGVlZVmBj2uvvbbDjwcAAOCANn4upQ8y63c5UG1ljpepcwIAgBsFNTQ0NMgDTAvYAzn11FPlq0zrWROoMcVK4+Pj7R4OAOYl4HN4r2ylXsc/clz1OvpM8v6T4q/WfSx9+YB0zQbqdnQQ8xIAvJDZcfrpp7d6nilWalrDAgAABIwtX/9Qr2Ow3SPxL9bxapC2zJP6nWT3aAAAAcJjNTuM3Nxcq1DoTzcCHQAAIOBs+kKK7iTFZdo9Ej+s25EmbaJuBwDAT4Id+9bSAAAACGibqNfRobod5vgBAOAPBUpNF5WkpCTFxMSoc+fOVnHRlJQUT94lAACA91UWS7nfS4f8kaN/sMGOrx6SKvZKUYkcQwCA7wY7unbtqscff1w1NTVWsSTTLtZkepx00kl6/vnnKfwJAAACx9ZvXPU6zId2tF96Y92Or6W+x3MEAQAd5rF1Jps2bbK27du3q6SkxOpsYlrCrlmzRtdcc42n7hYAAMCeeh1RyVJ8Fkf/YMRlSDGp0uYvOH4AALfwWlGNuLg4HXPMMXrkkUf04YcfeutuAQAAPI96HR0TFCSlD5Q2UrcDAOAeXq8getRRR2nDhg3evlsAAADPqCqVdixmCUtHmSVAeUtc9U8AAPDVYMe///1vvfrqq/vtN/ueffZZT90tAACADfU66qQM6nV0uG6HqXtijicAAL4a7Jg2bVqLnVfS0tJ01113eepuAQAAvGvzl1JkopSQzZHviPjOrrontKAFAPhysGPLli3q3r37fvu7detmnQcAABAwxUlNvQlTdwIdr9thjicAAL4a7DAZHEuWLNlv//fff69OnTp56m4BAAC8p7pc2r6Qeh3ukjHYVf+kqsRtNwkAcCaPBTvOPvtsXX755ZozZ47q6uqs7ZNPPtEVV1yhX//61566WwAAAO/ZNl+qr3F9SIeb6nbUUbcDANBhofKQO+64Q5s2bbLazYaGuu6mvr5e5557LjU7AABAYNj0pRSRICV2tXskgSGhixSV5DquvSbaPRoAgB/zWLAjPDxcM2fOtIIeZulKVFSUBg8ebNXsAAAACJx6HQOkII8lyzoLdTsAAL4e7GjUp08fawMAAAgoNZXS9u+kEVPsHklgSR8kffuUqx5KeLTdowEA+CmPBTumTp16wPOnT5/uqbsGAADwPBPoqKumXocn6naYOiimHkqPI91+8wAAZ/BYsOP+++9XXFycRo4cqYaGhmbnBdGaDQAABMISlog4KSnH7pEEFlP/JDLBdXwJdgAAfC3Y8cQTT+jmm2+2ipPee++9Vr0OAACAgGE+jKdRr8PtqNsBAHADj1XTuvDCC7V27VqNGzdOhx56qC6++GLl5+d76u4AAAC8p7bKtczC1JeAZ5aybF8g1VRwdAEAB8WjpcOjo6N12223afXq1aqrq7MKld5+++2qqOCNCwAA+DHzQdwEPDLIXPUIE0Qy9VC2feuZ2wcABDyPLWN55513mp0+/fTTrbaz99xzjx5//HFt27bNU3cNAADg+SUs4bFSUneOtCckdZMi4l3HufvhHGMAgO8EO0xwozVlZWWeulsAAADPMx/C0wdIwSEcbU8ICpbSB7qOMwAAvrSMpb6+/oAbAACAXzLLV7Z+Q70ObyxlMctYqNsBAPC1mh0AAAABZ/tCqbZSyhhi90gCm6mHYtXt+M7ukQAA/JDHlrE8+OCDBzz/8ssv99RdAwAAeLheRwz1OjwtKUeKiPuhbscEj98dACCweCzYcd999zU7vXXrVmVmZio0NFRBQUEEOwAAgH/a9LmUNpB6HV6p2zHIdbx1vcfvDgAQWDwW7Ni4cWOz03Fxcfr000/Vo0cPT90lAACAd+p1DPsNR9obTLBj4bOuuh1hURxzAIDv1eww2RwAAAB+bfsC6nV4k6mLYtXt+NardwsA8H9eCXZ8++23VrvZ5OTkg7r+jBkzlJOTo8jISI0dO1bz589v0/VefvllK8hyoDa4AAAAbbbxcyk8lnod3pLUTYqIdx13AAB8IdgxfPhwjRgxQv3799f48eP1m9/8RomJie2+nZkzZ2rq1Km65ZZbtHDhQg0dOlSTJk3Szp07D3i9TZs26S9/+YsmTKCgFQAAcJONn0np1Ovwat2OjEGu4w4AgC8EO0w2xWmnnabzzz9fb7/9tp5//vmDup3p06fr4osvtm5nwIABeuyxxxQdHa2nn3661evU1dXpt7/9rW677TZqhAAAAPeoqZS2zZfSB3NEvckcb7N8qLqc4w4AsL9AqcnE6Kjq6motWLBA11//YwXu4OBgTZw4UfPmzWv1erfffrvS0tJ04YUX6vPPfz7tsaqqytoaFRcXd3jsADqGeQn4FuakXIEOUz8ic4jdT4fz6nbU10hbv5Z6Hm33aHwK8xIAbKzZUV5erlWrVmnJkiXNtrYoLCy0sjTS09Ob7Ten8/LyWrzOF198oaeeekpPPPFEm8c4bdo0JSQkNG3Z2dltvi4Az2BeAr6FOflDvQ5TPyIpx+6nw1kSu0pRSdTtaAHzEgBsCHYUFBTopJNOslrODhw40Krhse/mCSUlJfrd735nBTpSUlLafD2TOVJUVNS0bd261SPjA9B2zEvAtzAnTbDjUyljsKuOBLzHdPQzLWjN8QfzEgDsXsZy5ZVXWoGDb775RkceeaTefPNN5efn6+9//7vuvffeNt2GCViEhIRY19uXOZ2RkbHf5devX28VJj3llFOa9tXX11s/Q0NDtXr1avXs2XO/60VERFgbAN/BvAR8i+PnZHWZtH2hNPpCu58K5y5l+eYxqbJYioy3ezQ+w/HzEgDsCHZ88sknVmHSUaNGWXU2unXrpmOPPVbx8fFWyp3J+vg54eHhGjlypGbPnt3UPtYEL8zpyy67bL/L9+vXT0uXLm2278Ybb7QyPh544AGWpwAAgIOzZZ6rbkTmUI6gHUydlIY61/PQZxLPAQDAvmBHWVmZVSTUSEpKspa19OnTR4MHD7ZayLaVaTs7ZcoUK2gyZswY3X///dZtm+4sxrnnnqusrCwrgBIZGalBgwY1u35ju9uf7gcAAGizDZ9K0Z2k+C4cNDvEdZZi0lzPA8EOAICdwY6+fftay0ZycnI0dOhQ/etf/7J+N61jMzMz23w7kydPtgIlN998s1WUdNiwYZo1a1ZT0dItW7ZYmSMAAACer9cRxEG2gznu5vhvmMvxBwC0SVBDQ0ODPOCFF15QbW2tzjvvPKt97PHHH69du3ZZS1OeffZZK4jhq0zrWdOVxdQcMctuANiPeQn4FkfNyfLd0t09pPF/lnofZ/donGv9J9IX06W/rpdi2l6I3kkcNS8BwK7MjnPOOafpd1N3Y/PmzVYL2q5du7arUwoAAICtNn0hqUHKHMYTYXeRUmPjZ9KgM3kuAAAH5JH1H48//rgV7HjxxRebTpvlJ7/61a+srA4AAAC/WsISnyXFumqRwSYmmyOhKy1oAQD2ZHaYAMfVV1+t4447Tn/961+1bt06q6joX/7yF6uTyu23367u3bvrzDOJyAMAAD+wfo6rXgTsZ54H83wAAODtYMcjjzyiRx991MrsMLU6xo4da52++OKLrfM7d+6shx56iGAHAADwfUXbpN3rpcG/tHskMDoPk1a/J+3ZJCXlcEwAAN5bxrJy5UqNGzeuqVaH6ZRiAh6NDj/8cC1dutTddwsAAOB+VvePoB/rRcBeVkecYLqyAAC8H+yoqqpSdHR00+mIiAjFxsY2nY6KilJdXZ277xYAAMAzwY5OvaRIOlv4hPBYKaUPwQ4AgPeDHVlZWVadjn1b0GZmZjadXr16tXJySDsEAAA+rr7eVR8ic6jdI8G+zPNhglDm+QEAwFvBjiOOOELvv/9+0+nTTjvNyuZoZDqzjB8/3t13CwAA4F47l0vlhVLn4RxZX5I5XKrYI+V9b/dIAABOKlD6xBNPHPD8J598UpGRke6+WwAAAPda/4kUGiGlDeDI+pLUvlJYlOv5IRAFAPBWZsfPiYuLU1hYmLfvFgAAoH3WfSKlD5ZC+L/Fp5jnwxSMpQUtAMCXgh0AAAA+r7pc2vKVlDnM7pGgJeZ52fK1VFXK8QEAtIhgBwAAwE9t/kqqq5ayRnBsfFHnEVJ9jbTpC7tHAgDwUQQ7AAAAfmr9bCkmVUrI5tj4ovjOUmyG63kCAKAFBDsAAAB+at3HruKXQUEcG19knpfOw1zPEwAALSDYAQAAsK+9W6TCNa6lEvBdWSOl3RtcGwAAP0GwAwAAYF8mWyAoxJU5AN+VOVQKDpXWsZQFALA/gh0AAAD7WvuRlNZfCo/luPiysGgpbaC09kO7RwIA8EEEOwAAABrVVkkb5tKFxV+YbjkbP5NqKuweCQDAxxDsAAAA2LflbE25lDWaY+IPskZJtZXSpi/tHgkAwMcQ7AAAAGhklkSYlrNJORwTf5DYVYpNl9Z+YPdIAAA+hmAHAABAozWzXF1YaDnrH8zzZLqymOetocHu0QAAfAjBDgAAAKNwnauNafYYjoc/6TLa1S64YLXdIwEA+BCCHQAAAMaa/0kh4a6WpvAf5vkKjXQ9fwAA/IBgBwAAgLF61o8fnOE/GgNUqwl2AAB+RLADAACgfLe0ZZ7UhSUsfsk8b9u+lcoK7R4JAMBHEOwAAABY+5HUUEe9Dn9l6qyYAqVr6MoCAHAh2AEAALD6PSmlrxTdiWPhj6KSpNR+sp5HAAAIdgAAAMerqZTWfUxWh7/rOlZaN1uqLrd7JAAAH0BmBwAAcLYNc6XqMqnreLtHgo7IHifVVkrrP+E4AgD8I9gxY8YM5eTkKDIyUmPHjtX8+fNbvewTTzyhCRMmKCkpydomTpx4wMsDAACHW/VfKSFbSsy2eyToiIQsKbGbtOpdjiMAwPeDHTNnztTUqVN1yy23aOHChRo6dKgmTZqknTt3tnj5uXPn6uyzz9acOXM0b948ZWdn67jjjtP27du9PnYAAODj6mqlVe9J2WPtHgncoesh0qr3pdpqjicAOJzPBzumT5+uiy++WOeff74GDBigxx57TNHR0Xr66adbvPyLL76oP/7xjxo2bJj69eunJ598UvX19Zo9e7bXxw4AAHzc5i+kij1SzmF2jwTu0O1QqapI2vQZxxMAHM6ngx3V1dVasGCBtRSlUXBwsHXaZG20RXl5uWpqapScnOzBkQIAAL+04m0pNkNK7mn3SOAOSd2luM7S8rc4ngDgcKHyYYWFhaqrq1N6enqz/eb0qlWr2nQb1157rTp37twsYPJTVVVV1taouLi4A6MG4A7MS8C3BOScNEtYTLAj53ApKMju0cAdzPPYbby08r/SyfdJIWEBfVwDcl4CgBMyOzrq//7v//Tyyy/rzTfftIqbtmbatGlKSEho2kydDwD2Yl4CviUg56RZwlK+S+o+we6RwJ1yJkiVe6WNnwb8cQ3IeQkATgh2pKSkKCQkRPn5+c32m9MZGRkHvO4///lPK9jx4YcfasiQIQe87PXXX6+ioqKmbevWrW4ZP4CDx7wEfEtAzsllb0hxmVKn3naPBO6U3EOKz5KWvRnwxzUg5yUAOCHYER4erpEjRzYrLtpYbHTcuHGtXu/uu+/WHXfcoVmzZmnUqFE/ez8RERGKj49vtgGwF/MS8C0BNydNtw6zhMUUtGQJS2Axz6cpOLvyHan2xyUegSjg5iUAOCXYYZi2s0888YSeffZZrVy5UpdeeqnKysqs7izGueeea0W1G/3jH//QTTfdZHVrycnJUV5enrWVlpba+CgAAIBPWf+Ja6lDjyPtHgk8ofuRUlWxtPYjji8AOJRPFyg1Jk+erIKCAt18881W0MK0lDUZG41FS7ds2WJ1aGn06KOPWl1cfvGLXzS7nVtuuUW33nqr18cPAAB80NJXpaQc14bAk5jt6rBjnuf+J9s9GgCADXw+2GFcdtll1taSuXPnNju9adMmL40KAAD4paoSadW70pDJdo8EntT9CGnxC1LFXikqkWMNAA7j88tYAAAA3GrFD7UcWMIS2HocIdXVuGqzAAAch2AHAABwlu//I2UMkWJS7R4JPCm6k5Q51PV8AwAch2AHAABwjj2bpU2fS72Otnsk8IZex0hb5km71nO8AcBhCHYAAADnMN/yh0VLXQ+1eyTwhq7jpPAYsjsAwIEIdgAAAGeor5cWPS/lHCaFRdo9GnhDaKSUM0Fa9KJUX8cxBwAHIdgBAACcYcMnUtE2qfcku0cCbzLPd8kOad3HHHcAcBCCHQAAwBkWPCMldZdS+tg9EnhTp15Sck/pu39z3AHAQQh2AACAwFe8Q1r1vtRnkhQUZPdo4E3m+e5zvLT2A2nvVo49ADgEwQ4AABD4Fj4nhYRLPejC4kg9jnTV7zDZPQAARyDYAQAAAltttfTtU64PvOHRdo8GdgiLknoeLS34t1RbxXMAAA5AsAMAAAS2FW9LZTul/qfYPRLYqd/JUvkuadkbPA8A4AAEOwAAQOBqaJC+niF1Hi4ldrV7NLBTQhcpa6Q0b4brdQEACGgEOwAAQODa/JW0Y5E04HS7RwJfMOAMKX+ptPEzu0cCAPAwgh0AACBwfXm/lNhN6jzC7pHAF2QOlZJ7SF8+YPdIAAAeRrADAAAEprxl0toPpUFn0m4WP7ahHXimtH62tGMxRwUAAhjBDgAAEJg+v1eKTZe6H2H3SOBLciZIcZmu1wcAIGAR7AAAAIFn5ypp+ZvSoF9IwaF2jwa+JDhEGvxLaeU7Uv5yu0cDAPAQgh0AACDwfHa3FJMq9Zpo90jgi3oeLcVmSHP/z+6RAAA8hGAHAAAILLlLpGWvS0MmSyFhdo8Gvshk+wz9tSu7w3TrAQAEHIIdAAAgsHx8qxSfJfU6xu6RwJf1OEpKyJY+ukVqaLB7NAAANyPYAQAAAsf6Oa5OGyPOpVYHfr52x4gp0sZPpXUfc7QAIMAQ7AAAAIGhrlaadb2UNkDqOt7u0cAfZI+VMgZLH9wg1dXYPRoAgBsR7AAAAIHhu6ekglXSmN9LQUF2jwb+wLxORl8s7VonzX/c7tEAANyIYAcAAPB/JXnSJ3dIfSZJnXrZPRr4k+QeUp8TpDl3SsU77B4NAMBNCHYAAAD/979rpCBTg+E8u0cCfzTid1JIhPTe1RQrBYAAQbADAAD4t+VvSivelsb+QYqItXs08Efhsa7Xz+r3XW2LAQB+j2AHAADw7+Ur714ldRsvdTvM7tHAn3U7VMqZIL03leUsABAACHYAAAD/VF8nvfF7U2VSOuRPFCVFxx3yR1fL4tcvdr2+AAB+i2AHAADwT5/9U9r4mTRhqhSZYPdoEAgi4qQJV0tbvpLm/p/dowEAdADBDviuir1Sca7rJ+BUpQWueVBTbvdIAN+y5gNp7jRp6NlS5jC7R4NAkjFEGnaO9Nnd0qr37B4N2qJsl+u9sqqU4wXAv4IdM2bMUE5OjiIjIzV27FjNnz//gJd/9dVX1a9fP+vygwcP1vvvv++1scINTHBj46fSf34tPX64NPMcafM8qbKYwwvnKMmXFj4vPXuS9MSR0rtXS4Vrpbpau0cG2C9/ufTaBVL2WGnor+0eDQLR4F+46sC8fpGU+73do0Frygqk5W9Jz58uPX6E9NYlUt5yqaaSYwbA94MdM2fO1NSpU3XLLbdo4cKFGjp0qCZNmqSdO3e2ePmvvvpKZ599ti688EItWrRIp59+urUtW7bM62PHQTBvTktflZ49VdoyTyrdKW36XPr38dLq//FBD8755+2/V0jvXCYVrHYVYPz+JelfE6TC1XaPDrDX3i3S82dKsemu5QZBPv+vDPyReV0dOlVK6CK98Atp90a7R4SWvhwzS41enSLlLZFK86WV/3V9UbZjEccLgIIaGhoafPk4mEyO0aNH6+GHH7ZO19fXKzs7W3/+85913XXX7Xf5yZMnq6ysTO+++27TvkMOOUTDhg3TY4891qb7LC4uVkJCgoqKihQfH+/GR4M2/RP78GiptoWIvFmPfemXUkI2B9KBHDUvt30nPXlMy+f1OFr61TPUJ4Az52TxDunfJ0i1VdIJd0tRSd65Xzj7A/Wsa6SgEOmCWa7ghw9z1Hul+TJgxpiWz0vtJ035rxSb5u1RAfAhPv11SHV1tRYsWKCJEyc27QsODrZOz5s3r8XrmP37Xt4wmSCtXd6oqqqy3hz23WBj6n5LgQ6jssi1JhOO4Oh5ufoAS+82zmFJF5w5J/dslp4+3lW/5ri/E+iAd0QlSsf+Xaqrcb3+dm/wqSNv+7y007ZvWz+vYJXr/0YAjubTwY7CwkLV1dUpPT292X5zOi8vr8XrmP3tubwxbdo0KwreuJnMEdgkOKRj5yNgOHpehkW3fp5piRgU5M3RAPbPyR2LpScnuj5wTvo/1xIWwFtMdsDx06SGeunJY6XtC33m2Dv6vTI08sDn8z8j4Hg+Hezwluuvv95K92vctm7daveQnP0PRWtpyfFZUnQnb48INnH0vOx3UuvnDfqlFJ3szdEA9s7Jpa9JT09yfcNulq6Qlg47xKS6Xn8xKa46Ykte8YnnwdHvlVkjWw9odDuM7C8Avh3sSElJUUhIiPLz85vtN6czMjJavI7Z357LGxEREda6xn032CQuU/rFv13fXu8rNEI66ynX+XAER89L8zo//JqWA35HXnvgzA8gUOZkdZmrUO/rF0pdD5EmTXMFPAC7mNphk+5yfZB+42LprT/Z3urU0e+VJvB50vT995svzU6eTrADgH7yidK3hIeHa+TIkZo9e7bVUaWxQKk5fdlll7V4nXHjxlnnX3nllU37PvroI2s//ICJ0HcdJ/3xa1fbzfxlUtYIaejZUmI26ftwBvOBbtwfpT6TpPmPS+WFUv/TpF5HU6AXzrDuY+ndq1wducZdJvWexN9/+IaQcOnQK6X0gdL8J6SNc6WT7pP6HGf3yJwnPEYaeJYrw+Pbp6SiLVLPY6R+J0uJXe0eHQAf4PPdWEzr2SlTpuhf//qXxowZo/vvv1+vvPKKVq1aZdXiOPfcc5WVlWWtWWxsPXvEEUfo//7v/3TSSSfp5Zdf1l133WW1rR00aFCb7tNRlax9WX29VFclhUSYyrR2jwY2c+y8rKuV6mulsJ9ZmwwEwpzMXyHNvk1aM0vKGOoKdMST0QcfZdqCfz3D1ea093HSMbdIGW37X9NTnPteWSfV17gygalrBcAfMjsaW8kWFBTo5ptvtoqMmhays2bNaipCumXLFqtDS6Px48frpZde0o033qgbbrhBvXv31ltvvdXmQAd8iHleg6PsHgVgr5BQ1wYEKvOdy9ZvpHkPSyvfleLSXcu4cibwoQW+LS5Dmni7tPlLaeFz0mOHumoumSCdyVLlQ7f3hIS4NgDwp8wOOzg2Kg74MOYlEGBzcu8Waflb0vf/kXaukBK6SAPOkHoeLYWEeWLIgOeYDLz1n0jL35SKtkqp/VxLcAeeISV189qR570SAH7E14UAAMDzKvZK276TNn0mrZvtqslk6h90GS1NvE3qPFwKYski/JQprG6WsvSaKOV+L639UJpzp/TxLVLaQKnXMa5spewxFNoFAC8h2AEAADynYo/07xNd2RuNnRIyh0mH/1XKGi2F010IAcQE7Ezgzmw15a4A37ZvpUUvSF896LqMyfo4730pppPdowWAgEawowWNK3tMKiAAz4iLi1NQO9YzMy8B/5yTwYVrFbtzhWqzD1Vt55FqiDWt4H+4n53rOzZowNeFJUndj5O6H6ug0jyF5i5U6JYvVJq7WvVpP19PjvdKwLe0d07CXtTsaMG2bduUnZ3t/WcDcJD2rvNnXgL+OSe7JgRp85VxHRwdEFh6PVii9Xt+vmwe75WAb6Gmo38h2NGC+vp67dixo92RO/PtlvnHb+vWrX5X2JSxc9y9/Zpp7/w62HnpbswV+3DsPaujc9Kfnx9fw7HkeNr5XumPrz9/HLO/jtvpY7b7/1C0D8tYWmBa2Xbp0kUHy0wif5n8P8XYOe6++prp6Lx0N+YKx95pr5u2zslAeox241hyPO18r/TH158/jtlfx82Y4Q8oew4AAAAAAAIKwQ4AAAAAABBQCHa4UUREhG655Rbrp79h7Bx3J71mnPq4/Xns/j5+fx57WznhMXoLx5LjyevPGXPGH8fNmOFPKFAKAAAAAAACCpkdAAAAAAAgoBDsAAAAAAAAAYVgBwAAAAAACCgEOwAAAAAAQEAh2NGChoYGFRcXWz8B+AbmJeBbmJOA72FeAsCPCHa0oKSkRAkJCdZPAL6BeQn4FuYk4HuYlwDwI4IdAAAAAAAgoBDsAAAAAAAAAYVgBwAAAAAACCgEOwAAAAAAQECxNdjx2Wef6ZRTTlHnzp0VFBSkt95662evM3fuXI0YMUIRERHq1auXnnnmmf0uM2PGDOXk5CgyMlJjx47V/PnzPfQI4C8KS6qUV1Spksoau4cCwAeZvw3mb0RhaZXdQwH8QmVNnfKKKpRfXKm6errXAQB8T6idd15WVqahQ4fqggsu0Jlnnvmzl9+4caNOOukkXXLJJXrxxRc1e/ZsXXTRRcrMzNSkSZOsy8ycOVNTp07VY489ZgU67r//fuu81atXKy0tzQuPCr5kV2mVPl9bqBlz1im/pFIjspN09aS+6pUao6hwW1/+AHzkA9uGglL988M1+m7zbqXGRujSI3vqyL5pSomNsHt4gE+2Nt28q1z/+nS9Zi3PU2RYiH47tqvOGtlFmQlRdg8PAIAmQQ3mXcsHmMyON998U6effnqrl7n22mv13nvvadmyZU37fv3rX2vv3r2aNWuWddoEOEaPHq2HH37YOl1fX6/s7Gz9+c9/1nXXXdemsRQXF1utZ4uKihQfH9/hxwZ7FFXU6B//W6mX5m9ttj84SHrhwrEa3yuFp8aPMC/hCd9u3K1fP/H1ft9MnzUiSzedPECJ0eEceOYk9rGpsEynzvhCxRW1zY5L/8w4/fu8McpIiOR42Yj3SgDw05od8+bN08SJE5vtM1kbZr9RXV2tBQsWNLtMcHCwdbrxMnCOgpKq/QIdhvlM87e3lmlnSaUt4wLgG8ySlb+9tbTFFPzXF27XzmKWtAA/zYR6/LMN+wU6jJW5Jfp+214OGADAZ/hVHn9eXp7S09Ob7TOnTRS7oqJCe/bsUV1dXYuXWbVqVau3W1VVZW2NzO3B/32/tfV/ujYWlqm4okZpcXwD5auYl/A08zdgTX5pq+fP37RbfTLieCKYk/jB3vJqfbA8r9Xj8fqCbTq6X5rCQvzquzS/xnslAARIsMNTpk2bpttuu83uYcDNosJDDnh+aDD/jPky5iU8LSQ4SEFBpgZBy+fH/MzfEKdhTsIsOTY1OloTExFqLRWF9zAvO6BgtfTtU9LWb6S6ail9kDT8HKnHEQpkS7cV6cVvNmvJtiI1qEFDshL1m7FdNTQ70e6hAW7nV5/2MjIylJ+f32yfOW3qakRFRSklJUUhISEtXsZctzXXX3+9VZ+jcdu6df+lD/A/g7ISFNrKf11juycrKTrM62NC2zEv4WlJ0eE6vHdqq4GQEd2SeBKYk9iHKdpripG25pxDuiqELxK8ivfKg1BfL82ZJj0yTlr2mhSTIiXluIIez50qvTJFqgy8LO/q2nrd/PYynfLwF5qzeqdVX6dzQpTmrtmp02Z8qb+9uVRVtXV2DxNwbmbHuHHj9P777zfb99FHH1n7jfDwcI0cOdLq0tJY6NQUKDWnL7vsslZv17SxNRsCS2pchO755VBNfWVxs29uTZDjzjMGK4HCgz6NeQlPi48K062nDtAvH5unwtLqZufddcYg628ImJNoHgQ8c0SW3luaq+U7mn8Y/PXobHVPieFweRnvlQcR6HjrEmnJK9LQs6XBv5RCfvjyy/yzuOkz6etHpGdOkqa8I0UlBUy9nd8/953mbdilKeNydNyAdAX/8IVgfX2DZq/K1/Nfb9amXWV6asroA2ZwAf7E1m4spaWlWrdunfX78OHDNX36dB111FFKTk5W165drWj19u3b9dxzzzW1nh00aJD+9Kc/We1qP/nkE11++eVWh5Z9W89OmTJF//rXvzRmzBir9ewrr7xi1ez4aS2P1lDJOnCUVdVq+94KvfztFm3ZVa4j+qTqqH5p6pIUbffQ0E7MS3jKtj3l+mxNofVNV1ZilM4ek239jI0k+4s5iZbkFVdaqfCvLdiqmPBQ/faQbuqeEq3kGAKEduO98md88DdXMGPCX6Tuh7d8md0bpQ//5lrWYgIejcEQP2U+6l3x8iLNWpavv07qa2U+t2RFbrHunrVKx/RP04zfjLCWrQH+ztZgx9y5c63gxk+ZYMUzzzyj8847T5s2bbIut+91rrrqKq1YsUJdunTRTTfdZF1uX6bt7D333GMVNB02bJgefPBBqyVtW/FGEXjMy7y2voGiaX6MeQlPq62r/6GOB//gtQVzErX19QpWUNM3xLAf8/IAVv5XmnmONPpiacBpBz6Q+culD2+Qxl0mHXu7/Nlz8zbp5reX6/Kje2tcz04HvOz8jbt138drdPPJA3TBYd29NkYgIIMdvoo3CsD3MC8B38KcBHwP87IVZbukh0dJqX2lI2+QVZ3655h6HguelS78UMoeI39kspqPu+9THd4nVecf2rbgxbNfbdInq3bqg6sOZ2ka/J5fFSgFAAAAgHaZfaur48ohf2xboMMYcIaU0kv675VSvX8W7rz5nWWKiwzV2WNaLyz8U78ek63E6DCrmCnficPfEewAAAAAEJjMkpSFz0vDftO+gqPBIdKYS6Sdy6XFL8nffLG2UHNXF1g1ddpTcDQiNETnHNJNn68t1KdrCjw6RsDTCHYAAAAACExz7pLiMqQ+J7T/umbZS84Eae40qbZK/sJkZNzzwSr1To/VmJzkdl9/VLck9cuI0z8/WE12B/wawQ4AAAAAgZnVsepdacjkg++qMvQ3UvEO6fv/yF+YrIzvtxXpFyO6HFTRbXOds0Z00bIdxVZ2COCvCHYAAAAACDxfPiDFpEk9jjz420jMlrqNc91Wfb38waNz16tnaowGt9Jmti0Gdo5X77RYPfbpereODfAmgh0AAAAAAktJvrTsDan/yVJwaMduyxQr3b1BWj9bvm51XonmbdilEwdndqiVurmuuY1vNu7Wih3Fbh0j4C0EOwAAAAAElkXPuYqM9j6u47eV2k/q1Fv65l/ydc9/vUlJ0WEa0739tTp+anROsjrFhlu3Cfgjgh0AAAAAAodZbrLgWVdx0fDYjt+eyZDoM8mV2bF3q3xVeXWt3ly4XUf1TVNocMc/5oUEB+nIPml6e/EOlVbVumWMgDcR7AAAAAAQODZ9JhVtdU9WR6Puh0shEdL3L8tX/W9pnsqq63Rk31S33eZRfVNVUV2n95fmuu02AW8h2AEAAAAgcCz+j5TQxbX8xF3CoqVu46XFL5rervJFry3YZhUWTY2LdNttdoqN0KCsBL2+YJvbbhPwFoIdAAAAAAJDdbm06r9S9yNcy0/cqcdR0p6N0o6F8jX5xZX6esMuHdorxe23bW5z/sbd2rG3wu23DXgSwQ4AAAAAgWHtB1J1mSvY4W4Zg6WoZGnpa/I17y7JVWhIkMbkdLww6U+NzklSWEiw3l2yw+23DXhSu/swXXDBBQc8/+mnn+7IeAAAAADg4Cx/S+rUS4rv7P4jaLq7dB3nuo/j7pTcUATUXd5bskNDshIVE9HBNrstiA4P1dDsBL23NFe/P7yn228f8JR2z9A9e/YccAMAAAAAr6upcGV2mNoanpJzqFSyw6eWspglLAu37NVoN7Sbbc3Y7p30/dYilrLAr7Q79Pfmm282O11bW6stW7YoOztbYWFh7hwbAAAAALTN+jmugEdXDwY70gZKEfHSqvekLqN84pn5aEW+goOkkV2TPHYfw7smKjQ4yLqvKeNzPHY/gDt1KPfqq6++UkZGhnr37q309HR99tln7hsZAAAAALTV6vekhGxXJxZPMUtZuoyRVr3rM8+LCUAMyIxXbKT7l7Dsu5TF3McHy/M8dh+ATwU7/va3v+mEE07Q0qVLdf755+uaa65x38gAAAAAoC3q66XVs6Quoz1/vLLHSIVrpN0bZbeyqlp9tb5Qwz2Y1dFoRLckqytLSWWNx+8LsD3YsWLFCivAMWDAAN1www1atmyZWwYFAAAAAG2Wu0gqL/ROsKPzMCk4VFr7oez25bpC1dQ1aIQXgh3DsxNVW9+gL9YWevy+ANuDHeXl5YqJibF+j42NVUUFvZcBAAAAeNnaj6XwGCmtv+fvKyxaSh8krflAdpuzukCZCZHKSIj0+H2lxUeqS1KU5q4u8Ph9Ae7Q7oVdDz74YLPipM8884xSUlKs3wEAAADA69Z9LGUOdWVceEPnEdL3L0k1lVKY5wMNLWloaNCna3ZqSJdEr93n4KwEfbqmwLrvoKAgr90vcDDa/dfgvvvua/rdFCd9/vnnm0537dr1oAYBAAAAAAelYq+0fYF0yKXeO4BZI6QFT0tbvpJ6Hi07bCgs0469lfrt2ASv3acJrPxvWZ7W7SxV7/Q4r90v4JVgx8aN9hfiAQAAAADLpi+khjqp83DvHZDEblJUsrRhrm3BDlOvw7SDNV1SvKV/ZpxCQ4L0xbpCgh0I7JodAAAAAGArE3CI7yzFpnvvPs0SDrNsZv0c2cUUCu2dHqvIsBCv3WdEaIj6psdZwQ4g4DI7zjzzzAOe/8Ybb3RkPAAAAADQvmBHxhDvHzET7PjyAal8txSd7NW7rqtv0LwNuzRpYIa8bWDnBL23ZIdq6+oVGsJ35/Bd7X51vvXWWwoPD1dCQkKLGwAAAAB4RUmetGutlDHY+wfcCrA0SJu/9Ppdr9hRrJLKWg304hKWRgM7x6usuk7LdhR7/b6B9jiocsWmI0taWtrBXBUAAAAA3Fevw7AjsyM2TYrLlDZ+LvU/xat3/fWGXYoIDVbPtFh5W4/UGEWGBWve+l0alu29TjCAxzM7TIsh2gwBAAAAsJ3JqkjIlqKS7Ln/9IHS5h8CLl709cZd6p0WqzAblpGEBgerT3qcvtm4y+v3DXg0s8P0VD7mmGMUFRWlmJgYde7cWcOHD9fkyZPVpUuX9t4cAAAAABycTV+6Ag52SR8krZstVezxWsClvr5B8zfutqVeR6N+GfF6f2muVTskJDjItnEAB9LuUOAtt9xiFSmdOHGiBg4cqIqKCj388MPq16+f5s2b196bAwAAAID2K9slFa6W0mwOdpi6HVu+8dpdrs4vsep19MuIk136Z8SptKpWK3Op24EAyuwwwY6Wsj0uuugi3XDDDZozx772SwAAAAAcYuvXrp92ZnaYdrfRnaQt86S+x3vlLr/btNvKpuhlQ72ORj1SYxUaEmSNZVAWTSrgm9yyyMvU8Ljttts0atQod9wcAAAAAByYCTDEpLo2uwQFSWn9pS0/BF684LvNe9QjJUYRoSGyS7gpjpoSq28377FtDMDPcVtFG1Ov45577nHXzQEAAABA60yAIbWfK+Bgp9T+0o6FUm2VV+7u20271TvdviUsjXqnx+rbjbutLH8gIJaxmHodB8rweP311zs6JgAAAABonQks5H4vjTzP/qNkMjvqqqXcJVL2aI/eVX5xpXbsrdSvRtm3hKWR6cjy7pJc7SiqVFZilN3DATqe2fHWW28pPDxcCQkJ+23x8fHtvTkAAAAAaB8T6DABBpNVYbfkHlJohLRtvsfvauEPy0Z6p/lAZscPNUMaxwT4fWaH8eCDDyotLc39owEAAACAn7N1vhQSLiV3t/9YBYdKnXpLW7+Rxv3Jo3e1cMsepcZFKDkmXHZLjA5XenykFmzeo1OGdrZ7OEDHMzvMUhWzAQAAAIAttn0rpfR2BRp8QUof15g8bOGWveqVav8Slka9UmO0aCuZHfBN7f7rYArQHHPMMYqKilJMTIw6d+6s4cOHa/LkyVaRUgAAAADwKBNYyB7rOwc5ta+0/A2pOFeKz/TIXdTU1WvZ9iL9alS2fEWvtDi9NH+zqmrrbO0OA7gls+OWW26xipROnDhRAwcOVEVFhR5++GH169dP8+bNa+/NAQAAAEDbleRLxdtd2RS+IqWv6+f27zx2F6tyS1RVW69eP9TK8AVmLDV1DVqZW2L3UICOZ3aYYEdL2R4XXXSRbrjhBs2ZM6e9NwkAAAAAbbN9wY/ZFL4iJkWKTnGNrf8pHrmLxdv2KiQ4SDmdYuQrunWKVmhIkL7fulfDshPtHg7QscyOlpgaHrfddptGjRrljpsDAAAAgJaZgEJUkiu44Es69ZK2/RCI8QATUOiWHK3wULd8hHOLsJBg5SRHW2MDfI3bZoqp13HPPfcc1HVnzJihnJwcRUZGauzYsZo/v/W2TTU1Nbr99tvVs2dP6/JDhw7VrFmzml3m1ltvbSqk2riZZTYAAAAA/Nz2ha7ipL7WNMEsq8ldJNXXe+TmTUChR6rvZHU06pEaq0UEO+CDDqp88bZt2/TOO+9oy5Ytqq6ubnbe9OnT23VbM2fO1NSpU/XYY49ZgY77779fkyZN0urVq1tsb3vjjTfqhRde0BNPPGEFMD744AOdccYZ+uqrr6xCqY1MPZGPP/74xwca6iOVmgEAAAAcnIYGaccCqd/JvncETQCmqkTavd71uxuVVdVq3c5SHdV3/89HvhDs+HBFvkoqaxQXGWb3cIAm7Y4AzJ49W6eeeqp69OihVatWadCgQdq0aZNVt2PEiBHtvTkrOHLxxRfr/PPPt06boMd7772np59+Wtddd91+l3/++ef1t7/9TSeeeKJ1+tJLL7WCGvfee68VBGl6YKGhysjIaPd4AAAAAPioPZukyiKpk3uDCW5bxmLsWOT2YMfyHcVqsAILPpjZkeIa07LtxRrXs5PdwwEOfhnL9ddfr7/85S9aunSptYzk9ddf19atW3XEEUfol7/8Zbtuy2SFLFiwwOrs0jSg4GDrdGudXaqqqqz73Zdpg/vFF18027d27VqrLa4Jyvz2t7+1slBaY26zuLi42QbAXsxLwLcwJwHf48h5aQIJ+wYWfElEnBTfWdqx2O03vXR7kcJDgtUlKVq+JisxShGhwVq6nbod8PNgx8qVK3Xuuec2ZU+Y1rOxsbFWHY1//OMf7bqtwsJC1dXVKT09vdl+czovL6/F65glLiYbxAQz6uvr9dFHH+mNN95Qbm5u02XMcphnnnnGquXx6KOPauPGjZowYYJKSlpuiTRt2jQlJCQ0bdnZvtO7GnAq5iXgW5iTgO9x5Lw0wY6YNCnKRzt/JPeUdix0+80u3bZXOSnRVjcWXxNsOsSkxGjJtiK7hwJ0LNgRExPTVKcjMzNT69evbxa88LQHHnhAvXv3tup1hIeH67LLLrOWwJiMkEYnnHCClWUyZMgQKzjy/vvva+/evXrllVdazVYpKipq2kymCgB7MS8B38KcBHyPI+dl7vdSp57yWWZseUvcXqTUBBJ8qeXsT3XvFGNlnwB+XbPjkEMOsZaM9O/f36qbcfXVV1tLWkx2hTmvPVJSUhQSEqL8/Pxm+83p1uptpKam6q233lJlZaV27dplLVUxtT3McpXWJCYmqk+fPlq3bl2L50dERFgbAN/BvAR8C3MS8D2Om5emOGnuYqnfKfJZZnlNdZm0a52U2sctN1laVauNhWU6dkDzbHhf0j0lRrOW56m4skbxFCmFv2Z2mCUkZpmIcdttt+mYY46xOqqY1rFPPfVUu27LZGaMHDnSKnrayCxNMafHjRt3wOuauh1ZWVmqra216oacdtpprV62tLTUykAxmSgAAAAA/NDezT8UJ/XhzA6zjMUwQRk3WZnrKk5qAgq+qnFsy7c7oG4MAjezY98MCrOkxXRP6QjTdnbKlCkaNWqUxowZY7WeLSsra+rOYuqDmKCGWZNofPPNN9q+fbuGDRtm/bz11lutAMk111zTdJumgOopp5yibt26aceOHbrlllusDJKzzz67Q2MFAAAAYOMSFl8tTrpvkdLYDNdYh/zKLTe5bHuRQkOClJUUJV/VOTHKKqC6fEcRHVngv8GORp988olWrFihoKAgDRw4UEceeeRB3c7kyZNVUFCgm2++2SpKaoIYprBoY9FS00Vl33ocZvnKjTfeqA0bNliFUc1SGtOO1ixVabRt2zYrsGGWuZhlL4cddpi+/vpr63cAAAAAfih3iRTdSYpKkk9L7u4aqxvbznZLjlboPp+JfI0pnNqtU7RW7CCzA34U7DDLRA4//HCryKcJKJhsijPOOEOLFi1Sly5dmoILI0aMsGppHMxSEVNk1GwtmTt3brPTpsWtCbIcyMsvv9zuMQAAAADwYWZpSHLrdfp8hhnjynddNUaCOt49xRT+7Jrsu0tYGplgB0VK4Ut+Njxo2suaAqS7d++2Tl9++eVWrQ1TA8O0dDWbKfwZFhZmnQcAAAAAbpe3VEryh2BHT6mqSCrqeHecqto6rd9ZarWd9XWmW8yGgjJV1tTZPRSg7ctYTNeUqqoq6/ePPvrIyrbo2rVr0/mmNoaptWGKlQIAAACAW5XulErzpU7+EOzo8WNwJvHHz0wHY21+qWrrG3y67WyjnJQY1TU0aHVeiYZm/1hiALBLmxZ+mZocn3/+eVMXFFOn46fMPlMoFM5VUVOrLbvKrSJKGwtKVVRRY/eQAPihnSWV1j9KpsjZjr0Vqqs3NegB+AozJ83cNHN0dV6xdhZX2j0kOEHeDzUw/CGzw9QViUxwBTs6aEVuscwnr67Jvp/ZkZ0UreAg15gBv8nsuPDCC/WHP/xBEyZM0LHHHqsrr7xS//nPf9S5c2frfFPHw3RVOeqoozw9XviogpJKzZizXi9+s1k1da4PJkf0SdVdZw5WVqLvVo4G4FsfoExhsyteXqQNhWXWvqToMN126kAd1S9NcZFhdg8RcLySyhrNXV2gm99epj3lNU0tJx/49TANyIxXaIjvFlCEnzOBg7BoKc7VxMCnmS+GTXZHY/eYDjDvi5mJkYoMC5GvCw8Ntv7vN4FQwBe06R3JFCS96qqrNHbsWKs4qMnyyMnJUc+ePa2te/fu2rNnjx588EHPjxg+x6zL+9dnG/TMV5uaAh3Gp2sKdOkLC1RY6loCBQAHsn1vhSY/Pq8p0GGYD1OXv7xYK/mWCPAJq/JK9Of/LGoKdBgbC8v068e/tuYw4Nl6HTlSkJ8E1JK6uyezY0exX2R1NMpOpiML/LD17PXXX69f//rX+uCDD6xWsY1LVpKSktSvXz8r46Ol5S0IfAUlVXp+3uYWz1uyrUj5xZVKiY3w+rgA+Jf/Lc1VeXXLRc3u+WC1njh3lBKjw70+LgAuReXV+ucHq1s8HGbuvr80V5ce2YvDBc8wgYNOvf3n6Jpgx/I3pIq9UtTB1a9oaGiwgv0nDm5/t0u7mBa5b3+/Q/X1DQo2a1oAfwh2GCaD45JLLvHcaOCXyqpqVVXber2WbXsqNLBzglfHBMC/1NbV67vNe1o939TwqKipE+XOAPtU1NRrdX5Jq+ebOVxdW2+lsgNuVVMh7Von9T7Ofw5scnfXz/zlUs6hB3UT5n/okqpade3kP5kdXTvFWMHPrXvK1c0PiqoisPFuhA6LCg9RyAEit+nxZHUAODCzzr9vetwB02Ij+AAF2MoEMboktV6Hy8zhsBC+yYUH7FwpNdS7siX8RUIXKThMyl/WoWVjjdkS/qLbD4EZlp/CFxDsQIeZJSqnDGk5vc6sMcxMoEApgJ935ogshbYSOL1yYh8lxxA4BeyUHBOuqyb2afE886XHWSO6sKQZnmGyI0xPksRu/nOEg0NdbWc7EOwwAYO4yFBr7vmLxKgwJUSFaWVu61lggLcQ7ECHxUSE6roT+unIPqnN9vdIidGzF4xWenwkRxnAzzIV3J8+b7TiI39cYWmCH1cf10ejuiVxBAEfMKJbkv56XN9mgUkzZ5+aMuqAWR9Ah5iAQUKWFOZn/1Oagqp5HQt2mC8O/akuohmrGTOZHfC7mh1AazISonTfr4dpV2mVcosqrQh0amyE0gh0AGijiLAQje/ZSf+78nDl7q2w1v53SY5WSky4oiN4uwJ8QVJ0uM4/LEenDM206gmYpS2ZCZHWFxu0nYXHmICBP2V17Bvs2PKVVF8nBbe/dawJGPTLjJe/MUtPl2zba/cwgIMLduzdu1evvfaa1q9fr7/+9a9KTk7WwoULlZ6erqysLA6rg/8BMluvtNbX3QPAgZgPSybDw2wAfFN0eKi6djIbxQfhBQ0NrsyOfif53+E2NUZMcdU9m6ROPdt11YrqOm3eVa7jBmbI35jMDtOdqbSqVrF8WQF/CnYsWbJEEydOVEJCgjZt2qSLL77YCna88cYb2rJli5577jnPjBQAAACAs5TkSZV7/as46b6ZHYYJ1rQz2LEmv0QNPwQO/E3jmM1jGNGVZajwo5odU6dO1Xnnnae1a9cqMvLHdXMnnniiPvvsM3ePDwAAAICji5PuEzjwJ1GJUlSSlL+i3Vc1LddNpQ5/rIVjsjNNWZ9VFCmFvwU7vv32W/3hD3/Yb79ZvpKXl+eucQEAAABwup3LpbAoKTZNfsnUGslf2u6rrcwrVkZCpCJC21/rw26mlk/nxCityiu2eyhwuHYHOyIiIlRcvP8Ld82aNUpNbd6NAwAAAAA6lNmRmCMF+WkTyaRuP2antINp3WoKffork5FCZgfs1u6/Gqeeeqpuv/121dTUNLUXMrU6rr32Wp111lmeGCMAAAAAJzL1LhK7ym+ZQM2ezVJ1WZuv0tDQoNV5xcpO8t9ghxm7yewwjwXwm2DHvffeq9LSUqWlpamiokJHHHGEevXqpbi4ON15552eGSUAAAAAZ6mrkQrX+me9jkbW2BuknavafJWC0irtKa/xy+KkjczYiytrlV9cZfdQ4GDt7sZiurB89NFH+uKLL6zOLCbwMWLECKtDCwAAAAC4xa71Ul21aymIv0rMNrnwrtojXUa2uTipke2HxUkbNS7BWfVD7RHAL4IdjQ477DBrAwAAAAC327nix6Ug/io0UorvLO1c2earmGBHRGiw0uP9N0iQGhehyLBgq/3skX39tLgsnBfsMPU6DuTmm2/uyHgAAAAAwBUgiO4kRcb799EwNUfa0X7WBAhMgc9g07/VTwUHBVl1O1bnldo9FDhYu4Mdb775ZqvnmWKlBDsAAAAAdJhZ+uHPxUn3bT+7fnabL266mGQl+u8SlmYdWWg/C38KdixatGi/fXV1dQoJ8b8e0AAAAAB8lMmGyBgiv2eKlJYVSGWFUkzKAS9aX9+gNTtLdNaILvJ3XZKi9dX6Xaqrb1CIH2epwH91qGH1qlWrNGTIEEVERGjgwIFatmyZ+0YGAAAAwJmqy6U9m/y7OOm+mR1GG+p2bNtTocqaer9uO7tvkdKq2npt2V1u91DgUB0KdvzlL39RZmam3nnnHSvocfnll7tvZAAAAACcqXC1q2WrP7edbRSfKQWHtSnYsTr/h04sftx2tlFjN5nG7jKA33RjMRYuXKh3333Xaj1rtn79+rlvZAAAAACcqTEwkBAANTuCQ10taBu7y/xMcdKYiBAlRYfJ3yVEhSk+MtR6TMcPyrB7OHCgDmV2lJSUKDEx0fo9KSnJOg0AAAAAHWICA3GZUpj/tl9tJiFbyl/+sxczWRCm1oVp/ODvzGMwGSpkdsBvMjvMkpVG9fX1mj17tlWro6amxt1jAwAAAODU4qQmGyJQmNojy9+SGhpMFKDVi5nuJV0DYAlLI9NVhmAH/CbYcfrppzc7/Yc//KHp90CIQAIAAADwgcyOnMMUMBK6SVXFUkmuFN+5xYvU1NVrY2GZxvc8cMcWf2KyVD5ZtVPVtfUKD+3QogKg3dr9ijPZHK1tpgUtAAAAABy0ir2uoEBiANTraNTYVeYAdTs27ypTTV1DU2HPQGAeS219gxXEAbyN8BoAAAAA31GwunnL1kAQmyaFRh6wI8ua/NKmbIhA0eWHJTmNXWYAn17G8uCDDx7wfNrPAgAAADhoJvshKFhK6BI4B9E8HpOpsnNVqxcxtS0STQeTKP/vxNIoNiJUydFhWkuwA/4Q7Ljvvvuaft+6dasyMzMVGhraVLODYAcAAACAg1awylXXIiQ8sA6i6ciys/WOLKZFa1YALWFplJVERxb4SbBj48aNTb/HxcXp008/VY8ePdw9LgAAAABOZJZ6BFK9jkZmWc6WeaYIohQc3GJmR+/0OAWaLklRWpFbbPcw4EDU7AAAAADgW8tYEgIx2NFVqimXirbsd1ZVbZ027yq3AgOBxtQg2bKrXJU1NLOAdxHsAAAAAOAbyndLZQUBmtnxw2NqoW7HhoIy1TU0BGiwI0oNktbtdBVgBXx2GcuSJUuafm9oaNCqVatUWvrjC3fIkCHuGx0AAAAA52jsVhJInVgaxaRKYdFSwUqp7/H71esItE4sjRoDOGt3lmhQVoLdw4GDtDvYMWzYMKsQqQl0GCeffHLTafOzro70JAAAAAAHuYQlOMRVoDTQBAW5gjgtZHaszS9Vcky41b0k0ESHhyolNryptS7gFwVKAQAAAMC9nVi6SCGB0361mcSWO7KYzI4uiYG3hKWRyVgxBVgBn67Z0a1btwNuB2PGjBnKyclRZGSkxo4dq/nz57d62ZqaGt1+++3q2bOndfmhQ4dq1qxZHbpNAAAAAD4gUDuxNDKZHYVrpPrm2fCr8koCsl5HI/PYGpfqAD6b2fHOO+8c8PxTTz21Xbc3c+ZMTZ06VY899pgVlLj//vs1adIkrV69Wmlpaftd/sYbb9QLL7ygJ554Qv369dMHH3ygM844Q1999ZWGDx9+ULcJAAAAwGZmmbxZxtL3RAUsE8iprZL2bJI69bR2mS4lW3eX6/iBGQrkYMe7S3JVXl1rLWsBvKHdr7TTTz+96fd9a3c0nm5vzY7p06fr4osv1vnnn2+dNgGK9957T08//bSuu+66/S7//PPP629/+5tOPNH1R/DSSy/Vxx9/rHvvvdcKghzMbQIAAACwmenCUrEnwDM7uv64XOeHYIfpUmI+UQV2Zkd002Md0iXR7uHAIdq9jKW+vr5pi46O1rp165pOtzfQUV1drQULFmjixIk/Dig42Do9b968Fq9TVVVlLU3ZV1RUlL744ouDvk0AAAAAvtKJJYCDHVHJUnisK4PlB43LO7ICONiR9UM9Eup2wJtszSEqLCy0AiTp6enN9pvTpqVtS8xyFJO5cfjhh1t1O2bPnq033nijKdByMLdpAihma1RcXOyGRwegI5iXgG9hTgK+J+Dmpcl2CA6T4gKwE0uzjixdm3VkMV1KTLeSQF7eERkWorS4CK3dSUcW+HBmh90eeOAB9e7d26rXER4erssuu8xarmKyNw7WtGnTlJCQ0LRlZ2e7dcwA2o95CfgW5iTgewJuXlrFSbNdrWcDmRXsaJ7Z0bjMI5CZZTpkdsCb2h0hMBHjxs3U6CgtLW22rz1SUlIUEhKi/Pz8ZvvN6YyMlgv0pKam6q233lJZWZk2b95sZWvExsaqR48eB32b119/vYqKipq2rVu3tutxAHA/5iXgW5iTgO8JuHlpgh0Jfh6waWtHll3rpLrafYIdgbuEpZEJ6NCRBT4d7EhMTFRSUpK1mUCH6YBifm/c3x4mM2PkyJHWUpRGpvaHOT1u3LgDXtfU7cjKylJtba1ef/11nXbaaQd9mxEREYqPj2+2AbAX8xLwLcxJwPcE1Lw0TQ8KArztbCPzGOuqpd0brO4k2/ZUOCTYEaXcokqVVNbYPRQ4RLsXhs2ZM8etAzAtYqdMmaJRo0ZpzJgxVptYk7XR2Enl3HPPtYIaJk3P+Oabb7R9+3YNGzbM+nnrrbdawYxrrrmmzbcJAAAAwIeU5EmVRa6sh0DX+BgLVmptZZr1qzOWsbgeo6nbMaJr+74kB7wS7DjiiCPkTpMnT1ZBQYFuvvlm5eXlWUGMWbNmNRUY3bJlS7N6HJWVlbrxxhu1YcMGa/mKaUFr2tGazJK23iYAAAAAH2KyOgwnZHZEJUqRCVaR0jXlI5p1Kwlk5jEGB0lr80sIdsArDrrkb3l5uRWIMK1e9zVkyJB235YpMmq2lsydO3e/YMuKFSs6dJsAAAAAfKxeR0i4FOuQLyd/KFK6pqxE6fERVreSQBceGqz0+EitzqMjC3w02GEyJsxykP/9738tnt/YAhYAAAAA2t6JpWvgd2JplGCCHSu1JrrUEVkd+9btoEgpfLZA6ZVXXqm9e/datTOioqKs5SHPPvus1Q72nXfe8cwoAQAAAAQup3Ri2bdux+71Wp1X7Ih6HY2yEunIAh/O7Pjkk0/09ttvW8U/TS2Nbt266dhjj7WqP5sioieddJJnRgoAAAAg8FidWFZJg38hx0jqquK6MOWVVyk72TnBjuzkKO1cXKWi8holRIfZPRwEuHZndpiuJmlprqrBptWsWdZiDB48WAsXLnT/CAEAAAAErqJtUnWpMzqxNErsprUNXaxfsx3QdrZR9g9ZLGt2ltg9FDhAu4Mdffv21erVq63fhw4dqn/9619WC9jHHntMmZmZnhgjAAAAgEBewmI4KdgREac1of0UrAZlJjgn2JGZEKmQ4CCtyiPYAR9cxnLFFVcoNzfX+v2WW27R8ccfrxdffFHh4eF65plnPDFGAAAAAIFq5wopLEqKSZWTrA7to8ywMqtLiVOEhgSrc0Kk1X4W8LlgxznnnNP0+8iRI7V582atWrVKXbt2VUpKirvHBwAAACDgO7HkSEFBcpLV9V2UFeQqCeAkWUlRWk1mB7ygw2HE6OhoazkLgQ4AAAAA7bZzuZTooE4sP1hdlawutVuluio5iek+Y4IdDaYwLeBLwY4NGzbo7LPP1qWXXqo9e/bo1FNPVUREhFXLY8mSJZ4ZJQAAAIDAU18nFa5xVr0OSbsq6rW7JkzZQW6Nqq0AAEPcSURBVDulvVvkJKZI6d6KGhWUOCvIAz8IdlxyySVauXKlli1bpqOPPlrV1dVWK9oBAwboyiuv9MwoAQAAAASe3Rul2iopyVnBjtW7662fVrBjz2Y5iWk/a6zJL7V7KAhw7a7Z8c033+jzzz9Xt27dlJycrG+//VYjRoxQr169NHbsWM+MEgAAAEBgFic1HJbZsWZPvUxd0ozoIGmvs4Id6XGRCg8J1ur8Eh3Wm5qP8KHMjpKSEqvFbEJCglWvIzEx0dpvfprzAAAAAKDNxUkjE6RI12cKp1i9u05dYoMUEpcq7dkkJwkODlIXq0hpsd1DQYBrd2aHMWvWLCvYUV9fr9mzZ1tLWvbu3ev+0QEAAAAI8OKk3RzXiWXVrjplxQVLsRlS3vdyGhPsWEVHFvhisGPKlClNv//hD39o+j3IYX+kAAAAAHRA/nIptb+jDqHpQmKWsZzaK0yKTpfKd0vVJVJ4nJwiOzla3y7crvr6BivTA/CJZSwmm6O1ra6uziODBAAAABBgaiqk3RscV5x0e2mDymqkbJPZEZfu2um0IqVJ0aqoqdPWPeV2DwUBrN3BDgAAAADosILVUkO9lJTjuHodRtf4ICk6RQoOcVzdDpPZYbCUBT4X7Pj00091yimnWB1YzHbqqadaHVoAAAAAoH2dWLo66oCt2l2vmDApOTJICgmVYtIcl9mRFB2muMhQraZuB3wp2PHCCy9o4sSJVieWyy+/3NqioqJ0zDHH6KWXXvLMKAEAAAAEXr2OuEwpzPUtv5MyO8wSlqZ6h7Em2LFRTmIeu1nKQrADPlWg9M4779Tdd9+tq666qmmfCXhMnz5dd9xxh37zm9+4e4wAAAAAAk3+CsdldRgrC+vVLWGf75zjMqRNJku+wYQB5KSOLCtzaT8LH8rs2LBhg7WE5afMUpaNG50VkQQAAABwkPKXSYnOqtdRVdegjUX1rnod+wY7qsul0nw5SddO0dq0q0yVNTS5gI8EO7KzszV79uz99n/88cfWeQAAAABwQGWFUtlOKbm7ow7U+r31qm2QusXv8zEsNtP102F1O7olR6u+QVq3s9TuoSBAtXsZy9VXX20tW1m8eLHGjx9v7fvyyy/1zDPP6IEHHvDEGAEAAAAEWr0Ow2GdWFbtcmUxdDFtZxtFxkvh0a66Hdlj5RRdkqKtRTtmKcugrAS7h4MA1O5gx6WXXqqMjAzde++9euWVV6x9/fv318yZM3Xaaad5YowAAAAAAi3YERLuKlDqIKt21SstOkjRYfssYzGFSmPTHdd+NjIsRBkJkbSfhe8EO4wzzjjD2gAAAADgoIIdid2k4BBHHbyVP3Ri2U9shrR7g5zGdGRZsYMipfChYIfx3XffaeXKldbvAwYM0MiRI905LgAAAACBKm+J45awGCt21euILi0EeEyGy9ZvpLoqKSRCTpGdHK1PVuWroaHhx1a8gF3Bjm3btunss8+26nQkJiZa+/bu3WvV73j55ZfVpUsXd40NAAAAQKCpq5UKVkldD5GTFJTXa1dFg7ruW5x0344sDfWupSwpfeUU3TpFa095jXaWVCk9PtLu4cDp3Vguuugi1dTUWFkdu3fvtjbze319vXUeENDq66WSPKloh1RF5WgEIPO6Nq9v8zo3r3cAaElNuVS8XSrOdX1wBdpj11qprlpKclYnlpW7XO+rLQc70qWgYGn3Jsd1ZDFW5LKUBT6Q2fHpp5/qq6++Ut++P0Ycze8PPfSQJkyY4O7xAb6jJFda8qr0zWNSZZHU8yjpqL9Jyb2k0DC7Rwd0TG2NtHudNOdOaf0cKTJBGvsHachk17dNAGCYIOieDdJn/5RWvSeFRUojzpNGniclZHGM0DZ5y1w/HbaMZeWuOkWGSOkxLSzXMMVaY1IcV7cjJS5C0eEhVt2Oo/qm2T0cOD3YkZ2dbWV2/FRdXZ06d+7srnEBvqV0p/TahdLmL3/ct/K/0toPpYvmSBkD7Rwd0HGFq6Unj5Zqq1ynq0ulj26W1sySfvGM6xsnADCtMR8/Sqr64VtY8/Ozu13vib97Q4rnf0G0sV5HbJoUEeeow7ViV52V1RHcWm0KBxYpNceia3K01X4WsH0Zyz333KM///nPVoHSRub3K664Qv/85z/dPT7AN+xa1zzQ0ch8MPzwRqmiyI5RAe5hXr8f3vRjoGNfm7+Sdq/nSAOQaiqkL+7/MdCxr4KV0rYf/zcEfjazw2FLWIwVhfUtL2FpFJ8pK6Boanc4iAl20JEFPhHsOO+887R48WKNHTtWERER1mZ+X7hwoS644AIlJyc3bUDAWPlu6+dtnCNVl3hzNIB7mQ8u5nXcGvONLQBU7JHWvN/6cVjyslS3f/Yv0ExDww+dWJwV7KisbdCGIhPsOEDHEdORxQQVS/PlJDmdYrRpV5kqquvsHgqcvozl/vvv98xIAF8WGd/6eaGmcjStsuDHTEE08zo2/2C1JOIAr38AzhEUIoW5igm2KDzedRngQMwH+fJCKbmHo47Tmj31qmuQuicc4LvmuB+WgZmlLCbw4aCOLPUN0qq8Yg3vmmT3cODkYMeUKVM8MxLAlw04TZo7reXzhp3jKigF+Cvz+h36W+m7J1s+f+Dp3h4RAF8UkyqNulD6+JaWzx99gRTc7qRhOE3uEtdPhwU7lhfWWSn12XEHmCORca46JibY0e1QOUWXpGgFB0nLdxDsgHu1+x2puLj4gBsQkEyk/Zib99/fqad06BVSaIQdowLcw7x+D7vS9Xr+qaNvctS3SwAOwAQyhvxK6jx8//NGXyQlt/A3BPipvO+l8Fgp1lmFr1cU1ikrLkgRoT+TDWzqdjisVlZ4aLAV8DDBDsDWzI7ExEQFtVBBuKGhwdpvurIAAScqwfVtVq9jpUXPu1IwB50lZY2i1R4CQ2K2dO5/pe0LpGWvSTFp0ohzpcSuUlSi3aMD4CtMt5Wz/yPlLZUW/8f1oXXkFCm5uxTdye7RwV8yO8zrpbWOJAFqWaGrE0ubvmBrzH5xELOUZdl2Cv7D5mBHjx49tHPnTl133XU69FDnpFcB1gc+s2XeI9XXk6qLwJOQ5dr6nczrG0DrTLaX2XpO5G8F2i93ccvZQQGsrr5BK3fV66y+YW0LKG6YK6sgcFSSo4qUztywVTV19QoLYTkcbAp2rFy5Ug899JDuvPNOLVq0SHfffbe6d3dWNWWANckIaKy5B8DfCniC+QC/d4s06JeOOr6mC0tl3c8UJ22pSGnWSDlF95QYVdfVa31BqfplUBgd7tHusFlYWJimTp2qtWvXKisrS0OGDNHVV1+tvXv3umlIAAAAAAKOWf7kwOKkywpcy/y7tWUZS3SyFBYl7Vorpy1jMZZuYykL3Oegc4SSk5OtNrQmu2PTpk3q1asXbWkBAAAAtGzHYler84QujjpCSwvrlR4TpNjwNtQpMbVMTHbHLmcVKY0OD1VmQiRFSmHvMpbhw4fvV6DUFCetqqqyMjyuvPJKd44PAAAAQKDU6zBZHcEhcpKlBXXKaUtWx751OwpXyWlyUmK0ZBurBWBjsOP000+Xu82YMUP33HOP8vLyNHToUKsmyJgxY1q9vMkoefTRR7VlyxalpKToF7/4haZNm6bIyEjr/FtvvVW33XZbs+v07dtXq1Y5748GAAAA4BN2LJLSBspJ6hsatLywTqf1bkNx0kbxWdKmz6WqYinCOfUreqTE6PWF26yCriHBzurWAx8Jdtxyyy1uHcDMmTOtGiCPPfaYxo4dawUyJk2apNWrVystLW2/y7/00ktWJ5inn35a48eP15o1a3TeeedZ2SbTp09vutzAgQP18ccfN50ODW33QwUAAADgDpVFrqKb/U9z1PHcsLde5bVSTluKk+4b7DAK1zqqSKkJdlTWuIqU9kmPs3s4CAC29/UxAYqLL75Y559/vgYMGGAFPaKjo61gRku++uorq+Xtb37zG+Xk5Oi4447T2Wefrfnz5ze7nAluZGRkNG0mAwQAAACADXK/d/1M6e24JSxGj/YEO2JMkdJIadc6OW0Zi7GEIqWwK9gREhJywK09qqurtWDBAk2cOPHHAQUHW6fnzZvX4nVMNoe5TmNwY8OGDXr//fd14oknNruc6RbTuXNn9ejRQ7/97W+tJS+tMfVGiouLm20A7MW8BHwLcxLwPX41L7cvlEKjfsxacIglBfXKbGtx0kZBwa7jZDI7HFakNCsxirodcJt2r+0wGRNmecmFF15oFSvtiMLCQtXV1Sk9Pb3ZfnO6tfoaJqPDXO+www6zCqPW1tbqkksu0Q033NB0GbMc5plnnrHqdOTm5lr1OyZMmKBly5YpLm7/lChT7+OnNT4A2It5CfgW5iTge/xqXu5YKHXq6bjipN8X1LZvCUsjE+zIXy6nMdkdi7dSpBTu0e6Zt337dl1++eX6z3/+o7///e/auXOnlYlx2mmnWZunzZ07V3fddZceeeQRLVy4UG+88Ybee+893XHHHU2XOeGEE/TLX/5SQ4YMsep/mMyPvXv36pVXXmnxNq+//noVFRU1bVu3bvX44wBwYMxLwLcwJwHf41fzcvsCqZOzlrDU1DVoRWG9eiUeRLAjIVsq3yVV7JaT9EqN0crcYlXX1ts9FASAds88U/vir3/9q1VA9O6779bs2bOt2hmvvfaaDua2zNKX/Pz8ZvvNaVNnoyU33XSTfve73+miiy7S4MGDdcYZZ1jBDxPZrq9veVIkJiaqT58+Wreu5XVvERERio+Pb7YBsBfzEvAtzEnA9/jNvCzdKRVtk1L7yEnW7KlXZZ3UM+lggh1dXD8L1shJeqbGWkGiVXk+vCQLzilQarqgWDcU3P6bCg8P18iRI62ASSMTsDCnx40b1+J1ysvL97uvxlohZllLS0pLS7V+/XplZma2e4wAAAAAOlivw3BYZsf3O+tkOqjmxB/ER67IBFfb2cLVcpJunWIUGhzEUha4RbtnXkFBgZXRYTIlrr32Wh1zzDHatGmTzjzzzIMagGk7+8QTT+jZZ5/VypUrdemll6qsrMzqzmKce+65Vopeo1NOOUWPPvqoXn75ZW3cuFEfffSRle1h9jcGPf7yl7/o008/tcZlureY7A9znunaAgAAAMCLtn8nRSVJsc3r9AW6xTvr1C0+SBGh7ShO2sh8oWyyOwqcFewIDw1Wt07RBDtgT4HS7Oxsq0DpBRdcoBEjRlj79s3MOPXUU9t1e5MnT7YCKDfffLPy8vI0bNgwzZo1q6loqemism8mx4033mhlk5ifpn5IamqqFei48847my6zbds2K7Cxa9cu63xTzPTrr7+2fgcAAADgRVu/dbWc/SEj3CkW5tepZ2IHCrImZksbP5Ma6qSgEEctZVm4eY/dw0AACGpobe1HKw60XMUEIUx3FX9n2nYlJCRYhZ58du0j4DDMS8C3MCcB3+OT89LU1PtHN2nAadKQyXKK4qoGDX2mRH8YFq4jstv9/bLLrvXSt09Kp82QknLkFJ+vLdAjc9dr8c3HKjE63O7hwEnLWExNjda2QAh0AAAAAHATU3OiqlhK7ee4JSzmG+WD6sTSKCFLCgp23FKW3mlx1s9FtKCF3QVKAQAAAKBFW+e7PrCn9HHcEpa4cCkztgNLd0IjpbgMqWClnCQ9PkIJUWFaxFIW2BHsMDU6Tj75ZPXs2dPazO8ff/xxR8cCAAAAINCCHUndpbAoOcmC/ForqyO4o3VKErKlnc4KdpjSCL3SYvUdwQ54O9jxyCOP6Pjjj1dcXJyuuOIKazNrAk888UTNmDGjo+MBAAAAECi2fu24JSx19Q1alF+nPsluKCqa2E0q2uZaCuQgfdJirY4stXX1dg8Ffqzd1XLuuusu3Xfffbrsssua9l1++eU69NBDrfP+9Kc/uXuMAAAAAPxNWaG0a5004HQ5yeo99SqtkfokuaFiQFI310+T3ZE9Vk7RJyNO5d/WaVVeiQZlJdg9HPipds/AvXv3WpkdP3XcccdZlZ8BAAAAQFu/cR2EtAGOOhgL8uoUEiT17Ehx0kZRSVJkgrRzhZykR0qsQkOC9N2m3XYPBX6s3TPw1FNP1Ztvvrnf/rffftuq3QEAAAAA2vyVFJMmxaQ66mDMz61Vj8RgRYR2sF6HYWp+mKUsecvlJOGhweqZGqv5BDvgzWUsAwYM0J133qm5c+dq3Lhx1r6vv/5aX375pa6++mo9+OCDzZa3AAAAAHCgzV9Kaf1dH9gdoqGhQfNz6zQ60w31OvZdyrL6f1JdlRQSIafomx6nL9cXWsfUFC0FPB7seOqpp5SUlKQVK1ZYW6PExETrvEbmBUmwAwAAAHCgqhIpd4k09g9ykq0lDcovb1C/ZDcsYWlkutnU10oFq6SMoXKK/plxeuf7HdpQWGZleQAeD3Zs3Lix3XcCAAAAwEG2fCM11EkZg+UkX++olclB6NfJjZkdcelSeLSUt8xRwY4+6XEKDpK+2bCbYAcOSodCjialyGwAAAAA0GTzF67imvFdHHVQvs6tU/eEIMWEuXHZRVCwK7sjb6mcJDo8VD1SYvTNxl12DwVOCnY899xzGjx4sKKioqxtyJAhev75590/OgAAAAD+Z+NnUvpgx9Xr+Gp7rXuzOhqZYIdZxmLqdjhIv8x4fbV+F1+wwzvBjunTp+vSSy/ViSeeqFdeecXaTCvaSy65RPfdd9/BjQIAAABAYKgsknYskjKHyEk2Fzcor6xBA1M8EOzo1FOqq5F2rpSTDOycoIKSKq0vKLN7KHBCzY6HHnpIjz76qM4999xm7WgHDhyoW2+9VVdddZW7xwgAAADAn1rONtQ7qr6E8eX2WqvGRP9ObixO2ijW1O2IlXK/lzKHySn6ZcQpJDhIX60vVK80ipSifdo9E3NzczV+/Pj99pt95jwAAAAADrZ+juvDeVyGnOTzbbXqnRisqFAPLN0xy4FMdofJmHGQyLAQ9UmP1edrC+0eCpwQ7OjVq5e1dOWnZs6cqd69e7trXAAAAAD80fpPpMyhjqrXUVfvqtcxKNUDWR2NOvWSCtdJVcVykkGdEzRv/S7V1tXbPRQE+jKW2267TZMnT9Znn32mQw891Nr35Zdfavbs2S0GQQAAAAA4RNE2addaadCZcpIlBXUqrpYGp3qgXse+wQ41uJay5EyQUwzpkqBXF2zT4q17NSon2e7hwI+0O/R41lln6ZtvvlFKSoreeustazO/z58/X2eccYZnRgkAAADA96372NUqNXO4nOTTrXWKCZN6JXowsyMqUYrNkLYvkJP0SIlVXGSoPl1TYPdQEOiZHcbIkSP1wgsvuH80AAAAAPw72JHSV4pwVjHJuVtrNCglxCqm6VEpvaVtJtjRYAp5yAmCg4M0OCtBc1bt1NXH9bV7OPAjbQ49FhcXt2kDAAAA4EC11a7ipF1GyUl2VdTr+531Gp7uwSUsjVL7ShW7pd0b5CTDshO1bEexdpZU2j0UBGJmR2JiooIOUGSooaHBOr+urs5dYwMAAADgL7Z8JVWXSl1Gy0nmbq218iyGpnkh2JHYTQqNlLbOl5J7yimGdkm08ljmrirQr0Zn2z0cBFqwY86cOc0CGyeeeKKefPJJZWVleWpsAAAAAPzF6v9JMalSUnc5yUebaq1aHYkRXlhWEhLqWsqy9Rtp6NlyivioMPVJj9PHK/MJdsD9wY4jjjii2emQkBAdcsgh6tGjR9vvDQAAAEDgaWiQVr0rdRnjqJazlbUN+nRrrU7tFea9O03tLy19RSovlKJT5BQjuibqzUXbVVFdp6hwL2TRwO95sFwwAAAAAEfIW+JqO9v1EDnJl9trVVErjczw4ofv1H6maqe05Ws5iWk7W1lbr8/W0pUFbUOwAwAAAEDHrHhbioiTMgY76ki+v6FWnWOD1CXWi9ks4VGueh2bvpSTdE6MUnZSlGYty7N7KHBCsONABUsBAAAAOGQJy/K3pC5jpeA2r5L3e9V1DfpwU43GZIZ4/3NR+iApf5lUsVdOMqZ7sj5aka/KGppi4Oe1+a/RmWee2ex0ZWWlLrnkEsXExDTb/8Ybb7T1JgEAAAAEwhKW3eulEefKSb7YVquSamlcZxsCPOkDXdk0W76U+p4kpzikRye9vnC7PltToOMGZtg9HPi4Ns/MhISEZqfPOeccT4wHAAAAgD9Z+poUES9lDpWTvL2uRl3igpQdZ0O2e3iMlNJLWj/XUcGOLknR6pocrbcX7yDYAfcFO/7973+39aIAAAAAnKC+Tlr6qpQzwVFLWMpqGvTBplqd1ivMvqX9GcNcXVlK86RY52Q5HNqzk95YtF0llTWKi/RiFxz4HQqUAgAAADg4Gz+VSnKlnkc56gi+v6FGVbXSoVk2tkBNHyCFREjr5shJDu2Vouraer2/NNfuocDHEewAAAAAcHAWvSglZEspfR11BF9dVaNBKcFKjbbx41RohJQxSFr3kdRQL6foFBuhwV0S9Mp32+weCnwcwQ4AAAAA7Ve2S1r5jtRromnT6JgjuH5vnebn1emIbB9YttNltFSaL+V+Lyc5sk+aFmzeozX5JXYPBT6MYAcAAACA9vv+JVdGgQl2OMh/VtYoLlwanWnjEpZGiV2l2HRp9f/kJKNzkpQQFaaXvtli91Dgwwh2AAAAAGh/YdL5j7sKk0Y279oYyMprGjRzVbWOzA5VeIgPZLOYjJquY6Ut86SyAjlFaEiwjuqbqle/26pSUzwFaAHBDgAAAADtYzIJ9m6R+p3sqCP3+poaldVIx+b4wBKWRp2HS6Hh0qp35SQT+6eroqbOCngALSHYAQAAAKB9vnpQShsgpTqnMGltfYOe+L5KYzJD7C1M+lOhkVKXMa4AVHWZnFSo9JAenfTk5xtVW+ecAq1oOx+apQAAAAB83qYvpa3fSIPOkpO8t6FWW0oadErPMPmcruOl2kpp9ftyklOGdtb2vRX675Iddg8FPohgBwAAAIC2mztNSuru6gTiEHX1DXpwQZWGpQarR6IPfoSKSpCyRkrL3pBqKuQUOZ1iNKJroh6YvZbsDuzHB2cqAAAAAJ+0fo606XNp2G+lIOd8lHhrXY3W763XWX19MKujUY+jpJpyacXbcpJfjMzWpsJyvbFwu91DgY/xib9QM2bMUE5OjiIjIzV27FjNnz//gJe///771bdvX0VFRSk7O1tXXXWVKisrO3Sb8DGVRdKuddKORdLuDVIVPbThQKUF0s6VrnlgisDVVtk9IgCeVpIn5S+XdiyW9m6V6ugyAB/rwPLRTVJqfyl7rJyioqZB/5xfpTEZIeqV5APtZlsTleh6Xpa9JlXskVN0T4nRIT2S9c8PV6u8mr+Z8KFgx8yZMzV16lTdcsstWrhwoYYOHapJkyZp586dLV7+pZde0nXXXWddfuXKlXrqqaes27jhhhsO+jbhY4q2S29eKj08Snr8SOmhkdJ/r5SKc+0eGeA9O1dJz50iPXKIax7MGCt987hUvotnAQhEJqixfaH09PHSo+Olx4+QHjtUWvqKVFFk9+gAl4XPSXlLpdEXulqeOsRj31epsKJBZw/w4ayORj2PdmXcLHhGTnL26K7aU16tGXPW2T0U+BDbgx3Tp0/XxRdfrPPPP18DBgzQY489pujoaD399NMtXv6rr77SoYceqt/85jdW5sZxxx2ns88+u1nmRntvEz6kfLf0zp+l1e9JDQ2ufQ31rgj1BzdIlcV2jxDwPPNt7jMnurI6Gpm01I9ulNbN5hkAAlHRVunZk6U9G5tnOb51qZS32M6RAS6lO6WPb5F6HiOl9nPMUVm/t06PLKrWST1ClRFj+0ennxceLfU6Vlr3sSsw5RBp8ZFWsdJ/fbpB63aSEQ4XW2dsdXW1FixYoIkTJzbtCw4Otk7PmzevxeuMHz/euk5jcGPDhg16//33deKJJx70bcKHlBdK61v5MLfiTamswNsjArxv+3etZ3B8cocrzR1AYFn539ZbRs6+w/VlAGAX8wXUu1dJCpJGXeCoVrN/mVOhTlFBOqOPH2R1NMoeLSXlSF/e76hipacNzbKCHle/+j3FSmF/sKOwsFB1dXVKT09vtt+czstr+Z95k9Fx++2367DDDlNYWJh69uypI488smkZy8HcZlVVlYqLi5ttsMmB/pkzb7TmWy44gqPnpUllb41Vu6Pam6MBLI6ek55m6iCYNp6tKVjlaikJ2DUvzfKVVe9Kh/xRikxwzPPw8MJqfV9Qrz8MDVd4iB8t2zHLWExbYPN/9TePySnCQ4N1yeE9tHRbkdWdBfCDXKzm5s6dq7vuukuPPPKIVY/jjTfe0Hvvvac77rjjoG9z2rRpSkhIaNpM0VPYJDLxwOdHxHlrJLCZo+dl2oDWz4tNl0L86NslBAxHz0lPCw6RMga3fr75hjYkwpsjgp/wyrw0Afj3/yL1OV7qNl5OMXdLrR5YUKUzeoepXycfLkrampgUacCpruUsaz6QU/ROj9MvR2br4U/W6ZNV+XYPB04OdqSkpCgkJET5+c1fiOZ0RkZGi9e56aab9Lvf/U4XXXSRBg8erDPOOMMKfpg/9vX19Qd1m9dff72Kioqatq1bt7rxUaLdf5izRrV8nlkjas6HIzh6Xpp/JsNjWz7v8L9KcS3/LQM8ydFz0hsG/7L1QOZRN0gxnbw9IvgBj89Lk034n7Ol5B7SmN/LKVbuqtNlH5dreHqwzuwTKr+VNdLVneXrR1yd3Rzi1GGdNbJbkv780iIt205WuJPZGuwIDw/XyJEjNXv2jzUaTMDCnB43blyL1ykvL7dqcOzLBDeMhoaGg7rNiIgIxcfHN9tgExPM+OW/XX+c99XtUOnUB6WoJLtGBi9z9LxM6CJN+W/zoIb55tekDw883VEV8OE7HD0nvSEhWzrn9ebvcyHh0jG3StmH2DkyOHVemu54z55qlenQUX9zvR4dYN2eOp3zXrlSo4N02YgIBfv7e27/U6ROPaRP/u5qa+0A5jn701G9lJEQqXOfnq81+RQsdSrbQ5WmReyUKVM0atQojRkzRvfff7/KysqsTirGueeeq6ysLCtzwzjllFOsbivDhw/X2LFjtW7dOivbw+xvDHr83G3CxyV2lX4zUyordBVpjE6RYlL5VgvOYQIbnYdLF8+RSvOl6nIpPlOKSZMiWsn4AODfQsOlbodJl3whleRLdVVSfGfXvDfdFQBvKlgjvXCm63V43F2O+bJpUX6tLphVobhw6bqxkYoK9fNAR+P/FMN+Ky14TvroJunI66QuYxToIsNCdO3x/XTX+yv1q3/N01NTRlvZHnAW24MdkydPVkFBgW6++WargOiwYcM0a9aspgKjW7ZsaZbJceONNyooKMj6uX37dqWmplqBjjvvvLPNtwk/YAU3Uu0eBWAf802S+aBjNgDOYD6UmMwuswF2WfGO9PYfpahkadL/SbFpAf9cmOzwl/+/vfOAj6rY/vghkBCQhBI6hC69CQJSpD9AeILAQwSkPuChiICIgIoUBVR4II/iw0JRKdIfAoKU0BQRlCJKJ1KkGkBAWkjm//kNn7v/u5u7ySZk++/7+dyUvXfvnjs7Z86ZM2dmDsfLqB13pHj2EBlSM7NEhAVAoMMAWTnVu4sc+FJk41iRx54XqdxBJIMfrkWSCiLCQ+WNVuVl8jdH5LmPdsqopytIl1pFdF+SBAcZFLSb2IGVrLHIE+Y+Mk2XEN+AekmIb0GdJCTA9BIZRRveFDmw+MHaUXUGBUVW0enriTLq29sSczpBmhTJJN0rhkqoP+28khoSE0VObhY5vlkkTxmR2v0frMcS4MQnJMpnO0/JxkMXpUHpPDK2TQUpGvWIt8UiHoDBDgvowBHie1AvCfEtqJOEBIheXj8v8sMskV2zREIyiTz+T5GSjQN+fSgEOT45cFcWHoqXyMwZpEfFUHk8v9eT3j3Dld9Efl0hcvOySMmGD7apzVlcAp2fTl2VOd/FyrVb8fJczWjpXa+EFMvNoEcgEyQaTQghhBBCCNHcvSlyeLXILytEjm14sGZMmVYPOr2ZIwK2kK7dUfJ1bLysPhEv3/2eINnCRNqVDpUWxTNJeCCsz+EquYqJ1HlZ5OxukditIidiHmR6FG8oUqyuSNbA3P2pWtGcUqFQpKw7eEFW7TsnX3x/WmqXiJKnqxSUpyrml5yPBMcivMEEMzss4GgVIb4H9ZIQ34I6SYgf6+WaV0V2fyySp6xIiYYiJRqJhAX+CHff9bfkm9/uS4WoEKlXOJPULphRMgdTkMOKxASRS7+K/P6TyOXDD6a1tJ4mgc69+4my82Sc7Dh2WQ6euy6Ny+aV2T1qeFssks4ws8MCYxkTGAxCiHuIiIhI1QJR1EtC3At1kpDg0cvwW9cEY9jx2YuLxJ0SiZsrwcDNy01FpIAUuhcrsSdFH8ToEtaUkIQioq5llfvbjgVNseSLCJWD0Jlbd13q+6VWJ4l3YWaHBWfPnpXo6GjPfxuEBBGpXTyNekmIe6FOEhI8etm9Sqi8VjdMEoNsm4KlYa1lY2hDCZFEb4vik6ALf+Oekgs3g6xihITIXwc3y/Xvl6R4KTew8C8Y7LAgMTFRzp07l+rIHaKBMDBnzpzxu11cKDvL3dN1JrX6lVa9TG+oK96DZe9eHlYn/fn78TVYlixPb9pKf6x//iizv8od7DJ72w8lqYPTWCwICQmRwoXTvsc9lMhflN8Rys5y99U687B6md5QV1j2wVZvXNXJQHpGb8OyZHl601b6Y/3zR5n9VW7KTPyBEG8LQAghhBBCCCGEEJKeMNhBCCGEEEIIIYSQgILBjnQkc+bMMmrUKP3b36DsLPdgqjPB+tz+LLu/y+/PsrtKMDyjp2BZsjxZ/4JDZ/xRbspM/AkuUEoIIYQQQgghhJCAgpkdhBBCCCGEEEIICSgY7CCEEEIIIYQQQkhAwWAHIYQQQgghhBBCAgoGO5ywbds2efrpp6VgwYKSIUMGWblypd15vGZ1TJw40Wlhjx49Osn1ZcuWTdcvdMKECVKjRg2JiIiQvHnzyjPPPCNHjhyxu+bOnTvSv39/iYqKkmzZskn79u3l4sWLyd5XKSVvvfWWFChQQLJkySJNmzaVY8eOpavsrsh/5coVGTBggJQpU0bLUaRIEXn55Zflzz//TPa+PXr0SFL2LVq08KjsoGHDhknk6Nevn9fLPiXZf/vtN6d1fsmSJV4td3dQrFgxy2eF3qRVhzxFQkKCjBw5UooXL67rS8mSJeXtt9/W9cjT+pxWbty4IYMGDZKiRYtq+erUqSO7d+/2SflTshWuyIp2rUuXLhIZGSk5cuSQf/7zn3Lz5k3xV9Be4BnMdRAL8N27d8/bovkNM2bM0O1QeHi41KpVS3744Qdvi+R3uGKTg5nU1DEr3wVHq1atfFZm8MEHH9j8xejoaBk8eLC2374qc3x8vIwdO1a3mbi+SpUqsm7dOp+yaVZs2bJFqlWrphcuLVWqlMydO1c8TWrlPn/+vHTu3FlKly4tISEh2ucgAYoilqxdu1a98cYbavny5eghqBUrVtidP3/+vN0xe/ZslSFDBnXixAmnJTpq1ChVoUIFu/ddvnw5Xb+B5s2bqzlz5qiDBw+qffv2qZYtW6oiRYqomzdv2q7p16+fio6OVps2bVJ79uxRTzzxhKpTp06y93333XdV9uzZ1cqVK9X+/ftV69atVfHixdXt27c9Kv/PP/+s2rVrp1atWqWOHz+un+HRRx9V7du3T/a+3bt3Vy1atLAr+ytXrnhUdtCgQQPVp08fOzn+/PNPr5d9SrLfv38/SZ0fM2aMypYtm7px44ZXy90dXLp0yU7mDRs26HYgJiYmzTrkKcaNG6eioqLU6tWrVWxsrFqyZIn+nqZOnepxfU4rzz77rCpfvrzaunWrOnbsmG47IyMj1dmzZ31O/pRshSuyQkeqVKmivv/+e7V9+3ZVqlQp1alTJ+WvfP3116pHjx5q/fr12ib+73//U3nz5lVDhgzxtmh+waJFi1RYWJj2K3755RdtM3LkyKEuXrzobdH8CldscrCS2joWFxdnZxNRphkzZtTl66syz58/X2XOnFn/hi1Ee1SgQAE1ePBgn5X5tddeUwULFlRr1qzRbefMmTNVeHi4+umnn3zGpjly8uRJlTVrVvXKK6+oX3/9VU2bNk3XjXXr1ilPklq5USdefvllNW/ePFW1alU1cOBAj8lKPAuDHa4UkgtK06ZNG9W4ceNkr4HDDofW0502yI9OA7h27ZoKDQ3VHSCDQ4cO6Wt27txpeY/ExESVP39+NXHiRNtruA+MyMKFCz0qvxWLFy/WxiQ+Pj7ZTje+I09iJTuCHalpUL1V9q6UO4xDr169kr2PN8rdHeA7K1mypP4+0qJDnqRVq1ZJvhcECLt06eJ1fXaFW7duaUcJwRoz1apV046ML8vvaCtckRXOId63e/duu2ABgue///67ChTef/99HeQhKVOzZk3Vv39/2/8JCQm6AzRhwgQWn5vtWrDwsHVsypQpKiIiwqOBo9TKjGsd/XJ0yOvWrat8VWYEY6ZPn+7Ufvti/wcBGgzkmunYsaMONnoLV+Q2k1rfnPgXnMaSDiB9fc2aNTptNyWQvowUqxIlSui05dOnT4s7MaZ35MqVS//+8ccfdZocUqkNMJUG00F27txpeY/Y2Fi5cOGC3XuyZ8+u0/Gcvcdd8ju7BunfmTJlSjHNDqmsSGl84YUXJC4uLt3ldZTLSvb58+dL7ty5pWLFijJixAi5deuW03t4q+xTKnfUo3379rlU5z1d7ukNUu+/+OIL6dWrl06NTIsOeRJM+di0aZMcPXpU/79//37ZsWOHPPXUU17XZ1e4f/++noqDFF4zSEPGc/i6/GZckRW/MXXl8ccft12D65FWu2vXLgkU0KYk146T/29v0MaY6wzqAv73tfrtb7jiTwQD6VHHPv30U3nuuefkkUceEV+VGbYQ7zGmjZw8eVLWrl0rLVu29FmZ796969T2+Sp4FvMzgubNm7O9Ij5D8r1D4hLz5s3Tc0LbtWuX7HVwcDGPDZ0+zBUbM2aMPPnkk3Lw4EH9/vQmMTFRz0GrW7eu7lgDON5hYWHauTaTL18+fc4K43Vc4+p73CW/I3/88Ydej6Bv377J3gvrROD7wRzyEydOyOuvv647f2ikM2bM6DHZMT8Q6xAg4HXgwAEZNmyYnkO8fPlynyl7V8odjk65cuW0M+FL5e4OMO/z2rVrev2RtOqQJxk+fLhcv35dB2BQxggcjBs3TgdXvanProK2sHbt2lqvUccg18KFC3WdwVxgX5ffjCuy4jeCgWYQuEWHzNeeJ60cP35cpk2bJpMmTfK2KD4PbBp01qrOHD582Gty+Tuu2LVg4WHrGIIH8FvhB/iyzPC38L569erptZMQSMcaafBDfFVmBAkmT54s9evX1+t2YOAC/iHu46vATlk9I/yQ27dv62ANId6EwY50YPbs2boj4RiNdcQYWQWVK1fWwQ90fBcvXuzSCHlqwQKKMEi+HBF+GPnRkGJxrPLly+vFX5MDIxAGlSpV0uUPQ4KsgyZNmnhMdnNQBnJg0UJ8PgIBkMcfyh3Ga8GCBXoRzJTwdLm7Azh00F0EqPwBtCfIHsJ3VKFCBZ2BAycf8nfv3l38gc8//1xn0hQqVEgHbLDwWadOnfQoGfFuIO29995L9ppDhw7ZLbz9+++/66Bnhw4dpE+fPh6QkpDA84d8zSbCntesWVN8GfgZ48ePl5kzZ2p/G0HXgQMH6kC6K/6LN5g6dapuJ9GGIpMU/lLPnj11P4MQkjY4jeUh2b59ux6Z7927d6rfi5FhrAKMBji9eemll2T16tUSExMjhQsXtr2eP39+nVqHkWrHqTg4Z4XxuuNuE8m9x13ym3drgAONUeAVK1ZIaGhoqu6PaUSYSuLJsrcCBhg4k8PTZe+K7EuXLtVTb7p165bq+7uz3N3BqVOnZOPGjXb6nRYd8iRDhw7VnVIEmuCQdu3aVa9Aj50JvKXPqQUO3tatW/WOJGfOnNEjiZg6hPrjD/IbuCIrfl+6dMnuPEYgsUOLrz3PkCFDdDAjuQPfkcG5c+ekUaNGOgPso48+8qrs/gLaRwT4/KF++wupscnBwMPUsb/++ksWLVrklgG69JYZAQ3YP9hv2MK2bdvq4AdsITJ9fFHmPHny6GxSlDP8D2SAYMc3c7vqa+BZrJ4R08uZ1UF8AQY70iHCXb16db09VGqBI48RfYzupxdI1YNhRwBg8+bNevqAGciKwABS4wwQrMHaIUgdtwL3QGNmfg+yKjCf3Nl73CW/8dnNmjXTUwlWrVqVYkaNFWfPntVrR3iy7K3AqDtwJoenyj41sqPOt27dWhtlXyh3dzJnzhw9xcC8vV5adMiTIBCFecFm4HAZzp0n9flhwXxw1JWrV6/K+vXrpU2bNn4lvyuy4jcCZ+asFeggvi8jGOorQOcx4pjcgXbZyOjAdpXQF+iRY50k1qD8UGbmOoO6gP99rX77OmmxycHAw9QxbDWPdSWef/558XWZndlCYN6K3RfLGX4tMhsR+F62bJm2fb4KnsX8jGDDhg1sr4jv4O0VUn0VbKe5d+9efaCYJk+erP8+deqU7RpsGYrtlj788EPLe2AVaGzBZIBt97Zs2aK3O/r2229V06ZNVe7cufUK4enFCy+8oLc5xOeYtwnDDgcG2DYT269t3rxZb5tZu3ZtfZgpU6aM3r7JvH0itsvCFoIHDhzQO2y4Y6vHlORHmdeqVUtVqlRJbz1rvgbbo1rJj+/y1Vdf1TtloOw3btyod3bAlrV37tzxmOyQd+zYsbrMIQfKskSJEqp+/fpeL3tX6g3ANqDYJQK7RVjhjXJ3F1g1HXoybNiwJOdc0SFvgR1wChUqZNt6Ft8H2hmsmO5pfU4r2LIOdQxb2n3zzTd6Fyvo/b1793xO/pRshSuyYuvZxx57TO3atUvt2LFD64g/bz2LLYKxfW6TJk303+Y2hbi2XSV27Jk7d67eradv3766Dl24cIHF5wa7FoykVMe6du2qhg8fnuR99erV0ztt+IPM2AERO8Zg5yvDlmBXNWxt7qsyY/vxZcuW6W1nt23bpvsRsBdXr171GZsGeSG349azQ4cO1TvTzZgxwytbz6ZWbmBcX716ddW5c2f9N7YIJoEFgx1OiImJ0crieKAjYTBr1iyVJUsWvZWgFUWLFtWNrQEMBLaVwjap6Izgf3SA0/ULtZAZh3kvdDjZL774osqZM6duoNq2bZvECXV8D7ZQHDlypMqXL59uuOHEHjlyJF1ld0V+Z98LDnTsrOSHY9OsWTOVJ08evWUovhfsdZ7ejmNKsp8+fVoHNnLlyqXLEJ0BGAcEcLxd9q7UGzBixAgVHR2tAwHO7uPpcncX69ev189jVdau6JC3uH79ut5CDcGY8PBwHVDDlq137971uD6nlS+//FLLjbYSW7di6z5zO+tL8qdkK1yRNS4uTgc3smXLpiIjI1XPnj214+avoA1w1qYQ18BACXQYOoDtK9EJIu6xa8FKcnUMW3Ga/V1w+PBhXX4IGviDzPHx8Wr06NE6wAFbCN8FdtuTgYPUyozAXLly5bStiIqK0p1zT29BnpJNw2/I7fieqlWr6meE7faGjqVFbqvr4auSwCIDfng7u4QQQgghhBBCCCEkveAkWkIIIYQQQgghhAQUDHYQQgghhBBCCCEkoGCwgxBCCCGEEEIIIQEFgx2EEEIIIYQQQggJKBjsIIQQQgghhBBCSEDBYAchhBBCCCGEEEICCgY7CCGEEEIIIYQQElAw2EEIIYQQQgghxCXi4+NZUsQvYLCDEEIIIYQQQoglK1askFatWkmxYsUkW7Zs8uSTT7KkiF/AYAdxCz169JAMGTLYjqioKGnRooUcOHCAJU6ID+uqcRQuXNjbohESUPTu3VseffRRyZo1q+TMmVNq164tX3zxhbfFIiRNduOZZ55J8vqWLVu0/bh27RpLNYCYMGGC9OnTR/7+97/LmjVrZN++fbJ27Vpvi0WIS2Ry7TJCUg+CG3PmzNF/X7hwQd58803dUJ4+fZrFSYiP6qpBxowZvSYPIYEIgv6ffPKJlCpVSm7duiU7d+6Ufv36yc2bN/VvQgjxNU6ePCnjx4+X77//XipUqOBtcQhJNczsIG4jc+bMkj9/fn1UrVpVhg8fLmfOnJHLly/r8z///LM0btxYsmTJop3Avn37aqfPANcXLFhQwsLCpFChQjJs2DBJTEy0Gz1AhLly5coSHh4uTzzxhBw8eND2/ri4OOnUqZN+L0bSKlWqJAsXLrSTEfd7//33tfMJeYsUKSLjxo3T56xGu40Dn09IIOqqceTJk8d2HrpXunRprUclSpSQkSNHJpmv+9tvv1nqinmEL6VrRo8erdsKK1auXKmvJcRfee+996RBgwbaJiHDo1u3btKsWTPZtm2bPv/555/L448/LhEREVoHO3fuLJcuXbK930o/kFL+wQcf2P6HjkBXDD799FP92qBBg2yv3b17V+t0dHS01n3YP1zneF9HPTXfF7b2qaee0uns+fLlk65du8off/xhO9+wYUO7z3QmPwl8li1bpjvJqGuoV//+97/tzuO1t99+W/trjzzyiNaPGTNm2F2D+gdf8OLFi7bX4Evinma74FjH7t27p+u32c7MnTtXcuTIoesz9BD+Y/PmzbV/aubDDz+UkiVL6s8tU6aM1k9HmYwjMjJS/va3v8mJEyds51PSZ2dZMGZdM2wmMilSo/dmUB4oFwN8HrLMYOMhN/zw/fv3izPWr1+vywG+Md6D52nXrp2cPXvWdg2eu02bNrotQJtQo0YN2bhxY5J7QQ7HdsUxQyilaxyf3QyuQ9YRIWYY7CAeAUEMpOvC6CCw8ddff2njglTe3bt3y5IlS3TD+NJLL9neAydw9erVcvz4cT0a9tFHHyVJ+R06dKg2nLgHGuGnn37a1gm7c+eOVK9eXQdE4JghmAKH7IcffrC9f8SIEfLuu+/qztuvv/4qCxYs0I01OH/+vO0wDLbxf506dVhzSNAA5wYOInRk6tSp8vHHH8uUKVPsrlFK6d/QY+gI9MURV64hJBiALvz444/y3Xff6cwqANuFTh86Hui4oKPzMI477CxsGzofZhBkQeD/P//5jxw6dEhmzZqV5BrIN3bsWDsbaO4soYP02GOPyZ49e2TdunW6E/rss8+mWVYSmKCOo14899xzeoALHVnUSdgTMxMnTpQqVarI3r179UDXwIEDZcOGDXbX5M2b1y4DEX+bg/JWTJ8+3S5AYoDMKnTeP/vsM/n22291nYaM5vUpIMOQIUO0//ivf/1LevbsKTExMXb3gQzQDwQsEch4/fXXbefSW5/Tiw4dOmhZv/76a/39VKtWTZo0aSJXrlyxvB5BJTwDgkF4D8oAZYrAgmHT4eO3bNlSNm3apL9DtGnwxx0zuXE9Al9Gu2LVZrhyDSGpgdNYiNtAoMJwoOB0FShQQL8WEhKigwoIRsDQIJJvGCU0jhj9QsABzpRBQkKCzgDBbzOjRo3S0XQwb948vc4AjBQaR4wOvPrqq7ZrBwwYoCPUixcvlpo1a8qNGzd0xw2f2717d30Notf16tXTfyMSbyZXrlxJXiMk0HQVI17lypXTgUQEHAGmoJlHVaBXixYtktdee832uhFkNDJDoC+OuHINIYEMOj3PP/+8zq6APUPHD8EH0KtXL9t1yKBCMAIjpOhIQD9hA2/fvu3yZyFrsXz58nL//n3ba0ePHtU2EB3Jpk2b2j7LSled2TzYTAQ6kNpuMHv2bJ0pgvsjC4wEl90wcPTRJk+erDvSqOcAdQNBcwQ3zB3/unXr6iCHcQ0CEAioG/6doR8Y+EJWEsDfeA0BBSvQeX/nnXf09cbnm+s36nGtWrVs/iPsHgbD4B9OmjRJy/fiiy/q86+88oqexoHXGzVqZLsP7CV0BLqJQYHs2bPbyZucPnuDHTt26GdEsANZMQDPhHZp6dKlelDQEWRAY1or/HboOMDf8JcR3EA7gkAVDgN8J/DFV61aZTeIiXJHWRntCv5GW2jGlWsISQ3M7CBuAwYBqXc40LgikwNpr6dOndKjSWgYjUCHYezQqB45csT2GpwpI3W+ffv2NqfQAAu8GcAxQ6oh7m0YXTS4mL6CczAuCHYYkWZchwYUhpiQYMasq8uXL9eBSay6vmvXLn3+yy+/1PoJ5wN6hOCH44jN9evX9W+zTjviyjUY/cNnwGmE84nMK0ICBXTeoGfIRkSaPALu//3vf/U5jLIi4I/plOg4YcoLMHStYsWKOtPRnJ3ojHPnzumOpuOUAXw2Oi7GvZPTVWd6ilFejO5CT42jbNmy+pw5jX/mzJl215iDIySw7IZxIABhBn4WbIcZ/H/s2DG7wIjZlzP+N3w5A2QgILiwefNmXf+gI3jNGchMgozGAJaZTJky6cCDAeov7m18pjO5HWXC1BvUbWQpYwANC3kapKTPBhikM+uJFcgmNl9jtfadIYthvxFUstJdBFuQYW2+X2xsrJ3uOoIghxHoAEWLFtVyG5+Be2IQBDYb5Yh7oqys/ITk7L+r1yCAhc9Atg+mzCE4RogzmNlB3AYaK0xbMYARRAcGKfCugkXbMDcQRgPzf/G3OaqeHBg5gCOJuX0IeEAe3ANzOI1oMSEkqa5ilBZBD4z2IADZpUsXGTNmjA5YQoeR1eHYiULnCllbyWU/uXINApYYDYIjjJE0rAAP2eCcEhJIuoa59EgRx8gqplhCv3DMnz9fp+ejo4D/DZuFNHGk2mM02ugMIB3fijfeeEOnq5tHW121e+hsIBsTa2ZZgY6NkYXpCDpaBmg3IIcBRraN9UlI4NkNYF7HwR0g8wA+JKY6WGUhGCCYAp8TARh3yoTsE2Q2YBoM6jqyQb766ivbVO3k9Nlg+/btOhhigHVEHMGAAwIJBujgJycLptMgw9m8jp2hu9BRq3XnEKSwAoEcZxjrpSDQgWwxtGWoE2hn/vGPfyR5VvgAztqV1FyDzFOUNcoZvj7aI2yEQIgV9B6Jx0CjiI4O0nDRaGPOJhoqw2lDZBbn0dkxQEYGDkTdkWKHOf7mYAc6Q4iag6tXr+oUWsMg4H5YMAkpwwCdNpxHWq9hUNAgIw0PizURQh4APcSBgAPWFMAojrnTguwsRzBSDT3FYm/OcOUaLAZnONBoC5BqDIcVC70REmig0wbbdPjwYb2oNjKZjBFUrIfhaEPRcZo2bZptfr1Vpwf6AntpzpI0QOAfn7d161bbNBYrPcVnOVtMFKPpsMWY0pZcEBKBUXNnmNPWgg/4Y46j7vgfU1XMO37BlzOD/82dewMs8omOPPQGwQz4b85G/uHXof5ZBTswtQv6hSkrALqCIIHxmYbcxhRnQ27DfzRA4N6o45gq3bp1az0NwxV9NihevLjTQIMB7mHWJSu9M8uC9UbMa9iZdRdBAbwf+usKsNlYrwOH8SzwAVCuRnmgbBB8aNu2rS2ogjVKzKDd+emnn6R///5OP8uVa0Du3Lltz4q199AucqdH4gxOYyFuA1NE0KjiQDobDIExIoQRH3R4YEgQeUZKIs5jdMtYIBQpsL/88otuMLEwKaLGmCfsmKYIY4d7oKFFA2is2oxgBt6Dzho+HwtMmReqwufDIGLdAawdghQ+GFjHVekJCVZdxUgy9AhOBLI5oCMYncVcXAOM3GDVeaTMYwE3K1y5xgBOLNbzQSAU6cpIk0X6PiH+DLIlMNKKxXnRaUDgHbYGo5LIYETQHoE+BDKw1SOym5ytRYCgARx9ZxlPGF3FGgNWo6Po4MDuYj0BZG4hfR2jvFjHA8AWo6MB3UeKuBU4j2AL0uYRGEG7gCmi0G3HNRtIcIMFPuGjoS6jzmNtDASwzeupGZ1lrDGDa7ATCxatR4fdEUxdwLQvTAEzZ0OYwVQv1Om33nrLqVyhoaHazmGqJjKH4T9iRz8j+IHMAQzI4XOQJQLbhWxHR7kRIIHdRLAE+owp17h3avQ5vUBgA7YT8sBnRkAJsphBgBNThOAnf/PNN9q/ho+MwQxnwRhMvUPwB4EmXIMDfyMYaqytBz8B5YNAK6bK4LyxeyJAm4csTawV0rFjR8vPceUac7AKz4qAEjJREVg1T7MhxA5FiBvo3r07lmi2HREREapGjRpq6dKltmsOHDigGjVqpMLDw1WuXLlUnz591I0bN2znW7ZsqXLnzq0yZ86sSpUqpcaNG6cSExP1uZiYGH3fr776SlWoUEGFhYWpmjVrqv3799veHxcXp9q0aaOyZcum8ubNq958803VrVs3/ZpBQkKCeuedd1TRokVVaGioKlKkiBo/fnyS58Fn4TMJCQZdrVatmlq4cKHtmqFDh6qoqCitSx07dlRTpkxR2bNn1+f27NmjSpQooSZMmKD1ycDQ0atXr7p0DRg1apRNjpCQEBUdHa1Gjhypz61YsUK/Tog/cvfuXdWvXz9VuXJlFRkZqXLmzKnq16+vFi9ebLtmwYIFqlixYtrm1a5dW61atUrX+b179zq9L2wX9NEA1+fPn1/dvHnT9lqDBg3UwIEDbf/fvn1bDR48WBUoUEDbTtjX2bNn63P4/N69e9t00nxf6KDB0aNHVdu2bVWOHDlUlixZVNmyZdWgQYNsNtrxMw39rlKlShpLkPia3TD7Us7adAC/r3z58jYfa+LEiUnq8JgxY1SHDh1U1qxZdf2dOnVqsvXPwNEuGDZk0qRJTmWaM2eOtl/Lli3Tdgn61rRpU3Xq1Cm7e8+cOVOfh9ylS5dWn332WRKZzHYTdd6sqynps1VZOT5rbGysZRtgpfeOsuzbt0+fg86hXAyuX7+uBgwYoAoWLKifDXa2S5cu6vTp08oZJ06cUK1atdLfD/wA6P7Zs2dt5yEn/Hm0Bbjf9OnT7dqAIUOG6PZu+/btTuuRK9cYz248Kz4PfYvNmzfrc7gO1xNiJgN+2Ic/CPF9ELXHdBZMXUkp/Y8QQgghhPgeyDbCemo4PAEyNvBZyMoghAQ+nMZCCCGEEEIIIYSQgILBDkIIIYQQQgghhAQUnMZCCCGEEEIIIYSQgIKZHYQQQgghhBBCCAkoGOwghBBCCCGEEEJIQMFgByGEEEIIIYQQQgIKBjsIIYQQQgghhBASUDDYQQghhBBCCCGEkICCwQ5CCCGEEEIIIYQEFAx2EEIIIYQQQgghJKBgsIMQQgghhBBCCCEBBYMdhBBCCCGEEEIIkUDi/wAaEuUIz6xf8AAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1088.24x1000 with 20 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"\n",
"sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n",
"plt.title(\"Boxplot по категориям\")\n",
"plt.show()\n",
"\n",
"sns.histplot(df[\"Баллы\"], bins=5, kde=True)\n",
"plt.title(\"Распределение баллов\")\n",
"plt.show()\n",
"\n",
"sns.scatterplot(x=\"Возраст\", y=\"Баллы\", hue=\"Категория\", data=df)\n",
"plt.title(\"Scatterplot баллов по возрасту\")\n",
"plt.show()\n",
"\n",
"sns.pairplot(df, hue=\"Категория\")\n",
"plt.show()\n",
"\n",
"sns.heatmap(df.select_dtypes(include=[np.number]).corr(), annot=True, cmap='coolwarm')\n",
"plt.title(\"Корреляционная матрица\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "24e2c331-01ee-458f-ac29-f54cf03be46c",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Обработка: 100%|█████████████████████████████████████████████████████████████████████| 100/100 [00:01<00:00, 96.58it/s]\n"
]
}
],
"source": [
"from tqdm import tqdm\n",
"import time\n",
"\n",
"p = []\n",
"for i in tqdm(range(100), desc='Обработка'):\n",
" time.sleep(0.01)\n",
" p.append(np.random.rand())"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "1a69b81b-3b74-4b44-b837-d0c2380fa8f0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.DataFrame'>\n",
"RangeIndex: 76 entries, 0 to 75\n",
"Data columns (total 6 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Province/State 64 non-null str \n",
" 1 Country/Region 76 non-null str \n",
" 2 Last Update 76 non-null str \n",
" 3 Confirmed 66 non-null float64\n",
" 4 Deaths 39 non-null float64\n",
" 5 Recovered 39 non-null float64\n",
"dtypes: float64(3), str(3)\n",
"memory usage: 3.7 KB\n",
"None\n",
" Confirmed Deaths Recovered\n",
"count 66.000000 39.000000 39.000000\n",
"mean 8.439394 0.435897 0.769231\n",
"std 54.585185 2.722179 4.486597\n",
"min 0.000000 0.000000 0.000000\n",
"25% 0.000000 0.000000 0.000000\n",
"50% 0.000000 0.000000 0.000000\n",
"75% 1.750000 0.000000 0.000000\n",
"max 444.000000 17.000000 28.000000\n",
" Province/State Country/Region Last Update Confirmed Deaths \\\n",
"0 Anhui Mainland China 1/22/2020 17:00 1.0 NaN \n",
"1 Beijing Mainland China 1/22/2020 17:00 14.0 NaN \n",
"2 Chongqing Mainland China 1/22/2020 17:00 6.0 NaN \n",
"3 Fujian Mainland China 1/22/2020 17:00 1.0 NaN \n",
"4 Gansu Mainland China 1/22/2020 17:00 NaN NaN \n",
"\n",
" Recovered \n",
"0 NaN \n",
"1 NaN \n",
"2 NaN \n",
"3 NaN \n",
"4 NaN \n",
"Province/State 12\n",
"Country/Region 0\n",
"Last Update 0\n",
"Confirmed 10\n",
"Deaths 37\n",
"Recovered 37\n",
"dtype: int64\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"df_kaggle = pd.read_csv(\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_daily_reports/01-22-2020.csv\")\n",
"\n",
"print(df_kaggle.info())\n",
"print(df_kaggle.describe())\n",
"print(df_kaggle.head())\n",
"print(df_kaggle.isnull().sum())\n",
"\n",
"# Визуализация\n",
"sns.histplot(df_kaggle['Confirmed'], kde=True, bins=20)\n",
"plt.title(\"Распределение подтверждённых случаев\")\n",
"plt.show()\n",
"\n",
"sns.scatterplot(x='Confirmed', y='Deaths', data=df_kaggle)\n",
"plt.title(\"Подтверждённые vs. смерти\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "70a0e001-fb99-409c-adbe-8034728d0a75",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.14.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}