{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Unsupervised Learning" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "url = (\n", " 'http://biostat.mc.vanderbilt.edu/' \n", " 'wiki/pub/Main/DataSets/titanic3.xls'\n", ")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "df = pd.read_excel(url)\n", "df_orig = df.copy()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "! python3 -m pip install --quiet category_encoders missingno yellowbrick" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import category_encoders as ce" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from sklearn.experimental import enable_iterative_imputer\n", "from sklearn.impute import IterativeImputer" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Preprocess data" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1309, 14)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.isnull().shape" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import missingno as mn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Drop leaky or low-information variables" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "df = df.drop(columns = ['survived', 'name', 'ticket', 'boat', 'body', 'cabin', 'home.dest'])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mn.matrix(df);" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sexembarked
0femaleS
1maleS
2femaleS
3maleS
4femaleS
.........
1304femaleC
1305femaleC
1306maleC
1307maleC
1308maleS
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1309 rows × 2 columns

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" ], "text/plain": [ " sex embarked\n", "0 female S\n", "1 male S\n", "2 female S\n", "3 male S\n", "4 female S\n", "... ... ...\n", "1304 female C\n", "1305 female C\n", "1306 male C\n", "1307 male C\n", "1308 male S\n", "\n", "[1309 rows x 2 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.select_dtypes('object')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.simplefilter('ignore', FutureWarning)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Convert categorical values" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "df = pd.get_dummies(df, drop_first=True)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['pclass', 'age', 'sibsp', 'parch', 'fare', 'sex_male', 'embarked_Q',\n", " 'embarked_S'],\n", " dtype='object')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Impute missing values" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "imputer = IterativeImputer()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "df.loc[:, :] = imputer.fit_transform(df)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " pclass age sibsp parch fare sex_male embarked_Q embarked_S\n", "0 1.0 29.0000 0.0 0.0 211.3375 0.0 0.0 1.0\n", "1 1.0 0.9167 1.0 2.0 151.5500 1.0 0.0 1.0\n", "2 1.0 2.0000 1.0 2.0 151.5500 0.0 0.0 1.0\n", "3 1.0 30.0000 1.0 2.0 151.5500 1.0 0.0 1.0\n", "4 1.0 25.0000 1.0 2.0 151.5500 0.0 0.0 1.0" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.isnull().sum().sum()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mn.matrix(df);" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "scaler = StandardScaler()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "df.loc[:, :] = scaler.fit_transform(df)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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pclassagesibspparchfaresex_maleembarked_Qembarked_S
0-1.546098-0.032047-0.479087-0.4450003.442383-1.344995-0.322040.657394
1-1.546098-2.1340800.4812881.8665262.2865880.743497-0.322040.657394
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" ], "text/plain": [ " pclass age sibsp parch fare sex_male embarked_Q \\\n", "0 -1.546098 -0.032047 -0.479087 -0.445000 3.442383 -1.344995 -0.32204 \n", "1 -1.546098 -2.134080 0.481288 1.866526 2.286588 0.743497 -0.32204 \n", "2 -1.546098 -2.052995 0.481288 1.866526 2.286588 -1.344995 -0.32204 \n", "3 -1.546098 0.042803 0.481288 1.866526 2.286588 0.743497 -0.32204 \n", "4 -1.546098 -0.331447 0.481288 1.866526 2.286588 -1.344995 -0.32204 \n", "\n", " embarked_S \n", "0 0.657394 \n", "1 0.657394 \n", "2 0.657394 \n", "3 0.657394 \n", "4 0.657394 " ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dimension reduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PCA\n", "\n", "If your knowledge of PCA is fading, see the notebook `B03A_PCA.ipynb`" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import PCA" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "pca = PCA()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "X = pca.fit_transform(df)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "y = np.cumsum(pca.explained_variance_ratio_)\n", "x = np.arange(1, len(y)+1)\n", "plt.bar(x, y, alpha = 0.2)\n", "plt.plot(x, y)\n", "plt.xlabel('Principal components')\n", "plt.ylabel('Explained variance')\n", "plt.title('Cumulative fraction of variance explained', fontsize=16);" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1309, 8)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X.shape" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 1\n", "1 1\n", "2 0\n", "3 0\n", "4 0\n", " ..\n", "1304 0\n", "1305 0\n", "1306 0\n", "1307 0\n", "1308 0\n", "Name: survived, Length: 1309, dtype: int64" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_orig.survived" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "df_X = pd.DataFrame(X[:, :4], columns = [f'PC{i}' for i in range(1, 5)])\n", "df_X['survived'] = df_orig.survived" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.pairplot(df_X, hue='survived');" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['pclass', 'age', 'sibsp', 'parch', 'fare', 'sex_male', 'embarked_Q',\n", " 'embarked_S'],\n", " dtype='object')" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.columns" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,8))\n", "plt.imshow(pca.components_.T, cmap='Spectral', vmin=-1, vmax=1)\n", "plt.colorbar(fraction=0.046, pad=0.04)\n", "plt.yticks(range(len(df.columns)), df.columns, fontsize=14);\n", "plt.xticks(range(len(df.columns)), 1+np.arange(len(df.columns)), fontsize=14);" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "from yellowbrick.features import PCA as PCA_" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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kiMfj231eSolpmpimucslVtQIjKLsAsMw+Mo/P2TE7c8z+75XaegIDXaXdllxho9fnTqZMTmpIMCmCaYVZHDX2dNw2vTB7p6iKHuZ3+/H4XDs9+AFoKysbIfPCyFwOBz4/f5dbluNwCjKAJW1dDHx7peJmRIBVLSHGXbbC/zk+LH87uwZg929XTJjWBYzhmURiCbQNYHHof4UKMqhbDALyDocjn3SrhqBUZQBOvL/XusJXgAEyQrTv/9g7UExx9wfv8uughdFUQ5KKoBRlAFqDyfobwDWlHDtC4v2e38URVEOZyqAUZQBMAyDvplTtipvC+y3viiKoigqgFGUAbHZbLhs2/91+dP5R+zH3iiKoigqgFGUAfrGEaVsm2pJAsMzvIzOTRuEHimKohy+1Oo9RRmgP184mwyPgz99tJ5w3MCua8wuyubt750y2F1TFEU57KgARlF2wa2nT+PW06cNdjcURVEOe2oKSVEURVGUg44KYBRFURRFOeioAEZRFEVRlIOOkLtTw3ovicVirFq1arBOryiKoijKAW7ChAk4nc4+jx8Qi3i317lD2eLFi5k+ffpgd+OAdyhdp0XVLTy9rJKajhBpLgdzR+RxydTiPS6wdihdo31JXaeBUddpYNR1Gpg9uU47G+Q4IAIYRTnUzS9v5La3VpIwk/l8W4IxNjR30RiMct2xYwe5d4qiKAcftQZGUfaDp5dV9QQvW2hC8Oa6WjrCsUHqlaIoysFLBTCKsh9UtAb7fTySMPm0qmU/90ZRFOXgpwIYRdkPfM7+Z2stKclPce/n3iiKohz8VACjKPvB7KIsrH42/I3KTmXSkPRB6JGiKMrBTQUwirIfXHPMGI4szu4pBmlaFsPSPPzipAl7vAtJURTlcKR2ISnKfmDXNe44cxobmjtZsrmNIake5gzPUcGLoijKblIBjKLsR6OyUxmVnTrY3VAURTnoqSkkRVEURVEOOiqAURRFURTloKMCGEVRFEVRDjoqgFEURVEU5aCjAhhFURRFUQ46KoBRFEVRFOWgowIYRVEURVEOOiqAURRFURTloKMCGEVRFEVRDjoqgFEURVEU5aCjAhhFURRFUQ46KoBRFEVRFOWgowIYRVEURVEOOiqAURRFURTloKMCGEVRFEVRDjoqgFEURVEU5aCjAhhFURRFUQ46KoBRFEVRFOWgowIYRVEURVEOOiqAURRFURTloKMCGEVRFEVRDjq2we6AohxOGrrC/Gd5NS3hGPl+F5dOLSbV7RzsbimKohx0VACjKPvJwqpmfvPWCsIxAyEEUkreXF/P786YwujctMHunqIoykFFTSEpyn4gpeTBTzYQiZsIIQAQQtAZifPggo2D3DtFUZSDjwpgFGU/qGgNsqkl0O9zqxs6CMUS+7lHiqIoBzcVwCjKfiCRO3hOURRF2VUqgFGU/WB4pp/hmb5+nxufm4rXaQegORilKRDZn11TFEU5KKlFvIqyHwghuGr2SO54eyWRhNmziDfV7eCq2aNYVtvGQ59sYG1TJxIYne3nO0eNZnpB5mB3XVEU5YCkAhhF2U+OHp7LI5f4eW55JS2hGPkpHi6dUoyUkm888wnBmIHevcC3rCXIrW8s55EvHUluinuQe64oinLgUQGMonSrbg/y76WVVLcF8TntnDJmCCeOzN+r5xiS6uG6Y8f1euwvH68nEE307E7aIhhL8OzyKq6dM2av9kFRFOVQoNbAKAqwoamT6/+7iP+tq2NdUxefb27lt/9bwWOfbdrn524ORvoEL5CcdmoK7v56mFhVJYt8NqJlyfewyGej8723d7s9RVGUA4kKYBQF+PvnZXRGem9lFkLw/IoquiLxXo9LKVlQ2cQLK6r2yoLbHL8bKfvuRZJSkuvb/ekjR8EwppTV4Cwu2ZPuKYqiHJBUAKMowLrGrn4fj8QN3t3U0PP1hqZOvv7v+fz8laXc/9E6Lv/Xx9zz7qp+A5CBunRKMX6Xo8/jPpedL00p2u12ha5jz81D6Pput3GgUqNJiqKoAEZRAIet/18FS4K/e4uzZUluf2slmzvC6JpACIFhSl5bW8tTSyp2+9wZXie3nTaZ0dkpmFJiSsnI7BR+c9oUcvwDG4FpevivrJgwks8zvayaNZWO11/pM4UEEJz/MSumjGVxtp9NX/kSRltbz3O1t/2KZSML+TzTy5oTjib42QIAuj58n6XDh9L40AMsLcxlaXE+tb+7bbffr6Ioyt6gFvEqCjC9IJPX1tT0WYuS63dzXGkuAB+WN1LdEUQXW4MdXZiUpDVR1lDPuvpGijMn4nL0n+9lRyYNzeCBi2fTGooBkOkdeIFHuWE91T/9EaVPPoNn0mRan36KsisuY+w7H/V5bdPfHqLk4cewZ+dQ8d2rqLrhekof/QftL/+XxocfYMRTz+EsLKLh//7Apq9ewuT1lQCYba20/PPvjHr5deKbN1Pxna9jz8om56qrd/m9Koqi7A1qBEZRgGuOGc3Y3FQMywKS60+8ThvXHzsGm578NanvivQKXty2KEcWrKU0vQ5d1PPu+k94YsFjLKpYvdv9yPQ6dyl4AaChHoTAWViIs7CI/J/8jBFPP4+w952WGvLTm0g75XS8U6dTeM8fafvPMxgdHcSqKxE2O87CIpzFJRT85g6GP/IEbLkehkHx/Q/inTKN9LPPJfd7P6DpsUd6tb1lxKf1mX+xbFQRS4ZmUvWjH2AlkmuLmp98gpXTJvB5upulhblUXncN0jAAKP/ONyj/9tdZfdQMlhbmEl61EqO1lbJvXM6SIRksLc6n+sYf9bweIPjpAlbNnsbnmV7WnnwcscrdHwVTFOXgo0ZgFAVw223cf+Es3t/UwOrGTlKcdi6cVNiTIRfgiMIsHvl0Ay3BGHHTYkJOI3Y9RjhhoglBVzQBJHhl1f9oCPs5e3zh/un8EbPxTJ7C6qNm4B43gbQzziLrym8gtL6fT7zTZ2z9/5RpYJpEyzaSefGlNP3tIVZMHIV3+gzSzjib7Cu/gbAl/0RobjfeyVO3HjttOvV/uLvf7tTdeTulj/8TaZqUf+tKNK+HtNPPouqH32f4o0/inTqN0OLPKf/WFaQcezwZF14MQOvTTzHin89iHzoU97jxrDvtBLBMRr/6FlYsRvnXv4otK4shN/4CgObH/8bwhx/HlpVN+TevYPNNP2XEU8/utcuqKMqBTQUwitJNCMHckfnM3W7uF0lzMEpNRxhNCJYYOuWtaRw/vI0Mz9ZgweuI8MKyZZw2pgC7vu8HOYXLxdh35xP85GM63niV9pdeoOnhBxjzv/f7vvgLQY3sHl3RHA7suXlM/HwlXe+/Q8cbr9P82CM0PfxXxn30WfLF2ywElqa13cXBBbfegf/oOQAMveVWNt90IxkXXEzJA4+Qce75AMlpqj//gcja1UAygPFMnkr6OecBEFmzmuAnHzNx+TpcpSMAKPq/v5Bo2LqgeshPfkbK8ScAkHXF12l6+IGBXzRFUQ56agpJUQbo9++vIdvrJtfvxqZBMKZR0e7k5XXZBGLJm7klJdGExbLaFk5/+G3ufW81wei+rTQtV62k/q7f4j96DsNuu5MJi1dhy8ml839v9HltZPWqnv+HFi9EOBw4S0rpeONVmh59mNSTTqXo3vuYuGwtZjBAYP7HyfcVDBItL9t67JLPcY+f0G9/fLOO7Pm/d+p0zLY27PlD8EycTO3tv2bTV77EyqnjCC1aiDTNntc6C7fuuIqsW4uektITvACknXI62Vd8fevrhw/v+b8tNRUrGh3Q9VIU5dCgAhhFGYDN7UFWN3QiBGR6nAihETXsxC2dhoCDF9eksbHFQSRh0hbWqe500x6OM2/VZq55/lMM09p3nXM6qbvzdpoefZhYVSUdr84jXrMZW0bfOkq1t/2KzvfeJrjoM6p/8kOyv34Vus8HlkXNzT+l7cXniVVV0vrMv5DRKJ5Jk3uOrfz+dwivXkXbf1+g8cH7yfnONb3ajiSS61P+urCM55dXEjdMsJIBSuDjj1h9zEwSDQ2knnwqpU8+g2/2Ub2OFy7X1v87+q7f6WPbEaA92MquKMrBR00hKcoABGIGlmWBplPbFSZhWth0G5YRRwKGpbGwxsMZo8IsrMlECEFLMEpl3GBFQztn/e0dfnnKZI4qydnrfRMjR1H80GPU3XUH1Tf+EEf+EArvuIeUuSf2eW3e9T+m8vtXY7Q0k3HBxQy7/U4A0s44m6G//A2bb/4pifo6nCWlDH/8KdyjRpNoqE++5rQzWHfq8WgeLwW/vI2sy77a0+7q+g5+/9LnfBdY9e7HvDhiMi+u3Mwvu1Ziy8ml/YXnyPryFRT/+a9AclFwrKK8Z6ppW67SEZhdXUQrynGVJEdamv/+GK3P/Isxr6n8L4qiqABGUQZkVHYK+akeWoJRQvHkSINAYNcdJMwE7WEb9aadv3w2DCltOG2SYPfrNARlLUF++9ZK/njeDEblpO71/mVe8mUyL/lyn8dnBo0+/8/7/vX9tpF37Q/Ju/aH2z1H7vd+QN4PftTncSkl//fRGrq6MxmfNe9h/nPx9bg2hWn4zx8Zcc01xGtrCS78lPCqFQhNp+73d5FoqMeKx/o9l3vsOFLmnkjl966i8O4/YAYC1N31W3K+9Z3t9k9RlMOLmkJSlAGw6RqXTi3ukydGAA6bA0M6MC0dU9pAQDhh9mTnlYCmCaKGyXPLq/Z/5/exqrYQ65q2ZjJePuU4vvb4rVz2rzv5bMZJpP/wpwy56ZfY8/JYe8IxrD/7VDSHg5xvf4/w8mXbbXf43/6OLT2DtSfOYdNXLyHj4kvIu/4n++EdKYpyMFAjMIoyQBdMKiLH5+KGeUvY3B7CYdOwLIuuaAKHruGwaUgJMcPCkhaGJbHrAk0Isr3J9R2NgUNvoWnMMHuVUlg5aQ7vn3AJkNzZ9V3AnZfP6Jde324bwx96rM9j9tw8RvzruX5f/8WRJYCsr15J1lev3I3eK4pysFIjMIqyC44ZnsszV8zh6JJsitO9WCRLCgghKEr3kp/iRtcEIDAsia4JCtI8OLtLFWTtapK6neh441WsUGivtrmtlGOPZ2bQ6MkJs62R2SkMS/P2+9yYnBR8X8iloyiKsreoAEZRdlFhuo+/XXIkX54+nOJ0L5leJ6NzUkh3O8nzu5k8JB2PXSfT42R8XhqZnmTQYtM0zps4bK/2pfHBB+CFwU3epmmCK2aUomm9p9fcdhtXziwdpF4pinKoU1NIirIb/C4H35o9klFZfn795vJea2McusakIemUZPiobA+RsEyK0318dfpwJg3J2Gt9iDfUE920AULBvdbmrgqvX0fTg/dz2h/vZ2jqmbw4YwlDwjGm+91cPLmI4Vn+QeuboiiHNhXAKMoeOHZEHpc1d/H8imriholEYtfifH1WHpfNmEZjIEbUMCnJ8PdZALynHHn5pM49kZazL9ir7Q6UlUhQdf01aN35WyYOSWfikPRB6YuiKIcfIeXgZX+KxWKsWrVq5y9UlH0kanYQlQFcwo9LT9vha9siBv8ta6e8M4YQMCrNxYUjk9NFHTGD92uqiYlmJuWGceigCycZegkptu2VJthz1r2/Q3z9KkRm1j47x3bPHQrCD78PM2ehXfXd/X5+RVEODxMmTMDp7Lt+8IAYgdle5w5lixcvZvr06YPdjQPevrpOcSPKkqr/0RWqpyuaIBw38btzOHvSeTjt7j6vD0TjfOe5z2gMaWBLPr+iSxKqMvjrRTMIRptJ+FeQ/JVK2XoeGhk18mj8rn0zMlGZm0uLlIP2s7ShtJRRD/5tUM69q9Tv3MCo6zQw6joNzJ5cp50NcqhFvMphaWXN+zR31bKhOUB5a5CazhCr6sv46UuPsbahvc/r/7WkgoaucK/HhBBsbA7wypoaqtvWkMz40pvEZHPr6n31NpKsfVimYAfMUAjN1TfYUxRF2R8OiBEYRdmfEkaMlmAtNZ0RwvEEkUQybwsIXFo7Fzz+No9ccizHDM/tOaa8NdjvGhZdE6xt6mSYv/+MsgBxc/vP7bG9vK5mVzQ/8SgZF148aOdXdl1jZwUVzSsIxtrRNRu5KSWMGTIbTfRfWVxRDmRqBEY57CSsGAkjRiCWIGZuDV4AHDaLcCLKPe+u7lWA0budXCZSSrx2Gz5nOv0tJ5NS4nfuvZ1H2xJC7JUihvWdYVY3tCcLMA5Q4OMPSD/znD0+t7J/NHVWsWzzOzQFKmkN1lLfsYml1W/xxopHiCcOvQSLyqFPBTDKYcdl9+Gw+bGkxLQkW4IXgK6onUDURn0gwnubGnoeP33MkH7bsts0zp9USEn2ZNwOX6/npJR4nCkUZ0/cJ+8DAKHtUQBT1xniuhcW8uWnPubqZz/jsn9+xFOLywd2sGltN7mdcuCpbF1B3IgQjHVgWsm6VQJoDzfwyaYX+g3AFeVApgIY5bCjCY3SnIk49d7D5lJKVjSmYtc1OiJx7n53Fd94ej6/f381IzL9fG1mKU6bhpQSS0q8ThvfP2YMw9K8OGwuphWdyYbWfF5Z5+bDSjfp3uEcMfxsdG0f3uQFux3ASCm55fXlrGroQAMcNo2OcJxHP9vEG2trd3hsvKEeW+a+G1lS9r5grINoItTn50UAbaE6GrsqB6VfirK71Mcn5bBUmjOF4blBytYuxKHHCMZsrGlOYU1zCpqQtIVj5Kd4qGoLUdkaZFltOw9eNItzJhTw5vp67LrGaWOG4LYnf4VaQ1FueHk15a0OdC0XS0rWt9j51akJJvU/eLN37MEU0odljWxq6cKmJT/HJMw4cTOKQDBvdSWnjR263WMb/vRHcr5zzW6dVxkcdt2JaRl9HpdSoms2KpqXEoy2EbMGLzGiouwKFcAoh61zJx1D3Crg5teWEYglsOsa6R6N9lCUvFQPtu7U+EIIajtC/HtpJd+aPZIvTSnu09b/fbiOyrZgdx0k0ISgIxLnvg/X8uglR+71JHZbCG33p5Cq2kPYNA0JBGPtxI0IpiUxLIvF1e3M32Tj6BGz+j02tmkjnslT96Dnyv6Wn1pKXfumvk8IQTDagZSSzkgLgXiAFZslEwuO22c/t4qyN6gpJOWwdvGUYt675hR+dPw4zp0wjKI0LyWZfvL9vbcHCyFYXtfG8ro2grFEr+csS7K0tq3fP/ZlLV2sbezch+9AgNy9bdTjclMxLYtYIkTciBBNmEQSJglT4rTFeX/D+zz08dI+x21ZK6FubgeX0pxpDMsYA0IgpURCcveRJdF1Hafdk3yhgJr2dVS1qiSjyoFNjcAoh70hqR5+Mnc8AH/6aC0vrdzc63lLSirbQlS2J6eS/E4bc0fm8aPjxqFrGpaUJMz+gwgpIRjrO2y/1wj6Sz8zINOHZTJxSDoLKtpImBaG1R2YIBmXE0HXLJZsXsbaxhLG5qb1HBdeugTXyFF73ndlvxJCcNTIC8jwFrCp+XNMM07CSICI4XOl9wpINaHR2FVBcdY+XICuKHtIjcAoyhecM35Yn6rKlW0hOiIx0twOHLpGzLB4bU0tD8xfD4BN1xiTk9pvezl+N1ML9uFiVyGQu5nITgjB786YxpR8HQ0TkKS7DI4tDlKUlgAEmrD437r6Xsc1PvwAuddev8ddVwbHmCFHcMbE7zBn1CWMzJtOmicHm9Y3TYBhJvo5WlEOHCqAUZQvKM7w8d2jRvXsNoonDAKxOLkpbtJcjp7XaULwwabGnlwxV84cjsfRe1eTEHDZ1GLs+j78NdO0PcrE63PZ+dFxBXxrZieXT2njgvEdjMzaknhP0hJOwdimfbOtDUfevqvvpOx7mqaT4ctnaPro7W6fTnFl7udeKcquUVNIirKNCyYVcdLIfF5ZW0tla4D46hp8jr6/Km2ROOGEQYruYGpBJvedN5NnllVR1xkm3ePgrHEFzCrK3qd9FWLPAhiAETnTWVi1hnCiBdGTE0fSFEqjOeznqOKt70EaBuzLgEzZr7L8Q8lOKaK5q6rXFJLT5mF4jlqkrRzYVACjKP1IcTv48rQSgrEE8yubiSb6ZqjN9bvwObYOvZdmpfCLk/bzmgFN2+1FvFs47C4umnYZ977zEtFEKxKN5lAKFR05HDcij9lfCGDaX3kZ/5zj9rTXygFkWtHJbGpcQnOgGtMysDQ3M0vOwuvsf1pUUQ4UKoBRlB3wOe3MHZHLq2tq0b7wCdWSktPHDO2zXmZ/E5oG21lAvCt8Lh8/P/VSnl1WyfK6dnJSBedOyuacCcN6fTJve+FZSv766B6fTxm4rkicZ5dX0R6OMSzNy/mTCnHa9l7tIk3ojMqbyai8mUCyerDPlbbX2leUfUUFMIqyEz86bjwuu877m5poD8fI9bs5bcwQLp8xfLC71p3Ibu9Uo3badC6fUcrlO3iNjMbQvd69cj5l55bUtPKbN1fQFY0jhMCSknlrarj7rGkMTVPfB+XwpgIY5bARM0weWbCRxTWtJEzJmJwUvjGrlPwUzw5zmmia4PvHjOW7R40mHDfxOmyDPvLSQ9PA2j81bMxgEOFy7ZdzKcl8O/d/tI5ALNHz86kJQUNXhPs/Xs/vzpo2yD1UlMGlAhjlsCCl5IaXF7Oiro26zjCd0QT/XVXF3e+tYlxuGrMKs/jK9BKO2MGiW13T8LsGbwGrlJKOSBy7ruHrro4tNB2sgVeQ3hPNjz1C5sWX7pdzKbC+qYuy1kBPqYcvWl6fzN2zT3e4KcoBTgUwymHh/U0NLKttpao9TFckRtSQmNICIVjd0AHAxpYAvztzKpOHHnhFCueXN/L3ReVsbE3WLpqcn851x41F1/U93oU0UIFPPiL3mh/sl3MpEDXM7Q6umVayoKiiHM5U+K4cFpbXtRNNmARiCSwJprQQIrlp2LAkTcEoMcPkueVVAHSEYyysaqE5EB3cjgPrmzr57dsrKWsNoCF6Shf87JUlmEKAuX9GYLAkQt97i0eVHZuYn8bQVE+/z43NSdurC3kV5WCkRmCUw4LXYSMQMxCAKXvX8REi+WkXoLojxB1vr+DDsibCcQOnXWdWYRY3nzwJl33XbhiGaRE1kmtm9qRu0H+WVxEz+o6y1HWGWdsSID0tbbfbBuiMNFPfUYZAUJA+Gm8/O1BitTXYsrL26DzKrtE1ja/NLOUPH6zB7B6KkVLidzn45qwRg9w7RRl8KoBRDgsXTCzkoU/WI6VEE8kbgRACCdg0DZsmCMYNFlY2s6ymjUyvE7uuYVmSTyqauOPtFfzm9IEl9jJMiz99tJaPK5rpisYZkuLhnPHDuGhK0W71vXE7o0CaEHTELdJ3cxGvlJLVtR9T07amp8BfZcsKhudMZWTujN59+PN95Fx9zW6dR9l9p40dSkGah5dWb6Y9FCc/1c0lU4opUDuQFEUFMMrhIdPn4jdnTOWqZxYQjhto3cGLQ08GLzHDYkNzJ5YFGpKazhB+lwOPTSfL6+TTqhbawzHSPc6dnuu3b6/k/U0NPXljajvDPDB/HTZdcN7Ewl3ue5av/50/lpT43c7dnkJq6Cxnc9uantGhZEAnKWtcTLZvGGne3J7XxirK8EycvFvnUfbMhPx0JuSnD3Y3FOWAo9bAKIeNM8YW8PI35zJ5aAZDUz2kux24bBp2TWBaFjleN5qAqCEJxgwaA1EaAhHWNnVS2xGmoSuy03M0dIX5uKKpV9I7SAYH81Zt3s5RO3b+hGHY9L5TUDk+F5OGZYHZu9p1VVuQhxds4OEFG6hqC26/r53l/U9tCUFN+/qeL6WUsM20m6IoymBTIzDKYWX6sCze+94pfFbVQkswSrrHwS1vLEuOvGiChkC4Z4GvZUksCZqE1nCMlXXtPLu8CinhiMJMTusnE++KunYM0+oTwADUBSI9U1e7YuKQdH58/Hj++Xk55a0BdF1jQl4a180Zg+2lNRDfWjX44QUbeHZZJcGoQVskxj3vreKMsUO577wj+pzXtIxtT9XDkltHdUKLP6cldxjvzF9PusfBuRMKd3k9kKIoyt6mAhjlsCOE6FXfJ9XloCuaDAJ0TQOxdcGsJSUSQcK0+PWby8nv3hXyflk9H5U38dszpvYKYkZmp2w3QMn0OHd7FOOU0UM4eVQ+VW0h3Had3BQ3AE2a3jOFtHhzK/9eUkljINxr3cw/FpXTGorzxGVHY/tC3pB0Ty7Ngeo+fbKkRaZ3KADRhMm8m2/jX8d9mfDyKiwpeWZpFb84eSIzhh341YqllEQNE5fasaMohxw1haQc9kqz/D3/d9l1nLqW3GItwG3X8TvtyZwbX7jP60JjQVUTb66v7dVWSaafKUPTk9MuX2BJyYkj83e7j4Zp0RlNMCzd0xO8JDuyNZHdWxvqiBsGjcHei341IVhQ2cS/l1b0erw4exIprsxefZVSkuUdypD05C6X+z9eR6y1lXBqRk9bndE4f3h/DdZ+ygC8O6SUPLW4nMuf+phz/vYelz75IS9sbOvzfTmcSSmp7yhjadXbLKl8k8rmFb1G3hTlQKdGYJTD3lemlbCusZNIwsRrtxFLmNh1yPQ6GZbmpbo9hCYE6W5nrykgXWh8WtXC6WMLerX361Mmc/vbK5MlCwyLVLeDk0fl87UjSne5b6Zlcf/H6/igrImOcJxsv5PTxgzlazNLk0GWvnUEJmZYtIbjSKvvNJVEsHhzK5fP2NoHXbNxxPBzKG9eQluoASEEmb4CSnOmIETys83iyiZO6ScTbF1XiA/LGzl+RN4uv6f94R+Lynli0aaeqbyWYIyyQBe5H63jB8eOHeTeHRhW1XxITds6RPcIYmNXBfWdFdjlkEHumaIMjApglMPe1IJM7jxrGv9aUkmGx8Hy2nYcNo0cvzuZN8aS6BqUtQYwLInLppPtc5LhcSLoOyWU4nZw99nTaQpEqO2MMDonBY9j937Vfv/+Gl5fm6yELUTyRvyPhWUI4GtHjEDYbD21kCbmpfFUP2tsJOBz2PotWm23ORidP3u75y9e8gFlI/ruPtIQPdNuBxrTsnh9XW2fdUgagrc31HPVkSNx2w/vP32tgTpq2rcGLwBCaHSEG7CbJjBz8DqnKAN0eP8WK0q3Cfnp3HFmcqtqWyjKP5dUUNYSwG3XsWkan1U1sWX5SDhhUNGWwLAsjiruXTspHjf5x+JNpLocXDCpkBy/e9tTDVgwlui1HXsLTRO8sa6OK2aU9qqFdM6EYTy3vJI319Wz5RAJeBw2Mj1OJuSn7nIfZq5dwMNn9c3/4nbYOL40t58jBl9XNEFjINLvQuq2cIzq9hCjc3b9WhxKGrp670CTUhJNBIkbEcxEE5+V2SjOmkhuaskg9nLHDDNBINqK2+7H5VB5cQ5HKoBRlG1keF1ce8wYNretZXV9Be9t6CLVrRGIJStaG5ZEStjcHmbh5hbmjszDrmtc8dRHvLBiM7HurL4+p43fnDaFa3dzyqKiNUggZuDop2BfczBKMJ5IroHp3kZt0zWe+PIxfPXJj1hQ1YIQyT7k+lyMyE7h8hnDd7kPxR4bTr+fRGzraIsFnDexkBS3Y7fe177mc9pJczv6HSHyOmzk7UFQeajYNrQLx7uIxoPJ3XcI2sMNdFQ3MnHYXIakHVhZf6WUrKv/hNr2jcSMCLrQyUopZFLBXBy2nedpUg4dKoBRlG1IKVlS9T8auypYuNlG1LCR7oJowkYUgU0T6JqG3abxzoZ6NCFwaPDM0koQomdXUjhh8tNXlnDuhGEUZvgGdO4ti3VTXXYK0jx47DpGP4tl0z1OPHYbXTZbr2KOTpvOs187jnc21vNBWRNxw2R8XhqXTC3e5do5RlcXKemp/PG86fx7SSXV7SH8Ljsnj8rn1DFDd6mt/cmuaxwzPIdXVtf0GoWRUjKrOJvUAzTw2p+GpI2kqnUNQoBpmcQS4Z7M1LpI3hYkksrmFQdcALOpaTEVLSvRhIauJX+mm7uqWF79NjOHnznIvVP2JxXAKMo2GjrLaeqqQBMaOT6JIDkVEzNNHLodvXuBq03T0IRgfkUTqxvaoZ8pi4Rp8fWn5/PO907d4TmllPz1kw28u6GelnCMLK+LE0fmMbsoi4/Km3oN95uWZO6IXGy6htC0PtWohRCcNGoIJ43a9cWYdZ1hnlteRVs4xuQ3n+aI8y6iIDOFm06etMttDabr5owlaph8VNZEJG7gsOtMyvbwixMnDnbXDghp3lyKMidQ1boKw4wjuyuz23UnQm4N8IKxdixpoYkDZ8NqXcfGPv0RQtASrCUYbcfnUlmLDxcqgFGUbSRzoyT/QJakS4amWlR1aJiWQBMWCA0pJeluOwAdkTiBSP8LWjVN9NnW3J+/zF/H88ur0YRAF4L2cIxnllYwd4SbGcNcrKiPE4qZpLodnDAyl+8eNTp5oM0Gxt7Z+vpxeSO/e3slkYSJEILi+R9z/YST+V1zFyOzU/bKOfYXm65x00mTaD8qxsbmACUZPqo3rFYJ+L5g3NCjyEkppKJlOZUtK3HoLpw2N4Hg1uzNNt3R70L1wSKlRSwR3s6zFl3RVhXAHEZUAKMckqSUhOIGHrutT7bcndm2UvVXphj8a5mNms5kdl4hIMPj7FlLkelxkuF1Euzo+4fVsiSlO5k+ihkm72zovVg3kggSiQf53zqTG4+LcmxxKuneaUwpKMXrtPe8riNusLIpyGcfr+OIwixmDsvcrWR5Ukoe/nQjUcPqOV6TkvaYyV8/2cAfzp2xkxYOTOkeJ0cUJddFVA9yXw5EWf4CsvwFJMw4XZHmXs9JKcnxFx1QJSSE0HDb/YTiHf08p5PmOTAXliv7xoEzLqgoe4GUkn8sKuMr//yI8x57j0uf/IC/zl+/SwnM8lNH9Hp9hge+f5TBmaMTFKS6GJeTSmG6DyFEcjpnZB6/PGVSv59TXXadf3xlzg7P1xKK0RyM9XwdM6KE411ILDqjglBcxyaCRKOf4bRt7deLK6u554N1bGwJ8+KKam58+XNuem3pbiWY29DURWXr1k/eKR1NBH3JnTqr6tuJJlSCs0PZpIK5+JwZyC0/O1KS7S9k3JCjB7dj/SjIGNPn91lKSW5KMR6HfztHKYciFcAoh5R/LCrn8YWbaAxEkRJaQ3GeXVbJ/324dsBtZPkLGJYxrk+G2h8fV8QPjptETooHU0pS3Q4umlLIdXPGcvnMEfz0hPH4nXboPi7T4+Q/Vx6300WjGR4H6Z6toyoxY+tIjs8p8XUfHjejVLWsAqAlGOWhTzaQQEOTyTUwuqaxoLKZp7fJuLs75nz4X+Yfc+4et6McHHyuNI4eeSHTS04jQx/OkSMvYEbJ6WjagTflVpI9idF5s3Hb/SDBrjkpyBjD5GEnDHbXlP1MTSEph4xkArOavnlThOCdjQ18+8hRA04oN6FgDvmppdR3bkIiyfUXk51SyLRiwbdmjaQrliDFae9VW+jW06dy6+lTKWvpwmu3k5c6sO26bruNY0pyeaM7+ZrsDkgsCRNyLbZ02ZImm9vWEo538eYGiBkGlqb3BDBb3utn1S18efqubZkelZNCcaaP2u5psMzWehrzipPXIj9drR05QFjSJBTrwmFLrlfZm4QQ5KQUkWZrIdWdvfMDBtHwnMmUZE8iYcaw6XY0oX4+D0cqgFEOGZ3RBI2BaL8JzBq7wvzl43UUpns5Y+xQ/K6db6XN9A8h0993J49N18jwbD/fRGnWri94/fHx47CQfFTWiCl1HLpkQq7F+eOTUzeReIBgtJ2A3kZnpJmqVh9dURemJtC22YUU341FvUIIvjN7JHe8vZJI3ACR3HmV7nbw3aNG7XJ7yt5X3rSMqtZVhONd6MJGpn8okwrm4rR7Brtrg0IIgcPmGuxuKINIBTDKIcO/nQRmtZ0hWkNx5q2uwaYJnvy8gm8fOYJzJhQOUk/7sukaPz9xItceM4ZNTQ3UtL2LTUu+j3AsQCDamlxzIw2CsQ5K0uN8WJlN2IwgvjACI6VkTO7uZZk9enguj1zi542nX8Y+eiyXTC3m0qnFpLpVcrDBtrltDesbPkMIga4l/2y3BGpYUvUms0vPO6AW2irK/qICGOWQYdc15gzPYd4XEpi1h+M0BaOkuZ3Yu6d7IgmD++evZ3pBJkPT9l4KctOyeG1NLSvq23HYdE4dnc+kIRm71IbPaWfKsGEUZ5zGxqbPaQ/VE44HgOSNa8ttKtcXZmJOhECdSTL9WDJ4GZLm4Wszdj/x2JBUD8cvfpOCP9yFIztnt9s5EGxuW0N161oi8QBOu4e4YUPKaQflzb6mbX2ffgsh6Ag30RasI9N/4CYWVJR9RQUwyiHlB3PGEjMtPtzUSChu0BmLk+Z2UpTeO1AxDIv/rtrMNceM2SvnjRsmP355MSvr2tG7t22/sa6Wr04bztdn7XpAkebNZWbJmWxqXEwo1kU41tkrH4cAzhrTTn1A4qjUGJeXxpicFC6fPnyPU/ybHR2DHrxIKaloWU5d+0ZiiTBup59hGWMZljGwsgwVzStYV/9pT25BIxany+hifcNCxuTP2oc93zeiiVC/jwsh6Iw2qwBGOSypAEY5pGyZivneUaMobwny6MKNrG3s6vM6IQThvbg1+B+fl7OqfmvwAoCEp5ZUcMro/N0e6bGkhcvuIRoPItk24y7MGZGFXOnhmguO2JPubz1fIpGscD3INjQuorxpac+oQyISY1XNR1iWSVHWhB0eK6Vkc9uaPomRhRDUtq9lRO40bJq9/4MPUG67r9futC2khDT3wT1Spii7S22jVg5JqW4nU4dlMiEvvd8cMKa0mJS/9zJ2Lqtt63fxsGVZvLa2drfbzU8bgRAaLkfvZHiWlLjsHgqzJxNLmLQEo7uU62Z72l96Af/xc/e4nT1hWgY1bev6mTKBqtZVO32fCTNGONY3aAWIJiIEIm17ra/7S0HGuD6PSSlJ9+aR4dv1khGKcihQAYxySPvytBLyUjx9crpMyEvn5FH5e+0827un7ul6C78rncKM8bjsXnyuDOy6C5vuIMWdRV7Gefzf/Go+2NzFhU98wNXPfcqi6pY9Ol/7Sy+QffnX96iNPdUVad3ulEk41kXc3HFpBptmx6b3P42mCx2Xfe+te9pfCjJGMTb/KNwOP5ZloQmd3JRiphXtuMaWohzKBn+sWFH2oRS3gz+dP5PHF25idUMHNk1jakEm35o9YpdLDGzPuxvrKWvtYn1TJ26HjVy/G+cX8sOcNHrPAqVxQ48m3ZtLfWcZpmWQ6som0z+Wq55djLM1xEQkNk2wsaWLm1/7jFtPLcCttxKItmLTHeSkFFOSNWlAwZSMx9Hceze/yK5y2b3dO236RoV2m2On0z+appOTUkRt+4Ze71lKSZa/ALdjYJXBDzRFWRMozBxHzAhj0xzbDdIU5XChAhjlkJflc3HDCTteNzFQDe3lNAQqGJo+mmx/AY99tol/fl7GlgzsrcEoXdEEpZl+HDaNiycXUZKx5+nN89NGkJ+2dTHw3z7dSEckRnZ3IruoESYSD2CYCe7/cCNnjQngcaTisLloDdYRiLQxuXDHU0NGVxfCNbjBC4Db4SPTN4SWQE0/AUhhzzbiHRk/dA4JM0ZzYHN3YkCBS0tjUsG+mR4zTAtdE/t8h5MQGi77wRmAKcrepgIY5ZBmmAk2Ni6iNVQH0iLNk8eo3Jk47Lt2ow5Fu3hn7RMEo21YUrK69iPsejbPLhuZzM0hYGR2Ck3BKOG4gcOm8dszpnJ0Sf8LLC3LIhw38DhsaNquz+Q2BiIIIZBCIKUkHOtAAhKLrqjAsky6Iq3YbU5MM0FnuIlIvItJhSdst15M898eJOuyr+5yX/aFSQVzWVr9Fu2hBgAEgmx/IROGHjug43XNxvTi0whE22kP1ZHizqFsbfUuf9935t0N9TyzvJKqthA+p40ji7O59pgxOGwqM6yi7Gu7FMDEYrFk9kPH1qHLpqYmcnLUKnjlwGNJk4Xl8+iMNPd8Mk7e0Oo5csQF2PQdT0XEDZPnllexsr6DqpYlFKWEmZhHz2LdTypDNHTWk+lLThFpQvRUqM7wOLYbvNz1zkqeWFRGSyiGQ9eYMjSDf18+h5QBZAfeIsfvTq7rEQKk0TPZIqVFitPCsixMaSANC707zXp95yZi5WGOGXVxv6MYwYWfknfdjwfch33Jafcwu/Rc2kMNdEZayPDmk+LO3OV2/K50/K4ti7X3bj3qD8sa+N07q7C6F0C1h+O8srqG1lCMO86ctlfPpShKXwP+6PfEE09w1VVXcfXVV/OrX/2KaDS5kO4nP/nJPuucouyJzW3r6Iw09RrWF0IQjHVQ0bx8h8fGDJMfvLiIv326kQWVDaxssHh5XTrz1qViWSaWZeKyW8TNGJa0+hxv1/v/1br/o7Xc8+4amgJRLEsSTZh8UtHEyQ++tUvv7ZLJRaR5nEgh4Avbq526ZNaw5JZriexZXSxJTj+E4109BSH7sCRCP7BGDtK9eRRnTdit4GVfe2FFdU/wsoUmBJ9VtVDWEhikXh3cmoMRHv9sE48s2KCuobJTAx6BefPNN/n3v/8NwPz587n66qv59a9/va/6pSg9mgIRnlteRWMgSq7fzaVTisj07bwGSkeoESH6BhJCCDojW3frmKZFa3Az7eEGHDYXwzLH8c/PK1nf1IkmBHEzjkQiBKxocDM+V2NYapwx2V2sbnTSHAmgCR2H3Y0udKSUTB/W/w330c+SxSG/SBOCjc0BXl9bw+ljCwZ0TVLcDm47bQr/+G87EoFpQUGK5LiSCBluA9OSycR33cGbJjScNk8ygIu292kvtrkaW/aBXcDvQFPT0TcvyxZLalopzdrztU+Hk2eWVvLYwk0kDBOHnuDdDUs4oqiI64+bfVBmT1b2vQEHMJZlYRgGNpuNo48+mtLSUn7+859TWVm5D7unHO7WtUW49dkFBKOJ5JoPKfnf+lp+c9oUJg/dcZr+HS321DWdl1Ys4N9Lysn31pLri5LicuGy22mPvMe8dZlUd3jI8btw210IBBYWQsD6Fh+Fqe2A5LSRLfxrpY9g3E4kEcCme5hZOIzvHT0aSE7ptIeaAEj35tISivXbHwG8sa5+wAEMwPj8NH5zxlQ++9DHqJM0vPYo4CYYixCJBxGAJnSE0PA603qun93eN/hr+NMfyb3mugGfG6CscRnr6j8hEg9g7w78phWdvEttHMzSPQ7aI/E+j5tSUpSuFtruiqq2IH/7bCOWZTE+u4o8Xzu6ZhGNVPDc4grOnnwObrV4WdnGgAOYG2+8kfb2drK7P6Xl5eXx0EMP8corr+yzzimHNyklz29sJ4QTIQSRhEljMEIsYXHlv+dz11nTOHXM9lOoD8scR037erbdjislbGgO84cPaxiX3UaGJ0LCEtR1RZHEcNttTM+vY1VDIYG4QWmmD03o3btZQOteLiuR+JyS7x/Zyee1aYQTgmGp7Vw5azJuu436zjI2NCwkGO0AwOdKw223Ee57z8NCMiFvN4owCoFb1zl57OlsaFxIR6iRNE8eGR6d9nAjupbMe7LlE6xNs1OUObFPM/GqSjzjxg/4tGtrP2Hp5reh+5rEzQhra+cTjnVyzKiLdv19HIROGJnPppYNfRIYjspOYWbhgTfldSB7ZU0NliUZkV7H0JRWkiG9QAhoCTawvOodZo84d7C7qRxgdhrALFiwgK6uLk49tW/CJIfDwQUXXLBPOqYozcEolV0x0lOchOIGZa0BrO79ytXtBre9tZLq9hBXHTmq3+NT3VmMzpvFxsZFmJYBJEckCjPHcec7G4iZglxfFBDEDDAsAAudCAUpFpdNqmRlYzrVnToZHjcxw8KyTCbmhUAINDRsmh27ZnLyyK3rUOo7y0hz57Jq8weY0kDXkutKIvEAE3PsvFvuRNtmaivX5+abs0ZgWSZCaAMfMtc0kJDqyWZmyZlY0kr+6Rcam9vWsLFxCdFEECktPI5UxuQfiWebPCjJxcC9m11V387C6lb8Thtnjx+Gy957bcy6hk97gpcthICa9rXEjDBOm2dg/e9HV6SV6tbVJMwoHkcaJdmTcNh2PmW4v106tZi2cIzX1tYSihkgYEJeGj8/cYKa8thF0eQvH3m+drb9YbSkpD3SQEe4mTSPmuZUttppAPOXv/yl37UuH374IVlZWYwb1zfFtaLsbQ2BSE/wsoUGPL+imvMmDCPb3//22JLsSQxJG5kciZEW+emj6Aw30hRaB2jomiRhgikBJDneBC6bCUKQ74+S5mqmpivMmpah6MLOCSMFE/KHEI53EkuEkVKib5NYzTATVLauxJRGn/58Y0acmJnC57UmMcMEBIXpXu44I58Fm14gFOvEZnOQm1LM2CFHoYkdL6pN3ii3XhdNaBhmgtr2NUgsjhp+Ph3RRjRhI9tf0O+aoOBnC3CNTY6+mJbFr95YzvyKZjSRvHn8a0kFN8wdz1Hdu6oMK0403v8CS8M0qGhewZj82Tvs9/bUtK1nTe1HWN0Lk6WU1HVsZGbJmfhcabvV5r4ihOCaY8ZwxYzhLKttJz/FzYjslMHu1kFp+tB05q2qxq73/Z3x2HWQEIy2qQBG6WWnAUw4HGbEiL7VdHNycrjnnnt49NFH90nHFCXb56I4xUknEI73Lrxo1wWV7UFCMYMT/voWxwzP4YbjxzO8n4WTTrub0pwpPV/HjTBeR/Km3xFxkO6OIgCvw8TZHbxIKYgaNmy6zsjMKBOH+El1RRmakkyKZtOdROJBbLodl92LlPDmRo0V9ToWcbK9DUwfIpgypHfQpeuC205LYVjmHF5cWcXI7FRGZQZZUfMegZjs7l+E6tY1xIxwv6niO8LNNHRsQgrIifnhC4FddesaNjYuJG4k19ps1D5neM5USnOmbvc6Nz/6MMN+dy8ATywsY35FU8+0iCYEXdEEv39/DTOGZeKw6WjYEJqOtPrebATgc+xejSlLmmxsXNQTvEAySIgZIdY3fMb04gMzbb7f5WBOae5gd+OgdtyIPKavqSWUcJLqjPQ87rTp5PrdaEInw6cqbiu97TSAMYy+f6QAxowZQ23t7hepU5SdEUJw4ch0nq6KI7pHGaSU3Tc1i1jCJGpYVLUFqekI8+a6Oh695Ejmjtxx6v40Tw7Hlvgpaw2zpjmFaflxnDYLl81K7twBQnEblhTYBAxJ9TJ1mJOizNPY0Pg5neFGvPYUNLSe6Z7nVuosqtGxaTqpbi81nSE2tdiRGEwdsvWGLKXE40ghy+fiqiOTC30XbPovIIkZUWKJEKaVQBM60USIkTkz8bu3LlZeXfsxm1tXkzDjxM0I61o6yTBbkFLySUUlf3zvM2oD4NIdjMmxOHOMwcbGRaS6c8jy938DMLs6sWdlAfBpVXO/RSnbwjHeWFfHOROGoWka6e5cmoM1fV7rdvgZkj5yx9/Y7WjqqiKSCPaZXgNoD9X3fO+VQ48QgrvOmsaTiwJ0hRYD4HXYyPO70ATkpQ7vM/WpKDvNAzN06FAWLFjQ73NOp3Ovd0hRvmhMhptHLzmSo0pySHHZyfa5SHXZwbKIGBYIgU3Xkov9QjG+8fQnLN2884KG3zzqFM4a6yBqOJm3Ppf1LV7CCZ24qdMRcdAVS04LZXmc5PndCKGR5s3liOFnctL4r3Hi+K9xxuTvUpo7DUOmsrLBgdvuIcWVhSZ0XHYfQuh8XNl7Cshp91CSNbnXY+FYJ7FEhFC0DcOMIaWFaSUIxzpZUfN+z+saOiuoal1FKN5FV7SVWCJM3IwRlV3849Nn+cWri9nUJogkBO1RwSdVOv9YkvyMUtO+DkhWao4ZWz/hWokEaFv7GEn0HunaQhOCQCzR8/WcUZfgc6X25EGxpMSuu5k94tzdyiy8M2LbRTrKIcema3x99lwumHoW0wuLKUxPwev0U5w1kYnDjh/s7ikHICF3Upt+zZo1fO973+Omm27i5JO3bpFcvXo1t912G08//fRunzwWi7Fq1XaSainKF8RMiz8taWRTR4y6UJz2qIFhgcuWvFnGLQspQReCXI+NC0dlcNnojB1+YpdS0hZvZl55Jx9UwfCMCDMLazGs5KxMmlOnwO9ASkm+fRIevf+dJQvqgjyxuu/IhYWJEBFuOLoNIcAtUsmwleLUen+S3BxfSMBsRNI3eHCJFEqcx6IJG43x1XRZ9cRlsOd5vT1E9t8/4IGTr6S83Y+k98JaKSVfnxJkRIobTbMRtTqQSFxaCul6Ma53F0E4hHbuhQA8vKKJpU1985sI4JdHDiHPuzVbsGVZtJuVhGULDuEjWx+zR8GLlBbV8U8xiW/zuMSGB78tB4fw4dWy1EjMYUCNuClbTJgwod8Bk51OIY0bN47f//733Hjjjdx5552MHz8eKSULFy7kvvvu26edO5QtXryY6dOnD3Y3DnhfvE5HzpR8UtnMH95fzfyKZuJm8mYdjhts2bmg6xrY7CzpkMzSs/jS1OKdnuOUo+DTymaeXVZBV0KS72shzZ0ceZFIhmWMY0LBnO0e7y3o4PnqhQghiSXCmNJE12w4bX5yfXlcdGSyvpCm9b8gN6VBsrDiFQS9n9d1Oz6Xn+whXqKJIFpzDCIJdHPrLiW9O3NuR8yBzaZjyb5/8OvCXkbmRbDbBHa2rhGKarVkr1jMqMf+heZK7vL5WXGAH7/8OZ2RraMtprQ4fUwBZx7bX0HMmdu9Lrsjvy2VVbUf9QRzhpkgmghit1uYehthqwWbJ8j04tN2uaih+p0bGHWdBkZdp4HZk+u0s0GOnQYwra2tzJ8/nzPPPBOHw4GmaXi9Xn784x9TXFy8W51SlN0hhODokhzy/G7Of+w9ajpCGDKZSD+5dRjsmoZD19CE4P2yxgEFMACzi7OZXZyNlDNpCdbQ2FUBEoakjSDDN6TP66WUNHZV0thZjiUlQ1NirG3s7LXzKBwLcO74SdsNXLYozZnG6tqPCCe62DIgatcd+JzpxBIRVtd+iEAjEG0jmkiOvujY0DQdqQmQEo9DI2TYEd3TT1tYEvxOs89OKQDTShAKNPcELwAlmX5+f85MnlpSTnlrAI/dxrHDc7l4StGAruOeGpoxihRPFtUtq4mbUZoC1WhC67mGQtPoirSysuYDZpacuV/6tD0twRoqm1cSjnfisLkZkjaSwky1K1NR9pedBjDXX389Ho+H/Px83nnnHX77299y7LEDqwirKPtCaZafO86cyjXPf0ZrKDndIITAqWvYNEG2N3lD7or2kzFuJ4QQZPuHke0ftt3XSClZWfMBtW3rEVpyxOOYYa00BVJpCHoQgE2DiXlxZg3dDEzeblsAmqZRmjuN6pY1mDK5gNem25HSImFGcdk9dEVbSZgxhNCSa2QwkJYFlomQMHWI4J1yJz67h3C8C8NMvve8FCdnjsunNVSFaZnEjOT0kNPmxhaOYzr7BlclmT5uPnnSLl+7bQUibbQEN+N1ppLtLxrwdIDflcH4gjkkjBjvrn2yTwAohKAtWEfciA5afpjGziqWb34bSyZHisLxLtpDDUQTQUblHTEofVKUw81OA5impibefPNNAK644gpuu+02FcAog+6s8cMozfRz47zFfFjehC4EboeNISmunqRrRRnefXLu1mAtte1bgxfLMvE7Y1w5pZGWSDqdMS8jMyXpHuiMNJAwY9j1HU+RjhtyNNETLiNw5cnEzzm6O+uvwGNPIZoIYRgxNCEQwoFhxpFY3aUNLJCS40p0ctPG8NraOgSpmFLyw8duoujEE/Gfdwmb21YSTYR66jBF4wGyn12E/YLTB/Sem594lLq772DymrKdvtaSJkvnP0nkngewL1qPiMapKMon/6prKPzewKtdJ6wYhpXoSQT4RYZlYFhxHAxOAFPRsqwneNlCCEF16xqGZ0/Bpg+8sriiKLtnpwGMx7M1o+bw4cPp7Ozcpx1SlIEam5fGvKtO5Ef/XcTC6hactuSNLmFatIZjlDcH+PFLn3N0cTbnTyrcawsCGzrLe7Ulu0sLCCHI90cYnbP1d8aSBqZl7DSA0TUbDpub0qwpGLlH4HWmEIx0sLFpEZFEoOd8W7LsIiVC6NhsEk3qxGWC8yfA5TPm8EFZIzk+F+mvpOL3OXG6c4klwsk+fuGctlUVpP7s9p2+32C0g6rW1ZiJIO+ufZIMTz5jhsze7hqUteXvk7jyBuTscXT95Tqk24V92UYafvVLHNJG3nZqLkkpaQ3W0hFuxO1IIT+1BJ8rnUi8q+d5w4xjSZMUd9ag1caxpEVXpP+dbgkzSnNgM/lppfu5V4py+NlpAFNVVcWNN97IqFGjGDVqFIlEYmeHKMp+dffZ03lowUY+rWyiPRKnviuCz67TFIrRFIqxuKaF9c1d/PykvjWAdss2cZAudHTNhmX13UXkd2XuUlp9jzOF7O6ke2F3gLLmJb2el0iktNC6z+mw2bvz0QiqW9dy9MhxnDexEIB13cc0dpXjc2cQinViWnGQyQXCumajK9a2w/7EE1EWVbwK0VbcMrlIubx5GZWtKynOmkxx5njSvL2TuLW+/TrOQITQT7/cUw07NjQLUdtMwyMP9BvAGGaCxZWv0xaqRwiBJS3KmtLITSmmsmUFhhknGOtIloSQEk3obGhYxOj8WQO+tnuLQGDT7cSN/raci11eXKwoyu7Z6Z7Hhx9+mAkTJrBp0ybuueceKioqOO6447jmmmv461//uj/6qCg7ZNM1rjlmNE9+dQ5zR+SR53fhd28dwteFxlsb6lnftHdGD/NShvPF7ANacwdDfvUfSs+6i2GX/h7PA/+FhIHr1U/xf+ceyu+4ic+HpLOkJJ/WZ/9N2/PPsXxMCUsKsqj59U292o6sW8Pqo2fyeaaXzRdexLBoBnbdiZQS15oaCn74d8ac+wdGnft7hvz8X7g64yAlzlcXoH31Z2z6ypdYMiSD5ie2Zsg2rQTOpgAll/yBoY9+Qqonh/RWsLUGSRx/GUuGZLD+vDOIbtrYc0y8vo4N55/J8iFZOC+/Ba2+FYDOSDORRJBQtIOK5qV8Vv4yFc0reo6TUmJiIKIxbCvKe7236KUnkvr4/f1e09V1H/UEL5AsiRCOd9EWrGVSwVziRhQAu+7E587AbnNS3ryM6tbVu/Ed3DNCCLJ8w+gvA0WKO4s0T85+75OiHI52OgIzY8YMZsyY0fN1PB5n3bp1rF69mjVr1uzTzinKQEgp+ayqhbquMMtq2/qdKhLAh2WNjM7ZjYrP28j0DaUgYww1beuSqfN/+hCdBdks+t0PsXUaHPGPZ8nSvKRNPoK2Zf+iK9tO5G8/xvXs+5RdcxW+qdMZ+Z+XCX76CVXXX4PtzJPImHokAM2PPULx/Q/jHj+B6ht/iPjFfRzx7KMsX/sK6Tf/ga4Lj6ThxnOxtQbJ//0raM981JM9xra6AsepF1L88//hzsqj9emnAEiJOQlffz/x2eOI/OAibELgu+OfaB1B/L+/naJxx9L00AOsO/NkJi5dg+7xsOmrX0L3+uBfvye6ajG+3z2F6XdjWkZyAEoIEmaUhOliU+NiCjLGYNcdCCFwH3MUZvHzpHz3Dxjji0nMHEPiiLFYk0cxZOwx/X7/WgI1/X7fOiPNBCMduBw+PKJ3nSEhBHUdmyjMHHgV7b1l3NBjiMQDvUaMvM40JhYcp3KXKMp+stMAZlsOh4NJkyYxadKe71JQlD21qbmL3769korWIJqATa1BHLqgMM3be52KlD1rZPojpYWEftPYb0sIwYShx5LjL6Rs3rOYm1u47dKfsKEqHVPCtBle7njqTtpLhoBlEfrRJeB1ETv3aNz/eZ/oVefgGj+esrQ2pNfFqo//jeUuJ92IkPONq8j80qUAlDzwCCvGj6CoLsaJwy+l6voWPJedRKJ9LUaJgTG3HtvyMswsf09G3A1nFxMzP8PZ6iU91ok7EiHynZ9hDs+n5tqTkKEGdE0nfU0l5h0/YOS530DXbBT+/v/o/N/rtL/0At7JUwl99imTVm9ivVZOa54guqYK27ufI0iuATGtBIaVIGHG0YWNdXULmDjsOACKC2ay4qEbcf3jdRzvLMbz+Ovw+OuI4mEYT07FObV3TgiJhWH1v2NMAoFY63a/L/EvZBXe2wzT4q0N9bSHY8wuzmZ45tYcOjbNzqzSc2gJ1NAebsTj8JOfNqLffhpmgg2NC2kL1mFYCUzLwGn34tCd5PgLKcqaqIIeRdkNuxzAKMqBQkrJb99aSXVHCL17R5DfaaO2IwgyTo7fgcvuRSBw2XXOGV/Q5/h/LlrDvNWr6YyGyfVJzhufyUljjiLFk7XDcwshyE0t4aG3ajklHOHO396w9TkJmpGgPdxBaqoPurd1S2cyF0t7qsma2o/Z3LqWDKedRCRELN5FimXQUuRiS8YVZ1ExekYG0fXryLjgIoq/+UNa//0k7mWLaV+5CNZXYIwtBJnMG2OlejFcGjoahhUnZoRpevgvkDAwLzoWp9Ob3IodjqLFDbSb/8KyXz3U028rGiW6cQOa04WekoKzqJhhIRf1HWUYY4uwvfs5EtmT60ZDRyAwLYPK5hWMzpuFw+4iL7UEMe4cqm4oIfiDDpybW0n9vBrj8efYePF5TFq1sVfuGU3opLgy6OxnYazT5qIgYyxNgap+b/JeZ9oOv0+7a1ltG3e+s4qGrgi6JnhsYRnHleZw00mT0LSt/cjyF5DlL9huO5Y0WVg+j85IM1JadEVbMcwENt1OqjuL1mANbaEGphadfNgHMYFPP6HiW1eSaGyg9KlnSTtlYDvklMOXCmCUg9bHFU2UtwWwdaevt6SFSw/itifoiCTwOaNE4iEyvRl875hJpHl67wS6+90V/HvxChDJSZjGoGBTSyuB2OtcOuMCnPbtb8OWUtLQFaSiqYOa1FxuOP16dE3g0DQ0TWBZkis2L+V4ve8n8oSVoKZ9A4FoC+nSwjCjhKIdWNKkPdLUO7+JZSEcDuJ1tayZMwvP5CmknHgKed/4Ds2vvkjHxx+BTCchJdLRN1mdUTqE6NfOwPuLh/CffTTmyAJsy5OZLWN3fI/pJ3y7141TT00j8OH7Pes70r15jMk/kkr7SgQCw0wGL7qw9ZQNEEJD121Uta5kZN5Mmh//Gzavl6kXXoBlmTjGuBGnCMLnfp3Vs6YQWbMK77QZvfpZkj2VFZvfwZK9C18OyxhPbmoRGd78XmtkIBn4FGft/ZFgw7S4851VNAejPYGxlJJ3NjRQmO7lypkjBtzW5rZ1dEaaEEIjHA9imgk0kQz6IokQHoefxq4KWoI1O8w9dDhouO9enKUjGP3qW9hzVHVvZedUAKMctOq7Ij3BC0BXpIWYESHTI3HZTC4Y10VrNI25pTbOHNv7U3JdZ5h5qzb1BC9SJnf3BOPwxroYRxSvYGz+kX3OKaWkrGkJFc1r+O17ISx/DjnBNjpdXoJOL26bwayWtZy48EPqx5ZiWBadkWbsugtvdw4Wl91Dc6QZw0zu6EtY0BnTkBLM9ZuIxLtw2FxEN23E7OjAPXoM7S//Fz0lhVEvvALAvNWbCXy8HHtLhI6Ek5SuAP3lyo3MGEnoqFHYj5mI956n6Xroxzj/9zlWmo9EQwO2ksLkImHTpOxrXyHnG1fhHjceKxAgsmE97lGjKcqagNbqp8nmxu3wEU9EetU8cjv8aJpOtDtJXueKxbS/+yZtowJYmsTvymBE7gwy0tIAsGVl9+lnXmoJunYqVS0rCce6cNjdDE0fxbCMsQDMKDmD1XUf0xLYjGnG8buyKM2dSmY/WZL31Dsb63tGXr5I1wQflzftUgDTGUoGLwCGFe+1Hd40tyZhbO6qOuwDGLOzE9+sI3EWFQ92V5SDxN4vG6so+8mswq3TPDEj0p1lNhkk5PkMitLCHDG0BU120Bqq7XXsh2WNxLoDCNMyMK0EljSxpElVR5yGzv4Ttm1s+pyNjYt4a0MLTUHBsqJx1Puzue3dh5gVLmNW+waue+eflGREGTMknCwYGUoQiXURjid3QQ3NGI0pTSQCS0JbBFrDYEpIeeEz6p9/kfCqFVR895uknn4mrpGjsGVkEq+rpfPdt/j4g4UsvfU3lC79CLuZwDQhGAfDsra8/R423Y5NdxL+wYXY1m/G8coniGCEyJdPwvPIKwRefY1o2Saqrv8+Xe+9jWvMWNxjxuI/bi6V3/sW4ZXLaZ/3Es2PPoxNdzA6fxYeVyp23YXD5knmY3H4kFLidaRiSZO6M0djNTXju+Ev2JdtIly5iTX/uZ/1l19M+gUX4yzsvyxBtn8YM0rO4NgxlzK79Nye4AWSeXImFRzPCWMv56Tx32D2iHPJ9hfu0s/LQLWG432Cly2CMaPfx7dH17eOiolt/txuCWyklDstN7G3SSmpbFnJZ2Uv88nGF1hV8yGRRHDnB+4jy8eVEvjoA+rvvZPl40oJfraAtScfx+JsP4tzUlh/3hnE65K/wy3//Dtr5h7Va8edlJK6u37LspGF/e6qUw5NKoBRDlpFGT6OG5GL1Z2fZAtdWMwqSCZ/M6wECRnv2Ya7RarbgUDDsszurLdb2XVJW7C+V5uQXM9Q27YeCdQFQBOCLL/JzWdfg2aDO/59Dz994a9sGFbKpu+fTpo7ObrTGU0WcjSt5HmGpI7CobtpDglkMgde9wgQVJw9m+rbfsua44/ClplNyV+T26EzLryYzEu/StkVlyEuPpXSjct45eyryGquRTMtuqIepISOXuUTJH5XJh6Hj9ZUg9aLZuK+/wXiiQhtF87Gcdl5VP/4OlbPnkpk7SpG/fc1HPnJEY0R/3gaW3Yua0+cQ82tt5B79fcBKM2eSoorE787A58rrSfjrNvhpyhrApvb1hLKcdH18E+QLgf+m/5G2pd+jed3TxKfUsrwhx/fo+85sM/XihxZvP1q18Oz/P0+vj3JICzZ1pbt8JCMMx02N5AMZIZl7N8aSis2v8+auvm0hxvoirawuW0tn256iXA8sF/7scW4Dz7FO2s2udf8gDH/e58NF51DytwTmbBoBaNeep1YZQV1d/+u5/WhRQtxjhjB2PcXkHb6WTQ9+Bda/v1Phj/yBGPf+wTX8BGsO/NkzHDfyurKoUNNISkHtZtOmkiuz8WLy5toi0iy3HGOHBagNLN7eB5AQo5/66d+KSUnj8rn0U8zWd/U1as9KWFERgyH7qK6dTUj87ZWW44lIkTiQSxp4LcbHP/5h7T7UvigaCp3Xfi9nteVpoe4MKOZtpMmUH3sFBKmwO1IwTUyj5SN8/HmjyAjVsCaxrW8+9APe4774P5riSQ0Xht9Kb87PZPpEy9ACEEkHmBd/ae0fWcWfOcI/vCRm1DCh67ZWHDUWVz899/y6thL2HTMUcxMxDCdJi67h9Sn/0ZuSgkLNr1AwozReMXRRIamocUMwmYnruuvYuzd/QcUtsxMRv77P70eG3rTrwCYWnQKGxsW0RFpRhMa6d48xuYfha7ZCMU6EULDLM4neMdVvY5Pdef0Wrw7UF2RNjY1LaYz0oQudDK9Qxkz5Eh0bd/8+SrJ8HN8aQ5vb2joNRLjceh8ZVrJLrWV4s5kdN4sNjV+jtPmIWHGSJhx3A4fdt2JQDAy9wi8zj3f3j9QHeFm6js29NoxJYQgZoQoa1wC7P9EfPbsbDS7A83jRbPbyf/Jz8j7wY+SNc6KS0g/93xCny7odcyQG36B7kv2tf6+eym65z5Sjj8BoNeuuqzLvrrf34+yf6gARjmo6ZrGd44azeTcdTQHOghE22GbhaAFGaNBwIqa92kN1GBYCVJcWXxn9gh+879aWsNRNJEcARmZGeeM0RrtEckzS8toDFuMzUvjiunDcTtcOGwuEmaMmcPaeTcjg28/9yjjxqzhb6d/GQkIJBNytwzFC4SQ6FoymVxyqsCGlJLOaJi4mSz6uIUlYX2Ll7AB/1nRRqexjAsnjWdhxStEvvDJ2GUzqQ/ESHVno5OsRi0RrG4exsXTxnNEUQpOmwdds7G48g0iiSA2zY5lWaQtKKPup+cCgtW1H+F3ZjA0Y/QujWpk+oaQOeJcDDOeXMD7hUDC40hBStlvey77wDMSbxGKdfJ5xSvEzWivxwLRNmaVnrPPRmN+cdIkCtO9fFTeRChuMDzTz5enlTAuL22X2yrJnsTQtFFsbl8H0sLtSKEj3Iiu2SjIGLNfgxeApq7KngzJ2+qKNuMahADmi+y5eWR95Uoa77+P8IrlRNatJbJyOd6ZW4tk2jIye4IXMxgkUVtD+Tcvhy+szdqyq045dKkARjkkFKSPoT3USIork2giiGkZaEIj1ZPL1MJTWFg+j/ZwQ88Nrz1cj661cOeZOby+po5AzGJElsGIDAcV7UE6I1GW1tvpiHayuqGDhVUt/OXCI8hJKaK2fQNpHjeNE0bw8ZKp5Lc1YElw2y3G5wRIcW0JoCSmJfA5kjtmbJqDwoxxNAeq6ArXsLjOzxB/HJ/TIJrQKW9zU9XhxqlZbGoTrH6/jH8vruacMQEK0ra+11nDTMrbNCKJIF67H9G98GVEtp/jRgztdVOPxAMYVnKtj6ZpCNPCcgjCMYtIIsiiiteoalvN9OLTcNm9PfWGdN2GJvquy2j77wtUfOfr2/0+uMdPxP3A94hus55CQ2PYbiScK29a1it4geRoQXuogcauCvJSh+9ymwOhaYIrZo7gil1YsLsjDruL0u4SEQBD0vdOu7tDF7btBpn9fc/3t2133GV/7Zt0vPkawQXze14jvjCSJ43kuqThT/wL95ixvdrSU9P2S5+VwaECGOWQUJAxmpgRpqp1NUIINKGT6R3ChGHH0xKqoS1c3zNk3hWFjyp1QgmLkVkxjiv1YJhBhHDQGY3TGYnTFEqjI5pc7yCEoLo9yFNLKvjWrGMxLYP6jko6DXjqwss5bsnH/Hjlc9R9ZQ4CSJiCrpiG227hsGlkecDrTGXskKNw2t3M++xjqtolupC8XZaB05YMQAQkR2V0i40tbtx2i5gZ5j+r7Vx3VKLnQ/OkfEkwbrCwxiQYTwZLUwsyuHHu+D43JYfNjegOcbRghE7NyT+W5lAfcKIJKM3UOHdcC07bB+SkFFHVuppQtAOb7iA7pZAJQ4/tNcKSetIpjP9k8Xa/D8LppCDTzeraj2kPNyKlid+VwfDsqWT5hu7y9zUYa9/OiWBd/adUNC9HSkmaJ4+RudOx23ZcNLNP+9EOypuXEoy2Y9ed5KeVUpAxZpf7eTAZljmW8pZlmFbvunZSSrL9hQx2vd5td9wBND74l+T8bj9saWnYsnNINNSTfubZAL121dnnnrhf+q3sfyqAUQ4ZpTlTKcmeRCDahkNPbvkF2Ny2tid4WdUgeG6ljaghEAKW1oVZ3VjA1bMlgjaq2rvY1OansjOvV9tCCNY0dKBpOlOLTmZEbgDfx+/jtMNns05m7LxHsC+sJjqjEFMKyts8zChwMSTVSbZvGKOHzCbNk0MkbnD/J3EiRg6GJTAsjXgM0lwJ7JokHLcTjOvowiKciNMegWBUUNEuGJ6x9Q/4UUUWF0zKJjt1NtWv3cu3z+mdV2WLoemjqWpdQzwRwvbcEp4tnkN9IHmTl2hUdjh4fDH8wLGB5sDmZAAkklt+69o3kjBizCjZmlBM9/nQfTsePXACR444j0g8iGkl8DrTdnuqx647+jwmpaQz0kI4HsDrTJYX6Iw00xaq5cgR5w94bUxXuIXPK1/rNcLTEqwhGGtnTD9b6A8VDpuLsflHsbbuk56t3VJCbkoRw3OmsrRm6aD274s77pwlpbS/+B/aX3oBz+Sp2z0m79rrqb3tV9hzcnGPG0/Dfb+n6723Kbz7D/ux58r+pgIY5ZCiCZ1Ud+88I267DyktLKnxyjobMVP0jGbYhE5dV4x3yvP41alzWd64nsrOqn7bdtq3Dq/7XX7G5eWwtrETzZXBP8/5Htc/+hsecE/DmZnFY5fMoDNSTXOgmtZQLQs2vUi6N4+X12ZQ1mYn3W1i0yRuu4WGJM1lIIQkYugIQNhMIIFhaZiWIBIPYpg2bPqWEQatuxK0h7rtbPkFGJo+kinDTmD55ndIrGxkxdnnA/Rau9IZhar2MGNyHehi658EIQQtgc10RVpIce84M3F/tgSQeyIvtXRrYNUtZkSwLAOXK6NXXwPRNiqalzMid3p/TfWxsWlxv9NT1a1rKMmajHM31uwcLAoyRpPtL6S6dTWmZZDtLyTTv/dz6uwO77kXEH71DdZ/5VJsmsA7fQaFd/6emltvxor0Xzoi77ofY4VCVP3oWsyOdjyTp/TaVaccmlQAoxzyCtJHU960hMU1EVrDgi8mx3XY3QghWF6bnKo4c9xQXlxZ3bPlecuN05QWRxf3rjJ8+Yzh3PrmCjAc+N2Z/Ovrt3HtP27HfPw/aFqM2vb1yems7hwfHeFGNFmJEBl0Ru2kuJJD+BZQ0+nElAKfM3leq3uwRdeSXzu0IJ1hA004cNv95KUXYVomAzEybwYl2ZN5QXsJrTsA+mLekeSgi0TvZ/2DJJkvxLQMDCuO15HG8JwpuHaQpXhvKsgYTTDWRnXrGkwrudZBdhdO1LfJnSKEoCPcPOC2uyL9v9a0DOo7N+2TLL8HEqfdzci8/kfu9hYzEiE4/yNsmZnomVm4tpMDCGDMG+/ywooqnnxqPh1HXIaceRnZPiffPWo0o0flk/u9awHI+uqVZH31yl7HCl1n6C23MvSWW/fp+1EOLCqAUQ55mqYzufBkltW/iyAG0F0fyYvLlvyUbVgWUkrWNnZiIVlZ34EmIM3tID/Fw8mjh3L2NrWUZhVl86tTJ/HMsko6w3EyCjLIu/HnFD52F7U/PqvfaZM0Z4Sx2WHqAzo2TSKERBNgR2IYWnJkKLmdqbvqM2gCYqZGU8hFKB6jMRSmNdzI+RNepjB9KNp21gZ8kVG9GXveMPyuDELx3oscpASXw08kEcKUBrrQcdl9yS3ciSCVratwdAc+LbKGxq4KZpachc+Vtqvfit0yJv9ISrImUdexCbvmpC3cQF1H/7tLtg1qdkTb7lSTxKbt2loapTczEKD16afo+N8bBBfMR09LI+uyr/Zsxe/Pyrp2/jp/A5aUaN1TmW3hOPe8t5qxuankpx66I2LK7lEBjHJYSPfmcvWci3l701t0RGPYdXfyj2S38XlpvLOhnnvfXw0SRuek0hKKEE2YFKV7uOnkib3aC8US/O6dVSysbiUcT5DndzMu18Q7MYWWlTHCTz2HPG9OnyDGabNRkBKhJexFSoEuLIQAXYdsb4yOmC0ZvHQHMQD5/hgOLUxnzIGUkOmOMr/S5MFPJdfM3kiO3HkG1cY//5ExN9yIf3k7QmjEjDAJw0AKnWyfmxxvkHCsM7keAogmwnidqRhmHI9ja/K2ZL6QMBsaFzGt6OTd/n7sKqfdS0n2ZAB87gzq2jf0XJ8tpJQMSet/fY6UFq1GGR+u30jciOJzpuPU3YRlZ5/vkcvuG9RdQgcbaZoEPvmY1n89idGVDI51t4e0s89jxFPP0vbf50k/61x0z44DkJfXbO6pqv5FMcPkhZXVXHPMob24Wtl1KoBRDhsuu41vHjmeBz5e3/OHUkpJutfJt2aP4Pfvr+nZ6NAVi9MRSRAzTOatqeVr/5rPLadMpCTTS03bem55Yz3rmhK47T4cNhtV7fVsaIrSGjA49vJjcP3oPqKjs3CNHdvrBpniMAnEPbjtNhKmmXxOwvCMKMcUtvGf1TmEEjoimd4Fj91kTlE7dl2iCRNTatg1idtuUtflYEltnJNkbLvbYreI19YwdvZ0bsxs4G8L1jO/IkEgLnDYNFx6hE9rnBw5LFnnSEoTC5NYIozbnkIsEcaUJjbNkRyJEdARbtin36sdSfPkMCJ3OmVNS7Gk2fO+i7Imkpvaf6K5FZvfp8OoJiWeXPTbEWlEIHDaPMQSYYQmkFJi152MGzLngNhOfKCK1dbQ/LeHiG7cgJQWQmh4pkxl6G9+hyO7b52rrC9dNqB2uyKJfh8XQtAV7f855fCmAhjloBWMdlDZsoJQvBOH7mZYxliy/Dveqnv+xEKGZ/h4cVU1n1W2EE4YxBMm3372U1bVt6NpAoeuEYgZCJLlAiSwtLaVm19bwtWzWihrbmV5XXKKIdZdwNDoLsy3oNpgZkGU2O3fIvP7/0fbn4bg8qUByWAp0+flxBE2PqiA+i6wCZORmTFOGdmJpll8fVoti+tS6Izq+B0mM4Z2oW9zLw0ldAJxO7oG9QEHFgZb5p3awzGW17VTmObtSXsvpeypkXTCyDxeWV3NkFQPuiawaVDR2sQTix28uymLI4YZzB0exefQiSZCBKItJNPkJZuw6w78rgy0QahCYlpGMiNxsBZLmmR483E5fDhtHvLTRuB3pfd7XCjWSUNnWZ8ATyLxOFIYP/QY2kL1OHQ3RVnje8ojDLbK5pXUtq8nmgjhdvgZljlmv5ccMMNh2l78D11v/w8rnpx+tWfnkH3lN/BMmbZXEwkWZfhYVN3Sp01LSkozBze5nnJgUgGMclDqCDWyuOoNEmas57GmrgrGDDmKop0kTBufl8Yjn24kapg0BaMs2tyKaVrdN+hkgUUhBG7b1sjBZbexqaWRdzZ0oWnJytFCJDPsWpbVvatJ0BnVCMe78DpT6frFV8j45ZOEf38tum4n2zcMh82Drq1kUn6CuGESiDb1BAdOu59YootjijoxLUnc1LBpFhKNhCkwreQrN7a5Ma1kYJXqNBBoSCm4+91VvLepnkjCQhMwMT+dX54yCcfShXgmJadfNjZ3sayuA4/DhgQ2NXfSEUmuN6jq1DClnY0tNr43O07cSO742HI7Sea4iROMdjA0fXS/11ZKiSVNNKHv1ZublJKF5a/S8YVkhJFEEEfMw5Gl5+J2bL9GUXOgGmubeldbhGId5KaWbHfkZrBsbPycTQ2LiRpBYkYEKS02t61lZG4N04pP2SfnlJZFaOlirHvvYqOWHALUnC5STzmdkgceQXO798l5t7hsSjHvb2qgNbT1d1pKSWG6l/Mm7pvCncrB7bAPYFr++XdqfvNLpmzof+uscmDa0Ph5r+AFkp+oy5uWMix9TL/VfVtDUR79bBOvrallfVMndptGSzCGTTNI9ybQhWRibgBdg3fLMzGlhi4EXocNn8NGRzhBW1RjxlCze4pHEjMkAomUySAg02MiSI7MuEYU4znjNIqer2DYr25H03TiiSgNXWXEjQgOm47T7iEWD6FpenK7t8dJW7CFrriNqAFO3cCpW7RH7HREbZS3u9jQ6iNhQobbYPKQMLpwcP/Hy3h22Vqs7uRkNt3BstoEN722lK8/fz9D70rmw1hd38GW6KszEicYN7vXvUhMMxmUtYQF75bBnCKBx55CMN6BZZlompYsPIlkdN7sPtd3c9saqlpWE4p3Yted5PqLGDv06L0yHVPfWUb7F5IRbhFLhChrXsaEoXO2e6zXmdbnMSklkuSU0YHGskw2t64lnOgimgj1BJCmtFjf8BnZ/kKGZe75epB4UxPNjz9CZNUKpGUhEMlMtld+k5Gnnb7zBvaydK+Te86Zzt8+3cjq+k40DSYPyeB7R4/CYTs8p/QMM0F16xoSZpR0Xx7ZvsJ9Xsz0YHLYBzDKwUdKi85wY7/PRRJBmgObyU0t7vV4OG5w3X8XUdcRprojRNy06Igm0IRBhjvekxemK2bj6KJ2Ul0G/107lBS3k6KM7porliTfZ5Hnh5GZJsvqLMIJjUjChimTdY9K0sMYFgiRrHKd/7VvE7/lXrre+h9pp56Ow+5ietFprKv/hPZQIx57Cj5HOnabEyE0sv2pTBx6Ih+UbyLUUUbYkLjsOutaBSsbXEQSMD4nxNjsMDm+OLpwoGHjpZUre7Z+AySMGHWdBqsbghxRtpmbXlvDjGGNfHV6SU8dnEAs0T1NpmNKgy33CCGgtkvHYfMQM0I9FbstS2LTnaS4svpkvK1pW8/q2o97vo4bEarb1hI3Y0zdC4t9O0INfYKXZF8FwUjbDo/N8hXgd2USDAaRUhKOdxE3IljSwrQMNjZ+zoic6QfMjSEU6yAU6yRmhLddp4wlDcpblu5yAGPFYnS8Oo/21+ZhRZLTnra0dDK/cgVDfvIzxBfmKRsWbz/T8r5WlO7jttO3n7DucNIcqGbF5veJGxGEEJQ1LyXTO5QZJafvs0KmBxt1FZSDkEAIrWddRy9Sout2AAKRNlpDdaS6s/jvqgB1HeHuMgNbXirxOZMJ5LZMlNj0ZIHIYalRxuUkqAs4KW8NgASXXWd+lca6pjBTcjtZ35RBXZcbqztZv99pUdbmZn5VnBNK4+SnjUzuivnzg6w77QS802Zgz84m1ZPNrNJzSRgxJBKHrW+F5jFDJtDUVcWKze+xtrGZKfkm43PDBCMSn8sABFHTQczyEJdB8n1ttIbTeo5vCQuCcQubGSVB8ua0qLoFTRNMK8hgyebWnvU9ycDARoZbYNeTAU1Jdh6m9QkJM969NTnZhmUZ3VNEW4MJ0zJYVfMhwVhyh5PL5kXXbcSMMBsbPqcj3ITflUm6N5+81KJ+R0R2xqY7t7tQ2Wbb8ZoVIQRTCk+iteUZQrFOookQmtBw2tzYNTubGhcjpWTUFyqPDyaH3YMlLRoCOkjI9Rk9AbZAIxoP9kzT9UdKSWTNapoff4R4XS0Amt2B/7i5FN/3l54iiMqBy5Imq2s/ImFGe37mNaHRFqpjXd0CxhdsHXGUUtIWrKMr2kKqJ5cMb972mj3kHDIBTKyqkhXjRzD80X+w+ZafY4WCZF7yFYbd9Xs0u53O996m5pc3EV23BkdRCcN+81vSzji7Tzsdr79C7e23Elm3Bs3pJOWkUym5/yH0lBSMzk4qr72arvfeRhoGKcefSPF992PPzdvhc8reJYQgwzeExs6KPjc0nyudNHcOn1e8TktgM7I7yukMajj1IcQtO2luB23hOAiBXd8aBUkkxWkRQKBrghxvmI2tLmKGiWVJ0j02qjssqjscLKvPJGZCpjdBV9RGIG4jQ08wJS9AwrJIc+cxceixPf0b+cyLbLz4XMa8+R6iu2Luzur25KQUMWfUJXxQ8RLt4QDBuJuStAbsX/i0LNAByciMLlY1+oHkaIpDt8jywLErF9A+bRSQrJ/03xXVXDGjhGkFmYjaNpqCUey6RqbHTV5Kco2DJSUnlmYSi9n6VC0WmtYr10o0EWRh+Su0hmqTa3mkJGaE0YW9e5TD7EnoBwK/K4PclBImFc7FbU/eSKWUxM0oNs2+3U+WRZnjqWpZhSn71u/JTSmhsnkFcTNKlq+ADF/f7Ks+Vxr59im0Opdi0+3YdWfPuQRQ276eEbnTDojdRyvqQjyyKItNLcnANttnMLe4i9HZERx2N3abC/GFRdSJ9nZa/vE4oc8XIk0DhMBVUkruNdfhKtk3xS6Vfau+o5xIPJD8oPYFQghaQjU9X0cTYZZWvUlHuKm7JIQkw5vP1KJTcexiXbCD0SETwGxRd+ftlD7+T6RpUv6tK9G8HrK++jU2XnA2+Tf8nMzH/0nHm6+z6fJLmfD5yl7Hxior2PSVL1F47/+ReuLJRDdtoPwbV9D06EPk//AGam//NfHqSsa8/i5C16n8wdVU//THlD7x1A6fU/a+sUOOIhRt7/nUL6XEYXMydshRrKmbT3OgGiEEontkxW3rYkJunCX1I0l1OcjxOanpDPcsxpVSMjYrzNCUBJoAl00jzZ3K6Gw/65sDCCCUMLFpdrx2k/aoJBjVkUIQNTQm5QY4qbQVl83CpkFdZyUvL/szZ07+Hg6bC1taGkNu/jUVV3+T4Q8/PuD36bS7SfNOZH5VDR57nHFZ1VjdNy8J2EQYiUWWJ4ZTixBM2Eim6UvWtzm2ejlNl59PamMFS2vTkFLyworNZHRvHQ/HTZ5dVknC7J5+EnDWuAKmDLWzssaPrtmIG2EsaaFrNlx2L0LoPaMha+s+JRTrRNdsWJbR/UfUImJ09bwHw4oDyQKb0USI9nA9S6ve4qgR51PduprKllWE453omp0sXwEThh6HfZtRFafdw/iCOayt+6RncbGu2cjw5rOhYeHWYfampWSnFDGt6OQ+wYhBDEta/WYRjsSDxI0ILvvgjk40ByP85n8rCBkZOOwRLMukPaIzb30auX5BidNL5tImKv74DcxQMv+P7ksh86IvkXfNDxC2Q+5P+mEpYUbpk+io2xczcK+sea8neIFkgNMWqmd17QdMLdo3i7239sOgpm0tMWPLB4f8fXq+/hxyP+0Ft96B/+jk8NrQW25l8003gmXhnTGTob/4JQB5I0ZiBQNYod4JwKRhUHj3H8n5xlUAOIuKSZl7IpG1awCIV1eieX04i0vQfT6GP/J3jI72nT6n7H1uu4+jR11EdetaAtE2nDY3xZkTsdnsrKh+r8/ITIbHRUYkgFOPETOdDE31Mjm3i3AiQIozwajMCF6HhRQu3DY7zSGN+mAmXbFkjpWYKUlYFrGEhq5pmBYkuu/5Dt1i7vA2dA0MS0PXLKQ06Yw08+6aJzl14rcQQpB63FyCn35C7YN/wnP5l/C50ne6iLS2I8SsokwWVbfQFjZJSB1dJMeVvHYLXUtu3/Y6TY4ubmdxXQptYTs+BxSmxchxxdms6RSmtqORitA0vE47hiV5YlE5T375aM6fWMi8NZtJmJK5I/IozfJ3T7PYcNk9uLapCeR1pvZc37ZQHUIIHDZ38hMj9KT8700SjFm8us5JU8SOZXUweeirHFlQS5pbYphxDJGgobOchBnjiOFnJd9/+0Zq29cTMyJ4HH4mFRxPJJEsEpmbUsJn5S/3GmYXQtDcVcXGhs8ZnT+rVw9swoldd2LJviUYnHYXdr3vVN7+9tzyakKxBJrQyPDk46hdw5xFb5Pd0Ur6K5Cd7SNn7jlk3f1H7Glpg91dZR/JTy1lQ8PCfn9WU13JumQxI0JroLbP37pkDbMaDDOBrXs6fW9rDmxmZc37yRxKQlDWtITslEKmFZ2yX0cxD7kAxjdraxVZ79TpmG1thJYtxTOld4G3IT+9CYDwsq2VV10jRiKcTuruvoPImtVE1q4hsnY1GRdfCkDuNdex8ZLzWVqcR8qxx5N+9nlkfvnynT6n7Bua0CnOmtDrsYQRI25EiZlhEkZ33gqbC5/TTb7PSYrToCnkYKi/hYk5DeSnunHoCSJxC4HEaTNoj2WyvCEHSXIXUtQwMSXJIQ8NTAuML+zKnZQbwKFbbPnEJABNS05NNXZV8vHG5xg/ZA6pnmyaLj2C8Hd/RiCrCX3McPJShzP+/9l77zhJzvLa//tW6Jwm553Z2Zyj0kpa5QQSEkIiXozxzyQbBy72xebaBuOIDdhgwCYaDAYRJREkIYSEclxtTrNhdnLsmc6hwvv+/qjenh3NrAImXdHn89kPqLururq6pt9Tz3Oeczp3LhCoDszm+Of7D3JgPIXrKurCPtrjMRTNhH3TxAN+TC2F7Z5uqQg2tubZ2JpHKshbJsUZiRvw4UpFxOfSFCxwfneB7sQwCkGyEOV7+9v53R1recs5851nA2aYtngvI6m+eT+QAlhyxpi6qownh8woSknKTsHznXkOHCn4+r5Wpgs+fIb3I/vwyWl2D8Fbt03i1x0QYGg+HGmRyk+QzI/SN/50tYuVL8+SzI2wsetyWuNrGUoe9qZ0FvkBn8oOLiAwujBoinUznprvCaOUojm29FcujHSzWULf+SpvfPJRdNcjgbPxJh47/1WMNrayY2krr7txx6/0GGv45cBvhljSsJb+qX3zrlVD87O8ZSsAll2sRH8svG5taeNI6xdCYKRyOTD8ULXqCadvHAbpG3+a1W0LJxR/UXjZEZh5JdTTpTa5uAfEc1HYv5fDV+4kcd31RHdcRMsf/DETn/pE9fnYzkvZfHSA1N0/IPWjuxl8/5+S/ObXWX33T573uRp+edA1g5KTr9rigzcRY5slOuta+NQtV/Hjvikca5K6YAJdE0CAWCCG5ZQRQHfT+Xzr4DgCCPkMzxcGUEKgC4VkTj+sCzC0+Qu2QjFbNIj6XQSK7x/KcOfB+7h6VRzXGUP83e8Se9fHyPzbHzEsj6JpBus6Lqpu70rJX961h5F0AV0INEMwki7Qn8xxae8FrG85yXiqn2S+hHc0UA1QwsuRSQSh54FdTF3tCVMtV+PGddMkgnPH2hmfRsknkGr1ohM+G7ouwWcGGE+dxHJLhPxxuhvW01U/NwGTCLUwnRsC4VVmgr4o6cIkZafImSrrZ0ejTBV86MITAiMEUrlM24pHTvm5vNfypqGkTb6cYjo7xODMoedKcJDK5eTUblrjS7GeM0Z/JhavAsHGzktBKSYzA7jKxtB8NMd75p3/Xwaq9vtf/ypOOuWJz0NhQqvP43Ov/d9Ic34LLaAUPfX1i+/sBVC2C0xnhwn7EyTCzS+8QQ2/FljVej5hX4Kx9Alst0zYX0dv02ZiQe86CAfiBH0xrIqZ5pkI+2P4jV9MdtRo6jgle3F9zlR2sEZg/ico7NtD7LIrAMg/uwujuYXw1m3knn5q3uuO3nAN9TffijDnGOr0179K5Pwd83QrgyeO4V+2AoDxT32c4Jq1NLzujTS87o1kH3uEI1dfij0xQfLbt531ObOl5ZfwyWsAGE0dA+ZPqwghKNtFIoFGGiIRXr81wk+PPE7JPvM1Gn7TE7E2RhzWNse5bU8/ecvBkZ4TrakLfIaB47hIIXGVwG8IjifDXNidQq8EMEqlkS0L0iWDkzMh9k4Y+A2LuO8AzdEg3YkwuQ+8heiff5bsv7yb8fRJ1rRfUC29/rhvjMFUDl1olByXUzM5irbnL/NX9x7gdZt7uGLpFKbux3JPm81pFcdcb7IIpYgcH6Tw5gtZ4kiG0378hsuZfXWFIOEvMDrbR2f9wrFcITRWt13A6rYLqpbxz8XK1vOYPTlOujCFVN50lBAapubHVVYlskExmfN5019CIJWsOvlqAqbyBo5yMKRA0zQc12EmP07JyS9ajs6WZnCkTWtsKccnnq4Ktc9ENNi46PWhawZbuq+iZBfIlWaJBuqr3/svElX7/b6j3vdUsd/v/NA/YDbOHWtTyeKbX3+M2aI1b/t40MdrN589yXkxKKU4OPIwo6ljFUKniIda2NR1OWF//OfxsWr4BUIIQVfDGroa1iz6vCZ0uhvW0Tf+1HOqkIKexg2/MFsA2zm7Pue0I/kvCy87AjP4Z3/C0n//HG46zcjf/TUtb38XDa9/ExP//knGPvph6m56Dal77iL35ON0f+LfyT36cHVbo76B4qGD5J5+EqOunskvfIb8rmfwdXoukNbwEFOf/yw9//45zJZWkt/4Or6uJRiNjc/7XA2/PExlhwj6op5gtOJhogmNoBEieMYdScgXo2QvDEGUUvEfj+f43qFJHOlFCYiKlb4hBImAn/qQHw2b/tkSmtCQymDfeJTzOtMIAY5UlGxBqmxyz7EGIn7PdM7QHGYKZUKmTlNnM+WrzyH4qdsp/N5N2G65esc0kiqgV8jC4GyeUoW8gLfvx/qHSWYdblpbR7owN5XjHalCQ8NVLkopXCGJ+Pw0hErkLbO61CugLugjGvCRKkwuSmDOxGLkBcBnBM6Y5vHIi98IYokiZUehCekJZw01r9ys6ybKtVAoAoY3iC6Vi0DD1H34zBBn+5HUhYEmNMKBOO2JlQzNHp5XQTL1AMuaNnviRgSxYOMigY0LtT0/Lyxuv99C01veWrXfn8icYmjmMP2zDxLMx1jasIG6SCvRgI9/vH4rn36sj4Njs0hgbXOct1+wkuboSyNaxyd3MTRzCCG06hRYpjjFnsH72LH85l8b35safnYsa96Cz/AzPHOUop0nZEboalhLR93KX9h7tsSX0jf+1KI3DrGz3Dj8ovCyIzD1t7yWvltuBNel8S1vJXTeBcx+73aafvedJL/xdUb+/kMEVq5m+W3fIbC0dx6BaXnXH1DYu4ejr7oWzecneuHFtP/5X5K8zavIdPzlh3CzWY6//jW4uSyR7eey4lt3IHT9eZ+r4ZcPvxnCb4YquowimtDm/bktaVjHbH78jBaMd8c6mG7koZMZcmWn4hfj/chLoOBIpnIlQqZBUyTIv756E6limaPjJ8EdZLaks28sykTej+0KHAk5S5C1BLZrctlSE01TDMzmmcqV8J2zltW7jxF6/BjmhjkB6YqmGK5UlF1J3nLmLeM+TUMh6ZvWMPUA0WBD9bljySCzRZPuhMOKcha9uYlEqKWyuE8T8inylukJigMmTeEASql52T8Fy2FwNkdLNEhd6IXHMI9P7qJsF4gEEvMeN3Q/hlbEliWE0NjZ6+PwtA/bnavkeF4+kg1teaj8HJq6n5AvSiLURK40S66cnLdfpRSNkc5qZWZ9506iwXrG0ydxXItooJ5ooIG9Qz8hW5pBoBEN1LGqUta2Xcsjoz+nvCMlJflndzH15S/iTE9Rdos4BsSuvIqeT3120QTmU9MHODL2WPW/s6Uk09khNnddQXO8m+VNMT5243aKtuMFevp+tp9pL/9pIfFMF6eYyY3S8AK5YWciX06TL6dIBFvwmb96sXMNc+iqX/tLzcgK+WJ01K1iaObwPBJsan6WNW/9pR0HvBwJzM230v6nfw5Aqf8ko3/31+SeeQo9EiGwajWBVd6dZvIbt5F74nFil17B+if3oJRCD4dZ/pXbFuyz4/9+AAA9FGLpJz8Dn/zMgtc833M1/PLQHO1mLH0CTWgUrCxlK4dUXs7ReOYkU9mVNEW7aI0vxe3YSf/0XnKlWQzdR2O0i72TjeStUwAUbAfHnX+fUXIkE7kiO5Y28aatS7GcIg8eeYxH+xXfPthcbTfpGrhK0BW3KNkaUwU/u0ZDbGhJoxCVsWWb6Tdcx+Uf/gbOTZP4Kp5BF/c2s6olxjOD0/M+mxCCpogfUxfkyyCVJ7Z1XB//tWcJY1kdRwo0IXnfo/eSfOP5PLbPxpE+2qIJNramaKkPoml6dWHThUFPw3qUUvzbw0f4cd8YqUKZoM/g3CWN/PkV6wn7zy4ETJ8xwnkmdE2nt2kTRSdHKj9B2Cd53aYA9/QZJPN5lIKgqXFeZ45l9QrwYWg+ROV7OzD8MKZuYjsWumZ4+VNSEQ83s/YMvYoQXrm8p3EDANnSLI8fvx2pnGplKG+leab/bsolmD70LAhBItTCmtYLiIVe2h3jafv9wr69UGmr+VatovDW6zilDVF2SwTNCGMKxkbuZlvPNfNGs6Vy6Z/as2C/UjmcmHqW5vhcmyho/s9+ni27tOjjAkG2PPuiCIxlF9kz9BOSuVEUEkMzaU8sZ90ZHkc1/OZhXcfFRAJ11anBaKCe3sbNL/nv6X+Klx2BOROBpb30fv7LyHIZZyaJr23O4MrNZCgeO0rmgZ8w/d9fxs1UfCtO/1FWCI2vZymxy64kuGo1ejxe+6P9NUd73QomsgMMTR+sjvUiBAEjCEqxb/B+Lln9BgzdR0f9StrrVuBIy2tLaDr3nzyEoQssV1a136e/cYVHTDriISxHki+neaTvm0znRjg6HcWVCk1U5LQKDA1KjkZ3XZGxfIi7jtaRtxXL6gocnQozkg2QKpl8/dL38LmbbuTiRx9HaF65/59euY1/+Ml+vvT0CWwpCRg6LZEAsYBXOeipi6CJGUAwljWYzAeYzGsEDZfrV00S/P4MHxhYhi48nYlUBk8MxXnDhjECposhArTV9bCmbQcBX4TPP3GM2/cPogmBz9BxpeKx/kn+9sf7+Yfrz35XtZj4F7xKSSiQYFPLFZSdAlK6XLcxwrsvsfn4/d+i5BTZ0iHRMCnaJq7r6WdQirA/ga7pXjtM06mPtFEfbiMebKI51vO8f4MD0/srWpw5uNIlXZgEpRGkBZRiNj/GroF7uHDFrWc1/Kra7//we8hSEde1yfosstdsxr3uGuqi7bQllnN0/AmmMwe8bC4hsJwC0UADmeI0+4cf5Jylr6zuM5WfpGhlF83qyhSncVxr0erQ6cmul/L7E/bHSRUnFzyuCY2mSNeL2seeoftI5kYrnkoaUrkMzRzG1P3VqlYNv3l47o3DrwovawJzGprfP4+8AOixGJFt5xDZdnb7cDeTodh3hMz9P2H6y1/AzWYXvEaPRPAv7SV22RUEVq7GiNfEcb9KCCHYsuRKssVpbOnpD3xGAJ8eBAGWW2Jg+gDLKqOIQoh5XixXrWrjzgODwOnAv/nw6Tp5y2EsW+CZU/eQK8+iCUGmbKKdXssrA0G6UPgAU5P4dIei1HngZAM/paE6MyQE5DWNz51/C84tt3L5d78DQDzk4x9v2EZHIsQ395zC1LTq4mXoGr938Q7awoM8O3SSoqMxUzRwpcbqxiwNgTLpkonjCjRdVd7LZVldlmwZ/IaiLIs8caqf/ZNruXLlLD/pG0NbZBz56aFpRtMF2uOL60UaIl3zjLROQ9cMltR74kP/PO2Rj9+/5BoODD9EqjAF+GiKdtMWX85A8gAgn7MfnZKVY0Xv9kXbIa50GJg+QLo0jSFMMqXkgteU7FylQaWe83iegel9rGg9p2q/P/75T5MeOIpSCn8whn7BVvLvfQ1uwGA6O+i1rgSAy3RuiP7pfQR9URxlVc+BlC75cppYsIFkdgTLKVXjIjz35cVJiKYZC0TLRSvL4bHHmc2NoVAkQi2sbD3nRWkNuhs3kB66f55WQSlFS3wp4cAL/07lSrPMVMjLmRBCYyzdXyMwNfzK8bIhMP7uHs7JLT46+bNCj8WIbD+XyPZzF31eKeWRnCOHydx/H1Nf/BxubqEwVI/F8PcsJXb5lQRXrEKPxX6ux1nDfJw2VosE6hZ9rlyZ3FkMG9rqeMOWpRydTFOy55tIicq/smWza2iS6//TRdNa6IiWWNOUA/yV96hsoECgaIlYdESLHJ+JnH54rqqjwFWKoWUb2TtxnGX/9i+UbrmQbGkaXTO4dcMK2uNrua9vjNlCmY54iNds7GbH0magg5nyMg7wKSzXRBOK9niJ0pMTHGteUlmyveVre0eGnroiltQp2pKZoomrFIdGf8KdB2YYSudZkgiDENhOCUfa6JqJpvnon8mdlcAsb9lCujjJdHaoamWuCZ1VbefjP4tINhZsZMeKm8mWZrCcInWhVqZzIxwaeRiF15YJmOFqC6hk53Fce0H0guWUeOrk9z2tS+WkF8ppQCPkjyKlxFU2rrRBqXn2+yKTx//9R0n1fY1j/kbQNOy2BKPXLsdu2wR42hQQRJ1xCjMZilYOvxkk6q8HFAUrS7GcwXE8h98zq1GOtLwATOViu+UqgYkG6omHmsmW5rcHlVI0hNuZzg5zcnovudIMhmaSLc9iaGb1803nhsj0T7Njxc2LOgqfibbEMhSKU9P7yJdTGJqf1njPiyYe2VKyOtn2XFhO4ayTaTXU8MvCy4bA/CoghMCIx4medz7R8xb/UVBK4abTFA8dJH3vPUx97j9w83nk7CzH6+pO78gjOUuXeSRn+Qr0aPSX+Elefgj746QXKZ9LJYkHm55323deuIr7j43xg0PD2FJV4wYEULBd8pWpICEEuIJjyRAjGZPuhIWrnjPtYkjWN+c4Oj1/MZ9zbfGukWPTGf526WWEv/IvHJhNsfMVHUT8MJ7uZ33TJl6zcfHra0tHPYeFp4cBr3W1/vFn+KcL3lQd6daQdMa80UelFDNFE6m8Zak9WuLYTI582WUsUyDsK+C4dpVh+Q2D7rqzC9E1obO95zomM6dI5kbQNIMlDWsJ+V6YpEcDnp9FrpTiwPCDlJx8NU/JsguEA3X4jAB+MzTPkEsphVQuR8eenEdeAPxmmExhGlc52E4JpSSOXSK86xSJh/rw2QJNCCy/xuylq0nedA25eBct8WUMJw8j8b7bkl0xQhSCop1DSheEVxFxXAupXFwpkciKH41CaTp6pYJyunoX9iUI+ub/La/vuJjdgz+uZN14Y+WxQAMt8R72DN1XdV/NlpLkyxmPNAXmPGAKVp7v7nkAoa/jmlXt1IfPLrZuTyynPbH8rEGYz4e6cBuaMFEsdIMN+WI18lLDrxw1AvMLhhACI5EguuNCojsurD6+a9culm/z3IGVUripFMWD+0nf9X0mBweRhfzpHVS3MWJx/MuXE7vsSgLLltdSZZ8HS5s2M5kZxJFzZmdl22U8Z/LAqTTx4D5uXNfFhvaFVRrwiEVXXYSpXImCbeNKVa1ogCBgKBzpCXWFgIJt0BxKU3BMZoreYtsUtrigK8We8SinZhdWI+YqMcKr9giXT7/6d3nfl/6Z/4z/Ib9/qYmmCU5NH6DrLKQg5DNoDBoETZ2i5TCcCZKQBZxICJRAKYHfJ/FXnIKFUDhSq5InXVMYIk9DJMFkJoPfcKrkRSlY1VBmbPYJOhOvXPDepyGEoCW+lJb40uf9TmYK5YrJ3nyNx5Gxx7HcIj4jWHX3VKhqPlJ7YgVCaKQKU+wduo9kdgRXOdWqTNg3p03ThY4xMkv0+09gjKe8N9A1CmvbGXvnZejxmDcUrySaphMP1lF2ihwZexwUhPwe2bCduXgC2y15f6MV12PLKVWvBBBomkAogSMdNF1DIDB00/PpaNywQCcUDzWxc+XrGJo5TNHKEg000F63nKf7755nHe9KB61SEXNdG103SebLjKYLjOdcdo+bfPnpE7x2cw+/c958J+XFvqOXioAZpjW+lNHUsec4F8OShl/e1EsNNZwNNQLzawAhBEZdHdGLdhK9aOeir1FK4c7OUji4n9nv34E1NIgsFE7voPo6Ix7Hv3wl8cuvxN+7DD38/GXmlyuigTq291zLscldpAsTFCzFowMajww0MZEbwnYlX376BP/7kjW868KFHiiWlHTEQ4TMMsm8RCnwG5Jc2eXaFdNsbMuRt3T2j0f48YkGcpbBsZkwH7yin5GUH11XNIctBtIh9ozF5vQxz4EQYGgCqRRhw8IRiv949W/zW5//DE/2vpntXSEMzWRk9hgrWrYtuo+OiI/fv3Al//FYH0fHoljCz5b2As+ORvAZGo7UyVk6iaBL0JDkrLmDKdsajqqjKWwilENdQDFTEoRNxboWyU1rXWZyo/N0HC8Vzw4n+dzjxzgymUYgWNcW5107VrG2NYFULjP5MaR0CfmiCDydklIS27FwXYvJzADJ3AhTmQFyVvoMTxwbmc0QefBxIvtHwXFBKFSdQeoVW7A665DidOuoQkBdF4lDwAgR9ifmiWktt0iIhZVPpRTS9Yzg5upmovL/FBo6QhPo0hO66ppBc7SHVa3n0l63YtFzomk63c+JwciV52ennQ4pFUJguWU0pTGcyqMAR3ptJduVfHXXSVY2Rbmo9+dvmLmh61JMw89Eut9zYzajLGlcPy9OooYaflWoEZj/RyCEwKivJ3bxJcQuvmTR1yilvOyn/fuYuf3bWMNDyGLx9A6qrzPicQKrVhO77Er8S3sX9ap4OSARbuGcpa8A4P98fxf3nRhlMOWN8ALkLYcP3buPlY0RLl/ZUb3L3D/8ELrsYzLjudvG/AJNGOQsm6aIy6a2LD5d4Q9KzutKkwjafOnZDgzNW946ExYKcKXGqdkQZVdjbsGbD6nAVZKQCfGAp+FKJhp5bNP5nP/Fe8j/2eXEAo3PH5Am4M+v3Mir1i3hiX/9BIObX8GG9mWc121xclYH4sAsLZEZXCnIWXrVs/dUOoqm+XGVy5Y2h9dvlhQsCJjeFBWAIx0c1/qZCMxousAH79lL3nKqIuFD42n+4u49fOn1O5DuLOnCOJZrAQpdMwn74lhOkbLyqjF5K0W6OEW5lCN8aIz4vfvR8iWUUEi/Sf7itVjvfx2OISlbBcpuAVMPoFxrnn5DIAj6w5TsAn4zPE9T49MDlKxclTCYRqBaDdKEhisUujA8g0CAyhk0hEk02IDlFJHSoSnWzbbu64iFGnip8On+ebbwASNczZbSNZ2pfBkFSCUYysztX+C5N/8iCIwmNNa2X8iath1I5aIJvTaJ+QtCvpxmNj9OLNhILPjSr5/fRNQIzMsIQgiMhgbil15G/NLLFn2NUgonmaSwbw8z3/6GR3LKCzNljESCwOq1xC67nEBPL1rwF2+3/ouCUooDY7OMZ0tV8oKAsFnC0Bz+7t578BNnafNmZvJj7B+6nx1LDIbSDRQsgURRsB0ModjelsGnz9GQoOHpS9Y3Z7l0aRLL1TA0ia6BaYapCxpYju5NKQm8UMgzEPd7ZMJybTRNVMdlH193Dlc+dRjfg/vIXbqVVH6ckdm+Sjtl/gIilcvA9AGaI3F2Du1n2X9+FWkIBpOHsN0yDZEOGqOX8+VHPwVqFL8hmc77GEhHmC6uQQhoCAa5rNcmW5pBKUVJmQR9EXTNJOJPEPT9bO3Kb+45Ra5sLzjmVKHMbXtOsjLxzLxWmpQOufIsUin803kidz+F6h+mQbmgCUrLW5h426WIRLRSibBACTR3Fs3VcKWDQCySheS9g18PU7LyWE4BTdPxV6bTDN0kEqirilb9RhDL8EanA2bEM8ATOiEzjJSyur3QNEzdS7kuOwUS4TZSxQkiwcRLTuVtTXgJxKdbTrpuEPYlsJwihu7HlQXKjsHJ2TbS5fmVooL18x1geC6EEIuGBtbwP4eULnuGfsJUZgCpJAKoj7SzeclVP3PV8zcFtSvyNwxCCMzGRuKXX0n88isXfY1SCmd6mvyeZ0ne9jXskWGktTDjwqirI7hmHbHLLsffvRQt8Ov7x+ZKRdF2K+66EDWLONJlpqQzldd47w9zrG1+iKuWedMh7VGHt2yZ4rHBMNN5g5INWzuyrGosVAWz4FVUfIaip67As6MxEoEU9SFJuhzjFesvZOfKdr6w61G8fCYQZ4xm+zVBT32Ugdk8ZQds18DUbW8iJWRjvfcSWt/3dWbWL2MqOMhE9hRjqeNsWXKVZ8WvFAeGH6QoZzk0+igoqEsNoKeP0j+1G8v1dBwnp/bQGO3izTveiSZ08uU8d+wboziYJBy0aYtKzmmfQroF8paNoYElHWy3TCzYiBJL+deHjgBw2bJWNne++FDBiWxp0Tt2IQRHJwbpCucJ+mLkZycIPbif0DMnwPYWY7c+ysTVaym9cdO8CiKAcC1M3Yehmbiui6kHMDQDqSQlO49SXu7TmVM0Ao28Neu1p1wLpzRLSc8RCzQAgg2dl6AJnYnMKVxp01m/hliwgVR+nIHpg4DCNAJIJcmWXFzXwdR8SOWSKSYxdT8T6ROMp47RP72Pbd3XLnAofj4sa9pCycpWsos8LUxDpIMNnZdQcvJYJ8e4bX8K8RxipJRiWUNN9P//Kg6OPsJEut/z2qlc58ncKPuG7md7pYJcw+KoEZgaFkAIgdnUROKqa0hcdc2ir1FSeiRn9y6m//u/sEdGkLb9nP2AXldPcN16Ypdcjr+7B83/wvb0P28IIdjQluDpIc8jxNBcXOWSKhnV5W0q7/JQv2Ik7efW9Z7fj0+D9c0K25XYrqAx7H0+z2lXIZWg7Hj/LFdnOBPi87tCuMpgSV0r3c0tvHFrN1cuP8FdR0bnOZFoAta2xYkH/NhSMZKyKdmeCLU+VOaCzjQjGZOZ//MGzv2bb5H59HsouFn6xp9mZPYYjdFOfHqA6dwQQeF9RpHJYwc0dp36IdFAw7zsoensEMfGn2ZV2/mE/WHedM5yLujO0z99lGQuzW27HU6mIjhujOaIzY6uLGtaXAZnDb55KIMpZuhJTDI4VeTRxjresH0n9ZH53kqLoTmy8PsWUtI+1McF995D1J4EAQlTZ3ZbF6PvuQ7lN1AodKHjqsUrCwpZnfTxmUESIW+yzHUdHLeMq4SXg4VXQdM1AyVBKUk4UOeNNzslHMei7BRZ37GTpU3e+PRztSndDevoqF/FnoGfYLsldE0n6m9AKklDpIPp7DBBM0LAF66cb42ileHQ6COc23v9C56j6nkRgvWdl7C8ZTuTmVOEfHEaIl5rM04TN2xcwo+OPcXRyfQ8UtgSDfLGrc8voK7h1xNSuUymTy3itSOYzg5TsvLV66qGhagRmBp+JghNw2xuJnHNdSSuuW7R1ygpcaamyO96mumvfAl79DkkRylP/FjXQGjDRqI7L8W/pPsXQnL+z+Xr+cGhESZzJQzNJV/RgQCYuqzmHg2mAvTP+ijZgm8famGm4AUgtkVKXLdimjXNBTQBhqZQSpG0/BQsjf6ZEIbmOfHmLcmhsUl+0hfn808cp+jYbGiNczyZo+S4hHw6G9u9KoYrFc2RAI1hwRU9IxTsDLGAxJUSV2k8NdPE0FW3csMHPsvMn9/o+dA4RbKlJOnCJAFflNPNPd83HyB93VbKTgm/O190K4RgMjtY9QCZSPfTN/EkUsJHH/EzOBtC1xURUzKRD/GDvhA+s0CunCeolzmn/RhBs4wXCJjmx4eSrG/fRCLUTF2kndBZWky3bu7h8WcPs/6hO2gZPQFKgtBIdfTS+xd/wIRvsOofk89PYCArOg933kTOYnCkTcAXRqBh2UVMI+C1XfwJClYWoQmigTpc6eIzQiQzI0SD9VXjQs+nRRIwIyx/jkBaKpdj47tI5oaRyiUeaubcpTcwkTlBySkQ8dfRGu/lwPBDFfGtpOwWCJhR/JXzPpMfw3JKlJ0iwzOHcaRDQ6Sdtviy59WRBMzwoiJZXdP42E3b+dzjx3h2JInjwvq2OL9z7nJiwZ9PtlMNv1w4rl1xcF74nKtcina2RmCeBzUCU8MvDELTMFtaSLziehKvWPxOVEmJPTlB7umnmP7S57HHx+eRHDkzw4mGeoz6RkIbNxHdeSm+riVovpf2g90cDfKd376Et33rcaYyGfJWCSFAQxH3ewulUgpHCZ4ainBgMkrB9kr1AsFYLsh3D7fyRmOUpQ1exkze1pjKGzwzEvf8Xyq2/WG/S0PY4qHjh5kte5M1DWE/5yxpJFUsc3w6x+7hGSzXc50NGjrv2LGCnAxiucfQrDI5S3JyxsdgOsLhSIzzO1tIfPsJZm7ejqvyzOSsSqXBJSIlfZMZlu07yfHrtxF1bMqOvaB/Ls/QhQzPHsV24Z8eNNk7plXbYkkhaQ671IV1HuzX2NKms6J+lKBpUf2VFYrx7Czu0E9IhJrRNZPWeC8bui4Fy55nvw/wbhRfXbmSb593OUrTWJJQvHKVQ6SzkUxqlpKd8wgLbiXRWhD2JciVZhbJu52DTw8Q9sXJFKfJOmX8ZpCQL46p+4kGfDSE2+lpWk9zrIfx1EkePfy9ea7LQmjowrPHP9MnRSnFM/13VS30AbKlGWZyo1yw7CZ8ZhClFI8fv51kbhRXederdGVl9NkjSVK6nJraR//03urQ9dDMQYYjh9ne84pF4wReCEHT4A93eg7HqcIEJ6f20Td2hP7JAO11K+h6gVTxXzbShSkGkgexnAIBX5Tepk0vyiPoNwWm7ifoj1K0Frq8B8wg0UBNzPt8qBGYGn6lEJqGr7WN+htupP6GGxc8v2vXLno3b8aaGCf/9FNMfuGz2BPjqEUqOUZjE6GNW4juvARfR+cCkrOurY7733UN3903wD/e9xgzRZuA4aALiRAgpWIy72O2GKHoeF4umlBoQlGwdcZzAT67q5ObVk+yoSXL3rEoT48mAI+8iMqYkQACuuLKNWPc1ecwVahjOl8m4vOqOQXL8fQwwmtf2a7km3sG2NxRT6a0DPBGibOlGQCkUjx66RW86ktfxjzSgrW6E0eVkEhKdpGy61KwHZRSpC2BaSgmp0usbQnhN+cWydgZBn4lK8f3Dgn2jWk4UlQlJrbUGc9rRAOKdFFjqhCnI5pEE14cglKCgg2ulCjp4hw9Abc/y5HhDEdFgHi8njXXX0fPxz9d9SmaOv5dXl2Y5tKil/CdqJSMhmYOs7XnWvrGniCZG6uMIOsEfTF8RoCynad8xlTOcxHyRzF0Hz4jSNkpUrRyWE4JhUQXJo3RduKhFnTNoCXegy4WD6WMB5vnkZeJTD/J3Mg8ozYhBAUrw4npPbTGVnFy6jATmQFKdtarFCkAhRQuRSuHGfQTNKP0T++bZ+WvCZ1kbpTjk7tY2bq4w/eLQTI3yu6BH+HIub+D2fwYBSvDqv/Bfn+eGE0d58Dwg9VKmlKK8dQJtnZfQ32k7Vd8dL8eEEKwpH4dR8Yen1eVk0rSnlg5z8CxhoWoEZgafu0hdB1/ewf+G19N/Y2vXvQ1ynWxxsfIP/kEk5/5NPbkBMpxmBs78siS0dTEVZu34l/fwYf2DFIWsir1TJVNlPKyhk5DKjFPu5KzfHx1Xwd/eP4A7XELRpkjL2e8rjFcxm8ozutK8/ApH+lymFSxTLpsIwT4NM2z7ZcSW0pG0gVKjsvq5jiaEJh6AJ8RJF/OYzkKWzqceO8rWflnX2Pg729FVVoGjoSyIzj0dJq4v568pVGwgpi65OBEivWtdfgMDZ8eYFnzVhxps3/op4xl+nlyMIKjTIxKcjZ4n8OVgrGsS1dniOMzDaxtHCTsK6NnCzTcu49Q3xhCeVlPhdY6Dl19DuOxFg5P1VFwl9IcCPJRR9CJZ8aWLc4gBNQ/Z1q/7ORxnDLnLXuVZyY3+jijqT6E0JDSRar5uUjPuSrQK6GHEX8d4BEMiUvQjBI0I6QKk+zqv5uLVt6CofuI6R04amaeHtjQTJY3byVdmOLYxDOkCuPkyils1yLsi82rktiuy3d3P8b3jhyhaDvUBQ3O7zLY0KLjnhYNK4nlFtGERiRQx3Qut6i+IZkbOesn2zWc5Ju7T3FqNkfMb7JzWSv/a9vSefs5MfnsPPJSOSUMTh9kaeOmswZU/rKglOTY+NPz2oBCCBxpcWziKc6LLLxZ+U3F0qaNaJrOUPIQRTuL3wjRlljB8uazh6jW4KFGYGp4WUDoOv6OTvw330L9zbcs+hrlOFjjY+SeeJztD97FX+/dy/BMtpo6bbsC3YDZYJS9db3sbV/JdKQOV9Px6RLLPb2YCb5/tIs/2XGEVY15jkxHEKLClZQXH7ClLYtUGg0hm1RJIEQRVxlYjqza5dtSzps8yFsOJ5M5ljd6badU0Ue6aNEUsfHrAlfTGHjf9XR96E4G//4WbCk4ngzh5nysvOcJPr/tOkZ2N5O3/Wxtz7O2uUhdSGfH0mUsa95CJFDHrv57mMwOEDBC1dFuNAVyPomRluTW9AHqHnyS4J2TaELhhvzM7FzDxE3b0XSBRPMylaRGHJvtHZPsm2xmOi/43BPH+OtrN3ttGs3wxp0XQMNveuUYvxFkY9dl+IwAY6njFN0sAkHYV89IKouuu4R9sjpFZmhmxcW23guxRmJoBj4jiGkEKNp5hADbtRmdPU5H/UrqjaW0LdnM6GwfZadE2B9naeNGTCPA48fvwK5kZLnSoWwXcKVNPNjkfT8K+qaSjGT8lF2P1E7lTe46msBvKFY2lCuES6ELk+09r2A6N0wyP7zotXg2cvb04DR/dc9eLMdb+KdzZY5PH2M8U+BPL58TF2eK04tu70iLiUz/oq2kguUwlSvREg0SMF96++qlIF2cIleereZZnYlUcQrHtWvVhTPQ3bCO7oZ1P1Pkw28yagSmht8YCMPA39mF/5YuGm55LVP9d1GaHOSRUxaGZvHAyRC2rYhn0rQcG+TWfT8mUcyiS69K4yqvMiOFRikW4aH93Vx1fZZQSzvDuSiWFDSFLLa3p9E1TyNjuYKSo+FKQcEuENIFHXUlxnMmjjP356cUxAMmfkPDdlwGUwXGst6dvKFFOTDh0BDKkw434F66mfI/PsEnL3o9BVvjPVIjmMrSF2wjjKQuUEIXLo8OdOOIVt51yQ7AM8qaynmiWUM3aYoIpgveaPeSzAQ37H+Q1uw0CkEkKFh6VQ/qg69n0ClgOymkcjySJhSuVDw7FmYsG+S8Lq9/b2jQFR3nYHk5+0dTgGeE1hjtZCx1YsEPcyLYNC9VWQjBmvYdrGo9D8st8t1nf8jnd2UYnE2gUNQHHc7tzLG9s4hQCse1KudOYjlFHNfGcR2KVg5N0ythjll+0vckN2/2pnROZwOdiYMjD1O2c1AxrQsYntmdKx3KToGAGWamUKBoSwbTfhzXqvr1SKXx7EiI1Y02mtBQQF2olfpIO6Ye4OTUXp5rX6iUlyq9GL7+bH+VvJyGJgQ/PjbGW85ZRnPUI3ynSaFSkoKVxXE9kztDMzGe87PuuJKP/PQgD5+cJFW0aAj5uWxFK3908Ro07WdfLE+fg8UWXA19XnjmmTitc6phIWrn5aWhRmBq+I2FoftJhDSuXxvAlX76Zx36pg1mE/WMbm7g/uJ5ONL7QbFcgar8IPuVQ1tplo1jfeS/dJg36A+ho9CFQipwpMAWBuVYiD2Ny2nUgiRDdViuji9g8cpVY4DGrtE4jw95WUy6JuhtiCFQhEwDUAQNHV0TpMs2iUCamN/F0BSTO9bRc/g+3jD5CF+s3+nZ+QpBwHCJ+F2UgqZwnvOXDJJ15hbKdHHKSxAuWPjvfpIPPnGMI+Pe8joVqef76y5msK6deFDwtnMdlnZ5C2mrCDOTNxjPzmJqLo6UFCxBqujj0FSYzniJ9mjZc63VMqSLU0T8zYBn0mWaa+mfOYWUKQxdozHkoynWwPrOSxf9XjRNR5NBvnkgzkS2gKZ5jrqZssFPTiRoj4fpSWRwXBulJOnitBdAiULigALbdpAIpBRk8gP8r6/9hMsaA2zb5i28U7kcU9njSDfL8YlnKDoZr32omQR9UcK+GAU7g+1aBMwwmVKRY8kgp2Y9YfTpipsCZoqGd+es6QTNCK0JjyxFg/V01a1mcObQPI1N2J9gRfPisRD9swvT7AEcR/JI/yQ3b+wGoDHaxVDyMNlSEkfac/EKSnFs8hmaEt0Ymlfh+OefHuTeI6NoQhAwdPKWw537hzA0wR9cvOasfx9nYiY3Vkm1TuNKk7uOxTie1L22Z1OMN2/vZUvnnOA0GmwgGqwnX04t2FddqHXRykwNNbxU1K6iGl72yJfTDCYPYjtlYsEGuhrWomsGXfWrGU+dBKHQNcHVK2EwJSk6Gj5dozHsULbB0CXDGU/AoQGObjAZa+THsQYaN3STjdhkShD2SQKGwpYa0naZHSyTfCjJm6fuIV7IYQqXiM+l4WEbIRQ7dI3LnWaeqF9Hfs0mTCSpskvZkSRCfjJlB4WnvVjVWEDXPE1OydE4/FtXcd7f/zcnbukhVszxZMc6yq6OjoOmQ8zv0ls3jmvfx/CPJrBu/yFWKkk0N4wK+LAu3Uzxgzdx6LjJXcfqKDsaugaNPofzu4qc2+lHIKgLtTFbHCNTtrFcH5brjRi7ymYi70cDTs4E6Ih5U0olW8eRNk2hMXYP/Jjjkyc5OZMiW/IzU4rjSJOyG+AN2y4iFjy7Id73Dg6RLgkSoRZmC+NVh1JN6Dw7YrKh1SRoRrFdC10YhH1xcpaXJeQRC4WGAk3DVYKw3s+XDwfIGBM8NQxDaa9K1RXPctWyGSI+r6XjuBYlO0/AFyXqb6Qu3ExLrIeTyT6eHs4zJ486bY+niPu9BdvU/fiMIL1NW7wxbgRrOy4iGmxkIHkATWg0RTpZ2rR5XozBmYj4DDJFe8HjUkFbbM4Ne037DsZTJ3BcqzqGrmkG4UAdeSvNqal9LG/ZRr5s8/CJiWqMw2nomuCB4xO8c8cqTP35U6WnskPsHvhxtQL3qScMhlJpQr4IIV+MvaOzHLtnLx+5YSurWhLe2RGCNW072Dt0H5ZTrh5j0Ayzpn3H875fDTW8WNQITA0va4zOHuPAyEOexbwQjKT6GJw5zHm9N9AQ6WBV23mcmHwW2y3TW2/w++drfHO/YjoPtpIIBIOpEBoVgasCUamy+DSXxpCFQhD2gUBScjQGUwGOzwSZzPkR25bx0/IFhH1ehk5PvMiFPSl8mkRzFdlBjXW7c3Q+dSehfAYdb+oIIFOysRAU40GafPUYm5ooxiKVgovg6fe+llv/7r9R6Rzfve4KpIK67AxX736E891T+AyvMrN3xUOc/38/TUPXKnaduofJzIAXBJif4IrlFls78uwaCSGVYHVjkc64g+020lG/gpXN5/B0/w9Raq4yoAmNiVyEjBXFNOxKZUrgKjiejFAfVOxcMsRgcoaxjDcdFfGXCPnK7JvoYapQx1d39XPN6o6zlswnsl5yNcIgGmggX05Vp3myZUXIH+Pcpdezf/hBXGVhOUWwTscrnmHcqyRBowiUSJV9fP7pIlG/l7tkA31TftLFJn5ry5g3GYZGyRY82K8zXdRY297N5cs7WN96ktaoy1Te+6xAdVE+r0tQH24lGmwgEWpl39D9VY3K6fRyb2Rfw9B8dCkbk8UJzIU9zXxjz6kFhKOnPsz53XNTZIZm0hjtomjnsF0LTfNaX6fPZ7o4BcBYtkimZOM3FmpeZgplMiWbhvDzC35PTu5GVgwF948LBlMamsAjemYETWgULIdv7B3kr65OVLdrjHZy0YrXcWp6H2W7QNgfp7txQ037UsPPDTUCU8PLFlK6HBl/ojoJcWxqCsspAUN8d98gm5e8it8+byNd9WsYTR1DEzrXrF/OG86TfG33KT5w9x5mi2WCpueTUnZOj4OCK8FB4CrNu9MHEAaGcGmNlnlsMIElNXIlnajfIy9KQVeiVAl1FBg+jVBvA/eL84hccC3ndTeypjnOfzzWhyYEmZLN8HSKTaqPm3J7aLjtKcKFPJYzt7i5uk5jPsWfPvAlEAIrFmL0is1MXL4BhKjmDH3nxFdpSZ6PKYaZyY/hSAeQ6JgkgoLLerMoPGM3qTRigQYvskAz2L70OsbzDzCWGUaiM5WPczTZhKFlsJTFptYiAVNjJB1na6fJeZ05knmbfDpPquhWiIGne1jdOESXNY2hWdx/OMXWJedQF2ld8N0ta4zgKokuNPxGEEP3UbJzKCVZ2ZzgohVXoGtGNW/Idq2q6673JXn/owFB06Fg6eQtjZDPrWg3Tus3YCzn41gyyMrGIgULHh2MUxe0qQvOki88w8cfGmNlg8Zbt2vctkcykNJxFSQCkgu6HX5nxxUsaVhDwcrwWN93cJSNpukUrRwFK4OGRizUCJpgtuBVpnYsX3ya7nfPX8FYtsgj/ZNQCfpckojw/is3LCB73gh5YNG8HKMyodUeCxEP+ijZC00BG8MB4oHnJxNKKTKlOcHwcFqrCqkVCtst4Te86uRwKr9ge78ZZFXbec/7HjXU8LNCKHXGnOkvGeVymQMHDvyq3r6Glzky7jhT9mEUMJpP4zdOJwl7EzcP9dfRP9nJZ69Zsej2b7u3nxPpuaBLR0qsiuWHLsCvC25YPU5PXb66uEjlmc3e3x9nz1jCc/GNevtYUV/g3K5MxbFX4dcVa+Nd+OV6Ij6doKFhu4q/fGyYdNlbcBylOJXO8jvbhzE0L0/J1CSuFMSOj7Djw1/jzhUXsnZqgH+/5bc5b7PL1rbsc6ODvOMClNKqo+Gm5qKUwNT1eanNoEho3XT458Y4Han4l13jnEiVzvisiiWJDLeum0LXvJTisgMPDSmW1mWJBxwm86f9dAQh0yFouKRKYZSCpXE/Pk2jTl9K3OiYF34oleJvnxxlNGvNW7h9uuCPtrTSm/CqBhlnlCnnCI4qY+FVic78RfNacJAs+PjG/hbKro52emJMzBmgXtA1y8U9afqmggRM6T2JQKBhuyYP9bfymjUztEYVyYIgbwnaoi5BPUiX71yE0Ji2+0i7I9XjLcsMEolCYRLA1IKV41O0mVsI6YlFrzuA4WyZQ8kS9QGDbS2hRStVJZlh1Hp2nourq2xcVSYoGgjqCeJ6F984UuLRkey8qo5EcdWSOLesfOFcq4HyY7h4guknhv3ccyLokRgFPi2CXrkPXl0f5I+2/vwTsWuoYf369fgXcWj/tajAnO3gXs7YtWsX27YtLuSrYQ7/k/M0lDxMaWSYwdmZeeTlNFY05ulLJvmtu+EdOzeBgCtXtLG2NQHARQMuU/sHyVuOl3+k6/gMb8zRlV576b6TTbxmraQj7uBIB8tR5B2dnGUS81ukSwZd8SKrGws0R+yKMR6AQCq47VgjIb/LdWvauGWzJ9D8l65lfOSBQ/TP5ACFkXc5PBlhQ2sWpcByNVZ/56f0PvAsH77xHexqX81lTeP809c/QzK2hWz7ygXnwtOPgBISocCVOlLp1VyoQEWTofCs7H0+xfo1a/Cbc+YtX9kq+eaeU+wemUETgu1dDVzcA/uG7kPhaUju2aczmimzviWFrgn8hqLsaCgUIZ9HvDRNI+Qz8AUcbKfMtDiICqboSKxgTfuFXg5MrsTObIB7joySLtnEAj5WVcSi5/fMtVKU2sq+oQiDyYMk83lOh2aeSWJ04WmCEgHJZMGovuY0pPTCMwEiARfH1SqEQaBrOqYBmzvLZMUm1iZGCEfygCAebGZDx06vugLsOjWFys45qjr5PJo6HVdhEg1GK8es6Gpvpqdxw1mv3W3A9dLh+MQzJHODKLzJpRUt2+dVXE5O1nN88hlc6VCy89h2maAZJuTzAQXy2kn+741X89/Ppnjw5CQzBYvGsJ9LehNcuSyLI1NEAvX0NG6oCmuf+zfnG84xPHMEIQSXroSnxzUyZYGuGcSDdZWKIrzlkg1sW/mbY1BX+w1/cfifnKcXKnL8WhCYGmr4RaAtsZy+iScp22Weq1MsOwKlBMvqi3zviMV77nyKjW313LF/kJs2LOEPL17DhUub2Ds6S6ZskS87SCXRhAYoprJFspZL1tL4/DOtbO8okgiWsKRiPBPAcjViAUXcX6Y+aNMUttA1bzEFr8IwnoszWQhRzmR46OSzfPnpE1y6ooXXbOzmP9+wg2eHZ0jmS/zw8Ai37VbkbINVoRle8Zn/xj+T4e9ueAcPRlaTUBZ1TYLdH3gdq79yP5F9Q4y96/IFCc6TORMJtIRtNM3FUV7zy3EBQ6DrBn4jRMAI4yqHslOcR2BMXeNN23p507be55zpy+if3ke2mOTEjEnRiQCTgEPM7zIjBbpQCCRF20QTirqg44k78SIOHNdiIHkAXTMZyS7hIz89SMl2EULgN3Q6437+8fothP0GxyZ2MZ0dqmYUrWo7j0igjieO34EtS5V2lVd1QoEQClNX7FiS4Y7DDfM1MkBTxGZ1o+f4qwtwxenqi6h83xDz5WmLd3Pp6kuYyY3hMwLEQ03zzkLQjMzz8dA0A7cycq1pZ7j6ImgIdzzvtauU5KmTPyRVGK/uL1Oc9uIMlr+6qiPpbd5ER91KhmcOc2j0UeLBpnkTPq606Z/axXsufRW/d9Fq0kWLYnmIo+MPMzjj6cJU6jjDs0c5d+krCfoWplqvbb+QQjnNTH4MUxe8cZPFnYdDpK04UiriQZPXbOzmit8g8lLDrwdqBKaGly0M3aS3aSsHRvvPeFThSo3ZgsGesSiHJk8HpQn2jc0S8ZkcnsjwwLExXrmmk0uWNfNw/xQlyyWZ9+7SC7aDKxXemuQtdE+OhAiZITrjRa+9ZIDtKhwpsFzBRC5AW7SEz5RIBZZjMJDuJFuyOTWbw3ElTw/Z5C2Hn/SN8/4r13NRr1eOX9EU54Fj4/ieGOH8p+5kSml84sLf41C4h4AmCRiCe441sbnVj3zzVXTvOULP+77B4F/dhIwEODkT4IH+eqbyvsqItc3OnhmWNxRRCgq2hs+QBDRJyZZMZHOUHJO+2THesDVIa+w5FrrPQVtiGW2JZUjp8umnHkQvO0zkY7RFU5iaS1PYJlfWkVIj7NNojQUo25kz9uAt7kJoDM8e49+fLFB2JAhvgsxyS+wedvnTOwe4Zb2L7ZbnL+rZEZpjPWiahpBaxVcZDN2oBDa6+DSN1U0FdhY0nh2PMls0MTRFZ7zINcuSOBL8mp+w6X1fQgh0MffzKIXBDes60TWDplhX9fGC5TCcytMWC9HTtInR1PGqaV/ACJN3LTShEzC9WAWlFE2xJUSfZwILYGT2GLOFsSqB8s6PIFeepX9qDytaz6k+7jeDxIJN6Loxrw13GqniJFK5+A2dxoiPB4efQip3Xlp5oZzm6PgTbF5y1YLtdc3g3N4bSOZGmC2Ms64jwtsuXs7ekTSposUFS5sImrWlpIZfPmpXXQ0vayxt2kiqdJCQcRAhvOmhTFnnkcE6Ts4EmS7Mz0vKWTZFy2H/WIpU0ea87ibeek4vf/fj/TRHfWhoHEvmqhMofkOgECjlVqaHNKjoHoRQmJqgN1FmW2eG/hk/Tw9HmcgZ5C0fieA4p2abcKW3iJRdieV6uUyff/I4Fy71Mnp66sN8c+RH3DsxgGYY3HbN7zASbkIrS8I+p1JtEOwai7NnLMYlPUF2/lk73R+4nZO3XMj3uQjL1apVqNmSyV19jfyvzWPU+R3ylk5jRFB2bEr2LJlygCPJJfTPjvDQySn+7hVbqm2154Om6axqjrNrKMlYromoz0LTXCwHpvJ+1jRbJIISUzeYyELB8kS3RTvACk1QH4LxTIpUsR4wyJdTlB3PHVcImM5lGU+No2maZ92vJLpmUrTyTOc87Ymum0jpTT5J6aIJDZ8eJB5qZCY7xdaOHJva8syWdHy6IuxToDQyVoSLl9zIwPQPMfQy2bKGo0SlogJrWpbTGJlr3bhS8q8P7WNwag9BM4Wpa9SHWrl1y04Gk3tJFyfxG0FC/hgaOo60MHUfTbFu1rZf+ILncjY/Oo+8nIYQojphdCYMzQQl5ulhTkMXRlXjNJHup2Tn5uU8nd5vMjd+1uMRQtAY7aQx2ll9bGvXwqDBopXj1PR+SnaOoC/C0saN+M1amnINvxjUCEwNL2vYTpnmSJ59Y0ESAQeFIFfWGEoHmCn6sOXCRcJFMZ3NccvaY1hFnR8f7ibsKyKlS9FR1AUgVfJVtDDeNIarQDmKqZyGJjRifomoGNutbPJs7XeNxulPhaprTLKgIWWeshPwtleKk8ksdSEflisZmMnT7uY58abX0vIHf8xVhz/O6Ec+zvWxNkYeO4qTyuIojzCBt3a5CPpmonTXlzn1F2+h69/u5VXM8u3L52fP2FJn10iMczpmyVsaSrqUbHCkRtYKcirVihDeKPcXnjrOR1+1/UWd77dsX8aRyTQD6WYCeplTsyVOzvpQyuDhQYPWiMW2tkl0TSCEYqbg47HBBgInNN5+ro0QAaTSUMjKxNgcGkJFXGXjuKrq8ipdC8udwtQCRIN15EspT5yrgZSSkL+OkBlGaAK/CGFpWUDREHJJl0Jkyt5+fLrObO4xfLqfkJHF1FwsV6fsGNSHI2zrrJvXHvrUI4dJph+kLVrgNGso2Se4c1+Kd+78Hc8lWAj8hpdc7UqnInR+fs+V09C0s08H6Ys8lwi3LGocp5SiPtJefV8pF48wsJwyuVKK+w99hbSVJTLmsKL1nEVJ1NngBUzeW62QKaUYme1jy5Kra+GNNfxC8OKvzhpq+H8Qh8YeRaoUnXHB8ekAhyaDPDUcZzzro+ye/fLP2ooHT/pZ2zxNqjBE2S6BEJi6N02TCHhtAkdKbNdbFCQaBUcnZ+mM5QwKtkbM7xDxu4ykffTPVqZQzvgXNF2KjsRVCk0TlB2XsUyR0XQB67tfp/933syyr32biX/7V3o+8e9ccf3l/OHONWzprEfXDCzHJFM2PL1HBSVH45NP9PA3Dy7jaze8jtHGVv70a5/EtMrzP6NloGmCVMnHtw/W8ehgglQpRNmZX5U6PJ7CPcvC91ysa0vwrzdt5/IVbRyc6uLAVDN+I0E8GMZ2DZ4dMfnS7hb2jsd4sL+OH/Y1kbEgawl+fFxnQ9saNrWOsKPzAFctG2FVwwzpomKmAEHdnZfsfCZcZeEzAsRCTYT8UfxGiEigjp7GtWzsuqzSwhGEfd53kLeMSqMJDCFpiwqypRkyxWkkLrrmfTd1QYewD05O7+X45C7ASw8/MrGXmH+OvIDXTMyVZzgythfT8DOePsnuwfvYP/xTUoWJF01eADrrV7NYOUUpRVti2YLHhRCsbb8InxE4I+ZAEgnUzav4tCZ68RnzW4K2UyZXnkEpF8st4qgiJ6f2sG/o/hd9vABHxx7Hkda81pTtljky9sRL2k8NNbxY1CowNbyskcyNYOo6uqaxtVPxoz6dXWPxF9xOA0azQT73dCvrWoocnwnhShdD8+z9A4YLSs2bdvHp3tgtwlvsy67gmuVTKAmD6eACUS1A2dHRcEEZBCpmY7qUvPN7n0BccyHLvnUnR6+/mqWf+SLB5XPj3n933RYeOD5ByRZky5ApG/h1F1cKhtJBNGBdUxG/oXhk/XkcXbKC933tk3z9yps50bkUy/EcdL+Y6mAy58dnKAKG5NSsw9aO044q3oKrC22Bsdrzobchxvuv3MCBsRRCuGRLM1iu42X8CEGyoPPwqUaCpotPd3GlRCmTdClBpjTCptYsY1mbJwYDHJwIe4nWlo+RjEFPvUEi4DznHVXV/E/XdEK+mPeoUoT9cTrqV9Jet5yfPnkXIpHByA7jNwo4ysIQDfQ2tTOePkrRylWnqc7YM2W7QMCMMDp7jOXN28iUbEyRYTGC4UrFaGqYTHGYVGGsSlpGZvtY2rSJ1W3nv6hzGA82srLl3OqEEXgaoaWNG2iNP1dE7aEh0s7Ola9nYPogZTdPxN9AZ/2qeVUUXTNY0bKNw6OPVcngadfgoG/u70IIwXi6n2xplmig7gWPt2jlSBWm5omVTyNdnKRsF+YJwmuo4eeBGoGp4WUNKV2aIgFSRQuJ4tpVFulimn1Ti5MYAWgodF3REi1zbqcnsG0MWUwVBLrQCftM8mWboE+RK3uLmN/QCFYIiEJhag4+XefxoTbqgqeI+W2khDN/310JsyUDQ5PY0iVnwerMOH9y/xf43iv/PzbefBP2K66k94tfIbC0l/FMgV3DM/TUR1jX6lU6PnDPPizHwZGCYsXgzqd7mTfLG/N0x/IMpQNMxev52996D++4879YfvIYX9h0PU0hi4xrUHB0VjVmuLx3hrqggxAajaEsg+lmTsy2samj7iWHzLlSMVu0yFsZ3IqLq1SqosUQmJpNwQ5RsL1KgS39OEqRK8/SGDYZTEkOT3kp30FTEQs4OEonU9IJGl5kA5UBXu0MjceZ8BlBljZuqnwnkJKDBG2DSCBBJJCYO1Y3j+2WPYvlBQUehUJhOUXKmg+lJPGAScDwPfeFABiahpQpkrkctlsCBH4zhCY0Tk3vpyOxsirgVUpxaiZH2XFZ2RRfEKzY27yJ9rrlDCUPo1B0JFYQPuO4F31/3ceyli3P+5olDeuIBhoZmjmI5ZQp20UM3YeuPVcArJjODr4oArPIiauhhl84agSmhpc14qEmHDlCd12YsUyRgu3w2k15lg0Vuf3ofAfY08uHrnk5OtJS/MdT7Ui80enTcQKmBlG/hiEMdE0ipZq3fAoECD+9DTFWNEXon52iOVwmEXTIlL0/OUcKJnI+lBL4TUlUd3nVM3ezduQ4H3rjB1gaD9Dw7jfR+/VvYnZ28YF7dnNf3zi68Kz817Um+KurN3Loz5byjfseRSZa+NSjfZxKFShaTsU5GPym4oIlsxydjjJVMPnMq9/CBU88wj/c/Un+8up3Ymk6Vyyb4eLuWUI+t0IEJI2hDH7NJub38wcX7XzJ593QNVqjASYyc20rIQQhU5IqCvK2wHLtioYIlCqgnFmOTiapC8CBiTp8+lzDSAjJUDrG2qYMRUcQ8rnedyJ0lIJUuZ2xMUFAzxD2G6xq6WZ9xwXVu/7R2T5sVSBIbMGx5qz0GVfA4guxEAK/L4QQGoYmWNa0lunM/IwhBSSCJpaTJVueRlX6ekUrS8gXI+ALM5LqY3XwfA6MzfKJhw9zZDLj+cIkwvzW9mVcu2ZuvFopxXf3T3Dv0TLJfJn2+GGuX9vJDeu6nnt4zwvbldx7dIRMyeGSZS20x0PUhVuoC3tTbiU7R648u2A7qeSiY9WLIWBGiIeayJaSC56LB5tq1ZcafiGoEZgaXtZY3ryNdGGKeBDiAR8lx0UAt249l+D3R/je8SlytieKFCiPvGhQchS7p+ffeUoApXBdQamgoQsXn65RkoqyI9GEwFcZ9WmOBIgFfXzi5vP59EMmJ6fuZTxnIKVGumxQsr27XZ/u4nfKfOjuz3KwZxWfef3v4maneeu//xvrH7gPs72DW7/0EA+dHMeVXuhkPOBDCPibH+/jk685j+V1ATZu7uXb+4eRCPqmMhQsm4OTYda3ZKkPuezoTiOlQEfyTedinmxdx0e+8xH+/eo3sq4ZghX3Wc/7RGHqkkCkyJrWFM3RhVb1LwavXNvBnuETVWZo6oJ0SWDq3tSUq7xzagqX1kiRnUsn8WmSvA1Fq5IhVNmX3wgTDdRzJGmQCA4gUFWh6LGZBA8NdKMJ7ztRStHTUMcnl3oGc0pJprLDXnvodOHmDPj0IKbm96aXqk9WogbwRNk+I0B9qJ29Qz+hUM6wpT3A43YvZWsQRzpoQhIyoDHktUyoEM3T+8pb6aq9f8Fy+MA9e0kVLcxKSW4iW+JjDx6iIx5iQ7t33X32iWPctqu/Wpk5PpXlXx48jO3Kair1C+Hx/kk+9uAhpvOe584XnzrONavaee+la6tVtZZ4L9mJpxdodCL+BC2xpS/qfYQQrGo9jz2D980T8Zq6n1Uvsm1WQw0vFTURbw0va9SFWzl32atoiy8nFmyis66Hc3qvZnnLNj7/21fx0VdkWNeYIWQ4+DSJX1fEjSJn5/Zn5BApsKUioHuPWq4kGjDpqY/QHA3y+i09hHwGf3LleQhjK2FDMls0cVwNQ1OETZcrMwf45A8+ytcuv4kfnXMZgWKBf779o7zvmnfS85nH+PiDh3m0fwLLVZQcSa7sMJIucGQizYHxFH2Tnp+KqWu8dnMPQVNHVrQ5Q+kgu0ejUJlw0jUFAgqOzpFIJ+981Z/x9l13svK+J8+Q5yh0zbP+F0KSLk5wYmL3z3Tub928lNdtCtEY8tyH6wKCgCFojrg0hFxMXVIXsGmJWsQCDiFTIiokozlSqupaQGHqPjShkSw20938WpqiXZi6n+FMgjsO1pMvp5FK4SodicHx6Qzf2H2KoeRhvrf36/RN7KOk0qSLU9iuNe84G6PttMR7iATqK/lKWmXKyTOyiwebaYn3Mp4+wXj6JJnSNMncMKsa0ly39iK2dvbSW+dnWUMdrrS8qTTXMz4886op2QXaEyv49t4BZgrzBdXgtd3uODAEQMl2ufvQyIK2kgDu2D/Ei0mAKdku//TAQWYKVuX7FEip+MGhIb6zb6D6uuXNW+lIrEKgoZRCKUnIF2dT1xUvqXXYGO1kx4qb6W5YR3O0m+7G9exYcQsNkfYXvY8aangpqFVganjZIxaoZ9OSyxd5RtGRCPF31yke7x9A0wT1QZu/um/hlMdi20LFsl7TCPs8i/xVTVGaokF+f8dKLlg6lwvzqVtfybODI7zrW3czXXAo2hrv3f1Net0ko5+4lctLiomxEV71b1/m1N/fxNZplx/0WfyfHzxLyNQpu54B3umFazJfRo6n6J/J0lh5j9dt6aFvKs1jp6bQK1ri+082cnQqzJrmPHlL4/BUhNmSz2sU6SafuuVt/PGxO+j98Pc4+SfXo5saRuW25rQT7ZHxJwn4wrQnlqMt0Ek8P95x4UVs7/gRedtitiD4yMMmpm4gCGFoGXTNRROKVNGk5HreLFJKNrdmOZaMkCz40TWDbNllLJOlMeInoI0hpUss2MDxGR2hKSy3iCpLYgHPm0QTgm/t7uPLT44zXRD4jAQ3rMzTU2ch1QyJUDNCaAih0d24AZ8WYN/wT/EbISy3hFIudaE2Ni25gniokadO/KCq5fG+d4XlWgwk94KShPxhdE1HnW5rCc9A73QVRuG1M8P+ONP58bOKopMVYnMimSGZL+MzFt5jjqQLZEo28eDiOpzT+P7BIVJFa8F76ULjoRMT3LKpB/CqJxuXXMay8lamsoMMnhzh4pXXvGTdE0DIF2Ntx0UvebsaavhZUCMwNfzGwm+ESISaSRenuKi3jScHxzB1sNwX98Pt110cZeIqcF2FD4kjvVTe/3jsGJ11EboScyZeW5d08OR7f5fb7v869h9+CHHTKsYuPxeAFjfDxZ/+Fj/4ozcT0P20R0u0R4uMZoPkbXcugPAMzBQsHjwxwWvOkPJM5UoEjLmpIcuRjGaDDGe98WEhvEyk02PXfckoz159KeunT7D2z/6bkffdgNOWALwqjuPapArj7B36CX0TT7G69QLa65ZX3+/UTI7v7htgpmDRHg/x+s091Ifncs3qI23sWP5q+qf3MpFNE/UX8BlhLKc4L97BZyh8lTFphQAhuHHNLCdnmzmWtOibDhEwNaJ+kydO7aanTrGkLjxvH7ZbxpE2hmaSLJQ5msvQGPZiBWxHcMfBBq5cMcPa5jwz+XFa472sad9BY8QzZ7twxWuYyY9TsrI0xZZUM4ekcucSmRUU7AwlyxP+elNLAlP34zMC6JqB7ZTQNROlJKYRQCBQCnKlGb676yOEECxLRDiRWsZzi+CtlXZdSySI39AWVeRE/CYh3wv/dKdL9lmJUs567iQXhP1xwv4NJAesn4m81FDDLxs1AlPDbwRm8+Oki5PEg83UhedW/JWt53nmW6rM+d3tPDM4Rlu0xHD2hdxDBWVXxxAuttTQBLTVeXbxutAYThf4yAOH+Pirz5m31ez37mDTJ/+DL733j9ESY3RRxpgt0P5Xd/D+W/+Q2ckYTCh8uuKKZdPce7yJiZwfWQkFPHNZMTR45OQEV9TN2dKHTIOAqWM5XvvCZ2joQpGzZeXYKjk9wmtZhHwmx2aWsmxVkKEP19PxN3eQ3rmKzNWbKpJWhVIOmeI0udIss7kxljVvIRpoYDDbxD/df7T6Xkop7usb5R9esYVVLYnqMYUDcdZ37mQ98KPju3hmcJoSeUxdw3I81+LueJGwKT1ypXkC0qi/SENokNWNJskui4F0E4OZMCHTJllwqQ/52N4heGpIry70jmthaCbTuTLhMwoUjrRRSueHR5upD06yvNFASpd4YC7PSAhBQ6QNmG+65lWidKRyyVs50sVZlPJIpZdorXBcC1c6GMJE0wykdNA1g6i/nqKdI1uaRXM8Yhnxw9K6IqZmcXhmHQLIlG1mCmV+fHSMvSOzXNDTxKaOenYPJ+eRCaUUO3qaMJ8b7rUIzulq4L+f7V9UJ7Cs4cWJc2uo4dcZNQ1MDS9rWE6ZJ09+jydO3Mmzp+7lRwe+wD37P0fJ8izqGyLt7FhxC92N62mJ9XDzlis5t+nFJ6M7SqCQGBp0xOeTnr2jM0xmvfdRUtL/7neSeeQhVv/op/zDW97GkemVFMZKdH3gdv7i5j8i7Y+hAa7UyFoGTw7Vsb45R9h0q/s8bYBnaIKgzzOw65uZc6xd2hChNRKYZznjSI+wxAOmp4UAdE0Q8Rv4DJ2SW088+gra2zYw889vIzpt0/Wv9yIQSOWJYm23TMnOky3PcHT8SfrGn+bpE98mpKdRSjGVK9I/k2PP8Ax//sPd7B2Z4YmByarJ32n82eXrWN0SR6Bj6hqGptMWLXP18inOlHsYmkccXCkxNJeWyAxb246xvH6Yku21wFJFm66E4opljjcnprwxYoWiIewnEfTE2VK6VEW5Ak7MBLjjUIIP3Q83/eePef8PnmLXwBHy5TSLQQiNhkgHtuMylUuhpDt3rMp7X4VEKgdLlpDSxdD9hHxxwoE4rnIqJKhCHoH2GPTUZQjqGfKWw1S2RH3Qu+4mcyVu3z+IkooN7XVeMEWl/HZ+TxN/fMma57skq9jUUc8F3Y1naIk8xAImb9y6uJdMMlfiibFcVVtVQw2/zqhVYGp4WWP/8E+ZTA+QKk7iSi/3ZzwzwIHRj/L/Xfgu6iINhHyReW6lTc0GnOxj0ZGVRSEou4pTyTQ9DXP+Mo4ryZZt4qkpTr71TbT/+QeIX3Glt4UQfOOVl/DAdX/LH9/4Xsq+AIYE2xXVakLB1gmbLud0pJgu+FjblKc+ZGO5gv3j9YzlvTvxtsictfwbtizlgeMTBH0GU7kyjpSUdIFUsKY1wclkllzZmftUStHbEOH1W5Zzf5+f2/Y/ydDy17PW2MvNv/c1Zv/mlciGCAULNKFQaGTLZdLlAo4ssaZpkP/a3entUwgcKbnr8AjPDs+wpC5McyTAG7ctrU7N1IcDfOo15/HkqSX88OBPaIvaNId0knkDcPDaMUEMzatoaAJMzcVVOj5dsrp+kPv729GFYFsHdCbgyhWSDa1ljkw30NWwjMuWt/LJh49yYHwayymhKvv1gjwVz45GcFQAgSJdyvD9A3u5/6jNW7cn6Uw0sGPZq6k7w/peKUVzrIddQ3vRseaRw6objZrzKZRKYuo+XrHpnZi6n+88/U/ozzF4MzVoj0r+5GKXHxxrZs/IzLznNSHYMzbDp15zHgI4OpVhc3s93fWRF3E9zuFD127mi08d58mBaYq2w4qmGL+1vZelDfP3I6Xinx44wAPHxkmm0nxr4HE2tiX4y6s20hQNvqT3rKGGXxZqBKaGly1st8x0bph0cQrLcZnM+7BcgSsFjuty2ae+zSdvvZGLeudaSmPpArtGkjSE/GRLJSx52gVGEDAkZUc7I3loPk6lSuTLDmva6tGEoCsRJnznbZz6/h2suPMejPBchaY0OMDJ33oDVzz2NC3/+TAHx0cI+9x5+xOVFsX1qyfRK1MkmvDoTW99kaPTGvFIF13ROWFtLOjjo6/axuefPM6BsVmEECxvjPDk4DQowbKGGOPZIrmyjay0Iz7x6nP56fFxPvrQMVB1BH1Rnu3cxO5Xd/OXH/x3MjduRO5cWRkxlmhCYdnT6MokoEtCRpa8FUIpb1IKvJZIwXaYLVp8+tGjdMZDnNvdVPlcgvOXtrO29Tr+84mH+dwzaVY35GmJWiQCAeJmAdu1q+fAI06STNkgW4beumlOzIT4yYkgfUm4arlNe2IJbzz3akzDq2Jcu6adwxMpIoE6sqUkjltGKfDrAkv60DWqk0JCCLKWweMDYa4yJ3jw6G1ct/Ht+M0wSkl2D9zHeOYkRQsCugChqsRlvv+PhqYZxAKNmIaP6ewQbYnlZ881EhAJRBnPFM/ytGDXUJL/tX0Zq89oyb0UGLrG2y9YydsvWPm8r/vsE3386MgomvAqRboQHBxP8zc/3s8nbj73Z3rvGmr4RaNGYGp42cJ2y1h2Hlc6zBQNSo7Adr1lR9ckU3mNG79wF39/7XLecbFn1lZ2JBOZEkXbRtMUfgFNgQK9TWVMDfqmQ0glKDo6M8WFC9NU0aEwlGRTS4x33vNvuBeez6o77gK8BOOjkxl8o8NY730Hq+66Dz0U4vIVbZScMsncFPYZmUNKQk+iiKmJyt39XCsgbEqaQxP8/sVLmR4YBODEdJbvHRgkb7msaorxZ1esx19xB/7KMyf40tMnKu2LIFIF6G2I8olXn0PYb/KdfYNVlbCuGRiaSSkQ5K9f+0f86dNfY8nhAcbecTmGISoW9C5B08VyLC9WAbBdr9VhaBoCT0QaD/hQCn54eKRKYE5j96jDD46GcVWIgqvQxDi2W6Bo28wbvhHgulC0BY0hm6aQRX3IApViKBPkU08sJxzwcfexffzNtZsJ+01uWNdFpmRz54EhXKlRsqbpTBSIBn0cnPQU0VLJKgMRApIFAyEEBSvDyam9rGnfwUDyIBOZk2iVOIWy4yPkKy+kr8LTC4V8Efyml0dUsvMAtCeWc2zimfmmd0ph6D56mzYTDQwynl1IYlwlaf0lVT8eOjGxqOB3//gsx6cyLG9aaABYQw2/atQITA0vWwTMCKYeQCpFydFw5Nw9c6pkkrUNbEfwjT172NwO5y3bSXd9GF0TVc2BUpJbNiWJ+RxcJSg7GqdSQcI+F0eKqrPumffibWMn+b3bv8amr32FxLZtAPzg0BBffaaf0vE+3vTtf+WB9/8b785YrA2FeO3mbp4emkbKIjOFLI70LO3bYmV664oIofDrCkcKpBIYmsJvSJYkCnz0/s/SYqxgxN/Evz1yFFkZL/rJsTHuPjLKx2/aTiLk583bl7GpvY67j4xStBxWN8e5eeMSfIaOKyVDqfy8c6dp3ojxbEnn9mtv4pqRp1j5/m9w6q9uQkXmjO18hmRTe5qhTNQLpBQCn7Fw1Hq2YC147I79Q0jpVRoOTDYR0GdY0ZDHdhW6mGvJ6EKjYGvEAw66pirfo3fKu+IF/PpxBjJr2DM8wz89cJC/vnYzAG/a1svrNvcwlMoj3Wn2H7+He4cUSqrK55u/YAfMihgZVU11nswMVA3e4gGTkbSfkFn2CMsZbSMB6EInaHoLvSY0mmM9AJyz9JWkC1NM5QarGxm6j9WtO2iItnP5coujk+kFBKIzHubyFb/4FGelFKmifZYn4WQyWyMwNfxaokZganjZQhMay1q2MZ4ZwJGgKpM8KNg3EUFKAQJGMiZ3H36EfeNR3nLeRtY0x5nK5XEUnNeZJuJzkBWCsr0jzUzRS4AOGO4ZBMbDW579HiuSQ7zluj+h8c6D7Fq2itFsmU88dIT6sQHe9J1P8Ll3fhg3Y/OBH+3lq2+6iNUtCT507Wa+8sxJdo8MM55O0hTK0xouMJo1aYs52FIhhMLUvEkdhSfMbQxZTOT7+OmDGlLEzvjsgqHZHJ95vI/3XbEBgI3t9Wxsr+e50IQgFjBJ5ufM1QzNT96ymMwJ7jzaQv2WLYjNraz44O1MvOF88ts8h1apNFY15Hkk6CPkk+TKdvX4Emf4lLTHF1YSxjIFAGYKZYZSBU5MtfH27XkaQja21Ij53eoklBfh4BGMkjO/PNMcKRL2D7JrbCVPDU5TsJzqmLGhayxtiAJRZgfP4Y8uaaYvuR9X6SRzI0jlVvai2NxWqJwPnaDpTel4AmAPjeEABbuIqzQvakIpUAJTV2jo6JpRcaCVtMVXUrDSnJzcjUKxsesyHMdmKHUIvx6gp2kj9RWDt1s3dzOeLXL3kRHKtotUsLQ+wp9fuX6Bkd3ZcHAsxTf3nmIolScR8HPVqjauOyOW4PkghGBJXYhjU9kFz/l0jW2dDS9qPzXU8MtGjcDU8LLGipZtDEwdYM+Y53CaK+scmIxwYDKKAnShCJmS+mCOqfSd/PVdj3Dz+vMYzcY5lUxSFzwtAPXutn06XLtimmPJEIcmwkziaS78dol/vPdTPLh0K39x1e8BMJFXbPrIt1jW0ITbd4Q33P8lPvjmD9CimwhgOlfijv2DvG7LUrZ0NrClswGltrPr1D188clDfHVPK1eLaeqCaQyfR6FOa0GlEjjSq0yEfBKfPsjeiS5WNc1PFN47mnrBcySE4OLeZr67b7BaBVAEmC0V0DWJUGDoCice5cg/vpGeT/2IyL4hJt66E12TNISKXNw9zkCml9H0NN3xNCGfSdGN4kgI+w1ev2WhJX1jKMBkrsx4toRSCheNw9NxVjdlCZo6QkBTyCFnlfDrLhKPvBTs+RWesOni07OYmk2+rJMt24v6pHh290t4/5Umn37sKNlSiKKVJWC6XLgkx9I6CwWEfVF6mjYCkAg3M1sY96o1AjriUWbyBRwp0QgRCwQwdYOyk0MqRdRfT0uil2I5w9P9d1WN7EZm+mirW8b5y25cUPkRQvB7Fy3njVuX8PjADC3RAOd0Nb5oL5Znh5P81d17KNoe2Rogz+7RGUbTBf6/81e8wNYeblq/hH/+6aF5ZkOuVFy5so2GyM8WJVFDDb9o1AhMDS97XLn+LRyc+iF/8aPJahXGCxCERNChM1bCrLRlym6SdOEnvGrNTu7pg6F0nvWt+Xkjvgo4lgwxmPKqCtuHDvK2XXfyV5e/nYlY4xnvLEgWdboOPM07H/4O77v5z3CKLgVy9NZH0IRgIlviTHiTPBY/OBLFkYIfH2/AZ0i2t2eqIl8vqFEwUzQ4Ta4aghYJ3zQNgTSOrCdtRUgVywyn8rz6iw8QC5hcsqyFt567fNGF8V07VjFbsPj2vgGmcyUyZQeBTiKok7Mk+8dibGjJoRAMvPsaGh88yNL/+y0G/+pGdJ+P8zuHOV8kcVUY23WwXYkj05TkCl6zeSc9i0zPXLOmnWeGk5Qct+rn8PRIPcsacrQHiig8B91sRuIom7ItcJlPXkxN4jdA2hJDk3QkojSGn38M/vKVbexc1sL9x8Y4MPoUzYGjCFFECJ14sJntPdcS9ntEsLdpK1OZQXLlFEIIdM3Ap/vxG4JYcK4yYeo+uhvWsbbjIibS/RXNy1ylSGiC0dQxmqLddNTNkYpUfoKjE0+Ryk8ghKA11MqqpgtekpHcV585WSUvp6EBdxwY4vVbegj7zyIiPgOnQyRvPzDIgXyOlmiAnctaePv5zy/+raGGXyVqBKaG3wj80WWv5NnRh/n23hOIin+qWUmdXtOUpWTDcNok5HNJF8soHuZt552HLa9i39AdNIULnCYLe8ei9M8EsZXgDx//OiG7zDtv/DOUWGirtGayn7c/9W1+/5V/inAVYR3SRYuC7eDX9UUX9miggdmSN1ZrS41vH2jlvuP13Lx2gt76ErbUyJX1avCgoUlWNhboiFugwNTHSBZifOtgE7FAkEzJJlOy+cozJ5nKlXnfFesXvKeha9SHfUR8OiISQIgSJVtSdjxzvMPJJkazs3REiwgBmSvWUtzQQc/7v83QWy/BXduB38ijiRLRQAc+3UDTFJqYordh8cX4hnVdHJvM8A/3H8BxJbqm6Ijl0dDJV0bIbbdIqhzh0YEQVy4bI6zblF3PuM6vS0KmS94OkbVDFGyTN5+zZMHI8mIwdI2rV3dw9epXI6VLqjiFrpnEAvXzyIPP8HP+sps4MbWbVGESTegsa95GMjtCqjBWaeXptCaWsrr9AgDG0/2LCmI1oTOZGagSmKKVY9fAj7Bdj8QqBcn8CLv6f8hFq16HqT9/VIC3jaJvkdYPQK5s82j/JFevfnGtpGvXdHDtmg6eeeYZtm/f/qK2qaGGXyVqBKaGly2klIykC+RKNn9+126OTmUImH5y5TKmpvAZClNX3HO8iSuWzhIP2oA38aOLMhOppziv9xp+55w/4n3f+zSGyGG7GgcnIwRyef71x5/mtg1X8WDvtkXff93Ecd7x9B386av+N67U0KQkXbKIB3xkSzYru2K8YhGdwrLmLaCOVf9bKZgp+vmvPR28/ZwRAsaZ5nCKhpBNtmxUq/+Wq4j6U2xvl/TNdFdHfjUhuP/4GG89dxnNz5luyZYs7jkyStA0CZomtispWkWEEBiaoDMR4Wv71nL50hNsas1gaC7lxjhH/uH19PzrPVj7B3nq2st5bDDOVF4j7DdZXq+4cZ3N4MyheT47Z+I9l67l4ESKg+Mp1jYMMZB2uf1wPbar0RCSXLtSY0lsgoyV4K5jnVzRO0ZrpIgAHKlRcoK4yo+lenjPpeu4YV3Xi79AKtA0nfoz3JmfC0P3cWKmk0dO+bBdydrmOG/cthnLSZEtzVAXbiPkO5OInj1oUTH33fVP78VyiguqLSWnQP/UXla2nvPczRdACEHQ1FhMgysVNIRfevunFiNQw/8rqBGYGl6WeM/tT3HngSGmcwWKjqdfifhNirZEoiOBiFnC0CFkupX2zJzIN1+WNEcz7Bv8Jj89YrCyLoLPH+NzTxps3LObG488xJ9e+25y/sWNxTaO9fHWZ7/Pn1z/HnrqikhlU3Y9W39dFFjT2sw/Xb8NYxFL+IAZxpU6TiVB+vRyWHZ1fni0iauWJYkHbI+YqMV1ISDorSvwYL9XOequ8zxobEfy5OD0goV+z8gsuZKDXumVNUeCzBYsLFdSciQxv4+Y3+Sx4RX0JI7g03PehrrGqfdej+/2fXR/8Lvc+Zq3IXUo2rB/QiNZ9PHhV55lwgUYms2xb3SWA+OzHBr3Y2iKeEBi6lB2TX5wRPDKlSFuXpvl3uNxvnOwm854ge0dWVY22CxpWM7qtgtojnWf/WKowJEWfWNPkrcy+I0g3Q0bCAfipAtTHJ/cRbo4ja4ZNEY6Wd12Prrm/Tz+408O8KOjI+iVCtuzQ0kePTXJv918Dh11CwWujdEljKT60MT870QqSWNk7rwXy9lFycLpUe7FIJVEIOZtt72rkR8dGVmwr976CFs7F4q2a6jh5YIaganhZYf3fX8XX37mJAIoS7x7XgW5sgPCq0TYUlGww2hajrqgi4tAR6EJCBkOnfG5sLuY36LkzDKbCfOXP/0B98w28e7r/3RuhvY52DJyhDfvvZs/ecUfs7yxSN7Sq4uLqwSOFAwlj5EInn/Wz/DNN1/MjV9+BHe+tIGhdIgvPhuktz5PwJAopbh2RXLRffgMScl1GU7laI8HMTUNVynaIrBv6AFm8+MA1IfbaYqsmefKpmuCZY1RxjJFLFfSGPaxob2eda0xfrB3iPpQDk2AEN7I853rLiNnZnj/V/6VL133esbbexFCMJIWPD3so6fRYjQ1weDsMQaS45xMFnh0IMBTw553jKYp8raOhsJ2BV0JbyRbAXvGo7zj3BKb2m0yZfAbBn49QSLUyvnLXoUQgpn8OFOZAXTNoKt+LX7TqzAVrAzJ3AgaOiP2M8xM+XCk4JlhQck5xnVr1uK6R7DduQmsweRBcqUZzu29gf1js9x7dKxKXsAjGP3JLF955iTv2LFqwXlvTyxnPH2CicypuTRqJWmKLqGrfu71PnN+FWwiCyMZQXdC0t0YmvfcWPoE/VN7yZVmMXQfTdElrG2/EF0z+KOdaxhJF9g3OouuCVypaIkF+JPL1tWqKTW8rFEjMDW87HDH/sHqWiznvMpwlUL30vc8jYLQiQci5MsltAp5yRYdOpoXJvXGJpOs+PB/I/7363lqrBsmFl8Yzhk6wOsO3Md7r/tD/IZCKbHoItI/q3H9Z7/Dx159PRva6xY8f/3GpYz8RRPnfPwuJnJlUNBTH6GrLszxqTQnkgJHQci0sFwNnz7nDnu6YjOZ90ElT6hvYop1bS2sbY6QLz7KlJWuHtfw7BEi/gk2tnVycDxXPQZXeqPCzdEAiZCPzniQO/YPMZpdRU+hRHt0tjoVNVsymKhv42//13t49+1f5NjS1XxvyyU4Ej732JMcHP4JsYBTaf0IXFdjptBIPOBnumCiV/KavFgGjZmCQ2tlKjxn+dmx4hX0T+3BZ0yhC4OGaCdr2ncAsGfgPsYyJyqpz4r+qX2sbjufZH6EifQpL026mMSWFgOTrXznoI9MWaAJuKfvAFva4XUbz/B0EYKZ/BhTmQEeOlFisUlmIQSHxs+WnSTY2n0NQzNHmM56JoMN0U666tdUPWUAeho2MJY6Qd5y+O/dBieSGi5gaoKrp3X++loXn6EzmR5g3+AD1faT5RQZnjlCycpxTu8rCZg6H3/1Odx39Ci7hkbpjNfz2q0bFvXjqaGGlxNqBKaGlxWklKSKC03TFryuYrpWH27ElQmy9j6afTaNEWdBYaXhzl1Edw9w+O9fhx5M8L61gtt25/jO4TBnli0uGtrDLUd+yl/c8PsIx8sfstz5LSLL9czvXFfwyIDLZZ++hzds6eVjN52zIGG4tS7C0AdfW/lcinuPjnJ0KsNDJ3xM50qU3CL5Uor+2QCrmwqV1oIn7S06Gk8NeZM0EoGiRDJf4g1XBsiXPPJiu5KpXAlHKoJGid/a2s3nn4pyZDJN2ZGcSGbxGTrJXJk79g/z7b2DSKXY3F7Pj0+u4qrevbRHi/QlQ5ycCZEsmggB//e63+cNz97Nu777BT54+dtY1aAI+WSVMGkaBE1JW6xEzjYImV4LTOCRCFWZspLSRdcMehpaaIi001DxTTkTJ6f2MJY+XiUGtlsmV5rl4b5voOt+Qr4ohmbiSpuyK7ltn6DsiiopcaXLsyMGLRGNy5bN6VNOV3UMbSG5PA39eTxahBAsaVjDkoazBy9Gg/Vs6LyE//P9Jzg2bVW8bgxC/hhPDMzyLw8e5n1XrOdUcv887czp/U/nR0jlJwj7E+wevBfHGmVzq0finunvZ2vP1QTMF0pVr6GG/3dRS6Ou4WUFTdOInDE2aupinqTSV/GoF8CSRBilFLFggGvW3IjPaJmfbWO7dH/odoQjOfXBm1E+k/GszYGxKc5ZInA+8lv8751rqAu4XDP6DK859hAfe807CflcYgG3Mul0RjSAgmzZQEpPKOxKQabk8IUnj/Pu7zz5Ap9LcO2aDv5o5xquXNnmtQrcIkI4HJqM8NCpBGNZk2xJZzzn495jDZyYDaEhCRku1y2fJu4v8Ej/CYQQzBYsDk+kmcyVmCmUGU4X+eHBg3z4+q189MZz6K4Ls6QujOVIUiWLbNkmV3bIlh2eHpwiZ1l893A39xxr5Mu725kumNiuhu1qZMs6n113Pf+98Vo+dceHuVAfRCovg+r0uVcIltZ50zfBigPuaXdb8BZo0wiQCDZzy6azk4CpM5xyS3aeXGkG2y1huxaWUyBbSlK2PZv+veNhcmUxz+tEVETbByfmVyuUUviMANet6Vi0U+hKxblLGhc+8RIR9HcxnmsiEW4iHmokHmrGpwfQhOCxU5NYjkveOkulB0jmxzgw8hDJ3GiVIAohSBcn2T/00//x8dVQw68zagSmhpcdLlvR6rmkAn5dQ684w+pCYGqCqM/gsuWtvGJtB6/Z1M0XXncBr1y/hv9z9duZSHsjusHDo/S+7xuM/fZOpl/jTYPMFr0qgSXhe4ckX9vVzz/feA4fDU1x/fHH+dxr30p7rExD2MGRGo40PBFudTpI4LiVKoTw9DAKsF3J157t56u7TlSjAJ4Pr93UTcTvVRWUUuiaxmgmyLcPtnL74WbuP9nATNFEEx4x6IoXaYnZuMrPiakix6YyHJ/O4MgzKw4wlXf59ON9bOtqIGAapIu2N41ku0ilque05Cr2jZUZS8P9/U3MFH0oNK+qoSptM2Cks5Mv/O7b2fKVe1jy4B5cNfdeQigi5nyBjy4UmvBcd/06BIwYkYCPe46M8rGfHmLyjLygVKHMN3af4sR0Cik9HU3J8tpf886gUpSdHIbuo+hoXoXnjFfouolAo/wcrZHPCLCkYS3d9RHesn3ZvOekUpzf08itm19YOPxCmMwWKdouhubD0HzzCHSmZJOzHPz64nlISkmCZoTp7NCi5njJ3Ahlu/A/PsYaavh1Ra2FVMPLDp+99XxyZYcHT4xTsBTRgElzxM/61gSJoJ/3X7GepY2LZ7t87PV/zTffspNEcpYT//x6qLR1io7GREphaz4OT0YZzfn54lN9XDv4LBcd28uPPvZlQk8/Q1mW6Jvyc9qa7ch0hNWNOYq2jiO9xzShKnb4XpsJoGC7/M7XH+Nv793Hw+++lqZoEFc6DEwfIFOaxtB8dDWsJR5spCES4IPXbuIvfjBE/4w3LrskYXPL+hlOzuhkyzphn8NdR5swTZjOm3x1TwszxQKDswZN4WIl5Rn8ho5P11BKMJxpZKro+c+EfAYlx8V2JUp5+qHnYrqooyErhMQ7jljAwadJDF2xvSNNQ8ji6fe9jhXffIgt/3EnB991A2gewXEUaCiKlnde3IpeqSHk0FUXQiqdguVyeCLNofEUTwxM8S83bufevjG+ufsUZcdlTaNFT90srREfGg5CiEorak57ZLsOphGjO5bhcRSC01U4QdifwJE2bdFsJf9KETCjrO+8GKPiw/Lmc5axY2kzdx0exnIk53U3ceHSpp+LQLa7PkJDOECuvHBSqy0WIhHw0Z5YQXpsasH7RQP11IfbcKS96LG4yqHkFPCboQXP1VDDywE1AlPDyw6apnHbb+1kplDi0ZOTrG6Os6I5/oLbOdksx99wM5e9/v/jw74TtFkumlBMF0y+szfOxz7zj9x+4SsY23QRAsXyJ+8jZU6x5PP/xe8ZOm+/YDXf3HuKD/5oD6dm8hVyIjgyHcWvOdSFLFxlYDk6IPj09/6Rva0r+My5rwHAVXBsOsfyv7+dXe+5irHZB8iVZ6uL08jsUVa3X0B3w3q2djbwiRvX86NDd2G5kuUPP0vDxx/hyf94F7NFg+m8QV3QwW94FY1s2cByJSPZIA/0J7hwSYr246dY9f1HqT85inIUvW3Leeaq1wGXcNHSJn54aBj5PJ4mABKNkKEou54xYMzvVsiRpDVisbapQF8yxInX7aTuwADnf/DL7H7PayjXRbz4AAUFx2vfKMAQGpbrp28a/EaOZQ3RSqyAIJkv86Ef76NvKotGZRoo1UpjOMN4rkhrxBNpK7wKipQuRyYDPDoUYaYQwhB+dC0IwiBgmPjNMIZm0OSP8f6rLyGgj2PqAdoSvQtGoJc1RvmDi8/eyvpZ4Td0rl3dzjf29M+bdJJKcf26DjRN0N24npKTY2jGm5YSCOLBJjZ2/f/t3XdgFGX6wPHvzNbsJpveSCEFktC7iFSlK6Agop719OwKntx5Zz29n13s4tnPhpVDsKEiKEiXTkhCgDRI7z1b5/fHhkAMTQRC8Pn8lczuzLwz2ew++5bnOQ+TwYLV5H/IZdcWow0/0+Hn8AjR0UkAI85YQRYzk3vGHtNzK7/5iqLnnybx/U8whkcwB+88iH9//Rofp+r51ecZQ7aup3thDndffx/1b/1IfJAvl/eP408DEvAz6pnx/s+43d76Rd7l3HqK6o7+76YAdQ43V85bxr9GV7X6Zq2hkVn0C1EBSeh1RrpEDiC3cgf5FbtbntPo9A6T5FZZMBmaK2oDRp2n5fibCwIJX5HG9B/nsWToeXw19Xriw4LokbaWi9/+Pwpj9Fw+azbL9xTxwcbslqGjX1Obe110qh7F7cHX6AAUdIqHQB8XPcLq0asQ6dtEYZ0JR7d4qv4RwcA580kbOYhv/Eeyr8bHu3qouXWKouJ0Kzg9blRFoai2kfiDshWvzSlrVSrA7jbxS34S8QFFBFlK8TOCQWfGx2AlvcTB15lGekdUc05sNQbFQ53TyoqcUFQ1AD+TiYGxwVw1IIHEEBsQetS/z8lw8zlJWI16fsgspLS+iUibhfNTopjePESlKAopkUOaMwDvw8foh7/lQFvjQnqRVrCq1TE1DWKCuqGqshJJnLkkgBEdktPt4au0fRTVNJIY7MeYpMhjrtx7ME3TyP3r7Sg6HSnf/dQqYFAUhen9zuHHrNXsrT7wrzJy6yo65+XxxrSZhDeveEorruKerzfxyIR+TO4VyyV9Yvlsay5Ot9Yyr2H/oY82zUUBMkodhxwWcLrspBesJi6kF34+wYxIuozvf/kIizkXBYV6h54dJVbSSlsn2Dt4gVNAQxV/XfEBzw25nAXdzkMBdjn0NIy9jEsvGEH+rBsIGDeR12acQ7DFxHMr0nG4Wzd6f2Bm1CkM6xzGsj3FaM3XFuFrZ1yXMrzzpTWCrS6CrU6aXArVej0/33MVga+u4Iq6+Tx29lVo+yefAm7Ng+JRcDfPufl1jZ9DBVN2t4mM8s4khPYgITiLJmc9KArr9lkYEltJlM2FouhodGgYdQ2cl5BDaolGrSMCH4OehGC/I/9BTjJFUbh6UCJXD0pE07TDDk0ZdEYiAhLabI8N7oFONbC3Ip0GRy1mg5WowGQ6B3c/2U0Xol1JACM6nN2lNTyweAtFtY2oioJb8/DJlmyemjzgkKnTHfn7yJ09k5plP6APCiZoxmVE3f8wJa//h/xHHyJw8kVUffMlFZ//j9gn5qDo9Oy9727cdbWE/eUmXrvpOv7+5VpQFM5O20RC6V6M9ia6fFzN/Gkz2aL4UtPkJCk/k72v3M3akhxm6lUuTOjJA0OupsjHn3NTVzA5dSnlfsH035vK3CGXtmpjRG0Zbyx8lO+7DGbukMvQ3Bp5T31L0o8rMDma8PRKoGLmBdSGmWly1ZGfuY7AJz9DtyWTsJhYwidPodxgZWtRMDtK2hbvc7oPFLEcvXsdTXojC7uNatlWa3exbFchi8b14fwuSZS+/19iH5/Doxf0J8rfwsyFG1qOdfBy5yibhYV/OY+7Fv3Clr3bGBRVSmxAU3O5AwW1eWKuy+PNb2LWKzQ4FZ4ffDndMlKZ++VT3D3+NupM3urg3tpC3j4Zj0arHCweTaNHhD8ltU1tPuTdHo2U8FhGJJ9FXkWat8q0vpAoWymKouL2aDg9zfN1gCi/AjYWGvk6zc2A6CDGJLVdot0ejndeTVRgElGBUnhR/LHIKiTR4TzzUxoldU3e4MXjYWdJBZ9sziLl8c+4/N1F1DQeWK2iaRq7Lp+OPiCQ7j+vJ+Gt96he/A27LrmQ0nffQrPbQVHovnwtQdMuIeeOmyl+bS5d539B9EOPUjjnSWLKG/jixisIVz30zs+k+q6HmDvrBRRNY+q8J6lqdGC2N/DIF3PYFNODp/46l+0Pv0rXxkpeq1zLhG5RJIf50aMki9KQSGZe+jCbux6oc2NrquP5b55hTUwvXh5yGRpw0falRC5fx6tTrudf19zHFn0owbNeRbE7Memt2O57E5ericZ3HoRLr6D01VdQVT3XDorDamg9c8XtAbv7wAdjj5Is0kPj8RxU9FAB7G6Nfy/ZzpbIrtT/so71uaVc8+EqPtmaS1KIX8ubhepdyoO/j4ElN49Gr1N5cdpgbhw6iiCrHx5N781potMw6ryTaj2adwis0aXS4FRpcKmsiuvHPWNv5elvX2Jw3jZoDlpMBg++BtW7Yszk/Y7l0TT6RgUxd9pgwm3eVTkOl5vi2kbK6proGuLHhG6d0Kl64kN6073TUBKC9S29Xg73geSEGmAzO73LrhvLWL678He/Jg/F7mxkZ+FaNuf9QEbhGm/PkBDihJEARnQoOeV1pBV782K4PR427C2ltM6F3a1R3aTxZVo1/Z+ZT32TN8dI7U/LsOdkETf3dXySU/AdPAR9WBg1Py0j4rZZaG43nee8gDmxC6HXXo+nvp6o+/6FpWcvwv5yEzqbjabMnRT95yVwuQi/5XYCp19Kflgsn0ybRcq+ncSV7cXstPPxoCnMP2c61cGRfGnuRMCUiwgtzOXDq0Zw16geAOTPuJHGqDh0YWH4mQxYPE7mfPs8WYHRPDniWsA73HPFlm9ZOHYGGfHdKAmL5D+jLqURA4GrszHmFGNIzab+n1dQG+1L/ajehF53AwAX95/IExekEBvgws/oxkfvQacYMKoWDM0BS0BTHQ2G1j1VLfWWXB7WV3vYm72Pv32xkfzqBgyqSid/C0MTwojwM9Mr0p97xvSk+OFLiA85MDl6Wq8IJqQkExfkj9Woa14SrWDQGXG6ddQ79DjdCrmVZjSPNyNvtY8ft0z5J6NyNnHbuk/x0bu4YWA2t52dx6yhdu4ckcRFvWL4v4n9ePbCgQT7mnl2ykCsJj17yusoqm2kvMFOcV0Ta3JKW13T2Z0PDLdoBw096VVvuQKP5sLhbmR3yTbyKzJ/5yuztar6Ylbt+oys0q0UV2eRXbqNVbvmU1i9h3p7NR7Nc/SDCCGOSIaQRIdS73R6c6WoCtnl1TS5tJZv2RreoY2iWo1ZC5by5p8uoHFnBu6qKjZ1CgKPB4/djmI0gtsNioI+OASdn3cOhOrj/WZvjD2Q30Mx+1D51UIM4ZHoA4Ow9h/EiMRwEkP8SHN5qDH7EltZwM8hg/mu+wgu3fYdSeV5hBXnUVycg++gs1qOpQ8KpntiFAVu7zd+naowbccydC4XC3qNwepjJD7Il0CcBNaUc92C1/nz/mvTwOB2Uppdg9FShMdqxhMZjAo4tUas/QZSuXABiqIyqfcoDMYkHl+6rWVliwbYXW6Kahqp9/EltK7ysPfYaq+nDAPpxdUkhdowG7wTQXWKQkqYP+clRXDfmN6t9mmw17IuaxF2VwM+Rh9M+kjKa/NRVRWjzocIgw/vbtJRUKOQW2mi3nXQW4+i8NSIq5mUtZoXv5pDwaALsfiq2MwVpIRmMLTrtFZDK5vzKyiuaYTmScQNTjdrc8uY9fkvrLh9PNbmRIZju/WipGYLRTWFLa8RbzFNjdxKH2guPRDtbyetYCUhftEnbMlxRuFaHO4DQ10ezU15XQErMj7G1xyA1RhI55CexIf2PsqRhBCHIz0wokNJDvWnU4A30KhucrbOkqqB0w0ON8zfXsHfv9hAaXUdxpjOhN1wC9YhQ+mxfis9122h19YMNLcbRd82hlcOGlrxNNTjrqkh9vGnWx5TFIWHxvehV2QAiubBqegIra/kzXn30DcvlfzoLvw84zbC77iz9XHNZiamRLUqmlgUEccHV9/H1B1LWXpeJ7qHB5BX6u1heunCWTxzx0vce/0cbr783/zlqkd4Imoc32bqWpLjeTQPZsWGYmg972VcciQjEyNwe/av7wGDqnL92V2oTe5NQmU+Rlfb3COKAr2Kd7MnPB6nx8O+6vo2C6mrGtqWathTshG760DSNFVVMRm9fycfoxWbjw+3DtFzZb8GJqeUYlLd6BRvkQMFDyadmy19+vP9ldMY8tg8gtKzKK2zsyZ7N59tXt8qT8qSzEJyKuuxO90tk4ndHg/ZFbU8+kPqQdeicPGAaZwdl0yIBfSqhwanyqYCP3aU+qJp0MnmZEQ8uDxOcst3tLmuX7O73Ly/YQ8PLN7Mo0u2s3Fv20KaDlcTlQ3FLb9rmkZdUyVOVxMujxNQaHLVsbNoLfmVJ7bnR4g/EglgRIei16lc2jeu7WTH5kqGTo83n0qDE95at5sPv1mFPTeb+i2bSfniWywp3XAWF7HvX/d5Kz0eQcHTj4NHI2j6gQm3DTu2AxAb6MtLA0Lxszfgiu/CtJIdOH2svHP9v/l56IX0mjQRR05Oq7T1AH2jg7jurC7e5HFAZlJ/svoNp3HoaPJnzyK7vJYKg4VKHxv68lKWuyxsNwRQ5B/BX9YsIDx/H6sNUegamlCyiwi0ROCjBtGwdXOr8+wPsh6e0IcxSZGMTe7Eoxf0Y1L3aLb0HYlRc3Np6vctz5+z+HnuXPUh43atJaksjy+7jaDB4aakromM4mpqmrwBhKZpdLK17aWoaSprs81s8EVRVOwub6VnnaoS429hX421OfBUmhPOqdjdOhpdOvr11Uh74gpCvt1E1CdLKWtwsmhbKpe//zMfbcoCIK2oCqe77d9OQWHj3tbDSIvTy7n7GwP/91M0H2yJ5PUNUSzLDqK0Tk+X4AauH9iAQecNSl2eI9fQqm1ycOFby7jvm828uXYXr6/ZyQ2frua/63e3ep7WMh3Zy+m2H5RsrvXrYV9F+hHPKYQ4PAlgRIczrXdnHp7Qh7M7B6EAOgX0utaxgqKAp7aGzvm7qTb7kbqvlKrNm6lbt4ac224CVUU1t12xtF/+E4/gsdtRfVsvRy7+z0tULFxAQ+o2sm+5Hv8JFzB50kh0gUHYasoZuHc713cyMn7lAioXLcBjb/uheMWABD66ajidbD70jw7moyuHU3bbPQTnZjJs6zJCrCYW9J/I1Wvn0zd9Hf4l+dy69L/0zk1jszmKbZZoNkV3o/bej4mvCIeVKyh589U251EUhZFdIrhnTC/+ObonQ+PD2FvVQL1fIAsvnsmNGxZx84YFxFUW8FnP0YzbvZaHlr7Gt92GszsisWWybm2Tk4ySasrrm/AzGbi8f1ybc6lK254so96MnymYQGsE/j6hhPl1ptEdTVqpBRQFo05Dr3rQqx5Meo0Gp46KRgP1bh1vXHg16+rDiH9oPj/vVthTVsMba3excW85FoOeQ63V0QCz4UA71uaU8sqqnWwvqqaqycjeGgsOt3c4zN/sprTeSICPdw6PpmkEW4+8EunOhb/wS1459XYXDpeHOruL3Ip6Xvo5ndK6AxPHTXofAizhLb+7PM6W9upVA7qD7lWjTOwV4rjJHBjRIQ2ND+Pbm8/n/Nc/Z2VWLQ7Pge+2CgqaptBosjBz6r1E1ZYxe/U80scMx2y1EjDlImIfn0PlogUAfLYlh437KrAW7WUCUPDSsxhDwoi+/yFK336j1XkjZ82m4NGHacreg/+Y8cS9/Bq3h4TgPOsBspUSLn3/cXgfavsPJPaJZ9j38P14DloVtV+AxUSYrxnfcH9sPkZS9Tb2jJzGhG/eZkePISw++0L09ib+tvJ9/BwN7AqJ5a/nz6bcGoJeVXns/Jn8c/k7ZE8ciz4ykvCbb6ds3ntHvW+DY0Mw6lS29R1JtX8I5y77hOlfPIbidpMTHM3Kzudy7pYfsP/0Hi8NuwKnpmB3u1EUhbyqBnpGBhLgY2pz3HBbHFUNRS2FFfczG60MT7oEg867z56yRdQ5dC0f6LpWy6QV0kqt6BTYWuzLtl6j+CUihX9//CQvj/ozBYkpfJOez2X941iZU9KqbpSmafiaDAyIDmrZ9lXaPuodLuwud0uPnabpcHugwaWnqE6lpN5FqBWCfTsRZos77H1zezz8tKf4kI8V1jSyOD2fqwd1admWFHEWm3O/x+m2o1cN3vwuqoqP0dZqCNHH4HuIIwohjoWiaYdJs3kK2O12UlNT6dmzJyZT2zfFM9nGjRsZMGBAezfjtHcs9+mzTWk8vGQbeZVO3JqC61ejCzpVwaRTMKvVGHU6Zg7uTlaDgcoGO7vLa3FrGgFmb92bsd+8Q0h4ENe98dJxJcY7Xk/8sJ0lmd7JvS6Phx1F1WgHJXLbX4tIVcBi0IMCXUNsBFqM3N/Hn6GDBx322L/25NLtfJtR4O1hadbgdBHoY2R7URU+pUUMy9nMwt5jOXjQI8hiIjbAwvndo/nbuT1aHVPTNLbk/UBRdXZzjhgNvc5Ij6jhdAo48MH+S9b3jH9zHw53285fDY0LkkrYUWKj0aXD4VapajTgo+i4d/HLpEWnYLvxduZMGcAV7//M2txSGpze4MRm0pMYYuP5iwaS1Fw24vb569i4r5yN+8pRFOWgJHEaVoMHP5OLZyZZ6NUpnq4Rg9qUDzjY3so6Bj33zSGHrjwaPHZBX24ZmtJquyrJrgAAHatJREFUe4OjlpyybTTYayiqzgY09LoDc5UUoFf0eXQK7MLpRN6bjo3cp2Pze+7T0WIE6YERHd4l/bszNiWRS95bzsa9FTgdrlZDDBa1ikq7LzVYAbh7aRZ+RjuxgeHsq6pHVVUIgsuWfUC9xca8/pOJTM/ngh7Rp+waJnaLYsmuQtCgxu7Co3kz+BqauyhcTu9qK7fHm6HW32zEatRTZ3dR5/xtS3LvPq8nIb5mVuwuptruICbAl+l9YhmREM6Dizfz/U4z2+I6o5XXtRRH1ACTzkmjs46f9+xtE8AoikK/zmOpqi+muDYXvWokNrg7huaCiPtFBnQmKSSHbUXGVknqNA3MBu9wUmm9t3K0R/NWuHaqCo9MupOpv3xJvzn/4POY13lh6iD+s3onX6fvo7C60Zu51+Phm/R84oP9MOhUIv19sJToMep1rQIPTVNwaUasJn+m9Zvi/fsfha/JgL/ZSGl9U5vhK72qcEG3tq8Vi9GP7p2GAuBwNrItfznldfm43Q6s5gDiQnqfdsGLEB2JBDDijBBgMfGvcX244dM11JfVou3/4PU0Uulomyq+1mFiV3EJPmZvUcGJX7xBbUQnVo2Yigps2Ft+SgOYPlFBXDMwkXmbsjGq3t4CVVGI9rdiMqjsLKnF5fGgU1VCfM1E+3sn0kYHWAg0Heg5qFi4gOyb/nzY8/j07EX3pSu5fnBXrh/ctc3jtw/rRmpRNVnltQeGeVQPNlMTBlWh0alQXFPDuj1fMiB+Anq19eqnAGs4AdbwNsfdLyowiecv3MM1HxeQX6ND0xQURcNi8DAkpobkUBtppZBXreJyK81Lpd043fBBn4nUKhVccuWFTJ54C7vMwdTZvZNjfU16apqcLErdS2FNI09OHsCMvnGszS2jc6CF3WV1LXOkvOfT8Y/zeh5T8AIQaDExPqUTC7bl0eA8ECBraAyJDyM26MhDQUaDDwPjJuB0O3C5HZgNljbDbUKI30YCGHHGGJYQzrpZExn/+lJSC6vQqQpOl4rbfejnO9Hjsju5e81H5AdEkDti6kEf2qdu+Gi/qwclckG3KBZn5PPOL3uwO90Y9d7gJD7IQ351A6G+ZmICvD1JGnBRz1h0ngNLef3HjKPH6o2HPYdylKHacJsPj0zsxyurMvisJg8PGgFmB2aD0lLMKdpfo6K+gLT8VfSOGfWbrlFRFAYnTGTpLZl8uimV73c1YDMp3DikLxb9LmqaSsmp8vY0VTRCowucLu8clAibhbLgFGZO/jt3f/ECPyYM4KuUEaho1NhdpJdW07dTEOvzytleWEmvyEAemtCHd9fvIcBcRmZxFT5mI306BfJ/E/rSNzr4N7X9vjG9qLM7WZdXRpPTDSgMiAniP9MHH/MxDDpjm14pIcTxkQBGnFFsPiZWz5zI3J8z+Dp9H8t27TvsczUUZq94j93B0fw0YAL7B0XcmsbIxMP3IpxMwb5mrhyYyLldIvjwwSfoO/91nrj/fcL9fOgREYC/j5GyejvhfmbO7xbF5B4xbNx4IIDR+fqi8/19wxI9IgOYO/1sekQG8OHGXdTZG9k/89Sk1zgv0TvvpKwu74jFBw9HURSig5K5a0wyd405sH3N7l0ATOvpxumB9BIdDjeU1YFeryc+yJftBZWUu1Rmn/9X/vLL5zzw45s8Muo6UFUaHW7K6poI8/Nh874KekUGMiA6mAHRwThcbjZv3szgQQOP+76E23x467JzWL67iJzKerqE2BgaH3rc9YuEEL+PBDDijKMoCreP6MYtw5Kx/fO/uNyHnpz5zxXvkhaawBfdRmJze1rmnZzfLYphCWGnttG/EhVg5dpBieR8beSWoUkMiAkmPujUVk2+dWgKNmMtC7aWUO9UCbNqjIh3ExOgUd0Ey7PcLMpYj8VoYHSXCMYk/76CiEHWKKoaSjDoFK7s56a6yU1BjcL3u/Q0uvwpq7dT2XhgWfqbg6bStyCDVxc9zr1jb6XaLwi724PboxHm23qJvFGvQ38CetUURWFU18jffRwhxO8nAYw4Y+lUlZExNr7LabuM+d6f3mZXTGe+SBzp3aB5KKtr4vZhKdw8NPkUt/TQvHWEVKb3iWu3NlzWvw/hllTcngOZcMvr4fX1BuocRgIs3qzBa3NKySyt4dZhKYc71FF1Ce9PRX0hVQ2FKIqKvxn8TRrljZGszlUorqn19nYctHByS6cUZp0/m6e/e5HPu40i96xz6eRvYWyyBBlCnOlkFpk4o71jKmPhR39n+Zs38sFnDzI0dwsPLHuTfaERDNydxo9v3cSiebO5dd3/6OSj56u0fey87mq29U7GY/dmkC2f/ykbQnxpzNx51PNl3XQdeff8jT3X/ImNoX5sH9ibhu1b2ffQ/WyKCmZLchwViz5veX7dujWkjx3JxlA/NobZ2HnR+TgK8g957Ma0HWScP4YNIb5s651M0YvPcrKzIOh1RmKDe7Q6z5LdOmrsKhbjgR4hVVFYtGMvJbVtg8VjpVP1DE6cTI+oEUT6JxIVkMxZiVO4c9QoQv3MLbWufq3JaOaOSX+nR2kWl331Gpf0ikF3jJNzhRAdl/yXizNW/dbN5P3jLoa9/gbJ67axOrkfT333MpsjuzBq5wZqjVaum/4QT024lUFZm5iw+B0aHC42/ukO3NXVFL34LK6KCvL+fidR9z+ET9Kx9cyUvPYKvkOG0mPNJnT+NjImjsZVUUG3ZavwHz2W3DtuRtM03LW1ZE6fgu3c0fT8ZRtJixZjz8mm4KnH2xzT09jIzqkX4HvWYHqu3UzsnOcpmvsiJa/OPdG3rY3kiLPoETWcAEs4FqON0npffM1BGPWth2mcLg9fp+VT1XjklPxHoioqscHd6RM7ml4xIwmyRhDSXIH6nPhQaB7m41fp+lEU3hx2OTuSBmC8fjrOysMXqxRCnBkkgBFnLEduLigKpthYQpK7ckeEiRXnXUJTQChRNaU8O/p6KsJj2ZvYmy+n3c6Q1V+i83io8bER8+QzFD7zJNm3XI8pLo6IO/56zOe19OpN+M23Ye7SleDpl+FpaCD2qWfxSU4h7KZbcVWU8/rXa7j53aV8N2I6T6eMZ5NmxW/IUAIvnEpTetuiguWffoQ+MIjohx7F3KUrAeMmEv3gvyl+5cVjalNBdQMv/ZzBI0u2MW9jVvMqmmMXG9ydsxMvZETyZYTbYjDqWq9msrvc7Cmv5YWf05j29k/c9NkaVmUdOnPt8YgKsPLJlWeTEupGp2gH5ZDxBjK+RhWTQU9GSm8++/Msds24iKrvFp+w8wshTj8yB0acsWxjxmHp3Zcd5wxEtdnwP3cMM59/jNGf/A/Xl4188+bN0JwvRtE09G4XtspiBsUOImToFZR/8C5VX39Jz/VbUXSHz9L6a6a4hJafVR8fDGHhLXWXVLO3QvPirdkUWgLZGH82w959jY3P7kXnLEfdmYZ10Fltjtm4M53G9B1sDPc/sNHjwWO3ozjbVpU+2LLMQp7+aYe3erOisFTTWJyezzNTBhJu8znm69pvQEwQORW1B6Xnhz3ldbg8HuLNJhQFdpd6K0M/M8VEt4iA33yOQ8mr3MFj4+08t8rAqlwdDreCTvGWI/BoLiJ8a0kItJMY00TR89fjfO4tan9eTswjT5yQ8wshTi8SwIgzls5iIfjKa3AUFmCKiaUxLZW0oQOJuOOvlCQk8uaVD1B90HCHR9NI6t2NflFBfLJqB6Gp6VhVlXfmvkefv83mnPhjXJmk/9W/1UHzMfZWeov3Fdc1UlFSzcsfPcDu0Dg2dO7FmuRxPDGugrq1q9oe0+XGNnwknV94pc1DqRWHHy5xuT28tiYTh8vTEnCoikJhTSP/Wb2Thyb0PbZrOshfzu7KzpIathVUolMVSusbcbjcxARYW+XPsbvc/G9bHvefoADG7mpAp1OYPdxFbIDGwjQ9jU4FlxuCLE4aXTrSSq0U1VuJD27CPnMcPhuqyZg0ji6ffH70EwghOhQZQhJnrNq1qyl86jF8h5xD5+depufGVPRh4aBpeArzuf+SEfQ9ZwCWLl1JVu3ctG4+D4/txcsrd7Lv//5Fg87Agotn0vPjV3j2kx9Ysafod7cptagKgPJ6O0P3bKDB6MODF/2dL/pN4AffWLK27mhdVruZuWsSTbt3YeochzmxC+bELjRs20rhc0+jHGHC6qqcEooOM7F2a8HxzRMx6XW8MHUQD43vzeQe0fSMCKR7uD/B1rZJ8g537uPhZw5qzjsDl/Ryc1UfJ6qiYTG6Mev3lwrwLvH+33ZvyYWyEV2If/UtMqdMwLNtywlrixCi/UkAI85YisGAs7gI2/BR6Gw2qr7+Ese+vfieNRhT53jsd93MneEeXk5UmfG/F4kPsdGk6tm65CeGrv6CRRfdyoaBYymMTGDy/+byyebc392m0Ob8JApQa/YluL6Sfrnbiagu4ZINX+Hz47d47G0nwQZfdgUeu53s226kMSOd6mVLyL3rDvSBgUc8n8fjrc59yMc4/hVM+/Oh3DmyO1N7xaDXHfqt5FBBzfGKCeqGxeTffH7w84HEII1Qq9ZSs0lRFDwaZFfC7rJaGh31mKJj6LZkOXzxOflPPHLC2iOEaF8SwIgzlu+AQSS8/l+K577I9v492HvP34h97Gn8x4yn62cLQacjffRwdl1yEb5DhxE/93XW55Qw+ZPn2dZ7BFmJvUFRWDj1VpJ3bsCy7OvfvWx5QHRQy88rup7N0pRh3Lv4JV766H4G5Kex5eo7acrMwNPYuudC5+dH0sKvceTmsGPYILJvvI6QK68m+l9H/kAeGh9K0GGCiJ4RRw5+jtWFvWJbArOD6XUqF/WMOSHnAO8y60HxFxDq1xmdqsegKhj1Rnyal3MfnBFXwVthe2+1t2dGUVXU+x/GEBpG5vQpLUvkhRAdl6Kd7EQSR3C0UtlnMinFfmxO9X1KK6rilvnrDpm1Ndhq4tNrRv7uc8zfks0dn2/A7vKuBFIVhUCLkSh/Czec3ZUrBiQc5QitHe0efZm6l5dWZuD2eP/VNU0j2NfMnCkD6Bx45CKEx2pXaQ3PLU8ntagKj+YhLtCXKwckMKFb1Ak5/q95NA92p4vLP1hJamE1LncVetUFKGgapIQ2MqxzPU568+DE84ED96kxcyfZN11H5+fnYu3T96S0ryOT96ZjI/fp2Pye+3S0GOG0CGCEOF1omsbj6wvZW+tos31EjI0/pfy2AoCHO8cb20tZkV+L2wNWg4pegTh/M7MHRGDQnfjaOjnVdpbvq6XO6SbcYmB8nA0/44mfw1/W4KTJrdHJ14B6CmoErSmo5ZmNRVQ0ObGZnOhUN6FWJ8Nj6tlbHUigPoqb+rSdfK25XGgP3w+9+qDOuPykt1MIcfxO6wBGemDE4bTHfcqtqOPh77aSVV6HTlXQgLM7h3Db7p8oeuzhw+4XMHESie/MO6ZzaJrGN2n5rM4txeXR6BMZwCV94zAcZi7JkfzRX0sr9hRxwydr8WgerEYdYb463JoBjwYPjuvNuc21iw51nwpfeIb6DetJ/O88lF+vHvuD+qO/no6V3KdjczJ7YOQ/Vohf6Rzky1uXncPqnFL2VTXQPzqIrqE2XFUJBE+actj9dL7HPhyjKAoX9Ijmgh7RJ6LJf2gjEiO4Z0xPPtiYhcej4da8QeekHlGM6hJxxH0jZ82mbvMm0seNIuGNdzAn/r5K3kKIU0cCGCEOQVEUhv4q74s+IAB9QED7NEgc0bVndWF0UiSL0/NxezTO6xpBcpj/0XcEfPv1J+HLb8i4dDK6ccOJuf4OAqzhJ7nFQojfSwIYIcQZISbAyo1Dkn7zfgVVu0nLX4nzsT9hefNrqq6ZhvXpB+kXN67VyiYhxOlFllELIf6wnG4HafkrcXkcKIpC4w2TsE8ZQtPlt7Mr9fv2bp4Q4gikB0YI8YeVV56G021v1dPi6pdEzQt3oJv1T8pvrSaj/0gW7dhHSW0Tob4mpvSIYXiiDDEJ0d6kB0YI8Yflbu558f4Mm/IVlu1RyXX44PzPPWxf8iObbryBjXll7K2qZ9O+Ch7+fitfpOa1c8uFENIDI4T4wwrz68yeki0U1MC8rQbK6hRv7c1MGBBtxDH8T/gZfuLGV+/m/asfoNFqQ9Pg0y25TOoeg3qIhIdCiFNDemCEEH9YAdZwwm3xfLJNT0WD0lI4XFV1pJfqWJNbxs7ug3n/6ge46r1HSE5fD0BORR2FJ7BQpRDit5MARgjxh+ZU+lBt90evGtGrBkx6CzZzMAadkXqHE4BGq43Xb36SbmnrmPj1W5gNOqwnIZOxEOLYSQAjhPhDK6mzYzX64u8Tgr9PKL6mAHSqHr2q4Gs0HCjgqSgsvPgO8qMSmfXOg/i621YNF0KcOhLACCH+0IbFh2Ey6A752JikSBJC/HB5vFWt3R4P1edeQP/35rHrwonUrlp5KpsqhDiI9IEKcYbRNI1FqXtZtquQqiYnsQFWZvTpTO+ooPZu2mkp0GJiYkoUn2/Pa1WA0qTXcd3gLgyMCWb57iKyKuqJD7IyqksEiqLQaclysm+6jpoVPxJ1zwPteAVC/DFJACPEGebV1Zl8uiWn5cM4v6qBTfnlPDy+L4NiQ9q5daenO4anEOHnw097iqludBAbaOXSfnH0bQ76RnWNZNSv9lFUlYQ33qHk7TfInD6FxA8+RWc2n/K2C/FHJQGMEGeQmkYHX6Xta9WTAGB3evhoU7YEMIehKAoz+sUxo1/cb9437Lob8Bsxip3nj6bzc3Ox9ul7wtsnhGhL5sAIcQZZmVNCg8N1yMcyimvYWlBBQXX9KW7Vmc+nS1e6fb+cwqceo+il59q7OUL8IUgAI0Q7K6hu4NVVO3lheRqrsksOrHo5DuG+Phxq78KaBrYVVXDr/HX86YOV3LlwPcU1ksfkRFL0errM+xRN09h9xQw016EDSSHEiSFDSEK0o/lbcnl9bSYutwdFUfg8dS9nx4bw6AX90Km//ftF/+gg4gN9yas60MtSWt9EXlU9OlVlZ0kNqgL5VfXUNrl489IhUnH5BIuceRd1mzeRPnYk8W+8g0+Xru3dJCHOSNIDI0Q7Ka1r5M11u3B7tJYgQqcorMsr46NN2cd1TEVR+MfoHoT7+eD2ePtiCqobcHu8x9Y0DbdHo7zezg+ZhazLKzth1yMO8O3Xn+TFS9l7912U/vfN9m6OEGckCWCEaCdf7cjH4XK32a4qCuvzyo/7uCnhAbz3p6H8Y3QPrhqYgNWox2LQcXA/i6Io1NqdrMkuPe7ziCPTmc0kLfgSR0E+WTdci9acS0YIcWJIACNEO3E0DxsditPdNrD5LfQ6lYndorn2rC6Y9IdO0gbg1uRD9WSLuu9fhF5zHeljRuAoyG/v5ghxxpAARoh2MjIxHA4Rv2iaRrfwAMrqmnhz7S7mrsxgfV7ZcU/uTQqztTmPBliNeoYlhB/XMcVv4zdsBElffEvWjX+m/LNP2rs5QpwRJIARop2khPszLqkTnoMCE03TiA6wEuZr4sp5K/lwYxYLtuXx9y82cN83m3EfxzDEVQMSifa3YjboQAFVVQj0MTImKZLBkhfmlNH7+pL85XfUb9lIzqxbf9dqMyGEBDBCtKu7z+vBXSO7MzA2mF6dApnRN45HJ/blvQ1ZOA8aYtKrKmtySvnwOCb3zujbmZvPSaJ/VDDdwvzpHu7PxG5RPDKxr6xAOsUURSH20acImDiJjPHn4qyoOOZ969atIX3sSDaG+rExzMbOi85vGZKqXvo9qWf1ZUOIL5lTLyB39iyybrquZd/KLxexfWBvNob6sWPoIKqXfHvCr02IU00CGCHakaIoTO4Zw5OTBvD8RYO4eWgyP+4ppsl5mMm9ub99cq+iKNwyNJmPrx7Ok5MH8PZl5/DyxYOJCrCeiEsQxyFgwvl0+XgBuy+/mKrFXx/1+e7aWjKnT8F27mh6/rKNpEWLsedkU/DU4zRlZ7FrxlQCp15Mj9UbsfYfSMnrr7Ts27B9K1k3XEPk7LvpsW4LoX/+C7sun07Dti0n8QqFOPkkD4wQpxmH233YnhH775jcazUZGBofdtz7ixPLEBREyrfLyL3rDmp/Xk70o08CHPJv72moJ/Jv/yRi5l0oioIpLp7AC6dSv3YNZe++haVvv5aCklEPPEz1jz+07Fv0wrOEXPVnQi6/EgBzQiL1G9ZT/Opc4l954xRcqRAnhwQwQpxmhieE8+GmnDbzezVNIyXMv13aJE4ORVGIe+5lSue9T+rgvthGnEvnOc+3eZ4hPIKQK66h+OXnadi2lcaMdBq3b8U66CwaUrdj7T+o1fN9zzobV2UlAI07M2jcsZ2y995ueVxzOrEOaL2PEB2NBDBCnGaSw/wZmxzJdxn56BTvKK+maUTaLFwzKKGdWydOBtvwEdSt+pnqH76jesl3+I8d3+pxR0E+acMHY+nTF9vocYReez1V331D3ZpVKHo9/HpC8METw10uImbeRchV17Z6imIynazLEeKUkABGiNPQP8/rSbcwf1Zml9DkcJMUZuPKAfEEWc3t3TRxEphiOxP/yut47HYc+W1zxVR+sRCdzUbSgq9athW/Ohc0DZ+U7tSuXN7q+fWbN2GK9wa75q5J2HOyMSd2aXk8/5GH0AcFE37rHSfpioQ4+SSAEeI0pCgKF/WK5aJese3dFHEKqSYT5oS2vWz6oGAcBflUL1uCKT6Rys/nU7loAZY+/Qi97gaKXnyWgqcfJ+iii6lYtIC61SsxJyQCEHH7LNLHjsQ6cBABEydR8+NSCp5+nK6ffn6qL0+IE0pWIQkhxGku6OJLCL7sSvZcfTlpw8+i5qdlxD7xDE2ZGRhCw+jywSeUzXuP1MF9qVu7moBJF6IYjIB3PkzCW+9T+t+3SB3Um+K5LxD/6lsEjD+/na9KiN9HemCEEOI0p+h0xL0wl7gX5rbaHn7rHTTsSMUQFU3vLekt2zMvnowhIqLl9+DpMwiePuOUtVeIU0F6YIQQogOzZ2exc9I4qpctwZ6XS+k7b1Hz0zICL5za3k0T4qSSHhghhOjAAidNoTHtr+TceiPO0hLMXZNJfPcjLD17t3fThDipJIARQogOrtPd99Lp7nvbuxlCnFIyhCSEEEKIDkcCGCGEEEJ0OBLACCGEEKLDkQBGCCGEEB2OBDBCCCGE6HAkgBFCCCFEhyMBjBBCCCE6nHbNA6M1l3x3OBzt2Yx2Y7fb27sJHYLcp6OTe3Rs5D4dG7lPx0bu07E53vu0PzbYHyv8mqId7pFToLa2lszMzPY6vRBCCCFOc0lJSfj5+bXZ3q4BjMfjob6+HoPBgKIo7dUMIYQQQpxmNE3D6XRitVpR1bYzXto1gBFCCCGEOB4yiVcIIYQQHY4EMEIIIYTocCSAEUIIIUSHIwGMEEIIITocCWCEEEII0eFIACOEEEKIDkcCGCGEEEJ0OBLACCGEEKLDkQBGCCGEEB2OBDBCCCGE6HDatRq1EOKPZcOGDdxwww3ExsbS1NREaGgozz33HKGhoaSlpfHiiy+Sn5+PTqfDYrFw++23c84557R3s4UQpyEJYIQQp8yOHTsYPXo0c+bMQdM0brrpJubNm8ewYcOYPXs2jz32GEOHDgUgMzOTPXv2tHOLhRCnKxlCEkKcMmlpaSQlJQGgKAqRkZG43W7uvvtu7rnnnpbgBSApKYmJEydSVVXFtGnT6NevX3s1WwhxGpIARghxyqSlpZGcnAxAVlYWS5cuxWQyATB+/PhD7mO1Wnn77bfp06fPKWunEOL0J0NIQohTwm63k5WVxdNPP80LL7yAn58fjz76KKmpqfTo0QNFUQ65n8FgICAg4NQ2Vghx2pMARghxSmRkZBAUFMRXX33Vant2djYej6edWiWE6KhkCEkIcUrs2LGDnj17ttk+cuRIfvnlF7Zv396yLSMjg+XLl5/K5gkhOhjpgRFCnBJpaWmHDGDi4+N57rnneOSRR2hoaMDhcNCpUydmz57dDq0UQnQUiqZpWns3QgghjuTaa68lPT2dbt26ce+997asZBJC/HFJACOEEEKIDkfmwAghhBCiw5EARgghhBAdjgQwQgghhOhwJIARQgghRIcjAYwQQgghOhwJYIQQQgjR4UgAI4QQQogORwIYIYQQQnQ4EsAIIYQQosP5f1umxld1fIh5AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams['font.size'] = 14\n", "pca_viz = PCA_(scale=True, proj_features=True)\n", "pca_viz.fit_transform(df, df_orig.survived)\n", "pca_viz.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Interpreting the biplot\n", "\n", "Bi = PCA plot + loadings plot\n", "\n", "Each PC is just a linear combination of the original variables. \n", "\n", "$$\n", "v = \\alpha_1 x_1 + \\alpha_2 x_2 + \\ldots + \\alpha_n x_n\n", "$$\n", "\n", "The coefficients $\\alpha_i$ are known as *loadings* for each PC. This is stored in the `components_` attribute of the `sklearn` PCA instance. The loadings plot shows the contributions of the original features onto the PC axes. Here we show how `pclass` and `page` are projected as arrows onto the first 2 PC axes to make the process explicit.\n", "\n", "- Arrows that point in the same direction indicate that the corresponding features are positively correlated\n", "- Arrows that point in the opposite direction that the corresponding features are negatively correlated\n", "- Arrows that are orthogonal that the corresponding features are uncorrelated" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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pclassagesibspparchfaresex_maleembarked_Qembarked_S
0-0.6359120.0977720.068619-0.0338860.1711270.0618370.0913510.733993
10.396012-0.415742-0.121860-0.0040350.579482-0.441761-0.1301430.327990
2-0.0021090.5701010.0820580.405007-0.146939-0.667134-0.1879800.047117
30.1089940.5625940.0733260.0370570.7037560.366590-0.077139-0.171017
40.5827830.1732230.1171020.228776-0.2078830.2305980.5187140.445929
5-0.193497-0.262061-0.3400690.8435170.1063540.1989930.059173-0.110924
6-0.192757-0.1942930.6412480.1060130.229891-0.2481390.547727-0.297035
7-0.1125800.199099-0.654043-0.2415230.103325-0.2592690.600716-0.151074
\n", "
" ], "text/plain": [ " pclass age sibsp parch fare sex_male embarked_Q \\\n", "0 -0.635912 0.097772 0.068619 -0.033886 0.171127 0.061837 0.091351 \n", "1 0.396012 -0.415742 -0.121860 -0.004035 0.579482 -0.441761 -0.130143 \n", "2 -0.002109 0.570101 0.082058 0.405007 -0.146939 -0.667134 -0.187980 \n", "3 0.108994 0.562594 0.073326 0.037057 0.703756 0.366590 -0.077139 \n", "4 0.582783 0.173223 0.117102 0.228776 -0.207883 0.230598 0.518714 \n", "5 -0.193497 -0.262061 -0.340069 0.843517 0.106354 0.198993 0.059173 \n", "6 -0.192757 -0.194293 0.641248 0.106013 0.229891 -0.248139 0.547727 \n", "7 -0.112580 0.199099 -0.654043 -0.241523 0.103325 -0.259269 0.600716 \n", "\n", " embarked_S \n", "0 0.733993 \n", "1 0.327990 \n", "2 0.047117 \n", "3 -0.171017 \n", "4 0.445929 \n", "5 -0.110924 \n", "6 -0.297035 \n", "7 -0.151074 " ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "loadings = pd.DataFrame(pca.components_.T, columns = df.columns)\n", "loadings" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "x1, y1 = loadings.pclass[:2]\n", "x2, y2 = loadings.age[:2]" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.arrow(0,0,x1,y1, head_width=0.02)\n", "plt.arrow(0,0,x2,y2, head_width=0.02)\n", "plt.text(x1 + 0.05, y1, loadings.columns[0])\n", "plt.text(x2 - 0.05, y2, loadings.columns[1])\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We expect these to be negatively correlated since they point in approximately opposite directions." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
pclassage
pclass1.000000-0.439092
age-0.4390921.000000
\n", "
" ], "text/plain": [ " pclass age\n", "pclass 1.000000 -0.439092\n", "age -0.439092 1.000000" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.corr().iloc[:2, :2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Other dimension reduction methods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PCA does not preserve local structure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Limitations of PCA\n", "\n", "We will project a 2-d data set onto 1-d to see one limitation of PCA. This provides motivation for learning non-linear methods of dimension reduction." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "x1 = np.random.multivariate_normal([-3,3], np.eye(2), 100)\n", "x2 = np.random.multivariate_normal([3,3], np.eye(2), 100)\n", "x3 = np.random.multivariate_normal([0,-10], np.eye(2), 100)\n", "xs = np.r_[x1, x2, x3]\n", "xs = (xs - xs.mean(0))/xs.std()\n", "zs = np.r_[np.zeros(100), np.ones(100), 2*np.ones(100)]" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(xs[:, 0], xs[:, 1], c=zs, cmap='Set1')\n", "plt.axis('equal')\n", "pass" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "pca = PCA(n_components=1)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "ys = pca.fit_transform(xs)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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vC05f5y2tp65kMdHz5kLJdlCoYNBsWPAkaAxw3bfwr2EnLcsb43HCkc1tE+2CHwgV7kChgeirxqKMjm59m21FlmHf/+Dodl+e8Kl3gFb4dAoEgr6NEO32YC6DXe+eFGx/eSls/WeAaJvfeDNAsBtw5+Zifv0Noh64P6jOU1wctmtXqR0u+SB0pUoLCemhRRtanTzEj9cVtkoZ24UGIw4zLLsMDq4CTiQiyPgPnP8SDD+768YhEAgEXYw45W8POV+AJcz58fHsgJfuwsKwzXjCJG1XDhwY9h5Vc8Yhoy8FKcQzWeJ4GH990/eGY+DM0OWSEoZ1oViu/j0c/AG/YIMvicrKB8Aj8oYLBL2RI0eO8OOPP7Jy5UoyMzPDuoKd7gjRbg8RSRBywxhfhq0TeM1m3AfDi7YUxq3BdN21qMYEp5mT4mIxXHtN02ObcivMuf/EGAEUkDTdFwJVpWny1rDM+BUMXRRcPvZKSLuobW22hUPrQpcf3w37W+/WJhAIfHi9XhwOR8hUmp1JZmYmK1euJC8vj8LCQjIzM/n666+xWq1dOo7egNgebw8jzoPkaVDyU3Bd6gIwl+FZ9Sy2L/8Hh8yANugyKSYG49KrQzYv6XTEvPA8dU/+H7at21C4XajTx2G67Ra0U6c2PTZJgkVPw+z7IecLvNp4zCsLcT3+JmjfR79wAfpLL21dUH6VFq5ZDtv+BcVbfSv51IUw5bY2JSZpM25b+Dp7dfg6gUAQElmWycjI4NChQ1gsFkwmE6mpqUyaNKnTE3eYzWb27t2LxxN4zFhRUcGOHTv8yUYEPoRotweFAs75J3x9h2+VB6DUwvBzIHYkvDIRpbkU02AwJIH1gJHajdE0rM6Vw4YRcdedaNLTw3ahSUsj/r132blqNePSRqIcOLB1f0SGODwjr6Lq+htx/nTy4cK+/Guc2zOJfuap1s1ZrYMzHmzdPR1N/4lQdSC4PCIJxlze5cMRCHo7W7duZc+ePf7XVVVVVFVVIctyp6e+zM/Px263h6wrLxexH05FiHZ7GTQLbsuAXe+D+SiknAGxw+E/U8By3H+ZQg3GNAuuCjXWHN/WedRjj6Jf2DIrbm9MNKpBg9o0RPOLLwUItq9BL5ZPP0V/xeVop0xuU7vdxuzfwdFMqGl05KDUwuRbwRDbfeMSCHohLpeLwjA2NwUFBUyaNKlTg5w01bZIzxmMEO2OQKmGyT8/+Xrt4wGC3YCkAN0gu1+0JalrTAqcu3aHrrDZsH//fe8T7YHTfNv0W/8FVfmgi4Exl8H4a7t7ZAJBr6Ourg6z2Ryyzmw2Y7PZMBqNndb/yJEj2bNnT8jz60SRyyCINou21+vl8ccfJzc3F41Gw5NPPsngwYMB2L9/P089dXLbNSsrixdffJHx48ezZMkSRo4cCcCiRYu48cYb2zmFHogrvPGEpPIZeKjS0tDO7ZqzGknVRLB/ReckAuh0EsbCRa929ygEgl6PyWRCp9OF3KLW6/VotcG2OB2JXq9n4sSJZGRkBFiMJyUlMbU5253TkDaL9qpVq3A6nSxbtoysrCyeeeYZXn75ZQBGjx7Ne++9B8B3331HQkIC8+bNY/PmzVxwwQU8+uijHTP6nkrqQp+fdgi/ZleVBik2FtNdv0RShw1G2qFoZszEsTo4QpoUGYnhisu6ZAwCgaBnotVqGTRoEPn5+UF1KSkpqFSdvyGbnp7OgAEDyMvLw+Vy0a9fP9LS0kTs8RC0+dPIzMxk7ty5gC/QfHZ2dtA1VquV559/nvfffx+A7Oxs9u7dy3XXXUdsbCyPPPIICQkJbR1Cz2XY2TD6Z7D344BitysOz6hrif/zbWjGju2w7mw//IDt2+/AZkOVPhbTLbeg0J9MChJx+624du7E/v330ODKYTIRcecdqIcNw/LhR1i/Wo63ogLVwIEYrrkG/eI2REwTCAS9krlz5yLLMsXFxdjtdvR6PSkpKcycGSY2QycQFxfHrFmzuqy/3ookh8t83gx/+MMfOPvss5k/fz4AZ555JqtWrQp4Knv33XepqanhV7/6FeBbnRsMBmbPns1XX33FqlWr+Pe//x2yfYfDEfJBoNfgdZNY8D4RFdtReJ1Yo9I4NuxG3Pp+HdqN6d13MX7xFZL7ZFAR56g0qh/7I3LjcyivF+3mLWiys0GlxnbWfNzDhmH8+BNMHy0LuN9rNFJ75x045s3t0LEKBIKeTUMOa51Oh7qLdgIFoUlPTw95NNHmlbbJZMJiOZnT2ev1Bm2jLF++PECUZ86cif7ECnDx4sVhBbslAw9FZmZmp7sntIppM/y/RgDtMakINTdXQQHlP6xCdgdGAdPk5DJs3XqiHn0EWZaxr1uP51Ah2gsvRHHzzzG/9DKu5V+DQokzMzPofoXFQuKGDcT/5tedbr3Z4z6zDqKvzgv67tzEvHoffXFuzS1Y2yzakydPZu3atZx33nlkZWX5jcsaqK+vx+l0MmDAAH/ZI488wtlnn815553Hli1bGNuBW8SnI7Yvv0KuC51b25mVhfPAAWofeBDnjh3gdkNEBJJGg1xZ2Wzbrrw8ZIsFyWQKfUF5DmS+CrYqiBsJM+4RCTsEAoGgk2mzaC9evJhNmzZx9dVXI8syTz31FG+99RYpKSksXLiQwsJCkpOTA+657777ePjhh/nwww/R6/U8+eST7Z5Ad+I+dAjLhx8h2+1op09Hd965XetX2JSRhkJB7e8eCvTPrq+npWchktGEFG6HY8+H8N2vwdoo8MHeT+CqzyA2tYU9CASCnszhw4fJycmhrq4OnU7HkCFDSE9PF77T3UybRVuhUPDEE08ElDVOnj5+/HheeumlgPpBgwb5rcp7O+Z336Pur39FrvKFzbS8+Ra6RYuI/c/LSJrA2N6u/fuxfvIZstOBdtasDhN3wxVXYH7jTeSqqqA6RUwM9m+/a3Pb2jmzQ1u3u52w7slAwQY4ngU/PgaX9o3PVyA4nSksLGT9+vU4HA5/WWlpKVarlRkzZjRxp6CzEfb0bcBdUUH9P/7pF2wAvF7sP/xA/fMvBFxb/9LLlP/sMsz/+Q+Wt96m6o47qbr1NmRX+DSXLUWVnETEHbfDKVvYmnnzcObm+nJOtxaNBu1ZZxH1p8dD1+cuh4rgFKMAFG1pfX8CgaDHsXfv3gDBbuDAgQNhQ472JtxuN7t372bjxo1kZmb2qjmJiGhtwPrRMrxlZSHrHFu3+n93HzpE/YsvIdfXn7zA68X+3QrqX32VyLvuavdYIu76JZo5s7F99jmy3YZm8mSUKSlUXtfy9JtSVBQR992LbLOhmTgR3Rlzwl98au7wwMqWD1wgEPRIvF4vNTU1IessFgslJSUBu6q9jZqaGlavXk1lI9uevLw85s+fT1JSUhN39gyEaLcFZ/ATqJ9GK2jrJ58ih/nyO7dshQ4QbQDtxIloJ070vza//iY4nUgqL5r+DjxWJe6qRlv2SiWcyKgjRUYScc9dRPzi5pBte61W7GvWooiNQTtrFtKoi32GZ5V5wRcni20zgaC3I0kSGo0mZFhRhUJBRETvNjjdvn17gGCDz3B6+/btXHTRRT3+zF6IdhvQn3se9f95DULE61WPG+f//VRXqsbIrvB17UU9aSIR0ywYUutQRXrwusF5XEvtxijk5PFEP/oI9h9/RNJoMVxxOerhw0O2U//ii1je+y+eoiJQKlGPH0/kHx9Bd8ZD8P39YG90lt5vLJz5eKfNSSAQdA2SJJGcnBxytZ2YmNirA2K53W6OHTsWsq6srIzKykri4+O7eFStQ4h2G1CPHoXxyiuxvPOOf8UKoB6Xjumeu/2vdUvOxvzGm2ALzv+smTAuqKyj0JKJZkINkuTbrlaoQJfsQDqrFvf8W9DNn49u/nyoPwaFq6Gk2pcXvBHWr76i7rl/QMO5lseDa+dOan/3IJrvvkWROAF2vulz+YodBjN/KzJsCQQ9EI/Hw969e5FlmeHDh6PT6Zq9Z8aMGVgsFoqLi3GfWHwkJCT4o2D2VmRZJlw8MVmWg3J690SEaLeRqCceRzN+HLZVq5CtVtSjx2C643aUsTH+a7STJ2O8/HIs//3vyfChgHrqFEx33x2i1Q5i7yd+wW6MJsGBNl3hG8t3v4J9n4ClzJfWcvBcuPBViBkKgO2r5ScFuxHu/ANYPvjQt52e1MuygwkEpxn79u1j7969uE4c22VlZTFu3DgmTJjQ5H0qlYqzzz6bsrIySktLiYqKYvDgwT1+67g51Go18fHxFBcXB9XFxcXRr1/HRqzsDIRotxFJkjBccTmGKy5v8rqop/8P9eTJ2NesRrY7fKvx229DGS5oSUdgCZ04XgKoKoD1T8L2F09WeBxwcBV8dQvcsAokCW91dcg2ALxlwWlHBQJBz6Kqqort27f7BRt8+SAyMzOJj48PiqMRioSEhF69HR6KiRMnUl1dHRDRU6vVMm7cuF6RoESIdicjSRLGKy/HeGXT4n4q9o2bsH32P7x1taiGDkWaMb3lN8cM8flNn4pSC4NmwQ/3h77v8EY4vAGGzEM1KAXn1m3B1ygUqNM7b2tfIBB0DDk5OSHdttxuNwcOHGiRaHcUlZWVFBUVYTAYGD58eLeKY1JSEueffz579+6lvr4evV5PWloa/fv377YxtQYh2k3h9fpWpXnLwVoJscNhyq0w9opO7db8+hvUPvtXaPQkGLv8a5xDh6IJYzQWwJTb4dA6sJ+yWh62GIbMB2tF6Pu8TijfD0PmYfz5Tdg3bMB7itGGZtZM9Oef19opCQSCLqZxbupTcbUxTkRDJrDi4mKUSiVpaWlERUWFvd7r9bJ+/XoOHjzoPxvfvXs3s2fP7lb3qujoaObMacK1tQfT8/cCupPvfuWL8nU0A2oK4eBK+PIWyF7WaV16LRbqX389QLAB1MXFmP/VfIIVAEac4zufHnImGBKQY1JxKKZx/F0bpTNm4iwJNowDQBcDqYsA0EwYT8zz/0K7cCGKAQNQDh2CYenVxL72KlIv2EISCE53mrKCjomJCVsXDq/Xy+rVq1mxYgV79uwhKyuLzz//nD179oS9Z+fOneTl5fkFG3zb9lu2bMHbyM5H0HLESjsc9aU+Q61Tcdb5EmWkX9Up3dq+Wo63KNhIAsCZtavlDY293PfjslP9u4ewffwZUApA/RYnMfMkFJpTjNUGTIHNfwO8MPwcdLMuQTd7NrLXC5LU641QBILTiVGjRlFQUMDx44E2KHFxcYwb17ojLrvdzp49ezh48GBAudPpZMeOHQwZMiSk/3Yogy/wbZcXFBQwYsSIVo1DIEQ7PAdX+SyrQ1FxIkRoZ4iYVhO2SlIpW92cq+go9hUrA8rshUZqJDDNUqNJVIM+FiQFFK6FwlUAyBmvYa8ehI2LMd5wI9qpfSv9nUDQ11GpVCxZsoTvvvvO7+rUr18/Jk+ejEYT/v9MY8xmM5s3b6a0tDTk+Tj4Uknm5uYyderUoLqmtuhDBW8RNI8Q7XDEpYFSA54QXzp9bOcINmA4/3wsLz6HzrAHpcmDx6zEsteI16FC04K8sZ7qamyffwFKJYbLL8Oxbn3I9J22g0ac3iH037jeF0982WXASR9FSZLRRR/B9uP7VK3fSPTf/op+0cIOnKlAIOhsdDodKSkpbco5Lcsya9asCRuMpDHh/JtjYmKoDuGJolarGTx4cKvH1BROp5OCggJUKhWpqakola1f5PQGhGiHY+B0SJnrCz5yKiM6zxBLKttJ3MJClM6T8cr1w62UH5xI5EMPNnlv/csvY37tDbwntsPqX34Z3ZIlAWFLG6OIifY9fOR/A3JwhDZJAdqBdmzryjG//roQbYHgNKKwsLBFgq1UKsMKcHp6OsePHw9wrwJfRsjo6OiOGCbgM27Lzs7GfCJK5c6dO5kyZUqvjpEeDmFR1BQX/AcGnwmKE1tJuhiYcCMs6MQ84GsfReksDShSR3mIONOJMuNpeG8JLLscdr0XkMXLvnETdX//p1+wAbxFxVg//Qz1mNEhu9ItPCHCTRmEnNhQcO/dh1dsZwkEpw2hVsihGD58eFh3qf79+7Nw4UJSU1OJjY2lf//+TJ06tUMjqxUVFZGRkeEXbPAlBdmyZUtAWV9BrLSbIm4Y3LQGDq2HihxIXQhxLXC5aiv1x6B4a8gqU+0e2NrISjPnSzi+G87+KwC2zz8HqxWQfUIrn1DbmhqUZy9GMhhx7tgBLhdSbCyGC84n4te/8l0zbBHsfINQWbqcpVrfLzotkkp8XQSC04WmLMx1Oh2JiYkMGjSI0aNDLwoa6N+/f6f6QB84cCDAOr0Bq9XKvn37mD69FTEuegHiv3BzSBIMne/76Wxkb9hVb9AJuuyGHW/C1DshNhWvuYqoOVVokxwoNDKuajXmbBOOI3oUSiWxn32Cc8sW3IcOoT3zLFRJA062NeYKSP8SOfvDgH6shTqseUYAvJVV1P7tOUy33YqqhwfUFwgE7Wfo0KEkJiYGWZ+r1Wrmzp3L0KFDu2lkgYQzkIOmDeF6K2J7vCcRmeQ7S28p9iqfW5osE5m8GdMYK+poD0qDF12yg5h5VWgG2FGPHYskSWhnz8Z4zTWBgg2gUMCl7yNd/BbuAUuwFhipXh9N9eq4kyt2hwPLiy9Rfs55WJcv77g5CwSCHokkSSxYsIDBgwf7rc3j4uKYMWNGjxFsoMngLrGxfS+JkVhp9zTm/gGqDkBdI/9GhcYXrSwUKgMUrETFwaAqpV4mYo4G7TVLm+9XoYBJN2HfraB2zd6wl3lLS6n7y7PoFy1C0uubb1cgEPRaIiIiWLJkCXa7HafTiclk6nHxucePH8+RI0eora0NKE9MTGTUqFHdNKrOQ4h2e/F6Ycs/4MC34KiD+NG+NJVJk9rW3rBFcOOP8NMLUF8CpgHgdsCO/wRfGzUYJt0EW/+F5A0dllCb1g9Jq215/97mU9N5Cg9h+d/nmK69puXtCgSCXotOp2tRSs/uwGg0snjxYrKysigvL0ehUJCYmMj06dN73ANGRyBEu71880vIbCSoRzPg8Hq46jNIamNAkrhhcO4/Tr522akp3kt02WbgxJm3sT+c9WfQRkD0kLBNSZGnbIWX5/iMzpwWSJ4BE64DxUl/Rv0ll1D/wktBMcdPRbb0PatMgUDQO4mNjWXBggXdPYwuoe89hnQl5TmQ/VFwee1h2Pz3jutHraNg+j/gyk98q/j5f4TbM2Hi9b769Kt9IUhPRaHxGZk1sP0VeHOOL1Rpxsvw5U3w/rngPOnKpYyJwXTrLWAwhB2OFB2N/qKLOmhyAoFAIGgpYqXdHvKWg6M2dF1Zdsf2JUkw5lLfz6koVThH3g+Fv0WtPoakBI83CmbdhXLyzb5rrFWw/s9gqwq89+BK+PFPcPZf/EURd9yOZvw4zG+9jX3F9+D1Iqm9KA0e3GYVqFRIPXSrTCAQ+CgrK6Oqqgq73d7hbbtcLvbu3Ut1dTVarZZRo0b1SaOvnogQ7fZgaML1SWvqsmE4c3Op/P2/8BYpUcf3Q2n04CjRoc45QPxiry8rV9bbUH80dANFm4KKtLNn4yoowP79t0TNrUY/0I7C4MVdr8ReWIv5P/8h6sGmI7QJBIKux2KxsG7dOkpLS/F4PCiVSpxOJ/PmzeuQ0J5ms5kffviBioqTKX7z8/OZOXMmaWlp7W5f0DRie7w9jLsW+o0JXXcixWVXYHnjrROZwSRcFVrshw3IbgXOzVuwff217yJ3eF9GPKGN2Fx7someU41plBWlyYuk8EVnM00woz7eeelJBQJB29mwYQPFxcX+eOAej4f8/Hy2bdvW6rZkWcZutwfk387IyAgQbPD5Su/cuTNkkBNBxyJEuz2oNHDOPyG+kVuB2gDp18C8R7tsGO5DhaErZBnn7hNR1MYt9SU6CUXytJDFCoOMdlDw1pokgcZwpEWW5gKBoOuoqanh6NHQO2pFRUXIcnDUw3AUFhayfPlyPvzwQz766CNWrlxJfX19ULCVBurq6oJSdwo6njZvj3u9Xh5//HFyc3PRaDQ8+eSTAUHjn3zySXbs2IHR6Iuo9dJLL+Fyubj//vux2+0kJCTw9NNPo+/tvr7DFsPtO2HXO2Aph2Fnw8DpWL/6Cusnn+I5WooyIQH9zy7GeOWVAbe6i4qwfvU1Cr0Ow5VXoDC1bUtd0UTgfUXDOVPMEJh6B2z6W6DPd/9JPt/wEBgXpqNaHTpCm1LrAEc96MP3LRAIupa6urqwq12Hw4HH40HVgnDEpaWlrF+/3h9tzOVyUVhYiMViaVL4Q9WVlpZSWlqKwWBgxIgRfTb7VlfRZtFetWoVTqeTZcuWkZWVxTPPPMPLL7/sr9+7dy+vv/56gHHCk08+yQUXXMCll17Kq6++yrJly7jpppvaNYEegVoHU2/3v7T89wNq/vQEnMhs487JwbFtG97qGiJuvw2A2qeewvLBR8gngvLXv/oqkfffh/Hyy1vUpaugANu33yLp9egWLca+ajWcEs5POXgwphuuP1mw8P98Vub7/wdOMySkw+z7QB86xrBq8rl4f4xE4QlO7SnFDvG5mwkEgh5DQkICRqMxKKsW+CKHtVQwc3JyQoYHLSsrIyEhgboQ6X4jIiICsmp5PB7WrFnDkSNH/Fv1e/bsYc6cOSQlJbV0SoJTaPP2eGZmpj9Ty8SJE8nOPmkt7fV6OXz4MH/84x+5+uqr+fTTT4PumTdvHps3b27P2HsksteL5f33/YLtx+HA+tFHyE4n1s8/x/zq637BBl9Grrr/exp3aSlNIcsyNY8+RvkFF1H/zLPUPfYn6p77G9pFi1A0+kNQpY8l+pmnglfvYy6Fy96HpV/AwifDCjYAxn4oxl0WokKCMZcH+HcLBILuR6fTkZqaGlSuUqlIS0tDkoKyGISkqexYsbGxQZbiGo2GCRMmBKziMzIyKCwsDMi1XV1dzdatW/E2lVlQ0CRtXmmbzWZMjQRBqVTidrtRqVRYrVauu+46fv7zn+PxeLjhhhtIT0/HbDYTEeFbnRmNRurr68M176fxw0BLyMzMbN1EOhhFZRXxuXkhn4bcefnsWv41pmXL0LuCjb+8ZWUc+OvfsISJNJaZmYlu5Uqi3n4bqdGX3ltcgtVqo/KpJ9Hu3Y830oRj6lSKlUoI9344nSjqzXijo3z5tsMgJd/GwKo6oso2oXZU4DAkUT1gEaUR54dvu5V092fWWfTVeUHfnVtfmJdarWbAgAHU1tbicrnQarXExcVhsViC5mez2bBYLBiNxoCjSpvNFrZ9q9XKoEGD0Gq12O12lEol8fHx2Gy2gPbz8vJC3l9RUcHq1as7zEWsL3xmraHNom0ymQK2YLxer/8pS6/Xc8MNN/i/BDNnziQnJ8d/j06nw2KxEBkZ2Ww/6enpaFsYhjMzM5MpU9oYhayD8FosHI+Ownu8LKhOO0xivPwtjqSdWAbacBTrODV/V/+ISKJDzKFhbpUvvow9xFOqsqqKYQcKiHzod02OT3a5qP3TE9hXr8FTXo5q0CD0F11IxG9+Hf4pfNqnvghqlnL0EQPQq7R01OZWT/jMOoO+Oi/ou3M7nebldrv58ccfKSoqwuVyoVKpGDhwIPPnz0er1ZKQkMCqVasCrMbBlzBk8eLFIbfZXS4Xe/bsoaKiotlz8wEDBpCeng7AsWPHqKioIDExkX79+rV7br0dh8PR5GK1zdvjkydPZv369QBkZWUxcuRIf92hQ4dYunQpHo8Hl8vFjh07GDt2LJMnT2bdunUArF+/vs+92QAKoxHtrFmnlMpEza4m7swSFNlvoI/OJ+7sSqLPqCYgh7VCgWZq0++J1xp8VuWva0HC95rf/wHLW2/jOXIEbDbceXnU//0fmJ9/oekbNUafMZuqFXHMBQJBj2TTpk0cPHjQL8put5tDhw6xceNGAAYNGsTMmTP9q2GlUklycjLz588PKdgOh4NvvvmGjIwMDh06xIEDB8Ku1nU6HUOGDMFqtfLtt9/y9ddfs3nzZpYvX86KFSuaTLUpaMdKe/HixWzatImrr74aWZZ56qmneOutt0hJSWHhwoVcfPHFXHnllajVai6++GJGjBjBnXfeyYMPPsjHH39MTEwMzz33XEfOpccQ9eSf8VRV49y6FZxOtEOcGEdbkRQnBVpSgiHNir1Eh73QFzJUO38++vPP810gy7D3U18iEq+HOGkITJqIeuRInBs2huzXuXUb1i++wHDJJSHrPVVV2FeuDK7werF+tRzT3Xf5ArEIBII+i8vlori4OGRdSUkJdrsdnU7H6NGjSUtLo6qqCo1G0+TO6M6dOykrC95dDMXw4cMxmUysXLkyYBxut5sjR46wefNmzjrrrNZN6jSizaKtUCh44oknAsoaWw7ecsst3HLLLQH18fHxvPHGG23tstegjIkh/oP3cWzchCs7G520HOnYt0HXSQowjNfhiZmMdtYMIu+91yeasgzLb4cdb9CQIGQwgCMb023/xLFhI+4Q50WurCyq770fT2kpEXfeGVy/dx/eU4IiNOApLUU2m5FacGQhEAh6Lw6HI2xoU7vdjtVq9Wf0UigUxMc3EfnxBOXl5WHrYmJiUCqVaLVaBg8ezNixY7HZbJSUlIS8vqSkBJfLhVqtbsFsTj9EGNNOQpIkdHPPQDf3DPhyO4RJmqVfeBb6y94PLMz/zhd2lJNn1xJAzueohi0m6sknqP7tvXhLQgRRcDiw/PcDTDfdFJTvWjVyBFJMNHJ1TdBtyoR+SCd86gUCQd/FYDAQGRlJdSPvlQYiIyNbZGt0Kk1ZpaempgYdhdpsNpxOZ8jrHQ4HDodDiHYYxF5oVzCkia2ewfOCy/K/gTD5seXCtdT939OhBfsEnsJDOLYGhyxUJSaiO/PMkPfolpyD1JODHlQdhG/uhrcXwIc/gx1v+XYkBAJBq1AoFIwYMSKk0A4fPrxFwVdOZcCAASHLtVptgL1TA1FRUUSHCQoVHR2NoYksg6c7YqXdFYy7BnK/hH2fBpaPvAgm3RzihvBPre6iIly7Qp9H+VGrUcTFhayK/uuzoFTh+PFHvBUVKAYOxHDeuUT+5g7Y8k+wV/vipg+e23QfXUl5Dnx0CVTmnizL+xrK98GSv3bbsASC3srEiRNRqVQcOHAAi8WCwWAgNTWV8ePHt7m9srIyioqK/GVqtZoJEyb43Xwbo1QqGTFiBBkZGQFR1JRKJWlpaSiEbU1YhGh3BQoFXP4RZL4KhT8CXhg8/2QUtV3/hfpiGLoQkqfi8A5DI0tIUvBK0mXrDzQt2popk1GPSw89FL2e2H/9A291Ne6jR1ENGYKieA38ZxJUn4gbvPEvMOpiuPR9UPaALaqNzwQKNoDshqy3YMY9EJ3SPeMSCHox6enppKenI8tyi4OuhEOpVLJkyRIKCgo4duwYKpWKESNGNHkePmnSJLRaLQUFBX5f8REjRjBq1Kiw9wiEaHcdCiVMu9P300DxNvj6Tji20/daZcAdO4uq1yqIGKHHmGZFOrFjLcsgjb0c2XMpkBG2G9XYMUT96fFm/wgVMTFoYmLAZYcf7j8p2AAeB+z9GOJHw1mPt22+HcmxrNDltkrY94kvFKtAIAiLLMu4XC6USmWQy1Z7BbuBhm33ESNGtPieMWPGMGZMmEyJgpAI0e4uvF749p6Tgg3gtqIqW40pxUTtphjsxXr0KTaQwFYTQ/RdL2CIjcPy/ge4srIC29NqMdxwHdF/+ANSaww4dr0LlaEjF3FwVc8QbZUufJ1GWLsLBE1RVVXF8uXLqa6uRq1Wk5SUxKxZs1octErQsxAHB91F3nI4GnrFrB3oACQch/XUbIilZn0sjt0Sjh9WI6lUxL7wb7RnL0aKigKNGvXECUT/9S/EPP546wQbwF4Tvs4VPpBLlzJkfujy2BEw4bquHYtA0Is4fPgwhw8f5tixYzgcDsxmM3l5eaxevbq7hyZoI2Kl3V3UlRAQDa0RkiY4TKksSSiS+gOgGjqU+LfexFNVhWy1okxObvsW16iLYcNT4KgNrkuc0LY2O5oz/wTl+32ucPKJtIORg2Dh06Du5aldBYJOJCcnJ2RyjqNHj1JSUkJycnI3jErQHoRodxcjL4S1j4EtONiJuzp4tewaPjzIXUsZGwvtDbofnwbjr4XtLxPwEBE7HGbf37q26o/B+j/D0UxfyLeUM+DMx0DTTvcNtQ6WfumzGD+yEbTRPiM+Q8ckHBAI+irhkjJ5vV7Ky8uFaPdChGh3Mp6aGixvvY3sdKI760y006f7KqIHwbil8NMLNBZL2ZiI0zgVdLlwImqRauxYKn5+Y+eFGD3vBZ/RWd43vhV3v7Ew615IGN3yNmw18MEFUNoo407xZji2A679DpTt/KpJEqRd6PsRCATNUlNTEzbyGfh8pQW9DyHanUjVr3+D7cuv4ERQfvMLL6K78AJin/+3L5DJuf+C6CG+821bNcSNRJp+N1FD5qHbvh3Htp9QJiZi+NklFO/a1XkDlSSYcbfvp61seS5QsBs4uAp2vw+Tbmp72wKBoFXU1NSwYsUKrFZryPrExESGDBnSYf15vV4cDgdarVb4WHcyQrQ7iboXXsT26WeBhV4v9i+/on7UKCJ/dY9PLGff6/s5Be20aWinTeui0bYDrxc2P3diez0MJduEaAsEXcju3bupq6sLWRcfH8/8+fM7xNVLlmUyMjIoLCz0B2kZOnQo06ZNC9u+y+XCbrdjNBqFwLcBIdqdgCzLWN59N2y9bfUan2ifwLl7D9b//Q8cDjQzZ6K/8IKO3QovXOvbhq/IBV0UjDgfznjIF/SlvXxzpy9oTFNoTO3vRyAQtJiqqqqwdYMHDw4bQrS1bN++naxG7qe1tbVkZWXh9XqZOXNmwLVut5tNmzZRVFSE3W4nMjKS4cOHM2nSpA7zFT8dEKLdGdjteEMk5WhArjxpfFb//AvUvfAinMiFbXnvfWxffknsf15pvftWKA6ugc+uAcvxk2VFm6H2MFz4nxY348rLw/LfD/BWV6MaPBjjLb9A6SyF7GVN36iLgYmhQrUKBILOoqlkGx2ViMPtdnPw4MGQdYWFhUydOjUgjvm6desoKCjwv66pqSEjIwOVStXm8KmnI2JvohGyLGNbuQrzG2/iCvNlbBE6HcqEhLDVqvRxALgOHqT+5Vf8gn1iENi//4H6V1ouqE2y7d+Bgt3A3k+gsiC4PASWL76k4oqrsLz+BrbP/kf93/9Bxc8uw7PlndCuYg1EJMGCJ1tn0CYQCNrNwIEDQ5ZHREQwenTH/D1ardaw1un19fVYLCfjPNTV1QXEJW9MYyEXNI8Q7RM49++n/OJLqLr5F9T+8THKz7+Q6t/eh+zxtLotSZIwXHxx6DqDgegHfK5Utk//h1wbWvScIbJ0tYmK/aHL7dW+bGLNILtcmP/9fFAebnduLra1P4W/MWoI3LkHpv+yFYMVCAQdwfjx40lLSwtY6UZERDBz5swOW2nr9XqMYdL5Go1G9I1SA5eVlYVNxWk2m0P6kgtCI0Qb3wq75qHf48rc4TOsAuS6Oqwff0z9c/9oU5sR99+L8Rc3IzVkuFEqUaakEPe/T1ENS/X14XWHH5MnfF1LcB8+TPVv7sVZWBrmCgmimk+0YV+3Dndubsi6+i1m5ITQiUmYeJPwoxYIuglJkpg/fz4XX3yxP2zp5ZdfztChQzusD7VaTUpK6P8hgwYNQqPR+F/369cv7MOCMEhrHeKdAuxrf8S1MytM3do2tSkpFEQ/8Sf6/7SV+P99SuJPW+m/ZRPaceP81+jOOQf0oSN6aSa0PRqZp6aGyltuxfrJJ9jzw1yUNBXSLmq+saZSVssSnPNPiG8U8F9lgHHXwrw/tGLEAoGgM4iLi2PAgAGMGzeuw1bYjZk1axajRo3yr6r1ej1paWnMnDmT3Nxcdu3aRU1NDVFRUWG37FNTUzt0TF6vlwMHDpCdnR3W5a03c9oaoskuF7jdSHo9nqIjEGYb3Btm+7qlKCIj0c6YEbJOO3EixquvxPLu+wH9a6ZNw3T3XW3u0/zqa7j3+bbF63dGoozwoB9sQ6GVkQFpwBQ478UWWY/rzpyPKm0k7tzgpCKaSZORUhfCHTtg13tgKYdhiyF5aovG6amrI+K1Nyh77E8ge9FMmkTEb3+DMkwucIFA0LNQKpXMmzcPh8PhF+eKigq++OILampqANixYwfDhg1j/vz5qFQqiouLsdlsfuvxCe1YoJxKUVER27Zt81vP79y5k7S0NKY3BLXqA5x2ou2prKT2T3/GsW0b2GyoxozGcOnPkKKjkU98yRqjGjasU8cT9ec/o5kyBduq1eBwoE5PR9k/EcvL/0E1bCj6Sy7xBWJpBZ7Ghh2yRM26WOqjXegG2lFOmEvErV/4UoW2AEmtxnT33dQ+9jhyIzcS1cgRRNx/wr9cpYUpt7RqjLLDQdVNP8e47SdcJ8pcWbtw7swi/pNlKAztDH0qEAi6DK1WS2JiIm63m82bN/sFG3x+2Tk5OZSXl3P22Wcze/ZsbDYbJpMp4My9JXg8HjIyMjh69CieEwudwYMHEx8fj8vlYtOmTQH+6TabjV27dhEVFUVaWlqHzLW7Oa1EW/Z6qbrtDpxbt/rLnBs24s7JRTN9Go4fVgZcL8XGYLrpxk4dkyRJGH72Mww/+xnu4mKq7robV8bJyGLmt94h9sXnW9dmZHB4Qk+NGkuNGuOsqeC0+BJtKFu2XWa89GdoxozxuXxVVaIaOgTjLbegbIevp/m993FuCzZkc2VlYX7jDSLvuSfEXQKBoDHl5eUcPXqUiIgIhg4d2u3+znl5eQGC3ZjKykpWrlzJRRdd1CY/cVmWWb16NYcOHQooX7lyJeeccw5FRUUhA8rIskxhYaEQ7d6I7euvcW4Ltsr2lpejMJmIuP8+7KvX4K2tRZU6FNONN6JbcFaXja/2sT8FCDaAa+dOah57HO5peYhRwxWXYV3+FdSbA8snyUTGfwH//BfoYyB1MZzzjxZlylKPSiP6z39q8Riaw7V3b9g69/6cDutHIOiLeDwe1q5dy5EjR3C7fUarCQkJzJs3j9j2JhFqB03FOgeoqKhg3759bfLLLikp4ciRI0Hl9fX1rFixgsTExLD3hrNc742cVoZorpwckENbVnmKi4n87W9I+Por+m9YR/w7b3epYHurq3Fs2xqyzrl1G4owT6+h0E6fTtTvHkDRyPDDMMNI9LQKFBVZPnev6oOQ+R/43w3tHHnbkMK4ijRXJxAIYNu2bRw8eNAv2OBzq9q4cSNymP9xXUFycnKzW97hVuLNUVpaGtY1rL6+PqwfOPSt5CinlWgr+w8IW6foZuMnr9WKbAlt6ShbrUg2W6vaM918M4mrVxL1l78Q/dzfiL4oGUl2BF94YAWU7mzLkNuF4YrLwRQivKnBgOGS0D7uAoHAR0lJScjy48ePc+zYsS4ezUlakohEp9O1qW2tVttkvcPhCPANbyAiIoJxjbx2ejunlWgbr7oS1ehRwRV6Pfqf/azrB9QI5YABqMNEKlKNHo2nia2fcChMJkzXXYPx6quQ6sI8hbrMcHhDq9tuL9oJE4i6/z48MdH+MkV8PJG/ugftnDldPh6BoDcRbrtXluWwUcq6ijPPPJORI0eGrDMajYwZMyZkXXOMGjWKiIa4F2HQ6XSkp6cTFxdHVFQUw4YNY+HChd16ZNDRnFZn2pJWS8xzz1H7pz/h3LETXC6UqakYr78Ow/nnde/YFAqMP7+J2j8+htzYmCLC5DOGa2/wAWMiVIVw2lZoILF7nkJNt95C3rBURhw4AF4v+ssuQ9WvX7eMRSDoTcTExASECW1Ar9czaNCgbhjRSRQKBWeeeSaJiYns3r2b2hNus3FxcUyZMgVTqB22FqDRaJg9ezYbNmwI63+tVquZOXNmnw7W0ibR9nq9PP744+Tm5qLRaHjyyScZPHiwv/7tt9/mm298ITLnz5/P3XffjSzLzJs3z791MnHiRO677772z6CVaCaMJ/6zT3FlZ+OtrkY7fTpSG7drQmHfshXrBx/iKS1FOaA/hquvQtfClaPxistRxsViWfYxntJjKBMTMF55FbrFCyEzRK7q1jD6UijeAvIp/uiD58KQM9vXdjuQo6KIuO22butfIOiNjB07lvLychyOwCOv4cOHh9wi7g5Gjx7NyJEjKSoqQqFQMHDgwHaL6eDBg0lKSmLZsmUhhbuyspJPP/2UwYMHM23atD4p3m0S7VWrVuF0Olm2bBlZWVk888wzvPyyL59yUVERX331FZ988gkKhYKlS5eyaNEi9Ho9Y8eO5ZVXXunQCbQFSZLQdMIZh/XLr6j5wyPI1dX+MvuatUT9+QmMl/q231379uEuOYp21kwUIZ44dQsWoD3rLJy7dyPX1qGdGTowS6uZ9RuwVcLu930ZvtQmGDIfLnjFZ5y3/WUoWAleFwyYAnPuB23TW1ECgaB7GDx4MAsWLGDfvn3U1dWh1WoZMmRIjzu7VSqVzZ5xtxa1Ws2CBQvYvHlzUApSj8dDTU0NNTU1eDweZs+e3aF99wTaJNqZmZnMnTsX8K2Ys7Oz/XX9+/fn9ddfR3kiIIjb7Uar1bJ3716OHz/O9ddfj06n4/e//32Hh6/rDlwHD/oikOUfwLVvX+DWNiDX1GB54w0048dT+8gjOH7aDg4HiuRkjJddSsTvHgjwrXRsz6D2yf/DlZUFbjeq4cMx3nwTpIeJ8d1SJAkWPunLo12yzRd3PG6ET7D/dwPsef/ktfnfwKE1cO13oBW5sAWCnsigQYO6fSu8pXi9XrKysigpKcHj8RAXF8fEiROJiIhAlmUOHjzot/5OTk5m+PDhTfqcJyUlcemll7Jy5UqOHz8e0tXs0KFDTJ06NSAGel+gTaJtNpsDziWUSiVutxuVSoVarSY2NhZZlnn22WcZM2YMQ4cOpaKigttuu41zzz2XjIwMHnjgAT777LMOm0h34MzJperWW/EcLGzyOlf2Xqruvgf3nj3+Mm9JCfUvvoQiIQHTz2/ylVmt1Nx3P+5GEc3cBw5Q+9QzaO79LUyZ0v5Ba02QuvDk6wPfw94QObGPbITNz8FZj7W/T4FAcNrSEBSlsPDk/8mysjKOHTvGOeecQ0ZGBvn5J+1t8vLyKCoq4qyzzmpSuBUKBVFRUWEt6c1mM7W1tfTrY3YybRJtk8kUYATh9XoDfPMcDgcPP/wwRqORxx7z/dNPT0/3r76nTp1KWVkZsiw3G8Gn8Sq+JWS29+y3FUT+458YmhFsAK9CgWvPHoJm6vFQ9tEycsf7trQMn39BZKjcsmYz+h9/JHNqB4j2KQzMfpdErytkXc3+VRREXtDhfZ5KV35mXUlfnRf03bmJebUfWZb9580Gg4H6+voAwW6gurqaL774AlsId9YDBw7gdruJa8YVV6lU+heNoeoOHjwYFJDF5XJRWlrqH6PJZCIpKanXnH+3SbQnT57M2rVrOe+888jKygow75dlmV/+8pfMmDGD2xoZGL3wwgtER0dz6623kpOTw4ABA1oUci89Pb1Z/7wGMjMzmdIRq9EWcvx4GS1JoKlOScFz4EDIOqPTQeqJMdd8+y3B9qA+FLW1nTO3qkEQ5rkjOrZfp7+fXf2ZdRV9dV7Qd+cm5tV+ioqKyMzMpKysDID4+PgmrcVDCXYDarW62XFnZmYyfPhw9oaIsJiamsqMU5I1ORwOvv32W8rLy/1lFosFlUrFueee2yOE2+FwNLlYbZNoL168mE2bNnH11VcjyzJPPfUUb731FikpKXi9Xn766SecTicbNvj8f++9915uu+02HnjgAdatW4dSqeTpp59u24x6EJKu+YcJdXo6xjvvoOa++yHEuYuyUT5a9fDQvo0A7oSEtg2yGeT0a2D7K0jO4Ji9DFvcKX0KBIK+h9lsZv369QG7sBUVFVQ3MsztDGbNmoXX6+XQoUPYbDZ0Oh0DBw702101Zs+ePQGC3UBJSQn5+fm9Ij55m0RboVDwxBNPBJQNa5QNa0+js9vGvPrqq23prkOQZRlvdTUKvR6pg1witLNm4doRHE1MER+P/meXoEpN9QU20Wiwf/019u9WBFwnRUZivGap/7XhisuwfPghrlO2shT9+2M7r2P9yD3V1dT+6c84t27FMMiAKc2GQnVim1yhgfSrYMrtHdqnQCDou+zduzek77gnTNrj5giXf/tUFAoFc+fOZerUqVRXVxMdHY0hTJbAU63NG3P8+PG+K9q9DcvHH2N5931c+fkoIiLQzp5N1J//hLKd8Wgj77sXd/4B7GvXgssneIqBA4n+0+Poz1kScG3s8/+m5ok/49iwEbm+3mcVfsP16JecvE5SqYh99RXqnvw/HD/9BE4X6rFjMd1xO0cNHed7KcsyVbffiXPTJgDqi1RY98VimuBFu3gh6rk/962yuzljkEAg6Dzy8/M5cOAANpuNiIgIRo0a1S5r9HABT9pCYmIiw4cPb9U9er2+WR/1puKiq9Uty3rY3fR50bZ++y01jz4GZl/GK6/ZjO2zz/BWVhL/3/fa1bak1RL75uvY1/6I86dtSBFRmK6/FkVkZPC1ej0xTz+F7PWCy4UU5pxe1b8/sS88j+xygdt9clegAw1J7N+twLllS0CZp0ZN7TrQx8YT+/OzO6wvgUDQ89i1axcZGRn+VXBFRQVHjx7ljDPOCNg1bUxFRQX79+/358IeO3ZsQCKO5kKMthSTycQFF1zQKWlGU1NTOXjwYFDiEY1G0ytW2XA6iPZHH/sFuzGOzZtxbNrU7jjXkiShX3AW+hZmBJMUCmiBYZ2kVkMnPfm5svdCmGw57qLiTulTIBD0DNxuNzk5OUHb1g6Hg71795KamhokmAcPHmTjxo0B/tCHDh3izDPPJCkpCfAZDRcUFPjDljag1+txOp1B/UVFRTFkyBAKCgowm80oFAoSEhKYPXu239PoVOrr6yktLSUuLq5Zy/JQDBkyhAkTJrBv3z5/NDm9Xs+kSZNaHZ88Ly+PvLw86uvrMRgMpKamkp6e3uk5zfu8aHvC+PDhdOLI2n1aJqdQJIXPdqaM6zuB9QUCQTDl5eVBwtpAVVUVLpcrICCJLMtkZWUFBTAxm81kZWX5RVun07Fw4UIyMjL81uP9+vVj8uTJlJeXs3fvXn+/CQkJTJ8+naSkJCZNmkRxcTFGo5GEhISQoud0Ovnuu++oqKjA4/GgUqlISkoiOjq61fOfNm0ao0aNIj8/H4VCQVpaWqtDv+7bt4+tW7f6Xc3q6+s5fvw4DoeDqVOntnpMraHPi7aiXz/IyQmuUCpRjxzR9QNqDQdWwu53wVrBIJcRBv0ZEkJnAmsNxiuvwPLOO7j37Q+s0GrRX3RRu9sXCAQ9F71ej1KpDGkgptFogla5FRUVVFRUhGyrrKwMp9PpF/n4+HjOOeccXC4Xsiz7yxMTExk9ejQlJSVoNBoSExP94qzRaJqMjpmXl8fmzZsDMpu53W6OHDlCXV0dM2fObN0bgG8rf/Lkya2+D3wPMTk5OSF9w/Pz85k4cWKzOcXbQ/c7pXUyhp9dDNrgMHaaaVPRLVoY4o4ewvaX4ePLfLHCD6wg4fBn8N9z4fDGdjctaTTE/O1vqGfM8G/BK4cMJvL++0Qua4GgjxMdHU3//v1D1vXv3z9ItJVKZdgt33B+zWq1Oih8qFKpJCUlhf79+7d4C7mqqipIsBtTX1+POcTxZ2ficDjC7lTU19dTWVnZqf33+ZW28aqr8FZUYl32sS88qNGIdtZMov/vyU4/e2gzbgds/Rc4T8mLW3sYNv0FT+RYbF8tR4qMwnDBeb7z71aimTCefp99gnP3brwVlehmz+owVziBQNCzmTNnDmvXrvX7LEuSRFJSUsgEGzExMSQkJHD8+PGgusTExE6N7b1///6wgg0+d7L6+vo2p/tsC2q1Gq1Wi8sVHElSrVZjNBo7tf8+L9oAEXf9EtMtv8C1fz+KfgmokpO6e0hNc3A1VOaGrPLkr6fsuYV4j/n+2Mz/Hknkw79Hv3hRq7uRJAnthAntGqpAIOh9REdHc/HFF1NQUEB9fT1xcXGkpKSEXMhIksTUqVNZv3499fX1AW1MmzatU8d5aurRU1Gr1W0ySGsPSqWS5ORkcnOD/0cnJSV1+gPEaSHa4HPP0kyc2N3DaBkaE76Ti2ALb7nOivdYGZyIZO7Oy6PmkUfRTJuKsg1GGd2CywYZr0B1IYl1MqSniWxiAkEXo1AoGDGiZXY9ycnJXHLJJWRnZ/v9useOHdvpGbSimomlERMT0y1ZvObMmYPT6aSoqAi3241CoSApKSlkFLaO5rQR7V7F4LmQPBVKfgqqch5TwympR7zFxVjee4/Ie+7pogG2g7L98NlSOL4LgIEAr66Cn70DA6d369AEAkF49Hp9p6+sT2XcuHEUFhYGRTJTKpWMHz++2444VSoVixcvprKykmPHjhEXFxfWTqDD++6SXgStQ5JgwVPw9W1QfdBf7LTGUbst9Pm1tya0YUSPY/VDfsH2U5kDq38PN65uWRu5X/sM9SpzQR8LI86D+Y+CIrRvp0AgaBsNq8juSqSh0WhYvHhxQBKSfv36MXXqVKKioro9K1tb/cXbgxDtnsqwhXD7DvjpRbCUcchqICrTg9f2QfC1koRmwviuH2NrsdXAkU2h645sgupCiBnadBu5X8MXN4HthIVmdQEc3Q51JXDxax05WoHgtKWoqIjdu3dTWVmJUqlkwIABzJw5M2xM784kKiqKBQsWdHm/PRUh2l1FdSEUroGEdBg4o/nrAXRRMO9hACozMxk4KRbHus14Dh0KuExzxhz0F3R+3ut243WBJ4wlqMcJrhbELs54+aRgN2b//+CMhyAudAhGgUDQMsrKyli3bl1ALPEDBw5QX1/PhRde2CPSV57OiHe/s/G44Iub4T9T4Ktb4K358O7ZUFPU6qZUqUOJ/c/L6C66CGVqKqrRozH+/Cbi3njdFx61p2PsBwPC5McdMAXiR+OpqsLTlJ9jRWireuxVUPB9+8coEJzm7Nu3L2Tyj+PHj1NQUNDu9s1mM7t37yY3N7fNGcBOZ8RKu7NZ/QfIeuvka48DDq70nVdf912rm9OkpxP38osdOMAuZs4DvrNoc+nJMn08rv6XUHvtdTh3ZgGgnjiRiN/+Gt0pSezRx/q2xE9FUkKsWGULBO2lsVvXqTSV2rI5ZFlm27Zt5OXl+UOi7tq1ixkzZjB48OA2txsOs9lMTk4OLpeL/v37M2TIkJ4bm6MVCNHuTGQZ8r8NXXdoHRzbBf0n4D5yBOsXX4JSgeHyy1ElJnbOeMzlsOcDUOtg/PWg6frzKUaeB9d+63P5qiui3K4iZuptVN75NJ7Dh/2XOTdsoObwYeI/+xRV41jpI87znWGfysCZMExkJxMI2otOpwtb157AIbm5uezZswdZlv1lNTU1bN68mQEDBrTYdauiooKdO3dSUVGB0+mkvr6e6dOnB5y35+bm8tNPP2Gz2QDYs2cPKSkpLF68OGwykt6CEO3OxOsJff4K4LZBZT51763E/M67yNXVAFhefR3TL+8k4vbbOnYs6548YdR2zPd647Nw5uMw8fpmb5Xtdsxvv4Nrzx4knQ7d+ee3OKtZSAZMhAtfAeBIZiaab1YGCHYDniNHsLz1FlF/ePhk4fxHfUZn+z8De7VvhT1wBlzwisj/LRB0ACNGjPD7HzcmJiaGUaNGtbndQ4cOBQh2A/X19ezfv58JLQj0ZDabWbVqFXV1df6yvLw8ampquPDCC1EqlTidTjIyMvyC3cCRI0fYsWNHl7utdTRCtDsTpQpiR4D5WHCdMRFbkUT9Sy9DozB93ooK6v7+DzSzZqEdPy50u6W7oDQDUs6A+BbkgM1ZDhv+D9yNsvTUHISV98Pgudj3lWB57XVcOblIRiPaM2YT9fvfI+l0eMxmqm64Cee2bf5brf/7HNMdtxP14O9a+k40iedYiPenoe7o0cAChdJnJX7GQ74z7JhUGL5ECLZA0EEMGTKE6dOn+7NyNaTMnDlzZrsSYYQK+9nAqRnEwrFnz54AwW6grKyMnJwcxo4dS05ODhaLJeT9paWlIct7E0K0O5vJt0DpDnCd8iUaewX27zcHCLYfsxnbJ5/6RNteB5YyJI8DrFU+d6eDq8FtBW0kDD8XLnkL1E3EDd/7caBgN2Apw/X141T/Ixtvo7jC7pwcPEUlxL35OuZ/Px8g2AA4nVjefgfD5ZehHtb+c2Rlv/jwdQkJoSvihkHcL9vdt0AgCCY9PZ3Ro0dz7NgxNBoN8fHx7T4Pjo6ODimakiS1ODBJuEQdcPK8vSnjtr5g+CZEu7OZeANICtj5BlQV+Cyo0y6CeY8if3VX2NtkW63P6rzge6g/xhhjMmwz+gKRNOCog73LfOJ90avhx+AI/0X37MnAezy43r52LY4tW3Hu2Bl6fHV12L74EvV994bvt4UYb74Z61fL8Z6yqlYMGIDx5ze1u32B4HRAlmVqa2uRZZno6Oh2i2xDjO2OYty4cZSUlAStlAcNGkRKSgrgWwk3rJSNRiOjRo1iwICTNi1Nnbc31A0dOpRdu3aFTDQSHx9+gdBbEKLdBPa1a7G891/chw6hiI5Gd84STLfe0vo/hgnX+X5OQTV6FCz/OuQtpv4/QdYW/2udpQhC7/hAwQ/gsvsMzEIRPwryloescpSGcRVzOnH89FPT284dtCWtSk4i5u9/o/7v/8S50/eQoJk0kYhf/xrViT9mgUAQnpKSEjIzMzl+/DiyLJOQkMCkSZM6xSq7rURHR7No0SJ/0BaVSsWAAQOYOnUqkiRRUFDApk2bArbKi4qKmDNnDsNO7OiNGDGCwsLCoK12g8HAmDFj/P2MHDmS7OzsgGtiY2OZ2FvyTzSBEO0w2Fauovq39/oNxACc27fjLS0l6rE/dkgfpltvxb5qNa5TVrO6MyeicoeJHBZysJW+1XQ40Z59Hxz4DsoCv8QMORNnbn8gdI5uZWIimqlTcG7eHFQnRUdjuOzSlo+xGXRz56I94wzcJwzSVIMH9wn3DIGgs7FYLKxbty4gr3RZWRnr16/ngh4WdCk+Pj5kdDNZltm9e3fQ2bbdbmfPnj2kpqYiSRLJyclMmzaNPXv2+F3TYmNjmTp1aoBl+6xZs4iLi+Pw4cO4XC5iY2MZP358p6fN7AqEaIfB8tZbAYINgNeL9csvMd19F8pT483WHIasd3wW4+lXQsLYZvtQGAzEvfsO9f/6F66du0AhoZk6lYgLRyD9L/QKPCSxI8DQxLaPKRGu+gI2PgUlGT4DuZQz4Kw/o5e+wLlpC5xy1qMaMxrDZZciu904d+7EuaGRsBsMmG69BVUHP8VLkoR6yJAObVMg6OtkZ2cHCHYDNpuN/fv3o9VqO6Vft9vtN1bTarWMHTu2zWkpzWYzlWGCKpWVlVFXV+fP+JWens6oUaMoLCzk8OHDLFiwIChKmyRJpKWlkZbWAkPdXoYQ7RDIsowr/0DIOu/xMuxr12K8/PKThRufhU3PnnTv2voPmHo7nP3XZvtSxsQQ/fjjgYW1xb4gIrYWBDJQamHCDc0ny4gbBhe/EVRsvOF6PEVFWP/3P7zHy0ChQD1+PNFP/AlJrUZSq4l/710sH32Ec8dOJL0ew8UXoT016IlAIOgWTnVtaozVau0U0a6rq2PlypUBQpufn8+cOXMYOnQoNpuNw4cPYzKZSE5ObnbXTKVSoVQq8XqD0xGDz2r8jDPOCLh+xIgR1NXVnXZhVYVoh0CSJBQmU4hs1oBajSp54MnXR3fA+ifB2SiKkLMetv4LkmfA2MuD22iOqIEw/DzY835AsYwChi5CctZAfSlEDYbx18K0O05eI8vIZjOSVovUgmAFkiQR9cgfMP3yTuwrVqDo3x/dmWcGhEWV1GpM118P1wf6dHtKS0GSUHZRSjqBQBBMU6vbtq58myMjIyNoZWy1WsnMzKS0tJSCggL/w0RiYiJz5sxp0ghMr9eTmJhIcXFxyPri4mI8Hk+vD4zSEZxejyitQDt/Xshy9aRJaGY2WmXuei9QsBvwuiDny7YP4KLXYNItEDEQGQVOq5767FiOvVRD1f4z8N6+H36xIUCwrV98RcWll3Fs1myOzZ1P1W/vxRPCpzEUythYjNdcg37BgmbjmNs3bKT8sis4dsY8js2dT/lVV2P/KTj3t0Ag6HzGjh3r3zpujMlkYuzY5o/pGnC5XFit1pABUBojyzLHG7mINqaqqors7OyA1f/x48dZv3592FV0A6NHjw5bZ7FYmtxROJ0QK+0wRP3+ITzHjmFftRpsNpAk1BMnEv30U4FbPe4mvkgtyVoVDrUOLn4N6xcfU/enh/BUOMErAUexLfsYuaqKuLdPxjS3rVxNze9/j3xCpOXqGmwff4K3rJy499/tMKMud1ER1ffdj7ekxF/m3LiJmiNFxH/5OapwftUCgaBT0Ov1LFiwgIyMDL+Y9uvXj8mTJxMREdHs/Xa7nc2bN3P06FGcTicxMTGMHj26yehnzQnwqVRUVFBYWOi3Ag9FcnIyer0+pDgbjcYm3b1OJ9os2l6vl8cff5zc3Fw0Gg1PPvlkgHvBxx9/zEcffYRKpeLOO+/krLPOoqqqivvvvx+73U5CQgJPP/00en0TQUG6EUmrJe6Vl3Hu3oNjyxZUgwaiO+ec4FXooNmQ+Z/QjQyY1O5xWD9ZjrfSgXGUBYXOi6NUi7NUh339BhwZGWinTvVd99GHfsFujGPzZhwbN6Gbe0ZQXVswv/lWgGA34DlyBMubbxH10IMd0o9AIGg5/fr149xzz8XhcCDLcosFTpZl1qxZE7AtXV5eTk1NDRqNhtTU1KB7JEkiISGBwsLCoDqFQhFW0EMZyzVGo9EwdOhQ9u3bF1Q3ePDgdkVj60u0eXt81apVOJ1Oli1bxn333cczzzzjrysvL+e9997jo48+4o033uDvf/87TqeTl156iQsuuIAPPviAMWPGsGzZsg6ZRGeiGT+OiNtvQ3/eeaG3jcdf64tKdioDZ8Gs37a7f4VlN/0uLSN6Ti2RU+qJP6eC2EUV4LLjzNzhv85dFPosCKcTZ1ZWu8fRgLepkKNN1AkEgs5Hq9W2akV69OhRjp4aKhjfVnlubpg0uMCkSZOCtuQ1Gg0xMTEhr2/wyW6O2bNnM2bMGL9rlslkIj09nRnC8NWPJDd3gBGGp59+mvHjx3P++ecDMHfuXDZs2ADA6tWrWbduHU888QQAd911F7fffjuPPfYYr776Kv369SMnJ4e///3vvPpq6EheDoeD7Oxs0u+4A215eYvG5HA60bYwU0zHIoO9FtwO3+8qLWijfJHQ2tty9REkKfgj8rokiEhAceIP1FNRgRwmfq8iLg5FB+1oeGtq8ZpDp+5TRESgCHG21hTd95l1Ln11XtB353Y6zsvpdOIIFUoZ36rZaAifCdAry7icTryy7HPXVKmQ8W23nyorKpUKfSseJmRA9nqRFAqaOtjri5+Zo18/sl95hfT09JCW/23ebzCbzQGWiUqlErfbjUqlwmw2B5ylGI1GzGZzQLnRaGwyb2sDTpcrdHzuMIT7AnY6CkNgqkuXO/y1pyDJbpQuC5LXBZKEV6HFozahcNtQhxBsAEkFToXC/95IajUK+4mHhkbIajUupbJV72GTaDUorQo4dQtMqcSl1bapn277zDqZvjov6LtzO93m1dTZtCzLzb8fkoTihL2M+0SsB6VSidfj8Qn3iXqFQtFp721f+8ycTSRWgXaItslkCsik4vV6/WcOp9ZZLBYiIiL85TqdDovFQmRkZLP9aLZta7GfYWZmJlOmTGnlTLqZqoPwwQVQcXI3QYETVcpEUKjg0NrQ92mj0f4+cFur/vkXsCxbhqfwEOh0aGdMJ/rPf0Y7LPhcKoCGvN8l2yFyEEy4HlThn17tGzZQ/89/+7fdNVMmE3HfvWinT8f29TfYV65EtjtQTxhHxM03IzWxyu+Vn1kL6Kvzgr47t9NxXrIss3z5co6dcrSlUCiYO3dujw9O0ic/M4cDTgnB2pg2i/bkyZNZu3Yt5513HllZWYwcOdJfN378eP75z3/icDhwOp0UFBQwcuRIJk+ezLp167j00ktZv35933uz28Lmv0LF/uDyIxuavE1yVMP398OSv/nLIu65G9Mtv8CxcyfKxMSWZeCy18EnV8DBNSCf2B346XlfIJak0J+Pbu5cdHPn4jlaChIoT5xV1Tz6GJZ334UTeXjt33yDY/Va4t57B0UfCB8oEPQ1JEliwYIFbNq0iaNHj+JyuYiOjmbUqFE9XrBPV9os2osXL2bTpk1cffXVyLLMU089xVtvvUVKSgoLFy7k+uuv55prrkGWZX7729+i1Wq58847efDBB/n444+JiYnhueee68i59E6O72n7vdtfhCm3QfzJByZJr0c1bBj1z/0jMPnG/feFdsf64T5fwpGAMe2CFb+Bn69vMimIMumkYYlj124sH37oF+wGnNu2Uf/iS0T97oHWz08gEHQ6JpOJJUuWYLVasdlsREdHd1gQk5ycHH+gFZPJRFpaGkOHDu2Qtk9X2izaCoXCb2jWQGMfvCuvvJIrr7wyoD4+Pp433ggOpXlao27HCtRth59egPP+7S/yWq1U/fwXuHbtOnnZvn24svcS/+nHKBoblsgyHFoXuu2irb6flFktGor92299/uwhcO7MalEbAoGg+zAYDBhOMTwrKCigoKAAh8NBVFQU6enpxMbGtqi9rKwsMjIy/OfmVVVVlJaW4nQ6xSq+HYiIaN3N8LPbd3/tkYCX5jfeDBDsBly7dmF+663AQtkLzjD5PmU3mIMT1oelCUt5SSGydQkEvY0dO3awdu1aDh065M9zvWLFiqDz71B4PB5yc3ODDN1cLhf79+9vNuqaIDxCtLubmb+FiT8HdXjXiiYxBm55u/Pywl7qzjnF71KhhMRxoS+OHgrDWv5AYbj8UqQwhoUBYV8FAkGX4fV6KS8vZ/Xq1axdu5b8/PwWCabT6WT//v1Boms2m9m9e3ez91dUVFBbWxuyrrq6GofD0bIJCIIQIWa6G4UCLnkTpt0Jed+AvQZyvoDawyevUWrxeD0o5VPcyPRxMPnWgCKpibCFUmSIupm/gWNZYGkUS1iphcm/AK0J2/ffY3nvv7gLD6KIjka3aBERv/5VUKAZ9fDhmG67lfqXXgbrifCtkoRu0UIibr+92bdBIBB0LF6vl5UrV3LkyMnduPz8fEpKSpg/f36ToY0LCwsDPIAaEy6FZmMMBgMqlQq3O9j1VaPRtDq6mdfrpaCggNraWqKiohg2bNhpl92rASHaPYXkab4fgCm3w7Z/QdUB0EXD2Cs5UFJNWtE7UPwT4IH+E2H2AzBwWkAzhiuvwPq/z+EUH3gpIgLDFVcE9zviHLjyU9j+ElQfBGM/GHMFTLwB23crqL7vfuQTT8weDuPK2oXneBkxzzwV1FTkb3+Ddv48bJ9/iey0o50xE/3FFyGJzDwCQZezf/9+Dh8+HFSen5/P0KFDA8JOn0pTbrYtMVKLiIhgwIABFBUVBdUlJSW1SrTr6upYs2YNZWVl/rK9e/eyYMGCFrfRlxCi3RNJGA0XvhJQZHZkwtm3wbFd4HFA0tSQObS1EycS9eAD1L/0Ct4T4QkVSUlE/PJOtBMnhu5v8Bm+n1OwvPeeX7AbY/vmGyJ+dQ+qpOCwhNrJk9FOntyCSQoEgs6ktDS0TYosyxw5cqRJ0U5JSSEuLi7kqrol4UgBzjjjDNauXes/A1coFCQnJzN79uwW3d/Ali1bAgQboKysjC1btjSZ7rOvIkS7NyFJMGBik5d4amoACdMtvwDJl/jEcOmlKFqQ7edUXAUFIcvlqioca9eiuvaaVrcpEAi6hqa2v5vL+qdQKJg5cyYbNmygrlEioqSkJKZPn96i/iMiIrjwwgs5cuQI1dXV9OvXj+Tk5JYN/gR2uz3sw0dpaSnR0dGtaq8vIES7D1H/6uuYX30V74kvuWLQQCLuvrtNgg2giIrGWxyc0Qu1GtXQIe0YqUAg6GySkpIoCPHgrVAomlxlN5CcnMyll17K/v37sdvtxMfHk5qa2qo0v5IkMXjwYCIjI9mzZw8ZGRloNBoGDx7M6NGjm23L5XLhChPW0+Vy4TkROvV0Qoh2H8GxdRt1f/sbNA4tW1RM3dPPoJkyGU0TCebDoVtwFua9e4PKNZMno5nVMv9tgUDQPYwaNYqSkhIOHjzoL5MkiVGjRjFw4MAWtaHRaJgwYUK7xlFRUcHKlSsDck0UFRVRW1vLrGb+j5hMJuLi4qioqAiqi4uLQ9PHkoW0BCHafQTrZ58FCHYDck0N1g+XoXni8SZuroQdr4PLBmkX+sOXRt5/H57jx7F//4PvbFulQjNlMlHPPtOqp22BQND1SJLEwoULkWXZb1g2ePBgUlJSuvTvd/fu3SGTQ+Xl5ZGenh6QXOpUJEli7NixbN68OWDFrVarGTt2bLM5uvsiQrT7CHITX15vU9nUdr4Fax6B+hPJRzb/zZcj/IJXkFQqYv/xd1wHD+JYtx7l0KHo5s8Tgi0Q9BIkSSI2NrZb8zxUVVWFLHc4HBQWFjJ+/Pgm709LS0Ov15Obm4vFYsFoNJKWlkZKSgqZmZmdMeQejRDtbkL2eLAtX467qMhncT1nTrvaUw4fEbZOPXpU6Ir6Ulj1MFgaRThyWSDzNUicCNPv9N2fmoo6tZlMYQKBQBCCplzEWprBMSUlhZSUlI4aUq9GiHY34NyfQ8399+PK8oUbrddo0M2bR8zLLwbGBm8FEbfdguOH71FatqNNtgMS9sM6vP1mY7r+utA3Zb4WKNh+ZDjwnV+024MrPx93/gHUU6eETlgiEAj6NElJSZSXlweVR0dHM3z48G4YUe9GiHYXI8sytX94xC/YADid2FetovaJPxPzzNNtaldhNBJ/nR7pQJU/MZdxlBU5PRZJpwt9k8savkFXmJjkLcRTWUn1fffj2LwFLBYUcXHozllC9FP/h9TKaEgCgaD7OXLkCLm5uVitVv8W9aBBg5q9b+rUqdTW1nLkyBF/WNSIiAhmzJjRYdnETifEf88uxpmVhXPHjpB1jk2bkWW5bWfGu95DUfAFNLpVkmSk/R/AgatgxLnB9wxdAFv+AV5ncF1i0+dMATjMkPEKmI9BQjqMv47q+x/AsXKV/xJvZSXW/36AIiqKqD883PK2BQJBt5ObmxtkDFZcXMycOXMYMSL00ZzVasXlchEZGcnixYspKSmhqKiIsrIyPB4PO3fu5OjRo0yePLnF2+QCIdrtI+cr2PkG1BwGUyKkXw2Tft7kLZ7SUgjjdyib68HjgbasRA+uDF3udcH398HWf4KhH0y44WRmsWGLYfQlsPfjwHsSx8Ps37Ws30MbYPktUHkyUYl38wu4MmpCXm5ftYrIh38vjNkEgl6CLMtkZ2cH+Us7nU6ys7MZPnx4wN9zTU0NW7dupbS0FJfLRVxcHOnp6aSmprJ9+/aArfKysjLKy8s5//zzxaq7hQjRDoNj506c2zNQDR+G7qyzgkVm13/h21+C40S0oOP4clNbyuCMB8O2q5s7F0VyMt6S4KAlqrRRbd86lr3h6yr2+34AcpfD4r/AtDt8EdYu/S/0nwQHV/nycw+YDHN+B5EDcB8/jvnlV3Dl5aMwGNCdvRjDFZeffC9kGVb9LkCwARTlmUSN11P9Y1zQULyVVeBwQLgte4FA0KOor68PmySksrISi8WCyWQCfIk91q5dGyDMlZWVbN68maNHj4Y82z527Bg5OTmMHTu2cybQxxCifQpem43qu3+Ffd06sNlAqUQzdSox/3gOVUMUIVmGjJdOCnYDHgfseANm/BrUoUVJERGB8fLLqX/ppYAVtxQbg+nmm8KOS5WbS/V7/8VdXIwiPg7DZZeiX7z45AVDzoTsD5ufoLMOtv0bJt0MKg0oVTD3Id9PI9xFRVTedDPunBx/mX3lStz7c4h67FFfwZHNULI9ZDeaJA9IMsiBDzvKlBQQW2ECQa9BpVKhVqtDRiZTqVQByT/y8/NDCrPL5eLoiVwIoQh1jyA0QrRPofaxx7GvWHGywOPBuW0bNQ8/Qvx/3/OV2WugLDhSGABV+VCaCSnhXbgif3c/yqQBWL/5Fm9VJaqUFIw3XI9u7tyQ19vXriX6qWewVlefLFuzlqjfP4Tp5zf5Cib/Ag6sgJzPm59kxX7frsDwxWEvqX/+hQDBBsDtxrJsGYbrr0OdOtT3PsihwwhK+hCRijQaDFdeIbbGBYJehMFgYMCAAQEpPhsYMGAAuka7ZuFyaANNhhxVq9XtG2QnYzab2bdvH3a7ncjISMaOHdttYxai3QjZ7caxcVPIOsfWrbjy81GPGAFqA2gjwRHiC6o2gqn5LDjG667FeN21LRpX/X9eRdVIsAGwWLC88w7Ga69B0mh8Gb+u/ASy3obCtb5rDqwAW4htLUkFusgm+3SFCF8KINfWYvvma9T33AOpCyF2hO9B5RQUI+diumse9lWr8VZWoho0CP2Vl2O6/vqWTFkgEPQgZs2ahc1mC1gRJyQkBIUhbSqBR3R0NOXl5UHirVarGTlyJEDbDXE7kSNHjrBhw4aA/OIFBQUsWrSIqKioLh+PEO1GyA4H3rq60JV2O56jR32irdL6LK93vRN83eB5ENtMIBKvB+pKQBfl+2nqUqsV9959Ievc+QdwZGSim33iD0eh9K24J//C9/rTa0JvmSdPg+SmM/VI6vAxfSWd3veLWgfT74bVDwe6iEUORJrzAFFDzyLyoQfB7Ubq4U/SAsHpzrFjx6ipqSE5OTkotGhUVBQXX3wxBw4coLa2lujoaIYNG4ZCoQi4bvjw4ezduzdou1uj0TBp0iTKy8vJzs7GbrcDoNfrGTNmDPv27ePYsWO43W7i4uIYP348SUlJnTvhFiDLMhkZGQGCDb5z+u3bt7No0aIuH5MQ7UZIBgPq4cNxbg8+p1UMGohm6tSTBef8E8zHoXDNCZcpBQyaBec+33Qn21+GjFehYh/oomHIWXDe82DsF3pMKlV4oy21GkVUEyvmxc9C9UEo2XayLHYELHoGmnma1cycGfp9SE7GePVVJwtm/gpihsGe98FSDtFDfUI+wJdkQJIk6GDBduXl4diyFfWY0WinTevQtgWC0436+nrWr19PaWkpXq8XrVbLkCFDmDt3boAoKxQK/4o4HAqFgoULF4a0Hh80aBCDBg1i5MiRHDhwAEmSGDFiBGvWrAk477ZYLFRWVrJkyZJuz5ddWloaMlkJwPHjx/F6vUEPLp2NEO1GSJKE4Ybrcebsh/pGsbxVKoyXXobCaDxZpo+G6771ifbRDIhLg1EXNy2Guz+AH+4/GdTEUgZ7lyFbKpBuXBnyXkmjQTttGrYvvwyqU0+ejHrMmMDC+uOwd5lv+37cUrh5gy++eMV+MPaH6b8EbfOpOiN/+2vcOfuxr1nrc0MDFAkJRN5/X3Cqz7TzfT+djGy3U/Xb+7CvWQNmM2g0aGbOIObvz6Ea0PyRhEAgCGb9+vWUNPJmcTgc5ObmotPpmDFjRqvbi4yM5Oyzz8Zut+N2uzEajQFb3iaTiYkTJwK+beZQBmoWi4W9e/cyf/781k+oA2kIBtPaus5EiPYpGC/9GZJOi/XDZXiKilDEx6M//zyMN90YfLEk+c51Uxe2rPFd74WOQnZwDZa//wrjfaFX6ZGPPUptbi5RcgaGVCtKgxevHIViybTA85/Vj8KO18By3Pd64zOw6GmYelvLxtcISasl9q03sa9YgeOn7SiMBgzXXtut4lj7xJ+xf/XVyQKnE+f6DdQ89Hvi33m728YlEHQ3sixjtVpRKpUBhmHNUV5ezrFjoUIZ+9JntkW0G2jJOMKtYgHqwh1VdiFJSUnExMRQfapNEb4z/a5eZYMQ7ZAYzjsPw3nndXzDdUUhiyWFjGv1fzHHTjlpDd4IVWIi6l+MICbvRyTcJ0orYdefYUA8TPmFbxW/6dnA6GaVufDdr33n7IZgn+nmkCQJ/bnnoj83RDS1LkZ2u31ueCFwbNmKq/AQ6qFDunZQAkEPoKCggD179lBZWYlSqaR///7MnDmzSaOwBmpqasJaddvt9k43DNPr9WHrekKUNIVCwYQJE9iyZQsOh8NfHhERwaRJk7pnTN3S6+lKZOjE87IH3OWKkFvgALjsxJd800iwG8otkPkfn9/4/v+FDkdaVwTbX2nnwLsf2W7HG86dxGLBUxT6gUgg6MuUlpayadMmf2hQp9PJkSNHWLNmTYu2b5OSksKuiKOiojrdknv06NEhLbCVSiXDhg3r1L5bysiRIzn33HMZNWoUQ4YMYdy4cVx44YUkdFMCJCHaXcn4a5EJNspylGpwHNXhLg29TUXZHnSWYB9JX90+sFaEdj9rwB68tdPbkIxGVENDW+UrkpPRTO6ep16BoDvZv3+/3xK7MRUVFeScGmchBEajkdQQaXfVajWjRoVJ6duBqNVq5s6dS79+Jw1xTSYTkydP7jGiDb6t8Hnz5nH22Wcza9YsfwS47qBN2+N2u50HHniAyspKjEYjf/nLX4iNjQ245i9/+Qs7duzA7XZz1VVXceWVV1JTU8OSJUv8FoiLFi3ixhtDnBX3VSZcj6dwH/Lav6OKcuJ1SjiOaqndFA1I4c+LZZAJyAVyEoUEGpPPEO7gqlAXwMCZHTWDbkOSJIzXLKUmJwesjewCFAoMl1yEohv/iASC7uJUV6TGtPRMeM6cOej1eg4fPozNZiMqKopRo0Z1WdrMpKQkLrnkEkpKSrDb7QwePLhdgUtqamr8Vuvdcebc2bRJtD/88ENGjhzJPffcwzfffMNLL73EI4884q/funUrR44cYdmyZTidTs4//3yWLFnCvn37uOCCC3j00Uc7bAK9DdUlT1P51TFcP3yH7FDgdZwIkq9Wo7/k4tA3HVoTWrABVHpkSY2tajRa4lBySjCVYYtg9KUdNfxuxbj0atCosS77GE9Rsc9I8LxzMd1xe3cPTSDoFgwGQ9i6U32twyFJElOmTGHKlCmt6tvpdHLs2DEiIiKIiYlp1b2hxjBwYOjjw5ZSXl7Otm3bOHbsGF6v1+9qlpaW1q52exptEu3MzExuueUWAObNm8dLL70UUD9p0iRGjx7tf+3xeFCpVGRnZ7N3716uu+46YmNjeeSRR7rtXKDbyF9BzOI6PANUuEptmHerkSPHYrjsMkyhLNSbwWscRMVlV+DKyEAVrcQ0wYAmCRTJKShHnwML/g/60NOm8bLLMF52WXcPQyDoEYwaNYqioiKczkB7lri4uE7b3pZlme3bt3PgwAHMZjMqlYr+/fszd+7cFj8odDRut5u1a9dSU1PjL6usrGTLli2YTCaSk5O7ZVydgSTLstzUBZ988gnvvBMY+SsuLo4//vGPDBs2DK/Xy5lnnsn69euD7nW5XDz44IOkpaVx++23s2rVKgwGA7Nnz+arr75i1apV/Pvf/w7Zr8PhIDs7ux1T63nEHf6cgfv+icp9ckvLpYzi8PiHqR0Y3m1MZS9n9Lpr0Tirguqqq0Zh/bwepdGD16FAdvoE2jlmNFVPP9VsEBWBQNC7qaiooLy8HKvVikKh8ItUU6vw9nDs2LEAv+4GTCYTI0eO7JYwpMePH6e4uDhkXWxsLEOHDu3iEbWf9PT0kBb0za60r7jiCq644oqAsrvvvtt/lmKxWIiMDI7KVVtby69+9SumT5/O7bf7ti9nzpzpN/FfvHhxWMFuycBDkZmZ2eotni7D44ZtN4M78AxK7alleNU3cNEDTQpscfF1DDzwJrhOBn2RB85BlXeQhEvLUUW58doV2Et8Z+Sa/AOk5efj+mk77uPHUQ0YgOGaa9BOmdz6scsyeJyg1HT4Q0CP/szaQV+dF/TdufXmecmyTG1tLRqNJkisO3peX4bxcrFYLPTv37/d29zgi9KWlZVFZWUlKpWKpKQkJk6cGHRG3TC3LVu2hBVtvV7fqz7X5hasbdoenzx5MuvWrWP8+PGsX78+6A2x2+3cdNNN/PznP+eiiy7ylz/yyCOcffbZnHfeeWzZsuX0yp96fDeU7Q5dd2wXWCvBGD5k3/HhNzBw1lWw+31fgJYBk5HtFkxHHkY68T1WGrwYR9hQqGSqVsVT+/gTvshhgBOwr1xF9F+eQX/uOS0bsyzD+v+D/Z9BfSlEJEP6VTCn6QcMgUDQtUiS1CK/7I4glLU6+B4cqqur2y3aZrOZFStWBAQ0OXr0KFVVVSxcuDDkSr6pxB3daendGbRJtJcuXcqDDz7I0qVLUavVPPfccwA8++yznHPOOezYsYOioiI++eQTPvnkEwCeeuop7rvvPh5++GE+/PBD9Ho9Tz75ZMfNpKejjQSVDtwhvvAqva+uOVJm+35OoHh9dkinPW2yHWWCjKfMHFDurazE/J9X0Z2zpNktLHdZGe5Xr0HrWn1Sny3H4fgu36p7/iNN3i8QCPomERERIVNwqlQqBnRAxMRdu3aFjEB26NAhSkpKQj4UpKWlkZOTExRhTa/XB9hX9QXaJNp6vT7k1vbvfvc7AMaPH89NN90U8t733nuvLV32fuKGw6A5ULg6uG7wXNC24WmwLvR2kEIDmhgbtrLgMy3nnj14jx1D2cQfl+3bb6l57FHiz9iFdOoDrOyBPR/AGQ+CUmTuEghON0aNGsXx48dxuVwB5YMGDeqQBB+hBBt8sb7DibZSqWTRokVs3bqV48eP4/F4/NnC+pqxswhj2pUseQ4+v9G3Wm0geaav/ASyLOPYuBH7mjVIKjWGSy9FPTqMFWjkwJChUWVJh7M2AggOTyhptaANv6qXnU7q/vo3FJZi1FFhktZXH/Rtl0enhG1HIBD0TVJTU3G73eTk5FBTU4NGo2HgwIHMnNkx8SBUqvCy1JT/dkOiEpfLhcfjaVUM9t6EEO2upP8EuHUb7HgTag9D/CgYfx0ofR+D7PVSc+99WL/8Ck64cJjffY/IX94JZ8wJbi/9al+GMW/gE6+Udh6qkVo8xzYE3aKZNhVlbHifSuvX3+DOy0fSqPBYFSgNIUIhGhPaFMtcIBD0fGRZ5vjx49TV1TFw4MCQVugjR45kxIgReDweFApFhwYxGTRoEEeOBEeANBgMLdrqVqvV7QrO0tMRot3VqLQw/c6QVZYPPsD6yaeBhWYzdS+9jHJgMpxqATnzV77447vfh8o8MPSD1EVw/ktEjjtM9a9+g7tRKEPV2DFEPvKHpsdntQEgOxXYi7UYR9qCrxl+LmiMweUCgaBXU1NTw4YNG/y5ovV6PampqcyePTvIDkaSpCZXxW1lzJgxVFVVkZ+fj9vty7dgNBqZNm1akwlGTheEaPcgHOuCfd0BMJvRr10HoYKKzP09zL7fd76tj8Ndacb6+jtICiVx77yF7dvv8JQcRZkyCNO11yA1s2Wkv+gC6v71L7xHj1K7KQZJAdqBdpQ6Ga9Hi2LiFXDuvzpgtgKBoCchyzLr168PSNVps9nYu3cvBoOhS7JaybLM/v37sVqt/tDYycnJjBs3rs9ud7cWIdo9CNnpCl/pbqJOqYaYodQ993fMb7+NXOUz5DC/+hoRd91F9J8ea/EYFJGRmG66kbp//BPZZqN6bRwKoxvd2FiMj7yAZspZLW5LIBD0HoqLizl+/HjIusOHDzcp2g0r4sYrb4vFQl1dHXFxcWg0mhaNYePGjezfvz+gzOPxMGbMmBbdfzogRLsHoRk/DseqEEk/VCqczTzl2lavpv7Fl6BRzldvWRm1f/0rnrpa9OcsQdPCL37EXb9ElZaG7Ysv8NbVoxo6BNNtt6LqQ6EABQJBILW1tYQLkBnON7umpobt27f7t9Pj4+NJT08nLy+P4uJinE6nP5PYzJkzm3Q1LS8vJz8/P6i8srKSrKws5swJYddzGiJEuwdhuvMOHBs34fzpp4By/YUX4Bo5gto/PYFz9x5Qq9DOmEnEXXcinXiCtS3/5oRgyxjH1aMbZEdSy7hrqjC/9Qzml15GO2cOMf/8O8oWBPfXL1qIflH40KoCgaBvkZSUhFqtDnLlAkJGvXS5XKxatYqqqpPhlYuLiyktLcXjOel5YrFY2LNnD2q1mqlTp4bt//Dhw/4V+6lUVlaGLD8dEaLdg1AYDMT99z3ML7+CM2sXklqFZu5c9Jf+jJhLLsWcl+e/1rlhI65dWcS++QaSQoFs9YVHjZpTg3G0xR8QRZvgQtvfTuVKcKxaRc2DDxH36n+6Y3oCgaAHExsby5AhQ4JWu2q1OqTV9r59+wIEu4HGgt2YQ4cOMWXKlLCr7aaM2pRKZVNDP60Qot3DUBgMRN53b0BZ3XN/R9NIsBuwr1qN7euvMVx0EepRo3Bt/BL9MGtQhFFVpBfT+HpqfozDsXGTLxZ5YmJnTkMgEPRC5s+fj16vp7i4GIfDQVRUFGPGjAmZcCNUVLSmsNlseL3esAKclpZGdnY2Vqs1qC4pKalVffVlhGj3AlzZe0NXyDLOrT9huOgiTLfdipT9KkptaEMSdYxvy0uurcVbWgpCtAUCwSkoFAp/kBRZlps8g25tFjGTydTkirkhscf27dv9Z+iSJDFkyBAmTJjQqr76MkK0ewP6JlwddL4MaAqTCcNNd8KaX4e8THb5gh8oBw1CNXJkhw9RIBD0LZrLTzB27Fjy8vIwmwNzHCgUCrzewKBMkiQxYsSIZvscPXo0gwYNIicnB7fbTXJyMgMHDuyWdJ89lY4LYyPoNPRnL0YO8YQqRUZibJQ2VTn7dugX2kLcUaIFhQL9JRej6KQ8uwKB4PRBr9czb968gNjesbGxzJ07l/T0dCIjI9FoNMTFxTFjxgzS09Nb1K7JZGLq1KnMnDmTQYMGCcE+BbHS7gXoL74Y64rvMa790Z9qU4qNJeLuuwLjkqu0sOQf8N2vodIXCc3rUWIvjcYuTyfyoQsw/TJ0NDaBQCBoLQMHDiQ5OZmKigrcbjeJiYkoFApcLhc6nY6qqip0Op04k+5AhGj3EGS3m7q//g37unXItXWohg/DeOON6Bf58sfW33oLQ379K+xffwMqNYYrr0CVHOIPYfjZcMdOyHobrBUohp2NPnkaBvG0KhAIOgFJkujXr5//tcVi4fvvvw9Ik1lQUMC0adNEkJQOQIh2D6H6/gewNYo77jlyBOfOLKR//RPdwgUAaEaPRtOCgPmyQg1Tb/dvKwm5FggEXUVmZmZQXmuHw8GuXbsYMWJEn07m0RWIM+0egCs/H/uK74PK5epqLO+2PP+4/cd1VFx7PcemzeD43PlU/+5BPPX1HTlUgUAgaJJwoVDr6+s5cOBAF4+m7yFW2j0Ax7r1yGHE1XXwoP93WZaxvP0Oth9WItfXoRo2DNPNN6OZMB7H9u1U/+a3eMvL/ddbCwvxFJcQ99/3hDGHQCAQ9AGEaHcjsseDe9WraCteI+GyY3gdCuxHdJh3R9Cwqa2IjvZfX/v4E1jefBNOuFO4dmbh2LyF2JdfwvLOuwGC3YBj0ybsq9eIkKQCQQ9HlmVKS0upra1l4MCBREREdPeQ2kRCQgLV1dVB5SaTieHDh3fDiPoWQrS7CesXX2H/7xNEDt2JyuAFXxY6NP2dKE0eajf74oPrToitorwC6/8+8wt2A96jR7G//Se0nr2op9dgK9DjqtSevMDtxrVrlxBtgaAH05DH+tixY8iyjFarJTU1lTlz5qBQ9K5TzClTplBRUREQL1ytVjNhwgRxnt0BCNHuBpy7dlPz6KPETMnzCXYjJAn0qVbMhweiW3gpEffcDYBu61Z/ys2TyESfUY0h5mskpQyJYBxjxrzHRH1mtP8qRf/+nTyj0Di2b8f6xRfINjuayZMxXnUlkvijFQgCCJXH2uFwsH//fgwGA1OmTOnG0bUek8nEhRdeSHZ2NjU1NWg0GkaMGEFiB0RhrKqqYvfu3VRVVaFWq1EoFM1GbutrCNHuBiwffohcVYUqJnSObKVept+TN6A8+2F/mScqOMuOfrgVQ5oVqdGDuEINpnFm7EV6XGVaVKNHY7zi8g6fQ3PU/fNf1L/wIthsANiWfYztm2+If/MNJL2+y8cjEPRUSkpKmsxj3dtEG0Cj0TB58uQObbOqqorvv/+e+lPsf9atW8eZZ57ZoX31ZHrXvksfwVvuc4eQnaHfftkLbnNgBDTHnDmoTvFx1A2yBwh2Awo1GNJsqKdNJeZvz/rTd3YV7kOHML/2ul+wG3Cu30DdCy926VgEgp5OXV1d2DzWDoeji0fTc9m9e3eQYAMcPHgwyMWsLyNEu4vx1tfjPXHW4yjWhrzGWa6m5pU1yI1T3CmVRD3+R1QjThpyKPSh/9AB9FMT6ff5/9BMnNgh424N1v/9D7mmJmSdMyOjawcjEPRwBg4ciFYb+n9BVFRUF4+m5xIqDSiA2+3myJEjXTya7kOIdhdi+/Zbji86G+f27QDUZUZhydfjdfrqZS84y9TUbIzBvXcf9u9/CLhfN2cOCSu+I+rpp4i47z7U48aF7Uup0/jPeTxV1XiOHw/7NN/heJvop6k6geA0JDIykiFDhgSVazSakHmsT1eaMmIL99DTFxFn2l2E12Kh9s//h7e4+GShLFHzYxzmGCfaZAceixL7IT3qOCfRZ1Shzn4EPF/B9F/6b5F0Okw3XO97sboKNmwP3aFpAM7cXOqeehrn9gxkpxPlwGQ0kyZhvPZatFM775xMf9GFmF9/I6TvuWbSpE7rVyDorcydOxeDwcCRI0dwOp1ERUUxevTokHmsTxccDgfZ2dnU19ej1+tJSEigtLQ06LqoqCjS0tK6YYTdgxDtLsLy0TI8YbZw3NUa3NW+c2fdECtRc2p8VuXWHZC5A3K/InLMg8ApQjvlVtj+Etgrg9qUB86m+q57cO/f7y/z5B/Aln8A2xdfoltwFrEvPB9kFOY+dgz7dytQxMehP/dcJFXrvyLqkSMx3nAD5tdeA6fTX66ZMR3Tr+5udXsCQV9HoVAwbdo0pk2b1t1D6RFUVFSwZs0aahods5lMJpKTkzl+/DhutxvwrbBnzpyJqg3/p3orbZqp3W7ngQceoLKyEqPRyF/+8hdiY2MDrrnzzjuprq5GrVaj1Wp5/fXXOXz4MA899JA/t+pjjz3W63wQ24p8Ss7ZANRqcLkAGdP4+iA3MMxHSSx4F/hVYHn0IJj3MKx7Ahy1JwolGHk+5oKkAMEOwOnEvuJ7ap54kpin/883Plmm7oknsX72mf/MvX7sGKIe+yO6OXNaPd+ohx9CM2Ma9m++RbY7UI8fj+nG64XluEAgaJaMjIwAwQYwm80YDAYuuOACiouL0Wq1WK1WBg8e3D2D7CbaJNoffvghI0eO5J577uGbb77hpZde4pFHHgm45vDhw3zzzTcB/nNPP/00v/nNb5gxYwZ//OMfWb16NYsXL27fDHoJusWLqH/pZX9qzYC6RQtRREUhl+xBk1AS8n5DzX4wHwfTKb6Os++F1MWw6x1w2yBlLoy9Es/jjzc7JufGjX4fR8u772F+4w1oZPzm3ruP2j88inbFt0g6na8w613Y9ynYqiB2OMy4B5JCb7XrFy5Ev1AEdREIBC3H6XRSVlYWsq68vByVSuV3J8vMzOzKofUI2rTMzczMZO7cuQDMmzePLVu2BNRXVFRQV1fHHXfcwdKlS1m7di0Ae/fuZfr06f77Nm/e3J6x9yo0Y8ZguPiioHLlsGFE/v4hYp77G7GvvIak1oVuQKHy+XKFov84WPI3OP9FGHc1KBQoBzSfv9ZrrocT20z2738IEOwG3Pn5WD7+xPdizWPw1a2QtxyKNvkeFD68BA6tb7YvgUAgaCnhjGZlWcZ7SlTI041mV9qffPIJ77zzTkBZXFycPy6u0WgM8p1zuVzcfPPN3HDDDdTW1rJ06VLGjx8fELkm1H2hyM7ObvFkoIc/eV1xOXq9Hl3mDrDZcA9OwXLJxZTU1MCJcY+ISieyMtgtyhwzjoL9hUBhi7qSxo8jdtAg1EVFYa+xJSayY/duAGJLjxLOm7t4zx7sW9Yy5qdX0HidgZX1xVR/90cOTn+uReMKRY/+zNpBX50X9N25iXn1DLRabUgfdYPBwKFDhzh8+LC/rLfNrb00K9pXXHEFV1xxRUDZ3XffjcViAXwJzyMjA6N1xcfHc/XVV6NSqYiLi2P06NEUFhYGnF+Hui8U6enpLTbnz8zM7PnRg5ozNEl4Hr64ESrzGpWlUzL6nlbPzfmfV6h7+mkcm7cEraKlqCgG/OoeUk+0WTVuHLa8/OBGNBqGXnIxWl0e2ENvWcXYD7X5fe8Vn1kb6Kvzgr47t9NhXrIsY7FYUKlU6HSBu3per5f8/HyOHTuGUqkkNTWVpKTmd+w6g+TkZNasWYO50XGiXq9n9uzZpKam+sv64mfWYDUfjjadaU+ePJl169Yxfvx41q9fH/Smbd68mffff5/XXnsNi8VCfn4+qampjBkzhm3btjFjxgzWr1/PzJkz29J932bQTLh1O/z0AtSXQPQQmPZL7HtyWt2UZsJ44j/6EHfJUSwffIDzp5/wVlahGpyC8dpr/clIAEy/+AWOLVvxHj0a0IZuwVlo58yBvFp8mcdCbFtpTK0em0Ag6Fry8/PJzs6msrIStVpN//79mTVrFpGRkXg8HlauXBkQpCQ3N5fx48d3i0V7//79ufDCC9m7dy9msxmdTseYMWOCDJ5PR9ok2kuXLuXBBx9k6dKlqNVqnnvOtzX67LPPcs455zB//nw2btzIlVdeiUKh4N577yU2NpYHH3yQRx99lL///e+kpqayZMmSDp1Mn0EX6bMK7yBUyUlEPXB/6Mr645DzBZqogcS+9ALm117HtT8HyWhEN2c2kb97wHfd8HNgwBQoDRHRbMj8DhurQCDoeIqKiti0aRPOEy6YDoeDw4cPY7Vaufjii9m9e3dQVDGPx0N2djapqanExcV1+ZgjIiLEwi4EbRJtvV7Pv//976Dy3/3ud/7f//CHPwTVDx06lPfff78tXQo6GlmGHx6A3e+D5TigQJs8Fe0fn4eB04OvVyhgyXPw9R1QccKVTFJB6iJY/GyXDl0gELSOvLw8v2A3pry8nAMHDgRkGGuMy+WioKCgW0RbEJrTxyNdEMi252HLP4AGS0wvlPwEy2+H234CZQhL9SHz4PZM2Pmmz/0seQaMPM+XT1QgEPRYzE3EiTjVH/pUuiz8saBFCNHuTRxcCwUrQKmBSTdDTDtCHOZ+xUnBbsTxLCx/ugL97z9EESoQiloP0+9qe78CgaDLMRqNYeuioqJQKpUUhfA0UalUAYZfgu7n9AhH1tvxehmy44/w33Ng07Ow/kl4dRpsDT6iaDH26rBV7oy1VN1ya/c8YXvcUJkPlvKu71sg6KOkpaWFTLgRHx/PiBEjmDBhQpCluCRJjBo1in79+nXVMAUtQKy0ewM/vUhsybeBZbZKX/jStIsgZkjr24wdAaU7goq9LnCUanFlb8S+YgX6c89t25jbwrYXIPNVKMsGXRQMORPOewEik7tuDAJBH2TQoEHMnj2bvXv3UlFRgVqtZsCAAcycOROFQoFCoeDcc89l7969lJeXo1QqGTx48P+3d+fhUVX348ffsyeZLGQBskCABAKEECDsKCACsohV0SChQhW1uGCrtYpfF6TFr7X+it9WK1Vc0NYVtK0VuyiUTUCWECAxhEAICRBCFrJNJpn1/v64ZJnMTEgmJJMJ5/U8eR5y78y95+QmfOaee87nc00XLOmuRNDuiBNfQcb7UHMOgqJh1E9g+G1X/zynv8HlU+O6csh4F25c2/5jTlgJBTvB4DgBpf6sH5YSHWDDfDij64L2sY9h6yqwGC83pBJy/g51FXDPdvHcXBA6aOjQoSQkJFBdXY1GoyEgIMBhv0qlIjk52e37JUnCZrOhUqkc0lMLXUsEbU9lbIR/PQbm6qZteVvlGdbjfnp1z2V1zgzUwPjPrzB+cBZNYiKBDz2Iqg0JawAYcD3c/iGmDctRWs4jmRWYivyoPhjS+BJFr14dbDhy0P3+D1CRDwHhMO5BiEhwft2xD5sCdnOF38GJLTDslo63RRCucQqFgpCQkCu/sBmbzcb+/fs5e/YsJpOJkJAQhg0bdk2Vw+xORND2hN0OB95wDNgAFgMcehOG3Q4H/whVZ+U78Ik/g8A+np8vagyc/tZps2QFw44iLBfKMW3dhmnXbsI//DOq0NC2HTd+JrYJ/0f5078gcNgl1KFWel1fQV2+P1bF0Ka63Z4qyYbNi6D0h6ZtWZ/AvNdhxJ2Or61xTOrSSLJBabYI2oLgJTt37uTUqVON39fX11NeXo5SqWTIkCEOr5UkibNnz1JZWUlMTIxYKtYJRND2RPU5+bmrK8UZ8PZ4qGrKjUvWJ3Dr+zBwavvPZbwEtaXYlDpU9qY7bkkC4+kALBeaUrxajhzB8Mc3CHn+OefjHH4PMj+GmgsQ0h9GLYPkJQTMuR5tlg211JQHPmBwHdaB8Sgv55f32I4XHAM2yMPxu16E4beDUtW0PbgfXDzqfAyFGvqO7Fg7BEHwSGVlpUOe7wZWq5UTJ044BO3Kykp27tzJxYsXAXnmeWxsLDNmzEClUjkdQ/CMCNqe0AXJqTvrXAxbK9SOARug4jTsWC0/m20PmwU+vQ0Kd9P8V96OlpoDWgzHnIe5zMcynY+zdx1sexZsl9tblg2Fu+H0Nji9FbV0zrELKglN2T+h8qxcs9sTNiuc+971votH4cwOiGtWtnP0T+RtllrH1w6YBkO6cDKcIAiNioqKsFgsLve1LPi0e/fuxoANcmA/ffo0AQEBTJkypVPbeS0RS7484R/qPnWnu/kZZ/dBpfMn1lZlbJSDawtKzCh1bk6mbvE5zGqGw+82BewGFiMc2QjVjqkLG9WVQ+ZH7Wtve7QsrzciFea8CpEpoNKBvg8kLoI7PxGT0ATBS8LCwhwKPTXXvOBISUmJQ8Bu7vz58yJBy1Uk7rQ9NfcP8lriwu+Qi2go5NzcZdlgtzq/XrKBvVmlrbyt8vKmyjNygBqxCEYvc3xP8RG3p1f3dh3IdFMmO24oP9mUdtS5UW6PD7iv390WKjXETJAfJbTUNxkGzXDePu6nkHK//B6/EPlLEASviYyMJDIykqIi5zknAwcObPx3TU2N2zrXJpPJoSyzrzEYDBQUFKDX6xkwYIDX+yGCtqdC+sE9OyD7C3miVO9hkJgKf54FZ1wMg8dMaMpgdvxv8I8H5LvZBqe3ylW9pv5P0zad+5ng6iFJKEKqkaqq5A0qFX43zSbowRWOL9T3Bl0vMFW2r3+BUTDmnva9p6Xpa+TJaOXNKpQF9Iapz8hB3RWlEnrFduy8giBcNTfccAO7du2iuLgYq9WKXq8nLi6O0aNHN74mOjoaf39/6urqnN7fq1cvt3fr3ZkkSezdu5e8vDzq6+sB6N27N9dddx19+nRgYnEHiaDdEUolJDnWGmfac3Apz3HYOTAarn+maZh3/2uOARvk4evD78Gkx+RUoQDjVshD2LUt6lhrAtDcvpreCwdj/GwTksmEbvJk/ObOcf4UGNgHBt0gr3luK12IHFgDOjjzM3Ik3LsL9v9Bfq4fECH3qc+Ijh1XEIQuExgYyPz586moqKCqqorIyEinWtz+/v4MHjyYzEzHOTVarZbExMSubO5Vk5mZyQ8/OE6kLS0tZffu3dx+++1e+yAigvbVFnejPOHswOvyMG9gFIx/BHpfXtNoNrqfeV5xCgp2w+Cb5O9DB8FN62Dnr+DS5SUXQTHyErIhc9EAIc+2oYTn/PVgqpaPbbfIucv9Qi9X92ohbAjc9cXVm7Ed2Btmvuh2t8Jmhh2/lp/d220QPV4uSyqGxgWhWwkNDSW0leWkgwYN4ty5c1RXVyNJEgEBAUycONFhGN2XuJo1D1BeXs6pU6dISHCRb6ILiKDdGcLiYO7/ud6n0sozz41lLvbpICjKcduouyHxDs589RID+0XCyCXyRLj2CI6CZVvl5+glmRCVAkf/DEfex+G5dvAAWP6dw5pye10dNf/vd5gOHkSyWNCOHEnQz3+Gul+/9rXBFbuNuENPQcl3TdvObIez38HSb0DrvsiBIAjdR2lpKdu2baO2tmn1h8FgYMeOHezdu5eIiAiX+c27M5OplaRWRheJoLqI7z1o8HUqtZxT25X+17m+w9X4Uz7gNrm6VnsDdgOFAgbPhim/kD8wHP0zThPRqgvhrbHw9mTY+SKS1UL5vfdheGsDlsMZKMsPob3wR2y/G4n94zvh9H89a0uDzE8IaR6wG5zdK2dREwTBJ2RmZjoE7AY2m426ujrOnj3L9u3bKS8vd/Hu7qmXm4yQarXaqx8+RND2hrm/h7ib5DXdDaLHw7wuClS5X8mz2Z1Ich7189/D9uexrl+Aebe85Mx/cC1hM8vRD65D16sSZe4XsCkVMj/1vB2F37ldIeeqmIkgCN1TVcOE2FbU1tY6PSPuzkaMGOGUnx0gNjZWTES75viFwNJ/w6l/Q1E69BoII9McM4R1Jpu5TS9Tle9GGRCC3ahCP8KAyq/FnXn9JfmOOOkuz9ZSq/082ycIQrei1Wrb9LqWCVm6s6ioKGbMmEFWVhYVFRVoNBr69evH+PHjvdouEbS9RaGQM315I9tXv0mQdeU7ZKWiDr9YHabzfmgjXGdF4uIROce6J8u0ku/Gmv4OamuLYTWFGobe2v7jCYLgFQMHDuT8+fNXfF3LWefdXUxMDDEx3as0sAjavkKyw7FP4Owe0ATAmOXy2nBPjHsIcr92WYTE4ZQKNXZCkaz1SBZQ6Fy8SBPg+YSxmHEUD1lOvzMfQd0leZs2SE6w0nIpnSAI3ZLNZiM0NJSEhAQKCwsb1zS3pNFonAqMdCWbzUZWVhYXL15EoVAQFRVFYmJi49ItSZLIyMigoKCA+vp6goODGT58OHFxcV5rsysiaPsCq4n4A49DyV4aJ48dfgdm/Bomrmz/8dRamPqsPFPbVfa2yxT9JuL3wErMv/8DpuJL+A9wMZuy//UdWs99cfBP6HfT4/LEOLtVTlAT6b6mryAI3UdmZibHjx+nsrISlUpFeHg4w4YNQ6VSUVhYSGlpKQAhISGMGDGC2FjvJE6y2+188803nD17tnFbfn4+RUVFzJ49G4VCwZ49e8jOzm7cX1NTQ0lJCZIkER8f741muySCti/Y9b/0KtnjuK2+Qq6WlZgKQX3bf8ycv7UasOk3GRa8ib5vEv4LFlD30etYS/+E2tr0S0/0eLl+eEeFDoIbXuj4cQRB6DJ5eXkcOHAAm02e1Gqz2SgpKcFut3PbbbeRkpLCxYsXMZvNREdHo25ZF6ELHT9+3CFgNzhz5gynTp0iOjqa/Px8p/0Wi4Xjx4+LoH1NMRnAWCrX1Va7Gl9uAxdFQwCovUjNI1MwliSgmziB4FWrULqY7ehSywIizUWOgfv2NE4uUwYGol/xP2D7pVzEpCIfwgfL5T1VHchPLgiCzzp16lRjwG6urKysMflIZGSkF1rmrLi42O2+oqIiJElymYIV5Jnx3Sl3ugjancVqgn8+Ks8Qr7kg302OWAQ3rpULgWRslLOU9UmS1183pC51xeb+jli6VIo104w1M4v6/3yDbuZMdClj8L/tNhSt1bAdeCMc2gC4SPJfliMXMxnXIo+5SiMX9RAEodspKyvjxIkTmEwmQkNDSUpKQqPpvA/V7oIcQHV1daed1xOtpRxVKpWEhISgVCpdFj3R6XTdJmCDCNqd56sVcPSDpu8vnYTdL8kB++weqK9s2nf8C1j8pUMmMgfRY+UsYS3YTAqMeU131raz5zC+/wHG9z+gdvMXhL/3jvs778Q7YPjt8rlbstZh+3oVdl0KmpHeXd4gCMKVZWdnc/DgQYcsXvn5+dx0002dds7AwEBKSkpc7gsP72Ddgqusf//+nDx50mm7Uqlk4MCB9O3b1201s/79+3dFE9tMJFfpDDXF8uxsJxLk/ccxYAOc+x52rHF/vGnPYghxTLov2cCYo8dW7fqTtHn3bmp+18rzZqUS7vwUQga43K2Sqqh9ZgGVzz4nauEKQjdmsVg4evSoU9rNsrIyDh061GnnHTZsGDqd8yO/qKiobpdvPD4+nmHDhjnccatUKhITExuD8tSpU4mKimq8q9ZqtQwZMsTr67Jb8uhOu76+nieffJLy8nL0ej2//e1vCQsLa9y/a9cu3n77bUCeRp+ens6WLVswmUysWLGi8YKmpaUxf/78jveiu7l4DOpc5BYHt5O/pHPfU/+vf2HJOYF60ED8b7mlaXhb35uTk95gTN02KD6G6egPGPZUUJ/f+vNr0/4DztsOpWN45x2sJ3JRBAYSNt7u9pdAYa3H8Oe/oElMRP/jJa2eSxAE78jLy3ObtKS0tJSgoKBOOW+/fv2YNm0amZmZXLp0CY1GQ1RUFJMmTepWw8kACoWCqVOnEhcXR2GhXIFx0KBBREU11XoICQlhwYIFFBUVUVVVRXR0tNtUpt7kUdD+5JNPSEhI4NFHH+Xrr79m/fr1PPfcc437p02bxrRp0wB45513SElJIT4+ns2bN3PvvfeyfPnyq9P67qpvMvhHuA/cLljzT3Ppfx+Ey89UDO+8R9jrf0AVGUnVb14m9NutXLDb0Q4bijrxp9QXvQW0ntlMsjomRDFnZFDx0MPYmg0B1ftdItBFpUxbHRhPBYDdTv3WbSJoC4LgZNCgQQwaNAiz2YxSqfTqDPErUSgU9OvXj36tFDtSKBTdMqFKcx79hNPT07n//vsBOUCvX7/e5euKi4v58ssv+eIL+blpVlYW+fn5bNu2jQEDBvDMM88QGBjoYdO7saBISJh/uShHcwq5wpfZ+VOx6YylMWADWDIyqHh+NUqNhvpvvkWDPGWs/tw5lMcyCbj1Vuq378B+eR2kK9rkUQ7fG9551yFgA7gb+ZYsKuxG+dfD7qIQgCAI3UN8fDwZGRku77a7Kkd2W9OYCh13xaC9efNmPvjgA4dt4eHhjUMuer3e7dDMxo0bueeeexovaHJyMqmpqSQlJfGnP/2JN954g1WrVrV6/qwsN7Wn3UhPT2/X6zuLImYF/SuqCCnZi6a+HFNADBXRs7BqexGV+xZqa1NpN9MlP2rSg52OYdq+A5RKp6Ia9pISyi8UU/27V/D/bg+ao0fwO3wEhbVp6N0yYABnZkzndLOfR/ixTFo+AddFub5bVwbY0ESYsJTpqAgNpbATf67d5ZpdbT21X9Bz++ar/QoNDcVoNDoswfL392/8v9dX+9UWPblvrlwxaKemppKa6phScuXKlY1l2GprawkOdg44drudHTt28Pjjjzdumz17duNrZ8+ezdq1a6/YwKSkJJeTHVxJT09n7NixbXptl5jwdzDVgOEifsH9iNJczrtbsBCOfQimKmz6gZQ/8QWSi+UTCnC4+24uuLqawbNmwaxZABj/+U/qtvwTqdaAZsgQ9Ct+ysDevR3eUxrZF/Pp0822SCh1ro+vVIM6xIoUnkzcC8+j7qRSdN3uml0lPbVf0HP75uv9KikpITc3F7PZTK9evUhKSkKr1fp8v1rTE/tmMplavVn1aHg8JSWFnTt3kpyczK5du1z+0HJzcxk0aJBDgvj77ruP559/nuTkZPbt28eIES4epvY0uiD5q7kB18tfgFKSUK/PxnK4faUolb1CHL4PmD+fgMuT+iRJon7nTgxbt4JCif/cOeiuuw6/G2/EvHdfs3cpsFapUQc6323bzFqUU+4m/OFfdlrAFgTh6unTp49XS0YKXcOjoJ2WlsaqVatIS0tDo9Gwbp28tOiVV15h7ty5JCcnk5+f77S+bc2aNaxduxaNRkNERESb7rR7OoXFSPAtfTFJRupOarAZ2pAMQa3Gf+5cl7skSaLyqVUYN38OFnkiWu2HH6G/ewnBa9ZgLSig7st/IF1OflBfk4BOdRqFzehwHNX1P6XX/Nc61jlBEAThqvIoaPv7+/Paa87/oT/11FON/543bx7z5jmWnRwxYgSffnrlkpDXjKzPYNsz+FWcxm8cBCYpMJ7QU30gBJo/ydbrkYxGFJKEsm8fAu5MJWDp3S4PWbdlC8ZPP3McVjebqf3LR+hmzCD05d8QuGIF9d9+g7J3bwJuuQVFzt/g8Aa4lAcBETD0FrmgiCAIgtCtdN/5+T2doRT+80uoOde4SeUnETjSgLVCjfHk5Vn1KhXBv3yCMwqICwzCb84cVGGhbg9bv+2/rp+DWyzU//sb/G+8Ec2ggWh+2iwdaVKqKIUpCN2IwWCgsrKSsLAwAtpaT6CbKy4uJisri+rqanQ6HQMGDGDEiBHdbk13dyeCtrekv+UQsBsolOAXb8F4ElT9+xOw8HYCH7gf8+HD6Nsy4cLaSuWuVnKYC4LgfVarlV27dlFYWIjZbMbPz4/Y2FimTp2KqrVaAt3c+fPn2b59O0aj0WFbTU0NkydP9mLLfI9IY+otLtZqN9BNGEX45k30+e9Wgp96sl2fRLUTJ7jeoVCgu/669rZSEIQutHv3bk6dOoXZLE8Ora+vJzc3l3379l3hnd1bZmamQ8BucOrUKZfbBfdE0PaW/teBwvVAh7J/Cn5TJre9zGYz+rQ0/GbPctruN38+/rfe2u7jCYLQNUwmk8uazwBnz57F2tooWjdXUVHhcntdXR1nzpzp0LGtViu5ubnk5ORgsViu/AYfJ4bHvWXoLXLWtBP/cNweMRwm/9LjwyrUasLe3oDhz3/BvH+/fIc9ZTL6u+9G0Up5OkEQvMtgMFBfX+9yX11dHSaTqVunCW1NayVCO5IVs6ysjM8//7yxFGhGRgbJyck9ejmxb/4GXEXm7Gzqv92GMjiIgLsWeXR3C0BxJhx6E2rOQ3A/GP8w9B4u19PO/RpQwNAfQfwsUCjkr9RNsONXcGYn2Oqh72iY+jSEuq681VYKjYag+5bDfT08x7sg9CDBwcEEBgZiMBic9gUFBeHv7++FVl0dMTExXLp0yWl77969PS59WVlZyblz5xyywNXU1HDgwAHCw8OJjIz0uL3d2TUbtCW7ncpVT2P88h9wObub4e13CHn+OfznuV4D7VbOV7BlBRguNG07/je5cEj+NrBfHrJJ3wAp98HNb8hBW62DWS9dpR5dZQW74fRW0AVDygPg55z1ThCEq0ej0RAXF8exY8ec9sXFxTmUlfQ1EyZMoKamhrNnzzYG2fDwcKZMmeLx7PHjx487BOwGFouF3NxcEbR7GsPb72D8+BOHbbaCAqp+vRbdtKko9fq2HUiSYM9vHQM2gKFI/mrObob0t2HwXBj2ow60vhPZrPC3ZZDzN7BeHqo78Ee4aR0kLvRu2wShh5s4cSIqlYozZ85gNBoJDAwkLi6O0aNHe7tpHaJSqbjpppsoLi7mwoUL1NXVYTQaycjIICQkhOTkZPRt/T/3spb1w5trmMjXE12zQbt+xw6X222FhdR+/AlBD9zftgNVFkDRwbafWLJC7lcdC9pWs1yzO6B301B6wXdw6C2oKpC/jxgOU34JEUPad+zvXoYsxw8zVJ7B/uVKFHGzUfh1Tm1eQRDk0pDjx49n3LhxWCwWNBpNj1rHHBkZSVFRkdNd8rlz55g9e3a76leHhYW53RcSEuJ2n6/z3fGWDpJaKTfZkOKzTVQat7PA3bI7D+m02b7/gzdHwdvjYf0I+HA+HHwLPrsdMj+Ewt3y1+EN8Kdk+Pu97VuffXqry81K0wUMD0/BfDzH87YLgtAmCoUCrVbbowI2yBPqfvjhB6dh7YqKCo4cOdKuYyUmJrpMPBMWFsbIkSM70sxu7ZoN2pqhQ13v8PNDd8MNbT9QcAz0n9K+kw+6sX2vb3DsY9j2DJRdDpyWWjj1L+xfPwLGMufX2+rhyPuw/YW2n8PVcS6zXyyg8plnkdwV4RYEQWhFXl4edS4qGgKUlpa261hqtZr4+HiGDh1Kr169CAkJYciQIcyePduhUFVPc80Ojwc+uALT9/uxOZSqBP/589CNTWnfwW5cC38vhPLcpm3hQyEwEgp2Or428U4YucT9sUw1sH01FO4BuxWix8G05+R9mR81PWduRskV7txP/hNm/W/b+lLnPMMT5MGBuoIAbDWHMe3di991IlGLIAjt09qSNU8m2mm12msuo9o1G7Q18fGEbXyX2j+9ieV4Dgp/f3TTphG08uH2H6z/JLj/e9j/Rzk1aXB/mPgoaPRyutIzlwP3oBth7APg7pfTZoVPboUz25u2FWfA+QOoRq0DQ3H72wZQ7zqxgZMLGVBX7nKXZFVgq1ADVmyFZ0HEbEEQ2mnw4MEcOXKkcV11c3379vVCi3zPNRu0AbSDB6Nd97urczD/ULjheeftEx6Rv9riyAeOAbvBxaP0Pf0RhMTChfbV3QYgws2jgJaqzoLNzaxLqwKUoAzvjW6mh8P7giBc09RqNePGjWPfvn0Ow+RRUVGMHz++XceyWq1cvHiRvXv3EhQUxPDhw302+Ux79Pwe+pILh9zu8qs5DTc+CfnbwVTV9mP6hcK4h9r22kEz5A8GVYVOuyyVapCU+P/oFtR9+rT9/IIgCM0MHjyYyMhIjh8/jtlsJjw8nISEhHYNj5eVlbF9+3YqKio4d04uvJSTk8PMmTNbnVXeE1yzE9G6Ja37BCY2dQAMvRnmvwH9JoM2CJvVH2ut8+xSSQLJL1xeD37bRhh+W9vOrwuC5GVOs+HtFjUm8yiCn/0fQn61ph0dEgRBcBYYGMj48eO57rrrGDZsWLufZx84cMApn3lFRQX79++/ms3slsSddlc7swuOfShX+eozEib+DHSXc++m3A8Z70Fdixncaj8qo2cTATDqx5C8BIzlWLNOUPGLRwmOz0EXZUKptWOp1GDrOw//p7/0rH03/hqCouD4F1BbCqFxKFMeIGTozR3ptSAIPsZut5OdnU1RURGSJBEZGUlSUpLXS4QajUaKi13P7ykuLqaurs6nU75eiQjaXWnP72DHGnmpFgCfQs7fYclXENhXToQy+7dyPvLqy0PU+r4w/mGqgqY1HUehAH0EuokRhG34C7XvbsR4KgdlLx26WXeiT0vzvI0KBUx4WP4CjF/+g9oXPsJW+BuU4WH4z5lD4CMP97j1o4IgNJEkiW3btpGfn9+4raCggPPnzzNnzhyvBm6r1eoyfSnIHzTc7espRNDuKoZS2Pdqs4B9WdFB2PlrOR85QMpyGJEqT0qzmWHkjyGoL6SnuzysdsQItK9epcl0LdR+8Vcqn3kWLhcwsBUUYMk4gr28nJAXVnfKOQVB8L7Tp087BOwG586d4/jx4yQlJXmhVbKgoCAiIiJcrusODw9vdzpUXyOeaXeVzA+d85M3ONfiOYwuCCauhCm/kAO2lxg/+rgxYDeSJIz/+Aqbm/q4giD4vvPnz7vdd/LkyS5siTOFQsGoUaPQ6XQO2/38/EhOTu7xo4DiTrurKFr5fNQNf8kksxlri8QzDezFxZi/39/+amiCILSb3W6nvLwctVpNr169uiQotTYxrKqqCkmSvBoc4+LiCAgIYM+ePfj7+6PX6xk+fDh9roGVLSJod5VRy2DP/5PrbbfUb1LXt6cZyWSi9ou/Yi8vQzdtOrpRyaDRoAwJwe4qtaCfH+qBHav5LQjCleXm5pKZmUl5eTlKpZI+ffowYcKETi87GRkZSXZ2tst9ZrOZ6upqrxfliIyMZODAgYwdO9Zhe2FhISdPnqS+vp6goCBGjBhBeHi4l1p59Ynh8a7iHwrXPQW6Fr/o/afADb/yTpuA+j17KJk7n6onn6Lm5Vcou+NOLq18FGw2dDdMc/ke3cSJaIYP7+KWCsK15cKFC+zbt4/ycjlLod1up7i4mJ07d3Z66cn+/fu7vdtWq9VoNJpOPb+nsrKy2LZtG3l5eZw/f56cnBz+/e9/U1RUdOU3+whxp91Rlnr57lnft2npljuTfiYH6aN/BlM1RI6GcQ+CRk5ub6+pwXr+POr+/dtez7sDJIuFqtVrsOY2y5leV0fd3/6OeuBAQp59Fnv5Jeq+3So/29Zq0Y4bR69XXu70tgnCte7EiRMua0ZXVVWRnZ3dqTW2dTodsbGxnDlzxmlfdHS0y+pa3ma1Wvnhhx+wWCwO22trazl69CjR0dFeatnVJYK2p+x22PYsZH8Olfny2uaEBTD3D6DWun9fzDj5qxnJbKby+dXUb92GvbgYZXQ0/nNvIuSFF1C0NS2fJMEPn8OJf8jVvaLGwqSfg8b9esW6j35DUPR3qBOtSCYldQV+1GYFAQrqd+0m+JdPEPbH17Hk5mLauxdNQgLayZN7/EQPQegO3FXDAjkQdbZJkyZhNBopKSlp3Na7d2/GjBnD3r17KSkpQaFQ0LdvX8aOHdvld981NTVcuHCBI0eOkJCQQFlZGVVVrrNFlpWVYbfbPSpK0t2IoO2pHS/AnmZ3nNXn4NCbYLPAre+061CVq1dj/PCjxu/tRUXUvvc+qNT0WtPGspr/fhwOvAHS5drZ2Z/L1b1+/LU8G72lvG/xK1yHMr6papg20ow60EbV96FIhprG7ZqEBDQJCe3qkyAIHRMY6H7kriueJwcHB/OjH/2IvLw8KisrCQ4OZuDAgfzrX/9yCOQXL16ktLSU+fPnd9n67YMHD5KdnY3JZKKoqIhjx44RHx/v9vXeTghzNXXoY8e3337LE0884XLfpk2bWLhwIYsWLWL7drkIxqVLl1i+fDlLlizhsccea/WTZLdms0L2F6735W6BWvc1qVuy19RQ/+02l/vqv/kWqd65FKeT84fg8DtNAbtB4W747reu37P/NZR2x0o7CiX4xdehDLCiHjqsLc0XBKGTJCYmuhyGDg8PZ9iwrvn7VCqVDBkyhPHjxzN06FCys7MdAnaDCxcukJOT0yVtKigo4OjRow6PDurr68nNzSU0NNTleyIjI3vEXTZ0IGi/+OKLrFu3Drvd7rSvtLSUv/zlL3z66ae8++67vPrqq5jNZtavX8+CBQv4+OOPSUxM5LPPPutQ473GVAXVbtYx1l6Esrb/8lqLirC7SclnKy7GfqkN66GP/9U5aUuD8wdcby91PTNUHWDHP1lH0AP3Xfm8giB0mvDwcKZPn050dDRarRZ/f38GDhzIzJkzvVbNqmFSnCuukp10htOnT7uMOxaLhZCQEKdRiD59+jBpkndX6FxNHl/5lJQUZs2a5TLwHjt2jDFjxqDVatFqtcTGxpKTk0N6ejorVqwAYNq0abz66qvcc889Hjfea3QhEBwDZc41YdH3hYi2fwpW9+uHMiYGu4tkBqqYaJThbahY0+oacDfDQm6Kk0gS6B94Ak1KypXPKwhCp+rfvz/9+/fHZDKhVCq9Pmu7tfN3VdusVqvbfX5+fixcuJDs7GyMRiNhYWEMGTKkx9xlQxuC9ubNm/nggw8ctr300kvMnz/fbUUVg8FAUFDTc1S9Xo/BYHDYrtfrqampcfn+5rKysq74mubS3aT7vNqiQqcQVXacllOySsMmUphTABS0+VhBY0ajbxG0JaBq9BjON+u/u77pVGMYpg5CbXX+eZ5XD6LYxftiAkcSefGI0/ba0CROREx2mza1M3TVNetqPbVf0HP7JvrVOpvNhkKhQJIkh+1KpRKbzdYlP7/6Vh4Z1tXVcezYMQC0Wi0Gg4GMjIxOb1NXumLQTk1NJTU1tV0HDQwMdJjdWFtbS1BQUON2Pz8/amtrCQ52X4qyQVJSklO6OnfS09OdFtp3mjEbYFuE/Gy7Yfb4kJvpPe8P9Fa3rb0NpDdGUR0VTd0332ArLkYVE43/vHnEPL0KxeVPiK33bSwojsN3LzcbJldAwgJiUn9PjKvZ7KPegb+a4OQWsBjlbZFjCLxlA2NbzG7vTF16zbpQT+0X9Ny+iX61TUhICFlZWY3PlP38/Bg9ejTJyclX7RytSU5OZsuWLU7D8TExMcyePdvn76pNJlOrN6ud8mAkOTmZ3//+95hMJsxmM3l5eSQkJJCSksLOnTtZuHAhu3bt8u0/EKUSZr8MN6xp+zptNxRqNSFrVhP89FPYL1WgDA9D0cYPKo2mPwfxN8llP20miJ0KI9NA6WZ4XK2FRZ/B+YNwZgcExUDSXe5fLwiCAIwdO5ahQ4dy8uRJFAoFCQkJXbpuW6PRMHfuXDIyMsjPzycoKKhx2ZmvB+y2uKpBe+PGjcTGxjJz5kyWLl3KkiVLkCSJxx9/HJ1Ox0MPPcSqVavYtGkToaGhrFu37mqe3js0fhDmfqlBeyj8/FBFR3l+gH4T5K/2iBkvfwmCILRRYGAgY8aM8dr5/f39mTJlCjqdzrdv/jzQoaA9ceJEJk6c2Pj9vffe2/jvRYsWsWjRIofXR0RE8O6773bklIIgCIJwzer5YwmCIAiC0EOIoC0IgiAIPkIEbUEQBEHwESJoC4IgCIKPEEFbEARBEHyECNqCIAiC4CNE0BYEQRAEH9Ft62k35LY1m83tel/zcm09TU/tm+iX7+mpfRP98j09rW8NMa9lfvcGCsndHi+rqakhNzfX280QBEEQhC6XkJDgUHirQbcN2na7ndraWjQaDQpFy1pagiAIgtDzSJKExWJBr9e7zKXebYO2IAiCIAiOxEQ0QRAEQfARImgLgiAIgo8QQVsQBEEQfIQI2oIgCILgI3pE0P7222954oknXO578cUXWbhwIUuXLmXp0qXU1NR0ces811q/Nm3axMKFC1m0aBHbt2/v4pZ5rr6+nkcffZQlS5bwwAMPcOnSJafXPPTQQyxevJilS5dy//33e6GVbWe321m9ejV33XUXS5cupaCgwGG/r16nK/XLl/+uAI4ePcrSpUudtv/3v//ljjvu4K677mLTpk1eaFnHuOvX+++/z80339x4vU6fPu2F1nnGYrHw5JNPsmTJEu688062bdvmsN/Xr1m7ST5u7dq10pw5c6THHnvM5f7FixdL5eXlXdyqjmutXyUlJdKCBQskk8kkVVdXN/7bF7z33nvSa6+9JkmSJG3ZskVau3at02vmzZsn2e32rm6aR/7zn/9Iq1atkiRJkjIyMqQHH3ywcZ8vX6fW+iVJvvt3JUmStGHDBmnBggVSamqqw3az2SzNmjVLqqyslEwmk7Rw4UKptLTUS61sP3f9kiRJeuKJJ6TMzEwvtKrjPv/8c+nFF1+UJEmSKioqpOnTpzfu8/Vr5gmfv9NOSUlhzZo1LvfZ7XYKCgpYvXo1ixcv5vPPP+/axnVAa/06duwYY8aMQavVEhQURGxsLDk5OV3bQA+lp6czdepUAKZNm8a+ffsc9peVlVFdXc2DDz5IWlpat787bd6f0aNHk5WV1bivp1ynlv3y5b8rgNjYWF5//XWn7Xl5ecTGxhISEoJWq2Xs2LEcPHjQCy30jLt+Afzwww9s2LCBtLQ03nrrrS5uWcfMnTuXn//854C8hlmlUjXu8/Vr5olum8a0pc2bN/PBBx84bHvppZeYP38++/fvd/keo9HI3Xffzb333ovNZmPZsmUkJSUxbNiwrmhym3jSL4PB4JApR6/XYzAYOrWdnnDVt/Dw8Ma26/V6p2FVi8XC8uXLWbZsGVVVVaSlpZGcnEx4eHiXtbs9DAYDgYGBjd+rVCqsVitqtdpnrpMrrfXLF/6uWjNnzhzOnTvntN2Xrxe47xfAzTffzJIlSwgMDGTlypVs376dGTNmdHELPaPX6wH5+vzsZz/jsccea9zn69fMEz4TtFNTU0lNTW3Xe/z9/Vm2bBn+/v4ATJo0iZycnG71n4sn/QoMDKS2trbx+9raWpfp7rzNVd9WrlzZ2Pba2lqCg4Md9kdERLB48WLUajXh4eEMHz6c/Pz8bhu0W14Lu92OWq12ua+7XidXWuuXL/xdecKXr1drJEniJz/5SWNfpk+fTnZ2ts8EbYALFy7wyCOPsGTJEm655ZbG7T31mrXG54fHW3PmzBnS0tKw2WxYLBYOHz7MiBEjvN2sDktOTiY9PR2TyURNTQ15eXkkJCR4u1ltkpKSws6dOwHYtWsXY8eOddi/d+/exqGw2tpaTp48SVxcXJe3s61SUlLYtWsXAEeOHHG4Dr5+ndz1q6f+XcXHx1NQUEBlZSVms5lDhw4xZswYbzerwwwGAwsWLKC2thZJkti/fz9JSUneblablZWVsXz5cp588knuvPNOh3099Zq1xmfutNtj48aNxMbGMnPmTG699VYWLVqERqPh1ltvZciQId5unsea92vp0qUsWbIESZJ4/PHH0el03m5em6SlpbFq1SrS0tLQaDSsW7cOgFdeeYW5c+cyffp0vvvuOxYtWoRSqeQXv/gFYWFhXm61e7Nnz2bPnj0sXrwYSZJ46aWXesR1ulK/etLf1VdffYXRaOSuu+7i6aef5r777kOSJO644w769u3r7eZ5rHm/Hn/8cZYtW4ZWq2Xy5MlMnz7d281rszfffJPq6mrWr1/P+vXrAXkUr66ursdds7YQuccFQRAEwUf06OFxQRAEQehJRNAWBEEQBB8hgrYgCIIg+AgRtAVBEATBR4igLQiCIAg+QgRtQRAEQfARImgLgiAIgo8QQVsQBEEQfMT/B0P15AGd2HNMAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(ys[:, 0], np.random.uniform(-1, 1, len(ys)), c=zs, cmap='Set1')\n", "plt.axhline(0, c='red')\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### T-SNE preserves locality\n", "\n", "The t-SNE algorithm was designed to preserve local distances between points in the original space, as we saw in the example above. This means that t-SNE is particularly effective at preserving **clusters** in the original space. The full t-SNE algorithm is quite complex, so we just sketch the ideas here.\n", "\n", "For more details, see the original [series of papers](https://lvdmaaten.github.io/tsne/) and this Python [tutorial](https://www.oreilly.com/learning/an-illustrated-introduction-to-the-t-sne-algorithm). The algorithm is also clearly laid out in the fairly comprehensive [tutorial](https://www.analyticsvidhya.com/blog/2017/01/t-sne-implementation-r-python/).\n", "\n", "### Outline of t-SNE\n", "\n", "t-SNE is similar in outline to MDS, with two main differences - \"distances\" are baased on probabilistic concepts and depend on the local neighborhood of the point.\n", "\n", "#### Original space\n", "\n", "- Find the conditinoal similarity between points in the original space based on a Gaussian kernel\n", "\n", "$$\n", "p_{j \\mid i} = \\frac{f(\\vert y_i - y_j \\vert)}{\\sum_{k \\ne i} {f(\\vert y_i - y_k \\vert)}}\n", "$$\n", "\n", "where\n", "\n", "$$\n", "f(z) = {e^\\frac{{-z^2}}{2\\sigma_i^2}}\n", "$$\n", "\n", "- Symmetize the conditional similarity (this is necessary becasue each kernel has its own variance)\n", "\n", "$$\n", "p_{ij} = \\frac{p_{i \\mid j} + p_{j \\mid i}}{2}\n", "$$\n", "\n", "- This gives a similarity matrix $p_{ij}$ that is fixed\n", "\n", "Notes\n", "\n", "- In t-SNE, the variance of the Gaussian kernel depensd on the point $x_i$. Intuitively, we want the variance to be small if $x_i$ is in a locally desnse region, and to be large if $x_i$ is in a locally sparse region. This is done by an iteratvie algorithm that depends on a user-defined variable called **perplexity**. Roughly, perplexity determines the number of meaningful neighbors each point should have.\n", "\n", "#### Map space\n", "\n", "- Find the conditional similarity between points in the map space based on a Cauchy kernel\n", "\n", "$$\n", "q_{ij} = \\frac{g(\\vert y_i - y_j \\vert)}{\\sum_{k \\ne i} {g(\\vert y_i - y_k \\vert)}}\n", "$$\n", "\n", "where\n", "\n", "$$\n", "g(z) = \\frac{1}{1+z^2}\n", "$$\n", "\n", "- This gives a similarity matrix $q_{ij}$ that depends on the points in the map space that we can vary\n", "\n", "#### Optimization\n", "\n", "- Minimize the Kullback-Leibler divergence between $p_{ij}$ and $q_{ij}$\n", "\n", "$$\n", "\\text{KL}(P \\mid\\mid Q) = \\sum p_{ij} \\log{\\frac{p_{ij}}{q_{ij}}}\n", "$$\n", "\n", "#### Normal and Cauhcy distributions\n", "\n", "The Cauchy has much fatter tails than the normal distribution. This means that two points that are widely separated in the original space would be pushed much further apart in the map space." ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "! python3 -m pip install --quiet fitsne" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "import fitsne" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "ys = fitsne.FItSNE(xs)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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lNFKT0A9XYZHHeZoRI2SHLeNXVCoVU6dOZePGjZSVSYIger2elJQURowY4bdxcnJy2Lp1KxaLBZD2o8vKypg5cyaKZulFgiAQFxdHba1ngFdERITHUro/OTLqQcL3Pw1H1oPokJa+B86CM170fZIgQPqV0k9vQxBg0Ufww+1w6HewVEka5WOuh9Gy05bpgQhaLdV33k7fZcuxbdsGdjvKgQMwXH55QNOvVImJhC95zKNdERxM8GWXUfOfF6DJ3rciPh7DzTcGzB6ZU5e+ffty/vnnc/jwYcxmMwMGDGhx2by9mEwmMjMzGxw2SBHjBw4cIDo6mtGjR3ucM27cOCorKykvb9xH1ul0pKenezh5f2LXx8PVf8C+FdI+dr8JMGBGwMbrEYT2gUs+l1K/zJUQkQzK3uMKe4+lMn7DMXgw0Z8vx75zF67ycrSTJyG0EOkaaEL+fCfKpETM336Hq6oKVVIShmuuRuPly01Gxh8IguC1lrU/qBdQ8UZRUZFXpx0aGsrZZ5/Nrl27qK6uRqfTMWzYMCK6QrNfECDlTOmnDTgcDoqLi9FqtcTGxvbe1TBDTK9Ua5Od9imKIAho0kZ1+Hzzjz9h+vBDHPn5KCIi0M2ZS8gdtyF0cFagP/989Oef32F7ZGR6Ci1Fe7fUp9FoyMjICIRJfmPXrl3s3r2b6upqAGJjY5k0aZJfo+5lWkZ22jLtxrxiBZX33IdYUwNI+db2bdtxlZYS/sTj3WydjEz3kpiYyI4dO7w66KjeKt274yMOZ//BZvNoHGgamktLS1m1ahWLFi1ql566TMeRU75k2o3x/Q8bHHZTzN99h6OVPFgZmZOd+Ph4Bg0a5NEeFRVFenp61xvUWX5/FL66lv3lopvDrqe6uprc3Nyut+sURZ5py7Qbh5fCBQCusjKsq1ajuviiLrZI5lTD4XBgt9vR6XQ9ck91xowZREdHU1hYiMPhICoqitGjRwekklhAqSuHbZLMqVkZ7PMwk6kNWuQyfkF22jLtRhEWhqu42LNDo0E1IHDpKTIydXV1bNy4keLiYux2OxEREYwcOZIhQ4Z0t2luCIJAamqqX6uGdQs5n0Ot9Lce4qgAH2JokZGRXWjUqY3stHsIzopKjK++ij03FyEoCN2c2egvvrhHziJ0p8/A6GU5TDN2LJoAaJfLyICkHPbbb79R3OSFsbS0tKFWdSDzmU9ZdI3R6yNNv1OoHYFJ5e6g4+LietxL08lMh522y+Xi0UcfJS8vD41Gw5IlSxr+aHJzc1m6dGnDsVlZWbz88sukpaUxf/78BtH7OXPmcNVVV3XyFno/jtJSKq64CnuTIh6WH3/CvmMn4U8s6UbLvBP6wP04jx/H8tPPiLW1oFKhGZtB+P892emXjLrvvsf00f9wHjqEIjIC3ZzZhNx1V4ej0mVOHo4cOcLRo0c92u12O3l5ebLTbi8lO+i36zkoDoaESZB2hWe+8vDzpYpdx3YQ7Sjk9Kp32GGYR5kmCaVaR3zySCZNmtRyLrnTAX88Cgd+PlEKczhMvBOSZwX09k5WOuy0V65cic1mY9myZWRlZfHUU0/x6quvAjB8+HA++EAqPvHDDz8QGxvL9OnTWb9+PWeddRaPPPKIf6w/STC++JKbwwbA5cL02efoL/8TmuHDu8cwHwhqNZH/eR77vn1Y165DOXAguhnTO++wv/mWyvsfgBPKUM6CAuzZO3AdLyP8yaWtnC1zslNeXo7oQzffVxlMGR9seB5W/ZN4SxUcAjLfgJ2fwOKv3OVIlSqY+wx8fytUHqCfbS/9bPtxJs9FuHg5Cl1I62N9fR3seL/xc8VeKNwEF34MA0/3512dEnR4+pKZmcm0adMASE9PZ1dzp4O0//Tiiy/y0EMPAY05fpdffjl33nmnT5H8Uw37Ts9nB4DRiOX7FV1rTDtQDxlC8DVXE3T6DL8s45s++qjBYTfF/P0KHCUlnb6+TO+mJd1ufyqanfTUHoW1T0kSnk05+DOs8pKyOXge3Lxdct5TH4SLl6O84oe2OeySHbDnS892UwlsfqlD5ncaWx04bK0f10Pp8EzbaDQSHNwYTahUKnE4HG5F2T/77DMWLFjQEKSQnJxMamoqU6ZM4ZtvvmHJkiW88MILLY7j7WXgZCPCavUV30FRWRn7MjM7dmGnE8PHn6Ddvh2hzowjMZG6c86C1FQyO3rNjuJ0oigvR9TrEYO9RKGKIjF79qD0cqqrvJy8Dz7AMqvnL6d1+XM9haioqECv11NXV+fWLggCSqVSfvZtJG7fuySYvKdm1uT8yL6IC7z2KRVjUWprsdXFw7ZtbRordv8HJNo8X8QB6gqzyO3Cf7Pg45uI3/8BQTV5iAoNxsh0CkfciSPIdxGlzhCo38cOO+3g4GC3MH+Xy+XmsAG+/fZbN6c8adKkhjfiuXPntuqwAVJTU9Fqfbm0k4OaefOo9VKeUhEby5B770EVHd2h61bc8WfMX3zR8FldVITh0CFK//JnRl9xRYftbS/Gd9/D9NH/cOzbhyI0FO2UyYQ9sQRlM6GJY7GxOMq81PDVaBg8azbasT1bLSozM5OxY8d2txknJZmZmYwbN44hQ4awfv16jh49isPhIDw8nOHDhzNqVMfV/fyJy+Xi0KFDOBwOkpOTAyM4sv0d2LUM6o5D+EAYe6M0G24rxh9gj/euUEOQ5++wsRRWNC2wMUIac8JtrY+l2Qe5//HapQ/v03V/L8Xb4I8nGiLhAbTFPxElVMO1a/yuPd6Z7wKr1driZLXDlmZkZPD7779zxhlnkJWV1RBcVk9tbS02m40+ffo0tD388MPMmzePM844gw0bNjBy5MiODn9SEXL7rdh37cTyy0o4oaIkREYQcvddHXbYtl27MP/0k0e769gxDN9+D13ktE1ffEn1kifghBazq7wc87ff4SyvIPrTT9yW1XUzZ2HM8RKVPn58j3fYMl1DWFgYCxcupLa2FovFQmRkJEqlt/WZric/P58tW7ZQWVkJSF/cqamppKWl+W+QPx6H1UvAdWJ59+g2yP8DznkLhp/XtmukXgrrnwVrlWdfzAjY9BIYYmHEBSAo4PPL4NCvjccc2wE/3ydFlqdd1vJYIy+Cdc9AiZeZeRu1zv3CllfcHHYDRRsh+z3IuK7rbOkkHXbac+fOZd26dVx66aWIosjSpUt55513SEpKYvbs2Rw6dIh+/fq5nXPPPffwt7/9jY8//pigoCCWLOl5kdHdgaBWE/nWm1h+/hnrho0IuiAMl12KKimpw9e0rl4DPgQPVEWeZTADhfnzzxscdlNs69dT9/U3GJqUAw29/15cZccx//gTYnU1aDRoxo0l4umnusxemd5BSEgIISFt2FPtIurq6li7dq3b0r3RaGTr1q1ERESQmJjY+UFsJsh6p9Fh12Mul/aH2+q0owbD+Ftgw3PgbKysR3A85H4J296SPsenQ+qf4PBqz2s4zJD9QetOW6GEs16DFbdB8VZAhKBIGHkxnHZ/2+z1B9WHffcd711qbh122gqFgscecy+12FS6Ly0tjVdeecWtPzExsSGqXMYdQRAImj+foPnz/XI9RZzvfRqXweCXMdqCs8jL2+0JjG+86ea0BZWKiOeeJeTOO7CsWYt68CA0kyb1yFx1GZmm5OTkeOy1g6Tctn//fv847UN/QNUh733HdoLdAuo2VuubsxQSJlG29nWig3XgsML+HwBX4zElWVBTDC6792vUFrZtrITxcP1GyPsaqgtg6NkQMbBt5/oLfQvVvEL6+O7rgcjiKicp+nPPwfj6Gzh27/bos47rwn3XFhyuq+y413bVgAEEB6hsooxMILA2qQXfnr52EdoXlBpweol81oaAsg3755X5sPVVqY509DCOpP2N6AmnwQcLcHPY9dSVgqAE0Ut1spB+nm2+UCiknO/uYvSVsPc7aB4UFzUMxt3cPTZ1ENlpn6QIKhXhS5+g+pFHsO/YKbWFh6M/52xKzj+vy+xQjxmDY+9e7zb2Nh1mGRkftFT3OjQ01D+D9BkDiadB/u+efQNnSkvRLbFrOfxwp5RudYKhYcNh6M9gqfR9Xlh/qDro3qYKgtHti4spKiqitLQUvV7PkCFDWhZk8TdDFsDcp2HTC1CWCwo19JsgtWl8rDzazZD5JhiPSlsFIy6SXj66Gdlpn8Rox40l5rtvsfzwI86SEnTz5kr75F2YZhH++D8x//gjnKi/62ZfC7WDRZcL81dfY12/HpQqgs5YgG7GjECaKiPTYYYNG8a+ffs41qzKXWhoqH8D0c54Eb66Boq3SJ8VGkieDfOfa/k8px1W/dPNYQMYqnPht4chaigUbfY8T6mFec/Aro+l5XlLJcSOhIwbIO1PbTLZ4XCwcuVKCgsLcbmk2fyuXbuYPn06MTEtLFv7m/E3w5hr4cha0IVBnwzfK4FH1sM310sOHgAB+r8KF38Ohu4tryo77ZMcQakk6KwujNJshsJgIOyB+6le+iQ0Ua1SjRxJyD33eD1HdDiouPU2LCt+gBMKWHWfforhqisJf/QfXWK3jEx7UCgUzJ07ly1btlBSUoLL5SI2NpbRo0e76Vl0mtiRcP0G2PUpVB6U5EeTZ7W4DQXAnq/huOdWGQD7VsDlP0hR6DUF7n1DzoQRi6Sfugop5Su8f+uz+iZs3LiRI0eOuLWVl5ezbt06zj333K6NWVFpWpdPFUX4+d4mDhtAhMOr4Jd74bx3Ampia8hOu5OIooh1zRpsmzYjRERguGwxCnnZ143gq65EnTaKuk+XI9bUoBo8mODrr0PQ66n7/AvsBw6gSh6I/vzzEZRKjO9/4KkEZ7Nhev8DghYuQDtxYvfciIxMC+j1emZ0xWqQQglpi9t3jt3iu89SLS3/XrQM1j8HpTtAEwwDZ8GsJhk++kjpp50Ue6sIiFTspbi42CPLKCC4XNKedvURGLxAiqD3xZF13lcdQIqkd7m6dZlcdtqdQLRaqbjlViy//wE2KTjE9O67hC9Zgu50eSm3KdoxY9COGdPw2VFQQMVll2Nvoqxkeu99Il98AduGDd4vYrViXvGj7LRleg02m43KykpCQkICXkvb6XSybds2ioqKcDqdREZGMnr0aEmRMmGC7xNdNqg8BImT4ZLlfrVJFEXsdh/R5+A14t7vHN0uaacXbgZcUn758Avg7Ne8rxjUlXsPvANpn1t00QkF8E4jO+1OUPP0M1h++tmtzXkon+rHl6A9bQpCINSQThKq/vGom8MGsG/bTtWj/0RQtfBr6fIS4Soj08MQRZGNGzdy8OBBTCYTWq2WhIQEpk2bhkajCch4v/76K/n5+Q1t5eXlHDt2jAULFhBuiAG1AexetBs0IdIebwAQBIHIyEg39cx6DAaDf1LhWsLlgu9ugaJNjW2WStj+VmO+eMww92C0QXMhYhBUHvC8Xny639XT2kv3h8L1Yqzrvc8IHXv2UPftt11sTe/BWVGJbZP35Sfbps2ofFU102jQzZsTQMtkZPzD1q1b2blzZ4OzslqtHDhwgNWrvQiV+IHCwkKPfWOAmpoadu7cCUER0rKwNwbOBkPgAsJSU1M9CroIgkBKSgo6XRvzyjtK3je+l7o3PAtvjoNXUmHl3xriZ9DopTQwVbMiNCF9YbL3OJyuRJ5pdwLR7HtpR6zwTKGwZmdj37IV1dChaKeedsqKhojmOsQ672ptosmE/pyzsWdlYf2tSWqLQoH+ogvRTp3aRVbKyHQMURTdZrxNKSwspLa2tk1qbqWlpeTk5GA0GtHpdAwZMsRnzfCjR482RGY3p6qqSvqfhS9IeuWH1yLlZCuojUgjZKF3bXB/kZiYyOzZs8nJyaGmpgatVktycjLD/V1y2HQcyvdJwXr1KwfVhwHv5VwblsCr8qWqZ9oQmPZXqe20eyF8gBQ1X1cG4cmS1nq/cf61uQPITrsTqIYNx7Fvv0e7IioK3ZlnNHx21dVRecedWFatliQ9NRo048cT8Z9/o+rTcTUe0ekEhaLXOX9lnz6oh4/Anp3t0acaMQLVoEFEvf1fTP/7GOvmzQgqFbrZswg6++xed68ypx4OhwOzF+lecN/jbomCggJWrVrltudbUFDAhAkTvNZsaGnJvaFoSWhfuPqPxkjy6OHsrUtkbHjH5ZLbSt++fenbt29gLm6rg29vggM/SS8lIf1g2Pmw4N/S6oI2DKyeKafuiJDzeaPTBhh5ofTTw5CXxztByC03oUhqtiejVKK/6EI3Z1z9939g+fGnRg1umw3bunVU/fVvHRrXsmYtZVdcScn4iRybOo2Ke+7F6SUPuicgWq1UP76EYwsWUjJtOuXX34B161YM116N0Fx0IiSE4KuvQlAoENRqgq+6kqiXXyLyP8+jP+cc2WHL9ApUKhUGH1LBOp2O6DYUAdqxY4dHkJbdbmf37t04nZ5BUiNGjPCZWpbUtIaBIEga5dMfktK4hJPABXx3M+z8UHLYALVFsOUl+PWvED0Uhi9q23WMRxuXyHsw8ky7E2hGjybq7bcxvfUWjv0HEEJD0M2bi+HyyxuOEa1WLGvWej3fun4DjsJCVAkJbR7Ttn07lX++C1cTEQdz/mGcBYVEL/u4xzm2itvvxLKiMX3LefAQtu1ZRL35OpGvvITpk09xlpSgjI/DcPFF6GbP7kZrZWQ6jyAIDB48mIqKCsRmTqB///6tRpE7HA7Ky72UqEVa6j527JjHrFWj0TB58mQ2bdpETU0NAFqtliFDhvh/GbonYToO+37w3pf3DcxeCue8CWFJkra68TjUFoDL4Xl8WFLr+e49ANlpdxLN8GFonv2Xz36xrg7xxB+RByYTzqMl7XLaxnffc3PY9dg2bMD8/Qr03Sik0hzrpk1Yfv3Vo91VUoLx7XeIfOlFdDNn4jKbpZeXFoqcyMj0JtLS0nC5XBw4cIDa2lqCgoJISkpi0qRJrZ4rCAIqHxkUCoXCZ43ugQMHkpiYyL59+7BarQwcOJCwMD9FhRuPw95vISwRkuf0HOdWvhfMZd77akukHHRDNMx8VPoB+PxPsPN/7scqNDDq8uZX6JHITjvACOHhqAYlY9+e5dGnHDAAdWr7aoo7vUSIAuByYd+1C3qS096wEXwUS7AfOIjoclGzdCnm71bgLChAEReL7vSZhC9dgtBKVKloNlP95FNY129ArKtDPXw4hptuQDehhXxUGZkuQhAExowZw+jRo7FarWg0mjbX/VYqlcTFxWFsoiBYT2xsbIvL6yqVyr8za1GEXx6EHR9Iy8eCUtLsPuNF6NuFhYd8EZsqRXV7q5UdliRFzTfnnP+CNhT2/yjN1CMHSzrqE28LvL1+QHbaAUYQBAx/+hNVeXuh6R6VSoV+0fkomqVCtISjuBjHYR9OG1DGxXfGVL+jiPWdRqIID6Pm6X9hfPX1hjbXsVLqli1DdDmJfP7fPs8VRZGKm2/BsrJxFu88fBh7djaR/30TzejR/rkBGZlOolAoPNKd2sKkSZMwGo1uWubh4eFM6upStZtfllKj6iOtRScUboBvboAbNnd7zjK6MBh2Hmx5pVmHAlIv8S6eolTDzMdgztPgqAN9dLtkWbsb2Wl3AYbFl4JOR92yT3EWFaGMiSHo7DMJvuaaNl9DdDqpuOU2r0vjAKqUFAyLL/GXyX7BcMEFmN56G0dennuHIKCbOZO6jz/2ep71199wlJWhajKjEC0WrJu3oIiKxFVWJkXiN8N59CjG/75D5AvP+/M2ZGS6HIPBwNlnn83+/fupqKjAYDAwfPhwn8vmAWPPV97VwUq2w65PYHQPWFJe8B9Q62HPN9JqQPgASTRl+kPux4kirHkSdi2T0ryC46Ta3nP+rzus7jCy0/YDzrIynIVFqFKG+NQdN5x/HoZOlMQ0f/MN9q1bvfYJERGEP/N0q0vKXY2g1RK25DEqrr0esbZJHVtRxLppM44S7y8grooKHPv2Nzjt2ldfw/TRRzgP5YNGjTIuDnxIIzryD/n7NmRkug21Wk1oaCgDBw7seocNYK7w3de8uEh3oVRJlchmL5X2sIMivM+c1zwFv/+98SWkogY2PCdJk57VfKbec5Gddidw1tRQff+DWNasQayqQpGYiP6cswn964N+X8KyZu/w2acaNAjtuMDvL7nMZoxvv40jJxfBYEB//vloJ7ccWOPI2+fusE9g/flnFHFxuLwE6Smio1EPTQGg7quvqHnmX4174zY7zoJCn+MpwsLbfkMyMm3AarWyfft2SktLAYiLiyMjI8NnQJg/KC4uZsOGDQ1R5JmZmaSkpDBhwoSuXR6PHCzNqpuj0kHStK6zoy0o1VLQmTdcTtj9ifdVgz1fSYVROlAMpTuQnXYnqPrL3VL+9QlcBQUYX3kVwRBM6J/v8Ns4pv99jPmTZT77lbGxfhvLF87yCsqvvhr7tsY/4LovvyL0L3cRcustPs+zbvEhIehyoYiOwlVS4pEbqZs7B2Wk9Adk/uobn8FsHqhUBC2c37ZjZWTagMPh4Mcff3TbWy4pKeH48eMsXLiwzcFl7R1z7dq1jUpmgNlsZseOHYSGhnZtCtf4W6WSlKZS9/bBC6F/L1IntNZIFb68YTwKpTthQO8o8nQSZNZ3D/Z9+7CsXefZIYqYf/CRN9gBHEePUvN/T3udrQIQHIz+osCr9tQ+9283hw1AXR3GN9/CUeYj5QIQWgjw0KSnE3LXnagGDwaNBkViglQze+kTDcc4feSrAihiYxtSTxSxsQTffBP6xe0sWSgj0wK7d+92c9j1FBcXk9c8VsNP5OXluTnselqSR21ObW0tRUVFWCwtlORsCwNPh/Pfh5SzIKw/xI6CiXfBBf9r5cQehiYEgn0E6gZFQWRK19rTCeSZdgex78oBLykZAK7SUkSXC8EPNVfr/vcxLl9O0WAg7JGHCJo3t9PjtIYty8sSGdK9mj/7nJCbb/Larz19OuavvvJUGtJoCFq4AN2MGYTceSfO48dRREZ6RNMrExI8qoFJHUrCnliCoBBwHi8j6IyFKKOiOnJrMjI+KWvhhbS0tJQRI0b4fUxfEqggLdW3hNVqZfXq1RQVFWGz2dDr9QwcOJDJkyej6Oj30eD50k9vRqmClHOgbI9n3+D5ENpxOemuRnbaHUQzdgxCWBiiF/lQZd++fnHYIOUj+7QhPZ3gy7sqerOFfbQW9tj0F1yAbd166r74EhwnVIg0GgxXXI5uhrQcJWg0qPr183q+4crLsa5bh9hsxq2ZNImghQt6nAKczMlFS8FfgQoMi4uLQxAEDzU1oFWxlNWrV3PoUGMwZl1dHbt370atVjPhVNcwmLMUHGbI/UKSOg2Klhz22a+3fm4PQl4e7yCqpCR0s2Z5dqjV6Bed57dxtNOmgo9iAOoAvOX7QpMxxmu7Ii62xeV5QRAIf+5ZIv/7FoarrsJw7dVEf/g+4Y/9s03j6iZPJuJfT6M5bQqKqCgUCQkEXXQhka+/KjtsmYCTnJzsdd9apVIxZMiQgIyZkJDgtc60wWAgNTXV53k1NTUUFnoP0jx8+LDXl4BTCoUSzngBbtsN166T/nvBh+61tHsB8ky7E0T862mEYAPWVatxlpejGtAf/QUXEHzttX4bQzt9OroF87F8416fWzVyBMG33uy3cVoj5J67se3Y6Z52FhJM8M03NwSN+UIQBILmzCZoTsd0xYPmzSNo3jxcZjOCSoUQwKhdGZmmJCYmMnr0aHbv3t2wNK3VaklLSyMuQLK7giAwZ84cNm/eTHFxMQ6Hg8jISNLS0oiJ8S1YVFlZid1HKqTZbMbpdHZP2lhPQxcGSVO624oOI/8LdgJBpyPiqScRLRZcRiOKiAgEP0eTCoJA5IsvUDtyJNZ168BiQZ2aSvCtt6DqgqjxepTh4cQs+xjj+x9g352DEKxHf+GFaMd4n4EHgvaox8nI+Itx48YxZMgQMjMzqaioQKvVYjQaKS8vJypAcRQqlYopU9rnWGJjYwkKCvK6Jx4SEuLXSHdRFDGZTCgUilYLoHQ59SsKgV6JE0U49DsUb4XoYZJQSxes/slO2w8IOh3KAAqbCCoVobffBrd3rzauoNOhmz0Lx8GDOPbtx/jSyzgXLkR/4QXdapeMTEepq6tj27ZtlJWVoVAoiI+PJyMjw2NGWlRUxOHDhxtmskePHuXIkSPMnDkzcHWi20lQUBD9+/dnzx73YKv6qmP+2k4qKChg+/btHD9+HEEQiIuLY/z48cR24STCK6YyWPkAHF4DDgv0yYCpD0DiZP+PZamGzy6FQ7+B0yZpsidOliLtIwb6f7wmyE77FMJlNuMsPopQ5zu4rSVsOTlU3HiTpEx2Asuvv2Hfv5+wBx/wk5UyMl2DxWLhhx9+cCuDWVJSQnl5OQsWNAY5Op1Odu7c6bH0bDKZyM7O7jFOG2Dq1Kmo1WqOHDmC2WwmNDSUIUOGMGrUKL9cv7KyklWrVrnV+i4qKsJoNHLuueei6y5VRpcTli2CI2sa22oKoCQL/rQCYv0c/7PiTqngSD2iE46she9vh8u/9+9Yzeiw03a5XDz66KPk5eWh0WhYsmQJ/fv3b+hfsmQJ27ZtaygG/8orr2C327n33nuxWCzExsby5JNPdkhMX6Z9iC4XNU8sxbziB5wFBURHRlC5YCHhj/8TQatt83WML7/q5rABsNup+2QZhuuuRdXCfpuMTE9jx44dXutWFxQUcODAAQYPHgxIs+pqL1kiIKWEOZ3OgIisdASFQsHkyZOZOHEiDocDtVrt14DNnJwcN4ddT3V1Nbt372bs2G6q/LXjQ3eHXU/1Ydj0Apz9Wseuu/UNSWPdeFSqGjb6Khi+CPJ/93784VVQmd+xsdpIh532ypUrsdlsLFu2jKysLJ566ileffXVhv7du3fz1ltvEdkkSGnJkiWcddZZLFq0iDfeeINly5Zx9dVXd+oGZFqn5ulnML7WmNagLK+g7qOPwOkgooVa4M2x797ltd11/DiWb7/1awCejEygqajwrat97NixBqfdklypQqHokVkMCoUCjY+sk87grVxoPSaTye/jtZljO333VR6A0hxJejUyue3XXPMk/P4ouGzS57I9cGQdGEskhTVv2E2Sg8f/z76eDqd8ZWZmMm2apD2bnp7Orl2NX+gul4vDhw/z97//nUsvvZTPPvvM45zp06ezfv36ztgu0wZEhwPLDz967bP8+huuysq2X6yFpS8htOX8URmZnkZbc7BjY2N97tfGx8d3XLSkF1K/ctrevoCj911jnOJMeGUUvDwc3p0JR9rgdxxW2P5uo8Oux26CXR9LgWfeiEyB+MAG53Z4pm00GgkODm74rFQqcTgcqFQq6urquPzyy7nmmmtwOp1ceeWVpKamYjQaCQkJAaR/4Fpf0pxNaPoyINN+hOpqYoqKvL6duY4fZ+eKFTiG+fgFbEbIwIEYdnr+e9gTE9mT0A8yMztpbe8nU34GAcPfz9ZX3nL9d1nT8cLDw6mqqsJma/wS1+v16PX6Xv9v3l77VSoVjnqhpBNoNBrsdnu3PQuFejLD9f3Q1RW5tYuAYDkxMXHaIP8PLMsuJXfaB7jUwZ4XOoGuag8jK/Z67XMcy6F42C30PbYLlaNxdcElaCiOncuxHbuBwH0XdNhpBwcHuy2HuFyuhrfToKAgrrzyyob96kmTJrFnz56Gc3Q6HSaTidDQ0FbHSU1NRduOfdeejmi3Y/rsc1xFxahHDke3ILCqXqLDQWlCPxz79nv0KWJjGXXmmSjCw93arZnbqFu2DFd1Nar+/THccD2qmBhcI0ZQUVuLdfUacErVchQJCcQ9/k8GTGq52lcgcBw5gvHtd3AWF6OIjsZw+Z/QdKHgTHMyMzO7b0/vJCdQz3bjxo3s2bOnwRnr9XoyMjK8ypPabLaGPd3w8HCGDRvW62fZHXmuSUlJZGVlUVpaiiAIxMfHM27cuIDlrbeZmPek6PGj2wARNCEINs+Joc5UwBjrGpj0sO9r1fSBTaFg81wGVxkiSTr3MThwGmx/G6oOQ3A8ilGLSRhzDQl07vfVarW2OFntsNPOyMjg999/54wzziArK4uUlEbB9fz8fO666y6++uorXC4X27Zt4/zzzycjI4NVq1axaNEiVq9efcp9wdlycqi8624cu6U3MRQKNJMmEfnGaygjItp0DVEUQRTbLJMqqFTozjgD439e8OjTzZ3j4bBNH/2P6iVPIDYpmWn5+WciXn8NzdChRH3wPpYff8S2bTtCeBjBV1yBog0vX/7GsnkzlXfehaugsaav5fsVhD2xBP1ZZ3a5PTK9k0mTJjFs2DAOHjyIQqFg6NChPoNjNRoN6enprV7TaDSSl5eHy+ViwIABLQqi9EaSkpJITEzEZDIhCELjsri5Eja+ABX7ICgSxt0EsSO7zrBBs2HgZjj4C1iqIPt92LfC+7HGoy1fK7QvJM+SynY2Z+Bs0Ohh+PnSTxfTYac9d+5c1q1bx6WXXoooiixdupR33nmHpKQkZs+ezbnnnsvFF1+MWq3m3HPPZciQIdxyyy088MADfPrpp0RERPDss8/68156PNX/eLTRYQO4XNjWr6f60X8S+Z/nWzzXVVdH9eNLsK1bj6uuDvXQoQRffx26mae3Om7ovfeA04n5+xU4CwpwREYQtnAhYY/+w+040WKh9rXX3Rw2gGPffmqf/w9Rr74iqZstXEjQwoVtvOvAYHzhRTeHDeAqK8P48ssEnbHQb9rvMic/4eHhZGRk+OVaO3fuZPv27Q3VtXbu3ElKSgqnnXZap1fURFEkNzeXgoICHA4HERERpKend4u4iSAIbtujlO2FTy+A0iYzxF0fw4L/QNplXWeYQtFY3CR/te/jbCZJHKWlf5MzXgFrrZT37bJJgWwD58BCzwlQVyKIPVSQtn6J4GRZHrfl5HD8zLPA5ikzqEjoR/zaNT7lOUVRpPyqq7H++pv7edHRRLz+GrpJE9tkg2i14iwtJbuggLFe1JbqvvmWyltu9XquMimJ+A1eSpF2A67aWkomn4boLYhOEIhZ8T2aNP/kpbYHeXk8cPSGZ1tZWck333zjtRLXjBkzGDp0aKeuv3btWnJyctzaIiMjWbBggbsDbQd+e66fLZZSo5oTMxJu3g7KbpAePrYbPlwAtd702JWQfhWc+1bLjlsUJQGVYzuh34Q2y5/6Y3ncl++TpyNdhKu8wqvDBqDOjNgssKMp1rVrsa5Z63nNsjJM773fZhsErRZVYiL4eAkSWtIlVvSgtBaFwvdMWqkEtawZJNP17N2712fpzCNHjnTq2uXl5ezd6xkYVVFRQVZWVqeu3WlEEQo2eu87vhv2+liiDjRxI2H6IxDsTfzGCVnvwq5lLV9DECB5Nky+q8folctOu4vQjh+HcqB3eTvViOEt6mrbtmaCzea1z3nksF/sA2mPW5XivRi8pgfNchQGg097NOmjUbcxGl5Gxp80j6huivNE4GZHyc/P93l9bwIxfqPiIPz4F/j0YkntqzSn9XN6AnazZPMv94Cx2MdBLtj/Q5ea5Q9kp91FCDodhsv/5JHrLERFEXxdy6IkyhZkEhVtDGBrjrOyEstvv2NvonAmqNWE3H0XimaBM+pRqYQ+cH+HxgkUIfff5/GCoUhIIOTee3qk2IXMyU+fPn189nW2sEhLimsBi2A/9Ae8NxM2Pg85y2HLy/D+bNjztftxggCJPrJHYkZCyhmBsa8lfrxLstnmWwwGkORPexnyOmIXEnLzTSj79sH81dc4y8pQJSSgv+IKdJNbTpfSLzof43/fdg9iA1Cr0S1cgOPIEVCqUPVrXQNZdLkIeeu/lG7ajOvYMQgORjtlMhHPPI0yOhr92WejSUvD9MGHuKqqUA0ahOHqq3pchS3N8GHEfPOVlPJ1pABFTAyGa65C1d1pJzKnLAMHDmTAgAHk5+e7tcfExJCWltapaw8dOpRdu3Z5lRDt169fp67tkzVPQHWzZX1jiaQUNvQc973g0/8pBaE1DUTTx8DUv3Z8P9taCxv/A2W5oIuAMddC3zYEDDqscOCXto0xYEbHbOtGZKfdxejPOQf9Oee06xxBrSbimaep+sc/sG/PAocDRd++aMaPw7z8M6offgQUSjRjMwi97z6048f5vFbt88+j/+ZbXPUNRiPWn3+h0nkv0e+/C4Cqf3/CHn6oQ/fXlShCQgj9853dbYaMDNBYBzs7O5vi4mJcLhfR0dGMGTOm08G0QUFBjBs3js2bNzdEpguCQP/+/duUhtZuTGVQtNV7X/FWSdIzZnhjW3QKXLNGmpVX7Ad9FIy9seMpX5WHYdl5UsGPenb+D+Y+DWOvb/lcmwnMviVqGxh2HqRf0/jZ5ZKiz3s4stPuJWhGpxHz5RfYNm7CWXIM5cD+VFx7Ha5jpSeOsGNbt57Kor8Q8+03KCO9L5ubf/oFb4vH1vXrsefkoO5GcRIZmd6OQqFgzJgxjAlAnflhw4aRkJDAnj17cDgc9O3bl8TExMBsBymUvh2YoADBi+sICoeZj/pn/D/+4e6wASyVsPYpSPsTqFtY+dOFQ9QQ6eWiOWoDDF4AA2dJLxUuB/x0NxxcKemJxwyH8bfB8PP8cx8BQHbavQBnRSUgooyMRHtiKb3y4UeaOOwmx+bnY3r7bSk3uxmiKOIqK/M+iNmMbc8e2WnLyPRggoODGTfO90qa3wiKgH6TYL+XyO+ESRA1OLDjF23y3l55AHZ+AhnXeO8H6WVjzHXSUr3D0tguKGHSXTB7SWPbZ5dC7ueNn2uLoHiblJM9ZEGnbiFQyE67B2Pbto2aZ5/Dtm07iCLq9HRC/vJndBMnSvvRPnCWlHhtFwQBVWIiNi/9QkQE2okt53uLZjO1r7+BbXsWgkqF5rQpBF91JUIPKUsoIxMoXC4X+fn52O12kpOTW6z8ddIw63HJSZbnNbaFD4SZ/2w5txlaFy7pDG257vibJceb/V6DzCgjLoTJf2k8pnCz9+hxSwVsfU122jLtw1FWRsUdf8bZJKjFtmYNlfn5xHz+Gcr4eJ/nKluIYtVffBGW7GwUzVLIdHNmo2ohoEU0mym74ipsGzY0tFl+/BHblq1EvvKSHLEtc9Jy6NAhtm7dSuUJMZ/MzExGjRrFqFFdL+DTpfTNgOs3wKYXpbrUwX1hwu0Q0kKwZ/ZHsP0tKN8nVd5KORNmPiYtt7eHhEnSvnlzIgZD6iVtu8aYq6UfXxxeDXbPwD5A2pfvochOu4dieuttN4ddj6ugANN/38Zw9VWYf/gR11F3DV1lcjKGFlLIDJct5vDBg0Rv3ITz8GEUERFoZ80k7KG/tWhP7X/fdnPY9Vi+/x7Lj2cTtLBnvpXKyHQGk8nE+vXr3YojGY1GtmzZQkREBAkJCd1oXRcQFAGn/71tx2Z/BN/dDPYTaVa1RXAsWwpqO+f19o17+j+hJBtKtje26SJg6gMt72e3h4hkQECqBdYMQ8/Vi5eddg/F1xK31HcU9aBBRDz7DLUvvoQtKxuUSrRjMwi9/z6UzYqANMe8cAExD/0N0WxG0OnapNNt377de4fTiXXNWtlpy/QqSktLyc7OpqysDKVSSZ8+fZgwYYJHlHdOTo6bw67H4XCwb9++k8tpH14LeV9Le7+jLoP4dqapbXur0WE3JfcLmPEIhLXjWYUnwTWrpFl+WS5owyHjOuiT3j6bWmLYeZI0afP9c0EJw7q+EEhbkZ12D0UZ67uoe734iW7GDHQzZkgOXqVCGd1CIfhmCIKA0J5CAy3t4Z0K+3syJw2VlZX8+uuv1NY2lm2sqqqiurqaM888022rx5csaWt9vQpRhO9vg6x3GgO3trwCk+9uezS4KPpeUjaXSfrd6Ve6t5fshI3/huM5oA2BIWfCpD837llrQ2B6yyuAnUKhgHP/C9/fKsmwumwQ0g9G/Qkm3hG4cTuJ7LR7KNr5CzC++rqUO9gUhQLt7NluTS3tb/sL3emnY/nue+mPsyl6PUHnn+v1HMuadZhXrACHHe2UyQSde65cfUum29m1a5ebw66nuLiYgwcPMmjQoIa2yMhIn9cJ7YaStAFhx/9g6+tAk+8aWy2sewYGzYekya1fQxCk3GxvxTmUWoge7t5Wkg2fLIKqg41tB3+Vgt7OerVDt9EhYkfC1X9A4UYpYG3QPND7/jfvCcjfoN2Ey2ik9r9vU/Pii9i9FAKwrljh6bABXC6sv/3aBRa6o7/kYvQXXwwaTWNjcDAhN92I1ou4Q/WSJyi/8krq3n+fuv99TOUdf6bipptbLIwiI9MVVFdX++w7fvy42+ehQ4cSGxvrcVxYWFinVc56DPtX4Oaw63HUSeU120qKjzr2/adDwnj3tvX/cnfYAIiw82M47iUALZAIAiROhlGX9niHDfJMu1swffU1NU8+hatQeis1vvwq+gsWEbbk8YalOaevfGrAddx3X6AQBIGI5/5F0PnnY1m5EkGlJOj889Ckpnoca83chvHd99yLnIgilhU/YHz3PUKuv64LLZeRcacldTJds9oASqWSefPmsWXLFkpKSnC5XMTExDBmzBiPcphms5m8vDycTicDBw5scZbeo3B6L0bUal9zZj4mBZ3lfiEtiat0kDQNznnL89imcqdNsVZD3jcQIxf98YXstLsYZ0UFNUuecIv6FmtrMb3/AaqhQwm+8gqg5SIhLfUFGt2009BNO63FY8zffQdms9c+28aNIDttmW5k0KBBHD58GFezlayQkBBGeBEX0uv1zJjRskZ1Tk4O27Zta9AG37FjB0OHDmXy5Mk9Px2y7zjI+cxLhwADTm/7dRRKKUr89L/Dod8heij0G+/9WLXB93WCmr3sHFkH296GulII6y+lnXWlU3fYpCC7kmzQhcLYmwIvLtMC8vJ4F2P64EOPNC0AXC4sv/7W8DH4+utQJid7HKbs3x9DT3d6Li8pFPV0skShjExnSU5OJiMjA4Oh0XFERUUxdepUNE23f9pIbW0tW7dudSvmYbfb2bVrl9ca2D2OiX+G/qd7tg87D0Ze3P7rhfaD0Zf7dtgAyXO9t0cNg7TLGz9nvQf/Oxuy3oa930mVxj6YD/mr2m9XRzCVw7szYcVtsO0NaVn/v1Mg6/2uGd8L8ky7ixG9pI9461NGRRH50gvU/Os5bNu3AyKa9DGE/OWuHl/JKmjeHEzvv++1Brh6XAt/yDIyXURGRgapqakcPHgQrVZL//79O1ziMjc3t6GIR3OOHDnC0KFDO2Nq4FHr4E/fSw6pcKOU8jTwdMmZN3kmFRUV7Ny5k8rKStRqNYmJiYwaNapjKwnTH5KCzvZ8BY4Tq3KRQ2D+vyR7AJwOWP+spDnelJojkgZ5V1To+v1hKFzv3lZ3HFY/DiMv8l/OeDuQnXYXo5kyGd54E+x2jz71UPf60JrRo4n+4D1ctbUgiiiaRKuavvyKuo8/xpGfjyIikqA5swm5+y89QlJUe9pp6C++iLr/fewWTKc9fQYh17dcO1xGpqvQaDQMG9b5ZVZHC8GVLfX1KDT6FkVUKioq+Pnnn6mpqWloKyoqoqqqiunTp7d/PKUKLvwfHFkvFesIipD0wjVN0lCLNkHpTu/nF2dK1bw0LSyz+4Mj6723V+yXguYyuv77THbaXYxuxgx0c+dgWeGueasaMoTgW272eo4iJMTts+mLL6l68K9wYmbuKiqmdtcunOUVRDy1tOE40WbD9PkXuEpK0Iwbh3bqaV22vxb+1JNop0zB8uuviHYHmvFjCb78coQOLD/KyPRk+vTpw65d3gOrek0wWitkZ2e7Oex6Dhw4QGpqasfvM2mK9OMNpU6qJiZ6efFRqKUVgUDjbex62hOk50dkp93FCIJA5CsvU/PCi9jWr0c0W1CnjiTklptRtVFdqe5//2tw2E2xrFiB4647UcXHY8vcRuUDD+LIzZU6NRp0M6YT+eor/rwdnwiCgP7cc9Cf277a4TIyvQlRFHE4HBgMBg/ltKioqJNGn7xed705drudw4cPB+blpG+GtC9e6CmfTNKUxmX0QNJ3vCT+0pzQRBi1OPDje0F22h3AUVpK7XPPS3vNgoAmI4PQe+/xWcO6OYJaTdg9d8M9d7d7bFEUceQf9trnKi/Hum49ykXnU/WPRxsdNoDNhuWXlVQ/sRTOP6/d48rIyLgjiiJ//PEH+/btc2vXarUMGjSIMWPGoG+P6mAPRqXy7So6ErzXJgQBZj8B39wgVRurJ34MzHkqMGM2Z/ojcDTTPUVNbZCU23RhXWNDM2Sn3U5cJhMVV1+DPXtHQ5tj507su3YR8+knCLrAvv0JgoAiPNx7BLpGg2rwICx/rMKene31fOu69bLTlpHxA4cOHfJw2CDJm8bExLhFp/d2EhISKPFSDyEsLCywgXYDZ8INm2Hzy2A6BpGDYdxNrQeAVeaD3SQpsXVGhTFqEFz1O2z4t6SBrguHtD9B8uxWTw0UstNuJ8a3/uvmsOuxZ2ZifP99Qm68MeA26GbNwth0Fn0C7aSJaEePxrRsmXc1NcBV5zt6XUZGpu0UFnqR7DxBUVFRQJ2Z2WwmJycHu91Onz59SEpKCmi8Snp6OlVVVRw6dAjnibTNkJAQJk2a1OIs3C/oI+H0R9p2bNFW+OUBKeLbYYM+Y2DKPZ1byjZEw5wnOn6+n5Gddjtx5PnOu7Tndo38Xuj99+KqKMf840+IlZWg0aCdMIHwZ54GQDdvHoq4OFzHjnmcqxk23KNNRkbGvwTSge7fv5+NGzc25IXv3LmTpKQk5syZgzJA2SMKhYJZs2Zx7NgxCgsLGyLv1R0tFuSwgbFEKoHpr7QpqxG+vFKaEddzNBNW3AFhSZDUsihUb0F22u1ECPa95CV00XKYoFIR8a9nCPnLXVjXrkU1eAjasRkN/cqICPQXX4Tx1degScqJIja25wuzyMj0EhISEtizx/uLer9+/QIyps1mY/PmzW5CLqIocvjwYbZt28b48eOl/Ob9P4LDKumB+zFgKy4ujrjO6ESIIvz+d9i9HKryIbiPZOOCf4Oyk9UCt77m7rDrMZfDtv/KTvtURb9oEXVffe0RvS2EhGC4pAPqQZ1A1a8fqksu8doX9uADqBISMP/wA66qalQD+mO4+mq048dBZmaX2ikjczIycOBAUlJSPFTPBg8ezJAhQwIyZl5eHkajl5rVwNHiIsgtgj8ehWMnYloiU2DK3dI+cFciipD7pVSf22mX6laPvxXWLIXVTwAnVBOr8yWVM6cNznmjc2PW+N6uwOi5H99b6ZDTdrlcPProo+Tl5aHRaFiyZAn9+/dv6H/33Xf5/vvvAZgxYwa33347oigyffp0BgwYAEh7JPfcc0/n76CL0U6aSOjdf8H4xhu4jpUCoOjTh5DbbkHTw9I7DJf/CcPlf+puM2RkTkoEQWDGjBkkJSVRUFCAKIokJCQwaNCggC2PtyjkcjwP9r8ItUWNjRV7pT3emJHQf2pAbPLKj3fB5lca85x3fQx7voaizTQ47KbkfQN1T0rlPTtKxEDffaFtS6ftDXTIaa9cuRKbzcayZcvIysriqaee4tVXpRqoBQUFfPPNNyxfvhyFQsHixYuZM2cOQUFBjBw5ktdee82vN9AdhNx8E/qLL6bui88RBAVBF16AMqx7wv9lZGS6D0EQSE5OJtlLnYDWqKqqYtu2bZSWliIIArGxsYwfP96jelhTBg4cSPbWDdhEz6/u6Npd7g67Hms1ZL3bdU67YKNUYKO5MMnhP3yfYzoGpTkwYFr7xxNFyP1KihgPjvecVQfHwzjvwlW9kQ457czMTKZNkx5uenq6mxpQfHw8b731VkNAhMPhQKvVsnv3bo4dO8YVV1yBTqfjr3/9a4d+0XsKysgIQq6/vrvN6DTOqirMX34FSiX6CxahOInSVGRkeipms5lffvnFTbSkurqayspKzjnnHJ8R2eHh4aQoDrLLMchNESzCXsTo2h+8ngNgq6uipqyMkJCQFkuT+oXcL8Be1/pxTdGGdaxyl90Myy6A/T/RUBNcqQOlBhChTwZMuVcSajlJ6JDTNhqNbm+DSqUSh8OBSqVCrVYTGRmJKIo8/fTTjBgxgoEDB1JWVsaNN97IwoUL2bp1K/fddx+ff/55q2P5kgfs9dSnZHUmh7ATZGZmov/qGwxff4WyvAKA8n8/j+miCzDPn98tNp0MZMrxAgHjZHq2RUVFXlXGysrK+Omnn4iPj/d57jD7ViKrN3JYNwq7QkekvYhRxpWEuDyv50JgY8iFHKidivmLL1CpVISGhroVSPH3c+17rJQ+7TynNqg/e/ccAY6067x+u/9N/MFmLytOC2ZtDPsmv4pdHw9GuiWOJ1C/rx1y2sHBwW6SfS6Xy+3N0Gq18re//Q2DwcA//vEPAFJTUxtm3+PGjaO0tBRRFFvd+0lNTQ38m2EX4igspOb/nsa2ZSui04kmbRQhd96JZnRal9mQmZlJqs1G2bJlbgF1qtJSwj/6mCHnL0I9XC5C314yMzMZO3Zsd5txUnKyPVtfsqAgfb+2eK/iZUR+dzPDzOvc24OiIaSPW5GNLSHnsStkTsNnh8NBRUUFUVFRzJw5MzDPte+f4cjnYPceMOeBSk/IdT8yNqS9rh7IzPPaHFRXQJqhFDLObP81/UBnnqvVam1xstqhaV5GRgarV68GICsri5SUxupUoihy6623MnToUB577LEGR/3SSy/x3nvvAbBnzx769OnT84vD+xnRbKbihhsxf/ElzoICXMXFWH78iYpbb8XRglBDIKj74guv+uViVRWmTz7pUltkZE41WpL+bFUWdOwNMPZGUDWRSDXEw+wlUonNtMshYhCusIHkh3nfxy4oKMBsNnfE9NbpMwYm3gGqZqlmCVMgpFlAmKCG0+6TXjY6gr2Fe7B6Fjg5GejQTHvu3LmsW7eOSy+9FFEUWbp0Ke+88w5JSUm4XC42b96MzWZjzZo1ANx9993ceOON3HfffaxatQqlUsmTTz7p1xvpDRg/+BD7Ds9Sc878wxjffIvwfz7aZbaItb6V0Vy1tV1mh4zMqcjQoUM5cOAA9mYlenU6HcOH+xBAEkU49DsYj8LcpyHjeinqWqWTylqGnMifXvQBiCI2i4W6Tz4Bl2cZYIvF4rVql9+YsxSS50LOcnBaIWkajL4CSnbAphegcj/oImHEhZB+RcfHiU+H47s92/UxkNq1KbhdRYectkKh4LHHHnNrGzRoUMP/79zpvQbqG290Mg+vl+M4eNBnn/NIQRdaAsohg332qX19acjIyPiFuLg4Jk6cyI4dOxqcZ1hYGBkZGajVajZv3ozZbMZgMDBy5EiCyrLgp7txFWVyTNUfheFFokctZHfMhRQXF+NcvZWYmBhGjx4tbScKAhqtluDgYK9L8Xq9nvDw8BalWDtN8kzppyl9x8D57/hvjKkPQvEWKG+SK69QSy80HZ2993BkcZUuRBHhuwqYoovr7gbfcD3Wn3/B3mzvRD02g+ArLu9SW2RkTkVGjBhBSkoKBw8eRKFQMHDgQI4dO8Y333xDbZPVrgP79zGz4k2qa51kRz9AhaofIKLZa8Z2YGPDcUVFRRw9epQzzjgDtVqNQqEgOTnZa0BU//79T45YobhUuOx72Pi8pIamDYPhi2D0yfsdJjvtLsRw9VXULf/Mo0KXEBqK/uILu9QWZWgoke/8VyoxmpUFCgHN2AxC770v4JXKZGRkJFQqlVtM0NatW90cNkB1TS3rnOOoCY3HqmzM2rEpPfO5jx07xo4dOxqCoDIypFSnAwcOUFtbi8FgICkpiUmTJgXidrqHqMFw5kvdbUWXITvtLkQVF0f4k09S869/4Tgxw1UNHkzwDTegnTix6+3p25eIfz3d5ePKyMh4UlNTQ2lpqde+cnV/XIq2aXOXlZU1/L8gCIwdO5YxY8ZgsVjQarUBKyoi0zXITrsTWLdupW7ZMlzllSgTEwi+7lpUSUlej7Vs2IjpnXdw7D+AEBJC0CWXoJs3l6BZMxECVUReRkam1yCKIqLoReITcLUj00bhRftBoVCg1+u9HC3T25CddgcxLVtG9WNLEKuqGtosv6wk8qUX0GS4q+9Y1q2j8rY7cB0/3tBm37oVQaNGv0AWMpGRkYHQ0FBiYmK8z7aFts+Ok3xMHGRODrpHjquXI9rtGF973c1hAzgPH6b2xZc9jje9/Y6bw67H/O13OA4fDpSZ7cK6eTNVf3+Usuuup+rxJVi3b+9uk2RkTikEQWDMmDE+ZsStz7SVSiXDhg0jJSWF2tpa8vLyOO7le0emdyPPtDuAdf16HHv3ee2zZWcj2mxuS96Offu9HitWVWH55VeCr782IHa2BVddHZW33Y7l19/A6QTACpjeeRfDFVcQ/s9/dJttMjKnGv379ycsLIycnBzq6uqora316Xh1Oh2nn346JSUluFwuBgwYQGxsLKtWrSI/Px+bzYZSqaRPnz7MmDEDg1xX4KRAdtodQNDqQBAksYPmqJQeeuJCiI+qPYKAsm/35hJWP/pPLD//4tlhtWJ67z20UyYRJGuRy8h0GeHh4UyZMgWALVu2+HTaERERJCUluS2Hb9y40a2+t9PppLCwkFWrVnHGGWcE1vB6bHVQsR9C+3Wu1KaMV+Tl8Q6gmTAetY/a2dqx4xCaVejRzpjh9VjVsGHounFPW3Q6sa5d5/sAux3LTz93nUEdRDSbZRU3mS7DbDaTnZ1NVlYWRmMb9bU7yKBBg1CrvUeNx8bGun0WRZEjR7wX3CgpKaG8vNzv9jUzAFY+BK+OgtdGw3+S4eVU+P1RqGvD2E4H5H0Luz8DuyWwtvZiZKfdAQSFgtD770WR0M+tXZ2aSuiD93scH3zzTQgR4R7tos2GGCj937ZgsyG24uxcVlsXGdN+HIWFlN90MyVTplIy+TSOX7oYyx+rutssmZOYnTt38tlnn7Fp0yY2b97MF198wbZt2wI2XmRkJMOHD/eo0xAXF0d6erpbmyiKWK1Wr9dxOBxUV1cHykyJ5ZfA2qVQeUL50VojSYyu+ie8OhqyPvB97u7P4fUM+PgcWH6RdPzWU1tB0xfy8ngH0c2cScx331L3zns4y8tQJSdjuPIKFEFBHseaPvgAsbLKo9154ADGt98h9I7b3dpFlwvrxk1gsaCdelrAUsKEoCBUQ4Zg27TJ5zHacT2zspJos1Fx0y3Ys7Ia2mxr1lK5dx9R772DxsdKiIxMRzl+/Dhbt2510wu3WCxs376duLg4+vXr18LZHWfSpEnExcVx6NAhXC4XUVFRjBo1yqPmtkKhICwszGshkKCgIPr0CeBW3O+PQc5nvvtri+DXv0HKmaBvpv5YdQR+vBNqixvbKvbCygcgdiQknRYYm3spstPuBKqYGELvv7fV4xx5e9vcZ/n9d2qe/hf2nTtBFFENGUzwTTdhWHxpp+31huHqq7Dn5iJ6KR6gmT4dw58uC8i4ncX06aduDrse17FjmN5/H80zz3S9UTInNXv37vUo8AHSvvH+/fsD5rQBBg4cyMCBA1s9bujQoZSVleFwODzOD/IyofALlhrY9ibgPce8gdpC6bipD7i3b3nF3WE3XLcKst6VnXYzZKfdBQghIb77Qhv7HGVlVD7wV1xFRY1t+/ZT/djjqAYlo50wwe+26c85GyFIh+mDj7Dv2IHosKOIiUV/3rmE3HRjjxV+cRzwXXzFUVjks09GpqN4c9ht6etKhg4diiAI7Nmzh9raWnQ6Hf379w9sLfK8byWH3BZsXqoLmit8H1/XQt8piuy0uwD9xRdj/uJLj9msEBKC/uKLGj7Xvfuum8OuR6ypoW7Z8oA4bYCguXMJmjs3INcOFMq4eN990TFdaInMqUJMTIxbZHZToqJ6TpR0SkoKKSkpiKLosRceEAwxSOFRrpaPU+thiJcI9qihvs+JTO6MZSclciBaF6AdnUbogw+4Ba4pEvoR+tcH0DYJJnGV+X6rdJaX+ew7FTFceTkqL+VFu6P4isypwbBhw4iP93xZjImJITU1tRssapkucdgAyXOg37jWjxtxMSR6KVQy4Vbo42UlICoFJt/deftOMuSZdhcRfNWV6C9YRN2XX4II+kXnowh2z99WDvL9VulL0/xURaHXE/Hcs1QtWYp92zaw21ENG0bwddeimzatu82TOQlRKpXMnz+fbdu2cezYMUBy2GPGjPGZlnUy4HK52L9/PyUlJSiVSgYPHkxcXFzjAQoFzHsWvr1RKo9ZT0g/CO8PmhAYNA8m3eV9AHUQXPqlFKhWsAFcDug3AaY/ctLWxO4MstPuQhTBwQRfcYXP/uArLsf8+RdSEFoTlElJBF9/XaDN63VoMjKI+Xw5jj15uEwmNOmjPXLkZWT8iVarZfLkyd1tRpfhdDr5+eefKSgoaGjLy8tj9OjR7vvk/afCTZmw7b9gOgZ9x8HQcyQRqrYQlgiLPmgUrOqqVYJeiPwN14MQdDoi33qDmqVPYt2aCQ4HmtFphNxxuzzT9oEgCKiHD+tuM2RkegSlpaXk5uZiNBrR6/UMHTqUvn37dvh62dnZbg4bpJzvnTt3MmjQIMLDwxs71EFYRl/P0aNHCQ0NJaojjld21q0iO+0ehiohgchXXkZ0OkEU5ZmjjIyfcLlcFBUVIQgCffv29VrCskfidMDqx2H/T2CthdgRMPEu6O+eCpWfn8+aNWvc8rSPHDnClClTGDJkSIeGLikp8dpus9nYt28f48ePB2Mp4vZ32HRMw4G6CEyWRs3zadOmEeIte6byEOz4CAQFpF8lSZ7KtAnZIwQAZ0UFzrIy1P37I2i1HbqGIBeql5HxG/v27SMrK4vKykpAivbOyMhoU+5zt/PVNbDzw8bPZTnS3u/FyyFRWqoXRZEdO3Z4CKtYrVZ27tzJ4MGDOxSY5qu+d0PfxhdhzVKySWNH6PkgSAqKTTXPzzzzTPexf38UNr/YmOq18XmYci9M9VSTlPGkl7xq9g6clZVU3Hwrx2aczvGZsymdO5+a/7zQ3WbJyJzSlJWVsX79+gaHDVBeXs7atWup8SIq1KMo3gZ7vvJsry2CTY3fLRaLxae2eFlZmdu9t4fm+ub1qFQqksNc8PvfwVRCvi5dmjU3o6SkhOLiJsIp+36Cdf/nnptddxxWL4HCzR2ysVsQRdj/C6z8G6x5qkvzyWWn7Ucq7/oL5m+/RayQ/kAcBw5Q+9y/Mb7zTjdbJiNz6rJnzx6vmtxms5mcnJxusKgdHPwF7D6KkhxvjNRWKBQofazOKZXKDke3p6ene8ifCoLA8OHDic5fDtYqjIpQqlRxXs93uVzuLww5n4LDSzEQWy1kt6BN3pNw2uHTi+B/Z8HaJ+HXv8Jr6bBrWZcMLzttP2HNzvZeMcvhwPz1N11vkIyMDCDNQjvS1yMI9i0ihC684X+1Wq17GlYT4uPjve8rtwG1Ws3ChQuZMGECycnJDBkyhNmzZ0sR9PY68oIm8WXMQ9iU3ssPq9Vq90A4W53vwexe1NJ6IquXQO7n4GpSTKmmQJp1WwNb9Q3kPW2/Yc/KBh9fAM5jpV1sjYyMTD0tOazQ0NAutKQDjLoM1j8LpTs9+4YsdPs4MTkUY0E15a6whraIUD0TJ07slAkqlcqjohiALW4CmUeSMCvDfZ6blJREZGSTAiF90mH3J94P7hcYxUe/c+h37+1VByHrHZh4R0CHl522n9CMGwt6PdR5vkkqA1ldR0ZGpkVGjRpFfn6+R2nKyMjIHqlk5oZSDWe+AivugGNZUpsuAkZeDFPuazyutoTwH6/mvPKD7NGfRo0qBoOzghGOSlQh5wbEtD2aDIwq7xUClUoFw4eP8HxhmHAH5H0DBevd2wfMhDHXBsTOBkTRPylljhbKKdvkmXavQTNyJLrp07D8+JN7h1aDftGi7jFKRkYGvV7P7Nmz2b59O6Wl0qpXXFwc48aNQ3OiII4oihw8eJDDhw/jdDqJjo72Wv4ykIiiyJ49eygqKkIUReLi4hg5ciTK/lPhxi2QsxxqS2Do2RDVTMJ343+gfC9KYGRdk5ryJmDTizD9b3631+nyrTUeERHJlClTPDs0erjseymFrXCz5EQTp8CMR0AVgOJEogirn5CC+YzHIGIAjL4Kxl7f8WvGjYbirZ7t2jAYdn7Hr9tGZKftRyJe+A9VDz2Mdc1aXFVVqJIHor/oYgyX98zyljIypwrR0dHMnTsX1wlH0zxHe/369ezevbvh86FDhygoKGDhwoVdIlEqiiK///47+/fvd7OhsLCQ+fPno1SqYNRi3xeo8l31jvJ9frS0kYEDB5KdnY3NZvPoi4lpoWhPUDjMfzYgNnnw832w4TkayobWFkoO1+WA8Td37JpTH4CCdVC2p0mjAtIuh5jACz112Gm7XC4effRR8vLy0Gg0LFmyhP79+zf0f/rpp3zyySeoVCpuueUWZs6cSUVFBffeey8Wi4XY2FiefPLJwNV47QYUBgORz/8bl8mEWF2DIi5WzreWkelBeBNUOXbsGHl5eR7tJSUlZGVlSQIiASY/P9/NYddTWFhITk4Oo0aNavkCQdG++wwt9HWC8PBwUlJS2LVrl1t7ZGSk1z3wLsdSfSKiu1muucMi7T2Pu8lzubyuAn57BArXS4697ziY8XeIaJLPHzVEWi3Y8ByU7gJNMKScCeM6+BLQTjrstFeuXInNZmPZsmVkZWXx1FNP8eqrrwJw/PhxPvjgAz7//HOsViuXXXYZp512Gq+88gpnnXUWixYt4o033mDZsmVcffXV/rqXHoPCYACDobvN6BJclZWIZguKPvFdV1VIRsaP5Ofn43A4vPbVL6cHmiIvJXnrKSkpad1pj70Bdi8Dc7Nc7eA+MP5WP1joncmTJxMVFcXhw4ex2+1ERkaSlpaGoSd8/xVv9V3nu3y/pC6naxKI6LDBx+dIs+h6SndJufJX/er+8hOZDGe+FBi7W6HDTjszM5NpJ6oppaenu71t7dixgzFjxqDRaNBoNCQlJbFnzx4yMzO56aabAJg+fTrPPfdc60576lQ4fryjZsp4IdVmA03n9o9EhwNXVTWizQqiiEutRggORqHX+8nK3oc/nquMdwL5bNNtNkZ4WeIFKceZLlgNHGe1Mtpu99qnUqlAp2v9IjYBrGopjxikIDadA16a6fOUzj5XARh64qfH4XJArdBYhKQpyhp4Lc29zVbrQyRlBzw22C3FrjU69VxjYuC113x2d9hpG41GgpuUllQqlTgcDlQqFUaj0S3NwmAwYDQa3doNBgO1tbWtjmOz28HHH1RvQ3A6EQVBKmXXzVg7+UwVFZUIjsYvGdFmQ6ysxOFyIZ7Cjquzz1XGN4F6ti1JdbpcLixWa2BWkUQRlygiCEKLNiCKbbx3NWijUDilY11KrbQy3Mq5J/PvrEqhQen0FNZxChocze5bZbPgazPTabfiULTvOXX0udp8vLzV02GnHRwcjMnUmAzvcrkaIi2b95lMJkJCQhradTodJpOpTTmSmk2b0HZQv7unYPp0Oca338GRkwNBQWgnTiT8H39H1UL97ECSmZnpXlavnZg+XkbVvfd67Qs671wiX+6eZaPuprPPVcY3gX62uzMzyc7O9rpMHh4ezrx589wrWnUCURRZv349Bw8exGw2o1Kp6Nu3LwaDgby8vIZgOYAhQ4Zw+umnB2zr6aT/nTUdl7TbD/0mpWrpIiDlLJTnvIVSpQGXS9rXFgQpaG39v7xeRpl+Kcrz2q5s2annarVCsziBpnR4ypeRkcHq1asByMrKIiUlpaEvLS2NzMxMrFYrtbW1HDhwgJSUFDIyMli1SkpHWL169cn9y3ICy+9/UP2PR3Hs3AlOJxiNWH/9lYo77kRs5Y2qp+I45DtS1emjKpCMTE9m7NixzJs3z2uKV1VVFdu3b/fbWJmZmezevbuhuIfD4eDIkSMYjUbOOOMMRo4cyYgRI5g/f35AHfYpgSEG/vQdXLceznsXbtwKi96XxGo+WQTPD4D/DILPL4chZ3kP6FMbJJGbHkKHZ9pz585l3bp1XHrppYiiyNKlS3nnnXdISkpi9uzZXHHFFVx22WWIoshf/vIXtFott9xyCw888ACffvopERERPPtsF4X9dyOmTz9F9FKUwJ6dTd1nX2BYfEk3WNU5lE2yBJqj8FFgQEamp1NVVeUzIK2srMxv4xw+fNhr+9GjR5kwYQKnnXaa136Xy8WRI0dwuVwkJSV1aQ55r6dPuvQDUJkPyy+BygON/VWHoHwvzF4Ka59qTKEL6QcT74RBc7vYYN90+F9doVDw2GOPubUNGjSo4f8vvvhiLr74Yrf+6Oho/vvf/3Z0yF6Jq4WZp+NwftcZ4kcMF11I3YcfYt/RTFpREMDlRDyxTycj05toKR/bX7W3RVH0KJ9Zj8PhoKKigqioKCl4qqYQlBoIjuPQoUNkZmZSUSEFSoWGhpKWlsaIESP8YpcHTgdseFaS7HTZoU8GTP0r6CNbP7ens+k/7g67nuItUq71rTukWt9OO6RdBkERXW9jC8ivagFGEe9b8F+V3D172p1F0GgIf/EFyhZdiNi0HKAoYvn+B4wvvkTInYHV35WR8TeDBg0iKyvLQ+4UJCe5bt06nE4n8fHxDB48uEOOXBAEQkNDqfMid6zVaomPj4c9X8O6Z+BoJijUGPvNYp1wLnWWxu20mpoaNm3aRGRkpHSOPxFF+Hwx5HzW2HboNzi8Gi7/SRJH6c1UtCBEU5YLGgOMu7Hr7Gkn3R/GfJJjWHwpQliYR7s6PR39osBL3gUMmw3RyxcPooj5hx+73h4ZmU6iUqkYO3ash+BTSEgIhw8fZvfu3ezZs4c//viDH3/8EafT2aFxUlJSvJbR7N+/PyG1++Dbm6RcYYcFbLXsLsPNYddjt9u9isJ0mr3fQe5Xnu1Fm30GavUqWhKb0beg5NZDkGfaAUY3fTphSx7H9Pbb2HfnIOj1aCZOIPwff0foxXtS9l27wccyn/P4cXmJXKZXMnjwYOLj48nNzcVms6HX68nOznaL6AZJqSwrK6tDwbTDhg1DFEXy8vKora1Fp9ORkJDAoEGD+O3Ht6gMuh61zkyidTejjT9jFbyXvQS81gnvNId+A9H73j4lWf4fr6sZfaW0imBtFmsUmgjjb+sem9pB7/UavQjDovPRn38ezuJihCA9ysiO7ZHYc/fgKDiCZsIElO1MP3HV1OA4cgRVC0Fkos1G7euvY9u4CdHlQjN6NMG334Yy2PNLQzthPEJoqNcgO1VCP9lhy/RagoODG6RLt27d6lVbGySlso4yfPhwhg0bhtPpRKlUUl5ezs8//4zREg0nZA5KtEOpVsYR6fCh6oUfSouKIpTlSbP62FGShoSyBSEXVRtEXno6A2bAnP+Djc9D+YmVivh0mPk4hHivSd6TkJ12FyEIAqp+/Tp0rqOwkKr7H8S6aRNYLCji49Gfdy6hDz/UqnMUbTaqHvk7ll9W4jp2DEV8PCFjxiC+9orbTF90uai48WYsv/zS0GZbvQbb5s1EffQhimZLhqoBA9DNno35yy/dB9RqCbrwwg7dp4xMT6Ml0ZMWBVHagCAIDRHgO3bswGj0LOt4MGgMI8r+INqWT5lmgFtfWFhY6/KmLZG/hpT1f4YVuyT1sD4ZcNp9MOYayHwdLJXNLfao4d1rGX+zdJ/7VoBaD8lzQNE76kTIe9o9HFEUqfzLPVhXrQKLBZAi0o2vv4HxVd9Sd/VU/f0f1H34Ea5jxxrONfzwA9WPPe52nPmrr7GsXOlxvm3TZqqXPEH5DTdSMmkKJdNmUHHPvTgrKol49hkMV1+FckB/hLAw1GlphD3yEMGX/8kPdy4j0/0MGjTIZ1R5rB/TG6uqqry2OxR6inTDmcevDEke2CBSNXDgQGbPnt1xjW9zJXxzLSEV26XocEQp8G3F7dKy8Yx/uOcsq/WQcUPga153JSotDD8fBs/vNQ4b5Jl2j8e6bj22LVs8O0QRy48/EXLrLT7PdRmNWFb+6rXP/PMvhP31QYQTM2jrpk3eNXqBuk+XQ5OgM/PBgzgPHiJ6+TLCn1iCaLcjmkwIoaEIPUCiVUbGX1gsFtRqNfZmQkhxcXGMHj3ab+O0lHMdFNmf4AVPMrPvmIbZfae3nza9CBWeVcWoK4PMN+CcNySHlvUOOKww7DxImNC5MWX8guy0eziOvXvBh3Kas7xlwQfnsVJcR4967XOVlOAsL0eVkACA0JJUrJcocdvmzdQt/xzD4ksQ1GoEP0k8ysj0FMxmM6tWrfJIz1KpVEyaNKlVeeW6ujoqKiqIjIxE30ohncTERK975OGhwQy56BVQKqEkG2HdM3AsG1RBMGAmzHpMmjG2F6P37wWp79iJwZPg9H+0/9oyAUV22j0c7ZQpEBwMXva7VEm+g8oAlH3iUSQm4CrwDGRRJvRDGd24/BW06HxMnyyDJprxrWHfk9vmY2Vkehu7d+/2WtTI4XCwd+9e4uK8By05nU7WrFnDkSNHsFgsaDQadDodISEhGAwGUlJS6Nu3r9s5o0ePprq6moMHDzaosoWHhzN58mQpPaw0F5Zd4C4KUrxFCqS69EvPutCtET7Qd19YYvuu1VkKN0u56Uq1tPwentS14/cy5LXMHo562FB0s2d5dhgM6C9tWQJVodejX7DAo10Egs5YiNCk3J82PZ2Q225FaBqNqtejTPb9x62I6FlKQTIy/sSbAEpb+tatW8fevXuxnIhBsdls1NTUUFRUxN69e/npp5/IzXV/4VUoFJx++umce+65TJgwgenTp3PBBReQmHjCgW78t3cVr30r4MDP7b+5CbdJ0eLNCU2ACbe3/3odQRTh21vgvZmwdims+ie8PhY2/Ltrxu+lyDPtXkDkv5+jOioS66o1uKqrUSUno7/8MvTnntPquaGPPAxKJeaffsZZUoKyTx+qx6TT78EHPY/9850EnXUm5s+/QHQ50S08A1dpKRW33uaxRK5ISMBw1ZV+u0cZmZ5G0/LCbe2z2+0UFBS0eF273c6uXbsYOnSoh6paVFSUJGPanLI93i/msktKZYPntzimBxoDXPgxVZ/fSnhtjiTZ2W88nPYgxAxr37U6yva3pf1zmuTAm8tg1eMw5AyI9mOVbpcT9nwFplIYtqhXpHb5QnbabcC2ezem/32MWFGJMikRww3Xo4puQVXHzwhaLeGPP47ocoHd3vL+c/NzlUrCHnmY0Pvvw1VZiSIykqKdO30GjKkHDUJ9/31ubaH33oPpnXdxnvgyUo0cQdiDD6KUZ9oyJzFarRaFQuEhrBIcHMzIkSO9nmM2m1uchddTWVlJSUmJxzK5t+Oqq6uJ10ThM0M6qIN64LEjOTDhOcaOHCKlfHW1rvi+H3Bz2PVYKmH7OzD3Kf+Mc+gP+OluKDlRqe2Pf8Loq6Tr90I9Cdlpt4Lpiy+p/sejiCeE+gEsP/xIxOuvoRneRW+kJxAUCuhgbXFBq0XZQY3ikJtuxHDF5Zh//BFFcAi62bMQvMgwysicLJSWlrJlyxYPh61QKJg4cSJhXqSJAQwGA6GhoV71y5vSNEfbG7W1taxZs4aSkhIcDgcG9UKSQ1VMqvkMNzcTngxjO6mTreukQEtHcVg61tce7BZYcRscz2lsMx2DDc9B5KAerTHuC3lPuwVEux3jSy+7OWwAx4ED1P771Nh3EUUR6/r1mP73Mar+AwiaN1d22DInPXl5eV4lQl0uV4tlOpVKJcltKAQUExNDTIx3nWtRFFm1ahWFhYUNQWkmO+wMnkN2+HmNB0YPh4X/Aa3vZfweTbyPlDlBCQNn+meMrHfcHXY9okNaLu+FyDPtFrCsXoPDhyC/bXsWotN5UjswR2kplXfehW3TJrDZQKdDO/U0Il56EWUL+30yMr2d+iCy9vYBjBs3DoVCwaFDh6itrcXlcrkVFwkNDWXChAk+c62PHj3qQyJVID/xUtInTJcqbY26rGPpXj2F0+6HAyuheLN7+7DzYGjr8Tptoj59zRvm5opvvQPZabdAi0IhgtAr90PaQ/Vf/4ZtzZrGBosF68pfqX74ESL/87zfx7OuX49l1SoEXRD6yxaj8pFSIyMTaIK96O3X05retyAIjB07loyMDOx2OwqFgry8PKqqqggKCiI1NRWNRuPz/MrKSo9l+XrMNhdM+UvbbqKnowuDy3+AtU/C0W2g0MDA02HyPf77bk2aJl3X5UU/PjrFP2N0MbLTbgHt9GmoRgzHkeOZj6wZm3FSq385S0uxrlvvtc+6bj0us9lDj7yjiE4nlXf9BfN330szesD03vuE3n8fhssW+2UMGZn2MGrUKA4fPkxNs4I4kZGRpKamtukagiA0OGdfgWve6NOnj1cVNmg5oj1g1JaAQolNHcbhw4cbqpL5pSiQPhLmPdP56/gieRYMWQB537i3hybCxDsDN24AkZ12CwhKJSF3/Znqh/+Oq7S0oV01fBih997TjZYFHufx44hehCUAXNXVUnUvPzlt45tvYf7CvfCI6/hxap75F9p5c7s0Ul9GBqSZ9uzZs9m2bRulpaUoFAri4uIYN26cTy1yfxEZGUlSUhIHDrjnZavVaoYNOxH86rBBbTHoo0Hre1WgU+z/GdYsheKtbNfPJdcwHSOS1nl0dDSTJk1qNfq92xEEuHAZ/PYQHPwN7EaITYMp90Df9pdV7QnITrsV9GeeiWbkSEzvf4izsgLVgAEEX3sNipN8T1c9eDDK5GScBw969KkGDULhI4imI1hXr/Ha7iotpe6jjwn98x1+G0tGpq3ExMQwf/58nE4ngiB45FQHktNPP52goCAKCgqwWq2EhYUxfPhwBg8aBL8/Crs+kcRWgvtIOdoLXwS1H8tmHs+Dr6+F2iL268aSGTQbF41L+mVlZaxZs4ZFixYF/CWm06h1MP/Z7rbCb8hOuw2oBgwg7O8Pd7cZXYqg1WK4+CJqnn3OXftco8Fw2WK/bg2IXqJ0G/osZr+NIyPTEZTdEGyqVCqZMmUKoijidDob08NWLZHER+rzm2sKYNtb4LRhP+stcnJyMJvNhIeHk5KS0vEXjS0vQW0RAAeDxuJSeO7BV1dXk5ubS1paWsfGkOkQstOW8Yn+ssUYP/wIV2ET7XKnE1dpCxGZHUA9cgS2jRs9O3Q6dHPmeDSLTieizYag0/lnX01Gpofils/tckHOZ3gTJCk5sINVn31KdW1j7YA9e/Ywd+7cjpXvrClq+F+rwvf5rUXSy/ifkzeSSqbT1P77P+4OG8DpxPju+ziKiryf1AGCb7sV1cgRHu36c89BOzaj4bNotVL10CMcmzGTYxMnU3b+IkyfLvebHTIyPRp7nZszrUcENmnnuDlskARiNnp7GW4LwX0a/jfUcdznYdFyvEmXI8+0ZXxiy87y2i5WVlL3xZeE3uGfwgKquDiiPngf46uvYc/JQdDp0M6YQfA1V7sdV/GXu7F83RgFaisvx5aTKy3Zn3euX2yRkemxqPUQ2lfS525CmSqJUo33wj5HjhzB6XS2f4l//C2w5wswljDS9DuF2hGYVO6a6H379mXgwBaqhckEBNlpy/hEUPj+Q/e3qIwqLo7wR33X7rXn7sHy62+eHSYTdZ8sk522TI9HFEV27NjBwYMHqaurIyQkhCFDhjB8+PC2XUChgOEXwLGdSPNrCZtChyh4/yq32+2sWrWKWbO8VApsibhUOOsNWPsk0cVbmF3zAdlRF1KmHYBKa6BPnz5MnDhR3p7qBmSnLeMTzfix2LZu9WhXxMaiv+TigI5t+vAjzCtW4KyoRDVgAIq4GK81xQGcBUcCaouMjD/YunUr27dvb/hsMpkoLS3F6XS2OfebGY+A0wq7l0PFAQiJJ37QNMKtYVT50DvPz8/n2LFjPut/+2TY2TD0LKg8RLxSTXxYIqIoyo66m5GdtowHjsOHqVu+HBEBVfpoHFnZDX1CaCght92G0lv5QD9R8/Qz1L78CpzQXXbs3IkQFgoqVUNbUxSRgbNFRsYf2O129u/f79HucrnYu3cvI0eObJszFASY/QRMf0SKHDfEodSFkpqTw9q1a72e4nA4KCgo8O60XQ4pIv3Qb+AwQ1w6TH0QIvo3jhfZqKUuO+zuR3baMm7UvvwKta++hlh5QpdXr0d92hRU/fujMBjQX3IxmrYu53UAZ1UVpmWfejhnsboGITwcsarK/QSFgqCFCwJmj4yMP6ioqKDWh1hRdXU1FouFoPaIFal1EDWk4eOIESPIzc2lvLzc6+EeFcWMpbDuaUZlvgO2JgWRCjdCwVr40w8QltB2ewJFSTasewZKsqQ9/QEzYdZjvVtzvZN0yGlbLBbuu+8+ysvLMRgM/N///R+Rke61WP/v//6Pbdu24XA4uOSSS7j44oupqqpi/vz5pKRImq9z5szhqquu6vxdyPgF265d1LzwovsydF0d9o2bCL5sMfrzzgu4DZbf/8DltVgCCBo16tNPlwqYmM0o+vZFf+45BN9yc8DtkpHpDMHBwWg0Gmw2Tw1snU7XohZ5Wxk8eLBXp63X6xk6dGhjQ81R+N8ZUJKF11FLd8H6Z6QKYt3J8T3w6YVQ0WSFongLlO+BS7866Ws/+KJDTvvjjz8mJSWFO+64g++//55XXnmFhx9uFB/ZuHEjR44cYdmyZdhsNs4880zmz59PTk4OZ511Fo888ojfbkDGf9R9/rn3fWOnE/MvK7vEaavi43wvg4eGEfPRB9j37cNxpADt+HEoWineICPTEzAYDPTt25f8/HyPvn79+jVEd1utVjIzMzl27BiiKBIdHc3YsWPblGs9atQoysvLOXToUENVMb1ez4QJE9xn8WufkmauJ6hThJCnPw0HagZYdxBjP3wi2K2b2fhvd4ddz74fYP+PMGRh19vUA+iQ087MzOT6668HYPr06bzyyitu/WPGjHGLiKxX9Nm1axe7d+/m8ssvJzIykocffpjY2NhOmC/jV6xeKuHUY/GtWuZPNJMmoU5Px+4lAE572hQA1EOGoB4yxKNfRsbfiKJIYWEh1dXVJCQkEB4e3uFrTZs2DafTydGjR3E4HKjVahITE5kyRfq9djqdfPHFF27L6GVlZRw/fpyzzjoLrdZ9SVgURWpra9FoNOh0OhQKBbNmzeLo0aMUFhaiUqkYNmxYo8N2OUF0QUljMFxu0GlsDT0Hs1K6r52uOQw2b2aauoZun8eW7fHe7rLDkbWy0/bF8uXLee+999zaoqKiGqrNGAwGj70arVaLVqvFbrfz4IMPcskll2AwGEhOTiY1NZUpU6bwzTffsGTJEl544YUWx9+1a1d77+nkxOlEt2Yt6txcRJ0O86yZOPv37/DlMjMzPdp0MdGECQKCKHr0HY+MIN/LOd4QamowfPUNyqIiRL0e8+kzsI9uu9Sh6rLFhFZUoDmhey6q1VjTR1Ny1pnQRhu6C2/PVcY/dPWztVgsHD58GOOJ1SelUklYWBgDBgzocEBWbGwsBoMBs9mMwWAgKCiI7Gwp0HPPnj2YTCaPc8rLy/n888/p169fQ8nQemdeV1eHUqkkODiYxMTEBseuUChwuVzk5OSgMRXRd8/LBFdmI7icCKIDNWBUhLMl9FwsyrCGsRwKHXv0UxHEcvTd/Ls8yCIS7qOvoLyO0h7+txao31dBFL18Q7fC7bffzo033khaWhq1tbUsXryY7777zu2Y6upq7rzzTiZMmMBtt90GgNFoJCgoCKVSidls5uyzz2blypVex7BarezatYvU1FSPN8xTDdFiofyGG7H+9ntDmxAWRujddxN8/bXtvl5mZiZjx3pWuBFdLiquuwHLzz+7tavHjiX6449QtGGJznH4MOXXXo9jT5O3ZL2e0HvvJuSmmxDNZmrfegv79mxQq9BOn45h8aUeWuaiw0Hdl1/hPHoUzZgMdNNOa/d9djW+nqtM5+nqZyuKIt999x1Hjx716Bs9ejQTJ07s1LWzs7MpLCzE4XAQERHBwIED+emnn2jt6zgxMZEhQ4awZs0aj9KdsbGxnHPOOe5643Yz/HcqlGzzuNbW4LPYFnq213H6JyUxf0E3B3hmvgXf3Qyi0709PBluyQJtzy3a1Jnf19Z8X4eWxzMyMli1ahVpaWmsXr3awziLxcLVV1/NNddcwznnnNPQ/vDDDzNv3jzOOOMMNmzY0K4as6cyNS++5OawAcTqampffBHd2Weiam/+pQ8EhYLI11+l9rXXsW7cBE4HmtFpBN9+e5scNkDt8/9xd9gAdXUY33ob/fnnU3Hr7dg2bGjosnz3PfYtWwj/93NusxdBpcJw0YV+uS8ZmbZgsVjYv38/CoWCkJAQjh3zrrFfUFDQKae9atUq9u7d2/C5tLSU/Pz8Vh12/dgVFRVea22XlpZy4MABhjTdOtr6mleHDeAQfAe/OZxOn31dRsZ1UJYHWe82qsBFD4e5T/dohx1oOuS0Fy9ezAMPPMDixYtRq9U8+6xU9uzpp59mwYIFbNu2jYKCApYvX87y5ZI29NKlS7nnnnv429/+xscff0xQUBBLlizx352cxNg2bfba7ioro+7TTwm9w3+lKwWNhtA774A7O3ZNW3a213ZXcTGV9z/o5rDrqfv6G4LOPw/djBkdGlNGprNkZ2eza9euhuVprVaLy+VZmAOkmVBHRUaOHTvGQS/lbq0tVLprTl1dnc++6uYCK+V7vR8I9LPlslOchSh4ltZsng3ULQgCzH8GJt4JuZ+DLhxGLT6l072gg047KCjI6170/fffD0BaWhpXX32113M/+OCDjgx5auMlkroBewt9fsBVVwdOZ9vrh7cgfer0VWTEZsPy62+y05bpFoqKisjMzMTR5O+sJScaFhbW4T3t+iVxb9TvQ7dGSzPysLAw9wa977r3CdZcBpqzOKgf79YeFRXF6NGjW7WjywhPhMl3dbcVPQZZXKUXoE5Pw7Zli0e7EBJC0Dne96Q6i/3AAWqefArb1kxEhx116ihCbr8N3dSW95Y1YzNw5OZ6tCsH9EeZkIAjJ8f7ic3FH2Rkuoj9+/f7dKTN0Wg0ndrWU6s9Z7X1hIeHY7fbfYqw1BMcHIzVavW6pz1o0CD3gyfcDtnvQbWn1K8AzKp6m2hHAUWaoTjVIUSPPoPRo0ej1+vbfE8Bo2gLbH4ZqvLBEAOpl8GI81s+x2GF9c9BwXpppp40FSbdBarO58H3FORvyl5AyB13YtuSiT0rq7FRrcbwp8WoBw/2+3ii2UzFLbfi2N3oYG1r1lB54ABRH32A5oQ4TsPxokjdBx9i/uknHMePI0RGIlY0qiwpoqII+fOfEc1mrM2C3AAwGNCff57f70NGpi14EzypJzo6GkEQsFqthIWFMXz4cAYMGNDhsYYNG8bu3bu9OubBgwczcuRIMjMz2bNnj1e7lEolaWlpqNVqdu/eTXl5OWq1mj59+jB58mT3IDSA4Fg463X4/REo9lJHABfpxp9I5ycYeh5M6SFblvt/hq+uBmOTQMB9P0D14zD5L97Pcdrh43PhwE+NbXu/ldLDLv2yxVXA3oTstHsByqhIoj7+CNObb2HfvRshKAjdgvnozw7MLNv4wQduDrseV3ExpnffRbN0qVt7zRNLMb7xJjQNXgkNRTNhAppBg9Bffhnq5GRElwvb5s2Yv/u+cclfryfkxhvQjBoVkHuRkWmNlnKvU1JS2l7Mow1oNBomTZrExo0bGxy3SqUiOTmZ0aNHIwgCkyZNYvDgwezcuZOjR49is9kQBIGoqChSUlIaFCVTUlIwGo2o1Wp0Op3vQYcsgEHz4PAa+PpaqPLcU0ehhoXP++0+O82GZ90dNoDdBFtehXG3SDKuzcl8w91h17P3W8h+H8ZcExhbuxjZafcSlKGhhN5zd5eM5cz3XTXLWVTs9tlx/Dh1yz9zd9gANTUoVErC/t6olCcoFES89CJB556LdfUqUKkJOu9ctOnp/jRfRqZdpKWlceTIEQ8J0Li4uLaXzWwHAwcOJCEhoWE2nZSUREyM+95zdHQ0M2fObPE6giA06GW0ikIBA2fA2Ovh14doWtpT6ldJkdrhHdd+8BsOq6Q57o2KfVJxk5QzPPsKPINcGzi8WnbaMt2H6HRi+vgTrCcisbWTJ6O/9BIUftoXVsT5VqlTRrt/uVh++BFXWZnXY+3NU7+QvmiC5s0laN7czhkpI+MntFot8+bNY/v27ZSWliIIAnFxcYwbN65BXrStOJ1O6urq0Ol0Le5fq9VqRnXH6tLke2Hj82AqdW93mCW98cHzut6m5ihUoPKxciCoQO+jqp+yhX3rwk1wbJdUJ7yXIzvtXoSzuhrThx9Rt3w5zn2NmryWr76m+h+PouzXD920aYQ9/DeE9lQMaobh6qukMQ7lu7ULERHoF1/q1qaMjZECPrxEtAptzO2WkeluQkJCmDZtGtXV1SgUCkLbqWkviiLbtm1j//791NbWotPpSExM5LTTTvOssNVORFEkPz+fqqoqwsLCGDhwYIvR606nE5fL5f2loXiLp8Ou5+h2sNSArpv1/BVK6D8Ddrzv2aePgj8eg5B4yLgBEic19g09B7I/ANFLUGFZLnwwD855y/ssvRchO+1egumrr6lZ+iQuX2lTFgvOAwcwHTiAs7iYqHf+2+GxlGFhhD/7L2qe+j/s27PAbkc1ciTBN92Adpy7kI5u7lzUqSOx7/SUm9Wd0FSWkenp5Ofnk5WVxfHjxxtm2uPHjyc+Pr5N52dnZ7vJVtbV1ZGXl4fT6WTWrFkdtstkMvHbb7+5KbPFx8czc+ZMj6Vxk8nExo0bKSkpwel0EhkZSVpaGklJSY0HaYKl/WuXpzgLSg0ofa8OdCnz/yVFjR9ZQ8NSvqAC0zHYv0L6nPcNnPESpF4ifR52Lky4FTLflFYOmmM8KhVLGbKwV1cIU7R+iEx34qyoxLZ/P9VPLPXtsJth+eMPSdGsE+gmTiTmi8+J/fEHYr77htgfvsdwwQUexwlKJaH/fBRV04hyjQbd/HmEPvhAp2yQkekKysvLWbNmDaWlpYiiiMvl4ujRo/zxxx9YLJZWzxdF0atgCkgKZq2lcLXE+vXrPaRUS0pKWL9+vVuby+Vi5cqVHDhwAJPJhMViobi4mFWrVrkru8WNgoRJeCVpKqg7vkLnVwwxcPXvsOhDOO1BiBjkOYOuK4P1z0J9brsgSOVEz/8An66teCvUFnvv6yXIM+0eii13DzVLn8SWmYlYVwdeZAt9n2zDumUL2kkdl1oEaf9ZPWxoq8fpJk5E++MKTMuX4zpehmb8+FbzuWVkegq5ubmYzZ4zs5qaGnbv3t2qhrTL5fJa6AMkkZaysrK2B4w1O9eb9jlAcXExdXV1DfnU+/fv9yq7ajabyc3NJa5e6lgQYO7/wVfXSnWp6+k7TmrvSSgUkHYZGEthy8vejynOlKqBxY5obEucJO2JO7woxylU0kpDL0Z22j0Ql9lM5e13eGp4twNVYoIfLWodQasl+PLLu3RMGRl/4MvhttZXj0KhQK/Xe3X8Go2G6OjoDtllt9u9aozX91VVVTU47crKSp/X8ZjpJ06GG7fA1lcp2Z9F/IipMOa6nitAolT7drQqDaibCcGE9pPu8dCvnscnTJZy13sx8vJ4D8T03vudctjqtFEEBSiHW0bmZKO+3GV7++oRBIHk5GSvfQkJCR2aZYNU9jgiIsJnf04TdUFDC0GfXnO4tcFw2n0Upd4N42/puQ4bICgCknzExyRMhogBnu2zl0KUuwgUUcNgzlLPY3sZ8ky7HYg2G6aPP8Gek4MiJAT9n/6EeuCAdl/HfigfsboadepIBC+Rpc7CwrZdKDQUZVwczuPHoaoK1GrUY8YQvuQxhHamqsjInKqMGDGC/Px8j1l1eHh4m4VV0tPTcTgcHDhwgJqaGoKCgkhISGDatGlux9ntdvbu3YvdbmfQoEEtOnRBEOjfvz9lPlIqS0pKcDgcqFQqhg0bRm5urseMW61WN4ixBAKXy8W2bdsoKipqCH4bPXp0iy8bHWLOU5IU67EdjW1Rw6R2byRMgBs2w6YXoaYQwhJhwh3dHxnvB2Sn3UacVVVUXHMdts2NFbfqPl1O6EN/xXDJJW26hi0nh+p/Pi7piFutqIYNw3DNVR7Lyoo+viNWFfHxqBISUI0YTsjNN6Hq3x9nVRWW3/9A1bcPmgkTOlzMQEbmVCQiIoIZM2awfft2jh8/jkKhaIge12jaNgMVBIHx48czZswYTCYTQUFBHufu37+fLVu2NCxXZ2dnM3ToUCZOnOjzb7Zfv35uUelNcTgcDQVGVCoVM2bMYOPGjZSWluJyuQgPD2fkyJH07x84wZRff/2VQ4cONXwuKyujpKSEBQsWtKg0125iR8J1G6RSo1WHICRBihRvqUSnLgxmPOy7v5ciO+02UvvMv9wcNoCrvJza518g6OyzUbQisC9arVT++S9uBTMce/ZQ/fgTqPr0QTd7dkN78FVXYV7+GY4mudgAQlQUkf9900NBTBkejkHW7paR6TAJCQkkJCRQV1eHQqFwW1J2Op3k5eVRU1NDSEgIw4YN8ym6olKpPCttIaWAbdy40a2sptVqZefOnURGRvqcDcfExBAeHk5VVZVHn8PhYMWKFQwcOJC0tDRiY2M5++yzqaiowGq1EhcX125xmFYxV8Pqx6BoM0XOWA6Lc2m+y1pTU8OOHTuYPn26f8fW6GFK16hC9mTkPe02Yt3iKbYP4DxyhLovvmz1fNMny7xXuDIaMX32uVuTIjiYiP88j2baNNDpQKmUlr2XLpElP2VkAoher3dz2FVVVXz99desXbuWHTt2sG7dOr766isqmhTEaQu5uble62DXC6f4QqlUMmLECK8CLS6Xi9LSUjZt2sSmTVKKZ71Ged++ff3rsK1G+Oo6eDYeNjwHR9ZSXG3H5cOFtBQYJ9M55Jl2W2murd0Uu+8qQQ2nt5Bj7So97tGmGT2amE/+h7P4KC6LBdXAAfKyt4xMF7Nx40aPPeXy8nI2bdrEwoUL23ydliqJ+YoQryc1NZXg4GD27dtHYWGh1+MPHDjAmDFj0Gq1bbapzYgiLL+kUdTkBBrRi4BJfV8btxVk2o88024jGh9F4RVxcQSdd16r56sGD/HZp0zo57uvbx/UyS3LFsrIyPgfi8VCSUmJ176jR496nTn7oiVltbYEbQ0YMICZM2f6nD2bTCafOd2d5tBvcHClR/PwurUEOzwnHACJiYmBsUVGdtptJeSuO1ENH+beGBRE8LXXoGzDH51+0Xmox3mKNAhRUegvu8xfZsrIyPgJp9OJ08cKm8PhaHH23JwBAwZ4dWQRERGkpaW16RpKpdLnTNrXXrpfKNwELs971YgWJlcvJ9TeKOqiVqsZMWIEI0eODIwtMvLyeFtRJSURvWwZxtffwLLyF1yVlQjBwTgOHsKWl4dmaMvKYYJKReSrr1D9z8ewbd6MaLagHjGC4BtvQDdxQhfdhYyMTFvR6/VERUVRWupZYCM6OrpdTlIQBObOnUtmZiZHjx7F5XIRFRVFenp6m3LB66+RmJhIdXW1R198fLz/06zqifCegw4w0JpNYsVB8gZcj10TwYDBIwjPOK1Xa3v3dGSn3Q6UUZG4Kspx5O2VGkqPU3fwENaNG4n871toms/Em6Hq25eo11/DVVeHaLGijAzQH5mMjEynEQSBtLQ01q5d66ZBrtVqGTVqlMeWld1ux2Qyodfrve7pqlQqJk7snLTwxIkTMZvNHDlyBLvdjkKhID4+3iMf3K+MvEgKPive4tmnUKPCzsgD/5Y+71HC/vPgwk9AKbuXQCA/1XZgy82l7tvvPNqdhw9jeuMNNP9+rk3XUej10EqKmIyMTPeTnJxMUFAQe/bsaXDIQ4cOpV+/xjgUl8vFxo0byc/Px2g0otfr6d+/P1OmTPF7ypVSqWT27NlUVFRw9OhRIiIi6NOnT2BjXhRKOO8dWHEHFKwDpw10ERAzHEpzwdokUlx0Qu7nsOFZmNpFBYMKNkHlQakWuK9a2ycRstNuB5aVv4LR6LXPlttx2VEZGZmeS58+fejTpw9Op5NDhw5RXV1NVFRUQ2rY5s2b2bWrsTRtXV0dubm5iKLo/1zlE0RGRhIZGRmQa3sldiRc/ZtUc7umCAbOhHXPQMF678cf+iPwTvt4Hnx/CxxZJ+25B/eBUZfBvGdO6uV52Wm3A0ULe1itiavIyMj0XvLz89myZUtD/vG2bdsYPnw46enpPvOsjxw5gs1mO7nSn/qMkX4AnC2kqnkJXPMrogjfXCfN/OsxHoUN/4aQPjDlnsCO343I0ePtwHDRhSh9FAbQzpjRxdbIyMh0BWazmfXr17sJhtTV1bF9+3by8vJ8pn7V1dV1qpZ2j2HzK/DODHghBd6bDdvfldqHnetZYauePhmBtWnvCijc6KXDBXu+CuzY3YzstNuBEBRE2N8fQdm0SIheT9AFiwi5/dY2X0e0WrFu2YL94KHWD5aRkelWcnNzMXrZFnO5XBQVFfmssKXX6ztc4avHsPoJ+PEuOLwaKvZJOdvf3wqbX5aKcqRdiYcb6TcRpv41sHZV7JP2z71R573AysmCvDzeToLmzkE79TTqPlmGq6oK7czT2yUtWvvGm9R9+BGOAwdAp0M7YTyhj/0Tzf+3d9/xTdXrA8c/2UmT7jIroy2UUspqWSoURbbguNcqxY0Tt14BvW7x6s8B14nXdRFcCM575aogCgXBgmXPUqDM7p20TZrk/P4IlIYkpSNpOr7v14vXy55vcs7TY9sn55zv93n6ei6+IgiC/5jNZo9jFouF3r17s2PHDpex3r17t+1b4zXVsH0p2M+5DW6tgm3/hmGzYdoiiBwOB/8H1mroOgQunuNo1uFLvceCygA1buYYhcb49th+JpJ2E8h1Ogy33tLo91V+9z3lL78CZ5aPVFdjTltP6YMP0+m/34t2moLQCkVERHgcCw4OZsQIR52FI0eOOM0ev/DCC1sqRN8o3A/FmR7GDoApz/H8OHGW419L6jYUYi+HPV86b9eGQtJdLRtLC2tS0q6urmbOnDkUFRWh1+t5+eWXXWYyzp49m5KSElQqFRqNhg8//JCjR4/y2GOPIZPJ6Nu3L8888wxyuX/v0EtWK6YVK6jZsRN5gJ6A61NRxfjmk1rVd9+dTdh11OzYQdV33xPw17/45LiCIDRdTEwMBw4c4NSpU07bg4KCGDRoEDKZjJEjRzJs2DAqKyvR6XRuG3y0OYHdQBMC5lLXMV0oaOpcTRcfgqoS6DoYFKqWie/qJY4YD62C6lKI6A/D74G46S1zfD9p0k/WF198QWxsLPfffz8rV65k0aJFPPmkc9/So0ePsnLlSqf1gy+99BIPPfQQI0eO5Omnn2bNmjVMmDChed9BM9hNJopumYVl49llC6blywl67DEMN3i/tKitwH2dXgDr0aNeP54gCM0nl8uZMGECW7ZsITc3F5vNRkREBIMHDyYoKKj2dQqFou0/w67L0AWixsH+b1zHoi5ztMrM3+t45n1sg+O2ead4iL8WqouhKMuR3BNSod/l3o9PqYHJp4u62O3g5wvAltKkpJ2RkcHtt98OQHJyMosWLXIaLywspLy8nLvvvpvy8nLuvPNOLr30Uvbs2VN7Kyk5OZnff//dr0m7/NXXnBI2gFRSQsUbbxBw5XTkXv4FVFxwATXbXZ99oVCgShC1egWhtdJoNIwePdrfYbS8ae9CjQmy14LN7JgtHj0epr7tWPL17U2Qk3H29QV7Yd1zgHR22/5v4ZLn4OJHfRfn+RK2/fSs8qJM6JYEMePb7Fru8ybtFStWsGTJEqdt4eHhtZ8o9Xq9y7KGmpoaZs2axU033URZWRmpqakMGjQISZJqr7zdvc+dukULvC1s7TrcTROxnzrF/gULqZo+zavHU48YTvDadSjOmYlqjo9nb1gYZGR4eKf3ZbTgsToScV59p7We25qaGoxGI1qtFp1O5+9wGu285zX+H+i7bENXlkll6EAqQ+Nh9wHCjv2HqBzn99qRs0s/jlPqfthlCiJqjjHE+BNsWMhe5QjsSvcz7X1JbTxO7+3PYCjZjQw7dpmKiogkDie+hF3tuzsjvvp5PW/STklJISUlxWnbfffdh8lkAhwt4ereIgLHxI0ZM2agVCoJDw+nf//+HDlyxOn5tbv3uZOQkOCbHrFAnlaL1cNYj65dCUxy7crVLElJVHbujGnxEmr270em16MZNZKuzz1HdAvWIc/IyCDJ29+bIM6rD7XGc2u329m4cSNHjhyhqqoKpVJJt27dSE5O9rgMrLVp+Hl185qy752+lIBfQ27jcMCw2m0ntQPIUccytfgNhqqyWn7CGsCnT0LJztov5VINwQV/MDR3seO5uA805+fVbDbXe7HapIcAiYmJrFu3DoC0tDSX4DZu3MiDDz4IOJLzwYMHiY6OJj4+nvT09Nr3DRs2DH9SDxrodrs8PBzd1Vf55JgB06cT8fUKum7cQNf16wh7602fNQ6RJImqH3+iZM5cSh6dS+V/f0CSpPO/URCE88rIyGDv3r1UVVUBjnadx48fJy0tzc+RtZDOCcDZW8zZmkEc1g11eVm+Joadhgmgblg3M68qPgzZHv5/HPnNsaytjWnSM+3U1FTmzZtHamoqKpWKBQsWAPDKK68wefJkxo4dy4YNG7j22muRy+U88sgjhIWFMW/ePJ566ikWLlxIdHQ0kyZN8uo301iBDz2IZfsOrHv2nN2o0aC/5WaUXbr47LgymQxZSIjP9g+OhF06Zy6Vy1fA6Z7AlV9+SfXq1XDjDQDYKyup/OprpKoqdFdMR9mtm8t+KleupOqHldjLK1BFR2G48w6UosG9IHDUw+TRnJwcioqKCA9vn80rrFYrmzdvJidHgb37/xFeuZ8hxp85pYkDmftlq4UBA6D/1S0cKWDMBav7inWYK6CmElTalo2pmZqUtHU6HW+++abL9rlz59b+9xNPPOEyHhUVxaefftqUQ/qEsnt3IpYvw/je+1gzM5EZDOimTUM3Yby/Q2u26p9+dkrYANjtVH3zLdpevTCdOEnFq69hO/2Hp+Ltd9BfP5Pgx84W+S//5+tUvPU2nC4uYVm7luq16wj78P3z9g8XhPZMkiSndp11Wa1WSkpK2mXSliSJVatWceLEidNbQigJGEW+pg/dLFke36foHNdyS8Hq6pYIYX0dFdTO1TneMbu9jWkHiwmbRxESQvC8ued/YRtTveZX54R9hiSh+SOd8s8+w56Xf3ZzcTHG995HFRdHwFVXYisuwbT0k9qEfYbt8GGMb79D2FuuH9oEoaOQyWQEBQW5rTuu1Wrp2rWrH6LyvSNHjtRJ2GeVKyKI6DcYdW4BFotrs5AeA0a1RHiuVFpIvB1+e9ox+/0MTRAMu6dNziDvGAvbOiLJ7nFIefKkU8KuZbFQ9eOPAFT95z/Y8928BqjZtcsrIQpCWxYbG+u2iEqvXr0wGPzw/LYF5Hv4mwBQbZUYMmSIU+lWhUJBXFwc/fx5Z270XJj+HsRMgi6Dod8VcPUnMPh6/8XUDB3+Srs57EYjktGIvHNnZK1sYb9mbDKVXy53tLA7hzU0BJWH53H2CsdyNJm+nlajKj/c5hKEVsRms1FcXIxarcZud3xA1ul09OnTh+HDh/s5Ot+pbyWPWq1myJAhREVFkZmZid1up1evXq3jrsOQmx3/2oHWlWnaCFtxCcX33kfemLHkjk6m4PLpmD773N9hOdFNn+52Brx22jSqx43zeFtI1bcPAAFXXIGyTx+3r9GMGOm1OAWhLfr111/ZvXs3lZWV2O127HY7VquV7t27+700sy/179/f7V0EmUxGVFQU4KjHPnz4cEaOHNk6EnY7I660G0mSJIrvvQ9LnWUdNTt3UvrcIWRBgQRMbx11b2UyGaFvvI52bDLVaetBAs3oiwm45q9kb92KZutWzGvXOb1HGdsXw113Ot6v0RA0bw6lTz+LPSfnzE5RX3wRgY/PO/dwgtBh5Ofnc/z4cZftZrOZvXv30qMdr67QarVcdNFFbN68mdLS0tptISEh5OfnY7FYiIuLQyGaH/mMSNqNZN6wAcumTa4DJhOVK75qNUkbQCaXE3DNNQRcc43zgFxO+IcfUP7aAszp6UhmC+pBAwm85x6U3bvXvkw3dSrqkSMxLVmKvbwc9aBB6K66stU9ChCElpSTk4PV6r4sU3l5eQtH42P7/wtb34fSbNB3hvhr6D18Nj169CArK4uCggKys7PJzc0lNzcXgMzMTCZMmNBun+v7m0jajWTZtRtqatyO2U7ltHA0TSfT6Qh+6snzvk4RHk7QIw+3QESC0DbU1xSkvLyc7du3M2TIkJYLyFd2fwk/3O3ooHVGdhpU5KIY9xyxsbHs3bvXZQZ9QUEB6enpXHbZZS0bb11lxx0zxo//4aj/EjnCUf88tLf/YvISccnUSKp+seDh1o+ic6cWjkYQhJYWFRVF586d3Y7ZbDb+/PNP9u7d28JR+cCWRc4JG0Cywo6lYDaSl5dHgYfOhbm5ubUT9Fqc2QhfXAXbP4ai/Y6+4DuWwrKroLrt3wkRSbuRtOPGoT7dqcyJRoPuL82r+FO1+heKbr+DvCmXU3jzrVR+9/3531QPyWzGuPhjih9+hJLHn8C8ZUuz9icIgmO+SHJyMmFhYW7H7XY7WVmeC414U2FhIYcOHaotpeo1NVVQsM/9WFk2HNvg8REBgN1qRvrqenirH7w7GP53vyOZtoTNb0HuVtfteTvgj9dbJgYfErfHG0kmkxH65uuUPfk05o0bkSoqUMb2JSA1Ff25z44bwfT1N5Q9+RTS6WdiVhzPz+2FhRhuv63R+7ObTBTdfKvT8/fKr74i6MEH4EI/FToQhHYiLCyMfv36scnd/BaobajkK+Xl5axfv762v7dOpyMmJoYLL7ywtpNisyjUoAmi1CIjwzCNQlUvZNjpajnEsMqfCAjuQbfwboSEhNROSKsronI/iiPLzm7I2wmFB+CGn3zf99rThw2AnZ/ByAdAF+LbGHxIJO0mUHbvTvi/P8RWUICtqBhVTDSyZqxdliQJ08dLahN2repqTJ99jv7mmxq9/4p/vu46Ya6ykor33kfe1/1SruawGY0Y316EZfs2kMnRjBhB4D13I/NRhzZB8LeuXbuiVCrdXnH6chKWJEmsW7eOnJyzc2iqqqrYvXs3Op2OoUNdm3Y0mlyBqeckVp3qRKnq7OTUUlV3ig3xTA93zBBPSEggPT2dmjrzfAxyM0MKv3Hd5+E1sPcrSLi2+fHVp77SpMWZ8MUVcPMa/5RV9QJxe7wZFJ06oY7r16yEDWAvKqLmwAG3Y9bMTGr272/0Pi0Zbm4P4ShXqv31t0bvrz5SVRXFN92M8a23sKzfgCUtjYrXXqPo9juQ3JVSFYR2oFOnTnSvs9riDLlcTh8PNQ684dSpU7Uztc+VnZ3ttePs6jzDKWGfkS+Fs2+f42o2Pj6eiRMnEhsbS48ePYiPj2eKYg3dLIfc7NEOp1qgJ/rQ20BXT933Y+th2799H4ePiCvtVkAWEIDcoMfu7paaXo88rCmNB1quBWfFvz/Gkr7ZZbv519+o/OZb9ClNf2wgCK3ZpZdeyu+//87Jkycxm80EBwfTr18/+vfv77NjlpaWemyxW1JSQkVFRb0z3BuqzOihO9bp45wRGRlJZGTk2cGT//S8U2806DAWwJ/vQlUxdB0Mg24ERZ1U1nUQTHgFfnwAajw8psjZ1vw4/EQk7VZAHhCAZtSFVH3vOvFMM3IkykjXT7vnox46FMtm14lnstBQqi8Z26Q4PbHu2ulxzLJ5i0jaQrul0WgYN24cFosFs9mMXq/3eUW0yMhIVCqV0y3pM6xWK6tWrWLatGn1lhxtiPOVLPUoPgUyVzo36AAIiYLhs5sVE/v/Az/eD2XHzm7bthhmfAcBdSYGJs6CI7/Crs/c70cT3Ljjlp2E9Ncd/bkDwmHoLOjhn7lB4vZ4KxE8/znUF190djmZTIYqKYmQ559t0v4MDz2Ievgw541aLYZZt2L3sFylyer746Cp55dbENoJtVpNYGBgi5QwDQkJoVevXh7Hi4qK2OWFpj59+/ZF5ebRn06nIz4+3vMbB86A0Y+DodvZbZ0TYOpboG1ksqzLZoVfn3BO2OC43b3mcdfXD7oRVG56KAR0gqQ7Gn7cnO2wZBxsfA32fwNbP4DPpsBW/9xiF1farYQiPJyIL5dRvfoXavbuRRkTje7yy5tcfUwRFETEF59jXLKUml27kAUEoLviCrRjRkOGd58r6SZNour7/7gWnQkIIOBqPzS+F4R2buzYsRQWFrqduQ143N4YkZGRDBs2jF27dmE0OpZrhYSEkJSUdP7b75c+A4NvglV/A+Qweg5c0MyeBfu+hfzd7seOrnfd1ncSJD8Jm9+GilOObSFRMPYpCG/EnIN18x0T2OqqLoWNr8KgG0DZshcmImm3IjKZDN3ECegmTvDO/nQ6Au++yyv7qo9u6hT0t97iaJpy+rm8LCgIw113oklK9PnxBcHXJEnCaDQik8k4fPgwlZWVhIWF0adPH780CFEoFFxwwQUek3O9t68bYeDAgcTFxXHo0CEUCgXR0dENqyu+6wtYPQ/KT9doP/QTJMyA6e83fcmXpcLzmM21hzcAYx6HpDsdS70UGhh8A6j1DT+m3Q6nPNS3KNwPh36Gfi1bulokbcErQp55moCUa6j67w/I5HJ0f/0rqugof4clCM22f/9+9u7dS1FRkcsEsH379jFhwgQCAuppZesjcXFxHDx4ELPZ+dmxUqmkb9++XjuOSqUiLi6u4W+oLIZVc6HixNltNSbY9hF0GQijHmxaIANSYN1zrrfHAboPc912RkA4jHqgaceUyUBWz4cMecs//hPPtAWvUcfHEzxvLkFzHhUJW2gXsrOz2bRpE4WFhW5nbOfl5ZGenu6HyBwFXkaOHOl0q9pgMDBixAi6detWzzsbyW6HqlKwue+54CLjfeeEXdcfr0POjqbFoQmEEfe5PqcO7QOjfdR5UCaDHhe7H+syBGLG++a49RBX2oIgCB4cOHDA7SztunJzc5EkyTuVyBopLi6OmJgYsrKykCSJPn36eO3WOAB/vOmo211yyDGBq+8UmPBq/c9xLfWUKy3NhsVj4OK5MPb8DYtcXDwHIuJg9zKoKoGwPjDqIQiLbvy+GuqyF6BwH+TWWSYWGAmXPAPylm9BKpK2IAgdXkVFBXl5eYSFhTnVFG9IOVKbzea3pA2O29c+WRe+eRGsnnt26VZ1KaQfhOoyuPpjz++LmeiYaX3ukq8zLBXw+yvQ7wrHmurG6je9ZZ8jh0bBrA2w5R0oOui43T7sHgjxT990kbQFQeiwbDYb69evJzs7G4vFglKpJDIykrFjx6LVatHr9RQWFta7j/DwcL9MRvO5nZ+4T7yZP0DpMQjp6f59vZMh/q+w63PP+7ZUONZQNyVp+4M6wHGV3wq0w580QRCEhklPTyczMxOLxTH72Gq1cvToUdavdywhio2NdbtW+Qy9Xs/gwYNbJNYWZbdB6VH3Y1VFcMJ9o5RaVy+Fy16qv5yo1cOMb6Fe4kpbEIQOyW63c+yYm5nIwMmTJzEajURFRVFVVcW+ffsoKipCqVSiVqsxGAyEhoYyYMAAIiIiWjjyFiBXgKELGHNcx1QG6HKeK2S5AsY8xqES2JedS5myC1q7kZ7Vu0gy/oBcrnI8HxcaTSRtQRA6pJqaGqqrq92OWSwWysvLMRgMxMfHExcXh9FoRKVSodPpWjhSP4m7CnK3u26Pvgw6nf8Z+qFDh0gr6kKN1jFHwEQ4RepeVMmDSO4thxjv1KPoaETSFgShQ1Kr1QQFBbl9Zq3X652uoOVyOUFBQS0Znv8lPwXmctizwlEkRRMM0eMdBVLOdWKzY6JWyREIiICBqew7onM78/5I8BgSx6di8NPEvbZOJG1BEDokmUxGbGwsxcXF2O12p7Ho6GjvLp1qi+RymLQAxj4DOVshLAaC3cyYPrQavr3Z+VZ61k+UdV8AuC6JMttknDh1iriO9iHIS5qUtKurq5kzZw5FRUXo9Xpefvllp2USaWlpfPDBB4Cj/F9GRgY//PADZrOZu+66i969ewOQmprK1KlTm/9dCIIgNEFCQgIymYysrCzKy8sJCAigd+/eJCaK8ru1tEEQdYnn8Y0LXZ99W6vQmgswKbq6vFwulxMSEuLNCDuUJiXtL774gtjYWO6//35WrlzJokWLePLJswvlk5OTSU5OBuDDDz8kMTGRmJgYVqxYwa233sqsWbO8E70gCEIzDRgwgAEDBmC329vn0i1fslkhb7vboR6VWykKdL0o69q1K127uiZzoWGa9BOakZHBmDFjAEeC3rTJ/fT/3Nxcvv/+e+677z4Adu/ezdq1a7n++uv5+9//Xts5RhAEwd/aW8K22Wzk5eVRVlbmu4PI5O7bXwLDjP8j7oKQ2r7ccrmc7t27117QCU1z3ivtFStWsGTJEqdt4eHhtfVu9Xo9FRXuu68sXryYW265pfbZ0KBBg0hJSSEhIYF3332Xd955h3nz6q8Zu3u3h1ZsQrNkeLk9Z2MoDx9GsykdSaWkasJ4pNBQv8Xibf48r+2dOLcNl5eXR0FBAWazGZlMhsFgoGfPnmi1WpfXZmRkoKwuIuLo1yhsVVSEJ1He+WJH3e0G6GUYQETJYZftlSH90XeOJja0hvLycrRaLQaDgYMHDzb7+2sLfPXzet6knZKSQkpKitO2++67r7a8n8lkcjur0m63s3btWh5++OHabRMmTKh97YQJE5g/f/55A0xISKj9pCZ4R0ZGBklJSS1+XEmSKPv7E5i++hoqKwEI+XkVgX97GMONN7Z4PN7mr/PaEYhz23BZWVls374dm80GOH7vKioqKCgo4IorrnC6o5CRkUGSci/88Vhtz+muh79wlAm9ZlnDekX3/xiW/xWy1wGnm6p0GoDhivdI6lFP9612rDk/r2azud6L1SbdD0pMTGTdunWAY9KZu+AyMzOJiopy+mR32223sXPnTgA2bdrEgAEDmnJ4oY2qXPYlpk8/q03YAPaCAspfeQ3r8eN+jEwQ2o+srKzahF1Xfn4+hw4dctomrzHCmidrEzYAkhX2fwvr/+F2/yaTiT/++INffvmFDRs2UFhph5vWwDVfwujHYerbcOef0GOUV78vwaFJE9FSU1OZN28eqampqFQqFixYAMArr7zC5MmTGTRoEEeOHKFHD+flAc8++yzz589HpVIRERHRoCttof2oXrPG0ebvHFJxMZVfLCNobuuo7SsIdUmSxMmTJ8nLy0Ov19O3b18Uipbv7tRQlXU+FJ+rvLzc6euIY/+BcvdV4TiyFi513lRYWMgvv/zitJ9Dhw5x0UUX0TchBRKc78oK3tekpK3T6XjzzTddts+dO7f2v6dMmcKUKc5l6gYMGMCyZcuacsgOy1ZUhGnZcrBZCbhiOsrTy+XaIqmqyuOYvZ4xQfAXq9XK6tWrOXnyZO1a7t27dzNmzBi6dOni5+jcCwwM9Njk5NySqzKb+4pwAFhdfye3bt3qkvjNZjPbt28nJiam3U3ma4061Bl218S+uazHjlGx6F2Miz/G3oA2fo1h/HgJ+RMmUvHii1S8/Ar5l0+n7MX/8+oxWpKqf5z7AaUSzcUeGs0Lgh+lp6dz/Phxp+IrxcXFbNq0ySd/T7whLi7ObWGY7t2707Onc2eu0m6XOCqdudPNea263W4nPz/f7UtLSko4deqU2zHBuzpE0q5avZrC1JnkDh9J3qXjKH3qaaTqauxGI7ZTOUhubtmejyRJlM1/gfyp0yj/x4uUPfkU+eMnYvr2O6/EXJOZSfmrr2HPO/tLIpWWYvzgAyr/96NXjtHSDLNnoxqY4LJdO3EC2svG+SEiQaifp0SUn5/PiRMnWjiahunRowdjxoyha9euqNVq9Ho9ffr0Yfz48S49v82B0TD4JlxSQacEGO26sqe+nuF1r7Lz8vLYvn07WVlZLtXmhOZp92VMq9euo+SRvyEVlwBgzwFr5kGqfvoJrDbs5eUo+/RBf/1MDDc1fAZz5VdfY/zwI7Baa7fZjh2jfP4LaEZfjLJTp2bFXblsOVJpqeuAxUL1/34kYGrb65CjCA8nbOkSjO8sombXLlBr0Fx0IYH3zK73j4Eg+Iu72tln1Pfs2N9iYmKIjo7GYrGgUChQKuv5Uz/lDUfXrswfoMYEnQbARY9C8AVOL5PL5XTp0oXDh12Xd4WHh9OtWzdsNhu//fYbx44dw3r6b+POnTtJTk5un93Q/KDdJ23TJ5/WJuy67KfOlt2z7t5N2fPzkQUFob/qygbtt/rnVU4Ju3a/eXlUfvIpQY887OZdDSdVef6DUN9Ya6fs3JmQ5571dxiC0CBhYWFui0Dp9Xp69erlh4gaTiaTNWy5rEwGSbc7/p3HsGHDKCkpoaTk7N9UvV5PUlISMpmM9PR0l6ReWFjIhg0buPLKK8WHcy9o90nbmp3dsBdWVVG1YkWDk7bd5Lmam90Lld5UiYmw9BO3Y8o4D8+GBUHwqoEDB1JYWOh0VX2m0Ujd5axGo5GdO3dSUlKCWq2mV69exMbG+iNknwoJCeHKK69kz549lJeXo9FoGDBgQG2xrfoeJ5w8eZILLrjA7bjQcO0+acvDGl5ty5bjpuG7B6q+fbGkrXcdUCjQDG9eQQHLnj3U7N2LPDIS+8mTTmPy8HCqV/6Pqq+/QdW/P/o770B7oVgPKQjeVFhYSFlZGd27d2f8+PFOSSoqKor+/c/2ky4rK2PVqlVOV5/Z2dmUlJQwcuRI7wZWdsLRnKNzAqj809dbrVYzdOhQt2MWi8Xj+0TZau9o90lbN2UylvTN4KbYwLnknRu+hMNw912Y16/Hmulckk97ySVoJ09udJxnlC/8JxXvvQ9nfsDlcuShoch79UTKL8B24gT2oiIAbMePY9m5k/AP30ft4ZdIEISGq6ioYP369eTk5GCz2dDpdERHRzNu3DiPt3a3b9/ulLDBMVF1//79xMfH116FNkv5KVh5D2T/5uhxHdYHBt8MY588/3sbqyIX/vjn2d7YibdD94Z1PQsNDXWbnHU6Xat/nNBWtPvZ4/pbb8Vw5x3Iz6ypVCqRufsl0mgI+MvVDd6vsnt3wv/9EQGpM1AOTECVlITh3nsI++C9Jj+3seza5ZywAex27EVFqIcOxZaX5/Iee24uxsVLXLYLgtB469at48SJE7UVxaqqqtizZw/btm3z+J6i0x+iz2U2m10qkDWJJMG3N8GB7x0JG6A4C9Y9D1v+1fz915WzHRaPhd9fgb0r4M934ZOJsMP9o7pzJSQkuK1v3icmBp1CAvv5L56E+rX7K22ZTEbwk09guPceqn9bi7LHBSh69qTsiScxb9yEVFaGMrYvATOuQ39t46r5KKOiCH3tVa/FWvnNd84Juw7zujTwMJPVesR1NqcgCI2Tk5NDbm6u27GjR4967LFdX0ERlUrV/MAO/wpH3TyKs9fA7i9h+N3NP8YZaS9AcabztqoiRxJPmAGK+r+fHj16cNlll7F3717KysrQaDT0VhWSsHcubMgEbQjETICJC0DlmtyF82v3SfsMRWgo+jpX0uEffoCtsBBbSQmq3r2RNeCXS7LbsWzZgt1UiXb0xcjcFDBoFjez0c+Q1bNkQx7Sfrpk1UeqqqJ8wQLMm9KRzGbUCQno77sHdZ8+/g5NaAdKS0s9rimuOl2xT5IkiouLkclkhIaGIpPJ6Natm9uiI4GBgd6ZjJa/C+wenhUbGz4P57zsNjiZ7iGG3XD4F+h7/qWmkZGRREZGOr7YvRy+fwBqTl+MVBZA8UGoLISUL70UeMfSYZK2O4qICBQNXDtYnZZG+cuvULNzF9jtjrXdd9yG4YYbvBaP5pJkTEuXuk3e2qlTqLbbsWae8ylYpUI3tenP0NsKSZIouvMuzL/+VrvNum8flm3bCP90Kcpz6twLQmN1794djUaD2Wx2GQsKCuLYsWNs3bq1NkF37tyZxMREkpKSKC4u5nidpjc6nY5hw4Z550q7x4Wg1LktK0qIt58T1/PEVN6E72XbR2cTdl0Hf4TcndB1UOP32cG1+2fa3mArKaF03uPUbN9R2/DCmpVF2QsvUr1xo9eOox03Dt30aS7b1aNGEXjPbIJffgnV4EG1fW7lXTpjuPsu9KmpXouhtar+8SfMa9e5bLdmZWF8730/RCS0N8HBwS5lPsFxi7tnz56kpaU5XVHn5+ezfv16qqqqmDx5MuPHj2fgwIEkJibyl7/8hb59+3onsAtGQvR41+0qvWMymrfIFY4PCO50HQJRl7ofq0/JEffbLRWQvbbx+xM69pV2Q5k+XortmJtOOBUVVC5fgfaii7xyHJlMRuibb6AePhzz+vVINVbUQ4dguOtO5Dod2hEj0PzwX6p//RV7fj7ayVNQNGJJW1tmzvjTbYcwgJqsrBaORmivxo4di1ar5fjx45jNZoKDg4mLi6OoqMhtBTSTycSePXsYNWoU0dHRREdH+yawv34GPz7geL5dXQIRcZB4Bwya6d3jjJsPhfsgb+fZbYbuMPZpR1JvLH1nx+3wc8lVjsprQqOJpN0A9iL3HXMcY+5njjaVTC7HcPNNGG6+yeO4brybT93tnNwQVM+YF5bUCAKOSWUXXngho0aNQpKk2klmv/76q8f3tEg5U00gXLUYaqrAYgRdOPiio1Z4X5j1O2x+C4oOOpZ8Db8HQns3bX9xV8PxTcA5H7h7joZo0W+gKUTSbgBlPROdFG5up/mbJElU/+9HzOnpyLRaAlJTUUX19ndYzaK/6QZMn32G/dwCOCoVuint/5m+0LJkMpnT0k29Xu/xtV5Zh91QKp3vi6poDDDm8fpfYzE5nkvrO0Gv5NpHdi4uesQx6WzXZ1B+HJQB0DsZLv+X5/cI9RJJuwH0qTOoXPEVNdu3O22X97gAw22z/BOUB5LFQvHds6le/Uvt7WTT518Q9OjfMNzixedfLUwRHk7wM09T/vLL2I5kAyALC0Ofeh0Bf/2Lf4MT/MZms3H48GHsdjsxMTH1N8ZohoSEBI4cOeLSSzooKIiEBNfOde3a+v+DjPeh9AjIFBA5Aia+Bj3dPCaUyWDCS44PAcc2QEgUdO7v+jqhwUTSbgCZRkPY++9R/uJLmP/cAjVW1IMGYrj3XlS+eobVRBXvLHI0M6lDKimh4vU30F4+tdndx7yt8ocfqPrqa6y5eSi7dSPgumvRTZ7k9rUB06ehG38Zpq+/Qao0oZs2HWX3bi0csdBaHDx4kK1bt1JWVgbA1q1bGTRoEAMGeP9ZqV6vZ9y4cWRkZDjNHk9KSkKn8085Ub/Y/SWsfRZsp2fYSzY4sQn+eyfc+afntdfaIIid2mJhtmciaTeQMrI7Ye+8hWSzgd3eoHXd/mDe9Ifb7faCAiqXLSPo/vtbOCLPjEuWUvbCP+D0M0Hrrl1Ub9xIyLPPoE+d4fY9Mp0Oww3Xt2SYQitUVlbGpk2bqK6urt1WUVHB5s2bCQsLo1s373+Y69y5M1OmTKmtr632dp2GtmD3srMJu66CPY7lXSPubfmYOhix5KuRZApFq03YANR4LtiPxXNv4Lokmw1rdja24mIvBeX+GKZPPq1N2LWMRkxLP0HyMFNcEAD27dvnlLDPqKmp4eBBN7OVvUitVrfuhH3gv7DiOvh3Mnx9A2SneW/fJs+Tcqlw3+Gr1ZEkOLAS1jwBGxeCuW01MhFX2q2M+c8MzGnrkYeGEDDjOuSNvPWmGjgQy+YtrgMGA7qp569mZPz0c0yfLMW6bz8ygwH1qJGEzH8e5ZkKR15izT6Kdf9+t2M1+/djy8nx+jGF9sNdAZSGjLV7W/4Fq+Y4FzQ59DNMfx/6N7y3gkdhMXB8g5sBOXRrWFMRv6qpguUpkPUzSKeLWG15Fy5/B/pM9G9sDSSutFsJyWql+N77KLxuBhULFlD25FPkT5hEdZ0KYA0R+MD9qAYOdN6oUKC/9hpU/eufAFL540+UPf881t17wGZDKivD/PMqiu+93+tXvvLgIGQGg/uxwEDkHsYEARzdpDwJDg5uwUhaEVsNbH7HtQJZZSFset1xhdlcw++FwO6u26Muhf5tYELomr/DwZVnEzZASRasehRsnstItyYiabcSFW+8SdV330OdW362I0coe+55pEZcOSgiIgj/4jMM99+H5rJxaKdNI3TBawQ///x531u1YgWYTC7ba/78k6r//djgGBoap/oi99WX1BeOQt5R//AKDRIfH08nN5MqQ0JCGHjuh9aOIncHFOx2P5a3A6q88LjrguFw9SfQdyoERkJYXxh6O1z3ddtYwuWpClv+Ltj7VYuG0lTi9ngrYV7vposPjjKdpq+/wTCz4aVKFaGhBD82r9Ex2HJdW38CIEkufcO9IWT+85SUlGL583S1M4UC9YjhBD//nNePJbQvSqWSiRMnsmXLFvJOt6zt1KkTiYmJHWs2d13aEFBqwer6rB9VgGPMG6LHOf7Z7Y5E3RaS9Rk1buq3n1Hl3UJZviKSdithr6eqkr2ktEViUHTtSs2OHa4Dcjmqfl7oVnQOZWQkEV+voPrHn6jJOoSqXyzaSROb3I9c6Fj0ej2XXHKJv8NoPcL7OCqNHf7FdaznaFB7LhDTJL6oyOZrXQdD0QHX7fouEN+41sz+0gbPevukiotzu10WGIhucstMkAi4NgXcPEtWDxuG1kdVx2RyObrLpxL04P3oJk8SCVsQmmPiQkdzj7p6XASTFvolnFbnojmOAi91yZQw9FYwdPZPTI0krrRbCcNdd2LZ8qdzYxKZDN1VV6KKiWmRGHSTJxHy7DOYln5Czb59yAx6NKNGEfz8c8ja4qdqQehoug6E29Nh+8dQmg2d4mFgatOafbRHkcNgxveQ/gYUZToeKfS/2pG02wiRtFsJ9YABhP37I0wffEhN5gFkgYFoL70Uwx23t2gc+tQZBFx3LbaTJ5EbDMjrmaUrCEIrpFTDsDv9HUXr1XUgXPmhv6NosmYl7dWrV/PTTz+xYMECl7Hly5ezbNkylEols2fP5tJLL6W4uJhHH32U6upqOnfuzEsvvdRxJ424oe4fh3rha/4OA5lcjrJHD3+HIQiCIJyjyfc8X3jhBRYsWIDdzfrdgoICPvnkE5YtW8ZHH33EwoULsVgsLFq0iGnTpvH5558THx/Pl19+2azgBUEQBKEjaXLSTkxM5Nlnn3U7tnPnToYOHYparSYwMJCePXuyf/9+MjIyGDNmDADJycls3LixqYcXBEEQhA7nvLfHV6xYwZIlS5y2vfjii0ydOpX09HS37zEajU49ZvV6PUaj0Wm7Xq+noqLivAHu3u2hWIDQLBkZGf4OoV0S59V3xLn1DXFefcNX5/W8STslJYWUlMatXzMYDJjqVNYymUwEBgbWbtdqtZhMJoKCgs67r4SEBDQaTaOOL9QvIyODpKQkf4fR7ojz6jvi3PqGOK++0Zzzajab671Y9ck6nkGDBpGRkYHZbKaiooJDhw4RGxtLYmIi69atAyAtLU38sAiCIAhCI3h1ydfixYvp2bMnl112GTfeeCMzZ85EkiQefvhhNBoNs2fPZt68eSxfvpzQ0FC3s84FQRAEQXCvWUl75MiRjBw5svbrW289u0D92muv5dprr3V6fUREBB999FFzDikIgiAIHZYocyUIgiAIbUSrrYgmne79arFY/BxJ+2RuRLtPoeHEefUdcW59Q5xX32jqeT2T8yQP/c9lkqcRP6uoqCAzM9PfYQiCIAhCi4uNjXVaOn1Gq03adrsdk8mESqUSnZ8EQRCEDkGSJGpqatDr9cjdNGpqtUlbEARBEARnYiKaIAiCILQRImkLgiAIQhshkrYgCIIgtBEiaQuCIAhCGyGSdgdRUVHB3XffzQ033MB1113Htm3bANi+fTspKSnMmDGDt99+289Rtl2rV6/mb3/7W+3X4rw2n91u5+mnn+a6667jxhtv5OjRo/4OqV3YsWMHN954IwBHjx4lNTWVmTNn8swzz2C32/0cXdtTU1PDnDlzmDlzJtdccw1r1qzx7XmVhA7hjTfekBYvXixJkiQdOnRIuuqqqyRJkqQrrrhCOnr0qGS326Xbb79d2rNnjx+jbJvmz58vTZo0SXrooYdqt4nz2nw///yzNG/ePEmSJGnbtm3S3Xff7eeI2r73339fmjZtmpSSkiJJkiTddddd0h9//CFJkiQ99dRT0qpVq/wZXpv01VdfSS+88IIkSZJUUlIijR071qfnVVxpdxC33HILM2bMAMBms6HRaDAajVgsFnr27IlMJmP06NFs3LjRz5G2PYmJiTz77LO1X4vz6h0ZGRmMGTMGgCFDhtTbrlBomJ49e/LWW2/Vfr1nzx5GjBgBQHJysvg5bYLJkyfz4IMPAo411gqFwqfnVSTtdmjFihVMmzbN6V92djZarZaCggLmzJnDI488gtFoxGAw1L5Pr9dTUVHhx8hbN3fndefOnUydOtWpAJA4r95x7nlUKBRYrVY/RtT2TZo0CaXybPVqSZJqf3bFz2nT6PV6DAYDRqORBx54gIceesin57XV1h4Xmi4lJYWUlBSX7QcOHOCRRx5h7ty5jBgxAqPRiMlkqh03mUwEBQW1ZKhtiqfzei6DwSDOqxecex7tdrtTwhGar27FLfFz2nQ5OTnce++9zJw5k+nTp/Pqq6/Wjnn7vIor7Q4iKyuLBx98kAULFjB27FjA8UdRpVJx7NgxJEliw4YNDBs2zM+Rtn3ivHpHYmIiaWlpgGNiX2xsrJ8jan/i4+NJT08HIC0tTfycNkFhYSGzZs1izpw5XHPNNYBvz6v42NpBLFiwAIvFwj/+8Q/AkVjeffddnnvuOR599FFsNhujR49m8ODBfo60fRDntfkmTJjA77//zowZM5AkiRdffNHfIbU78+bN46mnnmLhwoVER0czadIkf4fU5vzrX/+ivLycRYsWsWjRIgCeeOIJXnjhBZ+cV1F7XBAEQRDaCHF7XBAEQRDaCJG0BUEQBKGNEElbEARBENoIkbQFQRAEoY0QSVsQBEEQ2giRtAVBEAShjRBJWxAEQRDaCJG0BUEQBKGN+H9QTT27l7Q0JwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(ys[:, 0], np.random.uniform(-1, 1, len(ys)), c=zs, cmap='Set1')\n", "plt.axhline(0, c='red')\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Illustrating with MNIST digits" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.datasets import fetch_openml\n", "\n", "X, y = fetch_openml('mnist_784', version=1, return_X_y=True)\n", "plt.imshow(X[0].reshape((28,28)), cmap='binary')\n", "plt.title(f'label = {y[0]}');" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "sc = plt.scatter(np.arange(10), np.arange(10), c=np.arange(10), cmap='tab10')" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 11.3 s, sys: 2.27 s, total: 13.6 s\n", "Wall time: 1.91 s\n" ] } ], "source": [ "%%time\n", "pca = PCA(n_components=2)\n", "X_pca = pca.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.simplefilter('ignore', UserWarning)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(X_pca[:, 0], X_pca[:, 1], s=1, \n", " c=y.astype('int'), cmap='tab10')\n", "plt.title('Images in PCA space colored by label')\n", "for i in range(10):\n", " idx = y == i\n", " μ = np.mean(X_pca[y == i], axis=0)\n", " plt.text(*μ, str(i), va='center', ha='center', \n", " bbox=dict(facecolor='yellow', alpha=0.5))\n", "plt.legend(*sc.legend_elements(), \n", " bbox_to_anchor=(1,1), \n", " fontsize=20, \n", " markerscale=2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### t-SNE preserves local structure" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(70000, 784)" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X.shape" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "import fitsne" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 13min 3s, sys: 7.3 s, total: 13min 10s\n", "Wall time: 2min 10s\n" ] } ], "source": [ "%%time\n", "X = X.copy(order='C')\n", "X_tsne = fitsne.FItSNE(X)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(X_tsne[:, 0], X_tsne[:, 1], s=1, \n", " c=y.astype('int'), cmap='tab10')\n", "plt.title('Images in t-SNE space colored by label')\n", "for i in range(10):\n", " idx = y == i\n", " μ = np.mean(X_tsne[y == i], axis=0)\n", " plt.text(*μ, str(i), va='center', ha='center', \n", " bbox=dict(facecolor='yellow', alpha=0.5))\n", "plt.legend(*sc.legend_elements(), \n", " bbox_to_anchor=(1,1), \n", " fontsize=20, \n", " markerscale=2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### UMAP preserves local and (maybe) global structure\n", "\n", "Normally I would refer you to the [original paper](https://arxiv.org/pdf/1802.03426). But the original paper is hard to read unless you have graduate training in pure mathematics, so visit this [tutorial](https://pair-code.github.io/understanding-umap/) instead." ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "import umap" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3min 38s, sys: 5.51 s, total: 3min 44s\n", "Wall time: 1min 12s\n" ] } ], "source": [ "%%time\n", "X_umap = umap.UMAP().fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "y = y.astype('int')" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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IJBKJRAJIUSSRSCQSiUQCSFEkkUgkEolEAkhRdNjRVBsi5I/u725IJBKJRHLAcUCk+ZDsGcL+GN+8uQVXsp368gDedAfNtQGiEYvabc1oukawIRYvrAAC8idlUry8Dm+agylz8knKcLLluxomzc5Dt2v79XwkEolEItmXSFF0kBMOBnn10VtoWHscrYa/oUfm0Bx6n8rVOQQqegFGS+l2H7eI/7N5US0ATVVh/vfoagBsLpXKTc3M+934Dsda82U5qz8vIycviTWfl+Pw2ggHYkw/dQhCgUBjhCETc8jMTSIaMagu8dF3SCqKohAORHF69n+yX4lEIpFIekKKooMMIQS+2jCeNDufvrCOjYvX0ufIZTRunIkwnACUrKkn3DQaCAGQOfplalfPAXPnPu5YyKK2zEc0bPDkdV9y4hWjEJZg4aellPhC1HzmAyDYFMMJKO9u4bNmE0UBVVP44LkPqduSBCjY3Ro2h0qgIcaI6b2JBGMkpTvxpDqpa4pijrbQbHIWVyKRSCT7n50WRcuXL+fuu+9m/vz5rFmzhssvv5yBAwcCcM455zB79uxE2XA4zO9//3vq6urweDzceeedpKen7/HOH45UFTXxyt8W0+ytITnkAiOVrR9fB1gtfyrhphjx+TE3ALUrzt6JlgUgECgIBNEQ/Pu6z7FigpJVNVgGhHxRQg4VYVq4U+wce8Ew3n5wBct8ZrwFAYsXlIDpSbQaDZpEg/H9RStqiIQMrBjoDhUjYrHx/U8AGDQuAxQVb6qNo84ctodGSyKRSCSSnWenRNGjjz7Km2++icvlAmD16tVcfPHFXHLJJd2Wf/755ykoKOCqq67iv//9Lw899BA33HDDnuv1Ycinz68n0BimaEUdlgCPLwPQiAshSBrwGcHqkZihrF08ggUoKIDSMrdmhOP/Lv+gDABVhXwN+oxIpWJzE289uAKAZtGuGZOWfnUl1GwkXhsRq8O+LcvqEq83fFvDrAuGoigqJWtq8NVGOOnKMSiKsovnJpFIJBLJjtmpeYv+/fvzwAMPJN6vWrWKTz75hPPOO48//OEP+P3+DuWXLFnCUUcdBcCMGTNYuHDhHuzy4UcoEKOquIGi5XUg4tIlLjviliGAQNlkhNgdx2gVWiQRaGiOuACxudsuEQGYMShd04gREVidWtC6cRlK7ePY4ZFtro7vDcPkf4+s4p2HVrD6kwq2rqrnsd9+yv8eX0XNtmY+fHINliUwTYtF/y0iEowl6vrrw5hm555JJBKJ5FDAMAyefPJJZs+ezejRozn22GP5xz/+QSwW23HlnUARQogdF4Nt27bxm9/8hpdeeolXXnmFoUOHUlhYyMMPP0xzczPXXnttouyPf/xjbrzxRvLz87Esi6OPPprPPvusx7YjkQirVq3a/bM5BDHCFovn+9ptEUCUNiPfXl4hpoIlQDjA7YRIY3xzDIjp4DYABZJ6KfgqRGJVG9DutUmb6OoZxQUiBIodxA6iBrgzIdIcF2kAaQNVjKiFrxwyhqgMmZm0S6crkUgk+5LCwkIcjh0/PO5tDNPilaXbWLa1kXDMxGnTGNc/ldPG56JrB47f50033cSLL77IhAkTGD9+PEuXLmXJkiUcf/zx3H///bvd/i45Wh933HEkJycnXt92220d9nu9XgKBAACBQCBRdkccKBfHkiVLmDBhwv7uBgDCEix+9mN0GxgRiKsMG21WnT2PooJpWgQjPlQNQopCU4qN7Mo2pZKc5SJSH8IfdxfCX9S1nQFDcmiqjrb029phf0Wo5d9uBb8ALQZm3BwVrO24t6GozTpUt8Fi6okD6D88c7vHO1w4kK7nQxk5zvuGQ2WcDxRjgBCCf3y8ibdWVLC+0tdh3wuLSnniy2JOHt2bK2cN3u8uDEuXLuXFF1/k+OOP57777kNRFIQQXHfddbz++ut8/PHHzJo1a7eOsUui6NJLL+XGG29k9OjRLFy4kJEjR3bYP378eD799FNGjx7NZ599dkhcwPsLRVU45epxfP7Seuq2BYlbXTT2iCDSWpprv8mu4E6xU1dby5BpT5PktaM7NIywCaPbFVRNsHq2UjX7o2z66kK8zpTWCt2Uskgf8Rr1a+bSXbiAjigI09Zy1u1NUd3z1v0ruPLhY3rcL5FIJIc7Qgiuf20lLy0qxephzmh9pY+NVT7KGkP8ed6o/SqMnn32WQB+8YtfJPqhKAq/+c1veOONN/jPf/6zf0TRzTffzG233YbNZiMzMzNhKbrkkkv45z//yTnnnMO1117LOeecg81m45577tmtTh7u9C1IY97vJvLOw8upKilDoGCFPTuuuCPMbjZFBaHmKA6nRpLHTkaGGxAY9vg3RrMp1NrBZoA3Ijo0teMJMmhKWYsjmIUzlgkoNGyZCWioOljG9usqO5BErbYopX0hiUQikXTLPz7etF1B1Iol4MVFpfRNdfGLY4bsm851w+LFi0lLS6OgoKDD9pycHAYOHMiiRYt2+xg7LYpyc3N56aWXABg5ciQvvPBClzJPPPFE4vWemNuTtOFw6sw6fzjP3tj0vesqSny5vGDn7EtGROAPx+ewjGhHp2UzJrAcKpoV396619DA3o3IakW3x31+UkL5ELO19gwRzqTJDRENsjtabhFASAOn2dnO1PNZtJ6jZj9w5sAlEonkQMMwLd5aUbFDQdSKJeDtFRVcMTN/v/gYRaNRKisrGTNmTLf7+/btS1FREfX19bsVAkjeOQ4SLEuwaVEVqq1NEKg7KWmFAJtDRXGrqHvAZSvDb+Fq8ftRW/7cqrJdwWVETaI0Q9QOCKx2a9dcQdC7+WIqxIVWd9/Z7ra19iUz18PYY3N37mQkEonkMOSVpdu6+BDtiHWVPl5Zum0v9Wj7NDY2ApCU1P0imtbtPt/3O6fOSFF0kNBYFWDxu8Voelx62F3KDqeb2hOLWBC0sCJ7rk9PvLyFOx6KpwYxY9t/3BCAjheBwMSk/YJ+O5Du71oe4hdovVch2M59SWH7F+7w6X0Y8aO8nTwLiUQiOfxYtrVxn9bbXQwjfsOz27tPF9W6PRLZvZucFEUHAeu/qWT911Vc8cAs7E4dm0MlGupZhAQ18NsAwnutT6s3NPHxwmoURcHh1hIzWkrrFdXJbKSgoKKioGB32FA7XXpCjwcaaD0ri3jGNhVwRwT+nUibpmhQMDmH2mFJTP9sFTsZbUIikUgOO8Kx7fg7bIfILtbbXZzOeBqrnuIRRaPx1dGtQaZ3FSmKDgI8qXaSMhxYpkWgIRq3+mwHu0nL9JbWJlJ2kpRezg7vdbuKpoPD0zZXF46YPPHyFgoGJiGEIBI0ES3OPKK1a9vRI2YElE6XXpMrvsUComr8r7WEJwbZobaybiC1nehyJunkT8jCZteYcVYBzq9rOOu/DdRs3T0zqkQikRyqOG27FuPOsYv1dhev14uqql2CRbfSOm3W0/TaziJF0UFA7tB0CmfkoqgKI2f23mF5ndaQjrY2kbKT+GrCHaw8RtTCNCASaJure/ndUoblJzNscFv8KZH4366R6hPoxFOMCAt0ix6tQzHoIPbyx2Xxw0sLOeqsAuwunSlz8jlp9iDS++yBFXoSiURyCDKuf+ou1Ru/i/V2F7vdTp8+fdi2rXufpm3btpGenk5qaupuHUeKooMIRVEYf9yAlncm3a6p77YiXVJy9IRlsl1xs7HYx7fL6zj35AGJbU6Pvt0LyQCiys5ppqi9FstRgQ4k9xDVutgLVS2nnpHrZtppBSx8dRPlGxpRFAVVVRlzbH/0/fREI5FIJAc6p43PZWiv72dVGdYriVPH779FLBMmTKCmpoaioo7RgquqqiguLu5xZdr3QYqig4ykdBeqHdCb0F31O1UnJuJ+RjsrjHpa1RYzLB57aQvnnTIQj7vddFo7K1JP03W62LlwAPZoGs5I9nbL9o/EnbNVDc6+YQo2h8bIGX0ZNUuuOJNIJJKdQddUTh7dG3UnYzGqCpw0uvd+TflxyimnAPB///d/WC1hYYQQ/P3vfwfgrLPO2u1j7FLwRsn+Q1EVxpxdwAsbqxi9IkDBUZms+bxyu3VsgK2DUanVhbn7VCE9rWp7/b1t9Mp0MnlMRg99o9vpuvYXWUyB6lSVvg1Wt0EY1ZbSIeLCp72tR9Vh4KhMilfW0mtQEsddWpjYl5rt7r7TEolEIumWK2cNZltjaIcBHFUFzprUjytnDd53neuGqVOnMnv2bN555x3OOussJk+ezLJly1i8eDHHH388Rx999G4fQ4qigxBrWAoN3ihbysK8GmrmJA1EdzNp7ZOzdkADex1E02kvSTpHlVY6zT59tayOpuYoP7n+WwAMU2BZgp9c/y2P/eWInfJfqk9SeG+chx9/5Et0zRYLYuiueJTJFuzELVvtu6CoCmm9PVgm/Ojn7XOObJ+3qhtZ1hzgpsF9d7qORCKRHOooisJf5o0iN9XF2ysqWNdN3KJhvZI46QDJfQZw1113MXjwYF577TWeeuop+vTpwy9/+Usuu+yyPdI/KYoOQqanJzE1zcvE5iDHflCPJ9mOvzHaVQD1qPwVNJHZxSOps4Wos9D6489GELMMYmoEh+Xm3U8rKNrm5+fndRP2XQiM0EZwTuywOadZcPFHvpZexJm45E42Dj6dusxRiXIaHQWRN8NOv3FZbJmYyjknD8KyDIQw0LSOq+W6I8uukevYiTX9EolEcpihKAq/OGYIV8zM59VlZSwtaSASM3HYNMb1T+W08bn7dcqsMzabjSuvvJIrr7xyr7QvRdFBiqoofD5lOPNf/IyIZuH02LAsk2iwxVyjtPj3iO6ntMzuQz1sl8x0B3EbjhtQ8Lh17DaVnMzuhImC7uxoau2Qm6wdy8b+iogjdbvH9tdFqbAJ/l1UxWy3m6Wld5JmlTNuzCPbrfdRXTNbghF+0i9ru+UkEonkcEbXVM6c2I8zJ/bb313Zrxw48k/yvfHoGqNm5ZKc5Ua3q22CCOJiyOxeEAHotu/x0SsGrtTWnGvd+yElirYP3tjJlLk1Q+3W2TviTO/ZQ7sd/YWGsyTIR29v4e+huVRnXbvDOn7TpMnYP8HGJBKJRHJwIS1FBznTTh2CsASfvrCesvUNNNaE4pn7EhnlBSC6BEscNCmT6iIfjRWhDtuV7vyThE6oMaXLsc84sesTRczq+aLq3WyhEQK6jzjaa1ASlVva5rSz85KoLw9gtASrXPG/UrJOyGBoQQ5vD8/s4SgdmZOdtlPlJBKJRCKRlqJDAEVVmHn2UPqPyMCTXUR7Z6KQu5zG9OUdyle5i7k1/Eua6oNd2hJmx+jVEHfAbu90LYQBousStaCtox9QZxwm9CSIVBuYJqCAzalicyokpzuxuzTsLg3FBgVHZHPzkL4M7t9VoO0MhiUIm98zmqVEIpFIDhukKDpEUFSF8ScMINqUT/uP1RXsRZp/OGo7tTKtcAKzNp+LYih40xw43DpgoDma8aR3jF4NcQfs9tYjRem8LiyOOwYKFj16eFsdX7aXJykZLurKfCDAm+5k0o/ysDs1mn0xPp2TxaAxWVQV+VjyTgmbltUQ9seIhgw+eHINRrTn6bHycBRfLH4+t28u56xnXuTSt95DCMHfFqxj4ea6HutKJBKJ5PBCTp8dQrzz0IoOPkTZg5KoLqkAw4GikwiAXVsSYJA6lMHH5GCzaaz8dBuFR/en14gtfPWsHbsrtoNcsvbtuBWZCHR8O1jspQCKG445YxhF39UycfZA6sr81Gz1EQ2bNFaHqSzzE+zvImdJI8N/Pp4B7rhDd9nGBl6841vOvuGIHvVXwDC5YWMZ6wIhQpbF86MHkRyLUK45UAIBHrz0HJSZ56AM8QDdx12SSCQSyeGFFEWHEHOuHofNofHyXxdRU+qnpthH7vRHqVk5l0jDoES5UMAg4jdY/WkZ5916JBu+qaSpJsTM0bNZ9sY3RCMKSYoDd4q9W9Gh6goBBC4jrrMUQBUWAoGCjqJAUg8pOpxeHdMQjDkml61bysnul8TwI/sAEGiKMnnuIBwuGwBVwSj3/u1r+tSbuLS4ZWr5h6UEmyOcft1EHB4bP7h4RLfHEcDK4mIqncnUAdO/XktSXQ2BtGxePbKQ6ytKyRu4EU/oI+C+XRtwiUQikRxSyOmzQwiHS0dVFeb+ejw/uWc6vYekotbdSKRhYKKMgkGSM4Q7xU7B5Bye/sNXNNdFSMly8dYDy6grC+BviOBriBBsiiYWkLVfHOazw5oBDgBiGlgqmNFNVHmqKU/XaDUj+WxQk9Suogp1SSppZwxkw6IqGkpjvPnAMjYvqwbgu/e3snVVfDrLVxfitWu/JLcyxoChH5Jpi7eZkeuhPsPOtWU9R/H+utHHv8tqmRaopdE0EUBAgJGVje5N4oTVW5k470yetY7hts9GctMHa3j4k027N/gSiUQiOeiRlqJDEIdLR1iC7P5JKArEwioVm5sByNY3caR4li9T/86Gb6oRVtzJecuyGoLN8eBFoiUpbLO/zdyT0ddLQ1UARQGzWVDQEKYpEl/bpgDCTMdQ7HgjQZpa6lal6VTkOzlxWdyhW7fDFpuAkkbSgwaBWCPO3CYqt/Rm0Jgs5v12fOJ4njQnQ6f0xp0aQclajWn6uXGTnwtzMxiW62ZLbTxEwB2byjg+K5WJKZ5EXb9h8XJlPVMz+2JYbfN8tWaL2csSfFbTQCQSwWhu5KVYiD+lePfCJyGRSCSSgwkpig5RFFWh8OhcXrpjEem9PSRlOnCn2gj7xvGZOorasmo8yR7swkZ2/yRKVtaTPcBLXZkfVHCLJGq3/JRNlWF0h4owBf2Gp+FriNBYHcSMdpxX624p/2iHi7HLgjg8KpGAhRGGqQGN2NImIlGT9D5exs0YSuk3QcLhKpyunESYdlVVmHXeMABKSn5EVdU7mJEjWLvoW+bOnMEAl53/rrqfJ+qmc2Sql82BMHduWM5l5t+J9P8XDlXhbcWJ1x/D7xagqh3iJn3lj4DdxoojJjHApTJnnEwBIpFIJIc7cvrsEMbp1skfn8WYY3Px10doqgwjTIElbGjCwgpGcbpsRAImnhQ7/UekYxpgRkBVVIxGB15nCkmuVFx6MtFmnUitjktNxutM6fDnsaXgcSa3+0tJzLlFAnHv7z4FyVx4x1RmXTCU10/w8Nq0DL7rlcOJV4xgybJTaW7+DoCQadHcEnBRCMHftgZ5rCKK5m+msaSYpY1+bt24jVCkgZ9WR3h9Wz0OVUHR06hNvYD5G4tZ0xhg2LImMhtjuIIWiO48slX8JJEXepVtm/+8Lz4SiUQikRzASEvRIYzDZSM53UXRd7Wc+cdJLH6nmHE/6E+Wup7i1z7hg00ngoD0Pm6a60KUrmvE5lSJhTrG8tGdEAtDc1WkyzH8SjO60HG2xB+KO1srKMSdsANDPNQGIuTVGjSZJuu+riDg38IZn5eyaPZgNmyoY9WGEOOPeBO3Jx6Q8aq1JXzd4OPUzBQer6zHZAb440EAlP5jML7bDMAvonNRUy1cDU0MrnDwZm2QN0RfbGE/LsNOVZpGca4T2mJZdkRRQZg0KH2pC62kIWaQZpNfCYlEIjlckXeAQ5whk7IJNEXJ7JvEwMJMPn1hA8cM+5xPNh6NK81LRm4S004bQtBn0FDuZ/DEbNZ+Xkl8ab2KgkKosec4QC7hbomWHRdCmlMhGoayNAim6GRWhegVsqgZlULlFh/6wnLOu3oqnnF+Vq7dgBGwWPZ5CZ+/2MixFw7ifMukLBZDoBJ6s4zUoTp1KfH1/YleWBapzY14QiHKevcmEg7zt43bQFVA1YjZncQc4PM6wLK44r/lrMpL4stRqV0X0yk2UjN/yC9902n4ag0vjB3EJOlfJJFIJIclcvrsECcly02fwakADJ6YzcxhS0hOdzEk38dk5xP8cPJ6bA6dY84byqCxWSRnOAGLsFqPgkAlAFigdB8JWkPHnWQnJccJCmzLsOEemszoq0YzKz+L5ICFMwab3BamrjBqdBaKonD++q38J6ZSlmPjyx9lc8RJmVwgBGWhSCLW0vxJbvTUtoBH9lAQrPjOgMNFWXYvEAqG3Y4z6CfF70eNRnBEwiiqCmigacz/QQZucwtauPvgS0M8Tn43sBfDPXYGNtcx570v6P3xd6z3d434LZFIJJIDg6qqKiZMmMCTTz65x9qUougwQrdp5ORnYM/ux1FnjaBgSAzq4kvR33tiNcve30o0aJGU6cJJFmDQ17YaFxVd0npk9vOSMygZd4qNWecPIxoyQUDupGwu/tV4bP/ewss1DTTM6Y2iwOitMaaPyuZlW5h7H1jMWWnJeMwYuXURvGua8E0ZTq5TR6hKwiFaN6JMWLyZlKYYCEGsJVaRIgQuQ0cxjbhIUhRCbi+NKakoThcoIERbOwG3m/fGjsdwOrsdl18P6MXZfTJ5e+IwmiorqA9HEcBPVxUTsWRaEIlEchhgGrB0Prz5S3jlsvi/S+fHtx+ABAIBrrrqKvx+/x5tV06fHW6MPgMzZrHkfyVMGHMO6qJHUICCyb1oqg4xee4ghk3pzXuPr8Lh8hLZmkGIPrR3ysno5+HYi0bwyXNrUXWFtN5e+g1Po3hlHe6SdTTWZWKG/HgyPJxQ2AurfwY3rS1l5jG5zDYEZRvCfFxXj18ofFLtp7KfjedWFjHIV8+AcJDKrFycQLJpsK1XMiFHfOWYsMdjIw0vDlOeYSPFV0djWjbEIhj2uOAxAdPV0/RXjCTC+ISXud99zjeDRtCQkolDa3s2GDxpCl8AzTGDe0uq0ZUeQ3dLJBLJwY8Q8Pk9sOoVqF7Tcd/Sp+Drh6DwNDjqtx1W8O5PysrKuOqqq1i9evUeb3unRdHy5cu5++67mT9/PmvXruW2225D0zTsdjt33nknmZkds5bPmzcPrzd+c8rNzeUvf/nLnu25ZJeJRgzKNjTgr+/P5mW/Yt6sZoZMyCHQEGXbunqWLigh6IvSWB3DbeZ3qGtzKYw4sg9rvigjq5+XurIAb/zfUgINUXKHpeJzluOr3sIM5XYqK/+E3aOz4q0SggM03q1pZLjXxdtHeFhb58MTUwk4aLHGqGzxpoErCcU0yS2tQs3sw4q+biAuydwK6KrKpgEOhAGxpF4MW7OYkr75hOztrECWFX+6sXXKNSI0fHhAUVjXawC13lSKZo7pdoySbTo3De6zB0ddIpFIDjCEgLd+FbcI0YNVvHoNfLQOGkvh5Hv3uzB68sknuf/++wmHw0yZMoWvv/56j7a/U6Lo0Ucf5c0338Tliq8wuuOOO7jxxhsZPnw4L7zwAo8++ijXX399onwkEkEIwfz58/doZyV7BpfXzrzfjGfd1xWs+6aSx9/eyC/OLaR4RS0NlX6qiprxZjoJNcfwA84kjTK3SmFvLw2bfFjCItgcZeKP8ti0pIa80Rms+K6G90e7uGna6WQ7bPxl8n2M8eksaQrw+FCoA57YVocbSHHoVADZfpOKDFubEUpRQLchTJPN/XLifkwt02CtUakx49Nl2ABhsm74+PjqMstqmQxWQVik+BppSs+Ot2v4QXXRmhXXBvj6D+Lugb2xqTv/BTfNuKu3pnVNhiuRSCQHHZ/fs31BlMCCpU9Daj+Y8bt90bMeefrpp+nbty+33HILxcXFe1wU7ZRPUf/+/XnggQcS7//+978zfPhwIH6jcDgcHcqvW7eOUCjEJZdcwoUXXsh3332353os2WMMm9KbI342kg/HuhFundOumcDEHw0krZebaNBA0SDiUCgVJsv76HwYCBEJGCx5dyspWW50m0pGXy9f1wUoPy6Trxwm475azR/Xl/JksuCNUQ7+VlRJKRAEokCjZVESMTCBikw9vmIMGF5eFH9qsax4oMVW4dE+vlDn6JAobbnZLAtiLXPfqkZTSjqIeHwihShu0UySoqABv+qfzaJphZydm8n3Yf78+fz1r39lxYoVRCJdwxNIJBLJQYNpxKfMdiiIWrFg1av73cfolltu4fXXX2f8+PE7LrwL7JSl6Pjjj2fbtm2J99nZ8SfwpUuX8swzz/Dss892KO90Orn00ks544wzKC4u5rLLLmPBggXo+vYPt2rVqu/b/73GkiVL9ncX9gkKMN6CZxd/x0Qb1BfHiJgRIiGToADTEjR7dAq2RQilafQ9wo6qwtYtZQSUavrNsPNAo0JheTMN2TYsHZ4pr8EEbHUNREVLhGoEVstrhGixDimAwBGLMLy8iPXZuViajkv4CAlP3FCkKkBb8EVv0Eemv5Hi7Nx4fdFORCkqEG9bsSz0WJSY04XQUwmikI5FPyw+K6tkVmPF9x6r1NRUmpqaePXVV7EsGDZ5JkN7Je/2Z7AvOFyu5/2NHOd9gxznPcDy57v6EO2I6tXxeuMv2Dt92gmOOuqovdr+Ljtav/POOzz88MM88sgjpKend9iXl5fHgAEDUBSFvLw8UlNTqampoXfv3ttts7CwsIvVaX+wZMkSJkyYsL+7sc/4/J31vGePUT8og5/2TmJjbjNLn/8KWywZu6VzTEEGySf044IVW1CXhhg+uz9fvlvMZoeL3yb35vJPynilj41zP/PR5I7yxtRsDCGo3LCe2OC4RdGCFiHUatpRQIlHVYzYnbw6cVZ8lxBcyqN8Yh1LXd1wKjI0QG0RPBZhm4PStJyW+rRZlFrbtEyG1lawKSWLdH8zdU43ySiYGnxwxAh6O2yJVCLfl9Zr4uabb0YA29au49wf/WyX2tqXHG7X8/5CjvO+4VAZ50gksn8NAdsW7Xq9/SiK9ja7JIreeOMNXnzxRebPn09qamqX/S+//DIbNmzg5ptvpqqqCr/fT1ZW1u72VbIXWPFxKT+oWcoERzNZUy6k6JtqPv6mHOFw4onoaAImTc/l77VN2FVQQstY8FEZX47NBwWu3lZBZJyKUGCrYlFYtoWYyAIhqFL0FqtQOxHS/rUAohHQ9bi1B0BVeUhcjaVrkAMYRryOooClYOg6tmiU8RtCLCpwdTwZM4wiFEZt3UBDgYeqzF5k2jSOTPVwXu9M+jg7OV7vIjfffDOla1YR9jXvkfYkEolknxML7Vo9YxfrHSR8b1FkmiZ33HEHvXv35qqrrgJg0qRJ/PKXv+Saa67h6quv5vTTT+f666/nnHPOQVEU/vznP+9w6kyyf2iuDdPP2MRATwiv18XipMV4077ib5Mv4J5GB1u+quS+unrWxkLoPpMy7yBilj0RHyiMgh6zyPaZHLNM5bUTpgDgDZlszBuMW1HYbghEu73Nb6hFMFmK1jbFpus4RTMR4Ua0bNeESmZjpKvg0pwIYfHyxGMAGOTQeXbsYPLc3ccn2h36jSjc421KJBLJPsPm2nGZ7tB3sd5Bwk4rldzcXF566SUAvv32227L3HXXXYnX99xzz252TbIvMGIm/ynNJLStlqRt93JCHz8uI4yhwNTZg1jY387nNU00xkwiNgXf1IGsDoQZunEFo9Z8w0fHXYJhQXmajaeOTcIRMsGl4XfELT+tgqh3XRUVqZmgqjjCFhGX1uZX1N10lmLF96HgJEoUB0LR40LMaefdI9pZfYSI/6kquqnQz6PiNxX+VJC7VwSRRCKRHPTkTorHIfre9Y7Y8305gJDmm8Mcu8tG3og8+m1+k62+TD7aMIaPfnAVZxgKD6zcivbfCsY4FUozdJbnOUm264SbTTbnDSc8YhwNwQjjltWweKiLqBB4Gw2sNFuX4zSFw1jNjaSGodGpQrTFgRoVJSm5JS1HHAcQIe4rpAKNSg+rxFrFEJDWZGKlqXiaDMalJfHQxMF7dqAkEonkUGLMOfHAjN/H2Tp7JIw5e+/16QDgsBJFDQ0N1NTUUFdXR58+fejXrx8vvfQSAwYMYMqUKTQ2NuLz+SgvL2fChAkYhoGiKCiKwsaNG0lNTSUnJ2d/n8Zus3btWgYNGoTD4WDqvHzO/nctVp/LSW+sYsS6wWR8XU+/bTHeHelgdq3BkolualJ1hnhsfNzgB0Uhp7GOEi2HjKpSRh/xEpNbkrYyIL7yy2YoxDQQLdGiFcvCYUC/MGxMjscSQlEINUV5oulylJTURP/aL3bf3mJRWzRCYdVWlvUbQkOajXNzUml0RLh0SK89PmYSiURySKHp8UjVH61j55blq1B4arzeIcyhfXYtNDY2cu+99/a4f926dSxcuJB+/fqxaVM8F1h1dTWlpaVkZmYycuRIvvjwQ6YMG85x55+3j3q99/jqq68AGD58ON98u4ihJZ8ToD8uU6U6XefNQieDR3upa4pw78mpxBwqqiXot7IZhrhAVSnL6EVy0M/MDUtxj7DhTm2bpurX4McZs7Mx245qmWBZWLqDrEYDdPCmqIjW5fMo0NRDR9sHZOyGmMPJd30HgaKgAlUxk9G9kpkgs9xLJBLJjjnqt9C4dScCOKow/sJ4+UOcQ1oUrVu3jpKSEhYuXLjDsj6fjylTpjA6M5NXP/qIhoYGPM15hBt1ylLLGFddg+vLr9g0ZTKDBx/cUzOXXnpp4nVZWRWehjw29svmmxGDUF06qY0GRR6D/AaDwRUxvh3qxLKgLNOG0xcjnBy3CvncXl4eN4tfKk+TWGqvKJSmeaE1SoMQCF0HYVGT1nq5KS2CZ/tL422KRYz2S+5bgzdqOBUwBcRanlomeZ38YVBvMm1dp+4kEolE0g2KAiffB6n944EZq7vJJZY9Mm4hOoByn+1NDmlR1BoCvMUe0QVN01BVlVgsRtiTzOMvvMgFq1YyJBJh45gxGJ5KhKmwaVOQSJ/eOPr0hmeeYc6cOYwbNw6AUCiE2+3ep+e1p7CE4K1oLqOnQaC2mJCtb/xZIUkDLNb3d4CmYgeiKlSlqx0iTAvArqrYVMhubsAbDVGX5aBZSSfJLwjbVRxRBZ9LoCAQ7T+FHgSRg7j0MYCYotMqtjTAbPl/qgoTU7xURA162XWmp3sJmjAy6eD8HCQSiWS/oSjx1B3TroYVL0Dpt/Fl97or7ow95pwDdsrs1FNP5dRTT92jbe5Umo+DkdLSUlavXo2pKLww8VhC3XyorYIoPT0dv8dDNOBn/oABrBo6lEgkgqmFsOzBeExB4vm3VFXlm2++IRaLsXbtWh577LF9fm57gqBhcv+mrXyaEuIVWy2ja5YzsLYyvlNT4kERW/yBjk7zkK60XCydnhSiQNgCKz2T8rRsQMdBhGa3RtSm4PNqoGmIlvFXLRPaydR0augltgKQrEAM6OOIl00O+pi94isUK0qGrfVS1RCqSrNpMtzrQqu4lb7Rb/ltnvQjkkgkkl1G02Hc+TDnfjj10fi/4y84YAXR3uKQPduPPvoIn8+HBhyzbgnObvK1xGIxAOrr68lo3ajEbRoAAoGKigLYWuwc4ZYl5F9//TXTp09Hz8xGCLHLUZL3NUIIGgyTcxZvIn3RMka6LRYNGkH5pOMwO8WSSlEVmizBlw0BAi3bdOJWnFaPIIA0TaXOFAjdThg7TiVeINwU5cuHNlKxqBbNo1M4rz9j57VEo24RRVFhI2zFp+OaWxqsjRo4gZDNgS/Fw6U8ycfqz6nH4pg0L8sampn82Xv88de/Y1H6VYzMGLk3h0wikUgkhwmHpCj69ttvKSoqSrzP8TcmXvc0lZZAUbCwMIhhw0ZUUQnbbCRH42ui3hl1JKO3bab2009JHjWO09aW84tHH8Fnmqw96SxuHZjNkPTUvXFae4RP6n38fn0pv90U4F2rH4vy3KiKgsdlYaORcrKxATk2nfKWBKsBYFaKm4+bghjEx88C3JEQfsukwbTwtLSvCAtbwE/Yk8x7t67CjJicdOtIgobKJ/esQ0Ewek4uVsuV51dSaNRycABn90plrT9MvWkxLzOF/yutYWP+WIqMwTTHTLLsOk+MzscMB9nqDgMwqdekfTp+EolEIjl0OSSnz8Lh8G7V19Bw4EBFJWSzsaJfAVFFJZqaxpzlXzCwrgLTNHn9vns49+NXEbEowjLxfv4+bz3xOMv/8lcikQg10Ri/WbeVmCV2fNB9xAZ/kNNzUvmbE77Nc4CqYgFC+KlosZfFgG0xg9bwiVjwcVOQ8z9swh22mOB1ogBBW9zC46RtvFOa6jAVhZqNPqpWNzHr2hGkFmbQZ2waky/NZ/nLpVhae1mqkKmpZNt0+jkdrA1EuDw3i9/k98GmxP2IJmT1JSbgkRED0VUFh9vDkMlT982ASSQSieSw4ZAURdOnT8fr7bgs29ayKun7THI5HA42ZeYyqnQjYd3GelcqKi2D1qJzVKC55W3fhhp8fh9vBgPcf//9vLdgAfrq5VSUlwOwadMmFi3axSR8e4Dr15fy9+Jy7t1aQ3mWnUCyDY8CummQWhlG7+ZyaC/n3h/nJmhX2OAPI4BUoTHI8OPR25bjN6ZmEXR58VWEcHh1Uvt5aJ0uSx/kJVgfxVcVRjGNRON+AVNT3TxcWs0PKkvIu//vhE2Lfk47MzOSWB8Ic9XAHCalyaX2EolEItl7HJKiSFVVkpOTE+81TUv4D3WHc+tGMLruj0QijC/fjDsawRWLMLKibUoOBXpn90MBIopKqGXpuABMTSMQCLBx6RJyy4pobmzg+eefZ9GiRdTV1VFbW0sgEEg09eGHH/Kf//xnt897e1RFoqz2h/BY28CMopqC0RvDBCyBoWoUZfXF7EkytlwlVek2UBVa06D6NTCTMqnr5K7l1lRcaXaiQZNosG2nvzpuUQo3RxFaPM2HCoRNA6ofxqMYuN1ulloq475YyaZQlPFJbsrDUc7rlY5EIpFIJHuTQ9KnCGDOnDk888wz+P1+vF4vTU09RQiEmCcJAC0aRYlGMdpZmVqdrLujoroUAF1YiQg6namvr+fll19OvE9OSmLr1q3k5eUxefJkHA4HEydOJBjcbtrUXUYIwb1FlXxY18wRaR7O6TWF61aWYo+ZaDEL1QJLUzBRSAo04/O0iclMm0a2XWdjU4C8sq3UDhxEfbuhMICSSHsxGffYCpkm2UOT8WQ5+PKBDUy7qoBY0GTpM8UAWAbER1ZgATox8thMrUvnI6UXNT86AxtxwTQtNYkZ6YEex1cikUgkkj3FISuKnE4nuq6jqup2BRGAmRFfzm2ZJoq+c0PicrkIhUJAPIaOtv3iAPTdupWBJVv58qjpmKbJV199hd1u55RTTmH48OE7ddzvS8wSPF5Wi880WeyP9xe7RsQB345oOVcL0HV8ejI68ThBgnhIojWBCKgq2zKzCO6ka5RQFDQ7HHdDIR/+dTVPn/45drfOpEvyqV7XjM3dcbQMxcmrrtvY5osRxsABXJPXi0dLa2g0TR4blbdnBkMikUgkku1wyIqi1NRUrr76ahYuXMj//vc/ID6NZpo92xyEpsWndToRJYqKit46XKbJka+/weLJR9CcmtqhrIGBgoLWjUyqTUomMGIEmmGQt2YtyZOPwLSshL/TnqQ0FOUXa0vwGwYDnTY8mpNFzYG4sGk3S+a0INxuTZ5igWoZoCk0tc58qSrBFmva9lE6/Js5JImzHp9CsCGKw6tCeTlfquDNciZKOVum5upiJp9PHsaZyzZSGjW5ODebKwfI2EMSiUQi2Xcckj5FEJ82qqio4P333yc5OZmcnBwsK57bRVVV+vTps1Pt2O12YkoMFY1wayZ3TWPJpIn4Wv2WRHwaSABqy3/dEUlOptHrwdvUhHvpEhpqazn7mGPwFRfzyiuv7OYZgz9m8E5NIwCGEIRNi6aYyaZQlHm907h/2ADmFw5IKOHeuoql0hZdWghiiuBc5Uku5366RnbqgUS2+rZ/I74Yb/5mCaGGCO40O3abyaqvDTLyk7B7dBTADmiKSrKm0mBaTPtmHZf2z+HLKcNxa4fspSmRSCSSA5RD1lJUVFTEm2++yaRJkwgEAvTv358FCxYghCArK4vylhVh20NVVaLRKC7chFQbqCrCiqIATamp8ejOLYJAVRRMQBMtAqM7n2VVAZuN7KoqlkyYQFNjI9ueegqHz8+gs87EEoKNgTBDva7vda5CCF6urMepqdxXUkW+20HUFPRz2XlwxACCpsUQj5O5SzaQomuJFXTNDfWoqgqeNnEH8FnjDMZsWASTYqiqhqXuSKB0nVdzJNkwIhZfP7qZCefnUbvJx5LnSjn2upGJGr0VgenUaTYtVOCUrCR+kJHCAJfje52/RCKRSCR7gkP2cXzQoEFccsklLF68mNWrV/POO+8QFVEEgrq6um7rtI9KLaDNsoSCxzLwGNE2raOqcVGkKPHXxP2K7LEY7qamuNjoegA0mw1fcjIRZ3wKaeu0aTTNnUNGRgZfNfq5YGURQojEsXuiqqqKzZs3AxATgj9sLGNFc4jxyR5erGhgVLKbxwrzGOJxErVM/rChlPJQmC+aAsSIuxF5gj7CTk+XtkvSBrOyz0SSYxEssf1+6BGT5KBo9ZtuEYPxUTr2DyMJ1EV45WffsvipLcz41VAGHJmZqFssFErCcUftM7JSuL8wn4FuKYgkEolEsn84ZC1FAG63G0VREC0WkE97f8IMUlDKJ9CdHhTtkp12Z+hxu91dV4nFYvE8YS0iKGq3E7XbwbLQNI2RI0eyYsWK1gNgGgaVubkJC9Mnn3zC2LFj8fl8JOf259elq1goGlm3bh1lw8s4veB0hqUPSwg2wxLoqsJ964rIba7n5/n52FWVJwrzGOZxkuXo6p/0n6oG3qxuJNiib1TiztTVOf06Fmwn5BoGDCWigC1kYpgWwt69fjZt4HepuLoZtJS+bk66c1y39VrRAK+qMCN9Z3yWJBKJRCLZexyyliKIW37aB3GcVjOJKX3KcDj9O92GBQTUuHZsXW3WHlXv2UnaNE3WrVvXvkNtCVUVBaHEnbgty6Ksycedy1bjcrmorKwkMzOTaCDK6hWrmT9/PgAf1TUx5LMV/HZtMc8JF9/lxVesfVbvQ0C3ggjgvDKFGzaQiKTkJMSC8YPJ1FrNO12dzwNATEDMriK2I511VcNSFdTWJnpYoaa3eF21XnC2lmGImIKvjhzJGX0yu68okUgkEkkLNTU13HTTTcycOZPCwkKmTZvG7373O0pLS/dI+4e0pSgWi9HY2EhycjLNzc04Yyl8t+w0cnNzKSkp2ak2FMBpxgh2I4ha0XUdw+jeLTkYDKIoCk6ns0vSWIFAQ6OiooJx48bx70lHkGrTWbx4MR999BF9k3P54Tkn0DykEYBxSR5SdJWy5kZGeFzckB93Fv+mKS7yurO2xCpWck/1Fhy98/BoCs2mRQAnpy/bREi0nmHHlXJewG+Z7aYGuw/qmCkqqGsVQQr0qzbYlqUjAKcC4ZZ9WVQygtV8xixAYUKSm6BlUhwIc0bfdGxq9+1LJBKJZN9gWAZvbn6TFTUrCBthnLqT0VmjmZM/B109MKRCTU0NZ5xxBhUVFUybNo3Zs2dTVFTE22+/zeeff86LL77IwIEDd+sYB8aZ7iVahUhzczO6rmOz2TAMA5dr5x2ZFSASCjFmzKd4vW3Dpaoqqakp1Nc37LCNUMjPsmWzcLlSE87MCIFmWQhVpb6mhg8+/ICU1BRq7Q6cBcMo0lO40udiwT/WcuYf4klP0+w630XfILjxG1bPe57+LQ7Jv8/r3eOxVW8Oy3N8+FTB0Sle3qn3AQohAVk2jcpYVyuR37JAUeN97aRXxq9dSd/GKopyplI00I1FFABLVSjNtqERtzuFExYjQT0ZFCmFOBQNp6rg0VWCMYt5DoFjJ+NCHU6EfD40m4aianz1n+c46qwLUOU4SSSSvYAQgkdXPsqCogVsbNzYYd8rG1/hmTXPcGLeifxk1E+6PNjvax544AEqKiq47rrruPjiixPb33jjDa655hr++te/8s9//nO3jnFI/9JalsXIkSNZtWoVhmEkBFHrlJbNZiMai7Uspd8+Hq9GcoqO0k4lRGggLc2xXadogSAtvYFtdctorDkK3Wqrr1oWpq7HgyWaJo+8+hhpZipZvXqRnT+coTOm0ndwWscGZ16L2whT02zw+/Wl3JiZyecvbuCEn45C07uehZaUTW9XHbVNQd6vb0Y1TLLrKqjM6Ucfh52AFSZoCjRokTe0TfF14yzer6qCzOZ63priApwIOgbG7CyxdBRsqo1KkcP0VC/jU9ocu8vL904U74MZf0M9z91+KkZYI1QbF++1pVvJGzseT3IKQ6fOAOCT+Y+jqApHnfPjeGa5Ha4QlEgkko4IIbhl4S28tvE1LLq/j21s3MjmZZsp95dz05E37Vdh9MEHH5Cens5FF13UYfvcuXN58MEH+eKLL7Asq/uFTjvJIS2Kvv76a7Zu3dphW61hYTrcJEeCxGIxVMNAWBbY7V3qe71e/P741FSrGBKIxMWjmTomZgeh1Ipoca5RUKiqz6K8ZAJuNwS1CEITeEwPwmZjdGEhK1aswMAg1UhGJcirKWlsNnTmlJezUndzjuXCkYiRZAPNRn9nkOEeJw6XTlovD0qnKahXKhuYlOJmuS9IWSiCaVPRQibeSJiIomIPGiwlPiXopp0gao24JNr5P1lW3Gqkqrxx9A/bHSVeJtQUSZx1h30IksIBGuwu0p12kh0mdUabEKqvD+N0hknrpPsOZ2xOJ8n9/UQDOrorgq80iYoNa1EVhebaGr78z3MY0Sj9RhSy5rOPWPXJh6T16s3UM85j4OjtO7VLJBJJex5b+dh2BVErFhavbnyVPt4+XDb6sn3Uu46Ypsnll1+eyFTRGbvdTiwWwzAM7N3cz3eWQ1oUTZo0ifz8fJ544gkikfiNu9ybhqZCciR+cxaWhWYYmJ0G0QL8fn8HVdwqfjQ0TEwMDHRhi+uHdnXbCyIAO050dHRLRccJpgCtzZK1YsUKbNhYk7QGh62a9Ehv+teH8Io+vFhZz1HpXvLdTtpTmOSmMMkNwNRTB3c593drG0FYPF5WS01Lb6JOjajNDVrHZfgd7TUCRYkhlLbjZURD/PneP3PlNbdiKO38j4RAcXt4ouEn0NgSlsCIJ3u1VB2w6GNsJUgyLx8xgTR7xyz3VVXfMXbsWNKkKkrgcLmpWzKAcCQMqgGKQiTQQMW2DwhVJ9F6pa357CMAws1NVDQ38codN2J3uXF4vBRMmca0M85Ddzj2u7lbIpEcmBiWwbtF7+5QELViYfFu8btcXHjxfvEx0jSti4Wolc2bN7Nlyxb69++/W4IIDnFRZLPZSElJIRZrS1o6uKGy4wIpu72LIIoqKoZuI8thQ1PVDhnt26Ojg9LO05i4IBKIDlGtDWI4XA5U04oHQlTVuPVFVVm2bBkAIUIM9Q0FhpLaWM1PByzE1e88nkv1cWdpDb0cNq4e2AtLCEzRsnqrbCnkTiAcLsdmy0DT2mL8PFaYx9eNPlb4Q3jNGH7UeOgAveNN0ga0T+mKUBE4QIm7X+vCR5q9jCt/dyOGGhdEHtFICDeW0FF0HSUlLbGyLluBKhGfjrQBYS2TCzItRvcf0GX8UlNTycjI6HZsD2em5Q7hw40rABUUE1AJVbcKSovO6VRaiUbCqLqNpe+8wZK3X6PwmB+yecm3qA4nat2pjD3uRCmSJBIJAG9ufrOLD9GO2NiwkTc3v8mpQ07dS736/liWxW233YZlWZx55pm73d4hLYog7mx96aWX8vTTTxOJROL+F4DH4+lZ7AgLPRYhEIt0ux/i1qIvvwrw9FPN3e7/y1+ySU+Pi4jG5Ea2ubeRFx4Yn4ayLBwuF5FIJBGA0YEDpeW/ZK+Dsq3FNH79BR8vX8vH42fw8MiBAPytqJKV/iDP5ETgPxfCLxazavWvsQITGTvpal5saOK92ma8qsKS5iAaCgVVpaxN70VIc3fppxGNgs3WIVRAqzO4CZi42WwNRqhtFqIASejEsBTiolBpE4C17RTni6PzmJqR0uMYSrpStWUTq4gn4bWwQGgJea06o1hhQTxBiqBLGmLLJBarQ7WrmGGV8o3rCTU1AvDR4w/x0eMPkX/EVI6+4BJSs2VeOYnkcGZFzYpdrnegiCIhBDfddBMLFy6ksLCwR0vS92GnRdHy5cu5++67mT9/PiUlJVx33XUoisKQIUP405/+1GGOLxwO8/vf/566ujo8Hg933nkn6enpu93ZXWWTtYkVvVYwtGRoYlt3MYda2dln6YkTXRSO1BFoRImiCJV/PegjK0tPCCKAzEAWmXWZWG6REGPebduIpqcTI27RarNmWZQ3R3jVdjLn9B3A5eMnM9IXok9tOUVFzcQ8OZyancbmJDenjn+Guxqj/GDsv3nj/1bTJ9vH2D5uHt1ag0tTKIvEUIGlfQb1eA66MDFNBUtruRTaxVLSAFPRELpJIly1iLulG63Ta51WqMXtGuABJqbJgIzfl9Lyh2gQS3BnCxx9QtR+l41AQVFNMFsTtPTkRKiAbmD6459NfWkJtqQQMZ+dVgG1+duv2PztV2TkDuDEX/yGnLz8fXFaEonkACNshHepXsTs2ViwLzEMgxtvvJFXX32Vfv368dBDD+321BnsZPDGRx99lBtuuCHhl/OXv/yFq6++mueeew4hBB9++GGH8s8//zwFBQU899xznHLKKTz00EO73dHdIVoXRWvo+FQthMDhaJtuai/qWq1JPSOAGA67SkqKneQUhcwUJ6uWmTQ0WJx/fifriAked9yPJz8/n379+pHpcKC1xDZqP70H4CWAaQk2bNjAJ9X13L+1hq0rl7NlySIURWVbOMbPV5cwJjWZUV4Xmubm1N9Nos/QNBY2+pmU6qG/085gpz0xVaiHAvEpu07EHC4s3Ub/WKe4TZZot5JMpdWJui9bcOFrK9dpOsYOXDMwhxNzUnmktGa7oyjpits+ieqQQrGhEatNwkTFQqGOdDareXSxDnUiLogsWtcB9p3YffiJum0lvHbXrXFLoUQiOexw6s4dF+oGh7b/UzGFQiF+/vOf8+qrrzJw4ECefvppcnJy9kjbOyWK+vfvzwMPPJB4v3r1ao444ggAZsyYwVdffdWh/JIlSzjqqKMS+xcuXLhHOrsrlJSUsOidRQxubnNG/vnPf84RRxxBtOWGkJmZ2XFZfUvC957QtDCgtThUKyioRMKCt9/2cfIcLx5P12FtTQ+yYsUKKioqKOvTB8PR8eJyu92Aio8kTNPk22+/ZapT4/2JBRwx93SOveQK/pjfBxWYmebl6TH59HHFlfHqz8tY/Ok2XqluYGaKhwW1zawPRxOZ7g2Hk+Tm2rY4SS0kmTFs0QhNNi/OsIEebZFCCu1iKgEifk6uoiBJNc0gTOiUFy1NU1g+bSRX5/VmTnYaU1I7OlZLdkzlGh/9jSEMqPHiL3GSV9eM0zAJ6g76Rspgp5wiVeLiyaL4426m2VoI1Ndx3wWn8umz/95zJyCRSA4KRmeN3qV6Y7LG7OGefD+ampq46KKL+PTTTxkxYgTPPfccffr02WPt79T02fHHH8+2bdsS74UQCYdNj8eDz+frUN7v95OUlNTj/p5YtWrVTpX7PhiGkRA/rTz22GPk5eXFl/AFg9RWV3eMybODwEWm6aJVNYn45AaffRZC1xWmTI+n2ggoAdzC3e1yfcMwEivb2udbCwaDiZUAKgp5eXnMLypj1rYyPoxBnQUfxxRqBThROKq4jKayGL0LndSURREW/HmonXPXBTs6TwOoKs0pqWAJECa6ZWDYHVwVvJf31GNYooylb5NBWbbWSTi1KkSDAfVV9KncRqxvq3u2IzEOqQh+YxNsWRmfp25dT7ak52GM71+yoxKHFys+eg8zFEJVBKgaNUkuYppKv2gN7dV6XlUDlakeQo7tmYtVFEcMEek5FQ0IvvvoGRa/9Ro5hWPIn3Ecdk/XJMGSnUNez/sGOc67z5z8OTyz5pnv5Ww9JG0IJ+efvBd7tX0ikQiXX345y5cv54gjjuDhhx/ukMprT7BLjtbtp5oCgQDJyckd9nu93oQTc3f7e6KwsLDDlNaeQAjB0qVLqaqqSmyLRqNs2LABIQSDtmyhJjsbX0q7Ka+dsp/F4/AoxIXNF58HOXqWC4dmQyBwi26cmjEIEqTUW8ro0Chyc/t1m26kdeWa7vbwlurmJ2OGUFzXzNqqBgiE+WNuFqf2Tse3volNZdVMmDAcJrTV/yoa4+RF6ygORbFrGhrxXGZgAxVS6utpSs8CYRDyRNga6YfQFLbl2OPTYZaIW4E0jYQvERohm4vF444i6PLSmjUt3qrBSb2yOGVQH7IcNupjBum2+KUVtSzsPQTSWrJkCRMmTOh23+FK9ZTprPn0A6wWMR21txc0ClgKmAZJ4ShNMSdqnh9hqgSrul5vADY1hShBEKA7nVhGDMtsH2JTYIR0EBZVK5dRtXIZMy64lEknzdt7J3mIIq/nfcOhMs6RSGSvGAJ2Fl3VOTHvRDYv27xTy/JVVE4ceOJ+Tfnx97//nWXLljFu3DgeffRRnM5dmwLcHrsU9nHEiBF88803AHz22WdMnDixw/7x48fz6aefJvbvzwtYURSuuOIKvF4vKe2ET6uFpigvD98uKE0FA6VFFmzdalBTY3LkFA+NtkYCWoBoSzhE0c6iZGKSRBLD/cMxYwbV1dUAZGRkoLekcWgVRB6Ph9LNm1gwJo/Tlm1ikMvBE6MH8fnk4eSuWcpX/1vAgMIMjr1oeId+NUQNTli0npKoSXpTLSYQEFZbAEagKSO7xRdI517leqpd2R1PTlVaBFH8TOPO1xp1SZlEXPGx6mvX0YH/jUrnLtvf+XO+lyyHjYBhcvS369gYiDvxzfp2HR/Vdb9CT9KV7IF5HTcYZifLnYo7ZrBiQA71XheaJnCm9uwwGQ21RKFSwIiEOwmieHuYceHVepTP5j9Oxcb1u3UeEonkwOcno37CvCHzOoSQ6Q4VlVOHnMpPRv1kH/WsKzU1NTz77LMADBo0iEcffZQHHnigy1+r7/OuskuS79prr+XGG2/k73//O4MGDeL4448H4JJLLuGf//wn55xzDtdeey3nnHMONpuNe+65Z7c6ubsoisKll15KcnIyd999d4eVZ0II0PUW1+m4StzxoLSPFSNYtSrMwIE2UlM1wqYLh9Vm7WoVRRZW/MYkDGwtFptwOMzAgQOZPXs2zz33HI2NjW2BHxWFhVN+wICGAL8e2IvCJBeqouDUFMaPH49lWaypbOaPS4p56YRCbJpKQ0WAChdUxQwUoCE9BxtgxmJ4/M0E07M6puFQFITV4kS9E2HRW+t6gFRdI2RZ3FNu8NS0Z9umU3WNpwsH4WiJsP3PkQMZ7tn5XHOHO+NOOIlB4ybyxG9/DobRMsXaFh00096PoM0HZiMAzaXdrPATIhGBvCcUVUV3OIm1iKaSXgNIq6skuSUMxXM3/JZ519zEoAlH7NHzk0gkBw6KovCnI/9EX29f3i1+l40NXafShqQN4cSB+z/32fLlyxOLkl555ZUey1100UW7NeO006IoNzeXl156CYC8vDyeeeaZLmWeeOKJxOv7779/lzu1N9A0jccee4wrr7ySu+++u22HLf6UbAKGqmG34rf+fv36UVpa2kNrajw1iBK/WRUVxSgoiPt2OCwHCoJt7m1khLNwWnHznoZCsjAI0tFfo7i4mBdffJEhQ4bwSkMIe+kHpEZSUfwKlQ2NrNtiML6hEvtJJyXqZGfHLTvBSh8pZpu578On12I7IoNsh840dyPf1lRTHRuA5XLgS42HRDgpPYm369v5eKlK2020Q/TuNteqgQ6dLRGjrYqqMD09ibX+MANdHX1aNvtDzF66geFuBx9OHs6opO6ndSTdo6oaab37MnD0OIqXLcbU4p9J62dcZ5QBoOg2hNHOc8yy4tOeeksiX9PsURSl9e1HLBzGX1eDYrMhYjFGuFbRkJMOba6D+Bt2nOxYIpEc3CiKwmWjL+Piwot5a/NbLK9ZTsSM4NAcjM4azZz8Oft1yqyVH/zgB6xfv/ct2Pv/TPcRHo+HYcOG8eyzzzJq1CiKiorwJfKagSscJikUwZeehsft2o4gaiEhIBTKyw0mtix9ViyBpkbxxDzoVjyBrEAQIUqDIrAJT2ItUOsUXl1dHQ0NDfRSNFQzExUVC3h44ggyhUF9SvfzpoN6JXFTv16IlrQhc349jmOXrOMIrwdvZB0XBhfwqHUFAVfrWcIaf9xKptJpHVPC8BUXSIqqkqwpNJmCLREDe0uEawVwqirHZiRxaW42/dqJonuLK3mhvBYLmJuduv3xk2yX5pq4D1x7WWPDRW/3QLYG1+N0uQn7mjqK2db8d2rcSRtnCMJOOgeYaChru7ZVVcPULNSYQq+kSuqJRxhXdBs5+flEg0HsbilsJZJDHV3VmTdkHvOGHN7+hIeNKNI0jenTp/PFF19QXV2NoijEiA+AAmzO6MOy/OFk+xo4smhNj+0YxG9UrWJHBZqbTTye+HtFUTCFg7RYm5BRULDjAKHQ7TogIbBiMezEEpaBIAovVDfy5zEFieWG69ato7a2lunTp2MaFpqusuR/JegOjf4jMrDZVDaGY2wLNxFlMO7UX+BrUT6KsLChsjUat/h0datrcahuCd6oAk2mwA2M8DqZmZnCVf1zaDIMNEUl09710hmb7MatZFEdM/hlXu/tfyCS7XLObX/jsSsvRdF1ws1NAETNAOW+1fEULC2O7KmKTiPtrUICNDPuJxS2s6OIW2YkjM0wGftBPd/k94nnZkEgjAjPXHc1AJ60dC69/1Fs9v0fn0QiacW0BJq6/6ZzJIcmh40ogrgwysvLIyMjg6ysLJasXEVZ0RYAXCLG9E3LSQ36t98GcfkQRicidFKVMA8+GBcAAhFPDttNjCMFBTfbeeIWgK5RZS+l0dHECF8hvRZ+BGMK2ooIgRCC7z4oYfE7JfzgxglsPKMvxw9I5cmyWvJdDlJUCIVNxtVbNPV1EsREA6KaTmtggr42jcpYFDN+0PhGiw5mCQFMTXGzMRjl7UnDEtudWs9LwI9OT+bo9J1baSjZPg6Xh34jRxMNh5j145+yefE3fPHck+RV1LElJx13cgqB+rq4IIK2fHqIFsfp+IrBnSGmqWzOTiWqJ2yYaC4TMxS/IAqP+aEURJL9xuXzF5PitFHRGGBNZYDjB2rUOiv4xbPLuOmkEYzsm8Td721ka10A07S4eU4hM4dl47Tt3PUvkbTnsBJFAOeee27i9aBBg/j4449Zu2EtQbGKfqF+O/TCb412bcfApnReydMiiKz4cvbWGEaatoMvp6KArtHohD6BXvQL98HEorqqCtM0E/WHD4+vNFv+cSnDpvbGpym8U9PIwup1mHX/4dIJdzA2xcO3UT8bN9cSTUonV7VR2s7P2QWc3yeDe7dWYQmBAlidneeEQX+lhrJwP36S2zFh69ZQhN4OO7aWJ7R7iiopDkd4YHjXhK+SXUdRFE74+dUEGhpI75tLZm5/xp84h/svPA2ArIGDSM7KoWT1coxgsEUQmWguCzP0Pb/WikJ5BzGrJgQRwNgfnLj7JySRbAfLEvz82SWMzk1mTbmP/qn1lDWlEbUE0/MzufHNNuv9c6vhjQ3fAYK731tHU9ik/VPd5c8uBeCiIweQ7rFz7uT+ZCXt+aXbkkOTw04UtSc1NZV58+ZhvWJRXlROkiepxySxnYnPcrUzCQlBSmMjvqQkhK4nVpEBmF2WQXfFAt4afRwnVC8ju6QOTBNLCBYsWMCPfvQjIpFIwqN+zKx+iXopusb6YDqX9x7Jqb3SqIjGmGFz8W6yn5uPHMpjFfWEGn1Ux0zSVAhYcGdJNb1tGhUxK2ErMhGkNDfS6Pai6BqFyZlsMDTGJnV0DL9kVTG10RiGEMzNTuPS3ExqowaSPY/D7cHhbhv/p6/5BaqmYZkmaz75ABQFm6rFnao1DdAwQ9sX4K1Rp74Pj//6cvLHH8FJv7rme5+DRNITVU0hLnjsE04dFeCc6XN4f00VH6+O+9JFMPHqVYQNN/9bVd0SPV9BVRQsIBCLOwDEBVGcdKCJtlWyTy2Mx4D7xwcbyQ2VMK2gN1ddcCLZyVIgSXrmsBZFPp+PtWvXAtAn2odAdOcEUc+0JVNti2S9g5whLajA2d++T2pKKlVpPraKrYxoGMHRRx+N3+/n4Ycf5mc/+1mX6J3/Hj2IL+t9zHOcDMuf5xdj45awn4/oS0koSq7LznjTxYJ6Pw3tHIkKvS5iviC1hsAAeilVeG0KfXWVo/oO4uaCfnTHG+MG81l9M0WhCM2mYJDbySDph7tPmP2L3/HBv/9J9eaWZbNCkKk7CNkcNEaCiXhGlhCEItH4ajStzeJjAjVJ6fTy1e/wWC67DbXlWjbCYXIGDd5BDYlkx4RjJpoCP/73tywtqSdkCO7/OMJfP3ofgBtx8jgRStGIWg6MxPS+AYqGpfQk+lXiV7WJW48QNNp+lCLAFkc/tpSA6/PNXDlrCCnu3U8cKjk0OaxF0YoVK/j000+ZNm0aK1eu3Ol6rRKnwxO3otCcltpDjY5uzU6nk3A4HnDPxOTNMTM4vmgBql/F1wRNrjAV6Q1khRooKyujoKCAiy++uNtw5tl2G/N6pbN5+VfcU6Hw4BjBvcWVvFvbzLQ0Ly9U1OE32o6vEb85rgpEGOp14w5GGJPs5tFRY9m27TnCkTIG58/s8dw9usaJ2Wk97pfsPXoPGcqMc37My7f/MbGtItJVyIeiMYYds54kr94lYa9g8w4tRb6AyboPC/C0SyHy7Rsv0yt/CP1GjNqtc5Ac3ky/8yOCEYNgrPU3SSEoUhP7byOcuD6jVrunre34MiawLLx6EyEzhQyXRl3ITDySKi0LER75vJhHPi/mjrmFnHeknPKXdOWwFkXTpk1j6NCh/Pvf/8bj8XSYOrNl2WhsasQTjU9f+P1tU0TdiqLt4Pe3WYpsBAmHDQRa3N8IjRnrv6O3uz9NViUBIDWUyZD6CELA0tVLKSgoIDMzs0u7NdEY6Tad1b4Qxb2mkukOogCf1DWx3h9mpb8tSGWKChl2G4qicE6vNC7rn8PPV5dwWUEWx2emsHLVVeQN/AVe77ldjiM5cBgwagw/efAJnvj1FVixnjPcJyXZSEna/lSaZrNhxrpkyesGi7CvCV/9ji1MEsn2uPLofO7/cD3BHi677TsatAbN7eGXV1EIxrwoWlwQXTy1Py8u2trtsWr8YfwRA6/jsL4FSrrhsL8iMjIyuOSSS/jwww9Zu3ZtInZQuCaM3jI8LpeL5ct7tp7UOGqod9YztGloj2Vcrri3cwwH32aspCbnUmZsWk1SNERG2EdTWAUceIivYlvq3UJqNJXircU8uOxBfjHuF13aPPu7zfy4byb/V1xJP5eD/4zNJ2haJNn0REJYp6Lw3OhB/K2oknS7Rl3MYLDbhUNVeXxUPKWEEAKnsx+6ntLlGJIDj5SsbBxuD6GmnkXRjnCkhTHDMYhtL1lsK/Gb0Hv/up+CyVPRbTtTRyLpymvfldHgj8VXS37v6MgW21tR6VQUIlo8O0GSU+eyGYNICVj8e9k2mjqtn7n3w018U1THRVPzeOO7cv5x7nhUubxfghRFKIpCRkYGFRUVqKqacIrWLAVNdSTKuLcTwM5r82LYDdwuN65ALiFPGSiiB4uSxsS60fibVuA2Yni9UeKLh+IxZUxMFBRG1Y0i2UpGTVapCFR0e9yXxw3GHzMYm5SHEDDyi1VMSvFwfHoKazc2MGJrDOuYHKamJzEvGObu4ko+nzycFFvHj11RFIYMlk60BxM//cfjPHLlpYSadi3qtAKoNgtC3e3t7APXcgULq0MyaIlkZwlFTVaVNVDeGN6plELd0xo+tnviDgnxtn1hg6l//QSnphDpfDinCmGLhVsaWLilgRG9k1hX0cSIvqm72C/JoYT8hWth6tSpCCGw21vmrrf3xe3kO50RyyA/kI8iNByRDBQRf5qx6N7FWiBIMqJogN/vICpiWFj4dB+r0lahqzFSrbjVJtjg47aJN3bbDaeqctKyTeiqwq/WbeXMklVcEqplUZMv7sWkwBOFAwG4MDeL5dMKuwgiycGJbrNzxMnzSMnpBUKgt4h5RVVRbKBo7R392zBb0hiHG5xEm7cXe6idH1zLE70Zi7Hw1Rf23ElIDhvOe3QhZ/zrG2r90USA2J2h49XbsU4qdEqa1BVNEbQ3AFkAWsdW11T4uGL+4sQsgeTwRoqiFvLy8pgwYcLOfTEMDVOJz3+3Ly1Uk8aM5Qg17n+k0WmADQN7hyX/AlVVUYUTEwNFVzBUg/T0MpzOelTDIKJZPQq0hY0+jk5LYrjXzcMjBzJ3/DhGD8rDZwrqM21cesFInHqbuXl/JvOT7Hkmnnwqc359PSN9USYXV9O7YBjjZ88lOT0Hb2oGqmV1vEAV+Ha54JIbFC5u93f/s9213u5aaUkuq9psFC1dtJfPSnIoEWpuxtdQR3Ftu989IVqW2G+fHa3bHYHG9hbX2zUIGmC2a0QFCMQ3ONrNxG1tjHDh419jWlIYHe5IUdSCZVlYlrVTMYUUewi7HsBSuh++wsLChA+R1emJu3dFJVqLkzUojPl2EbklZdhw4A17GV03msraXMLhdBQ9ig0bqt1OOBymoSVB50sV9WwMhMix2xnmdSKEYEMgzCUNBmpqOqf1Smek182sTOkjdKiTnZfP8W++Q+PpJ2NGo0w57WyaqqoINDaQf+T0uBDWtLgFSdEor4bxIwT3Xtv295NTO7fajTOrZWFzOknO6U0kuLuhKySHC1+8+DQfPf04jaFOscwsoyWERM/iSBFWXNi30Nmb6CsM6rqRTa2/ylFz+4thIp1+6j/fVE/+H96h1h/ZTi3JoY6cS2khOzubk08+mYKCAl566aXtiiMhdEzDwqGGsUTXpaKrVq1KvFZRiRIXN4qmUTI4H0VRaHI2kRxJJuJykVpfT/mA+PJQI9XA1ehCVU1sNguvNx5R+vXXXyccDvPjH/+Yzxp8aCqclpPOyCQXNdEYN28qw6koPFlaze/y+zAnRy6bP1xQbDYyRoyisGAYTreHmRdcgif1UexOJ7rDSSwSRlEULGFSXqPQLwdSvC03kx1YD9sHe1QElHy3hFgs2rIkQCLZPsdcfAWhqIF164cdd6i2eI5FNYRluWgvX4SwsMJ+FCOMUO0JS3nHX+TEYns6Sx8TUJ1eFEXdjuTqmWl/+YDfHz+cn8wYtAu1JXubhoYG/vGPf/DJJ59QXV1Nbm4u8+bN4+KLL0bXd1/SSFHUiaFDh+J0OncQ2VoFbAgRpV6vx1RMsmJZPZYWisAv/HhpiTMkDMoyt+GqHcK6wpFYLQLMbreTqWfyo4t+xJLlS9hWVsPxxx0LxPO2jRgxAksIvqmqJWflYk47qyXlg93Gl5OHc9GqIsanypvV4cikOaclXruSU+LRsD1J2F1OYtEwmaEo1U6d8mqYNLKlYCIqe8/CqHWP7nQSDvhBCFZ99D5T5p25l85EciixpXIJJz5Y23FjixBXAcvSUdVYy0KTOFbYzwXjn8OdZG/xgPt+0/5BX5Snl56L5tp+Hsb8TAeba9usQq0x3CIm3P7OWoIRg18eV9Bj/UMNYRg0vv4Goe++Q0TCKA4nrrFjST1lLsoeEBt7Ar/fz7nnnsuWLVuYNWsWxx13HEuXLuXuu+9myZIlPPzww7vtJnJgnOkBxrhx49i4cSNVVVU4HA4ikbYvTuuTh4qGEC4cloW95QttYLSbGoszcMsWSnqnU53swxPztOzTmVA/iSK3l+xQFaqmoWka0WiU2tpa3njnDbY0bWXJuHmc2Kc/AGeccQYA/95Wg2kY5HYK2ufSNV4aK6MOS+C7Bf9l6pkamq7HfeQEqCNGYG3eRE29YPl6eO1DBSFgUiGcciy0+d+3PIEbJtja/NmMcBiEQLU7qNqykZCvGVeSTP4r2T5Pf1WEQfugs22/jfHfUoFl2VHo6D/kTrLjTXZ02Q6giHhWyfgSyhBYNra3Ms1lUwjFRFyEtdu+uTaSSJts0DVG0oOfbqQpHOXGkwt38mwPToQQ1P3rXzS98y7RDRs67Gt6+WXqn36alNmzybj8p/vdL/WRRx5hy5Yt/PGPf+TCCy9MbP/tb3/L22+/zaeffsrRRx+9W8eQPkXdkJaWxhVXXMHMmTM54YQTWJ+8npDS7dplPJYHG/G4LTFiRJSO89FVGRkoNi/9YvFks62CKRAIoIb8GChERZSo0RpzxqKxpp70aDIPjRzIUG9HV8LTc9J45IhCLm53QUgk7Znzuz/QK38wlmkSDYVQdZ268lIqqgWmpeC0Ca48B848ARYuhxfe7dyCALWbFUKKghWLUlNcRKCpcR+djeRgZkV1X9qmuLq7oToAhSRHx1tR92sn43gNX9sey4HqqO6hbUh2KGS0pPRoFUSjenlRAJceb6WnzI2FhsbiL0s5+5Gveihx8COEoPKmP1Fz/wNdBFEr0Q0bqLn/fir/dPN+X6FXVlZG7969OyR2B5g9ezYAy5Yt2+1jSEtRDyiKwqxZswBwfecCP5Q6SkmNpJIkkrqtY8OGKjp+uUMpKUSJElX8uIUXA4hHJIL0YDM+zUdEi5AZzaTl+QcsmDxxPGP6d80/lmTTmZgiPzZJz9jsDoq+W0ZGuhNXcgqhgB9hmvTNgX9cY5DsFhi6Tv/e8fL/fAkuOclNTAnS8vjdIoo6Ll3TbHZMI4a/sQGb07UfzkxyMPH5hhpWb2veqbL+yM57/wQ0N20iSMWK9OmxbHNE0Bzp+KC6stIPQGff7840YqGhsLXSt9N9O9io+9cjNL7yClg7GH/LovHll7H16UPmFZfvm851wz333NPt9i1btgB0m/nh+yItRTvBoxc+SrojHV3RcYvOQRzbFo7q6KjthvTrgcP5dsAwamw1uIQLAZS5S6m3xdMlaGg025oxFbOdFSke6VUcIHO4koOTnEH56HYH3rR0VE3HNOJ3AHeyhtHu2uqdBaapUOMPdtOK1eG1GYuCEJjRCJGAf++egOSgpikU5WdPLQRrZ9LIxK80W8tPp1MFezd3JjNm8clzJTx6zSqevH45y96v7LYtBdC+xyxPe1t8+1/dLQg2YqECZfWH3opLYRg0vfPOjgVRK5ZF07vvIIwdqMl9hBCCuro6nn32WR544AH69OnDnDlzdrtdKYp2Ak3TuPbaa5k7ai4ZAzMos5cl9tU6XXzTfxjdGXoH1pYztnQjvWO9W3yNLNxRO8mxNl+M3HAuuqUj2tdXFKqqqqiPGYz4YiVLmuQNSBLn7fv+xpL/vr7Dck6Pl4bKMnLy8jHCIUCwZI3Cr/4C7X/TtpaD2ylISbh9iHZ/rT8PSuK1ptvRbHYc0lIk2Q4//PunHFH5GcfUfrLTdVpzxIYtMEVHVWPXYOFr26gq8jPnl0OYec4AliyoYOPirvn4BB1jE3XEorP3ULjdawPom+Jg6sA0cpLtpDhU6oMGZz3y9U6fx8FC4+tv9Dhl1hPR9RtofP2NvdSj78d9993H1KlTufXWW0lKSuLxxx8nJWX3w9BIUfQ9mD17NlecfwU5fXMS21KjUdJDfrqb087yN2GzzIT1SEEhJ5yOT2uiUWsE4kv27ZadUm8pffqsovXpfNKkSaTqGoNdDnQZdFHSgtPpZMVbr2NZXUNGNFZWUF0cNyOrmsboY08g7PdjmSbCEgwdGJfeT74BlbWwfD289D84cXqb+5BqN3Gkhon/NKh0vq5H/3A2+RMnk5ydg0TSE80hg4WZ01mSOaPDdo9Nwd3BCN59iMbOv3iBoMmar2qZdlo/svp7yBuTyrgf9GLjpzXk2nTcNhVd6VjPa9dIcXW2uO/IJ0ZQ1hTmq+IGhCVA1eiV7KDaF6Gk7tCyFoW++27X6i1fvmc7sov069ePyy67jOOOO476+nrOO+88Vq9evdvtSlH0PXHqTm6/6HZuvvlmBg8eTFZKCkNqyjqUiX/tTLRWHyHiQRwjRBBWgOzGJlLbfVeTzWT6+/vj9+fgSrGzeVguVlYqqqLwn7EDGJMsl9lL4uRs3kre4uU8fNl5iE5m7xUfvsuiN1/p4Ay5buHnLUHywOuG314EdY1w80Pw5Otw9CT4UWuuYwFWVCPS7KCnm8eyd98AIfb7KhTJgYtlxZg5NBPd4aBO7ZhKJhATBDvMvnS9jjQFDCFAC6B5NgAR6spCmIagV37bSrZ+Q5Io2xrAGTEJxiwM0XrVWkAAl12jqYvjkEZrGMjur/D4d8qhwYjeKfhDMZpDUbwOjXRP15h0BzMiEt5xoT1Yb09z2mmn8bvf/Y4HH3yQhx56iIaGBq699trddgaXomg3OP/88/nVr37F6aefzrRp0/jBD35Ar169SEThMLQO3zw7dlZnbSM0rpxx477E660DTFTV4PrrriclZTyBpigD1pfx+ocfYVomc16fw3fV3+2X85MceBT++S+sHpZH2O/nq/8812HfjPMuoapoE+898gAAwrJIHdQESpt4GtAHrr0U/nkT/N+1MPeYdovMlJaYMBYojhhggRalvW+ROzWdkTOP3bsnKTmoWfbdxaiBZ4kYO+s83Sn4YmtcUSzi155GoCmG062h29puWTavhmEI1oc6+S1pTaBGqfFH6WltmQWYXq1jmqaEI5MgYsInG2vJTrYTbFnOP+eBL3jzu7KujR2kKI7tJUnZ8/X2JrNmzeLII49k48aNbN26dbfakqJoD1BYWMhxxx3H9OnTufzyy0lOTsbudFGcV4A3Ob5STUVFxWCSNZ6J6eN5bd0QyqwWXyHLjsNhZ0jBCi69eC7pSUmk1DSgqRoPzHqA0Vmj9+PZSQ4EhBCIWAxF17n0n0+T1rsvQybHkxgb0Wii3ORTzwIgEgpRvGIZRsjWzSOxSFiPOtK2okdEbICKIy2CPbmt/WBDHR89+ciePDXJIcbQgpu5/ITfY1hgb7mk2lJ09JQmuz0WEEOYSZiBYdg0FSNqoekdb1et7wPhTlPJZhpYaS3tdI5OFEcBNL/ZJsdUhcjUbITNhtLutljZHEVYUBuMsI23Gd//0InN5Ro7dhfrjdmzHdlJDMPgq6++4ssvv+x2f58+8VWIremwdhW5xGkPoygKv/nNb/AbJucu38yFhafy1P33EYtFGThwITW1E1HNFQTTbKjVTpJRUQfGY3j07tWLnJx+5OfnJ9KMFKQfPhFVJT1T+9BDhJYto/9jj+H0ehk581iWLXiL2tISTMPkwjvvQwjBF889jXC62Lp6DXqskWioG4doS/SYZDhBy30rUts1/IR7DzgzSg5dvN7BpIYDDMrykOKyUVrRRE5MsBIABZQgiB25BLTdmmKmim4Ds5PlqfW93m6pWqbHhhk0cGhgdIiG3SqQaO1FgnhkbYHjs0qUTjmURWthNYI3dTNJnl1JHHJgknrKXOqffvp7OVvbhxaQOnfuXuzV9rniiivweDx88cUXaFrHbHjr1q1DURRyc3N36xjSUrSX8Ooab04oINth57e//S2//e3vmD37RSLhFJZ/N40RRRPoH+hPVu9sZg6fiaIoDBlyPU5nNnPnzuXUU7tk6ZQcxqRddBE5N9wAQMXNt9BrawWDJk6msaKcCSfP46lrruLdh+/FMg0UXcfp8WJ0SlUTz1/cURApPYmj7fgMpWT32t3TkRziDMj0cNUxgzl5TG+GDEinMuFdLUB0vuYsUjQLvc1sQ+cpNU+qg0jQ7CCMQs0Gmq7gbOe5XReI4XEoRMwgHRcLtD9mDPTidkeP0zrLbO9wrxXxHZabHP+vueOtYg4VFF0nZfbsHT8gtaKqpJw4e7+l/NB1PeFU/fjjj3fY99xzz7Fq1SqOPvro3Y5VtMtn9+qrr/Laa68BEIlEWLt2LV9++SXJyXHz4u23387SpUvxeOJPBA899BBJSd0HPTzUUVUVh8OBw+HgmmuuIRwO89e//hVnoDdT+v+QiZPz9ncXJQc4uteL7o07mXqmT6eqaCPlX3/BsOP78ulzDxKqC9MrfwgTTprHp6+8RPWWjXhdCq7kZHS3F391JQKDzjebzs7aO4PD5Y5P20UiRENBPGnpe+IUJYcYy8uaePqrYo4qyCTQut4eFehsvVRoMrfvuJ+R60bVFSq3BOhbEL+PlG/2k9XfjdouKJEA6gIGKDEgSmvE7I7o0CXeXJxUl05jyCDFqdHUYVrOwuas4IIp+2fqaG+RcflPiZWV7TiAo6qSevrpZFz+033XuW645pprWLx4Mffccw/ffPMNBQUFrF27loULF5Kbm8stt9yy28fYZVF06qmnJqwZt9xyC6eddlpCEAGsXr2axx57jPR0+YPZGafTydFHH41uORl7VP/93R3JQUasdCt9Ro8hSVdJGwRFCx/G1TeTjNz+rP3iE4Rp4I8YODNDVFcqCJoRpomiKKi6hmnE4j5FmgZm1x9CX6Cjj4anlx/VZeIrik+bLX//HQYfMYWtq1ZQU1LEadfv/g+R5NDjDycOp7g2wNebawnGOvkRCUGGW6UuZAERuhcvbdjsKkMnZ/D5i1uZdcFAgs0xln9QycxzByTK6IoSX7UGLdNz8dViil6PI/t/hMvPJJEjzczu0L5Lj0e4bgwZZHtthGJWizdS3LVBdZRQF/MzKjd1t8bkQENRFHrdegu2vn1pevcdouu7TqXZhxaQcuKBkfssJyeHl19+mfvvv5+PP/6Yr7/+muzsbC666CJ+9rOfkZaWttvH2G072MqVK9m0aRN/+tOfEtssy6KkpISbbrqJ2tpaTj/9dE4//fTdPdQhxe4mrZMcvoTXriNlyBCyJx9JY3UV+WOnYnO5GTnzWFZ+sACnXadh6xSafCso/ay7FAjtn9q7x2W3JV7rDjvNW3XiNy0LUKjctIHpZ10QF1gSSSeEELy5vJwbfzSC+z5cz+vfdYo+rSjUhQQodejZH2JUzcOJne0t9p56Wj8+f6GEN+/bgN2lMeHEPgye0PbQbbRbPKDRer2C6ipBsVexPdEVa/ccUO3vek1bkQFcOWnE9k75oEVRFDKvuJyMn1xK4xtvEvruO0QkjOJw4hozhtRT5u63KbPuyMrK4rbbbttr7StiNxf1/+IXv+D8889nypQpiW1+v5+nn36aiy++GNM0ufDCC/nzn//MsGHDum0jEomwatWq3emGRHJY0lRWypq3XkYEA4wtGM3axmp85aUoNjsiFu2hVutX/vs99cXdVi10r8qoUy8jpdfuOTRKDl0CMYurF9Tg0KHRHyEkbNv1U2uPGWrmipkv40nuGOMoN7SNKDq1jgws1dZDbQg0R/jnp6ejueIzF4qjFN2zhVj9zB7r7AyPnZRBmqvn4+4qhYWFOByOHReU7BN2S/41NzdTVFTUQRABuFwuLrzwQlyu+NzxlClTWLduXY+iqJUD5eJYsmQJEyZM2N/dOOSR47z7BAfns+m9twjX1LB52beEktyoNhtWiyBKCobxhKJUZrRObW9PEHVO79EdKlZYJ8k05GfXCXk9t2FZgh+WreSVbzZzQenzPNP3dKL67gWhDWpuYooNU7e1D73V9dg2peOi/0g/YpGOybVtaltakR5p93WY2D+VH0yfsoMK3w9pDDgw2a3VZ4sWLeLII4/ssr24uJhzzjkH0zSJxWIsXbqUkSNH7s6hJBJJNzi9SThcbvSsTJQh+Wg2HSvWZv4P2XXqve0cW0Xr/7ozEG/faKwIQAgsw+DbN19l5UfvISyLSDDIG3ffQSTYXVJZyeFIMGby6tJtmKqdZ/qdHRdEVmswxl2bnKi3p+OzJaFYkLodi40SE1iOtltbd0eblt+9r6tdhcGZbjx2NbFoLcmpc/LY7qahJYciu2UpKioq6hAT4N///jf9+/fn2GOPZe7cuZx55pnYbDbmzp3LkCFDdruzEomkjdfuuo3KzRvI6Nuf3JHDKdv4GdHmZjS3wIwogIah6x2/5ULEf+wVC4TWqcWenpFM0EU8QnuLhSkc9PPev+6nsaqCDV9/iWkYiG7ysUkOT7wOndtOKeTaV1YSVR3xYIlqDAMbPU/b7vxKyMZOUax7pzioaIpAS2olK9eNVd7zFf3Jxq6JZAFOn5DLxxtqQAg04Oa5I/jPkm1oMnjNYcNuiaKf/OQnHd5ffPHFHfZ13i+RSPYcvfKHYHPY2bJ0EdUlm1FsQYSikDKwCSOi0VzcTZBFVUW1a1jR7tMfdI/SNVtCS3DR79ylZM2diGdFPZq+5/0tJAcnZQ0hHv1sc+K9AAwc5Dp1toXbX0ztp2wtFAVc2s77utlUMCxaBFFbm0rYAk2F76nTF6yqpE+aG3/YYERfD+dPGcgFR8qQKYcTUv9KDgmEMGls+g4hDh9rxZGnnc1Jv7oWm8NJxO8n3GCBolC/Pp3m4pR4soRuArNZUZPuntbTGv09xCpRSSxlhniZlvUZFf/9HEe/LE6++jpszgMvJ5Jk/xAxTCyr6w1mustJq2dpfF/7yS0dIXRC5o6n1zQ1fi0K0Xl6LL6EXi8Lon7Pn4LeSXYGhkzCoSij+6aS5LTt9yXokn2PFEWSQ4Laus9YuvRMvl20e5HAhRD4/Rv3UK/2PkY0im5vl7273Y/4mqGTeHbeFWBZ2CNRFK3Vn6N7v45mj7OtviNCd9MZmt2g76QKHLEoSZnZjB8wmXlD5u3Rc5Ic/AzK8vLeb2aS4uo4GfFCg5+NCngTPj+tUac7EvRFCTRHOvyF2r1ubgwT8UVpbmpfJkygOULQ19OqyzZaj9he8lT4oixDYMUEl80cxHOX7VnHasnBwYETfEAi2Q2yMmcxatRjxGL1+HxrSEra+ZgiphlGiBiKYqO8/DWKiu9hVOEj+HyricWqyc//7ffuj2UZNDd/h9s9iEi0miTv9lde7iqBpkYURY2LmYQTdZyR6xczuGgl9miM3s0htFMbqVicQajKTXeWItPWlorB4TWJCQ0r2vGGpdgtbBkWEaeTSG01J/362r1yXpKDn3dWVqD7GkFzg6KiKXHLjinAbdcIRrr3IVKdXp5eeu4O21cApwohC9qEvpZoQwV+VJjNW6uqu9S1AFUBm6oQMQU68Zk2t11F99jom9ZNzkDJYYEURZJDhqzMGXz9xYlEq8qYcdoK/P4N6HoqTmc2wWAJiqLgcvVHCAvTDAAaa9ZeS03Np0CAtudHi6XLzgAUVDWJraXPoKo2CoZcT+/eHa0iQoiEib24+GGamleQ5C2kvOIVIpESPJ7hOJ29GDvmsb1yzivef4f0vrlMP/Vs3n30QSxVhdbl+IEQqmkQddopcdpggRfMdtNgCUxac0SpaFjEiNTF0yDUe1PJranBoyjUOHUMv53i9/oxae5prP38Eyo3bqDP4KF75dwkBzczCrK4cWovFoUcvLC6jgEZbsobwwhhEYtZjOufyuryRsKd/NUURU3EGNoRuq6gGd1Pt7lsSlwQqY0omoFbySYQjQsxBcj06HgcdvKz3LjX1fOlo4EzJ4/jt8cPRZee1YctUhRJDhpMM4JphrDbUxPb6uq+ZPOWvzFp4msoikJSZT8iKxpZO+I6fL61pKUdidc7nLKyZ7CEid2eRTi8lfJANW582OiY36gtgWTcAdSymuN7LFi59nd8u+7/2TvrODuq8/+/Z+a6rGuy2bi7B0KQUNwtgUCwQikUSoEv/RUpbWmBAi2FtmgFdy1WoLiFJMTdZd3l+r0zc35/zF3NbmST7CbkvHktuTsz58w5c+/e+cxzHvkjfVKHMHr0w2zc+CfKyt8kPX0a48Y+QV3d99TWzae6+qPmHkOh7eTknLjLub1bWc/KYIRfDchvs3170VNkZhyJ1zugw3bZ/QdhfPI5gTfex+yf08axNOrUsKMTxwGKQHOYGJGmiLPWWa1Vq+6lYWCqArshSCR9po30LBKNYRr0MGoigVA1hN3G6i8/RdU09HhrB1eJpIU0j4PTzz6Kk3SD1377IRurWlI2RHSD4Xl+lpc00NUQfYBwJ4IIINRUWkQJgrOSULClUKgAeqdZIs1u03hfjfPjacM5dniuFESHOFIUSQ4avvl2BroeYOYxaxDC5OtvjsLlKiAWq2fbqm+Z/8a79D2+GOegETQ0LsfnG08wuJ7tRc9g1VfykeJ3EolU4yVAR6Ep6emHU1f3dYfnVwGPWU1dfTVffn04iAgA9fULWLfud9TWfd62QRRCFaksW7KBAbtYgUu1aWTY2ofIQyCwCo+nX6eiKLf/ABIXnE/DlI3w6Qdt9umtosHsKVHMNlaiJuFnvU4LBGnwekBV0FWNXsNGULp2NdlFG0loBqg2cmMGVXaV3P6DOOPm2/CmybqGkl0T0U0iSfGiAhk+O05N4bkFRd0zAKMAEWybfb0gzUVlIE51KM7YgjRmTS7kmKE5nXQgOZSQklhy0DByxN8YPvxPyd8U4vFywuFNqIrCpsrL0MbMoz64jtrazzH0AI2NluUGmsRBkMbAAkyzFhsGdmVHE73L2QuwsSCosT6iEE7YmmumKiaoOhAGISKYgE3LRtNSiMZKGTbsXtJSp9Kv38/xeoeh2B2E600aKhtYt+5OEokAAJFIKbFYDUWN29BN62bRP/I2R3kq+OPmUt6qqGVBfTA55/vJyjy6zRhjsQq++HIi4fB20vN6MeTwI2mMRzls1oUodjuW2LP6daSFSenbgJYK9bG05lD6psx0il0H1aA+xYfQWuKBAjXV5ER0hhVXgbCEVJlTwxuKkpaWji89k/8+/ACfP/2PLr+fkv1DQyROQ3jXzsbdRYrLTr7fev42gepggpKGro1vSLYHhxrZ6TF+Qlif4nY1zLR6cFlpAgozPZQ0REnz2HHYVCmIJM1IS5HkoCEzcyoA5eXv0dC4mCmT32XFypspL18FGISNregNVlbaBspA6BAE/DQV7mpHEDDw+1XUZIhvWfkrAPR2gFP1saUuk+GZ26zDFSAO2JoCf+F/xlj8Ri2Taj4lFmsgEllPbs5ZjBv1AktWzKbvYSrh8FcUl3xFccnTzWdW1VR+Zd7OVYNsXNanF42Nywl4/JRGU/hPRT25ThtvTRjSfHwsVoem2bDZ/MTjARyObFTVTW3tPMqK3ycY3c6MYy5l9QdvIWobrEgyFeL1LrzZUaKbfHjN6I71pxJ2bF6BHoK0xjD1fjcoCoGqSkwMnC4HoFI8Zior0vI5+6v32b5uNe88+EcijY0ccf7cffDOSvYl1z6/mAyfk4fOH9/TQ2nmtauPYPp9nwOgqp1kfuiEvukuiuqjmAJqIwnipoLHBuEdUm1ZxYpjpovzh73BS+vPbLVPgGnHFfZjKnG+3VRL/ywPt58ygmOH5+7V3CQ/LKQokhwUCCFYu/bXmCJBbe3XJBK11Ncvorx8DdlZJl5vCEHT06e1NKTEQKtV0HNFy+Z2mqChQVBfn0Fqatulq94OEARJzwyito7fbVO+SWUy83GiI4Rgy7zNpPVX+OjRZ0jLf5PytTrjTj6KtPxM6uvn0dp3wjQbuI3f0bfhBD4rWcuMKW9Quu0Vfvr4NZxzxTncW5fJJ5+ehbXsl2wX01DdThB2FNVkyT1Hop0wBMXhJGvSctZs+hkDZq9A/1xhxYY+WJE4KnUbMkAIVGFadyRFac4zNG7UiSxZ9SEejwdCETzRBGG3FeI/8oKLKV6zgk0hHydNncmxb7/EtPsfZMFbr5DWqzd5/QeSkiWfsA8EIhtrqXt/M+knD6AiEOOyw/r19JDaUBmIk+HWqI0YOIAo4HdA6+h5ZzLXom5af2oeh0okbuJ22hACXDYFQzdQcDULohyvRmWoZRlcI4pLdfNJyflAwsqkDQzLWMNFI17h15/9H7qqggZPzJ3E4Fx/d10CyX7i3nvv5d///jfPPPMMU6dO3ev+pCiSHPA0NCymsvIDamo+J6E3oGmpCKETDK4ADDzeOtLSW+c7cUCTQMoCbBqd1/syqa/v5MTCCtvtHBMfgaZDUe02svOn4D66nvxeM/F7K4h6nsNujsXvn0gotA7TDDSPz0uQyqrXWco41n1xPgOjy0mtsvHU9iJ+4f1Xcg7WmIUA78cG0XFhzN7g1vrhXlgCh/updSyi5Js+OP0NFI4uJHTERrLrsoipLhqrKpKlPQzr8ggYt6mCtb0ziTqdLFn1AS6fH1NVqPe6m+cyf8x0hoXDBGqq2Ojsy+KlSyhQYpSsXUXhmPGkZufQZ8ToXb95kn2OHomjl4ax5Xgof2wJ1LQoi5p/ruLfqPDsBoJnC3xT8nfSU/fx6vfF2LUEoBDTSrClbEFvnNHmmJgJNsWy9I4uSCU31c3HqytYW24tJcd1gdehJv8irBD8ypBgcNomNtQPRCWBgZNGQAlZS2cCS2jV6mP495ICEnYfYImuPhky7L41pmGy9rtyyjc3YCRMNLtK3oBUhk3LQz1Anc+XL1/O008/vesD94ADc6aSQwIhBFu3PtLsa9OesvJ3mPfdSVRVf0V1zRdomhewkUiUAeZOaku2evy0QVeLUCpKsgiqvuvmigKZw+pwepyonm2UVv+NghF1+Oa7CQXXEo1uJyurKQpNBzS2fNibYLWbcSylkFXUulKpugLqPAUszrwbM+7BSGhUKoW8VXImWlEK/pWp2O25hLaPpfiCQgYe/lsKomcw4EuT9GyDcN1GvIlChntXkt+/L6fd8CvSVDvD1UZGbK9FUaD4SAfOoRFrUobBwK2l2DU7qmY9Iyn+VAL+VMo3rUVPJDg7Mp/s9d8RCTTy7esv0mfEyGZBtPbbL3nrvt/v8bWVdA0hBE//czF3/WMBZXfNbyOIyHG2OVavidD4WTc5M++CqKGT4ggCAtXRiBEemMwv1BZdQNyERdsbeH9FOWrSounSoji0KDXhFquQnuLE3yvClaOfQcXAxElHebIF4HY6mJ43kEePHMzcaYU88+MpuOzSJgDWZ+r797fw8l0L+ezZtaz5poz1CypY800Znz27lpfvWsj3/92KEF2PEtwfxONxbr31Vgxj31YxkJ8KSbej6wE0zUcisYTa2m/IyjoBu90yY8fjNRQVP8eA/j9HVTQika3oeiPRSCkCAyFahYAnLR/7i6bvACWBpWN2WcUiQSLegBA6KC4qtrxByjIb2uH5GHW1VMZeTX5nW4IuZ2w57lQjWUQjTha1RHCzQR3GYZqGw5GLpyqFSE4B0+dF0DJM7GtU7KcNI+KeihJJEHr6XVL7z6A+fRNHn/ck1eUfU//4kwRmupg4dgQliypRbBoZkxLYthrgTKPalUnhaC8rthThMEwcKSnUqDYcChSMGkcs2Mj1WpSySISRR82ksbKSI+ZcwrIP36d0/Rr8GdnNM+49bCSL3n2LJf99h/EnnbY/3oZDGkM3CH5XimJAYFkFojTC0ZggXFh5FBS2B9cTd3iYevaJ1HxVyntGmHNHF+B0O2AP6ojtLxoCMT5YWcE540eRWxNi2XYbRjxOjAQGdpp8gTpKKBpNCqcLhr1GOiZfrD6DRYqOnUzMsE5jyMP/q7ga0ZypvXVfLc/8r/10Oulea1n4pP0624MLIQSfP7+W1d+UdfpdWlsaYv7bmwnURDn6wqEHTOmTxx57jK1bt3L44Yfz7bff7rN+pSiSdAtV1Z9i01JwuXJZsvRyBg64iVj8dQYMuA6fb2DzcfF4NcHgasLhLZSWvY7NlkZt7ec4XXkkErXoeru8OJ3YOgMBhUcf8bNwoQOnUzDz2CiXXBJC2zHqfacIAFfSYrRLNGrrPkdVM5ky+VW+mz+Tuit10IvYrhTQuzGMltbi3+TNNcC0AsLsGkTx4PZO4Z4+fXikqJIf5Ywn7ZntkPsJuZ5jMI3pxGMbyG48nRXhOoSyja3hzykI3oap62w+8ngcI0bAgi30ip5AanY/MsblQm4BqWkfk3PKTDIXbuJ/X/2Po8/8C7Y3LyJl00ZiP78aR9F23Dl5eP1+cvr2pbakmMv/8hjlG9fz/sN/5qVf/5KrHn0KtdUFXPHJh8RfeJmRM6YzYPLer+VLIF4aJL49gG9aPiJhUPbrHb/snahNAYEAxBQIJQI4srz4zx2M8vEGIu9uIfM3h3fjyDun6D8bUBMGo/uk8fuzLAvjzx/7lLe3NkWJmdjQ0XHRJ92FEFBcH23Vg8nza2ahAjahWU8rqsLYXB9rSgLoZGA9tTSZnhzJuIooJ47y86dzjsHnlsWKO2LRB9t2KoiaEbD6m1L8mS4mndSvO4a2U9auXcsTTzzBVVddRWNjoxRFkoOPjRv/hBAx8nJPY/y4f9PYuBKn4zRyc09pc5zPN5SxYx5n6bKrqa39ClX1YpoJDKOu1VE2dizbDq1z7zz8dz+1tSr3/6mOhgaVe/+YQopfcO554Q7adYyigKIkz7VbD0eGFeRi1lJc/Ly1Kfllk+2pJCqceBUnDcIkVQk0P9RqqgOPuw/OF7Lx2zYz9E8FlOku3o5ex/brGznX8SkNuXOZXrYd7A5C87+jT0MjFZ9X4w4JAoOeIXXddsjIJLp4EYamEVm9mrLf3YleX492ztkMvPom6l9/A/fW7cy99yEiH39KzONizfhhjH/sXww5+ViiNpWakiKOveKa5hn9589349BUVJvGF8/9m2MuubJ53+Yl31OvJcipr2GcdLjeJ+jVERKlQWrf2EB4c02nxymAKSxL0WDvEHAqVD+9Ci3FyYXjcghsP3BC8uNTc8mvqOacCVauICEEh08YxHtbl2EQB5zo2HBoVlRaKG4wqW8ai7fVA2AqBnFTMLZ3FpuqQoxPt/HGL36EELCsqI7ZT3yHy6FgV1RqwjoqOq4sG64EPDj7aFx2KYg6wjRMNiys2H1ru4CN31cw4fjCHvUxMgyD2267jb59+3LVVVdx//3379P+pSiS7HdMU8fvG0wkWkZ29ilUVn4ECExRldwfZ+OmB8jLPY2UlJGUlLxMQ8NSwGjOKN2WztaQW/66Fy50cNP/NdKvnwEYHHNMjGXL7Jx73h4OXuhJL+r2k6KNxb85DaKw/ldc8q+WB1cFnEocVXGCsw+O6BbQNZRiA0daDv2n/h+1/3kWvXEF/W57HHskwsl//B2eO3/PC/94jIpEHNuF23BPHkO8pISq++7HOWUyqastoZjQioj3y6U2Ab3qoghTQ9+82RqXAvEVj7FuylM4bziJyIfvs23TOoLlZQw/6xzen/8FdYW96PefDzC8Xga98w5un7WUWb5lKx+MOZpfvvY0+b/9LeVV5W0uwYgjZ/J1SRFTZ++6TpVk93ANTseW46HuzQ1Qm3QWTq7jtl+2UGhVZiYh0DJc2NKcaA4NZ+8DJ6pqZP8MrjlmUHNl+2jC5F9fb6Fflo9N1dZDil0Fl13jZzMHsnRbPdWhOIvvOI7T//Y1Pz22D241hfw0P1P7Z7B48WIURUFRYHzfDJb/9gScNpV/f72Zt5eWkpei88C5hXi9A3c2rEOetd+VU1sa2qM2NSUh1n5XzojpvfbTqHbNv/71L1avXs0LL7yAo3Ux7H2EFEWS/Y4QBoYZY9TIB1n4/RkIYeJ2DyAarWPJkkuJxioJh9dTUvIChx/2CZs2PYCeqLai0Z10YKXZ9aNNSorgs09dTJgQJxRS+f57B4cf3m7pLQZ0oLlMHVwrITIGMEEzsQLGWtPOBSKMkwhO+nh6E4muadlhAFFQ/ZCaOhmH3UtIjZP7t3RiiWIG/PM1nCk5aFMTNNg+pcj8gEIxDHtBb9J9Hk49/SR44Xm0119k8dCBjMvLI/WMMxB2OyuLygg5nIzZvB5DKaW3ABMdrXVSJiHwfaegizgLX19IpM8wGnUHo6qrifztEfqdczK+VZ9ji8YIKVDyzycY+stfAfD1vx9lrDebSe9/gN3pJKexgWgoiMtrRfAMnDSFL577F8/+8np+/sxrB4yvwcFIw0db0euiRFZVQ7zt51sXAlWA1so/SCT/U5reZxOia2tQFJXU4/vjGnrgZBt32jTOmtCSUdrt0PjgF0dy9/trKJu/lXBCkDDBp6ooisrCbXWM7ZPGuY9+w+BcP2ePHcFtb65kSG6CbzdVk6nHmNiqf5fdWtL98YyB/HiGFEK7S/nmhi61q9jS0GOiaMuWLfz9739nzpw5jB+/f/JwSVEk2e9ompOM9MPYsvWRpCAaRiDwHTCG2rqW/D1CmMyffzI2ew6JePWOQmQP+Nm1Ae6/P4Vzzs7GNBXGjotz0dx2T0V2rLxDdW03R3UvvtoIKCaKDZrzHilOhFCAaIsgSoASseNPc+I1G4lEm1SWE0QMVHDEU0koMYKBJYyO3YHZz032822XDfMmns/D/qksqlhORqyK5269FYC+0ydxljOdxYEoRy5+imuiH5PxxloA9D79GbN5vZU+SYCCQEVruVECCgqJbBMjxSCrqo6C9cVogHvSJBJbNjOqqJpQrXUBUiMxxDvvE59zEY0ffMiYihrGbltKjR4l7/bb+fzpf2BzODn+quswTZNfv/I99sp60uyC52+9gYvuebDrb9ghTmhpJWZtrMNvZJui7PBgoKAglLY5SV0Tc9HY8dgDEU1V+PWpI7jxuCG47Sol9VH6ZFhFiF9csI23lpYyONtDYYaH//fact5eVoYALprah4xdBjxIdgcjsQcZNFuhx7vWbm8RQnDbbbeRmZnJjTfeuN/OI0WRZL/T2LiCrdv+gcvZGyFMbLb05J7lbY4rjUXxaxF8ei2oENGtFShvFz6lpaUaAwfqXHhhiHBY4ZFH/PzjHz5++tNgy0FW2NcOeFxhwjNFq11Noq2D4qcaKG4HNpsP98ZehDxFuPoNwe3Ox/ZOKYlwAGVBJcYfphCMb2D7o3egTelP5uDjABVVtSYX+PxzJi9cwmGDhzB5Sn/ipknCFKzfcBfer3K4Zu1a/KecQOYHYNhNlITC8KItzTazpixMHd0P1XIAhf61LaLQqKnBPWEiaWeeSXTTJoySEqufqio2nXAipKRAIIB58w0UVVeTBxx/1c9RVIVoaSnP3X07W73jGeRJwa6EqdyymepnniXrYpnhek8xQglLEEGHrnKdWeDU1u+2U0UJ6qTPGb4fRrj/8Dqtz3+TINq48T4m5WawsiSfmcNyuOWUkfz4qYWM7OXnlycOZ8bgLBYvXtyTQ/7BoNm75hdkc/SMP9Hzzz/PokWLeOKJJ/B6vbtu0EWkKJLsV2rr1vL9979G08qIx2sAhbq6Tzo89t0GO73tJienWXcGZxf/9kpLNR5/zMdTT9eQlWU91fzi+kZuvTWN2bNDpKd3sPzWRlHsenmu2aVIBaEZ9OlzCfW1n+Dy5WMYAerri+iVNg1qN6CnKNSFFqEoNtLvvRGBycpVN2E3U8hZMoS02bMo+/UdDIlGcYwdy8LDp/NGZR2D/vk4eRhMCq1l8tqVpEYbEQvXIjRr6USz7AKYiGSteyU5+pZCrwBGNjT8WJD3bD5meS2e6dOJpjbgOvFISn/xf5CV1SbLNYYBdXXg81E9bx7Eonx86okcdsedeKdMYetPfsL0o2bgCRRRI0KoNjuapmFEI/zvib9jczo45pKfdO3NO4QQuolpmNR/tKXj/cn3Udkd048w0bJc1Dy/BnsvLynHFO7LoXYbmVkzue44uOO8Sc3b/nXp5B4c0Q+XvAGprPmmrEvteoIPP/wQgJ/8pOPvlosvvhiATz75hIKCgg6P2R2kKJLsN1at/n/U1KwhHt+M2w3Weliw0+Mvz4xbN/lkNQp1d0VROzPJxo02fD5BdraJEFZCuEGDdUxTobJSIz29o8i1PcMSIzY8zmymTnkPEFRW/IfCwp9RX7YQ2yeVeC88loL0X7F06eVo8UqGDr2TvNxTmPfd8RQW/oSUuv7UfPIQGRddyOAvvyD4+edsXrOeX60vZqCp4xw+gkUeP8f2ziHrmisI1VfT6HaQEYm3vU2qAtMlUMM7mr0UwBbyk/uAiWv8ACJhHWw29M+XUZNrgt0ORZ0k+AsGyfn8a+u1z0u8uBjvlCn0efJJnrzj/wjW1vDTx59FTyRwut24fH7Gb9+GatvDvAeHIHp9lMqHl2EGdhUl1rH975sMham1ouULPA7h5dVknjsELdW5w/EHC+lpk3Z9kGSfMGxaHss+KdojZ+vM3l6GTs3bj6PqnLPOOospU6bssP2rr75i2bJlnHXWWfTu3ZuUlB0Lfe8JUhRJ9go9bmBzaMTjdSiKht1ufSDj8ToqK9/BNGNJQQQ7E0QAAR02xjTGuk1UtetZGTMyTIJBhdoalfQMk7iAoiLrRp2X10nk2m76YeTknE1l5dso2HD6p/IWJzFF8+NQVUaOfJAlSy9lXPpf2RD4OdEqN0XF/yIzaya1tV9SW/MNebmnMHnS24RCa/Hlj8X/7DPNffuPOQbvAw/wlqZyV+EQUgyDFI+Lo/54p2UzEBB0OsiMxIlpGgkUfIYOpoLSKtNAG8uCw4E5cABiy1bCixZBNEra7FlEvvkG8diS3b6muqHj/9GPAPjm/nvwZ2YxKCufj/90NyFh4vB4OPe235NV2He3+zyksak4h6QRWVTZ6SFKJwkNARZk2Tm8tq2g8h3ZG2e/nnmKlxx8qJrK4Mm5zH978+6F5SswaFJuj4Xjn3322R1ub2xsbBZFsvaZpEcp39zAR/9cxUW/n8b69XcST4RpbJzPiOEPsGLlT+k8dL4tAggbcF+lC7cChc4onWW9+Tpgw64IpvqsvuM4MNs5og4fnqBfP53770/hJz8JEI0p/O2vfo49NkJqalfElgurhCVUVr6NM5hBIiWIQ3MzPvpf4pHp2D35oNiIxarYbPwbcWY/QuENFBZeTmbmUSQSNQQCq9i0+QFuqDmWayPXMH3i89TXL8TpzMVZ7UYJKCRKy1Aef4xRw/uiF47EuWwxbN8OQNjpple9JSwbvX7SA1b0iLqTm6fapw+K24Ojd28SlZWIRILyu+9BhELJ+KWW7E4qSrPRrfXXngmYkRibzzqbQW//h97fL2X8g39Bn7+QquJt5P70p3j88ma8J8TLgh0KIhMwMLGh7HTZ7Ib1O1qYomtqSZnSc6HSkoOPiSf2JVAT2XUCRwVGTO/FxBN/+A89UhRJukxuvxRO+dkYKrcH6NX7IhYtmoWqWokarb8wJ1bc+84RAtwK/DIvSkqyiHvHB4IaM1FcLQfEUYnhpHW9M02DO3/fwOOP+fjVr9Kx2QRHHBHj8h/v3FIF1tKdHtFweJsEnY2jjlzI6tU3EwxtQo/X43o/TGxWjAxfb6KNL7Jw4emkpo5gwvhnmDL5LUwRJTVlHEVFTxOJbCcYXM2I4X+kMbAahz2Tk20wLe9TosFFbNh4Nz7vUNTNEdx3bYdYDAEcvXQdnvJGzKQDtAJkh6zxm0Jgr6vp3O6WlQXV1daF3LyZyEknMmb2bIRhUHTtdThXrEB1ODDsCZSIANEkjzR0oNSfSp9AQ7MwUrEWPo36eqLbtjH4k08s598xY8na5RWVtCayshpbHx+1/14F0CxLmz7RVgSh2qnT/M6Ib6zfdwOVHBIoisLRFw7Dn+lm4/cV1JTsuJSW2dvLoEm5TDyx7yGRdkOKIkmXUVSFlCw3L/z2OwqPfhQTDUUx8PoGMnXqa/z101MYqW63svKrnVcfVpOGjrRdWWWD8KMFJsHjk4XfFfARxUWU9r1nZprceltHiR93gQDNYdCUNVtV7ZSXv0ljYAUZ6dOpqf2ShlkRHI5sQqEN9Ov3U6LRSupqvyIYXE99wwJKS1/FNOOMHvVXKis/IBzeSmbmkaT4RxAxTJ4uXctRGSmUhTR6D3uMQZnjWTd3XJsnNZdhYpaVWRfONDHSbGj1li9Uo2mizqnC77G+oJo8eIym10qddVFNAcJEmH8EfSOBjz5CPTeNQHk2qdXV2BI0u/I2YQNWDRtFRUMdk9evIl4o0KrBFlYhkaDhpZeJDB6EUV1Dzg2/2PPre4gSXV9LrDxEdGUNao6zzXstsHzfDFPHrjk6Cohsg4mRtCO1+4PxSV8uyZ6jKAqTTurHhOMLWfddOeVbGtDjJjaHSm7/VIZNy+vRDNa74rbbbuO2227bZ/1JUSTZK+xOjQt/P4Vv592ILWGJid69zmHpsisZoFXzcSiXI1wVuEXypr0nDxoCa9UqWfsSPwRP3NGStC+fXVSNpLLQycw8Fq93CFu2/g2Xq5Cy8lfRND9gMHzYfbhcOfh8gxFCsHHTH9E0LwW9LyQ351Tq6hfg8QxkwIDrm/tOJBpZsfRSPh//ODYb3PH5Co4I+zj+rp+iC+uPsfVcTNOKnDMdJpFpUTyfamhxBRNI9yhkeNU2S12GqrI9txf9y4qtC+Z0QkIndlgvsC0hd2ghiW+WEBWDW107pd2/cPzCb60EkCrE+5l4SpNnUFVi1dUk6utwSt+hPaL+g23opUnb3vZAq2VKJZlzSGDTdq8chUkMDfcO223pnn03YMkhh6qpDJ/ei+E9mK36QODAlX+Sgwabzc6IEX8jakAjXpYt/zH19UvwEeVH3iq8GsSTq1G77dEjYH5QY6WuWmoqWZFVVZtqku2PmQAoqKoLVfWjaW6cjkzy8s6isXEJIHC5ClBVN37/EHw+S1woisLgQbfgdvdGUTQcjgxyc05szkHUPCVhkJd3GnZ7Gprm5vq0YeQXlRBLxDv0CmraZoureD+3BFHr7W3rgINimvQtK27ZEI+DaaBWBTG31xD+fhHoCUQgYI1HFYikQ3vrdGw2hNW/qeD/0oamq+DzQTRK5MsvSRQVI6KRvbnIhxRm3MAIxNrlxGqq6m6h7MyHyA3YW1vzPOimaC7/QZYdVPAMOXCyWEskByt7ZSk666yz8PmslP8FBQXcc889zfteeeUVXnrpJWw2G1dffTXHHHPM3o1UcsASiRTjXPQidkAYDUQVcKmWL1HTfcBlS6bB2V1nCQXqTQVTI/kp3X9r2ZqWAVhOy273UCKRtYCOw5FNRsZ07PY0amu/Y/iwu0hJGYGuB7DZ9qy2VCLRyDffHsmgQb9CVe0IISjY9BFGxqs4TAUluUzWmtYzVqNNOYgg4NDI7OAcKhBVVZymabVN3jS1jdUoG5paA9Eoat++RNiG1gC2RgVlB++WdrjdqA4HSp9exNevJf/uu/do/ociNS+vI1EfxTkgFRFItNnXdJ3blOroDMOqbdaahICYKfDZFKhO4DuyNylH99mn45dIDkW6LIpisRhCCJ599tkd9lVVVfHss8/y+uuvE4vFmDNnDtOnT98vxdskPc+8746jf1Ed/mwnK2x2cm3CKkEg2uYaUprCnNrmFuyUsS6dnA4+Mmbyf23zGDV1vucYRh2gMWb0Y2RlzaSm5ktsthRKS18iEFhFVtZMHPYUPB7rprOnggjAbk+hT8GlBEQKNfEEvrJS9A83klOSCj7TujhJCw602BHae4kYgEM36SjR/rZalfu/8rOuTCPFZXLOmCgXTIgiTLNdbkqBWVSEnZYTtL8xt6t3C1VVmHY7LFuJAKr++hB9H310j6/DIYVTRd/SiL6lc9+23ZL67WqhCSFwqQpqK3NptHzXQQQSiWTXdHn5bO3atUQiES6//HIuvvhili5d2rxv+fLljB8/HofDgd/vp7CwkLVr1+6L8UoOQIYOuYutA/sQ9tkY6BL4klK7wyWu9tvariK0Idve8U1D6VD77EIQibaHeL0jWg1IoKkprFv3B5Ytu4r6+vmkpU1gxIj7yM8/C7s9lfHjn+6SGGrNoEE38VhgDD996S3WnHsuiZWroSaMlpbacrGSSq/M72dF/8E79GEDXKZo/sNtmpJuwP+9k0Ivr86T59dz/VFhnlrg4X/rHKh0fNkVVFRjx6+AJj+lHa69qoLNhpKeTnzdOutYs2fqIB2oCEOQqItQ88YGIiuq2+7DxHTFWd+wiLgetXyJaJ2BvF1fQmAKs2WZrBXt3xu9Ui5nSiT7gi5bilwuFz/+8Y8577zz2Lp1K1deeSUffPABNpuNYDCI399yA/F6vQSDu36SWblyZVeHs89ZtGhRTw/hIKIvft8jNDReTFNo/E59flrva1vQvfn2oCqws4CHigRkJ61IDQ1Nymon1qJmz1YF0KirW4+q9qWhoR4AwxQY8VJitRrR2iOI3jab2LXXgmfvnVe1L79CLS1FnzqFc779jg0bVlKpqXxx1AnM+vhdbMUlLZFjyaWvvECAvECgw9m0rncW0zRchkFVSGV4js5NR4dw2qAgLc74vgZLSuwcPzTexlJkKi3tOzLadXhOTQNdx5g0CSWRIHLG6XzynzdZ99+3mPLja63lv0MdIdjw0Ne4KpMZz4VJfTTQ6gCTeCCGW8mhPFSOz5FO63TshmGgatZXsgLoZoLq2CaGpE1EU2xt3kPR7g+soU+cikPoO0t+P0v2F10WRf3796dvXytvQf/+/UlLS6Oqqor8/Hx8Ph+hUEu+g1Ao1EYkdcaoUaNwOns+Rf2iRYuYOHFiTw/joCMS+ZRNmx+msvJjhKjavUbt7qW7swhmCEi3gSrA71epr8+gvr6zo51YciPMgP434fUOwm5PJRorR1NdhELvMnnSUbjduVRWfYzTkUdB7knUL6oie+pU1H2w5BuMxQkv+p6Ghx/hiRtvw9Z7IMPX/Z3Zn76HKiyrT9Rmp8HpwBeNUpOSRnVKGmO3bdrlSqPLMDAR5KWY3HmS9eAhBCypsLOyWOXGoxI7tFdFy9KY2Wpfs2iCZNaiFhRVxTlqFPrWrQhdZ+ixx2JLT2fI4MH0GTFqby/RD4KlnyzA0yofY2M0gDnhSdL9DssalHwzhRCo7URkkzVIURTLFUyB+kCc/MWXYVNbhFLyoB0+D2kroeDCQ+M764fy/RyLxQ4oQ4DEosui6LXXXmP9+vX89re/paKigmAwSHZ2NgBjxozhwQcfJBaLEY/H2bRpE0OGDNlng5YcmLjd+Ywa+QcY+QdMM0ZFxUc0NHxPZubRrF13J/H49p22b3r43ZWfhU1t/cF1kpradGtv7cyqkp19Mv37XUMiUcuKldcxbNg5uFxtw00HDz65+XVW1tHM++446uq+YNLNr+56wruJ7/DD8B1+GFlXXcWDmo1V9/2eDb5BjDLWo5L0HTJN0kMhFCCzsZ70oOWHsrMVyJZ/294kz3oyneqQymH94hw9KI7QNBSjVXZxu73Zqbt95uqgouIT+g45cEQiQXXRNob9/i5Krr6aynvvo+D++6QgSpKojZA2b8dEpel+BxkpLkv0tBIzOxO7TRYhBQh0sL8jlL77r2q4RHIo0WVRdO6553LLLbdwwQUXoCgKd999N88++yyFhYUce+yxzJ07lzlz5iCE4IYbbjggLECS7kNVneTnn0Z+/mkAeDwD+G7+zHZHZaCqcUxzZ0urTbYjN5bocQAxnM58hNBRFSfR2DZU1YffP45otJJYbBsZ6UfRv99V+P1Dqan5irzc03A683c57hHD/0wsXtGlOe8K1eHgJ8s2Ebz6Bk548+XmIigq4DCNZsuNwzDaipjdoPXSyh9PaaQ6pPKnz3387SsP1x+nW/5AiaRo7MBHpQmfMFE7cDU0gU0uldS/PECkT2+i1RWkfvY5/mOO3qNx/hCJlwcJzisjmgVpaV70uiiEku+f3bqWTZmARat3qgGTtA6udVfiLEVJCCMYR/PJYBaJZG/osihyOBz8+c9/brNtwoQJza9nzZrFrFmzuj4yyQ8Kr7cv0w+fx9p1v2b4sLtYsPA04vFG3O5+qKqTcHgrhmGFxTc9RqenH0F9w/cIYZKTcwKVlf9h5Ig/Eg5vwGbPoqzsJQr7XE4i0UhOzikIEcPtLtjh3IlEHTZ7ym6lqE9NHbMvp70DR2b4qeiVx7S6KmxgLaMIs3nOKq29THaP1tYHBRiWawAGUSPMXR95+dkRtdib1sIUjbhhIFS11VKl6Cg/cnOfTeMaVVxNQq3FyM/D0dhIZPkyKYqARHmY8MJyvCboWtJtwKFABEiYNOVZFM1X23qf/PsyzYRDk4JIItkHyIzWkm7D5cph3NjHARg96u+sWvU58Cma5iYtbRq1tV+gKHbMRAAEpKSOBsUkN+dUevU6l+LU0WRnz0TTTgGgsM9Fu3XevLzT99OM9pwr+uRAnxxq669ly29/h3dAf8Tq1W2O6by8q0VHdp6qoMrqSo0jBySa2/ZL10mYCsG4Qrq7yaHFwC5EmyW4jkRYy7aWPbGsdLy6wFdSilLfgPPSAXsy9R8kwhRU/XcLajIITzHAMA30+I4FW5uutgokDJO/vbWN9+dbvnc/Gp/Jjef2x2HfhcN6J+UE7dly+Uwi2RdIUSTpEdLSJuJywcSJNzVvW7nyF3h9w+nX9ycdWnX69Lm0G0e4f/EdfxyXunI4LtLAnFtuYHdvadty8njg5HN4iDvaCJmttRp3vO/n1asbyNEM0DTWVdpIc5tJQdRiF1KwKrELIGpX8SSUNhYqFSuGUACuVlIpxeXFKLYyZtuO/xH+449v3rdu/jeIhM6wI47q8jU5GKl9bxN6XYx6VSGHFmuQXW0pUmzQOgu5JTP/+sY2vlhey5+vGgYK/PrJDaT8t5irTyvcaeSmEYujYm/2IgsB3kwnGedKn02JZF8gRZHkgGHUqAd7egjdgplIEP7wQ372yce4SyopyXUxuCJq7cOK+lrZbxCDtm7C1couJBBk1VYz+8P/oJzY1rIzvneCvhkG977n4bojwpQ0ajz2rYeLJyXz17QL61OTt2h3omWXSYvjdXsPQBMTs7gIFQUDiG/YgFFbi5qfjxCCirfeIlZWekiJIqGbRL4tw2VXyDObatUpqKraxvXdEqGWhUhDIRjWef3rcu67cgCjB/hRFYUrT+7D/xZX73LZVGtXIa8WHSPdT0HWjrXQJBLJniNFkUTSzWz/8RVEvv+ekR6F506cw0WflAJR/nnSWZz7+Yd49QS51ZWEvD7soQAaliAybAKPrjOwZPsON06bBvefFuCBL7z85JUUPA6YNS7CeWOj1o22nXN10027ydVIBxKqisM0O6nSrlg5nlwetHCYutKNNC6YT+rJp/DUTVdzyhU/I91xaBQkFaZoLjznGpdFdEkySaMAU7TkGmqiKRFm0zVfsqkRl13l8BHZNC1SnnpYDqcelrMbSdnbLq/1wQbF4b2flERykPDggw/yaCfZ9E8++WT+8pe/7FX/UhRJJN1M2uzZCEUha/58fvFaS5mclUNH4jZ0Tvz6M9458kdc9N83iWg2fIaOQFiFWQG7EM2Ra61rZ+X6Te49dccg7t0pfmIDbKaJ6KQGmkCxSqt4PERSXfzj4lT+duIx2Ox2jvvJdeSOGIWqdiynfmjUvrKORE2YLza+SFo4i5HphwNWLqeOIvfaU1IdJS/DyUeLavj3B8VE4gbHjs/iZ6cXYrftYRJMDew5HsKrqvGMzOrKdCQSAEzDYNWXn1C2fi16PI7N4SB/yDBGHnksqnbg/G2vXbsWh8PBT37ykx32DR68YxWAPUWKIomkm0k75WT0inKi8+e32X7/X+9BMw1WDhjMxj79sAmB3dAxARMVGy0O0TGbA0PVmx18gZas2MCGfCioBq8nDSMQSOYl6kQeeTwQbrE2RPoYeIrafjVoAE4nZiRC2uDRPHPZk837+o4a26XrcLCScmwfKh5cQu6ACjIDBdB5aTPAyoDQ2kcuHDUorYnxyhdl3HrBQEIxg3tf2oxhCm46t3/HnTQltGqPAYm6CGY40cFOiWTXCCGY/+YrrJv3JdXbt7XZt+LTj1j8/n8YethRTD3rvN2K4N3frF+/nkGDBnHdddftl/5lbn6JpAdInzVrhxIiDtNAAwaVFDH7o7ebnXMFYOuVS8DhII51b3TrcRSzvUWn5XXAo6BrYDbUo5hGq5opHXyphcNWQkes/loLojb34VgMQiEi876j/j9vd3XqBz0VZVupCZWSY44jJWjV0DNNk7qseURdJW2O7UiGappCKGpw5yVDGDc4hekj07n+rL68+XUFptmJcDVBG9BxVQDPsExcg9L3ZkqSQxQhBP974u9888pzOwiiJqq3b+ObV57lf/94uMM6fN1JMBikpKSEoUOH7rdzSFEkkfQAwjA6LRDnjUUZs2Vj8++aokBpBf54POlmK1rqlrXqQmt1C56wSeCPJs8FYBhgd9B8m05JwTF4MGp+MqFlMrGjQdsbeVNCyda4JkzAPWZ0j39B9gRbly1m6T/eZHtoDSllk9FMF2AVe9Xq8nDEM5uPjZJc3mz3NmenOtBUhYJsV/PF7pvrJpYwWRTf2um5jc07Lo06x2XhHpGJliaT40r2nPlvvsqKzz7aaUJXAIRgxacfMv/NfZfpvys0FZaXokgi+YFh1NfjHjWK1NmzcU+ZDH4/5OY2C6U2uYpsLZYbFYFQBYoiUBXR7APUhADMTpb/EzktuXM806YSD9Sil5c1bzOBQLt7a9KfuM0x4SVLcBQW8s5f7uGbl59r3rfqi09476/3794FOAh57fe/5r9/e5DR3hmMz2yXnV1V8MYLwGxJoGjHJIwg1Cppo4lgdH8/hinYWNJSH3JzeQS3SyGWvou1uHYktgWof3sTZlAun0n2DNMwWDfvi10LoiaEYN28LzH3MNv+vmTdunUA1NbWctlllzF58mQmT57Mz3/+czZv3rxPziF9iiSSHsDZty/9nn6qzbbA199QfMUVOx6s65CRAbW1AKimgiKsH6EkxZOiYAoBmkAxdrRAGYqKWmpZNADCH/3P6qvdcSntEgNWj/bjiTbg2WxHGAY1Pj8VaS4GV1Qw7Zzz8aSkNR+bP3Q4WnIZ7ofCf/6yhDHH9qH/mCxGDjuSuHMJ8fhWXMG+KK3i9BRTQVE1lOY3BBRUVmCSis4R2DEQaCgU5rg5akwGdz63kVsuGEg0bvLwf7Zx1uF5HBHpxKcIrG9rve0msy6GY2gqml9ms5bsGau++KTTJbPOqN6+lVVffsLoY47f9cH7gSZR9O9//5uZM2dy3nnnsW7dOj788EO+/fZbnn32WYYPH75X55CiSCI5QPBOnNDxDiGaBVHTHbc+LDAVawmutbO1aPX/pqMFEHS7UE2TRAcOuU22JpWW+lxm8rUtM4buELDBQAAh31AmTuuHo1cvctr1k5HXi4y8XvyQGHZ4PvkDUwFYuPAdpruPwrAHabRXoYTs2FQHNsVGeWQ7PnsGLtWFx275/qjAVGxkkvTXUoQlmoDfXTKYP7+6hasfWoVNUzhlajZXnlZIbcIko7Os1nrHm41GaSWS7DllG9Z2rd36dT0mijRNo3fv3txzzz1MnTq1efvbb7/NzTffzK233sqbb765V+eQokgiOUBQ3W4G/u8jgl9+RcXvf9/hMQrgUxXK16eR+F61cgeZoKFi0iKCWt9W2yYE9JGitr3pts133ZT12hJGiQUKGboL39mnEV28mHHTBpH3mzv20YwPfGLhBOWbG+g7KpOZBecjSg3KdCizVTJI5LKi5kucNh+aI40MZwYeNEQyW7hBHEMLAJbfkSZarrvXpXHH3EHcMXdQ8zbTFHTF3iOXziRdoeNSNLvTroM6M93Eb37zmw63n3766bzyyissXLiQzZs3M2BA10sQSZ8iieQAwtGnDxkXziHlrDPB2bHzrF3R6LPERabmIF2xkaHZSNO0Dn+cTo3U1tvsdtR2nr8tv7X1LdCArHAMNZ5g+4f/JXLy8WgZGWy/8sp9Pe0DllhYJxbWETEDKi37WbqRyrzMlSzqtZVJOScyOu0IRvnH4Ekup5kYKCgopg3N8Ox22VdVVXCoexDy7FJBBc+k3D2el0Ric3RtydXmODCd+keMsCJBi5OliLqKFEUSyQFI73vuIfOyyzqNUGvCKijRVta0/qN26cmaZlpymSwlpdO+WpeJbeqzKfqsNM3Ddwu+4rOKLWwdN7IrUzoomXxKf3Krw9S+up5ed0wDBdw4Ga0MZ3hDfzRFQ9O05ppmAFrzcpmCsj+/YqMmnkm5pJ+wEz8kiaQT8ocM69Z2e4uu6yxfvpxly5Z1uD8atcJtnZ08TO4uUhRJJAcoOb+4Hsfkybs8riktY0vEmolVbUsQHp5AsQniWSbBowyor2/XVmDamnyKoKM8RhqQlZLBxOJqhrlSKMzO6/qkDkL8R/chVlNPyR3fAOAYmMJR9ePI19tmkFahlZO1khRF+y/ZnVLgJu20gfutf8kPm5FHHktWYd89apNV2I+RR87c9YH7AdM0mTNnDldeeSVGuwg4IQRLlizBZrPttaO1FEUSyQFM9tyLsA1reTJLOfdc8HrbHNPkD9QmjN8K3sderYIusFcoeL7d8c9dAVS9pWXr4rDNx+TmcvifH2T8e/9l4LEnIF569ZDKURSMBYk0FBNIX0EgXk9kUwOEdpy/gI6/Ud1aMq/UPrxmXhs21Yayp2VBJJIkqqYx9LCjdmmNbkZRGHrYkT1W8sPhcHDMMcfQ0NDAE0880Wbfv//9b9avX8+pp55Kyk6s4buDdLSWSA5gUo47DkdhX7ZedBG2gQNJbNvWnGixiaaYMaM5SLzpRimwVWmYCIIn6Pi+06Chbf+reisMLgNnKxWkulwQjYKikHb55eTf/H/N+3yHH4bvzTf2+TwPZL58bhsp9joynI2kOVLbuF4JYWWKUpXkNVdVMNqlu4wYrSRnx1ilQPZgUCEd94zMA6LsguTgZepZ59FYVbHrBI6KwuiZJzD1rPO6b3Ad8P/+3/9jyZIlPPjggyxYsIBhw4axcuVKFixYwKBBg/jVr3611+eQokgiOcBxDR3CsIULANh81tnW3dPpRElLQ1RUAGDaBcETFVI/clrlOKC5OKkCpH7Y8qduAAmniitmEnFAg8eOiUZeQlhtk2vzeL1kXXJxt83zQCO6vpbo+jpGH1OAoyqd8JrPEcIAbJZlTghiRpii0DoGp07AtIOa7YDSaHMfdYF2ET42K1qQVuU8TCGac021ljh1gfiOX9BeDUIGaroD79RDaxlTsu9RFIXjfnItKdm5ydpnW3c4JquwH0MPO/KAqH1WUFDA66+/zkMPPcSXX37JwoULycnJ4fLLL+eaa67B7++4FM6eIEWRRHIQ0ev++yj55S+Jb97SLIgA1IRC+vfZqHkejEgEUVnZqlXbm+2WfI1+jQ6IRZi8BWrdCpppQCxhCa6mJ0a7nYZ33iXrx5d3y9wONBSnDdVrp+/ITEpuXYODvpbjdPL6xI0oqqIx0D8OAC1BG0GU6vLTsPgydizOsSOGaaCpGluiBi5FId9pFQBOdbX7kg8ZoEDONePQ3D+sRJmSnkFRFKadPYspZ5zD6i8/pXT9WvR4DJvDSf6QoYw88tgeWzLriNzcXO6+++791r8URRLJQYRr0CAGvvEGgW++ofiKK5tv0AoKZllVG6frzhhUZoDakmskI2JZM9R+/cg49xz0sjLsQ4fS+OJLrQrJHno4+6bg7JtC9XOrwauhhAQJI4apKYTVCKn4W5bNOkBVVNLcKSDY5RO2aZqoqorDbqApCq5Orrv/R30IL6uWgkiyz1E1jVHHHMeoY47r6aH0KFIUSSQHIf7p08m9/Ta8Rx2F5vFQ+/zzRDdsJPTRRzTLIk2zCsF2hNnO70VR8E+aiG/qNNyjRxEvKiL2/fdkzp27v6dyQBNcUIZeH7MsNIBddRImylZ7GSNNL3YUTEw0bM3+RaYwielhUMBj81tFYXcRhaYm8xO5VGWHPFKt8U3vba1/7kk+I4lEsttIUSSRHKRkXHhh8+uc665Dr60ldMpJmGMzMT5cTfXfH0YEAsk8RQLFaL+QliQ1Fe+E8Wj+FBrffQf36FE4+vSh9333dd9kDlDcIzKp/7oISF47Bby4mRBrCftVUS3fa2HVlovojaiKhseWssuwfBMzmRUq6YqtKJ1b+mwgdEHqCf321fQkEkk7pCjqKv+7GxY+Bj/7FlILeno0Egm2jAxSTzjR+uWSyXgnTabiT/dTMawKbfk6nMtVbImW221TWRDn6NEYVdXkPvpot4xzw8Y/4vcNJy/vjG45396g+RyoioLZwT5DGKio1tKYEKAIEODRUlE1dUcx1FJLpdWmDrKLd2Qp8ttQvQ5Ut/zKlkj2J4euw0BXMRIUPV6A+OZeRLwBts3r6RFJJB3iHjmCfk8+SXz6QPr+/nF8M37U5obbdH+Of/01RjfWM3K7CnG68rvtfHuDEILca8Y1vzaTy45xM8bb2x9mZe03hOKB5v1qqwzXTSSMuLWc1kHEc2srETRlwe6AgI491Ykq8xJJJPsV+Re2myx4ZzOhhiiL/nopX5cdQQAXJhDa8GlPD00i2Ske98VkD5hJ/0ceZvia1aReeCFpP/4x/hNPRHE4UAcNwjNxUreNp6BgDulpU7rtfHvDkg/f5aXf30hYbcA0TQKJGgQCTdEo8Ayht2cwxeG1xM2Y9W3agZVHVTR27vq+GzhA9UnnaolkfyNtsbuBEIKakiChhjgDGxczSlSiKtYTY2zFC3gVAWc/1sOjlBxKbN32BF5Pf7Kz9zxSpNevb98PI/phMvro42g0nqQo/B9Svp7OitqvOKzgWLz0ZlL2CSgopLtyUJJLbB1JH1VRcWguIoaJQ1XQupDrxTUsC2ffvcvUK5FIdk2XRFEikeDWW2+lpKSEeDzO1VdfzbHHHtu8/6mnnuLVV18lIyMDgN/97ncMGDBg34y4B1AUhZOuGAaPHs63xmycoY1M8L8DQAbA1m96dHySQxBh7pNSG59s+wS/w8+U/IPDctPd2F0ujjzpRRKJMKsqPyX+bRzVdFgFYIWgNl5OZnIpsDOp0xSO/01Qx6HAkSl7bvHxjM3GMzJr1wdKJJK9okui6O233yYtLY3777+f+vp6zjzzzDaiaOXKldx7772MGjVqnw20xxEm1GxmGn9B8bX9AtxmhLnpjVN55rRX8Ng9PTZEyaFDv34/3Sf9rKxZSZozTYqiTigtfRVFdVJT8zlazWgOzzmNREIFh+UP5NH8VEeKyXD3aq5tpiWLrcSJE0fHh/WdUGgHoSjNGaw7yl30BXGOwI7W6hsm67pxuHrvfaZeiUSya7okik488UROOOEEwFpa0tplu1y1ahVPPPEEVVVVHH300Vx11VV7P9KeZtNngIHagRdWn1A1z674Gq3mVD6c8BhD+/amX5Z3xwMlkgOM6ydc39NDOKDRjTAaJr1LfkpsTIwNH39FH98wTCUCOBCKwKY4EZgoqOgYzaLIBDy4mvsqdGoETKjVTdJsKh15GuWioiOaRZFzVCbOfF+3zFUikYAi9sIGHwwGufrqq5k1axannXZa8/a///3vzJkzB5/Px7XXXssFF1zAMccc02k/sViMlStXdnUY+x8hSC36hD4rHsJmhlCxAkkSaDgwqFJVPvR6OD8Q5H7Hz7EPPZ6Z/aTFSCL5oeDakMCxtZSYeyOpZVPR7XVgOFFNJ4pIPhQqKgotqQ6aIvAFgmoMtgJDgRRUTMxkfiOByo4lFAwgNNFGtK8dNJmo8YfMqFGjcDqdPT0MSZIuO1qXlZXxs5/9jDlz5rQRREIILrnkkubCbEcddRSrV6/eqShq4kD5cCxatIiJEye2bFj7Hqz5G0JT0E0NBYGaPx5n2VIAttvtzHe7mBsIcmv8r8RK1+M4/QUU+4FTL+ZAZIfrLNkvyOu890RT6wgOtFG0+VmUshzsib5YhWEF1dFiMpy9aIxXke7MTkodgYIlkiow8aLwV8LcjIsxtC7Waz1itQ7E957Yh7QZfVGkGOqQH8rn+YA3BhyidCkkv7q6mssvv5ybb76Zc889t82+YDDIqaeeSigUQgjB/PnzD37fopfmQjyAkghSbBsGmBh1m7Ge52BSLMbfK6sB68lQrf2E8L2FME9GpEkkPwQS5SHstVlkvDcII+ii6XlSQSHNkYthJojqAWIigEGUAIJidBKY5KLhEQqPJBLEqz5uk69IoSVTtmNAKjnXjyf96H5SEEkkPUSXLEWPPfYYjY2NPPLIIzzyyCMAnHfeeUQiEWbPns0NN9zAxRdfjMPh4LDDDuOoo47ap4PudjyZiHAl9bjYoKexXh9PIqhxqu17oG0Bzpg3nW1eweDKemr/dwvFgw7HF/gMVXPRr+8PwLdKIjkE8R9hZa33bN1AfW0/Yg29wQ4kwKY5CJkJ8jz9CcYb8Njd2IwwuXYPursEW6QABQW74kBV1OaEja2/N9IuHo5vuIwuk0h2h7fffptnnnmGDRs24Pf7mTBhAjfccAP9+/ff6767JIpuv/12br+981wnZ555JmeeeWZXx3Tg4c0iFq7GNO2MYzUfMJ5KkcapfG9VJTdBVa0vOEeoDiNUSIQwWx120t+fDdN+QoqzT0/PQiKR7CX2q94iG4iXBIiXBgkuqyS+sQGPqiFQ8DlSMYWJU3WiCIEjkktdtIJ0Zy4em49JWSeACxSHHXumm/RzBhP+rgxHqmuX55ZI9ifCEIQWVxDf3ohImCh2FUdhCt4JuQeU5fIvf/kLjz32GP369WPOnDlUVFTwwQcf8N133/HGG29QULB3Zbdk8sbdofAIXFWr0UQATYG5tk+t4o/CSmCrqKBoToRhlUoYyHYcwATThbGlFEr/hOZKg+tPpMPwNYlEclDh6O3H0duPd3wuJb/5BmEkLT+Klb8obsTxaD5iehS76rAaKeCelEPGmYNRtJbvAcepA3tmEhIJlh9w4LMiwsur0MvDbfaFF1YQ/KYEz5hs/Mf06TCNRHeyfPlyHn/8caZMmcI//vEPXC7rYeL444/n+uuv5+GHH+aee+7Zq3NIUbQbNFTWkAI0lR1qqoitqK1Cal1piFAFAA6s7WY8ggKosTBc8IoURBLJDwzFplJw1wzAcgAe7igkuK0afUUZqUcOoHF+Kc5KF7hUcq4djz3T3eM3FomkCSEEdW9uILywosPafAB6eZjGim3o9THSzxrUo5/f559/HoA777yzWRABnHDCCcyePZv8/L2vqShF0W5QKYbiB9TkZ0EBTNUKvVWTvxOqQABhNOwIXKNno6x4MdmDif7WNZjXfI7Dkd79E5BIJN2CZ3Q2ntHZZJ88DEVVcAxIperRJaSfPRhHlkzTITmwCHxWtFNB1IyA8MJybGlOUmYWdsvYOuLLL79kyJAhO/gOKYrCnXfeuU/OIU0Xu8Fg53xUmweBisCKOVOxRFFrNMDvy8KlOWDFi9yYncn7LivFgKjfysolP+7egUskkh5BST5BOfN9FNw5A++YnB4ekUTSFmEIwsurdi2ImhtAeHkVwtj78kJdoaamhtraWgYPHsymTZu49tprmTRpEhMnTuTnP/85RUVF++Q8UhTtDnoUDB1TsxHA3rxkZmfHjLS1wQq+1Sy5dEd1LSdGLT8jFRjZ66buGrFEIpFIJJ0SWlyxgw/RrtDLw4QWV+ynEe2cyspKACoqKjjvvPMoKSnhnHPOYcKECXz44YfMnj2bkpKSvT6PFEW7wwUvQUoeihHHR2KnF80H9NN1TCBdiOZctRrg/NfJ8OZ13Pf0azz08nv7fdgSiUQikXREfHtjl9oluthubwmHLQG3cOFCjjvuOF577TVuueUW/vGPf3D77bdTU1PD3XffvdfnkaJod1A0iAVQaXfBNBeoLc5eBlCV7iZbVzHZcXkNgGXPcJi5jKkptftzxBKJRCKRdIpIdHiH2iVmF9vtLWoyUEnTNG655ZY2NVcvvPBC+vTpwxdffEEkEtm78+xV60OFWCNE61p+d6VDr8lgRMGMNm9Wgby6CIqwowk6UUUwo+pFpqU27NchSyQSiUTSGYq9a7d/tYvt9pam0mG9e/cmLS2tzT5VVRk6dCiJRILS0tK9Oo8URbuDPw9QME0oCfksgVS60NqnOGhJ+W8tk9m0CKaAhrgDUPnKHIXeuuhjuIra735L0YsTYdnLYOjdOx+JRCKRHNI4ClO61M7exXZ7S58+fdA0jUQi0eF+Xbfuo263e6/OI0XR7qAo0GcaIR0caotlSAhAxK39AL58dBxW/TMVUp1xDEw2Z+azWRtAa7fsREo2Gds2w5vXwDs3dOt0JBKJRHJo452Qiy1vz9JE2PI8eCfk7qcR7Ryn08moUaMoKytj27Ztbfbpus7atWtJS0sjN3fvxidF0e5SMAmfHbJclhqNGQVUmg/BhMug8HDLvyhYhkocHYgZfUHYMIGL6v7HEErAmdoc/ZhbXIo3agI6LH3O2rjoaWgs64HJSSQSieRQQtEUPGOydwyh7rQBeMZk92jJj1mzZgHwhz/8oY3F6N///jfl5eWceeaZbXyNuoJM3ri7TLwEZd7fMJPlPRy2KtK9r8Lir639k38KCx+zkjkKUJRaUE3sgK47SHjysZu11CoKKUJgb923zQUvXwSmAb48SNn7rJwSiUQikewM/zF90Ouju07gqIBnch7+Y3q2huc555zDZ599xscff8yZZ57JkUceyaZNm/jiiy/o168f11577V6fQ1qKdpeswWDzoCiQUDSEiOEIfs2GyGHowg4L/wEoVoFYBWxqACsGTUHY01CJg81FmhDJi65S4ZphfQ71MKx5B0aeBUNP6Lk5SiQSieSQQVEU0s8aTMpxfTtdSrPleUg5rm+Pl/gAa7wPPfQQt9xyCwDPPfcca9asYc6cObz00kvNzth7g7QU7QmZAxEVK9iaGIYuXIywL2Jp6HRULcBAfxHEQkByec2Vi1MPgh7CLiohDDj8xFxOnNEYApOU6LeY0OKC/caVMPw0sO+do5hEIpFIJLuDoiikzCzEf1QfQksqSGxrxEyYqHYVe2EK3gm5Pbpk1h6bzcall17KpZdeul/6l5aiPWH4aQhgiG0VqWolcXcvjs+/l0SmDuc8Cd5MVBwogBKtxFBh1dBUBKoVpSZ0Yg6F2jSr9EcIE6X9gu7Dh4Ee7/apSSQSieTQRdEUfJPySD9nCJnnDyP9nCH4JucdUIKoO5CiaE8wdMK4iSh2etuKcMZqSB16PMMGToYFT0CoAoijAA4ESjyEMxynNr83ZA8GzUl6Y4zseqv0R6nTTTRzcNtz1G+Bv4yWYfoSiUQikXQzUhTtCVOvIooDB5bXuylisPotWPM2bPygwyb9iyJklBXBj+60kj4mUVAZEwvjqdsGR9zctlGo3EoYKZFIJBKJpNuQomhP8GWRlZ6DhuWorwKY8eSrjt2zlOQPL5xnWYGal8uS6a6FDqtebz7eJJn/6OGpVjSaRCKRSCSSbkGKoj1EmXkrCu0uXHo/mhysW9O2VprZ7t+kOBIGTLumpf+mF6FK2PC/fTBiSXcgDIOGDz5AiJ3FtUokEonkQEaKoj1l9NmgWo7Sy4InEjM0guVr+YpJbQ4TQKW3JfVDotX2Nq96TYQBRzdvVbASZAtAf3E2a2vX7o9ZSPYxjR9/TMUf7qLo+/lsXb640+M+3/45n23/rNP9MSNGOBHeH0OUSCQSyS6QIfldoe/hsOUzUm0VmDjZQi9sxKFgGhR/B1jiJitk2YW2KbmoQiGPimQRkKRFyJMLx/+ehkQJfnZUqCowYP1XMG1Yt01N0jXim7fgnjSJ4m1bMPQE/cZMQDd11tSswW1zs71+O7d/+RsCop4Z9TMYNnsY+fn5BGIBllQtYUvDFpZteox1wXq2J2ycMeAM/jDjDz09LYlEIjmkkKKoK1zyFjx1Bv22fk7cnkJKIsRwNkJx28OaRE5/UUEUO07VSZwEDtPABKrTNHK++RtK2efoDgeOuA6YGCioViA/jk9/D9Ou7NbpSfacWCJCVbrK5/7lvFL+AfrT9zfvU1AQpmheGy1SirhzwZ387bS/ccvXt7C2di0xPUY/Tz/C5koA1tas5W9L/sZ146/rielIJBLJIYkURV2haAE0FmECoYRJthpANcGgVSJG1UnMjKFhXWQ3CYJ2HUdMWM7UgC8Uh9L/0rbmsIKuCTDACRBvANO0KsxKDkjiRpxrC79ATxSR+1kEfagKaktuD4Fo9rh34KAsrYzi+mKiehTDNHjyhCfx2r2c9OR9XDflBgb2Mrhr/l0cVXBUz01KIpFIDkGkKOoKmYNh8hWovSaS+uTxYCq8xzE0kMpFvAWoYMYAFa3ZsRoSDhUw8FlpirA1VCdfeEEPWe0wcbYPOntpDsx5aX/PSrIHGMEQZb+5g48vHEaYBIFYANPlZ8GQuCWABM2WoUJvIWWRMgzTIN+XT54vj5VVK6mJ1PDocY829/mj0TaGFiiMzZ7IteOuZUz2mB6Zm0QikRyqSPNDV/Ckw2HXQGMRhuqjnnzKbf04gc8JYKdMy8HAhtPma5OvOj1gCSJBMuy+CYcPNKu0xyZVpVRp+7boW7+mZPtz+31akt1HURXCPhv/Xf8ujy57hMpoJdW+GusvqtV768LFuNxx/LrXFdjiOv71JYxZF8eu2DnrP2cx8dmJPLLkEQDumvEHJudNxqE5OLH/iT0zMYlEIjmEkaJob3BnoSkJ6gp/zJXHDCCLemptfakTqei+fExVIapomO1LebSyIgAQrsByyTap1DTyhdn2+HiAwIL79u9cJLtNwkhw0/zb+PdMhbzvNmOLOVsyMjTla2jKuIDg/S3vU/PYo1z0uYK7PsHTniU06o14bR4m505mSMaQHpqJRCKRSFrT5eUz0zT57W9/y7p163A4HPzhD3+gb9++zftfeeUVXnrpJWw2G1dffTXHHHPMPhnwAUW/w1AdXgbW/QM2DEJx+OjrVyHWAP5eiIYoX2aPYbjNoM/2lSAUwKDDQsNGDLy5HBaq2GGXDRi2chtsHAD/bxMddyDpDmoiNdz21W3MK5uHgkJsUAHR4gvxDrgfJblUenJjI+Wajbqwj16VUeYNV3j/goGUBcsJihAAWRGNhmgD3ya+JcudxczCmaiKfEaRSCSSnqTLoujjjz8mHo/z8ssvs3TpUv74xz/y6KOWf0RVVRXPPvssr7/+OrFYjDlz5jB9+nQcDsc+G/gBgc0Jg4+D5S9DuB58veHcp+DVuVC1BsWby3Ely6jypqNnDMIWrIJYXUt71Q5mgmYnlESLX1GHxEIQKIeU/P09MwmwectfyUifTlraREoCJbyx4Q2eWPEEduycNegsioPFbGIDFeKPGEEjaXcVzDMc6IZCgy1OcY5JWr2XkBrBiJrouo4DB1VKHCVmoOvwzsZ3WFq1lLfPelsKI4lEIumEoUOH7vKYZ555hqlTp3b5HF0WRYsWLWLGjBkAjBs3jpUrVzbvW758OePHj8fhcOBwOCgsLGTt2rWMGfMDdBw9+wlLFBlRaNgEz58Pdg1yRhLVHTjZxvz0fCZNuo78d36OQCWiZOIWVShmAtAsH6VwNegx0Bxssg0mHosynA1tzyWi8MAwS3iNOqsnZntIoeshTNNKpnjBexdQlxS0CRK8t+U9sl2ZlDdUMrtvJZ7UVta7dsujGvUYbCfTmUFDvBFd6NhVOwpQXx/n5aIcNjpUnl3/GecNOAyP3dOt85RIJBLDMFi2bBnFxcUkEgnsdjsFBQWMHTsWTdN23UE3cO2113a4vaamhhdffJHMzEwGDBiwV+fosigKBoP4fL7m3zVNQ9d1bDYbwWAQv9/fvM/r9RIMBvdqoAc07iyIJCPJgtutf+tKcYoYQlHBk8l1i+7mNV8eZsM27EYtJgqaKgADskZA6aJkBFqCQmMVVe6hELXR6B2HJ7gUW+syIq/9GIafDgfIB/WHymbbeP6+9CW+Lfo5MWKoqKiKii504kac4lApbgF+v4Y7rVXD9j5jyUp5uhKgwJGBP+xni38LCgoeU8Gu2IlpXv608E5qAmdw46Qbu3OaEonkEEYIwVdffcXKlSuprKxss2/x4sV89913jBo1ihkzZqD0sOvGddd1nLft6quvRlEU7r//frKzs/fqHF0WRT6fj1Ao1Py7aZrYbLYO94VCoTYiqTNaW5t6mkWLFu32sdr0Rxn22RU4jYbmbSYxhAIKgplbljNMBDF1AwHYFOvfph9l+5dAS9CSikmaEmTVjEfo+81tKBgYtPaKN4j/vjcrT333oPcv2pPr3B0IIVhQt4AXK14kYkSw6zZiaoypqVOpjlezKbYJABMTBYWIDQzVxKG4iIu41Uknb4khDGrUGmKuGHbs6EmhmxAJ3LE1GBi8suoVZjBjny+jHWjX+YeKvM7dg7zO+wYhBO+88w6LF3demqiyspJPP/2U+vp6TjvttB4XRu15++23+fTTT5k1axbTp0/f6/66LIomTJjAZ599xsknn8zSpUsZMqQlgmbMmDE8+OCDxGIx4vE4mzZtarO/M0aNGoXT6ezqkPYZixYtYuLEibvfIB6Gz+PgyoZoFWAlcVzMCIaxCW96AYPrtxN2h3FFTIRoycWoaD4wguBKQ4nWAzZQwKMZjCx9DZQgAkFxZhrZNfW4kqd0EmFi6As46qZ9OPPuZY+v835ECMGMF2bQoDe02ggxNWa9H6keykrLmncNSR3C5obNJEjgd/jxOh2YMRNd6C3qNvndoZgCoSiggFAEhttgUvYk5pfNx6Ha0dCSshdChLht6238bNzPiBtxzht63l7P7UC6zj9k5HXuHn4o1zkWi/W4IeCrr77aqSBqzeLFi0lLS+PII4/cz6PafWKxGH/5y1/w+/3ceOO+sbB3+XH0uOOOw+FwcP7553PPPfdwyy238OSTT/LJJ5+QnZ3N3LlzmTNnDpdccgk33HDDASF29hsOD1z3PQw/uc3m/hRRSQbUrAczwbZ8B0G7vdVVVyxBBJDSB9Asy096P3ClQ9lK0HWUgsPICanssFj22Z3QUNZ+q2QPKWks4ddf/7qtIII24fVfFn+JLnQG+QdR6C1kQ90GdHRUIYgmotRF6zCE0dKuFUJVyK1tSV6kKRoLyhdgYhI3E82CqImyUBl3z7ub19e/TjARJKJH9v2kJRLJIY1hGHssylauXIlhtM8u3HO88MILlJaWcsUVV5Cenr5P+uyypUhVVe6888422wYOHNj8etasWcyaNavrIzvYSC2Ak+6BitWWfxAm6QRIJYDuH4itfhPDNwM2D+QOh4rltMnyV7sJU9Go63sibP0OIlXQdJPd8F3L6/b8aQrRa7/DZbNsSOnp6aiyJMhuUx4s59y3zyVo7NznzcAgz5NHY6KR2kgtAxr6U5O2jZGhRpx6FLBb5TyS1FeofPm0m9J1NuxOGHxYnMPPj2BzQCARQOlsjS1J2AyzqnYVR710FNPyp/Hwjx7eF9OVSCQSAJYtW7aDD9GuqKysZNmyZUyYMGE/jWr3MQyDZ555Bq/Xy5w5c/ZZv7LMx77E4QXNThuxA9SEG8glGWivhymvWEMOrS6+wwcZg6hz9aVubJT09G0tje0eq/aZEaOlfkQLBhV8sHocg/Kn0Ns2EPgNmZmZ+2d+PzASZoITXj8Bs7MUCK1wq26EKYibcWYUzOAz5TOcqoMFTidDTZXWdlBDh3fu85FRYDDrzgDhRpWPH/WQkvAz4bJqTHXX52tCN3UO73U4v/nmN/xu+u+6MEuJRCLZkeLi4l0f1Em7A0EUffrpp5SWlnLZZZeRkpKy6wa7iTQp7GuO+y2k9UOotmb5khOvJoq3WdJscSltb8PxMNRsQKx5B//2d8lMVVp+PBEyfTHrdbojud3WvD87VeEypRG72EJ6uqv9aCSd8K8V/2LCsxN2SxABRMwIpZFS6uP1NMSsZbaYGefYhTv6VZdv1KgvVznumhAZBSYFI3QOmx1l0XeJNpmudwcTk8eXPc6HWz+kMrxnT3USiUTSGYlEokvtdF3f9UHdwFtvvQWwz1ekpCja1xROhVANQm9xuDWBuLM3CqApNg43nWiKrXlfBA0SIYSpo5iGdZv2ZEFKgdWBzQWuNDDjgAJDTrASP9Li9nJ4xdbum+MByrr1d7Jly86Xme789k4mPTuJx5c+3uXzLK5ucUx89zCNuL2tLErvZXLGr4I4WmtURRCJCExl5yLMpbl2WFoTpsKEkuNw4yEQD2CYB86avkQiOTix2+1datcUZd6TxGIxvv32W4YMGbLXeYnaI0XR/sDutKLLVBsqGhqQMmIqTL8RbilC0exoWssd04ml2FXVhqppqL48CFdjRuoRIlk8VlEhfaAlhgLlkDEAskdaPwAY8N1j3T3TA4qsrJlkZFgJRcvu/D21L75EwkhgJmvJfVn0JbFnXkKJxLCpu/+Hre7sz0TseJwnRVA4puVpSpiw7AMXfUbv+sksakR3sCI16HUszfuUY9+YyZlvncnjyy1BN69kHq+se2W35yGRSCRNFBQUdGu7fcmCBQsIh8OccMIJ+7xvKYr2Bzethf7HoIw9H25cbUWWbfwU1r4Dmz6DvLGgW469evrglnZCRxFYKkjRUISJaTrAiNOg66yLw0bNy6nXR/j2q+1QtRqqVtG8JqNH4ZEjoPj7bp/ygUBmxhGkplpZ072TJ3GD4w0u/eBS/rbkb/x3y3/x2r0Mqfdi1yGgBzrvKKlJmkSOiYnNMEGQlLitaEqtgNLpUtyXz7ip2qpxxJx2UWRi95bQBIKAaCRiRKiMVPLYsse4e97d1MZqKQ+WUx+tJ6pH+d/W/+1WfxKJRDJ27FhycnL2qE1OTg5jx47dTyPafZYtWwawX1Iz9Lwd7IeIZoNL3rJeh2ogEYFILfQebyUoKp7ffGhpNEphm8Y6hCrA7kPJ6I+W0hvqt+GrWo9qZPKnx9xs2BIBBDHDRVliOKn2clI9QQQNmIFiat/5ORk/+QLe+pm11Db6nO6b+wGC5/jjOGbp90wuPJs1tWv43be/I6SH8J7qJbSr1aekxmwtcnTV8ggzhNFhcsYdfIR0gdAUvnzazfKPnJx8Q4jMPi39KebuCaIOToQQBi+ufpEX179IhjODtze9zcjskVSGKzmu33Fd61cikRxSaJrGqFGj+PTTT3e7zahRow6Ikh+rV68GYOTIkbs4cs+RlqL9zbr/JkuAmFCyCN67ucVXCCiMFNFyl231diSCULECNn1Con4Ta6tt3PgHk02VTccqONQIPq2KOiOVeKwRAehAevkqjGfORh8wg/+Gi/nfUzMtYfYDp7FxFUuWXooQJg8u+B2e6qf57fMX8OeFf2Za3jQAQkZoF70kMU3rpwlFSf5Yv2Y7dp5KXigK/3vUw/KPnJx0fYiBk9sunQlVsRI67inNHxVLVNXF6qiIVNAQbeDFU14E4IqPruCLoi/2vG+JRHJIMWPGjN2OJJswYUJzvdOepqioCJfLtU+jzpqQomh/M+EiQnO/JWI4EQLMxiJWbc8loKlUpdlQNQ+qzU3MN5Ay51TQnKBotKRD1rApLhat83DYoCCv/TYGgIlCULORYS+lr2szTVUh7EDcBqWN3/DHwFpGDjqeibEERKxiputr16MbB0b0wL7G7S4gPe0wFEXlRwPO4e4iN2tTTYJGkC9K2omE3Y+K75C6eN0OvkatHaS/fM7N+m8cnPF/UQZN7cSXqCNNJAQYu7AiqSqoVuMmC9W2hm389pvfUh4q58xBZzIuZ9zuTkUikRyiKIrCaaedxsyZMztdSsvJyWHmzJkHVImPurq63Sod1hXk8lk38NVHcdL0i5ni+AcJNPq7v8NtmNiCJgw+Fda+jS1WTVn/+8jP/y3rg/X0YRtu4mDEUDL6c/GMjZA5yPIbQqAg0F2pKOEaVNNoSryMAtgNyK83uPXTv6NWVsKVX/DaxjdQyhXu+u4uzhlyDrdNu61nL8p+wG5PpV+/qwAYmTUS1W7HSDqx57nzqIhUkBBJgdKUH6Gzv/FdJMBsqlvWN6rjEAK35iZhJtCFTtl6jaXvuzj8gjCZA+KE6ltO4kvbjXD8LjyqVMeqmVc2j4tHXsxJ/U7ijm/vwKbYuGHSDXvemUQiOWRQFIUjjzyS6dOns3z5coqKipqLuxcUFDB27NgDYsmsNV9//fV+61uKom7guGMb4cUXiAgHG8yBhCL9meZ9HwUHiDjkDEM74kYmvHcDlG0le9A0XOUbQLGDOzWZwDEBoWrIHgoUowDp4Trw94ZIHYoebrMIpzbddzd8BBs/pjRQSkW4gjRXGjMLZvbIdegOGmINNMYa8dq9DIzHKNNUGjQoDicTlZlmyzKYgDaqqHXNMpFUTLt4MCp1OdBRiOgRy09IhY3zHQB8+6KHb1/0tDn+uhfqUHf2/bKHT2IaBqOcJstjdkpDpdz0xa3UhEpJdaUSjAeZkDuBAno+WkQikRzYaJrG+PHjGT9+fE8PpUeRoqgb0AYeDt50bMFicpRSMl2bUACnHida9CUuRzZ8ehfUbYW0QtJjxeDNRQ9XYCRqcIoC0FyWs3b9dkBNLrGZEK62sl3bPUAH/jKxevjwDrb0H0J65iAm5U7Caf/h1qF7asnDbNjwPn8PO3isvIQ3/F4GxhM8mJnOFoejOeLr3LQEnzXaqBGtFEp7y1Gr117N26E/UgITM2miE5oCAmbMjTBjbisfLiF2LXZMYZ1f2zNRlIrJ6piW1HcZbKxfDQjsmp24GeepVU9xe8Hte9SnRCKRHKpIn6LuQFHBjOIEskUjmhpvvvDOcBDqt1g/Tj/kj4ZQJUTq0ATYEwLKlls3VW82BJNZjYWw6qg1JfJLhMHmhrwOVH7dBh5Y+jF3bFrJhcMv5JavbqGosYjyUHl3zL5bua7PSfxl+2aoXIULWOBwcE9mBlvsdhQEaCqoKu802KgRO/n4txMxRme153agg6UxsWuh44gJBm/bE0cn6zy12Ek0fZpEbfP2NHsaMSPGcX1lNJpEIpHsLlIUdQeqBjdvxJj2S74LXExRbByo3mYfoGYMHTZ/Aen9wOlHUbTmTDlodksQGXHrWG82aA50l4d4k3VBj0DdFuu1q1X9M1NH0UOw8UPGpvTnnbPe4YnlTzQnAfwhofYej/2Cl+HaBURn3sl6JYUqhxMUBQ0Ty6QjiIkmL6zWjXfchG6CKYia0R1PJqBA9Te/tpy3FRw4dux3F8TdKhsGaC197ZImR2sQHZxgW9Cqn3fO4EMvHYNEIpF0FSmKugtFQRtzKoenPEeObROYIQza3f/0BDhTYPAJkJIPSqvVzVhj8kXyLUvpZbXWo9hbRyvF6q1/ozXJ9u3e4j/2wfH8bH4Xgl9P+n/7cIIHEANmQHpfYuPPpY+nN/83/kbumHoHejLxoqKLXQsPU1g/qtJhkkW/zU+2rmOL1TM0rqMIpdnTPU685cA9TUeU1G27i0DDwN6S+TxJujOd4/oeR6ozdQ8HIJFIJIcuUhR1J75ctF5j8do6yaasaeBKhcVPQeVqy7m6jduXCcmoJypWEM0bQNgFSu8pbQVUE0Knw9jz+mLU+Y+iRuv3ZjYHPL18vXjusve5aMwlnDfsPGYNmoVP83FU35nNIe07EBcMLDJAQEZjUhRpO/6ZBBIBquw2ijWFbTYVoYpWDtq0ddreE5Kn8iienR/XfLiBjRimYceMu5u3V0Yr+bL4S+aVztvDAUgkEsmhixRF3UlKHlz1GRz3exh5LrhbLXFpHqvwa7QBckZaBbNai6BWrHuihMMn+TEUA28EK3xcWCYGAyvAyjB2YqSoXQ+DjgV/3r6e4QHNr6f/mnkXzSPXmwu0zSvUjE2wqZcKmkJtmto2F5EQ1sUVoqWyiqpSG1QI1QuC9Sa+eA7BepNQg/X7rn7CjR2/S2ER3qO5qVoCxd7i3G1i0pho5Pff/X6P+pFIJJJDGRl91hNM/jH8eRha85IYmEYYkTocpX4ZDBzaroGCjoKCQEOASCACZdQHTPIUAaVLweYEIsl7tYqpC4TmxWZTknXWrOw49UC66oLNX8Irl8GsJ7tlygcStx12G8Myh9EQb+Cfy/9JMFmHDtghP1GbemZKcn2slZbSPBovF+W0aQE7z3bdmqh9DLaUBDZjgyW4OrBK7Q5NCbfbMyRtSJf6k0gkkkMRaSnqCRxe6D2RprurYUJtvDerK2NWMuOSRTs0UZIJGy3HWthqG0wQN3Fht5yvU3rT5HKrOpzYvF5Ue9Od0rJGCMCr2MGMYuphxOo3MP/UXoD98FEUhXOHnsuPR/+Y/5z5H2w7eTawY2/XuN2vqoLNZ2v+sXtsHBXIbLNtZz8Ov4HD3Nziv7QP0dB44OgH9mmfEolE8kNGiqKeIn0g+HIgbQAoGtvj41jEGEyElXsIaMlRbVmI1FZ3ZLsvnQHuMO4BU8GbjYgHMTUnASeYeoSg3o8t2r1gtERNqQ4fDtGu5ESwHIqX7PfpHqjkeHN4+bSX0RLssN6oojJnxJxO2zYtv/k1P06c2KKQW2ui1DXs9vkd8TWo6FZ+on2QQr/JpSkeGECgeDafFX22131KJBLJoYIURT3EV+GfELQXQv1mSpUMin1RLuYNbJYsSiLAlQaOFJrEkQKYCvRqWIC91yhoLIVQNUakmqAzBaFa8gnXenLMW8BsFQkVb1omcqJ681BIfgA++BWNsUaKGou6afYHFkMyhvD0ac81W4GGpQ/js/M+44iCI1hQvoDent4AeBUvYEWejc8ez/js8WQ6MwkYAWLEMF0q6TEbX49o6VujXfrqJlNfM0rL9r2kKQJNCFDt9SimRlHg0HxPJRKJpCtIn6Iewu6yET36T/jenEkmjaRT3/GB0bodNhkq2AyB2PgFujBpVLPIMGvxh6toVD3oNg13XMc8bC5UbYT1/wMMUO3JrM3CShDpzYVQBUy9gidXPcmGug38/di/789pH7CMzR3LiktWNP9eF63j25Jv+dORf+LowqOpidaQ48mhOlzNGf85A5/dx31H3ccVH15BwkyQ4cygKlpFr6nTqK9dTVSPUh+vx6Bd0kcT2uokBRLJbXtpKGoyNCkK2Fy1rL79ZhRFYdGiHZdjJRKJRLIjUhT1ENPOGAhLXwIMPBjMYCk1KNQGQUfBlnTw7ew+acWlpaEQQqWGWgT1QdAMk4RLxal64JuHYeJlgAHONHD4wJ9rOWZjWoLo2N/AG9dwXd9pGHNf646pHxSku9J57fTXGJA6AEVRyPFYztRZnix+NflXZLuz8Tl8vHTaS81tllct55lVz2DTbBR6CxmsDiash6kMV1ITqcHA4Ni+x7KhfgOVkUqiTUub+7DWoqLAyLSRvHj6iwdMRWuJRCI5WJCiqCfRI1B4BBR9BwLSfT6MZZaztEnrtU3FSuqIghkLoGAkky8H0ITAsDnRDJ10bKS7QY3EIHswNGyFRc9Y4f8zb4W/TQBXCm3Wata8ByKOuvVbVNPcpzfog52BaQM73H7aoNM63P78mucpTCnkd4f/Do/d00aU1IXreHzF46Q6U9nYsJF3znqHFEcKU1+YCirYFTuJ9v5eXWRSr0lSEEkkkh8kdXV1PPjgg3z66afU1dWRk5PDiSeeyHXXXYfb7d51B7tAiqKeZNJlMOkyyj/9B9lf/h+aqZPjaevmtZ4CBlCCTY2CzU1U03C0KuwQsSkIDV5NO43zKj9CVTSYdg0sfByO+pUlvL7+C0y/DtL6Qc1GWupZGFD6fbInHf53J5x8T7dN/4fGvUfe2+m+dE86v5r6KwCuHnd18/azB57NF8VfYFNshI0wLs1FVI+S581jQ8OG3TqvT/XR29+bMwefyVfFX7G6ZjVCCCmMJBLJbmOaOmXlb9LYsBjDjKKpLlJSJ5CfdxaqemBIhVAoxJw5c9i8eTNTp07l1FNPZcmSJfzrX/9i8eLFPPfcc9hsezfWA2OmhzjeeBVWLiJBFHBhSRYNSCOAUJ0w7CQ46X5sa98jsewlnDUbIaM/rpIF6IbJkNAWXCKBKRKIbx9AU2zw/b+sIrOmDi9dBPGQ9XukpuOBLHjEEmo5MrdNd3Hl2Cu5cMSF9EvpR9SMkuJIad439725LK1eSh9vHyJ6hOpYdfM+O3aGpA0h15/LQzMfat5+0ciLunX8Eonk4EYIwdatj1BR+R6h0Lo2+0rLXqGo6Elyc0+lX9+re/xB6+WXX2bz5s1cfPHF3HbbbYA1/ptvvpl33nmHd955h7POOmuvziFF0QGA/7BLSHz/KJreSBTYbLcxNGFV6sqhwQo3W/02BMqx1WzA1hSyX1KDAtgFTA2upikjkQroA4/FVrwA/PmWL1FjEdjcMOBoKF7YEvav2KH1ss0/ZsKUK+G433TjFTh0KfAXNL9uX0j2mZOfoTHWSKrLql9234L7yPfmMy5nHKOzR3frOCUSyQ8PIQRr195OadkrdFgSCgiF1rF58wai0RKGDf1DjwqjFSusYJhzzmkpdK0oCueddx7vvPMOS5cu3WtRJEPyDwA22zM5/rDnUIAsYExCx9nmCAHuVKhcY1l7csdi2ZJaPsQqoDjTm47Gljcaek2E0sUw7BQ2awOo0XIsS9GES8DXO9l1ApExuMXLKBGA+U/s1/lKdg9FUZoFEcAvp/ySuSPnSkEkkUj2CVu3PbpTQdSCSWnpK2zd9mh3DKtT0tLSACgtLW2zvaKiAoCMjIy9PkeXRFEgEOCnP/0pF110EbNnz2bJkh2T//3hD3/g7LPPZu7cucydO5dAoJMiqBL6u508PnUqyikPAk2RZe3UuDAhva9VF61mHR2+dbE6VNWBqrrg+3/D5o9Bc8Lqt/hCPQx/rBRWvQlLnoFgCU2xbfWxTcQV67wmYOpBWPrC/puwRCKRSHoU09SpqHiXXQui5hZUVLyLae5Yj7O7OOecc7Db7dxzzz0sWrSISCTC/Pnz+dOf/oTf729jQeoqXVo+e/LJJ5k2bRqXXnopmzdv5qabbuLNN99sc8yqVav45z//uU+U2w8dRVEY4nPB5Mvgm4corQ9QSQYTWJ88QoVoPZQHIGc46NEO+4k5MrHFa6wAMi2tqXMQKpddeDGJ5z/BSFSiFUyGUC0UfweKRkrIimZrsha9wOnY3nqX8+1uGLl3pkiJRCKRHHiUlb+xgw/RrgiF1lFW/ia9e523n0a1c0aNGsWTTz7JjTfeyJw5LdUGevXqxYsvvkhBQcFOWu8eXbIUXXrppZx//vkAGIaB09l2scc0TbZt28Ydd9zB+eefz2uvyfw3u02/wymglglasfW76oJkluuIwwE17SKSMofS4OhNNX7i8SC1Wi8ARLiGeo9G8IInYODR8MZlqGYIU/FB+UoYOBNReDimMJs/BE0ZrlMIkkEde51NUCKRSCQHJI0NXSvv1NV2+4KamhoeeOABqqqqOOaYY7j88suZMmUKpaWl3HHHHTQ2Nu66k12gCCF2WmDg1Vdf5emnn26z7e6772bMmDFUVVVx5ZVXcuuttzJlypTm/cFgkGeeeYbLLrsMwzC4+OKLufvuuxk2bFiH54jFYqxcuXKvJ/NDIX/l4+RueZkITjQMXFjmShMwVDd2M4KBE5U4AkEQDw4SOLAcpk3FSW3O4ZBYhEv0pmLQhdjiQVKr5uMMbMcd2ETEmYLdsGHXazFxEnNl44paQqyp4pqBjZKRV1E9YO9NkhKJRCLZkVGjRu1gWOgOVq66gYqKt/e4XW7uGYwa2TOFpi+99FLmzZvHX/7yF04++eTm7U899RT33HMPJ554Ig899NBOetg1u1w+O++88zjvvB1NZevWrePGG2/kl7/8ZRtBBOB2u7n44oubEylNmzaNtWvXdiqKmuipD0d7Fi1axMSJE3tuAEu3AfAuxzGVJfSnBABNc6MZEfBkWW9cMoIslXCb5prNRmpoMWYkhm6UMnD5A2g2Gww8DmqWYALuRBAtcyiiqhaTGF4RpD02dwZ9j7mCvlkD9ss0e/w6HyLI69w9yOvcPfxQrnNPGwM01dWt7faW8vJy5s2bx+TJk9sIIrDE0quvvspHH31EMBjE5/N1+TxdWj7buHEj119/PX/+85856qijdti/detWLrjgAgzDIJFIsHjxYkaOHNnlQR5ynHw/jL6Q83nXEkR2D7gywIhY+2ONLSH1HZE1HCUaxGZ3YldNlFgdIlKHufx5iNWjApriAM0SrRpArH7HfiKV8Py5+3hyEolEIulpUlIndKldahfb7S1lZWUADBjQ8UP6wIEDMU2zORKtq3RJFP35z38mHo9z1113MXfuXK6+2srQ++STT/LJJ58wcOBAzjjjDGbNmsXcuXM544wzGDx48F4N9JAifwzkDgG7VZWdRBiitS37jbhVbL2zhc+y77lk2D28mnYEbjOAikCYiVYeQhrGtGsxwjUoKJiGimGAARiaHcZaCQAF0Fi3Cb59eH/MUiKRSCQ9RH7eWXi9Q/eojdc7lLy8M/fPgHZBVlYWYBldOmLbtm0oikJmZuZenadL0WePPtpxroLLLrus+fUVV1zBFVdc0bVRSeCIX4A7Hf57K+g7Lm3FsWMXCTrLo/XT4lcYE2iJLGh7mIHxzYOYCDTFxnZjMr1ti3ESBSOBWPYiit1HIhHChsCY/zja4T/bl7OTSCQSSQ+iqjZyc09l8+YN7F5Yvkpu7qk9VvKjT58+jBw5kgULFvDxxx/zox/9qHnfq6++ytq1a5kxY0ZzLqOuIpM3HshMvASyBu243ZmKs9dYcGcAdkhWcG/NkfXfk24EmsPsFWBTZDIJYX387eg4MMBmZ8CIFFw2AwGYcYg1CtDDOPpOx+NIQWsshfdu3n/zlEgkEkm306/v1fTKn8WupYBKr16z6Nf36l0ct3+5++678fv9XHfddVxzzTXcf//9XHHFFdx+++1kZ2fzm9/sfSUGKYoOcESgDN1QCKNRpiVzPsVDUPo9aqwW0CFc2baRKwMDuHzEnax39m5eaitwrCZitOSNUm1u0BMoGz8AM4EKqHZw+EwrWWTZ8uQgErDwCVj9DqYw+efyfxLtJFeSRCKRSA4OFEVh2LA/MGDADZ0upXm9Qxkw4IYeL/EBMGzYMF5//XVOP/10li9fzlNPPcX69euZPXs2b7zxBn369Nnrc8jaZwc4yjn/pOGpq0mjBNFk4hQ62Hzgy4H6bVjeQK2I1qLZ3LhDCu9mHMsvgp+iBUpxaRHshBAkl9P0iKWCjrsHvnsYjARKqKJlSS7eLufDKxfx9qhTeJUaTup/Er39vffr3CUSiUSyf1EUhf79rqFv4U8oL3+LhobFGGYUTXWRkjqe/LyzemzJrCMKCwu5995791v/B85MJR0z4EgyT/8/ePcX9DLqW7brQQgqCAyEAYpmbW4qCKvqER7e9msAFNUNmgOMKFr7/oWAT36X1FVRqyNhtD+qmTXF33DaUTeT6d47ZzaJRCKRHDioqo1evc6lV69DO+JYLp8dDEy6DNx5CAFmK384U7d8hhQ1GTlGW4fqpiSMwowQdrQUFjWBCHbw5ljLZEYUSC6H7UQQAdxcX8/pKz/hpDdOoixYti9mJ5FIJBLJAYEURQcLo89ECNpEmzWLHgVqU1VUQAcq8FKDDzPpVB3CgTNS0aadkwTEAjRHHeSOw8BBwtRIYO90GDagcNOnPHH038jz5u3rWUokEolE0mNIUXSwcPzvUXNHoCiWRegdjiGM1iyMfEETFQUTcKKzjEwMBdYykPnGhOZls6ZoNBUsnyKAjKFw1afgSSesn0AwnsxgvpN15MHv/p+sjCaRSCSSHxRSFB0s2Bzws3mQNRyw4SYMhoOY4UABXAYsYRjLGEsqMY5kGzagb80mZqrfNXfTYb5HYcBD49DCFXj9G3E5i6ztpg6+3qA6ob030vZ5MP+J/TJViUQikUh6AulofbBx7XdoDx/GEdXzsWugJFe/tpFDb8rwEUKh5Y11ptBm2a2tCrYBOtRtpkku2WLrsWnbAbdVViRY0slAVBhw9D6dmkQikUgkPYm0FB2MXPY+5rQrqElRUFRIAFk0kE09DhI0YtU0MwHNDmrTu5ysddb8Oq0/AEGvHwNhhfmjWC1NfReDEPCPmRAN7Nu5SSQSiUTSQ0hRdDDiScdzwp/Jua6cLUP6YDo0/MRQsBa5vFi+QgYqJq2WzPz5zV0II4Ko24AAXOGI5R9kxKyjjbiVsNHWttKwAcTQMAETAYkgPHrE/p2rRCKRSCTdhBRFBzN2FwNO/i/Oa1eCKx2c6ZbjtVAJ6mkowmxb0qZ+c5vmIrmkZhNx64MgEm3714Og2KzyH1g2JM00mp27AWjYCuFaJBKJRCI52JGi6GAnrQ+k9IJ+0+H0h6DXeExsLIjMRTddKGr7YrAWCtab39E+4+jfWqVBAFNYy2iKsI63uVKpTNPaOmw/MArMnec3kkgkEonkQEc6Wv9QOP9569+RZ2BLRJlpd8Efn4PojjXK3qu7hTz7Wib63uy4r2/+jGlaSSEhaSVSkgIq3kB2HGIquJusUHoI1v4XRpy6jyclkUgkEkn3IS1FP0TsLuvf65fC+EvB5gfVZWWwBiZ5X2K4+5MOm2529eIbzyA0NVkuBAjZocbf8lFRaSWIsCxKiff/H8+seoaPt/5vP0xIIpFIJJL9jxRFP2TcaXDGQzD7KZj2UwhVApDr2IJHa13steVjsDhlBP9vyI3MSxsPOaNBsZOSgOxYW6fr1ghACRaTsuZNJr1yLYSq98t0JBKJRCLZn8jls0OBwT+yfjQHrHwN6raDLw+CxTSH4Cc5t/JjTBQmNKyA9AGYIkHUruDR2y7DNfkUNTlda0DeihpeVmZylUcWi5VIJBLJvqe2tpaHHnqITz75hEAgQL9+/Zg9ezbnn38+qrr3dh4pig4ljr3N+ln/EeSMhI9ug6L5ECi19mse0JzMqkwugdWuB8CdEEAc7D4rDB8Ia+BJ+lYrWAkiJ4oVDIpuJLH9Iux9p3fv3CQSiUTSZXRT8GpFLd83hIiaJi5VZVKql/NyM7CpB0ZRp5qaGmbNmkVxcTFjx45l/PjxrF69mt/97ncsXLiQBx54AEXZu7FKUXQoMuR4699ZT1lRYwv/CV//FcI1EK/b4XADyxJkJoLNxT487YLNhIDqpV5S+0ZIvHYh9pu27r/xSyQSiWSfIITgoW0V/KeinjXhtisCz5fV8sT2Ks7ITeP6vrl7LTj2lvvvv5/i4mLmzp3Lbbfd1jye++67j3/961/MmDGDs88+e6/OIX2KDnVUDaZeBTetgttK4WcL4chf0hSsL7A+JA1ejeo0FRQ7yzMnUa/52obzq+DNjbGc07HlHQPVG7p/LhKJRCLZbYQQ3LyuiPu2lO8giJpYE45y35Zybl5XhBAdVs/sFnRd58MPPyQtLY2bbrqpjUC7/vrr8Xq9PPXUU3t9HimKJC2oKmQPgZm3wU3rYdrP0LA+JKkhg6x6E13olOPksUFX0DrLkQr4esXxuKPYNrwBT50KiVgPTUQikUgku+KhbRW8UFbbJsdvR5jAC2W1PLStojuG1SG1tbWEw2GGDBmC2+1us8/pdNKvXz/Wr19PMBjcq/PI5TNJx/hz4MS74bjfw6ZPUD66Ay1Qxiujf8FMZ4Tje4+CAfdawsflB5sLdegpjNFj8NBniGA53JUDnmyUX27s6dlIJBKJpBW6KfhPRf0uBVETJvCfynquLcztER8jh8MBQDwe73B/MBhECEFpaSlDhgzp8nmkKJLsHE2zfJCSfkizdqfN7eUEX7wI77p3UGOR/To8iUQikew5r5TXdrpk1hlrQlFerajlgvzujzBOS0ujoKCANWvWUFRURJ8+fZr3bdiwgaKiIgACgb0rUi6XzyT7Bf8Fz6H+tgF+XdLTQ5FIJBJJOxY1hrrU7vuGrrXbF1x++eXEYjGuueYaFi1aRCgU4vvvv+fnP/85LpeVtHhv/Z6kpUgikUgkkkOMqLm7C2f7pt2+YM6cOWzd+v/bu9+QJtc+DuDf22kZmznMzp5F5R9octJEbNib8t3SoojAURZGKZtvHj2RzUrJDEUFpTcZSdELGVGxCp7oXQVTMOnPwGLzWC/kyZ6oLYjn4G527M/u8yLOzln5HI/b3OVz+/2A4H3N7f76E+Zv1/3n+jecTicOHDgQGd+9ezfKyspw/fr17843mi82RUREREtMeow3Ooz1eYkgSRJaW1tRVVWF0dFRKIoCs9mMTZs2obGxEQCQnZ0d1z5iaooURUF5eTlyc3MBACUlJWhqaor6mf7+frjdbqSmpqKlpQXFxcVxBSUiIqLEMGdqcfXth5ieJ1pBQQEKCgqixrxeLzIyMmAwGOJ67ZiaoqmpKRQWFmJgYGDWx30+Hx4/fgyXy4W3b9+ioaEBt27diisoERERJYbVkIVLU+/ndbL1j9p0WA1ZC5jqrx07dgxPnjyB2+2GRqOJjI+Pj+PNmzeorKyMex8xzYP5fD74/X7U1NTAZrNhcnIy6nGPx4OtW7dCkiSsWbMGX758wYcP8+9IiYiIKPFSUyTsMej/dhOQAmDPD3qhS37k5+cjEAjg7t27kbFQKITOzk4AgM1mi3sfc84UuVwuDA4ORo21tbXBbrdjx44dePr0KRwOR9RMUDAYhF6vj2xrtVpMT08jK+uvO0yv1zvP+AvH4/GIjrAksM7JwTonB+ucHKxzYvyUY8B/fv045w0cUwAcMGbhp5z4Dk3F6/Dhw7h9+zZaW1sxMjKCVatW4d69e3j9+jUaGxtRVFQU9z7mbIqsViusVmvUWCgUikxdmc1mBAIBKIoSue22TqeDLP9x2Z4sy8jIyJgzTFFREZYvXz6vX2AheDwebN68WXQM1WOdk4N1Tg7WOTnUUueZmRnhEwGSJKG3YB3Wpi/DvwL/xc/y94fSftSmY88Pi2PtM51Oh2vXrqGvrw+jo6OQZRkmkwnNzc3Yvn17QvYR0zlF/f390Ov1sNlsmJiYgNFojCpWaWkpent7UVdXh3fv3iEcDs85S0RERETJJUkSjub+A/9cb4DL/wFPf5HxaziM9JQUmDO1sBqyhB4y+5bBYEBvb++CvX5MTZHdbofD4cDQ0BA0Gg26u7sBfF2ptrKyEsXFxTCbzdi3bx/C4TDa2toSGpqIiIgSJzVFQrVxlZC7VS8mMTVFmZmZuHTp0nfjzc3Nke8bGhrQ0NAQezIiIiKiJOIyH0RERERYJHe0/n2tkv+1+q0IMzMzoiMsCaxzcrDOycE6J4ca6vz7/7t41+qixJKURfAXmZ6exsuXL0XHICIiSiqTyfS3rs6m5FgUTVE4HIYsy0hLSxN+yR8REdFCUxQFnz59glarRYrA9cQo2qJoioiIiIhEY3tKREREBDZFRERERADYFBEREREBYFNEREREBGCR3KdosVEUBeXl5cjNzQUAlJSUoKmpSWwoFQmHw2hvb8eLFy+wbNkydHZ2IicnR3QsVdq7dy90Oh0AYO3atZEleSgxnj17hr6+PjidTrx69QonT56EJEnYsGEDzpw5w6uKEuTPdR4fH0d9fX3k/bm6uho7d+4UG5BUg03RLKamplBYWIiBgQHRUVTp/v37+PjxI27cuIGxsTH09PTg4sWLomOpzszMDBRFgdPpFB1FlS5fvow7d+5gxYoVAIDu7m4cPXoUW7ZsQVtbGx48eACLxSI45f+/b+vs8/lw5MgR1NbWCk5GasSPMbPw+Xzw+/2oqamBzWbD5OSk6Eiq4vF4sG3bNgBfZ+G8Xq/gROo0MTGBUCiE2tpaHDp0CGNjY6Ijqcr69etx/vz5yLbP50NZWRkAoLy8HA8fPhQVTVW+rbPX64Xb7cbBgwfR0tKCYDAoMB2pzZJvilwuF3bt2hX1lZ2dDbvdDqfTifr6ejgcDtExVSUYDEYO6QCARqPB58+fBSZSp/T0dNTV1eHKlSs4e/Ysjh8/zjonUEVFBVJT/5hsVxQlcvNZrVaL6elpUdFU5ds6FxcXo7m5GVevXsW6detw4cIFgelIbZb84TOr1Qqr1Ro1FgqFoNFoAABmsxmBQCDqDY/io9PpIMtyZDscDke96VFi5OXlIScnB5IkIS8vD3q9Hu/fv4fRaBQdTZX+fP6QLMtYuXKlwDTqZbFYIrW1WCzo6OgQnIjUZMnPFM2mv78fg4ODAL4egjAajWyIEqi0tBTDw8MAgLGxMZhMJsGJ1OnmzZvo6ekBAPj9fgSDQaxevVpwKvXauHEjHj16BAAYHh6G2WwWnEid6urq8Pz5cwDA6OgoCgsLBSciNeHH81nY7XY4HA4MDQ1Bo9Hwip0Es1gsGBkZwf79+6EoCrq6ukRHUqWqqiqcOnUK1dXVkCQJXV1dnJFbQCdOnMDp06dx7tw55Ofno6KiQnQkVWpvb0dHRwfS0tKQnZ3NmSJKKK59RkRERAQePiMiIiICwKaIiIiICACbIiIiIiIAbIqIiIiIALApIiIiIgLApoiIiIgIAJsiIiIiIgBsioiIiIgAAL8BY1N8e4zbztQAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(X_umap[:, 0], X_umap[:, 1], s=1, \n", " c=y, cmap='tab10')\n", "plt.title('Images in UMAP space colored by label')\n", "for i in range(10):\n", " idx = y == i\n", " μ = np.mean(X_umap[y == i], axis=0)\n", " plt.text(*μ, str(i), va='center', ha='center', \n", " bbox=dict(facecolor='yellow', alpha=0.5))\n", "plt.legend(*sc.legend_elements(), \n", " bbox_to_anchor=(1,1), \n", " fontsize=20, \n", " markerscale=2);" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.8.5 64-bit", "language": "python", "name": "python38564bit02a66c47ce504b05b2ef5646cfed96c2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }