{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Anecdotes autours des prénoms\n",
"====\n",
"\n",
"Les données peuvent être téléchargées sur [data.gouv.fr](https://www.data.gouv.fr/fr/datasets/fichier-des-prenoms-edition-2016/) (merci Vince B pour le format csv)\n",
"\n",
"Ce notebook étudie différentes questions sur les prénoms :\n",
"* [Combien de lettres ont les prénoms ? Quels sont les plus long ?](#longueur)\n",
"* [Est-ce que les prénoms donnés sont de plus en plus courts ?](#plus_courts)\n",
"* [Où en est la mode des noms composés ? Quels sont les plus donnés ?](#noms_composes)\n",
"* [Est-ce que les gens nomment leurs enfants en fonction des stars ?](#star_system)\n",
"* [Quelles est la dynamique des prénoms qui sont à la fois des prénoms de garçons et de filles ?](#double_genre)\n",
"\n",
"\n",
"N'hésitez pas à profiter du côté collaboratif de github pour me faire parvenir vos idées, vos remarques et votre code !"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import os\n",
"import pandas as pd\n",
"\n",
"%matplotlib inline\n",
"\n",
"import matplotlib\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"path = 'D:\\data\\prénom' "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Anaconda3\\lib\\site-packages\\ipykernel\\__main__.py:13: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
]
}
],
"source": [
"for tab in ['nat2015']:\n",
" path_file = os.path.join(path, tab + '.dbf')\n",
" csv_file = os.path.join(path, tab + '.csv')\n",
" nat = pd.read_csv(csv_file)\n",
" nat['prenom'] = nat['preusuel']\n",
" del nat['preusuel']\n",
"\n",
"\n",
"# on retire les XXX\n",
"nat = nat[nat.annais != 'XXXX']\n",
"nat['annais'] = nat['annais'].astype(int)\n",
"nat['genre'] = 'feminin'\n",
"nat['genre'][nat['sexe'] == 1] = 'masculin'\n",
"del nat['sexe']\n",
"nat = nat[nat['prenom'].notnull()]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"Longueurs des prénoms \n",
"====\n",
"\n",
"## L'état actuel"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"=> La moyenne est à 6,6 lettres par prénoms\n",
"\n",
"* Le petit pic à 15 correspond est dû aux 75 000 MARIE-CHRISTINE, aux 31 000 JEAN-CHRISTOPHE et au 28 000 MARIE-FRANÇOISE. A 14 lettres, les JEAN-SÉBASTIEN et les ANNE-CHARLOTTE sont 5 000, à 16 lettres, les MARIE-ANTOINETTE sont 7 500."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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wh8A8cGz/81v9/LET9OXGRfPXA8/o558M7Jigzq2L+zaybvsk/aF71/YK4ALg28D/An4J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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# taille des prénom\n",
"nat['longueur'] = nat['prenom'].str.len().astype(int)\n",
"nat = nat[nat['prenom'] != '_PRENOMS_RARES']\n",
"nat.groupby('longueur')['nombre'].sum().plot.bar()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"prenom\n",
"MARGUERITE-MARIE 662.0\n",
"MARIE-EMMANUELLE 1172.0\n",
"MARIE-BERNADETTE 2244.0\n",
"PIERRE-ALEXANDRE 3146.0\n",
"MARIE-ANTOINETTE 7477.0\n",
"Name: nombre, dtype: float64"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# pour regarde les noms par taille\n",
"nat[nat['longueur'] == 15]['prenom'].nunique()\n",
"nat[nat['longueur'] == 16].groupby('prenom')['nombre'].sum().sort_values().tail()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Les noms les plus longs\n",
"['ALEXANDRE-BENOÎT', 'ANTOINE-FRANÇOIS', 'CHARLES-ALEXANDRE', 'CHARLES-EMMANUEL', 'CHARLES-FRANÇOIS', 'CHARLES-FRÉDÉRIC', 'CHARLES-GUILLAUME', 'CHARLES-PHILIPPE', 'CHRISTIAN-JACQUES']\n",
"\n",
" les plus longs des plus longs\n",
"['FRANÇOIS-CHRISTOPHE', 'GUILLAUME-ALEXANDRE']\n",
"\n",
" Les plus longs prénoms non-composés (13 lettres)\n",
"['ABDOURAHAMANE', 'ABDOURRAHMANE', 'JACQUEMINETTE']\n",
"\n",
" Prénoms non-composés de 12 lettres\n",
"['ABDELDJALLIL', 'ABDELGHAFOUR', 'ABDELMOUMENE', 'ABDELMOUNAIM', 'ABDELRAHMANE', 'ABDELRAHMENE', 'ABDERRAHMANE', 'ABDERRAHMENE', 'ABDERRHAMANE', 'ABDOURAHMANE', 'ABDOURRAHMAN', 'APPOLLINAIRE', 'CHRISTOPHEUR', 'HERMENEGILDE', 'KONSTANTINOS', 'MASSIMILIANO', 'MICHELANGELO', 'SCHOLASTIQUE', 'ANNONCIATION', 'CATHERINETTE', 'CHRISTABELLE', 'DOMINIQUETTE', 'EMERENTIENNE', 'FOUNEMOUSSOU', 'FRANCILLETTE', 'GUILLAUMETTE', 'MAXIMILIENNE', 'PHILADELPHIA', 'PURIFICACION', 'PURIFICATION', 'SCHEHERAZADE', 'SCHÉHÉRAZADE', 'SYMPHORIENNE']\n"
]
}
],
"source": [
"# les prenoms les plus long\n",
"print('Les noms les plus longs')\n",
"print(nat[nat.prenom.str.len() > 15]['prenom'].unique().tolist()[:9])\n",
"# c'est des noms composés\n",
"\n",
"# les plus longs des plus longs\n",
"print('\\n les plus longs des plus longs')\n",
"print(nat[nat.prenom.str.len() == 19]['prenom'].unique().tolist()[:9])\n",
"\n",
"longueur_du_premier_nom = nat['prenom'].str.split('-').str[0].str.len().astype(int)\n",
"print('\\n Les plus longs prénoms non-composés (13 lettres)')\n",
"print(nat[longueur_du_premier_nom == 13]['prenom'].unique().tolist())\n",
"print('\\n Prénoms non-composés de 12 lettres')\n",
"print(nat[longueur_du_premier_nom ==12]['prenom'].unique().tolist())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## Est-ce que l'on donne des noms de plus en plus courts ?"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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PKGcIe1jPESyUBFJEGk/Zj8Wv6TUWERFpHW7kAJXADsqIpx1/pCOXEertZomIjzhT9uN2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NsEvtLRPhJiHBy1HkuxVNSKHIVaj8UNimtBXkgGHalAeb2lC55raUd0hBgdVxx2dLSPhKKfWAtA\nO3Q2mRRNKyCRo/BMPtZfE7HrLCqwlRx+p/DzOtR6LIcs3wErd8H1bWwnERvObQLz/4LcPNtJRHzH\nczbteeqak6PSal187gB5rCDTdgyf0ORjcYMoDJcRV2QL8nwNiZJ8YxbB8I5QXru0YaleZagTB7/s\ntJ1ExDcOks1M5tNfrcdSDK3WxWd2kMND7KExmzmPbVzGdq/O13QztR+LW/QtogV5OznsJIc2xFhI\nJW6yYics2wE3aJc2rHVvqinIEjq+YCktaUwT6tqOIi6nolbKbCWZDGQnJ/AXyeSymAb8RROOJ5qT\n+JtXSSYvf4pwsEnHIU5/TcQFOlOBfeSxnqz/3L6AA3Qhlkh9+BL2Hv0e7u0AFTQcNKzpuloJJRoQ\nJd7Sal1KJQ+Hz0ijK/9wIdtpSTS/04RJ1KIZ0ZQngrFUZwH1+R/7OZutbCjiekA3S1f7sbhEBIYr\niGPGYbu1Op9WAFbt8pxNO7it7SRi2xkNYcUu2J9V/H1F3CyJ/XzFT1xBV9tRJAhotS4l5uBwOv/w\nCHu5nir8SRNGUJWqHHkg4onEsJgGXEYcndnCOPaSHUS7tmo/Fjc51ILs5P8dcnA0JEpIPwjD5sOw\nDhCrXdqwF1sOOteHuX/YTiJSNm/yGefTiXgq2Y4iQUBFrZTYj2Syj1x+piH9qEx0MUVfJIahJLCc\nRnxPBqfwN6sIjo+QNf1Y3KQd5cnCYVV+18MmsgFopsPow9aqXXDq/6BuHNx+qu004hZXtoQZ62yn\nECm9XHKZyEzupI/tKBIktFqXEnuXVPpRucSj1RtRjs+ox+VUYhz7/JTOtzT9WNzEYLiSSv+2IB9q\nPdYxB+HHceCVX6Dru3B/J5h6sSYey//rfRx8/RekBsfnxyJHmMN31KE67WllO4oECa3WpURycJhB\nKleVshXEYGhHeZLI9XEy/1D7sbhNwRZktR6Hp5RM6DMbXloO3w+AAa1tJxK3SagAZzaAjzfZTiJS\nOuOZzl30tR1DgoiKWimRBRygMeU4luhSP0cCESQTHCfDa/qxuE0bYogCfiKTbzjAOSpqw8qy7XDy\n61AjFn68Do6rZjuRuFWf49WCLMHpZ9azhV305izbUSSIaLUuJfIuqVxdxgv244kkOah2avXXRNzD\nYOhDJUawhzpEURf1nIYDx4HnfoQLZsDTXeHFnmo3lqO7uDl8uwWSM20nESmZ8bzHEK4gSr/fpAS0\nWhevZZDHHNK4ssxFbQRJQbNTq/ZjcZ++VGIhGWo9DiOPfAvT13p2Zy9rYTuNBIPKMdC1MXy0wXYS\nEe9tYzdf8AM3cLHtKBJkVNSK1z4jnVMpT50yfnIWTwTJ5P57LImbafqxuNEJxNCGGM6jou0oEgAZ\n2fDyCnivNzSJt51Ggkmf42G6WpAliLzIB/Sju47xkRLTal285ovWY4AYIojCkBEERa2mH4tbLaWB\nitowMXM9nFIbjkmwnUSCzYXHwtJtsOeA7SQixTtAJq8xhzt0jI+UglbrYWoXOfyZf9alN5LJZT4H\nuJQ4n7x+fJAMi0onjzi1H4sLldfbd9iYvBxuaWs7hQSjitHQsyl8+JvtJCLFe4sv6MSJHEsD21Ek\nCGlVFIbWkcVpbKEH28j0srD8kDS6EUsVIn2SIZ7IoDjWR+3HImLTip2wPQ0uaGY7iQSrPsfDjPW2\nU4gcXR55TNAxPlIGWq2HmcVkcDZbGUd1WhPDE+zz6nG+aj0+JJh2alXUiogtk5fDTSdDlN6GpJTO\nOwZ+2Qm70mwnESnal/xADNGchdpSpHT0azKMfEwavdnONGrTn8o8Tw0mkczGYtqQd5DDcjI534fX\n7yUEybE+mn4sIrakZHqup72hje0kEswqlIMLjoX31YIsLjY+f5fWaM0lpaSiNkxMIYXB7OIz6tEj\nvzitTzkepBq3svuok4hnkMolxFHBh/+5BM9OrdqPRcSOaauhR1Oo7ZtRBhLG+rSEGZqCLC61lj9Z\nzR/05VzbUSSIabUe4hwcxrKXx9nHdzTgNMr/5/tDiGcPubxHapHP8S77fdp6DIfOqnX3Tq2Do+nH\nImKF48DkX+CWU2wnkVDQvSmsSYSt+20nETnSBKZzK5cRQ7TtKBLEtFoPYbk43MZuPiSNxTSgWSFv\nFlEYXqEmw0gstMjcxEH+JodziPVptngiXb9TexCHCCBarTAiEmDfbfH871kN7eaQ0BATBb2awywN\njBKXSSSJ9/mGwfSyHUWCnIraELWXXK5kBxs4yLfUpzZRRd63PRXoRRwPsueI771HKn2oRJSPC7uE\nIGg/VuuxiO8dJJv1bLYdw/Um/wI3twWjz9TER/ocrxZkcZ9XmM1ldKEmVW1HkSCnFXuI+YODDGE3\nx7KZWkTyOfWo7MUxPOOozmzS+JGMf29zcPzSegyHdmrd3X6syccivrWezXTkBtpyLSvYYDuOa+1M\ngy//hAEn2k4ioeScxvBHMvyVbDuJiMdu9vEiH3CnjvERH9CKPUT8SAZXsJ32bKESEaylMS9Rixgv\n/4gTiOQZanAzu8nJHxq1giwOAu0Puw7XFzzX1AbDTq22SUTKysHhBWZyBjdzE714nQfoy8OkccB2\nNFd6fSVc3gLiff/WK2GsXCRcepxnoraIbamkcwHDGMRFtOIY23EkBKioDWK5OHxEGqezhb7s4Awq\n8BdNGUd16h6l3bgoV1OJqkQwCc/HuIfOpvXHeHXP9GPt1IqEuu0k0pM7eZu5LOE1BtObq+lBJ05k\nKM/Zjuc6uXnw6gq4RUc1ih+oBVnc4CDZXMoI2tCMsQy2HUdChFbsQSqLPE5hC+PYy1AS2EQThpJA\nXBn+SA2Gl6jFo+xlC9m856fWYzh0Tq27d2o1+VikbN5nASczgE6cyGJepTn/P/XoBYbxPb/yHvMs\nJnSfz3+HOnHQto7tJBKKzmoI21Lh9322k0i4yiOPgYwhjlgmc5/OpRWfKfl2nrjC26RSi0jmUs+n\nbwjHEc1txNODbdQgiuOJ8dlzFxQM59Smk0ec3mxFSiyFNIbyHEtZzcc8TXtaHXGfOGKZzlh6chft\nOYGm1LOQ1H1eWq5jfMR/IiM8re0z1sGDp9tOI+HGweFOxrONRL5kAlEqQ8SHtA0VhHJxeIp9jKCq\nXz7hup+q5ODQz0+7tOAZFOX2c2o1/VikdM7kZsoTzQqmFVrQHtKWFjzAQK7mEbLJCWBCd/ozCX7e\nCVe2tJ1EQlmf4+HdtZ5Wd5FAepypfMsKPuZpKvhhXouEN63Yg9Ac0ognki5U8MvzlyeCH2jIXST4\n5fkBqhDBfvLIyx9K5Ua6plak5HLIYR2beYl7qejFe9Qd9KEaVRjJawFI526vrPBMPK5QznYSCWWd\nG0DdSnD9pypsJXCmMIfXmMMXjCfej5smEr60Yg8yDg5PsI8RJPj1OoRqRPr8bNqCojDEEkGai1uQ\nNf1YpOT2kEIClYn04igx8FzL/wYPMZXPmc8yP6dzr6wceONXz9m0Iv4UYWDOFfB3Cgz+HPLc+9my\nhIg5fMfDvMqXPE9datiOIyFKRW2QWUgG+8njEuJsRykzt19Xq51akZJLJIkaxJfoMTWpylQeZgBj\nSCTJT8ncbdpqaFsbmlW1nUTCQWw5+LQP/LYXbpsLjgpb8ZNFrORGHucTnvnPsEARX9OKPcg8wT7u\noyoRIbCD6Pazaj3Tj4P/37NIICWSTM1SXLrQjXZcQ0+uZSyOiy9L8IeMbBizCEafaTuJhJO4aPi8\nL6zcBXfMU2ErvreHZK7kQd5mFKeiYQHiXypqg8gvZLKWg34d4BRI8US6+qzadJwyHZEkEo52k0SN\nUl6PP5bB7CGZMbweVoXtCz9Du7rQXgOgJcAqx8AXfWHpNrhnvgpb8a0hPMvVdKc77W1HkTCgFXsQ\neYok7iaBmBD5Y0tQ+7FIyEkkqVQ7tQDliOIDnuAjvqM/IzlApo/TuU9SBjz9A4w723YSCVfx5eHL\nq2DBX3D/NypsxTc+5BuW8xtjGWw7ioQJrdiDxO8cZD4HuJEqtqP4jPt3alXUipRUIsklvqa2oPrU\nZDGvEkEEnbiRP9nmw3Tu88RS6N0cjqtmO4mEs6oV4Kur4fM/YOR3ttNIsNtDMrfzLG/wELE6ukcC\nRCv2IPEMSdxMFSqF0B+Z26+p1fRjkZLbXYpBUYeLpTzTGMkgLqIjN/AlP/gonbts3Q9TVsLIM2wn\nEYHqsfD11fDBb/DUUttpJJgN5Tn60o3OnGQ7ioSR0KmQQthOcphJKkPLuFB0G8/0Y+3UioQST/tx\n2Uf4GgxDuJJZjOM6HuVxpobcdbajvoObToZ6lW0nEfGoWRHmXgVPLIHEdNtpJBjNZiHLWMej3Gw7\nioQZrdiDwPMk0Y/K1CDKdhSfSiDS1dfUavqxSMmVtf34cGdyMsv4H3P4jssYQSqhsdJevwc+3gTD\nO9pOIvJfDSrD5S1g0s+2k0iw2UsKt/EM/1PbsVigotblUsjlVVIYVsrBK27m/nNqNf1YpKTKMv24\nKPWoybdMpjrxtON6NrPdp89vw4ML4d4OniE9Im5zTweY/AukH7SdRILJUJ7lSrpyBm1sR5EwpBW7\ny71CCudRkcaUsx3F5+KJJEntxyIhpSzTj48mhmhe5X4GcTEXcy9pHPD5awTK0q2wbDvcfqrtJCKF\na14NzmzoueZbxBsf8S0/so7H1HYslmjF7mKZ5DGBJIb74Po0N3L/Tq3aj0VKIocc9pNOVfx3kegw\nruZUWjCIx4LyGlvHgRHfwOgzoULofVYpIWR4R3j2R8h272fP4hL7SOFWnuYNHqIiFWzHkTClotal\n8nB4mRTaUp4TibEdxy8SXH+kj6OdWpES2EMKCVQmwo9/bwyGydzHH2zjWd712+v4yxd/QOIBGNDa\ndhKRozutLhybAO+ttZ1E3O4OxnMF56jtWKwKrclDQSyLPJaTxSIy+J4MFpNBNSKZTh3b0fzGzTu1\nDo7aj0VKyF+tx4crTwwf8gTtGUQbmtGNdn5/TV/IzfPs0o7rAlF6a5EgMLwjDJsP/U+ECDUuSSE+\n5XuWsJpVvG07ioQ5/Vq16E8O8iB7OIt/qMYfDGE328lhIJVZS2M20YRTQnh6nJvPqc3CIQIop/Zj\nEa/54oxabzWkNu8yhv6M4q8gGRz17lqIKweXNLedRMQ73ZtCuQj4/HfbScSNcsjhHl5gEsPUdizW\nqai1ZC+5nMs2DpDHg1RlB8ewnEY8T00upxJ1wmATvRIRHCCPHBdeF6fJxyIl5znOJ3CT2s/mFO6j\nP5cyggwyA/a6pZGdC498C0+cA0aflUmQMAbu6whPLrWdRNzoXeZRg3h6orPJxD6t2i3IweFKtnMp\ncYynJt2pSKUw/KOIwFCZCPa7cLdWrcciJReo9uOC7uIqWtCYwTzp6sFR8/6EupU8E2VFgskVLWFb\nKizZajuJuEk2OYxiCo8yGKOuNnEBrdotuIdEojA8QXXbUayLd+mwKE0+Fim5QLYfH2IwTOEBfmUT\nk5gV0NcuibfXwDWtbKcQKbmoCBjWHp5cYjuJuMkbfMox1OMs2tqOIgKoqA24N0jhc9KZTh0iVTS5\n9rraoiYfT2IWK9hgIZGI+yWSHPCdWoBYyjObJ3mUN/iOFQF//eLsz/JMPb6ipe0kIqVz3Unww3ZY\nl2g7ibhBJlmM5X88ymDbUUT+paI2gH4gg+HsYQ51SSDSdhxXcOsE5KLaj19mNl0Zwk/ojAORwyWS\nFNBragtqSj2mMZK+PMxeUqxkKMrsDdClEVSLtZ1EpHRiy8Htp8DTP9hOIm7wKh9xMs1pj9pPxD1U\n1AbIdnK4nB28Ti1ahui5s6Xh1rNq08gjrpCd9GRSeYzBXMg9LOZXC8lE3MtG+3FBPejARZzOcy47\nv/btNdBfaz8JcredCnM2wtb9tpOITelk8DjTGMNNtqOI/IeK2gDIJI/ebOdWqnARcbbjuIp7d2oL\nbz9OJo1+9ORtRtGbEXzDcgvpRNzJVvtxQfczgJeZzT6X7NZuT4XlO+DCZraTiJqxpiUAACAASURB\nVJRN1QowsDWM/8l2ErFpErM4gza0QWeTibuoqPUzB4fB7KYRUdxPVdtxXCeeSJJcuFNbWPtxDjlk\nkEUcFehOe2byKFfyIF+ifiwRsNt+fEhj6tKbs5jADKs5DnlvLVx6HJQP/VPaJAzc3R7e+BWSMmwn\nERtSSONZ3mM0N9iOInIEFbV+NoFkfiWLN6itkeeFcO9O7ZHTj1NIpwpxROT/tenCKXzEk1zDaD7l\nexsxRVwjmxxSSKcqlW1H4QGu5SU+IJlU21F4azX0P9F2ChHfaFAZLmkOAz+Bv5Jtp5FAm8B0etKB\nljSxHUXkCCpq/Wg2qTzJPj6irs48LUICEa68praw9uNkUok/rH28MyfxKc8wiMf4gAWBjCjiKntJ\noRqV//3Qx6am1OMiTud5y7u1q3fD3gydTSuhZVIPaFsbTvkf3DcfkjNtJ5JA2EsKE5nJSAbZjiJS\nKPurjxA1k1RuYTefU4/GlLMdx7U859S6daf28KI2jSqFXBPdjhOYywRu4xneY16gIoq4ym72WW89\nLugBBvICs0ghzVqGd9ZAv1YQoSYdCSEVo2HUmbD6RkjKhOaTYcJPcNB9n0+LDz3DO1zG2RxDfdtR\nRAqlotYP3mE/d7CbedSnLeVtx3E1t55TW9j04xTSjtipPeRkjuNrXmAoz7GezYGIKOIqiSRbnXx8\nuGY05Hw68QIzrbx+nuMpajX1WEJV3Urw2gWwoB989Se0fBlmrgPHsZ1MfG0Xe3mVj3iY621HESlS\nsUWtMaa+MWaBMWatMWa1MWZo/u0Jxph5xpgNxpgvjTFVCjzmfmPMJmPMemNM9wK3tzXGrDLGbDTG\nTChwe7QxZnr+Y5YaYxoW+N7A/PtvMMYM8N2P7h9TSeFeEvma+rTW0T3FinfpkT5Ftx9XKvIxrTiG\n+xnAvUzydzwR13HD5OPDPci1PM9M9pMe8Nf+bgtUqwCtagb8pUUCqlVN+KwvvHo+PL4EOr4J43+E\nBX/B3gO204kvPMFb9KcnDahlO4pIkbzZqc0B7nYc5wSgI3CbMaYFMAL42nGc44AFwP0AxpjjgSuB\nlsB5wEvGmENbXpOBQY7jNAeaG2N65N8+CNjnOE4zYALwVP5zJQCPAKcB7YGRBYtnt5lCCg+ylwU0\n4AQVtF5JcPWgqCPbj4vaqT3kNi7nN/7ma3TmgYQXt7UfAxxHI7rTjhd5P+Cv/bYGREmY6doElg+C\nYR3gjyQY+R00eREaTISLZsBDC2HWeg2YCjZb2Mk0Pud+BtqOInJUxRa1juPsdBxnZf7XacB6oD5w\nCTA1/25TgV75X18MTHccJ8dxnL+ATUA7Y0xtoJLjOMvy7zetwGMKPtf7wDn5X/cA5jmOk+I4TjIw\nD+hZmh/U3yaTzFj28g31aUG07ThBI961g6KOnH6cTGqh19QWFEM0T3Ebw5hIrgt/LhF/cVv78SEP\ncR3jmU4agdsyysyBDzfAVccH7CVFXCHCwBUtYVJPWDQAku+Bb6+B60+CSONpyT/5dfhlh+2k4o1c\nchnIGO6iL7WpZjuOyFGV6JpaY0xjoA3wA1DLcZxd4Cl8gUNNVvWAfwo8bFv+bfWArQVu35p/238e\n4zhOLpBijKl6lOdylYkk8ST7+Ib6NFNBWyKec2rduFNbWPtx8Tu1AL3pQhXieJPP/BVPxHXc2H4M\n0JImnMMpvMQHAXvNTzd5psPWs3+6kYhVEQaaJkDvFjD6LPjoCnimKwyZp2tvg8HjTMXB0S6tBAWv\ni1pjTByeXdQ78ndsD3878uXbU9DMinyWfTxPMt/SgKYqaEssFkM2DlkuK2zTCmk/9gyKKvqa2kMM\nhue4g4d5lVQL1/KJ2ODG9uNDHuI6nuM90skIyOu9rQFRIkW67iTPpOS319hOIkeziJVM4n3eYTSR\nRNqOI1KsKG/uZIyJwlPQvuU4zpz8m3cZY2o5jrMrv7V4d/7t24AGBR5eP/+2om4v+JjtxphIoLLj\nOPuMMduALoc95pvCMo4aNerfr7t06UKXLl0Ku5tPvUQyk0nhW+pTX8f2lIrBkEAkKeRR00XDuNML\nmX7s7U4twKm0pBun8RRvM5bB/ogo4ipu3akFzxC3M2jDy3zIMPr59bX2HoBv/oZpF/v1ZUSCVoTx\nnHV76ftwSXOorBEkrrOPFPoxktd5kHpo2p3Ys3DhQhYuXOjVfY3jRf+HMWYasMdxnLsL3PYknuFO\nTxpjhgMJjuOMyB8U9Q6ewU71gK+AZo7jOMaYH4ChwDLgM2Ci4zhzjTG3Aq0cx7nVGNMX6OU4Tt/8\nQVE/A23x7Cr/DJySf31twXyONz+HL73Hfu5lD4toQBMVtGXSnM18Sj2au2in+1g28wX1/tNOfgn3\nch0X0ouzvHqOf9hFG65hJW9pYqCEvBb0YTZP0JImtqMUahWb6MGd/MEHxPrxqLWXl8PCLTC9t99e\nQiQkXPcJVI+Fp7vaTiIFOTj0ZjhNqctz3Gk7jsh/GGNwHKfQjl5vjvTpDPQDzjHGrDDG/GKM6Qk8\nCZxrjNkAdAWeAHAcZx0wE1gHfA7cWqDivA14HdgIbHIcZ27+7a8D1Y0xm4A78UxWxnGcJGAsnmL2\nR2D04QWtDXNJ504S+YJ6Kmh9wHNWrbuGKhU1/bi4QVEFNaAWt3IZDzDZ1/FEXGc3Sa5tPwZoTTM6\n0opX+civr6PWYxHvPHE2vLkKfttjO0loyyWXOXzHDrz7F/0i7/MPu3icW/2cTMS3im0/dhxnMRTZ\nTN+tiMc8DjxeyO3LgSMOOXAcJwvPMUCFPdebwJvF5QyUJWRwDTv5mLqcqGN7fMJzVq27rqn1DIr6\n7wdBKSVoPz5kONfQnCtZxjpOQ6NQJTRlk0Mq6VTF3ZORHmEQ3RhCFJEMpjflvLsCx2t/JsGGfdCj\nqU+fViQk1YqDBzrBHV/B3L5ggmaaSvD4ibXcytNkk8M2EhnONdxBH6KL2JBZyUZG8zpLeJUYF3XP\niXjDPRcxBoHVZNGb7bxFbTpSwXackOG2s2odnCJ2alO9GhRVUByxjOUmhjERx6ez1ETcYy8pVKUy\nES7/ldKG5ixgEnP4jpPozxcs8enzv7sW+rSEcpqpIuKV20+FrfthzkbbSULLHpK5icfpxXDupA8r\neYulvMZ3rOBE+hX63pfGAfryMBO4k2Y0tJBapGzcvQJxkT85yHls43lq0JOKtuOEFM9OrXvajzNx\niMIQVYZBUQVdywWkkMZsFvoooYi7uHny8eFa04x5TOQpbudOJtCTO1nLn2V+3uxceONXuOaIXiQR\nKUq5SJjYHe7+GjKybacJfrnk8iofcQJXUYEY1vEe/TkPg6EZDfmEZxnPndzBeC5iGL8XODVzCM/S\nkVb0o6fFn0Ck9FTUemEnOXRnGw9Slb4ub68LRp5rat2zU5uOc8Tk4zzySOUAlUvxgUYkkTzLUO7j\nRbI46KuY/7GKTVzNI8xiPnku+ncp4cHNk48LYzBcyOms4V3OpyNncxu38hSJJJX6Oaethsbx0N51\nJ6mLuFvXJp5znZ/+wXaS4LaMdXTkRqbyGfOYyPPcXWh32fl0Yg3vciYn04EbGMGLvMJslrKGFxhm\nIbmIb6ioLUYyufRgKwOpzC3E244Tkty2U1tY6/F+0qlI+VKf1daNdrSkEQ/xCqvYRBoHfBGVHHJ4\nnKl0ZQgtacwzvENr+jOTr1XcSsB4hkQF3/tjOaIYSh9+YzrRlON4ruId5hb/wMNk5cCYRfCod4PR\nReQwz3aDicvg7xTbSYJPHnkMZxIXcy+3cRmLeIWTaHbUx0RTjnvpz2reYQd7uYsJTGcsccQGKLWI\n73l1pI/b+etInzVkMYCdnEkFxlMDg6YY+MPLJLOSLF52ybE368jiMnawnsb/3vY3OziDm9nCnKIf\nWIw/2MrdPM8fbONPthFHLE2pS1Pq/fu/HWnl9ZEoG9nCQMYQS3n+x4M0og4ODnNZyiimkE4mj3A9\nl3OO6691lOA2kRls5B8mcY/tKGXyK5voyu2s5V1qUc3rx01aBnP/hE/7+DGcSIgbswhW7Yb3L7Od\nJHhkcZBrGcs2EpnNk1SjSqmeJ4NMKvjxqDMRXynTkT7hKIs8RrKHs9nKzVRRQetn8S4bFFXY5OPS\nXk9b0DHUZw5Ps4Z3SWchq3ib57iD8+lINOX4lhV0Yyinci0TmVFkK2QeeUxkBp24kX704Csm0og6\ngKet8jw68QOv8wxDeI73OJF+zOArcl20Gy6hJdjaj4tyEs0YwHmM5nWvH3MgG8YtgTFn+jGYSBi4\ntwMs3wFfb7adJDjsJ53zuZssDvIlE0pd0AIqaCUk+PY8gxCwlAwGsYvmlGMlDamnc2j9Lp5IV51T\n66vJx0djMNSmGrWpRida/3t7Lrks4Gem8QWP8Bpn0oYBnM+FdKY8MfzNDq7jUTI5yFJeK3JCocHQ\nk470oAPz+JGRvMbTvMMnPEMdqvvs5xABT/txm2La3YLFg1xHC/owlCtpUaBboygvLYdO9aFtHf9n\nEwllFcrB+HPh1rnwyyCI04kyRdrBHs7jLjrTmoncXepLo0RCiXZq86WRx1B2cxnbGU01ZlNXBW2A\nuG2nNo28QndqqwRg6nUkkZxLe95iFP8wh8s4m5f5kHpcRH9GcirX0ZMOLOJlr0buGww96MBSptCL\nMzmdwfzJNr//HBJeEkkKmunHxalGFe6jPyN4qdj7pmZ5htuM1i6tiE/0Os7zIdGQL20nca8N/E0n\nbuQKzmES96igFcmnohaYSzqt+ItU8lhDY66gktqNAyjBdYOiHOIO+6uRQppPd2q9UYmKDOQCvmYS\nK3mL0zieBUziPq4p8S8xg+EhruceruYMbmYVm/yUWsJRqLQfHzKEK1jJRhax8qj3e34ZnNsETqgR\noGAiYWBSD1iyFd5dYzuJ+/zIGs7iFh7meh7kOq1VRQoI66LWweE+ErmV3UyhFm9Qm6r6xCvg3LZT\nW3T7cdmuqS2LBtTiDvpwIseW6Xlu4TLGcwfnMpTvi1mwi3grWKcfF6U8MTzGzdzDRBwKH0KYlAET\nfoKRZwQ4nEiIi4uGGb3hjq/g932207jHZyzmQu7hdR7kei6yHUfEdcK6qH2OJD4nneU0pFsAWkul\ncFWIIIncIhePgZZeRPtxoHdq/eVKujGNkfRmBJ+zxHYcCQGendqqtmP41FV0J4dcZjG/0O8/+yP0\nag7NQuvHFnGFNrXh4dPhqo/goHsauazYxV7u4wVuYByf8gwX0Nl2JBFXCtuidjr7mUAyX1CPBO3O\nWlWeCCIxZLimqHUK3amtYnGn1td60IFPeIbrGFuqczlFDskmh1TSSQiRD30OiSCCpxnC/Uwmi4P/\n+V5iOkz+BR7RLq2I3ww5FerEwQPf2E5ix1Z2cwfP0ZKryCCLZbxBe1rZjiXiWmFZ1H7DAYaSyOfU\no4GGQblCgotakAtvPy77kT5u04FWLOBFRvASLzDTdhwJUntIpiqVQ/Is5HM4lRY0YjIf/uf2J5bC\n1SdAw9KfoCEixTAG3rgQZqyDL363nSZwNrOdm3mS1vSnHFGs5V1e4B7qU9N2NBFXC71VSDFWk0Uf\ndjCDOpxIjO04ki/eRcOi0shzxaCoQDiBpiziZV5gFv14hM9YfMSulMjRJJIUcq3HBT3JbYxjKsmk\nArBtP7zxKzzQyXIwkTBQLRbevgSu/xR2pNpO418b+JtrGcOpXEt1qrCRmTzDUB3DJ+KlsCpq/yGb\n89nGRGpwNrG240gB8USQ5JqdWqeIa2pDa6f2kMbUZSlTOJWWPME0anE+V/Ews5hPGgdsxxOXC7Uh\nUYdrxTFczOk8zlQAxi2BQW2gTuh9xiXiSmc1gsFt4ZqPIc8dVyn53Eu8z+kM5hjq8wcf8Cg3Uz2E\n31dF/CFsitpkcjmPbdxJPH2pbDuOHMYzAdkdO7VFTz8O3VVsNapwF1exiFfYwAzO5hRe5xPqciEX\ncw9v8imZZNmOKS6USHJIF7UAY7iJKXzM98m7mb4O7utgO5FIeHnodMjOgydDbLZhHnncywtMZBY/\n8joPc31IrzVE/CksitpM8ujFdroRy90hdJZiKPGcVeuWndrCpx9XCZMJ2bWoxk30Yi4T2MIc+tCN\naXzBFTxADjmlek7t+IYuT/txaL+v1qUGNx7syxWfpXHbKVAjPN4KRFwjKgLeucRzNvTSrbbT+EYG\nmfThIX5iHUt4labUsx1JJKiFfFGbh8NAdlKTSJ6jhg6qdik3nVVb1PTjcPz0NJ5K9KMnX/I82eRy\nK0+X6OglB4fRTKEG5/EKs11zbJP4jqf9OLSL2r0HYP47A0mp8jstz5jPQbJtRxIJO/Urw7guMG6x\n7SRll0gSXRlCOaKYx/NURVPnRMoq5IvaWaTxJ9lMozYRKmh9IpMsOnIDrenHJdzLHTzHBKbzEd/y\nK5vYT3qJnzOeSJJc2n7s4JBCekgd6VNS5YjifcbxCxsYw+tePcbB4WFeYRYLmMfzvMxsruABktjv\n57QSSKHefrwlBU6fBt0aRzL7gipMiphOXS7kBh5jHj+WuntBREru8pbw7RZIybSdpPQ2sYVO3MjZ\ntOVtRhFDtO1IIiEh5Iva90nlVuIpH/o/asBM4WPiiWMqjzCQ82lILf5gK1P4mH6MpA4XcAyX8TPr\nvX5ON+3UHj79OJ0MYihHdJgf/xRHLJ/xLNP4ginMOep9HRyGM4lP+J5veJEzaMMPTKEeNTiZASxl\ndYBSi7+Fcvvx2kRPQTu4LTx+NvQw7VnMa6xgGsfThId5hTpcyGCeYAE/k+uSD+ZEQlXlGOjSCD7Z\nZDtJ6SxhFWdwM/fRn8e4JSSPQhOxJcp2AH/KII95HGAytWxHCRkZZPI40/iYpzmZ4ziZ4464j4PD\nh3zDedzFBO6kHz2Lfd4EItngkqNkDp9+7LmeNnx3aQuqRTXmMp4zuYXaVONCTj/iPg4OdzGBRaxk\nAS9SLb+tKoZonuduunIqvRnOHfRhONfol3qQC9X24yVboff7ML4bXN3qv99rQC3u5mru5mr+Yjsz\nmc+9vMAO9vIF4zmJZnZCi4SBK1rCrPXQ/0TbSUrmAxZwC08zjUfoSUfbcURCTkivJudxgFOIoTqR\ntqO4Tirp/567WBKv8BGn0ZJTaFHkfQyGyziHBUziYV7lPl4odgfDTTu1h7cfe66nVVF7SDMaMoen\nuJ7H+JE1//leHnnczjMsZTXzmfRvQVvQxZzJz7zJFyylB3ewk72Bii5+EIrtx59ugl6zYNpFRxa0\nh2tMXe7jGpYzlUcZzEDG6JpbET+6qBl88zfsD6KB/LvZx408wTyeV0Er4ichXdR+SBqXqhj5j3Vs\n5jaepj4Xcw63kV2C68HSyeBJ3mIUN3h1/xM5lmW8wXI2cCHDjlpEe86pdUfr3uHTj1NIC8shUUfT\njhN4g4foxXA2sgXwFLQ38yQr2cg8Jh7131l9arKASXSmNSczgI/4VkOkglQiydSkqu0YPvPmr3Dj\nZ/DpldDjmJI99joupD41GcebfskmIhBfHs5s6PnwKVhMZCZ96UYbmtuOIhKyQraozcbhU9LopaKW\nHHKYzUK6cjtduZ3qxLOO96hNNR5nqtfPM5kP6UzrEr0pV6MKc5lAcxrSnkH8xl+F3i/eJUf6ODgc\nOGz6cTJp2qktxAV05lEG05M72U4ig3iMDWxhLhO8ateOIopR3Mh0xvIAk+nCrfzE2gAkF1/JJodU\n0kkIkQ993l4NoxbBwmugXSlO1zAYXmE4L/EhK9no+4AiAsDlLeD932yn8M5+0nmZ2dxDP9tRREJa\nyBa1CzlAM6KpH8bDfRJJ4nGm0pTLeIZ3uIGL+ZuPGM2N1KMmr3I/LzDLq8VXGgd4mre93qUtqBxR\nPM/dDOcazuQWPuPIefwJLmk/zsShHIbI/1xTG57H+XhjEBdzLRdwHH3Ywi4+5zkqlfA837Noyyre\n5hp6cikjuJIH+Z1//JRYfGnP/7F33/E13W8Axz8nIQlBEhJ7b2rVqlJ7E4ofpbagWkrpQltFVUtL\njVJq1aaovXdRtYtatUvsIFv2+f1xbjQhO/fec+7N8/698gon957voz+S+9zn+30e/MmFm12ci/43\nAIbtho2doEyutN+nALmZxGDZhiyEBb1ZGvbchGBjtOJI0s+soxmvyRxaISzMbhtF2fvW46cE0pQh\n3OMxMcSgmv4XE+dzFFF0ojHrmUjVBM7AFozz4us4vyTZ3XcGa2hINSqQyv14cfjQhrIUoROfM54B\n9Mb7+de0Sq3+24+1zsfxRz9pjaJSl6hlJKPwoRxF8aYOWXBJ0z0ykYl+vElXmjOVldSiH2/TlFH4\n2NXWVnvzyE6aRMWo0GcTfPQaVDJDX8EetGQ1exjPQsbSP/03FELE45EFaheALVehc3m9o0lcGOFM\nYSXbmKJ3KELYPdt/ez0B0aisJ5j2dpzUfsg0alCOo8znJAv5i8WcZSnnWc4lfuUKq3nAVubzeYIJ\nbayeppE845M4AxZICD+wgtH0TXfctanENIaxngPxrrvhQIApPddTyAtbj0EqtclRUOhE4zQntHFl\nxYXP6M1FVuKAA+V5m69ZQBg21BEkA9E6H9t+k6gfj0N4NHxSyzz307Yhj2AWazmFjeyRFMLGxHZB\nNrIlbKMKpaQjuhBWYJdJ7RHC8MKRUnY60Ho7f7KfU3zPYAqSm/x4kQ9P8pCL3OTEE3dy4ZaiJCP2\nxdfsJF58TedXmlGTchQzS/x5yMkjnsa7lgmFLCgE67wF+cXOxxDbKMp+3yAxIi88mMaHHGU++znF\nVyzQOySRAK1JlG1Xai/5wbhDsKgNOJrxJ2J+vJjMEHozTrYhC2EBb5aGXTcgxKBbkKOJ5juWMoKe\neociRIZgl0mtPW89DiSEAUxkLiPJRlaz3DM/XvzAB/RiHOEvzIr1J4ip/MqXZqjSxvLCnUf4v3Td\nwwDNol7sfAyxjaKkUquHEhRkDiOZw3qCCNE7HPECW6/URkZDj40wrj6UtMAu9+60oCj5GCdvyghh\ndrmyQq0CsPWa3pEkbC37yY0HdamidyhCZAh2l9SqqKwjmA52moSMYCZNqUETapr1vl1pTgkK8BXz\n412fykq8qUNpCpttLS88EkxqjTCrNuHtx8Ep6uYrLKM4BWhMdeaxUe9QxAts/Uztt4chZxZ4t6pl\n7h+7E+Zn1nNStiELYXYdy8IaA25BVlGZwGJG0BPlhTfKhRCWYXdJ7RnCcQAq2uHW4/2cZCMHmcQQ\ns99bQWE2w5nHRo5zAdCaUc1gDaPwMetaHmQniNCXZuS646j7rNqEth9rZ2olqdXTJ3RnCitTNVdZ\nWJ4tbz8+eQ9mnID5rUGx4GvOfHjyg2kb8os7YYQQ6dO+DGy/DqEG2+G/m2OEE0lr6ugdihAZht0l\ntbFbj+3tnbEQntGPb5nNcItthc1LLqbxIb34ijDC+YEVtKMeJSho1nUccCAnOXhMQLzrRqjUJtT9\nOEC2H+uuOuUoSUF+ZZfeoYg4bHX78bNIbdvx1KZQMIfl1+tGC0pQgC+ZQ4wBRpcJYS88s0KNfLDd\nYFuQJ7CE4fSwi3FnQtgKu/vXZq/naUfxM69RHm/esOg6nWlCeYoxhB/4id/4gj4WWUc7Vxu/WZSH\nAcb6JLb9WCq1+vuEbnzPMlSdO2SL/9jq9uMvfodXPOHtV6yzXuxOmB0cpQBteIdv2cIf0tVbCDMw\nWhfkY5znKr50oaneoQiRodhVUvsPETwlmppmGC1iJEc4xwp2MY0PLb6WgsJPfMI6fqcTjSlKfous\n44U7fgas1Ca+/VgqtXprwevEoLKTo3qHIkxscfvx7//CivMwq6Vltx2/KC+5OM0SDjKbMhRmIkvI\nQyv+xwgWs/WlnStGcpO73MNP7zCESFD7MrDtmrYDwwgmsJiP6UpmMukdihAZil39i1tnmk3rYANb\nj2OIYSFb8OUhHWlE+UTG5YQRjg9fM50P8bTSNr/c5OQAs8iPl8XW8EygUuuOgwHO1Krxuh+rqKZG\nUa46RiVAe8NFq9YupTlmGigq0uWhDVRqo2Pg3wD45zH88wSmHoM5rbRti3ooSSE+ohsf0Q0//NnM\nIdbxO4OZTCkKUYS8FCIPhcht+qx95CMXjjimac0nBDCHDTShBtUpl+LnXeU241nIRg7ijBObmZTk\n3POEBBPKT/zGQP5nto79QsSV2xWq5oUd16FdGX1jucgN/uAsSxmrbyBCZEB2ldSuJYgJFkzEzOUv\n/uE9vkNB4TVeoTkfkANX3qIxnWgcL8EdxwLKUoSONLJqjOaaSZuYhMb6uOPIvzrPc3yxUhu7PdAF\nZ71CEnF0oSmfM5tTXEr1i2thXpFEEUwoHgbaxRCjwvp/4MS9/5LYa0/BKyuUyQVlcsKEhuBdSu9I\nNZ640xtveuPNM8I4zRVu88D08ZDD/M1tHnKbBzwmAG/qMJNPyIdnitc4xGm6MYbXeIXZrCUXbgyg\nPW/TlOyJvFkXm8xu4hCD6cQ1fmMfJ2nBMFbxNQ2olqK1/+UebfmEMCLYy0k2MUmqV8IiOpaFNZf0\nT2q/Zxnv04msdrZjUAhbYDc/XW4RyXUiqUcWvUNJVADBjOJnfmU33/AeffDGAQd+4AOOcI7V7KUZ\nQ3AnO51oREVKMJeNnGGJ3TW+0sb6vHim1oEzOm8/vkIELeK80AsgBHc7bDxmq5zIzFA68z3LWME4\nvcPJ0PzwJxduhmmEcuERvLMVIqK1pPWt8loSWyonuNpAM/wsuPA6FXmdigl+/RlhfMMiKtOD7xhE\nL1on+X0pmmgmsJjprGI+n+PNG0QTzS6O8TPrGcFPvEVjBtCOV9Eygavc5mt+YTN/MJhOXGXN86MX\n7WmAO9l5iy+Yy0jepF6Sf55DnKYTnzOcHrxPR9oznL6MZxFfyvdTYXYdysLnv0NYFLjo9Mr2Ng/Y\nwAGuskafAITI4OwmqV1PMG3IRiYD/rBUUVnODj5hBq2pzXlWxNtK7IADblWGIAAAIABJREFUtalE\nbSoxmSEc4Ryr2MOHTGMKH6TqXXlb4Ykbl7kd75q7zo2iolDZRShTyP38mpynNZ7+tONbOnCTuxY7\n8y2SZ5Stx2FR8M0fMOsUjK0LA6qCozHybLPKggvjGEAHGuDDeH5lN3MYSSHyvPTY+zymB2MIJ5KT\nLKKg6XuaI4604HVa8Dp3eMgCNtOO4eTGg5IUZBfHGMJb8ZLZuBpSjW1MwZuPeEIgffBOMNb5bGQk\ns1jC6OdHBX5lPI15n5H8xAQGmfG/jBCQNxtUyg27rkOb0vrEMJ6F9KY1HlihpboQ4iV286PfqF2P\nL3CDRgxiEsv5jW+Zy2dJno2NTXCnMoybrKcbLawYrfUkVKnVztTqV6n9k2cUJTP547zXo52nNd7f\nq4wsB670pQ1TWKl3KBnaI57q3iRq/79QeS6cfwSn+8LA6vaZ0Mb1KmU4xgLqUImq9GIO6+N1BN/F\nUarSi9epyF5mPE9oX1SA3IzCh+v8xlj6U5PyXGUNX9I3yTfyqlGW/fzEWOYxiWXxvhZFFMOYykRT\nQ6y4Z9+z4sImJrGeA0zn13T+VxDiZZ3KwupL+qy9kl3s5Cif01ufAIQQ9lOpPU04TQ3UhCKcCMaz\nkFms5Ut8eI8OZLKf/9zplvCZWgddK7VbCaHVC2fMtEqtJLVG8wGdqUA3vqQvuXDTO5wM6RH+us2o\nffIMPtkDO6/DjObwps7n6KwtM5n4Ah/aUf951XYWn7KQLSxiK0sZQyOqp+hejjjSitq0onaK1y9D\nEQ7yM835AD/8+ZaBBBBMF0YRQwxHmZ9gtcoTd7YzhTcYQF5y8RZNUrymEMnpUBa+PADhUeBsxZdb\n57nOYCazk2nklJ9HQujGbt7Tbk5WXAzyxznGearRm9Nc5jSLGcxbktC+wAsP/F5IarU5tfpVarcS\nQusXktoAgmX7sQHlx4t21GMWv+kdSoalbT+2flK76TK88jO4ZobzAzJeQhtXBUpwmDm0oBZV6MEp\n/uEvFqU4oU2PQuThALPZy0l6MIZa9KMsRdjKD0luvyxKfrbwA+8zmX2ctHicIuPIn13bgtxyJYw7\nqG1FDgiz7JoBBNOe4UxmyPOz6UIIfSiqqib/KINTFEVdqQbSWefk4xlhjGYui9nGFIbShabSECMR\nd3hIdfpwjy3PrwUQTWFuEEBJq8fjSyRV+JcHlMAxzv9nP7OOk1xiDiOtHpNIWuzW/husJYt0mrS6\nL5iNM06Mwsdqax65A21XwfpOULug1Za1CUGE4EoWqzfuCiKE/nxLE2rQjzdT/Lx9nKQzX7CL6VTG\nIO2ohc17+gz2/at9rzhyB07dhyJuUKuA9vF6AXjFyzwzqmOIoQMjyI8nP/Fp+m8ohEiWoiioqprg\nv2C7KR++uG3U2g5ymr6MpyplOMtScpNT13iMzhN3/PBHRX2e+GfHgWBiiEaNl1hawzZCaI7rS+vK\n9mPjKk8xalCOxWxjAO31DifDechTqlqxMnEnEDr+BvNbS0KbkMTG81hj3ZV8nernNaQaM/iI1nzI\nIX6Wpm/CLDyyaNuQO5gmvkVGw7lHWoJ76DaM/wOyO0HfKtC9QvrmVU9kCQ94wirGmyd4IUS62E1S\nm12nrcfBhDKSn1jL78zkY9pRX5c4bI0zTmTFJd72XgcUcuBAADHkxNGq8WwlhI4JVPqlUZSxfUJ3\n+vENVSlDbjzwwkPmA1qJNc/UPouE9mtgUDX9OpsK83uLJtznMe0YzikWGWY8lLAfmR3h1bzax3vV\nQFXhwC2YdxrGHIBmxaFfFWhSDBwSeS/9QTCceQinH2jbm1uU0Bqy/chqjrEAJzJb9w8lhEiQ3SS1\n1hZFFEvYzljm0ZBqnGOZtHFPJU/cecTTeGdWPUxjfayZ1IYTw16eMZe8L33Nn6BEu4cK/dWlCk2p\nybtM5BH+POQpmXDEC3e88CA3HlSiJON5V44CmJnW/djyO1JUVZs/W8IDRqS8l5GwEYN5iyVsZx37\n+R+N9A5H2DlFgfpFtA//MFh+Dkbug/5boE9laFkCrj6FMw+0RPbMA232deU8UMIdZpyAfYPu0cNh\nLCsZJ68PhDAQSWpTKYoolrOTr1hAIXKzhDHUpYreYdmk2A7IpSj8/JrWAdm6zaIO8ozyOOGZQCId\nQIhsPzYwBYWZfPL89yoqwYQ+T3Af8ZRRzKEyJelMUx0jtT/WahQ16Qhc8IODPc1zDk4Yi4LCl/gw\nijl0oKG8+SSsxt1FGwM2sDr8dR/mn4b+W6FsLqicGwZX15LZgtn/+97zxuIYmv2zlo/LdaMB1fT9\nAwgh4pGkNoWiiWaFKZnNhyfzGCnf0NIpsbE+1p5Vm9Aon1jamVrpfmwrFBSy40p2XClOAUCba9uT\nr2hLXWkoZUba9mPLzqnddhWmHIOjfSCr7PCzW968wZfMZRMHaUs9vcMRGdCreWFGi+Qf51JzHQFH\nvfmoXOHkHyyEsCo5wJKM2GS2Al2ZzTpm8Sn7+UkSWjOIbRYVl7tp+7E1JZ3UBuOmcxMykT71qUoN\nyvEDK/QOxW5EEEkwoXhY8A2fS37QaxOs7gCF5GSHXVNQGEUfxvELKrY/kUHYp8ksw7f0GlyDCnHi\nruwoEMJoMnyldgt/sI+TBPOMIEIIItT061CCCOUxAZSiENP5kCbUlK1RZpRQpdbDytuPrxGBPzG8\ninOCX5dKrX34jvepiQ998CY/XnqHY/P88CcXbhZr7OMfBm+uhgkNoU4hiywhDKYd9RnNPLbzJy2R\nw9PCOFRUxjKP5exkt8OPrK7uwLTjsDTlE6yEEFaQYZPaRzxlCD9wgov0oy0lKEB2spq2LmYlG1nI\nTlZy4Ep+vCSZtQAvPLjP43jXrF2p3Waq0jok8v+vdqZWklpbV5wC9OdNPmc2vzBK73BsniW3HkfH\nwNvrtA6jPtKuIMNwwIEv6M1XLKAFr8vPXGEIMcTwIdPYzykOMps85KJvFSg+E+4GQX55eSCEYWS4\npFZF5Vd2M5QpdKcF8/lcRoDoxAt3znE93jVrn6ndSgg+uCX6dZlTaz9G0ouydOYkl6hGWb3DsWla\n52PLJLVfH4KIGJjcxCK3FwbWkUaMZh57OE4TauodjsjgoojiHSZwiX/Zx8znEy7cXaDrK/DTSfi6\ngb4xCiH+k6HO1N7Dj/YMZxwL2MB3TGKIJLQ6ih3pE5fW/dg6ldpQYjhEGE1JePp6BJGEE4krWawS\nj7CsHLgyjncYyhQ5t5dOlup8fPo+zDwJi9tApgz100kAOOLIF/RmHL/oHYrI4MKJoAuj8OUhu5j+\n0sjGITVgzl/aDG0hhDFkiJcNKioL2UxlelCREpxiEa9RQe+wMryEz9Q6Wu1M7T5CqYozbonMxA0w\nNYmSbXD2ozetCeYZa9irdyg27RH+Zq/URkZDn80wsREUkMZQGVYXmnKHR/zOKb1DERlUCM94k0+J\nIYZNTErwje3SuaBmflh+XocAhRAJsvuk9gkBtGQY01nFTqYxjgE446R3WALtTG3ClVrrJLVJdT0G\naRJljxxxZAof8CkzCCNc73Bs1kOemP1M7cQ/IY8r9K5k1tsKG5OJTHxOb8axQO9QRAYUQDDN+YA8\n5GQV45N8vTi0Jkw9Bqps/BHCEOw+qf2R1XiQnaMsoAql9Q5HxKGN9AmId80dR55aYfuxippsUqs1\niZLztPamAdWoShmmsFLvUGyW1ijKfNuPzz2EacdhbmtQZGNEhtedFlzjDoc5q3coIgO5yV0aMpCq\nlOEXviBTMm1nGhcFFdh70xrRCSGSY9dJbTTRzGcTI+hJ5ozXE8vwspOVSKJ4Rtjza9aq1F4igmjg\nlSTehZVKrf36jveZzHLu4ad3KDZFRWUbh9nLSQqYaTRSVIy27Xh8fZlHKzSZycRIekm1VlhFDDHM\nZA3V6UNXmjOND1M0rkxR4IMa2htyQgj92XVSu4Oj5CMXlSmldygiAQrKS+dqPazUKCq2SpvUeVl/\n05laYX9KUJC+tOELftY7FJsQQSSL2EIlujOcmYymL63MNEt08hFwc4b+r5rldsJO9KIV57nBcS7o\nHYpF3OAuM1hNjBW7/YuXXeEWDRjIMnZwkNl8TLdU9dHoXgGO3IErTywYpBAiRew6qZ3Devoj07GN\nzAsP/OIkte5WahS1lRBaJ5OwSqXWvn1OH7ZymFNc0jsUwwogmO9ZSnE6sIRtTGIwZ1hKD1rimEiD\ntdS46AeTjsI82XYsXuCME8PpYXfV2gCCGc4MqtObGaxhNHP1DilDiiaaySzjdfrTgQYcZDblKJbq\n+2TJDP2qwI9SrRVCd3a7J/cujzjAaZYyRu9QRBI8cYtXqc2KQgQqEag4WajrcCDRHCOMRomM8onl\nT7CcqbVjOXDlG97jTT7lW96jK81TtOUsI7jOHWaxlgVsojm12Mj3VDXzbN/oGPDZDGPrQlHzTwcS\ndqAvbfiGRezjJEXI+3zMWjgRzz9HEsUbVCa7wXfVRBHFHNbzFQvwpg7nWI4jDtTEhwoUpzNN9Q4x\nwzjPdfoyniw4c5T5lKBguu43sBpUmgvj6oObTIkUQjd2m9T+wmY60YhsySQuQl8vdkBWUEzV2mhy\nW+iv525CqU0WXJNJYAIIlkqtneuDN6UoyMf8yBRW8j2DaUR1vcPSxS3us4o9rGIPN7lHN5pzikUU\nIZ9F1pt6DFwywbvVLHJ7YQdccGY8A+jGaJzJjDNOOJMZJzI//30oYcQQw06m42bANyG1poSH+YQf\nyY8nO5gW70jUBr6nCYMpQUGqU07HSG3DDo7whEDeplmqn6uiMpElTGY5XzOA/rxpljcyC+aAFiVg\nwRkY9lq6byeESCO7TGpjiGEeG1nDt3qHIpKR8KxarVlUbgutmVzX41j+BFGKQhaKQhjFG1ThT+ax\nmj3051vKUoTveJ9XKK53aBbny0NWmxLZK9ymPfX5hndpQNVkO3+mx+XH8O1hONoHHGTbsUhCb7zp\njXeiX1dRGcJkmjHEcIntWa7wEdPx5SGTGEIrar90XrMypZjLSNoznKPMJ7+ZGrDZozXsZRDfkwVn\nbnGfT+mR4vOvkUTRl/Fc4TYnWUhh8po1tqE1oPM6GFIDHGXDjxC6sMt/ers5jgfZqWbm7XLC/LSx\nPvGTWncLNotKySifWFqjKOO8QBKWo6DwFk24wAqaUpOGDKI/39htd+TbPKAuA6hMd/7mGqPpyz22\nMJfPaEJNiya0MSr03QKj3oAS5h11KzIgBYXpfERNytOMIQQQrHdIxBDDBBbThCG0oz5nWUZr6iSa\ngLWjPu/SnnYMjzcNQPxnGdsZzGR2MI0/mMMStvMJP6KS/JDYYEJpw8f4E8QeZpg9oQWoWQDyZYNV\nF81+ayFECtllUjuH9bxDO73DECmQUKVWm1VrmWZRZwjHFQdKJTHKJ5Y0isp4nHFiKF34h1/xIDsV\n6MoH/MBpLusdmlmNZyGvUpp7bGEBX9CC16029mzWSVBVGFzDKsuJDMBIie0dHtKUIWzlMCf4hUF0\nTNG/rc/oTQkK0I9vUpSoZSQL2MSnzGQ3P1KF0hQgNweYxR+cxYeviSIq0ec+4DENGEhh8rCWCWTF\ncodeJzWBj3bD41CLLSGESILdJbUPeMweTtCV5nqHIlIg4aTWcrNqdxJK8xSesw4gRBpFZVAe5OA7\nBvMXi3EnO+34lCr0YCor450Bt0V3ecQq9jAKH5zIbNW1bwfC6AMwt7VsOxbmZYTEdgMHqEZvGlCV\nfcxMVUVQQWEBn3OZ20xgsQWjtC2zWcsY5rGPmfGOhOTEjd38yH0e8z9GJljhvoYvdRiAN3X4mREW\n3YECULsgdC4PH+yy6DJCiETYXVK7kC10oAE5DN4JUWgS2n7siSMPk3jnNT32EEqTFP7dkEqtKExe\nxtKf66zlBz7gFP9Qik60ZzgbOECkhf6eWtJkltOTlnhh3b2/qgoDt8EHNaCcp1WXFhmEXontM8IY\nxPcMZQprmcAofNI08ioLLqxnIjNZwwYOWCBS2zKVlUxkCfv5idIUfunrrmRhA9+TFRdaMCze/98n\nuEhd3uUTujGG/qmaPZse4xtoc2s32tfmHiFsgl0ltbENomQ2re3Quh/HT2rL4cR5Isy+VhgxHOYZ\nDciSosdrZ2rlzREBDjjQiOosZjS32IA3dZjEMgrShq58ySx+4xzXiEnBDoNgQvmdU0xiGYvZaoXo\n//OYAH5hCx/TzarrAvx6AW4EwPDaVl9aZCDWTmz/5io18OEJgfzFYmpTKV33K0Bu1jKBfnzDWa6Y\nKUrbM5HFzGQNvzOL4hRI9HFOZGYZY6lICRowkAc8ZgdHaMWHzOJTBtDeilFD1sywwBve2wZPn1l1\naSEyPEVVkz67oSjKfMAbeKCqaiXTtdFAf+Ch6WGfqaq63fS1kYAPEAV8oKrqTtP1qsBCwAXYqqrq\nUNN1J2AxUA3wAzqrqnrL9LVewOeACoxXVTXBPTmKoqiqqrKXEwxlCmdYarV35UT6POIpZenMY3Y+\nv/Y7oXyGH38k8M5seuwjlBH4cTSF981BI26xQaq1IlE3uMs+TnKQ0xzkDE8JpA6VeIPK1KUKFSnB\nRW5ynAsc5yLHucgN7lKJklSlDMvZyS3WW23G5mjmcpdHzOUzq6wX63EoVJgD6zpBrcRfnwphNrFd\nkf/kHP15k9IUpjSFyI9Xml4fqKj44c8tHnCL+9zmAVfxZQW7mMRgetLKrK87lrODL/iZkyzEgxxm\nu6/Rqah8xXxWsos9zEhxN+jY581nExFE8hvfUofKFo42cYN3QFAELGyjWwhC2CVFUVBVNcFvtilJ\nat8AgoHFLyS1Qaqq/vDCY8sBy4EaQEFgN1BKVVVVUZSjwPuqqh5XFGUrME1V1R2KorwHVFRVdaCi\nKJ2B9qqqdlEUxQM4AVQFFOAkUFVV1YAEYlRVVeVtRlGbigzmrZT/1xG6iiYaZ+oRxu/Pz7s8IZpi\n3MCfEmZ9kfAFfsQA35D83sdoonGiLpEcMsscO5Ex3MPPlOCe5hBnOc91ylKEmpSnBuWpQTkqUOL5\nWdYODKc5taxSTQgkhBL8jz+ZS0krj6rqvQncnGFa6kdLCpFmKipz2cAxznOZ21zmFsE8oxSFKE0h\nSlOYQuQhgkhCeEYo4YQSZvp1GCGE8YRAbvOA2zwkK84UIg+FyUMh00dHGlrs39NQpnANXzbwvd3/\nHFJR2cdJxjCPIELZzhTykCvV91nFbipRkrIUNX+QqRAcAZXmwozm0KqkrqEIYVfSldSablAE2PRC\nUhusqurkFx43AlBVVZ1o+v02YAzwL7BXVdXyputdgPqqqr6nKMp2YLSqqkcVRXEE7qmqmjvuY0zP\nmQXsV1X11wTiUx+pTylJR26wNkO9q2kPPGnOBVaQm5zPrxXgGocpTBEzNrKpxS2+wZNGKWgU9ZRA\nitEBf3abbX2R8aioSb4xs4MjfMYsTrLI4rF8xxJOc4XlfGXxteLadR36b4Vz70C25JuOC2FRAQRz\nxZTgXuYWt3mIC05kxQVXXEyfs5AVF7LijAc5niexrik8umIuEUTSkIG0pg6f0duqa1tL3GT2Po/5\nEh+60NTiTZ2sYe9N6LVR+97nZrmmy0JkKEklten5rvG+oig90KqpH5kqqAWAP+M85o7pWhTgG+e6\nr+k6ps+3AVRVjVYUJUBRlJxxr79wrwQtZittqSsJrQ2K7YAcN6mtiDNnCTdbUhtANOcJp3YK2/n7\nEyydj0W6JbfToCk1eZeJnOSSRedqPyOMKaxkB1MttkZCQiJgwDaY1UISWmEMbmSjOuWoTjm9Q0mW\nE5lZxXhq4ENNytOEmnqHZDYqKvs5xRjmcQ8/RuHD23aSzMZqVBS8S2ljfuZ56x2NEPYvrftZfgKK\nq6paBbgPTE7m8amRpv2mc9jAO9IgyiZpzaLij0mphDN/E262NfbzjFpkwSWFf+X9CcJNklphYQ44\n0J83+Zl1Fl1nAZupQTkqUcqi67xo9AFtzEVL2X4nRJoUIDfLGEt3xnCbB3qHYxYH+IsGDOQdvqUf\nbbnACnrQ0q4S2ljfNYLdN2Hndb0jEcL+pek7iKqqj+L8di6wyfTrOxDvcElB07XErsd9zl3T9uMc\nqqo+URTlDtDghefsSyymx2POs4t17GY9DRo0oEGDBok9VBiMJ274Ef+odEWc2UqI2dbYQyiNUzif\nFmIrtdIgSlheH7wpz9tMZohFGkZFEsV3LOVXvjb7vZNy4i4sPQd/97fqskLYnYZUYxhd6MRnHGC2\n1edLm9MhTtOJz/iewXSlmV0msnFld4Y5raD/Fvj7HcjhrHdEQtiW/fv3s3///hQ9NqXfTRTiVFAV\nRcmrqup90287AOdMv94ILFMUZQraVuGSwDFTo6gARVFqAseBnsD0OM/pBRwFOgF7Tdd3AOMVRXFD\nqyg3BUYkFuBnYz5nGG+n8I8jjCShSm1FnJjAE7OtsZtQFpM3xY8PkO3Hwkry4UlDqrKcnRZpGLWM\n7ZSkILWoYPZ7JyYyGvptgUmNwUumYgmRbp/Sgz85x0dM40c+1jucNAkkhJ58xVxG0pZ6eodjNc2K\nQ9Ni8OkemN1K72iEsC0vFirHjh2b6GOT3YupKMpy4DBQWlGUW4qi9AG+UxTlrKIop4H6wDAAVVUv\nAKuAC8BWYKD6XyeqQcB84DJwJXYEkOmap6IoV4ChmBJXVVWfAuPQzuweBcaqqhp/oGkcPWiZ3B9F\nGFTsmdq4yuHEdSIJT8Hcz+TcJYr7RPEqKX+L1J8gqdQKqxlAe+aw3uz3jSaaCSzhcys3mZl8FPJm\ng27Wy6OFsGsKCgsZxXaOsJwdeoeTJkOZQmOqZ6iENtbkJrDjOgzdqfUaEEKYX7KVWlVVuyZw+Zck\nHv8t8G0C108CFRO4Hg4Jz+BRVXUh2mzbZHninpKHCQPywoNr8fqIgTMOFCczl4ikciqS0YTsIZSG\nZMUxFce1/QnGzUqzQ4WwVMOotezHnWw0pJrZ7pkcVYUJh+FkX1BkXLgQZuNOdn7jWxozmEqUpAIl\n9A4pxdaxn9/5i9Ms1jsUXbi5wAkfGLZbG/UzrzU0LKp3VELYF/sefCZsgiduL1Vq4b8OyOmV2vO0\nIJVaYV2WaBilovINi/iMXmad95ycwHCIVqG4vM8ohNlVohSTGcL/GEmgGftOWNJ9HvMe37GYLy3S\nN8BW5MoKi9vC9GbQcyO8u1X7fimEMA9JaoXuEjpTC9q52vR2QFZR2U0oTVKd1MqZWmFdffBmNXsJ\nMtML1e38STTRePOGWe6XUneCoGB2qdIKYSk9aUUdKvFNyjay6UpFpR/f0Jc21KGy3uEYQutS2uza\nGBUqzIFtV/WOSAj7IEmt0F1CZ2rBPGN9LhOJApRKZbfIAOl+LKwsbsMocxjPQkbSCwcrf5v3DYKC\nMi5cCIsaSU9+YTPhGPuA5lw2cJdHjKaf3qEYipsLzGkNC7xh4HbovQmePNM7KiFsmyS1QneeuL80\n0ge07cd/p/MHdmyVNrXbL6VSK/RgroZRp7nMLR7QiUZmiCp1fAO1Sq0QwnJKUZiKlGAdv+sdSqKu\ncpvPmMVSxtr0GCJLalLMNOrHSavarr6o9SUQQqSeJLVCd16444c/KvG/kxchE4HE8IToNN87Ledp\nQTtT6yZJrbCyptTkCYGc5FK67vMLm+lNa11mQPoGSVIrhDUMoD2zWat3GAmKIooejOVLfChPMb3D\nMbRsTjC9OazuAGMOQNtVcDtQ76iEsD2S1ArdueCME5lfanqhoFAhHedqo1HZl+akVrYfC+szR8Oo\ncCJYzk764G3GyFLON1C2HwthDW9Sj3+4xSVu6h3KSyawmGxk4X066R2KzahTCP7qB68VgFfnwfTj\nEJ3+qYZCZBiS1ApD8MQNPzOfqz1FOPnJRL40VKsCZPux0El6G0Zt4ACVKEkx8ps5spSRSq0Q1uFE\nZnzw5mcLzLhOjxNcZDqr+YVRVj/Tb+ucHOGLN+CPXvDbJXh9IZx5oHdUQtgG+W4jDEHrgJzYWJ+0\nnatNS9fjWFKpFXpJb8OoBWzGR6cqLUijKCGsqT9vsoRtPCNM71AAuIYvHRnJdD6kILn1DsdmlckF\n+7rDgKrQdDmM2AvPIvWOSghjk6RWGILWAdm8Y33Sep42hhgCCCZHBp6nJ/SV1oZRt3nAcS7QgQbm\nDyqFpFGUENZTlPzUpDyr2at3KJznOvV5j5H0ogtN9Q7H5jko0LcKnO0PNwOg0lw4dFvvqIQwLklq\nhSEkNtanIs6cJ4IYUtcO8BkxHOEZ9cmS6liCeUYWnMmsQ5MdISDtDaMWsYXONCELLhaKLGkhEfAs\nCnKm/p+dECKN3qU9s9NxDt8cTnKJxrzPRAYxgPa6xmJv8maDle3h+8bw1lr4cBeEStVWiJdIUisM\nwdPUAflFHjjihgP/EpWq+x0mjIo444ZjqmPxJ0jO0wpdOeDAQP7H1/yS4ufEEGPaetzGgpEl7U4Q\nFMgOSuomaAkh0qEVtbnNA85yRZf1D3KalgzjZ0bQjRa6xJARtCsDf/eH+yFQZR4c9tU7IiGMRZJa\nYQiJVWpB24J8NpVbkHcTkubztAFynlYYwGA68TfX2M6fKXr87/xFNrJQjbIWjixx0iRKCOvLRCb6\n0VaXhlE7OEIHRrCMMbxJPauvn9HkygrL28GEhvC/NfDxbjlrK0QsSWqFIWiNol4+UwvaFuTUnqtN\n63laiG0SJZVaoS8XnJnOhwzhB8JT0CxtAZvwoQ0K+pVJ70iTKCF00Y+2rGAXwYRabc217KMHY1nP\nRJrymtXWFdChrHbW9nYgvDofjtzROyIh9CdJrTAEbaRPQIJfS+1Yn6dEc5EIXk/juUJ/gnCTpFYY\nQCtqU46iTGZ5ko8LIJhNHKK7zlv/pEmUEPooQG7qUYUVaeyanlpL2MYgJrGdKdShslXWFPF5ucKv\nHeDr+tB+NUw+ondEQuhLOuEIQ0iuUvs1T1J8r/2EUpssOKfxPRsxNJh8AAAgAElEQVSp1AojmcJQ\natCH7rSgMHkTfMxKdtGUmnjibuXo4vMNgnK5dA1BiAzrXdrzBT/Tn3Zmu2coYdziPv+aPm5xn6v4\n8gdn2csMylHMbGuJtOlYDmoVgEbLIDwaPqujd0RC6EMqtcIQkjpTWxYnbhJJGDEpuld65tNCbKMo\nKTcJYyhOAQbTiY+YnuhjtK3H+s2mjeUbKNuPhdBLM17jMQGc4GK67nOQ07yGD7lpiQdN8eZjvmcp\nRzmPE5lpyescYZ4ktAZSMAf83h2W/A1fHdQ7GiH0IZVaYQhapTbhpNYJhRJk5iIRvJqCLcV7CGU5\n+dIcS4BUaoXBDKcHr9CV3RyjCTXjfe0c17jDI5oZ4EybNIoSQj8OOPAO7ZjNWubxeZrucZEbdGQk\n0/iQelQhL7lwkPqHTciXHfZ31yq2UTEwtp50ohcZi3ynEoaQA1fCiSAskbOzlXBOUQfk84TjTwxV\ncE5zLP4Ey5laYShZcGEqQ3mfyUQQv9XlAjbRm9Y4pmF8lbn5SqMoIXTlgze/sZ8AglP93Ac8pjUf\nMZFBdKEp+fGShNbG5MmmJbbrL8Nn+0FV9Y5ICOuR71bCEBQU06zahJtFaR2Qk+8AO54nDMUDh3R0\ngJXtx8KI2lCXEhRgKiufX4sgkqXsoDetdYxMEx4F/mGQ21XvSITIuPKQi6bUZCnbU/W8EJ7hzcf0\npCW9DXCUQaSdlyvs7Qbbr8EneySxFRmHJLXCMLRztYk1i3JKtgPyZSLYRSiD0tksRxpFCSNSUJjG\nML5jKb48BGAzhyhPUUpSSOfo4G4w5HUFB9nuJoSu3qU9s1mHSsqymWiieZtRvEIxRtPPwtEJa/DM\nCnu6wf5/YdguSWxFxiBJrTAMrVKb8LnalIz1+YYnDMad7On8a62dqZVKrTCekhTiPTrwsalp1AI2\n40MbnaPSSJMoIYyhIdWIIYb+fPP8DbDEqKh8wBRCCWMOI3Wdcy3MK2cW2N0N/rwDg3dIYivsnyS1\nwjCS6oBciEyEouJHdIJfv04EmwhmiBlGmkilVhjZSHpxhHMsZRuH+ZuONNI7JECaRAlhFAoKB5mN\nJ+5UpjsfMz3RN4x/YDm/8xe/MQEnMls5UmFp7i6w8204dBtWXtA7GiEsS5JaYRhJJbUKChWS2II8\ngae8hzvuZmiW40+QNIoShpUVF37gA3oxjk40ImsKOoJbg1RqhTCOnLgxgUH8zTJCCaMsnfmK+QQR\n8vwxq9nDVH5lKz/Izzw75uYC3zXWRv1Ep2wyohA2SZJaYRhJbT+G2GZRLye1t4hkDUEMxcMscUil\nVhhdexowkA4MppPeoTx3Ryq1QhhOfrz4iU85ynwuc4uSdGQKK9jLCQbyPZuYRCHy6B2msLCmxbTt\nyFKtFfZMklphGElVaiHxsT7f8YR+uOFphiqtiiqVWmF4Cgo/8jEVKKF3KM/JOB8hjKsEBVnKWHYx\nnX2cpBkfsITRVKG03qEJK1AUbW6tVGuFPcukdwBCxPLCI9Hux6BVahcSGO/aPaJYThAXKWqWGJ4R\nTiYy4ZKOObdCZES+gVKpFcLoKlGKjUyS0XUZUOOi2si1Feehe0W9oxHC/KRSKwwjuUptBZw4Tzgx\nccYUfM8TepKDPGZ6f0b7QS9VWiFSSyq1QtgOSWgznufV2kMQJdVaYYckqRWGkdyZWnccyYkj14kE\n4CFRLCSQT8x0lha087Sy9ViI1ImKgYch2pxaIYQQxtSwCOTLBsvP6R2JEOYnSa0wjOQqtRB/Xu0U\nntKF7BQw4xgCqdQKkXr3g8ErK2RO/7F2IYQQFhJbrR0n1VphhySpFYaRCzeeEkR0IrNoASrixN9E\n8IRo5hDAcHKaNYYAgmVblhCpJFuPhRDCNjQoon2/Xvq33pEIYV6S1ArDyEQmcuDKU4ISfUzsWJ9p\nPKU92Shi5mHxMs5HiNTzDYQC8l6QEELYhDF1tWptZOI1BCFsjiS1wlC0LciJd0CuhDNHCeMnAhhp\n5iotION8hEgDX5lRK4QQNqN+ESjiBkukWivsiCS1wlCSO1dbBifuE0VLslICJ7OvL5VaIVLPN1C2\nHwshhC0ZWw++/kOqtcJ+SFIrDCW5WbWZUeiHG1+QyyLrP+SpnKkVIpWkUiuEELalbmEo7g6LpVor\n7IQktcJQPHHDj4AkH/MTeShtgSptOBH8ym68qWP2ewthz+5IoyghhLA5Y+vB14cgQqq1wg5IUisM\nJblKrSWtYg+vUIyKlNRlfSFslW+gVGqFEMLW1CkEpXLCorN6RyJE+klSKwwlJbNqLUFFZQorGEoX\nq68thC2LUeFuMOSXpFYIIWzO2Hrw5e8w/zSEROgdjRBpJ0mtMBRP3PHTIak9yGlCCKMlr1t9bSFs\n2aMQcHMGl0x6RyKEECK1Xi8Ii9rChstQeAYM2QEXHukdlRCpJ0mtMBS9KrVTWMkHvIWD/JMQIlWk\nSZQQQti2ZsVh41vwV1/I4QyNl0H9JbDyPIRH6R2dECkjr+CFoWhnaq2b1F7nDgc5TS9aW3VdIeyB\njPMRQgj7UNgNvm4AtwbD+9Vh7mmtejt4Byw8A3/dlyRXGJdsGBOG4omb1RtFTWcVfWmDK1msuq4Q\n9kAqtUIIYV8yO0KnctrHP4+1rcm7bsCko3D9KZTMCZVzQ+U8UCUPVMsLHvISSuhMklphKF544EcA\nKioKisXXCySExWzjDEssvpYQ9sg3CApIUiuEEHapTC74NE67kbAo7czt6Qdw5iFsvgKn7kMRN6hb\nCN4opM3ALSQ7eISVSVIrDCUrLjjiQDChZMfV4uvNZyPNqEkh8lh8LSHskW8gNCmmdxRCCCGswSUT\nVM2nfcSKioHT9+HgbfjtEgzdBVkyaclt3ULQvQK4OukXs8gYJKkVhhPbLMrSSW000UxnFSsZZ9F1\nhLBnsv1YCCEytkwOUD2/9jHsNVBVuPwEDt2GtZdg4VnY/Bbkyqp3pMKeSaMoYTjWGuuzgQPkJRev\nUcHiawlhr6RRlBBCiLgURdu23LcKbO4M9QpD3SVwO1DvyIQ9k6RWGI61xvpM5VeG0cXi6whhr1QV\n7siZWiGEEIlQFJjYCHwqwxuL4JKf3hEJeyVJrTAcLzx4aOEOyCe5xE3u0YEGFl1HCHv2NAycM0E2\nOSslhBAiCR/Xgq/qQ4OlcOyO3tEIeyRJrTCcchTlHNcsusZUVvI+HcmUymPl/mEQo1ooKCFsjG+g\nnKcVQgiRMr0qwbzW4L0Kdl7XOxphbySpFYbzGq9whHMWu/9dHrGZP+jPm6l+bvMVUHMBHLxlgcCE\nsDHSJEoIIURqeJeCdR2hx0ZYcV7vaIQ9kaRWGE4NynGGq0QQaZH7/8RvdKUZHqS+u821p9C7EnTb\nAG+thRuWP/orhGFJkyghhBCpVacQ7OkKn+6BH4/rHY2wF5LUCsPJjivFyc9Zrpr93s8IYw4b+IDO\nqX5uaCSERMKg6nDpXajoBdUXwMh9EBRu9lCFMDyp1AohhEiLCrnhYE/48QSMO6g1HhQiPSSpFYZk\nqS3IK9lNDcpRmsKpfu5t0/lBRYGsmWFUXTjbD+4GQZnZMP80RMeYPWQhDEsqtUIIIdKqqDsc6AGr\nL8HwvZLYivSRpFYYUi0qcBTzH7aYxwbeoV2annsrAAq7xb9WIAcsagsbOsGCM/DaL/AoxAyBCmED\nfGWcjxBCiHTImw32d4f9/8LA7dKMU6SdJLXCkGpRweyV2ovc4Dp3aUXtND3/diAUSqQqVSM/HOoJ\nTYppXf1CItIRqBA2QrYfCyGESK+cWWB3N7jgB702QpTsehNpIEmtMKSyFOEhT/HDfJ2Y5rOJ3rQm\ncyrH+MS6FQiFk9hqqSjwbUMo7wmd1kJkdBoDFcJGyPZjIYQQ5pDDGbZ1Ab9QrRFneJTeEQlbI0mt\nMCRHHKlBOY5xwSz3iyCSxWzDB+803+NWQNJJLWiJ7ZxWoAD9t8r5EGG/AsO1bWJuznpHIoQQwh5k\nzQzrO4GDAm1Xaw06hUgpSWqFYZmzWdQmDlKeopRKQ4OoWLeDEt9+HFdmR1jVAS76wef707ycEIZ2\nJ0ir0iqK3pEIIYSwF86ZYGV7yOsKzVdAQJjeEQlbIUmtMCxznqudx0b60jZd90ioUVRiXJ1gS2f4\n7ZJ1ZrAdvAXev8L722HZObj+1DhV4sehMOM4nH1gnJhE+vkGynlaIYQQ5pfJAX5pA5VyQ4Ol2usv\nIZIjSa0wrNd4hWNcIIb0dQy4zQOOcYH/0TDN91DVpBtFJcQzK2x/GyYchtUX07x0kh6GQO9N0HU9\ntCsNxdxh3T9QdzHknQbtVsPEw3Dglj7beHwDoe4S2H4d2q2BYjNhyA7Yc0POHNs63yA5TyuEEMIy\nHBSY0Ry6V9AmS+z/V++IhNGlrWOOEFaQm5zkJAf/8C/lKJbm+/zCZrrQlKy4pPkej5+BSybI5pS6\n5xVz1yq2zVaAV1ZoUCTNIcQTHQNz/4IvD0DPinBhAGSPc7ZRVbXGVn/6wp934OPdcOUpvF0eBlWH\nV7zME0dSLvlBi5XwfnX4uJYW0/lHsPEKfLYfrjyBFiWgbSloVVJrEiFsh1RqhRBCWJKiwEe1tIpt\n53XwRR3tNYUcexEJUVQ72A+oKIpqD38O8bKufElTatInjQ2eYoihOB1YywSqUjbNcZy6B302w5n+\naXv+3pvQZR2s+Z92TiQ8WuvsFx4d/9ceLlr3ZC/XpGN5bztkdoBZLaFi7pTFcCcQ5vylfZTz1H4w\ntC2tbfMxt+N3oe0qrRt078oJP+ZeEGy+Chsuwx++0L40DKgKNfPLDyxbMGArvJoH3q2mdyRCCCHs\n3fWn2o6vqnlhdkut0CAyHkVRUFU1wVeJktQKQ5vOr1zgJrMZnqbn7+Iow5nJKRanK44N/8C807Cp\nc9rvseoCjNgHjgo4OYKzo9YQIe7nx8+0OW2ZHLTkNu5HETeYdlzbyjyhIfSspG3PSa2IaFh7CWac\ngH8D4L1q0K8K5HbVutneD4br/toPkOv+cO0p3AyA6vlgSA2t+pyU3Tfg7fUwv7WWNKfEwxBYeFZL\nuF0zwzuvaluO3NJeXBcW1nql9nfHu5TekQghhMgIQiLAZzPc8Ie1HeUITEYkSa2wWUc5xwAmcpol\naXp+Zz6nHq8yiI7piuPH43DpMcxska7bpIhqSiwv+MX/uPwY2pTSqp+5sppnrb/uw8wT8Ns/kMdV\na8aQwxmKu0MJD+1zcQ/tLPGO6zD/NNQvDMNegzoFX66orr4Ig7ZrFel6aWg0HaPCvptacrvzhlRv\njazyXFjYBl7Nq3ckQgghMgpVhe/+1N7kX9UB3iikd0TCmiSpFTYrnAhy0owHbCUbqcvk/PCnJB25\nwVo8SN/beZ/ugZxZYETtdN3GsJ48g7tBWhXWNYlzw8ERsOis9sPEzRmG1oRO5bTK8+yTMO4QbO0C\nlfOkP6bY6u2sk9C7Eoyul/57CvPJ9QNcGpD0VnkhhBDCErZfg16btDe/K+fRjlWV99T6l8ib4PZL\nklph016nHxMYSH2qpup5U1nJSS6xhDHpjqHLOq2hUdcK6b6VXYhRYetVmHJMawhVrzAcuws7u2oV\nXnO6FwRV5sPmt6BGfvPeW6RNaCTknAzPhsuLByGEEPq46Q/rL8OFR//tanNQ/ktwy3tCn8rSiNKe\nJJXUJtsiRlGU+YqiPFAU5Wycax6KouxUFOUfRVF2KIriFudrIxVFuaIoykVFUZrFuV5VUZSziqJc\nVhRlapzrToqirDQ9509FUQrH+Vov0+P/URSlZ1r+8ML2vcYrqZ5Xq6Iyn030pY1ZYkjtOB9756Bo\nZyn3dNMqs6VzwqGe5k9oAfJlh+nNoMdGeKbDWCLxsjtBUCC7JLRCCCH0U9Rd2zE2pzUc6gWPP4Rz\n78BX9bSOyduuweAdekcprCUlfU9/AZq/cG0EsFtV1TLAXmAkgKIo5YG3gHJAS+AnRXn+smcW0FdV\n1dJAaUVRYu/ZF3iiqmopYCrwneleHsCXQA3gNWB03ORZZBy1qMARzqfqOcc4Txjhqa7uJuZWABSW\nv30JqpwHxtbXkk9L6Vxe67Q7cp/l1hApd0dm1AohhDAYRYG82aBhUW184Zr/we+3YOd1vSMT1pBs\nUquq6iHg6QuX3wQWmX69CGhn+nVbYKWqqlGqqt4ErgA1FUXJC2RXVfW46XGL4zwn7r3WAI1Mv24O\n7FRVNUBVVX9gJ2CFNj3CaGqZKrUqKd9iPo+N+NAGhfSXkqJi4EEI5M+W7luJdJjZAtZc0hpJCX3J\njFohhBBGl81JG/8zYKvWOVnYt7ROqMytquoDAFVV7wOxkzILALfjPO6O6VoBwDfOdV/TtXjPUVU1\nGghQFCVnEvcSGUwR8hFDDLd5kKLHBxPKGvbRi1ZmWf9ukDbuJrOjWW4n0ihnFpjbSpsXHBCmdzQZ\nm69UaoUQQtiAFiWgTiEYfUDvSISlpTWpfZE5uzTJKS0Rj4JCLSpwNIVbkFexh3pUIT9eZln/ViAU\nlhfwhtCyJDQvDsN26R1JxiaVWiGEELZiShNYeg5O3NU7EmFJmdL4vAeKouRRVfWBaWvxQ9P1O0Dc\niVEFTdcSux73OXcVRXEEcqiq+kRRlDtAgxeek+iJujFjxjz/dYMGDWjQoEFiDxU2SDtXe45ONE72\nsfPZyHB6mG1taRJlLJObaDNSN16GtqX1jibjuegH269Dq5J6RyKEEEIkz8sVJjWGflvguI/svLMl\n+/fvZ//+/Sl6bIpG+iiKUhTYpKpqRdPvJ6I1d5qoKMpwwENV1RGmRlHL0Bo7FQB2AaVUVVUVRTkC\nDAGOA1uA6aqqblcUZSBQQVXVgYqidAHaqaraxdQo6gRQFa2ifAKoZjpf+2J8MtLHzu3lBKP4mT+Y\nm+TjdnCEAUzgKmvIlOb3bOKbeBj8nsH3yefTwkoO3oLO6+BMP5mTai0xKsw4oc0iHl8f+r8q3Y+F\nEELYBlWFliuhYREYXlvvaERaJTXSJ9lX/YqiLEermOZSFOUWMBqYAKxWFMUH+Bet4zGqql5QFGUV\ncAGIBAbGyTYHAQsBF2CrqqrbTdfnA0sURbkCPAa6mO71VFGUcWjJrAqMTSihFdanqlrDnuAI8HCJ\n85EF3J21g/nmfrFbg3Kc4SoRROJE5gQf84QA+jKeRXxptoQWtO3HZXKZ7XbCDOoWhu4V4N1tWndD\nSa4syzdQO8scHAF/9oKSOfWOSAghhEg5RYFZLaHGAuhQFkrJzzG7k6JKrdFJpdZ6VBU+2g07b0C1\nvPA0DPzDtM+xHxHR2qBrZ0dwcvzvc9yPLuXhvWqpW7si3fiFL6hOuZfjQqULX5APT6YyzEx/Wk3b\nVeBTGdqV+T979x0eZZX2cfw76ZWQTu+9Su9FVKSpqIhYwN672+y7iquv7q51bWvDhr0gghRBEOm9\n9xZ6eu8zz/vHmZCgCISUZyb5fa7rXOeZITNzBzGZe845912pTysVlF8MPd+Dh/rBtZ3tjqbm+mwz\n3DcX7u1pPt32q6xKDCIiItXsxeUwfSfMu0YfiHujCq3USs1U5DRzec4VuCy4exasPgqLJpqV2ZMp\ndEJmARQUQ6HL3C47Vh+BTzaVP6ktae1zsqT2U+awkd1M4fHyPekZSMjQmVpPFOQHH10MF0yFb7ZD\nsJ8ZQX4Q7F963SwCruqoX17llZYHd86Cdcdg5pXQo77dEYmIiFTMvb1g6mZ4fz3ceI7d0UhlUlLr\npSwLZu+BmGDoFGfevJ/O4Sz4cbcZ8/ZBRCC8MxrOb376xzpd5oD9rjSYe7VZif0jAb4QE/LHf96i\nLjzxi/keypNo9KUTC1jD3Vxxwv0HSeR+XmIWLxJM0Jk/4Rk6kKXqx56qWz3z73FPOuQVQV6xWcEt\nmbMKzRnQoznwYB+7o/UOBcXmeMFD880WrTU3mQ8JREREvJ2vj3nve8FUU/CwXpjdEUllUVLrhXKL\n4KYfYH2i2Qq4MxXaRJk3+N3ioXs96BoPIf6w9CDM3A0/7jJnQy9oDmNawX8vNCswN/4Ao1rC8+f9\ncaJa5ITrpkNiDsyaAKEBFYs/zl3YJzEH4svxw6QPHfk/PjzhPhcurucp7mM83WlXscBOIqfQ/H2f\nKkkXe3WrZ8YfuaM79JtiPkzRFvI/tjsN/rcWpmyALnHwwcUwrJndUYmIiFSurvFw8zlw7xz44jK7\no5HKoqTWyxzIhLFfQocYWH2jWUHJL4aNibD2KKw9ZrZVbEoyDX/bRMHIlvDfEdC34Ynn4UaEwcZb\nzBnZLm/D26PgghYnvl6hEyZ8a1Zvpo+vnBUbh8PEvzWlfElte5qRSBrJpBNDXQD+y5fkkF+pLXzK\nKmnno62r3qtJBEy7AkZ+bv5bahttqSIn/LAT3lwLa47C9V3g10kqoCEiIjXb4wOh+7tmG/INXe2O\nRiqDklovsuQgjPsaHugNf+5bmmgF+UGvBmaUKHaZc61Rf3DutUREELwzBmbvhptmmAT4X+5V2/xi\nuPwrs534m3EQWIn/WtrHmH6XQ5ue+WN88aUX7VnBFkbRn63sZTLvs5S3K7XacVkJmdp6XBP0bAD/\nGwmXfAlLr9cZ6dwi06rqnXXQIhJu724S/zM5xiAiIuLtgv3Ne9vBH0HXOOiuD7y9nupYeon31pkV\n2ndGw1/6nX7l0M/n9AltWRe2NKu2Lgs6/w++3wFjPjfJ7ReXVW5CC2aldkty+R/Xx10sqohiJvIk\nT3MbrWhcucGVoSJRNcel7cwHQmM+h6wCu6Ox14NzYdURmHM1LJoE13RSQisiIrVL+xh4fQRc/jWk\n5NodjVSUkloPV+yC++fA/y2FXyaaQ+1VJSII3h5txt2zTTL38SXlq5B8pkpWasurL51YxiYm8x7x\nRHErYys/uDIOaKW2RnmwD/RrCFd+a/7fqo1m7oJZe2DqWOgYa3c0IiIi9rmiPYxrD9dMM0VRxXup\nT62NNiWas69hARDqb0ZYgCnEFOpv3nRP/B58HfDp2D9uoVMVil3mdavqLGlCBvSdAofvK9/jEkml\nGZdSh1DW8iH1iamS+ErcMB0GNoabVPa9xihywpgvoHUkvHph7TovnZxrzs9PHVu+rf8iIiI1VbHL\nVEMe2AgmD7U7GjkV9an1IJYFc/bAf5abhHZgY3O+LbsQcsrMOUXm/jt7wHPDTizwVB2q+vUa1zFn\nftPzoW45uvDEEUVbmvIY11d5QgulhaKk5vD3hS8uhQEfwisr4b7edkdUPSwLbv8Rru6ohFZERKSE\nnw98NhZ6vge9G8BFbeyOSM6GktpqUlBsqhK/sNzc/lMfuKpj5Z9V9RYOR+kW5H6NyvfY1UzBp5p2\nzqtQVM0UEQQzroT+UyDQ17T6qem96j7eBNtTzJECERERKRUfBl9eDhd/AUtioJW6AHidWppSVZ+U\nXHhzDby2GjrHwX/ON71ia9OWxz9ytkltdSW0lqWV2pqsaYRpU/XYQnhkgSmK1rehOXPbtyGcE19z\nPnRKyDCtu+ZcpYJQIiIiJ9O3ITw5GC77GpZeZ44DivfQ25sqkJxrirFM3wk/7YOxbWD2VSaplVJn\nWwG5uiTnQoi/fqjVZN3rw8wJ5gOMHamw7JAZUzaY213iYHx70/KmMno028FlwfXTTZGsc+rZHY2I\niIjnur27eR9w60yzs0mLUN5DSW0lsCyTnE3facamJDivGVzU2pQKjw21O0LP1D4a/pdgdxR/LCET\nGofbHYVUB4cD2kabcV0Xc192Iaw4bM7d/mc5PDrAFAwLqIJq4FXp5RVQ6IS/9LU7EhEREc/mcMCb\nI6H/B/DqKri3l90RyZlSUnuWCorhlwT4YRf8sNNUTruoNTwxEIY01Ra/M9Eh1rNXag9kQpMIu6MQ\nu4QFwLBmZqw8DI8vhOeXwhODYGLnihVTS8qBXw+YXQDDW1RWxL+3OQmeWQLLrwdfNXATERE5rWB/\n+PpyGPABNK0Dl7S1OyI5E0q9yuFQJszcDTN2wc/7oWMMjG4F344zW4u1RaF8mteFozmQU+iZW3xV\nJEpK9GoAs66CRQnmDO7/LYF/DIYrO4DPaf6/tyzYl2GS2EUJsOgAHMk2Z3fXHYP3xsDIKug/XeiE\na6fBs0OhRWTlP7+IiEhN1SLS1N0Y9blpqTm4id0RyenU+j61uUWmiEqxq8ywSq/zi82b0Rm7YH8G\nXNjCJLIjWkJMSCV/I7VQl7dhyhhzttHT/PkniA2Bv/W3OxLxJJYF8/bBYwsgqxA6xoIDk9w6HCde\n5xaZszlOFwxqAoMam9E5zqycLj4Al34FCyeawmmV6dGfYWMSTLtCH7iJiIicjZ/2wtXfwU9XQ5d4\nu6ORU/WprbVJbUExvLUWnllsqp76+5jthL8d/j7Qs75JZPs1qv5+sTXdld/AxW3gmk52R/J7V35j\nWr1c1dHuSMQTWRYsTIBjOebawhRlKnsd4Au96kPLyD9OLD/YAJN/NVuEoyvpg7I1R2Dk57DhZtOm\nQERERM7OF1vgwZ9g0SSzy1Dsc6qkttZtP3a6TL/YJxaa6ruzJqgiqJ06xMCWJLujOLkEtfORU3A4\nYGjTij/PdV3M2ddx35gq6RUtROV0wW0/wnPnKqEVERGpqPEdICkXLvwUfp0EcSoA65FqzbqjZZmC\nTt3ehTdWwwcXwwwltLZrHwNbU+yO4uQO6EytVJNnz4Uwf7hntvlZVRGvr4ZQ/9IqziIiIlIxd/WE\nCR1g1GeQVWB3NHIytSKp/fUADPoQHvoZnh4Ci6/TgW9P4am9aouckJgDDdTSR6qBrw9MHQtLDpoW\nAmfrUCY89atpR6BztCIiIpXnycHQo76phVFQbHc08ls1Pql9daU54H1rN1h/szm/qTd7nqN1FOxL\nN5VaPcnhbIgP1RlqqT7hgabS4rOLYdbus3uO++fC7d2gXSUXnRIREantHA54fQREBMLE781xH/Ec\nNfot+5KD8PRiWHAtTOqiPo2eKNAPmkbArlS7IzlRQoZ61N7eOi0AACAASURBVEr1a1YXvrwcJn0P\nW8u5g2HGTtMi6JEBVRObiIhIbefrA5+MNWdsJ34PmdqK7DFqbJqXmGOq1747Wj0aPV17D9yCrCJR\nYpeBjeG5YXDRF5CSe2aPySmEu2fDGyNN03gRERGpGkF+8MN4CA+Arm+bHvRivxqZ1Ba7YMK3cH0X\nGNPa7mjkdDrElH9VqqqpSJTY6YauML499J0Cyw+d/uuf+hX6N4Lzm1d5aCIiIrVeaAC8NQpeGQ7j\nv4GHf/a8o3S1TY1Map9YaLYH/GOw3ZHImfDIldoMrdSKvZ4511RFvvhLeGqR+bDuZDYmwvvr4YXz\nqzc+ERGR2u6iNrD+FtOar8/7ZhZ71Lik9vsd8PEmmHqJztB6i/bRWqkVOZlx7WHNjbDoAAz+EHan\nnfjnLgtumwmTh6gnrYiIiB3iQmHaFXBnDxjyEby8wvx+lupVo9K+3Wlw8wz44jKIVWNkr9EuBnak\nelYVuYRMFYoSz9CwDsy+yjR/7zvFrMqW9LJ9Z62Zb+lmW3giIiK1nsNhfhcvux4+3QwjPjXdPaT6\n1JikNq8ILv8K/j4I+ja0Oxopj7AAiA2BfRl2R1JKhaLEk/g44P7eMP8aeHEFjPsatiTBowtNT1of\ntSkTERGxXaso+PU6GNIEerwHf50H6fl2R1U71Jik9s5Z0DHWLP2L9+kQY96ke4KsAtNUOzrY7khE\nTtQ5DlbcAM3rQpe34YYu0CXe7qhERESkhJ8PPDoQNt4CafnQ5g14aYUKSVW1GpPUrjwC/xtllv/F\n+7SPga0pdkdhHHCv0urfkniiID/49/mw5iZzllZEREQ8T4NweHu02WU1dw+0fxO+3Fp6hEgqV41J\nar++3JTXFu/UwYMqIB/QeVrxAl3iIdDP7ihERETkVDrFwYwJZvHt2cXQ/wP49YCS28pWY94StY22\nOwKpiPYx8PY6u6MwEjKhcbjdUYiIiIhITXFec1h1E3yyCSZ9D0VOGNYMzm1qZi2oVEyNSWrFu7WP\nMW19LMv+bb9aqRURERGRyubjgImd4dpOsDMVft4PP+6Gv86H8IDSJPe8ZmrVV15KasUjRAVDiD8c\nyoJGNlcdTsiEwY3tjUFEREREaiaHA9pEm3Fbd7OoszkJ5u83527vnQOfjoULWtgdqfeoMWdqxft5\nyrnahAy18xERERGR6uFwmLO39/aCb6+Ab8fBNdPg6212R+Y9lNSKxyjZgmw3bT8WEREREbsMagKz\nJsDds+D99XZH4x20/Vg8RocY2JBobwyWVdrSR0RERETEDt3rw4KJMHwqZBTA/b3tjsizaaVWPIYn\nrNQm5UJYgDnfKyIiIiJil7bRsGgSvLEa/r5QbYBORUmteIwOMbA1xd4YdJ5WRERERDxFkwj4ZSJM\n2wH3zQGXEtuTUlIrHiM+FIpdkJRjXwwJmdBESa2IiIiIeIj4MLMVec1RuGG6eb8sJ1JSKx7D4bB/\ntVZFokRERETE09QNgtlXwbEc6DcFXl5h3reKoUJR4lHaR8OWJBjcpPpfu9gFP+yCi1tX/2uL1AaF\nhfDG/8FHb0BQMITXgbA6EB7hnt23GzeHwcOhifrziYiIHBcaANPHw5w98NU2eOpXaBUJ49rB5e2g\nRaTdEdpHSa14lA6x9qzUuiy4eQb4+8Dt3av/9UVqulVL4KFboGlL+OxnCAiArEzIyoDsTHOd7R5r\nlsJLT0JoGAwaDkMuhH7nQli43d+FiIiIvfx9YXRrM4qcsGC/6Wfb7wNoEGYS3Bu7Qv1a9jvTYdWA\nMloOh8OqCd+HwI+74IUVMPfq6ntNy4K/zIMlB83rhgZU32uL1HRZmfD8IzDrG/jHyzBqnDlqcDqW\nBds2wsLZ8MtsWLccOnU3Se5lE6GhDbs5REREPJXTBb8egM+3wJfbYPJguLU7+JzB71xv4XA4sCzr\npN+RklrxKPszYMAHcPDe6nvN55fChxtNZbmo4Op7XZGabu738MTdJhF99F8QUYFtUXm5sGwh/DwT\npk2FyyfBXY9AdGzlxSsiIlITbEqEW2aCnw/8b5Rpm1kTnCqpVaEo8SiN60B6PmTkV8/rvbfO9P6a\nPUEJrUhlSTwKd46Hf/4ZXvgQnn+nYgktQHAInDsSnnoV5m6GoiIY1s5sU87Oqpy4RUREaoJOcfDr\nJJjQAQZ/BE/+AgXFdkdVtZTUikfxcUC7aNhWDedqv9sOjy4wleQaqo2PSKWwLLiktzk7O2s99Bta\n+a8RVw8m/xemr4R9u2Boa3jvZSgoqPzXEhER8Ua+PnBXT1h7k2kF1O1dWHzA7qiqjrYfi8eZ9D30\nbwi396i611i4H674Bn6cAD3qV93riNQ2+3fDlUNhWTX+4ty6Af71KGzbAA88CeOuO7NzuyIiIrWB\nZZliUvfNgTGt4aLW0KSOaWMZEeg9vzN1pla8yvc74NklsPT6qnn+dUdh+Kfw2aUwrFnVvIZIbTXj\nS/j2Y3hnWvW/9srF5gxvtz7w9Ovgo71IIiIix6Xnw/8tgQ2JkJBpatmAO8F1J7ltomBSZ4gNtTfW\nk1FSK17F6YLmr8G0K6Bbvcp97r3pMPADeHk4jGtfuc8tIvDcw6YH7X1P2PP6WZlw4xho1Az+9R74\nqXGdiIjISVkWZBTAgUxIyDCJ7qoj8M12cx73wT7QOsruKEupUJR4FV8fuK2bKeBUmQqdMP4b+HNf\nJbQiVWXjatN6xy7hdeDDWZB0FO69GgoL7YtFRETEkzkcUDcIOseZvrd39IB3x8C22yAmGPp/AJd/\nBcsO2R3p6WmlVjzS0Wxo/xbsuwsigirnOR+cC7vT4LsrvOfsgIg3sSzoFguzN0B8A3tjyc+Hu8ab\nmF7/EoIq6eeIiIhIbZFdCO+thxeXQ6M68Je+5kyuXb1vtf1YvNKEb2FAI7inV8Wf64edcOcsUwEu\nOqTizyciv3coAS7pY7YueYKiInhgIqSlwNvfQYgHng8SERHxdMUu+Gor/GsZpObB2LZwcWsY1MT0\nwq0u2n4sXumO7vDGGrPSUhEHM+GmGTB1rBJakapk99bj3/L3h5c/gfqNYNIIc95WREREysfPByZ0\nhFU3mh2PkUHw53kQ/xJMnGYS3iyb2+pppVY8lmVBp//BayNgaNOze45iFwz7GEa0hEcGVG58InKi\nfz9u5j9PtjeO33K54Il7YMNKc962rgcVvRAREfFWBzJh+g6YthOWHISBjeDCljCoMXSNr/xVXG0/\nFq/135XwywH44rKze/wTC2HpIZh9lX37/0Vqi+tHw1W3wIVj7Y7k9ywLnvkrLPgRXvsc2nS0OyKp\nqQoKYPlCWPozjB4PnbrZHZGISNXLLIBZu2HePlh0AA5lQd+GJsEd1Bh6N4Bg/4q9hpJa8VoZ+dDs\nNdhyK9QPL99j5++Da6fBmpugXliVhCcibpYFverDtBXQsInd0ZycZcFn78JzD8Hdj8KN96mXrVSO\n9FT4+UeYOw0WzYHWHaFHf/jmQxhzJfxpMtSJsDtKEZHqk5wLvx4wCe6vB2BTEpwTD/0bmWS3bwNo\nWKd8z6mkVrzabTOhUTg8PujMH3MsG7q/C1MuggtaVF1sImIcOwwXdoG1SZ5fXXz/bnhgEgQGwX+m\nQIPGdkck3sayYM8Os/I/ZxpsWg39zoULLoFhoyE23nxdWorp3TzvB3j033DJVZ7//4eISFXIKTSt\ngUrG0kMQ7OdOcN2je71Tr+YqqRWvtu4oXPQF7L37zPbmuywY+Rn0qAfPnFv18YmIedM+5VX4aLbd\nkZwZpxPefB7efREefxHGXq1kQ/5YQQFsWAWrF8OqxbB6CQSHwIDzYfglMPB8c/uPrFkGj94BEZEw\n+TVorV7pIlLLWZZptVk20d2SDG2joWd98z6+Z33TQzfQzzxGSa14vf5T4K/9TAnx03luCXy/ExZO\nrN4y4yK12UtPQkE+/O1ZuyMpn41rTNuftp3gn2+oiJQYlgVrl8Osb0wSu2UdtGwHPQeUjvqNyvec\nxcXw0evwymRz9vyex06dCIuI1DZ5RbAh0bQGXH0EVh2FXanQPsYkuP8braRWvNzHG+GjTabg0x+x\nLHhtFTy9GFbcAE10fkmk2tx8CVx6LYy+wu5Iyi8/D55/BGZ8abaIDr8EgoLtjkrskJcL3001yWd2\npvk33WsQdOsDoZVUm+HYEXj6T7DqV7jrEbjiBggMrJznFhGpaXKLYP0xk+Te01tJrXi5/GJo8ios\nvg5an2QlJacQbpkJW5Ph68uhRWT1xyhSm/VtDF8shCZefIb913nw+rOwcRUMGQEjx8GwUVpNqw32\n7ICP34CvPzSrsBPvhMHDq7aQ2JplZtV22wa4/W8w4WYICqq61xMR8Xbafiw1wt/mm76z/zn/xPt3\npMBlX5vKq6+PqHi5cBEpn+REOLcNbEirGedSU5Jgzncw8ytYuwwGDYdR40wBoLKrdZZltlzn5UJu\njrmOrQfh5azmKGfv4zdh4SyztdfpBGeZubgYLBeER0DdaIiMNtvLI6NLb+dkwadvw9b1MP5GuPo2\naNyser+HDatMcrthFdz2F7j6Vn2QIiJyMkpqpUbYkwa934cD95Qmrt9sg9t/hH8OhZvPqRlvqEW8\nzYJZpujSZ/PtjqTypaWY6rYzvoQ1SyAiCvJyTCKblwsBARAUYpKQgEBIOgohodCkJTRrBU1bQlP3\n3LKtzuxWpm0b4erzYPLrZvuurx/4+YGPb+nscJhtxGkpkJ5i5rQU04InPcU8z6UTzbZ5u7cAb1oL\nrz5tilDd/CBMvKPytjyLiNQESmqlxhj1GYxvD9d2hod/hi+3wleXQc8GdkcmUnv99xnISINH/2V3\nJFUrIx0yUiE41CSxQcEmeSrLsiDxKOzfZVoH7d9der1nO/QdCtfeUfVbW2s6lwuuGGzOvF57u93R\nVK5tG03htUP74dulv/83JiJSW1VZUutwOPYBGYALKLIsq7fD4YgEPgeaAvuA8ZZlZbi//mHgR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XaNvJ/KwsSWKPHjQ/bxs0gYbuxHf5QrjncbPie7ZHL0TORBEFLOZt5vAszejDaJ6kIZ3tDkvO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\ncgeaoRXay85np5O8yFiBm4jeip9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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import colorsys\n",
"# des prénoms de plus en plus courts ?\n",
"grouped_longueur = 2*(nat['longueur'] // 2)\n",
"grouped_longueur[grouped_longueur == 0] = 1\n",
"\n",
"nat['grouped_longueur'] = grouped_longueur.astype(str) + '-' + (grouped_longueur + 1).astype(str) + ' lettres'\n",
"\n",
"\n",
"by_long = nat.groupby(['annais', 'grouped_longueur'])['nombre'].sum()\n",
"by_long = pd.DataFrame(by_long).reset_index()\n",
"# print(by_long)\n",
"#by_long.plot(stacked=True, kind='bar')\n",
"\n",
"fig, ax = plt.subplots(figsize=(16,12))\n",
"idx = 0\n",
"for long, group in by_long.groupby('grouped_longueur'):\n",
" color = colorsys.hsv_to_rgb((3 + float(long.split('-')[0]))*19/360, 1., 1.)\n",
" group.plot(x='annais', y='nombre', kind='line', ax=ax, label = long,\n",
" color= color)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Oui ! Les prénoms de 3 lettres augmentent depuis les années 2000. Ceux de 4 et 5 lettres aussi beaucoup depuis les années 1980 pendant que les noms de 6 lettres et plus baissent.\n",
"\n",
"Sur le graphique ci-dessous, on voit que la longueur moyenne des prénoms était de 7,2 lettres en\n",
"1960, c'est 5,4 en 2015.\n",
"\n",
"L'augmentation du milieu du siècle est du à la diffusion des noms-composés (voir plus bas)."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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MmwetWlXcPpfUExcRqaYWLcLGETfcEHUk36WeuIhIltavh8MPDzsA9exZe5+r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\nTElcRKSA/R90AHpZO91MAQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"longueur_moyenne_par_annee = nat.groupby(['annais']).apply(\n",
" lambda x: (x['longueur']*x['nombre']).sum()/x['nombre'].sum()\n",
")\n",
"longueur_moyenne_par_annee.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"# Histoire des noms composés"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"False 519086\n",
"True 37697\n",
"Name: compose, dtype: int64\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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aLVtC585hgPjii+OOxqVSYWEhhUkuF5tUEihhZpslFQIXA2slNTeztVFXz6dR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\nSUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"nat['compose'] = nat['prenom'].str.contains('-')\n",
"print(nat['compose'].value_counts())\n",
"nat[nat['compose']]\n",
"composes = nat[nat['compose']]\n",
"composes.groupby('annais').sum().reset_index().plot(x='annais', y='nombre')\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" Les 10 prénoms composés les plus répandus\n",
"prenom\n",
"JEAN-PIERRE 213143.0\n",
"JEAN-CLAUDE 172142.0\n",
"JEAN-LUC 116647.0\n",
"ANNE-MARIE 99695.0\n",
"JEAN-FRANÇOIS 99024.0\n",
"JEAN-MARC 90144.0\n",
"MARIE-THÉRÈSE 88345.0\n",
"JEAN-PAUL 86843.0\n",
"JEAN-MARIE 86223.0\n",
"JEAN-MICHEL 85960.0\n",
"Name: nombre, dtype: float64\n",
"\n",
" Les 10 premières partie de prénoms composés les plus répandus\n",
"nom1\n",
"JEAN 1367942.0\n",
"MARIE 838653.0\n",
"ANNE 198247.0\n",
"PIERRE 54053.0\n",
"LOU 14617.0\n",
"ROSE 13029.0\n",
"FRANÇOIS 9171.0\n",
"MOHAMED 9060.0\n",
"MARC 8609.0\n",
"PAUL 6827.0\n",
"Name: nombre, dtype: float64\n",
"\n",
" Les 10 secondes partie de prénoms composés les plus répandus\n",
"nom2\n",
"PIERRE 246261.0\n",
"CLAUDE 232592.0\n",
"MARIE 217482.0\n",
"LUC 117308.0\n",
"FRANÇOIS 101262.0\n",
"MARC 90365.0\n",
"PAUL 89343.0\n",
"THÉRÈSE 88642.0\n",
"LOUIS 86760.0\n",
"MICHEL 86688.0\n",
"Name: nombre, dtype: float64\n",
"\n",
" Remarque : Trois prénoms ont trois mots. Il s'agit de ['ABD-EL-KADER' 'MOHAMED-EL-AMINE' 'NOUR-EL-HOUDA']\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Anaconda3\\lib\\site-packages\\ipykernel\\__main__.py:3: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
" app.launch_new_instance()\n",
"C:\\Anaconda3\\lib\\site-packages\\ipykernel\\__main__.py:4: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
]
}
],
"source": [
"# qui sont les rocks star des noms composés ?\n",
"\n",
"composes['nom1'] = composes['prenom'].str.split('-').str[0]\n",
"composes['nom2'] = composes['prenom'].str.split('-').str[1]\n",
"\n",
"print('\\n Les 10 prénoms composés les plus répandus')\n",
"print(composes.groupby('prenom')['nombre'].sum().sort_values(ascending=False).head(10))\n",
"\n",
"print('\\n Les 10 premières partie de prénoms composés les plus répandus')\n",
"print(composes.groupby('nom1')['nombre'].sum().sort_values(ascending=False).head(10))\n",
"\n",
"print('\\n Les 10 secondes partie de prénoms composés les plus répandus')\n",
"print(composes.groupby('nom2')['nombre'].sum().sort_values(ascending=False).head(10))\n",
"\n",
"print(\"\\n Remarque : Trois prénoms ont trois mots. Il s'agit de\", composes[composes['prenom'].str.split('-').str[2].notnull()]['prenom'].unique())\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"# Les prénoms donnés sont-ils influencés par les stars du moment ?\n",
"\n",
"On regare Zinedine, Alizée (et Lolita :) ), Karl, Omar, ou encore BARACK "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def plot_prenom_startswith(debut_prenom):\n",
" prenom_de_star = nat.prenom.str.startswith(debut_prenom)\n",
" print(nat.prenom[prenom_de_star].unique())\n",
" nat[prenom_de_star].groupby('annais')['nombre'].sum().plot(x='annais', y='nombre')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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HL4Hau3dxHgSrr/cls1WrfFCuWtXwtXq1/+M/ZAgcdhiMGOF/Lo44wn/6S+aD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\ngS4iUiAU6CIiBUKBLiJSIP4/71RHj7kOEvYAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Effet Zizou en 1998 ( avec un pic à 200)\n",
"nat.prenom.value_counts()\n",
"nat[nat.prenom == \"ZINEDINE\"].plot(x='annais', y='nombre')\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['ALIZÉ' 'ALIZÉA' 'ALIZÉE']\n",
"['LOLITA']\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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OaW/ZElq1gpQU/x8vMbFy+XmAyy5zhnlmZvq/HbXBAr0xpl4onrYpEKg8fVV69CINO09v\ngd4YUy8UvxBbIFB5+qr06MG5gWvrVv+3ozZYoDfG1DnV2u3Rnzzp/JQ3x01x11wDq1f7tx21xQK9\nMabO7d3rzAnfoUPJdYEYS5+UVPkRNwVGjYKvvvJvO2qLBXpjTJ0rqzcPF3v0/pwmuLI3SvkaNAh2\n726Ys1haoDfG1Lmy8vMA7dpBkyaQnFz5/Z044Ty45Oc/d5aLq+zUB75CQmDoUPj666Llp0/Dk086\nvf28vKrts7ZYoDfG1LnyevQicPvtsGBB5fZ18CCMHg29e0OjRk7PfdGiot8IqtOjh9LTN2+9BZ98\nAr/8pXOX7a9/7Twlqz6xQG+MqVN5ebBxI1x1Vdl1pk2D+fNL9pi3boX774c//9m5sWrXLhgxAu68\nE+bOhVdegQ8/hGeegcGD4fHH4eOPYdu2qvfoofRAP38+zJnjPBnriy9g7Von8NcnovXw+VgiovWx\nXcYY/9u2DW6+2QnS5Rk82Amo48dfLJswwelF5+Q4ATgtDV59FR58sOi2ublOymX1aqfewYPOh0RV\nLsaC01Nv1w4yMpznzO7cCXFxkJp6ccbNV1+Fb76BhQurtm9/EBFUtcRjVIJrvynGGK+78e0b+e8J\n/02vNr0qrFteft7XtGkwb97FQP/VV07e/uOPnfw5OIG4WbOS2zZu7ATkuLhKv4VSNWsGAwY4vfYx\nY5ze/E9/ejHIA9x4I/zud3DhQtHyulTj1I2IBInIBhFZ4r5uJSIrRGSniCwXkZY+dWeISLKIJInI\n+LL3aoxpqNKz0vlH8j+I3xdfqfrl5ed93XknfPqpM+pF1bkAOmvWxSAPpQd5f7vmmosXXhcuhHvv\nLbq+Uyfn59tvA9+WyvJHjv5XgO99a9OBlaraG1gFzAAQkVhgKhAD3AD8SaSiJzUaYxqalXtW0jio\nMWsPrK1U/fXrYciQiuu1bu305hctguXL4dgxpzdd2wry9F984aRx+vUrWeemm5xvGvVFjQK9iEQD\nE4G/+BRPBua7y/OBKe7yJGCRql5Q1X1AMlCJf15jTEPy2Z7PmDZgWqUC/fnzzlDHAQMqt+9p0+CN\nN+Cpp+Dpp51RNbXtRz+C775zLgAX780X8FSgB14EHgd8r5y2V9UMAFVNByLc8o5Aqk+9NLfMGOMR\nqspnuz/jseGPkXo6lZPZ5d9dtHmzM4dMaGjl9j9unDNdcH6+cwG3LrRs6bT573930kmlGTzYSTEF\n8nm3VVHtSwUi8k9AhqpuEpG4cqpWa/jMrFmzCpfj4uKIq+lVFGNMwCUeSaRpcFN6t+nN4KjBJKQl\nML572ZfjEhIql7YpEBwML7wA3bpVfcSMP40a5cxm2a5d6euDgi726h97LHDtiI+PJz4+vsJ61R5e\nKSLPAHcBF4BmQDjwd+AqIE5VM0QkEvhCVWNEZDqgqvqcu/0yYKaqritl3za80pgG6KW1L5F0JInX\nbnqN6SunE9o4lP8Y/R9l1r/3Xhg5Eh56qBYb6QcnTzpDOiMiyq7z8cfw3//t5PJrS1nDK6v9maiq\nv1XVzqraDbgdWKWqdwMfA/e51e4FFrvLS4DbRSRERLoCPYCE6h7fGFP/rNi9gnHdxwEwLHpYmXn6\nCxecG5mWL3emFWhoLrus/CAPzvDL778vfQqG2haILz/PAuNEZCcwxn2NqiYC7+KM0FkKPGLddmO8\n4/yF86xJWcN1Xa8DYGjHoaxLW4fvf/PcXHj+eejRw0nB/O//Qv/+ddXiwAoNdaZi+PTTum6Jn26Y\nUtUvgS/d5ePA2DLqzQHm+OOYxpj65dsD39KnbR9aN2sNQFR4FOEh4SQfTy68cWruXPjgA3jvvcqN\nnW/o7rvPmX7h9tvr9pqCzXVjjPGLz3Z/xrhu44qU+aZvMjLg2Wedu0kvhSAPzsggEeeDrS5ZoDfG\n+MVnez4rzM8X8A30Tz4JN9y/kT8k3kvm+Qb6lO0qEnE+3J56yklb1RUL9MaYGjtx7gQ7ju5gePTw\nIuXDo4fz7YFv2bABlnxxiPjIyRzMPMi4heMqHGPvFWPHwuWXw+uv110bLNAbY2psS8YW+rXvR5Pg\nJkXKB0QOYNexXTzyb0dp/sAUfjb4IVbctYJh0cO4bv51HD17tI5aXLvmzIH//E84e7Zujm+B3hhT\nY4lHEolpG1OivElwEzoG92fLleMY0rMbT416ChHhxQkvcn2P64n7axwZWRl10OLaddVVzjz5c+fW\nzfEt0BtjaizpaBKx7cp4kkfKCKLaN2belDcomMdQRHhmzDPcFnsbYxaM4fCZw7XY2rrx9NPw4ovO\njVbVoQr33FO9C7sW6I0xNZZ0NKnUHn1+Phx9bzYr7oynWeOScwjPjJvJzTE3M2bBGI6cOVIbTa0z\nffo4jy9csqR623/4IXz0Ebz0UtW3tUBvjKmxpCNJxLQrGeg3b4b2rcPo3rnsWctmx81mcu/JjFkw\nps5z9u9tf4//+vq/Arb/Bx90Zr2sqlOn4Fe/gsWLYe9eSEqq2vYW6I0xNXL6/GlOZJ+gc8vOJdZ9\n/jlcd13524sI/3ntfzKlzxSG/WUY2w9vD1BLK/bK+ldYtntZwPZ/yy3OtAj79lVtu9/+FiZOhGuv\nddI38+ZVbXsL9MaYGkk6kkSftn0IkpLhZNUqZ86XiogIT1/7NDNHz+Ta+dfy8c7an8w99VQqCWkJ\nJB5JrLhyNTVt6kxt/MYbld/m22+dKZGfe855PW0aLFhQtXH5FuiNMTVSVn4+JwfWrKnac1rvvvJu\nPr7jYx7+x8O8vO5l/zWyEt7Z/g539ruTrJysgI7xf/BBJ9Dn5VVcNyvLmdnzxRehVSunrHdv6NkT\nli6t/DEt0BtjaiTpSOmBPiHBCUitW1dtf0Ojh7L8ruU8+/Wz1Oa8h29tfYuf9vspfdr2IelIFZPg\nVdC/P3Ts6MzcWZ68PKf3f/XVMHVq0XUPPFC1G7As0BtjaqSsoZWrVlWcny9LbLtY8jWffSf31axx\nlZR4JJHDZw4zqssoYtrGkHQ0cIEeKr4oqwq//rVzg9VrrzlTKfi69VZYvRoOHarc8SzQG2NqJPFI\nYqkjbj7/vHL5+dKICCM7j2RNypoatq5y/rb1b9xxxR00CmpETNuYgObpwZnNMj4e9u8vff3cuc4D\nS95/H0JCSq5v3twJ9gsWVO54FuiNMdWWfSGbtMw0urfqXqT87FlndMnIkdXf98hOI/k69esatrBi\nqsrb297mzn7OA2Bj28UGvEcfHu702J94ouS65cvhv/4L/vEP5wEnZbn3Xvjb3yp3PAv0xphq23Vs\nF10v60rjRo2LlK9ZAwMHOj3P6qqtHv26tHU0DmrMwMiBAMS0iwlojr7A44/D2rXw1VcXy44dc/Lv\nCxdCly7lbz98OKSnO+PqK2KB3hhTbUlH/J+fL3Bl5JWknErh+LnjNdtRBd7e6vTmC6Zn6NaqG4ey\nDnE2N7AzkIWGwh//6PTs8/KcvPzDD8Ntt1Xu3DVqBJMmOUMvK2KB3hhTbWVNZrZyZfXz8wWCg4IZ\n0nEI36R+U7MdVeDL/V9yQ48bihy3R+se7Dy6M6DHBWc0TViYcwPU22/D9u3OE6kqa8oUC/TGmABL\nOlpy6oOUFOfOz+HDS9+mKgKdvsnNy2XXsV30jehbpLw2Rt6AM5rmpZecB5M89hi8+SY0KzklUJnG\njIGtW+FwBXPCWaA3xlRbaUMrP/oIbroJGjcuY6MqCHSgTz6eTKcWnQhtXHQunpi2tZOnBxg8GO66\nC2bMcK5rVEWTJjBhQsUTpVmgN8ZUy4X8C+w+vpvebXoXKf/wQ+dZqf4wtONQNqVvIvtCtn92WMzW\njK30a9+vRHlMu9rp0Rd4/nmnR18dP/5xxekbC/TGmGrZe2Ivkc0ji0w/fOQIbNoE48aVs2EVhDcJ\np0/bPnx/8Hv/7LCYrYe3ckW7K0qUx7aLDfhYen+54Qbn5qnMch7Da4HeGFMtpd0otWSJk0po2tR/\nxxnRaUTA0jfbDm8rtUffq00v9p7cS25eHT7Ru5JatnSeXvXpp2XXqXagF5FoEVklIttFZKuI/NIt\nbyUiK0Rkp4gsF5GWPtvMEJFkEUkSkfHVPbYxpu5tzthcojf84YdOKsGfRnYeyZrUwAT6rYe30i+i\nZKBvGtyUjuEd2X1id0CO628Vjb6pSY/+AvAbVe0LDAceFZE+wHRgpar2BlYBMwBEJBaYCsQANwB/\nEik+g4MxpqGI3xfP6MtHF74+dcpJIUyc6N/jjOg8gq9TviYvvxLTPVZBVk4WhzIP0aN1j1LXx7aL\nrbULsjU1eTIsK2ca/WoHelVNV9VN7nIWkAREA5OB+W61+cAUd3kSsEhVL6jqPiAZGFLd4xtj6s65\n3HMkpCVwTedrCsuWLoVRo6BFC/8eq0N4BwZFDeKXn/7Sr7NZJh5JpE/bPjQKalTq+tqY88ZfIiPh\n63Jmi/BLjl5ELgcGAGuB9qqaAc6HARDhVusIpPpsluaWGWMamG8PfEu/9v0IbxJeWObP0TbFfTD1\nA9alreO3n/+23HpVGZ1T1oibArU98qamYst4NjtAcE13LiLNgfeBX6lqlogU/8it1kfwrFmzCpfj\n4uKIq8rTC4wxAfXF3i+47vKL9+mfOwcrVsCrrwbmeC2btmTZXcsY/dfRtGjSghnXzChcl6/5rNi9\ngrnr5vLZ7s+458p7eGbMM0Q2jyx3n2Xl5wvEtI3h5YTaffhJVcXHxxMfH19hPanJVyERCQY+AT5V\n1bluWRIQp6oZIhIJfKGqMSIyHVBVfc6ttwyYqarrStmv1uYDB4wxVTPijRE8Hfc0Y7o58xwkJMA/\n/zNs3BjY4x7MPMioeaNoHtKcFk1aEN4knB+O/0Bo41B+NfRXTOw5kee/eZ43Nr7B4z96nH8Z8i+E\nhYSVuq8xC8bwxI+eYEKPCaWuP5NzhsvnXs7qaavp07ZPIN+W34gIqlri2mdNA/0C4Kiq/san7Dng\nuKo+JyL/DrRS1enuxdi3gKE4KZvPgJ6lRXQL9MbUX5nnM4l6IYojjx8pHEO/cKGTo6/stLk1cfr8\naZKPJZOVk0VWThZtQtswtONQfMd2JB9LZvrn01m5ZyXX97ieqbFTmdhzYpEx/+2fb8+Gn22gY4uy\nM8jPrXmO9QfX8/7U9wP6nvylrEBf7dSNiIwAfgpsFZGNOCma3wLPAe+KyP3AfpyRNqhqooi8CyQC\nucAjFs2NaXjWpKzhqg5XFQmaO3Y4zzKtDS2atGBwh8Hl1unZpicfTP2Ao2eP8vekv/Nywsu8uPZF\nvpr2FUESxOEzh8nNy6VDeIdy9/OLob+g58s9WZ+2nqs7Xu3Pt1GrajLq5mtVbaSqA1R1oKoOUtVl\nqnpcVceqam9VHa+qJ322maOqPVQ1RlVX+OctGGNq0xf7vuC6rkXn0d25E/rUw+xG29C2PDT4IVbd\nu4qcvBze3PImcPFCbEUjvEMbhzJz9Eymfz69Vp9f6292Z6wxpkpW7V1VaqCvrR59dQRJEP878X+Z\nvnI6p7JPVXgh1te0AdNIPZXKyj0rA9zKwLFAb4yptBPnTrDr2C6GdLx4C0xeHvzwA/TqVYcNq4Qh\nHYcwsedEZn85m22Ht3FFRMk5bkrTuFFj/nDdH5j++XTyNT/ArQwMC/TGmEr7av9XDO80nJBGF59Y\nnZICbds6D9Co7+aMmcPCLQtZvnt5pXv0ALfE3lI4jLMhskBvjKm0VXtXFRk/D/U/beOrXVg7Zo6e\nyYHTByrdowcn9fPAwAcKc/wNjQV6Y0ylfbn/yyLz20DDCvQAP7/q53ww9QNaNm1ZcWUfP+n7Ez7Z\n9QlZOVkBalngWKA3xlTKmZwzJB9PZmBk0ccg1dcRN2UJDgrm5piqz9XQLqwdIzuP5KMdHwWgVYFl\ngd4YUykb0zdyRcQVNAluUqS8NsfQ17W7+t/VINM3FuiNMZWy7sA6hnQoOeFsQ0vd1MSk3pNYe2At\n6Vnpdd2UKrFAb4yplISDCUWGVYLz+LoTJ6BTpzpqVC0LbRzK5D6TWbRtUV03pUos0BtjKiUhLYGh\n0UOLlO3aBT17QtAlFEnu6ncXb219q66bUSWX0D+PMaa6Dp85zMnskyWextTQLsT6w3VdryPtdBo7\nju6o66Z9er6DAAAQrElEQVRUmgV6Y0yFEtISuLrD1QRJ0ZBxKeXnCzQKasSd/e7k2TXPNpj5byzQ\nG2MqlJBWMj8Pl2agB/jdqN+x9fBWnlz1ZF03pVIs0BtjKrQubR1DOw4tUX6pBvqWTVuy/K7lLN65\nmDmr55RYfyr7FK999xrDXx/Ore/eWuejdGr04JFAsQePmIYoX/P5/uD3DXre8tKoKm3+2IbERxOL\nPJ4vPx/Cw+HQIf8/ELyhKHji1a2xt9I2tC2HMg+x79Q+Pt/zOWO7jWXagGl8k/oNf9n4F+ZeP5ef\n9P1JhVMj10RAnjAVKBboTUO0cPNC7vnoHp740RPMGTunRD67oUo+lszYhWPZ/+v9RcpTUmDYMDh4\nsI4aVk/sPbGX33/1e1o2bUlU8yg6hHdgfPfxtAtrV1gnIS2Bez+6lw7hHbgq6ip6tulJj9Y9iG4R\nTWTzSJqHNPdLWyzQGxNA5y+cp88rfXhxwou88O0LRDWPYv6U+UWewtRQvbnlTZbsXMK7t71bpPyz\nz2DOHFi1qo4a1sBkX8jmk12fsOvYLpKPJ/PD8R84mHmQQ5mHaBTUiJt63cRzY5+jU8vq35Tg90cJ\nGmMueu3714htF8uUPlO4vsf1TFs8jTELxvDyDS8zKGpQQL+uB1pZF2I3brz0hlbWRNPgptwae2uJ\nclXlRPYJ5q6dy8DXBvKLIb/g8RGPE9o41G/Hth69MTWUeT6Tni/3ZMXdK+jfvj/g5OtfWvsSLye8\nTIsmLXhg4APc2e9O2oa2rePWVt2wvwzjj+P+yKguowrLsrKcB418/DEMLv/xraYK9p/czxMrn2Dl\nnpVM6D6BiT0nMrrLaFJPp7Lh0Aa2ZGxhat+pjO02ttTtLXVjTDVk5WSxau8qNqVvYlLvSQyIHFCi\nzuz42SQfT+bNm0tOdpWv+cTvi+f1ja/zya5PGBY9jKmxU7mx141EhEXUu55+vubz0Y6PWJOyprDs\nte9f4/C/HSYs5OKTRWbPdu6Kfath3SDaYBw4fYBlPyxjafJS1qSsoctlXRgYOZDurbrzwrcv8ObN\nbzK++/gi2+Tl5xHcKNgCvTGVkZ6VzgeJH/DRzo9Ye2AtQzsO5YqIK/gw6UPahrbl/oH3c0XEFYSH\nhAMw4c0JrH9oPV1bdS13v2dyzrA0eSnvbH+HlXtWkn0hm8jmkXRs0ZGHBj3E3f3vplFQoxLb5eXn\nkXIqhQOnD3BVh6sCkve/kH+BRdsWMWfNHEIbh3Jb7G0EBzmZ3ajmUdzR747Cuunp0LcvfPcddC3/\nLZsAWJOyhh+/82P+dsvfGNttLMfPHefldS+zYMsC9vxqjwV6Y3x9m/otP3n/J7Ro0oKebXrS7bJu\nbEjfwMZDG7mx143cEnMLY7uNJbyJE9Dz8vP4fO/nLNyykJRTKWSezyQrJ4u7+9/N70b/rsrHP5t7\nlvSsdHYe3ckza57h+Lnj/P7a3xPbLpbVKav5av9XrD+4nr0n9hIRFkFEWAR7T+7l9r63c//A+0vk\n/lWVPSf2kHw8mSsiriC6RXSZx959fDd/WP0H9p7cS3pWOmmn0xgYNZAnr3mScd3GlftN4+GHITQU\nXnihym/Z+Mnq/au5+d2bubnPzbyf9D6Te09m+sjp9G7bu34EehG5HngJ52at11X1uVLqWKBvQE5m\nn2T74e1k5WSRmZPJ2dyzhesEYXCHwcS0jSkMHqfPn2bRtkV8d/A77rnyHkZ0GlG4LvVUKq99/xo5\neTlM7TuVwVGDERF2HdvFy+te5p3t73DfgPuYOXpmkVRCVa09sJZJf5vEn2/6M10u60LysWR2n9hN\nn7Z9mNB9Qq2PllFVPv3hU55a9RTHzh3jms7XMKrLKIZFD6Nn656F7Uk5lcL8TfOZt2keh88cJio8\nisjmkQjC5ozNtGzSkh6te7D18FbCQ8K5pss1TOwxkRt73UhYSBj5ms+r619lZvxMHhv2GMOihxEV\nHkVU8yhaNWtVYTt37IBrrnFulGrdOtBnxZRnTcoaPtn1CQ9f9TBdLusC1JMcvYgEAbuAMcBBYD1w\nu6ruKFbPr4E+Pj6euLg4v+2vofLneTiZfdIZcrf9XVanrCa2XSwtmrSgeUhzmgU3KxxDnpufyzep\n3yAIE3tO5EzuGRbvWMyYbmO4Kuoq5m2aR3iTcO4fcD9fpXzFyj0rubv/3TQPac47298hLz+Pbq26\nsSVjCw8Neojb+t7G8988z9epX/PKxFcYHDW4sPeblplG/4j+DIwaSK82vdiSsYXV+1ezJnUNl192\nOQ8MfIDre1zPnz/4M7P2z2Le5HlM7DnRL+ejtqkqmTmZHMo8RHpWOhfyL3Bl5JWFF3tVlR1Hd/Dl\n/i/5aMdHfHvgWyZ0n8DRs0c5m3uWv075K+nb0iv8e1CF1FTYsMEZZfPhh3DPPfD447XwJmuRV2JE\nfQn0w4CZqnqD+3o6oMV79f4O9LNmzWLWrFl+219DVfw8qCppmWkkH3O+6vve4KGq7Dy2k/0n99M8\npDnNQ5qTp3l8vudzlv6wlO8Ofsd1Xa9jauxUbup9Ey2alH1rpKqSeCSRT3/4lOCgYO7sdycRYRGA\nc/Fv2Q/LWLB5AT/q9CPuG3Bf4b5Ulc0Zm9l1bBc39bqpSC/7s92f8fA/HubYuWOM6DSCUV1G0bll\nZ7ZmbGVD+gZ2HdtF33Z9GdVlFCM6jWD7ke28sfEN9p3cx6llp3jnlXe4sdeNfj7D9dfRs0f5aMdH\n5OTl8LPBPyM4KLjE30NeHiQnOwG9ILBv3AghITBwoPMzeDBMmgTBHhuY7ZUYUV/G0XcEUn1eHwBK\nDtAFtmRs8csBVZWDmQf5JvUbcvJyyMnL4fyF84XLZf3ka36p+wuSINqFtSOqufOV2Tf45Oblkpnj\n5G0LfjLPZ3Im9wwtmrQo3KZRUCMOZR7iUNYhTp8/TbvQdkSFRxERFkH2hWyOnzvOsbPHnN/nnN9n\ncs8Q1jisMOiGh4QXLqdnpbMxfSMb0zdy+Mxh+kX0Y1DUIPq370/b0LaF9XYf380rCa+QfDyZxCOJ\nbEzfSJAE0b1Vd7Yf2U7H8I6M7DySY+eOsXr/asJCwujZuidncs+QlZNFXn4eo7uM5l+H/yvXXn5t\npVMnIkLfiL70jehb6vmc2HNiqT1rEWFA5IBSR7qM6z6OXb/YhaoWuYB5+xW3l9qG4Z2G8+CgB0k6\nksTcQ3MvqSAP0Da0LQ8OerDwdV6eM3XB669fDOxbt0JExMWg/pvfOL+jouqw4cYv6u3n8l0f3uW3\nfR3ddZRtK7YR0iik8KdJcJOLr4NCiqxr3KgxjaTk6AeAnLwcvj/4Peln0knPSuf8hfOF64KDgglv\nEk54SDhhIWGFwTiscRjpWel8uf9L0rPSycvPK8yLtmjSgt3Hd3Mo6xAZZzIIbRxK62atadOsTeHv\nrpd1JSwkjLO5Zws/PA6fOcyeE3vIzMmkbWhbJnSfwPSR04kIi2BLxhY2HtrIyj0rOZl9ksycTDLP\nZ3Ii9QRhh53gPa7bOAZGDSSqeRQiwoX8C2zJ2MKalDW0adaGFye8SOeWnf32bxAIQRIEVRydGNMu\npsh8LZeqvDxYvBjOnXOC+a23woABcNlldd0yEwh1kbqZparXu6/LTN3UWqOMMcZD6kOOvhGwE+di\n7CEgAbhDVZNqrRHGGHOJqdXUjarmici/ACu4OLzSgrwxxgRQvbxhyhhjjP80yAmzReR1EckQkS0+\nZf1F5BsR2Swii0WkuVs+VkS+c8vXi8i1PtsMEpEtIrJLRF6qi/dSE1U5Dz7rO4tIpoj8xqesQZ8H\nqPq58Fm3zV0f4pY36HNRxf8bwSLyV/f9bnevmRVs09DPQ7SIrHLf11YR+aVb3kpEVojIThFZLiIt\nfbaZISLJIpIkIuN9yhv0uQCc4YcN7QcYCQwAtviUJQAj3eX7gKfd5SuBSHe5L3DAZ5t1wNXu8lJg\nQl2/t0CdB5/17wHvAL/xynmoxt9EI2AzcIX7uhUXv9026HNRxfNwB/C2u9wM2At09sh5iAQGuMvN\nca4N9gGeA55wy/8deNZdjgU24qSzLwd+8MrfhKo2zB69qq4BThQr7umWA6wEbnHrblbVdHd5O9BU\nRBqLSCQQrqrr3W0WAFMC33r/qcp5ABCRycAeYLtPWYM/D1DlczEe2Kyq29xtT6iqeuFcVPE8KBDm\nDpIIBc4Dpz1yHtJVdZO7nAUkAdHAZGC+W20+F9/XJGCRql5Q1X1AMjDEC+cCGmjqpgzbRWSSuzwV\n5x+1CBG5Fdigqrk4N28d8Fl9wC1r6Eo9D+7X9SeA2RQdfe7V8wBl/030AhCRZW5ar+CGfq+ei7LO\nw/vAWZwRcPuA51X1JB47DyJyOc63nLVAe1XNAOfDAIhwqxW/mTPNLfPEufBSoL8feFRE1gNhQI7v\nShHpC8wBflYHbatNZZ2HmcCLqnq2zC29p6xzEQyMwEldXAP82PfajQeVdR6GAhdw0hzdgH9zg6Jn\nuB2c94FfuT374qNPLonRKPX2ztiqUtVdwAQAEekJ/FPBOhGJBj4E7na/loHzie37cMZot6xBK+c8\nDAVuEZE/4uSk80QkG+e8eO48QLnn4gDwlaqecNctBQYBb+HBc1HOebgDWKaq+cAREfkauApYgwfO\ng4gE4wT5haq62C3OEJH2qprhpmUOu+VlxQNPxImG3KMXfFIQItLO/R0EPAX8P/f1ZcAnwL+r6tqC\n+u7XtlMiMkREBLgHWEzDU6nzoKqjVLWbqnbDmSb6GVX9k4fOA1TyXADLgX4i0tQNBqOB7R46FxWd\nh1fdVSnAde66MGAYkOSh8/AGkKiqc33KluBckAa4l4vvawlwu4iEiEhXoAeQ4JlzUddXg6vzA7yN\nM83xeZw/1mnAL3GurO/ACWIFdZ8EMoENOFfVNwBt3XWDga04F17m1vX7CuR5KLbdTIqOumnQ56E6\n5wK4E9gGbAHmeOVcVPH/RhjwrnsetnnpbwInNZcHbPL5f3890BrngvROnBs3L/PZZgbOaJskYLxX\nzoWq2g1TxhjjdQ05dWOMMaYSLNAbY4zHWaA3xhiPs0BvjDEeZ4HeGGM8zgK9McZ4nAV6Y/xMRNZU\nXMuY2mPj6I0xxuOsR28uOSLyd3EeQrNVRB50yzJF5Pcissl9SEfBtAHzRGSuiHwtIj+IyM1ueZiI\nrJSLD7WZ5LP/TPd3pIh8KSIb3AdXjKiL92uM9ejNJUdELlPVkyLSFFiPM9fNUeBGVV0qIs8Bp1T1\nGRGZB4Sq6k9EJAZYoqo93Tncm6lqloi0Adaqak93/6dVtYU4T/Fqoqpz3HlSQlX1TJ28aXNJ88zs\nlcZUwa9FpODhEdFAT+C8qi51y74HxvrU/whAVZNEpGD+cgHmiMgoIB/oICIRqnrYZ7v1wOsi0hhY\nrKqbA/R+jCmXpW7MJUVERuPM2DhUVQfgTHrVFMj1qZZH0U7Qed9duL9/CrQFBqrqQJzpbpv6HktV\nVwOjcKa1/auI3OXHt2JMpVmgN5ealsAJVT0vIn1wpuaFok/dKk9BvZbAYVXNdx9a0qV4HRHp7NZ5\nHfgLzpz3xtQ6S92YS80y4Ocish1nqtpv3PKyLlaV9USit4CPRWQz8B3O1LbF68QBj4tILs5U2ffU\nrOnGVI9djDXGGI+z1I0xxnicBXpjjPE4C/TGGONxFuiNMcbjLNAbY4zHWaA3xhiPs0BvjDEeZ4He\nGGM87v8D5ODRikgLbNYAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Alizé sort son tube Lolita en 2000 \n",
"prenom_de_star = nat.prenom.str.startswith('ALIZÉ')\n",
"print(nat.prenom[prenom_de_star].unique())\n",
"nat[prenom_de_star].groupby('annais')['nombre'].sum().plot(x='annais', y='nombre')\n",
"\n",
"prenom_de_star = nat.prenom.str.startswith('LOLIT')\n",
"print(nat.prenom[prenom_de_star].unique())\n",
"nat[prenom_de_star].groupby('annais')['nombre'].sum().plot(x='annais', y='nombre')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['BARA' 'BARAA' 'BARACK' 'BARAKA' 'BARAN']\n"
]
},
{
"data": {
"image/png": 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pN1EG+pq6YOqcc2DhwlB90tkNRKL273+Hq2Vnz4add473WN/+dph64W9/K2/2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\n+38wGCQvfN5zDwAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Barack Obama \n",
"plot_prenom_startswith('BARA')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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XMJeTT068fB/As8+Gha+ToYAukgEqt0jUoEF1B/RZs8INXMkUNBTQRTJAAV2i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\nWXutZlZoZq9E2rzYzG6KbO9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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# L'étonnant prénom KARL : trop allemand avant 1968 et hommage à Karl Marx ensuite ?\n",
"# Notez un petit pic en 2006\n",
"nat[nat.prenom == \"KARL\"].plot(x='annais', y='nombre')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['OMAR' 'OMARION']\n"
]
},
{
"data": {
"image/png": 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Sjg8zs+3NrCfQC5ja7IilTfrd72DZMvjhDwsdiUhpymbY4j1AJbA7sBwYBTwI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\n6GQAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# La folle histoire du prénom Omar.\n",
"# C'est mon interprétation mais il semble il y avoir une tendance de fond, ralentie par l'épisode \"Omar m'a tuer\" que la bonne humeur\n",
"# d'Omar Sy fait oublier\n",
"\n",
"plot_prenom_startswith('OMAR')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"# Les prénoms qui sont à la fois des prénoms de filles et de garçons\n",
"\n",
"Des histoires très différentes. Dominique a été donné à peu près de la même façon aux filles et aux garçons. \n",
"Camille était plutôt masculin au début du siècle et est devenu plutôt féminin. Evolution inverse avec le prénom EDEN qui est peut-être boosté par la popularité du joueur de foot EDEN HAZAR pour les garçons plus que pour les filles.\n",
"\n",
"Dans les prénoms \"unisexe\" les plus donnés, figure Charlie qui a connu une baisse très forte en 2015.\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# prénom des deux genres\n",
"genres = nat.groupby('prenom')['genre'].nunique()\n",
"double_genre = genres[genres == 2]\n",
"double_genre = double_genre.index.tolist()\n",
"# double_genre.remove(\"_PRENOMS_RARES\")\n",
"double_genre = nat[nat['prenom'].isin(double_genre)]"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"gp = double_genre.groupby(['prenom', 'genre'])['nombre'].sum()\n",
"ratio = gp.groupby(level=0).apply(lambda x: 100*x/float(x.sum()))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"prenom\n",
"DOMINIQUE 409855.0\n",
"CAMILLE 267075.0\n",
"ALIX 28267.0\n",
"DANY 25303.0\n",
"JESSY 16153.0\n",
"CHARLIE 15936.0\n",
"EDEN 15418.0\n",
"SASHA 11737.0\n",
"LEONCE 9245.0\n",
"LOÏS 8376.0\n",
"Name: nombre, dtype: float64"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"condtition_mitige = (ratio > 20) & (ratio < 80)\n",
"mitige = ratio[condtition_mitige].reset_index()\n",
"list_mitige = mitige['prenom']\n",
"genre_mitige = nat[nat['prenom'].isin(list_mitige)]\n",
"genre_mitige.groupby('prenom')['nombre'].sum().sort_values(ascending=False).head(10)\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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d4O3FYt4CVxe6SMQU4CIpInwp1YYi6T6Ho2PgsboFwbCew1hTtYY6VxebE4ik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\n+N2NrpnokkwU4CJxsnCrN4GttBTy8iA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PvGvKWuXCRQVcyVuSqSTPtDzDA288QHNHM9PK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\nriiKoihjEBVwRVEURRmD/H+dPb1DGTVo0wAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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4+GKYNSvoiCJDK5OJiMSp1avhkkuCjiLy+vf3voB06QJbtkC5ckFHlD9qUYuI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\nv996s4eG2md14eGwezfMmWOF+ze/sV7qHTxEp5L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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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vj3Y0hU81YxERiTlTp0JqKtx3X7QjiS4lYxERiZpRo+Caa4r3bUuRUDO1iIhE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\ndsr1nJVlZnP/5te5wvKY8ccMtp/TPn//plwTfcN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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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2VW8bdfyVw68QFhLGdTOu88g4gR6mbu9tJyEygdCQ0FHH3alPreuz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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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JIYpUYpmZ4Zw7ZFBzIDXjLOA1M3O+8s865941s2+Al8zsMqAAbwQ1zrl8M3sJ\nyAf2A1cr64pIQ0Vjkwh/lf3GO/ftpGfbng1OxODtCJWRmkFhSSE903uGIEqJV3UmY+fcSuCQ8fvO\nuS3AKTVcczdwd4OjExHxiWYzNfw413jTrk31nl9cnX4Z/fh+0/dKxk2cVuASkbgQ9WSc6tWM67vy\nVk0qk7E0bUrGIhIXop2MK+cah2okdaX6JOPSfaWUV5SHLAaJPiVjEYkL0ZzaBF4zddH2IvKK8+q9\n8lZ1+mX04/vNwSXji1+/mGcXahvGxkTJWETiQrRrxpktM8ktyKVH2x60TG4ZsvvWp2b8ddHXfFr4\nachikOhTMhaRuBALyfj7Td+HtIkaoFOrTuzev5stu7cEVH7L7i2s3r6aOUVzQhqHRJeSsYjEhWhP\nbeqQ2gEg5MnYzOib0Zclm5YEVH7B+gUM6zyMZVuWUbqvNKSxSPQoGYtIXIiFmjEQ0mlNlYJpqp6/\nfj4juoxgUOYg5q6bG/JYJDqUjEUk5u0p20OFq4jKXsaVMlIzSG+RHtLBW5X6tQ8iGW+Yz5COQxjR\nZQRfrfkq5LFIdCgZi0jMK9lTQlrzNKK5NXqzxGas/e+1tEpuFfJ7BzOiesH6BQzuONhLxkVKxo2F\nkrGIxLxoN1FXClfNPNBm6n3l+1i6eSkDOwxkRFcl48ZEyVhEYl6sJONw6dWuFwXbCthXvq/WcvnF\n+RyWfhgpzVI4PP1wdu3fxdodayMUpYSTkrGIxLxoj6QOt+ZJzemW1o0ftvxQa7n56+cf6LM2M4Z3\nGa4pTo2EkrGIxLzGXjOGwJqqF6xfwOCswQe+1yCuxkPJWERiXpNIxgGMqK4cSV1Jg7gaDyVjEYl5\nTSIZ1zGi2jnH/PXzGdzxx5rx8C7D+WbtN9o0ohFQMhaRmBftTSIioa5m6sKSQlKSUg4sPgLQPrU9\nWa2yWLxpcSRClDBSMhaRmNdkasabvsc5V+35BRsWVLvgiPqNGwclYxGJCOdcvZNGU0jG7VPbk5yY\nzPqd66s97z+S2p/6jRsHJWMRiYgVW1dw/BPHs2PvjqCvbexTmyr1y+jHks3VbxhRYzLW4h+NgpKx\niEREXnEe5a6cz1Z/FvS1TaFmDLWPqJ6/fv5B05oqDc4azLLN2sEp3ikZi0hE5Bfnk5yYzEerPgr6\n2iaTjGsYxFWyp4SNpRvp1a7XIeeaJzXniKwjtINTnFMyFpGIyC/O59yB55JbkBv0tdv2bCOtReMe\nTQ01J+Or1tivAAAgAElEQVTvNnzHEVlHkJiQWO11GsQV/5SMRSQi8ovzuWzIZSzcsJCd+3YGdW1T\nrxnPXz+fIVk1b92oQVzxT8lYRMKuwlXw/abvGdp5KEd1OorPV38e8LX7y/ezt2wvLZu1DGOEsaFH\n2x5sKN3Arv27Djq+YMOCgxb7qEqDuOKfkrGIhF3BtgLapbSjTfM25GTnBNVvXDmSOpp7GUdKYkIi\nvdr1YunmpQcdr2kkdaXD0w9n9/7d2sEpjikZi0jY5RfnM6DDAABG9xjNRwWBJ+Om0kRdqWpT9f7y\n/eQX53NE5hE1XlO5g5P6jeOXkrGIhF1ecd6BZHxs12OZt37eIU2xNWlyybjK9KYlm5fQPa07LZNr\nb6Yf0WWEtlOMY0rGIhJ2/jXjlsktGdJxCF+s/iKga5tcMq5SM16wvvb+4krqN45vSsYiEnb+yRhg\ndPZoclflBnTtuh3rSE9JD1NksadqMq5rJHWlYZ2HaQenOKZkLCJh5Zxj8abFByXjnB45AfcbP7/o\nec7sc2a4wos5fTP6snTzUipcBXDoHsY10Q5O8U3JWETCqrCkkDbN2xzU1Hxct+P4dt237N6/u9Zr\nC7YVMKdoDucMOCfcYcaMVsmtaJfSjsKSwgN7GAeSjEGLf8QzJWMRCauqTdTgJZxBmYP4cs2XtV77\n+LzHmXzEZFKapYQzxJhT2VS9buc6DKNjq44BXafFP+KXkrGIhFV+cT4DMgYccryupuqyijIen/c4\nU4dODWd4MakyGVfWigOdY61BXPFLyVhEwiq/OJ+BmQMPOV7XIK5Zy2bRo20PBmUOCmN0salqMg7U\n4KzBLN+yXDs4xSElYxEJK/85xv6O734836z9hj1le6q97pG5j3Dl0VeGO7yY5J+Mq9s2sSbNk5oz\npOOQoJYbldigZCwiYeOcI784n/4Z/Q8516Z5GwZ0GFDtQhWFJYV8seYLzhnYdAZu+atMxgs2LAiq\nZgxwRu8zeHPpm2GKTMJFyVhEwqZoRxGpzVJpn9q+2vM1NVU//u3jXDjoQlKbpYY5wtjUpXUXSveX\nsrpkNX0z+gZ17YS+E5ixZAbOuTBFJ+GgZCwiYVNTf3Gl6gZxVQ7cunJo02yiBm+t6b7t+zIwcyBJ\nCUlBXTuww0ASLIGFGxeGKToJByVjEQmbvI151Y6krnRC9xP4as1X7C3be+DYW8veoltaN47Iqnlj\nhKagX0a/oPqLK5kZE/pOYOaSmWGISsIl4GRsZglm9q2ZzfR9n25m75rZEjN7x8zS/MreYmbLzGyx\nmY0JR+AiEvuqm2PsL61FGn0z+vL12q8PHHvk26Y7cMvf5CMmM/mIyfW6Vsk4/gRTM74eyPf7/mbg\nfedcX2A2cAuAmQ0AzgX6A2OB6dYUNiIVkUPkb6o9GQMH7W+8umQ1n6/+nPMGnReJ8GLa2N5jObHn\nifW6dmT3kSzfslz7G8eRgJKxmXUFxgGP+R2eCDzle/0U8FPf6wnAC865MufcKmAZMDwk0YpI3Kgc\nSV1bnzF4+xvnFuQC8MS8J7hg0AVNduBWqDRLbMbY3mN5Y8kb0Q5FAhRozfgB4CbAf3helnNuA4Bz\nbj2Q6TveBVjtV67Id0xEmpB1O9fRLKEZGakZtZYb2X0kX675kj1le3hs3mNMPbrprbgVDhP6TGDm\nUjVVx4s6h+mZ2RnABufcfDPLqaVo0OPob7/99gOvc3JyyMmp7fYiEk/q6i+ulJ6STq92vfjDx3+g\nS+suAe3dK3U7vdfpTH1jKjv37aRVcqtoh9Nk5ebmkpubW2e5QMbMHw9MMLNxQArQ2syeAdabWZZz\nboOZdQQ2+soXAd38ru/qO3YI/2QsIo1LoMkYvPnG93x2D/8c/88wR9V0pLVIY0TXEbz3w3uc1f+s\naIfTZFWtaN5xxx3Vlquzmdo5d6tzrrtz7jDgfGC2c+4i4A3gEl+xKcAM3+uZwPlmlmxmPYFewKFL\n7IhIo5a3MY+BHWrvL66U0yOHlKQUzhuogVuhpKbq+NGQecbTgFPNbAlwsu97nHP5wEt4I69nAVc7\nLQUj0uQEMpK60vg+4/n0sk9pmdwyzFE1LRP6TuDNpW9SXlEe7VCkDhatPGlmytEijZRzjvZ/as/i\naxaT1Sor2uE0aUP+MYSHxj3ECd1PiHYogrcoi3PukOm+WoFLREJuY+lGzIzMlpl1F5aw0gIg8UHJ\nWERCrnLbRK33E31KxvFByVhEQi6/OD/gwVsSXkd3Opod+3awZNOSaIcitVAyFpGQC2Zak4RXgiUw\noc8E3liq1bhimZKxiIScknFsqdzjWGKXkrGIhFxln7HEhhN7nsh3G76juLQ42qFIDZSMRSSkikuL\nKasoo1OrTtEORXxaJLXglMNOYdayWdEORWqgZCwiIVXZRK2R1LFFq3HFNiVjEQmp/OJ8BmSoiTrW\nnNHnDN5f8T57yvZEOxSphpKxiISU+otjU0ZqBn3b92VOkbYKiEVKxiISUvnF+QzM1BzjWDQqexQf\nF3wc7TCkGkrGIhJS+cX59M/oH+0wpBpKxrFLyVhEQmbnvp2U7C2hS5su0Q5FqjGy+0i+XPMl+8v3\nRzsUqULJWERCZtW2VfRo24ME06+WWJSekk7P9J58u+7baIciVej/GBEJmZVbV9Kzbc9ohyG1GNVd\nTdWxSMlYREJmxdYVSsYxbnSP0XxcqGQca5SMRSRkVm5bSc90JeNYNrL7SD4t/JTyivJohyJ+lIxF\nJGRWblMzdazLapVFVsssFm5cGO1QxI+SsYiEzMqtqhnHA01xij1KxiISEs451YzjxOjs0XxU8FG0\nwxA/SsYiEhKbd28mKSGJ9JT0aIcidaisGTvnoh2K+CgZi0hIaFpT/OiW1o1Wya34ftP30Q5FfJSM\nRSQkNJI6vqipOrYoGYtISKhmHF80iCu2KBmLSEhowY/4on7j2KJkLCIhoWbq+HJ4+uE4vBHwEn1K\nxiISEprWFF/MjFHZo/holfqNY4GSsYg0WHlFOYUlhfRo2yPaoUgQRnUfpXWqY4SSsYg02Noda2mf\n0p6UZinRDkWCoEFcsUPJWEQaTP3F8WlAhwFs37udNdvXRDuUJk/JWEQaTNOa4pOZMbL7SNWOY4CS\nsYg0mAZvxS81VccGJWMRaTA1U8ev0dmjlYxjgJKxiDSYmqnj15FZR7J2x1o2lm6MdihNmpKxiDTY\niq0rVDOOU4kJiRzf/Xg+Kfgk2qE0aUrGItIge8v2UryrmK5tukY7FKknNVVHn5KxiDRIQUkBXVp3\nISkhKdqhSD2Nyh6lHZyiTMlYRBpk5daVHJZ+WLTDkAYY2mkoBSUFrN+5PtqhNFlKxiLSIJrWFP+a\nJTbj9F6n88aSN6IdSpNVZzI2s+Zm9pWZzTOzhWZ2m+94upm9a2ZLzOwdM0vzu+YWM1tmZovNbEw4\n34CIRNfKrZrW1BhM6DOBmUtnRjuMJqvOZOyc2wuc6Jw7ChgCjDWz4cDNwPvOub7AbOAWADMbAJwL\n9AfGAtPNzMIUv4hEmWrGjcPpvU7no1UfUbqvNNqhNEkBNVM753b5XjYHkgAHTASe8h1/Cvip7/UE\n4AXnXJlzbhWwDBgeqoBFJLZowY/GIT0lnWFdhvH+ivejHUqTFFAyNrMEM5sHrAfec859DWQ55zYA\nOOfWA5m+4l2A1X6XF/mOiUgjpAU/Go+JfScyY8mMaIfRJAU0F8E5VwEcZWZtgNfMbCBe7figYsE+\n/Pbbbz/wOicnh5ycnGBvISJRtH3vdnaX7SazZWbdhSXmndnnTP7w8R8orygnMSEx2uE0Crm5ueTm\n5tZZLqiJgc657WaWC5wObDCzLOfcBjPrCFSupVYEdPO7rKvv2CH8k7GIxJ+VW1fSo20PNCykceiZ\n3pOOrTryVdFXHNftuGiH0yhUrWjecccd1ZYLZDR1RuVIaTNLAU4FFgMzgUt8xaYAlW0bM4HzzSzZ\nzHoCvYA59XkTIhLbVm7THOPGZkLfCcxcolHVkRZIn3En4EMzmw98BbzjnJsF3AOcamZLgJOBaQDO\nuXzgJSAfmAVc7ZwLuglbRGKf+osbn4l9JyoZR0GdzdTOuYXA0dUc3wKcUsM1dwN3Nzg6EYlpmtbU\n+AztPJRte7axbPMyerfvHe1wmgytwCUi9aZpTY1PgiVwZp8zVTuOMCVjEak3NVM3ThP6ajWuSFMy\nFpF6cc6xatsq1YwboZMPO5n56+ezedfmaIfSZCgZi0i9FO8qpnlSc9o0bxPtUCTEWiS14OSeJ/Of\nZf+JdihNhpKxiNSLmqgbN01xiiwlYxGplxVbV2iOcSN2Ru8zeG/Fe+wp2xPtUJoEJWMRqRdNa2rc\nOrTswBGZR5C7KjfaoTQJSsYiUi/ax7jxm9h3IjO+18YRkaBkLCL1oppx41c5xUmLKIafkrGI1IsW\n/Gj8+mb0pVVyK75d9220Q6k35xxfF30d7TDqpGQsIkErryhnzfY1ZKdlRzsUCbMJfeJ7VPV3G75j\n1L9Gsa98X7RDqZWSsYgEbc32NXRI7UDzpObRDkXCbGK/iby+5PVoh1FvecV57CnbE/O1YyVjEQma\nmqibjmO7HsuGnRtYvmV5tEOpl7yNeSQnJvNxwcfRDqVWSsYiErSVW7WPcVORmJDIWf3O4pX8V6Id\nSr0sKl7EuQPP5eNCJWMRaWRWbF2hkdRNyKQBk3h58cvRDqNe8jbmcdXQq/h89eeUVZRFO5waKRmL\nSNA0ralpGd1jNKu2raJgW0G0QwnKrv27KNpRxIiuI+ie1p356+dHO6QaKRmLSNDUZ9y0JCUkMbHv\nRF5ZHF9N1d9v+p7e7XqTlJDEqO6jYrrfWMlYRIJWWFKoaU1NzNn9z467ZLxo4yIGZg4EvNr9RwUf\nRTmimikZi0hQyirK2LBzA51bd452KBJBJx92MouLF1O0vSjaoQQsb2MegzoMAmBk95F8UvAJFa4i\nylFVT8lYRIKydsdaMltm0iyxWbRDkQhKTkxmfJ/xvPb9a9EOJWB5xXkHasadWnciIzWDvI15UY6q\nekrGIhKUwpJCuqd1j3YYEgWTBkzi5fz4GVW9aOMiBnYYeOD7Udmx22+sZCwiQVEybrrGHD6G+evn\ns2HnhmiHUqed+3aysXTjQfPhR2fHbr+xkrGIBGV1yWq6tekW7TAkCloktWBs77G8/n3sL4+ZX5xP\nv4x+JCYkHjhWWTOOxV2olIxFJCiqGTdtZ/c/Oy4WAMnb+GN/caXsttk0T2rOsi3LohRVzZSMRSQo\nhduVjJuysb3GMqdoDpt3bY52KLWq2l9caXT2aD5aFXtN1UrGIhKU1SWr6ZamZuqmqmVyS0497FRm\nLJkR7VBqlVecV20yHpU9KibXqVYyFpGgqJlazu5/dsyPqs4rzmNQ5qBDjsfqiGolYxEJ2M59O9lT\ntof2Ke2jHYpE0Rl9zuDTwk/ZtmdbtEOpVsmeErbu3kp220NXievdrjf7yvexatuqyAdWCyVjEQlY\nZRO1mUU7FImiNs3bkNMjhzeWvBHtUKqVV5xH/w79SbBDU5yZxWTtWMlYRAKmJmqpNGnApJhdqzpv\nY/X9xZVicdMIJWMRCVhhSSHd2ygZC5zZ50xmr5zNjr07gr52+ZblbNm9JQxReWrqL640KntUzC3+\noWQsIgFbvV0jqcWTnpLO8d2PZ9ayWQFfs3v/bm794FaO/PuRXPzaxWFbfKOmkdSVBmYOZMvuLazd\nsTYsz68PJWMRCZiaqcXfeQPP47cf/pZ/zf8Xu/fvrrXsez+8xxF/P4Iftv7A4msWs2LrCl5d/GpY\n4vLfOrE6CZZwYBenWKFkLCIBKywp1FKYcsDFgy/mgdMe4MW8F+n+YHd+9d6vWLl15UFlNpZuZPKr\nk7nyzSv569i/8uKkF8lum80/x/+T69++npI9JSGNacvuLZTuK63z5zTWBnEpGYtIwFZvX62asRyQ\nYAmM7zOetya/xReXf0F5RTnDHh3G+OfG8/byt3n828cZNH0QXVp3YdEvFjGu97gD147MHsnYXmP5\n7ezfhjSmymUw6xrxH2ubRli0Fsw2MxeLi3WLSPUqXAWpf0xly6+3kNosNdrhSIzatX8Xzy98nunf\nTKdFUgseHvcwQzoOqbbslt1bGDh9IDPPn8mwLsNC8vx/fPMPvln7DY9NeKzWcmUVZbT/U3t+uO4H\nMlIzQvLsQJgZzrlD/lJQzVhEAlJcWkyr5FZKxFKr1GapXH705cy9ci6fXfZZjYkYoF1KO+479T6u\nfPNKyirKQvL8mtakriopIYnjuh3Hp4WfhuS5DaVkLCIBURO1hMOFR1xIRmoGf/3qryG5X17xobs1\n1SSWNo2oMxmbWVczm21meWa20Myu8x1PN7N3zWyJmb1jZml+19xiZsvMbLGZjQnnGxCRyNBIagkH\nM2P6uOnc9cldFGwraPD98jbWPsfY39heY3l+0fPkF+c3+LkNFUjNuAy40Tk3EDgWuMbM+gE3A+87\n5/oCs4FbAMxsAHAu0B8YC0w3rZ0nEvc0klrCpXf73txwzA1c+9a1DZp7vLF0I/sr9tOpVaeAyg/u\nOJj7xtzHmGfGsHzL8no/NxTqTMbOufXOufm+1zuBxUBXYCLwlK/YU8BPfa8nAC8458qcc6uAZcDw\nEMctIhG2ukTN1BI+Nx13Ez9s+YHXvn+t3veoXAYzmPrfz4/8Ob8b/TtOefqUkNTM6yuoPmMz6wEM\nAb4EspxzG8BL2ECmr1gXYLXfZUW+YyISxwq3q5lawqd5UnP+Mf4fXPfWdfXeDaqulbdqcuXQK/l/\nx/w/TnnmFNbtWFevZzdUwMnYzFoBLwPX+2rIVdsSNE9JpBErLCnUUpgSVqOyRzH5iMmMeGwECzcs\nDPr6YPqLq7r+mOu5dMilnPLMKRSXFtfrHg2RFEghM0vCS8TPOOdm+A5vMLMs59wGM+sIbPQdLwL8\n/4/t6jt2iNtvv/3A65ycHHJycoIKXkQiR83UEgn3nHoPAzMHctLTJ/HnMX/mosEXBXxtXnEe5ww8\np97PvnXkrZTuK+W0/zuN2VNm07ZF23rfq1Jubi65ubl1lgto0Q8zexrY5Jy70e/YPcAW59w9ZvZr\nIN05d7NvANezwAi85un3gN5VV/jQoh8i8WNv2V5a392a3b/ZTWJCYrTDkSZg4YaFTPr3JHKyc/jL\n2L/QIqlFreWdc7T/U3sWX7OYrFZZ9X6uc47/987/46uir3j35+/Sunnret+rOvVe9MPMjgcmAyeZ\n2Twz+9bMTgfuAU41syXAycA03xvJB14C8oFZwNXKuiLxrWhHEZ1ad1Iilog5IusIvp76NVv3bOW4\nx49jxdYVtZZfv3M9CZZAZsvMWsvVxcx44LQHGNhhINe/fX2D7hWMQEZTf+acS3TODXHOHeWcO9o5\n97Zzbotz7hTnXF/n3Bjn3Da/a+52zvVyzvV3zr0b3rcgIuGmJmqJhjbN2/DipBe5ZMglHPv4scxc\nMrPGspV7GIdiJq2Z8ceT/siri19l1/5dDb5fILQCl4jUSXOMJVrMjOtGXMeM82dw3VvXcebzZzKn\naM4h5SqnNYVKVqssjul6DG8seSNk96yNkrGI1Emrb0m0HdP1GL6/9ntOP/x0Jr00idP+77SD1pWu\naw/j+rhg0AU8t+i5kN6zJkrGIlIn/3Wpy8vhjjugsDDKQUmT0yKpBdcMv4bl1y1nUv9JXPzaxZz4\n1InMXjm73nOMa3NW/7PIXZXL1t1bQ3rf6igZi0idKpupnYPrr4fp02HqVNDQTImG5MRkpg6dypJr\nl3DJ4Ev4xX9+wRdrvgh5zbhN8zaMOXwMryx+JaT3rY6SsYjUqbKZeto0+OQTyM+H4mJ46qm6rxUJ\nl2aJzZgyZAr5V+cz/7/mh2Vf4gsGXcBzC8PfVB3QPOOwPFjzjEXiRtq0NO7qsIp770zn88+hc2eY\nPx/GjIEFC6BTYOvyi8SdPWV76Hx/ZxZdvYjOrTs3+H71nmcsIk1byZ4S9u0v5/e/acvbb3uJGGDI\nELjySrjmGjVXS+PVIqkFP+33U15c9GJYn6NkLCK1mvXZavZv6s7rrxn9+h187n//F77/Hl5+OTqx\niURCJEZVKxmLSI2WLoVrbi3kyB7dOfbYQ883bw6PPw7XXQebNkU+PpFIOLHniawuWc2yzcvC9gwl\nY5FGbtky+Pzz4K9bvx5OPx3GXVjI0MNrXvDj2GPh/PPhhhsaEKRIDEtKSOK8gefx/KLnw/YMJWOR\nRmzXLpgwwftauzbw6/bvh7POgilTIHtQ3Uth/uEP8MUX8J//NDBgkRh1wRHeqOpwDTxWMhZpxG68\nEX7yE7j2Wrj88sAHWt1xB7Rt6/UJF26ve/Wtli3h0UfhqqugpCQEgYvEmBFdRrCvfB/z188Py/2V\njEUaqddeg/feg4cfht/8xpsX/OijdV/30UdeP/C//gUJCb4FP9LqXpf6pJNg7Fj41a8aHrtIrDEz\nLjziwrDNOVYyFmmE1qzxaqnPPgtt2kCzZvD0015SXlHLTnRbt8LFF3vJOMu3JWwwOzbdey+8/ro3\nwlqksblg0AW8kPcCFa4i5PdWMhZpZMrLvYT6y1/CMcf8eHzAALj5ZrjkEq9MVc5584bPOgvGjfPd\nq6Kcoh1FdG3TNaBnp6V593/iiQa/DZGYMzBzIO1S2h20QUWoKBmLNDL33QdlZXDLLYeeqxzx/OCD\nh5574glvKtO0aT8e21C6gbYt2tIiqUXAz7/sMq8Wvn9/kIGLxIELB4WnqVrJWKQR+fpruP9++L//\ng8TEQ88nJnp9wdOmQV7ej8eXLPFqzc8/Dy388m4wTdSV+vaF3r3hzTfr9x6q2rMHVq8Ozb1EGur8\nQefzcv7L7CvfF9L7KhmLNBI7dsCFF3o7KnWvJX8edhj88Y9eU/b+/bBvn3fdnXd6Tdn+KndrCtYV\nV3j9zqHwxz/CxImhuZdIQ2W3zaZfRj9mLZsV0vtqowiRRuLSS72a72OP1V3WOTjjDBg+3JuLvHSp\nN/raqixff//n97N6+2oePL2adu1alJZCt26wcCF06RLUpQfZuxeys73/fvEFhyzHKRINby59k0tn\nXMrD4x7m3IHnBnVtTRtFJIUsOhGJmg8/9LY2nB/gFEgzL2kPGeItaTlv3qGJGGD19uCbqcGbd3zu\nuV6T+G9+E/TlB/z733DkkTBwoNeEfscd9b+XSKiM7zOed37+Duf8+xw+K/yMe8fcS3JicoPuqWZq\nkUbghRe8qUytWgV+TefO8NJLXo04o4ZtYOvbTA3eIiNPPAEVDZgF8tBD3oIlF17oJWM1pkmsOLrT\n0Xwz9RtWlaxi9L9Gs7qkYQMblIxF4lx5uTe396yzgr82J8dboasmhSV1r75Vk5/8xKsh5+bW63K+\n/tpbH/uMM7x7OQdz59bvXiLhkJ6Szuvnvc5Z/c5i2KPDeGf5O7WW371/d43n1EwtEuc+/xw6doTD\nDw/9vevbTA1es3flQK6TTgr++ocfhquv/nFU+AUXwHPP1f7Hg0ikmRm/Ov5XjOgyggtfvZCpR09l\nYt+J/LD1B5ZvWc7yLcsPvC4uLa75PhrAJRLfbrzRW2zjtttCe9/d+3fT9p627P7NbhKsfo1omzd7\nfySsXAnp6YFfV1wMffrA8uXQvr13bPFiOOUUKCysftqWSLSt37mey2ZcRtGOIg5PP5xe7XrRq12v\nA6+7tulKUmKSBnCJNDbOwauvwhtvhP7ea7avoUvrLvVOxOAl0rFjvWU5r7028Osef9xrdq9MxAD9\n+3tLdH78MZx4Yt33ePFFb77z0UcHH7dIfXRs1ZFZk+s35Ul9xiJxbN48b93pQYNCf++GNFH7u/zy\n4OYcl5XB3/9effKubKquS1GRtxLYn/8c+HNFoknJWCSOvfaaV4OsblpSQwW6W1NdTjoJtm2Db78N\nrPybb3pzk6ur0Z5/vtcSsHdv7fe45RY47zxvf+W6yorEAiVjkTj26qvws5+F596FJYV0b9PwmnFC\ngldLDWQxEvhxOlN1unXzWgHeqWXQ6ldfwQcfwF/+4pV9//3gYxaJNCVjkTi1ZIlX4xw+PDz3X12y\nOiQ1Y/B2cnrxRW+1r9osXgyLFsGkSTWXufDCmpuqnfM2w/jjH6F1a+8+L79c77BFIkbJWCROvfYa\n/PSnXs0zHBZsWED/jP4huVe3bt4fDa+8Unu5hx/2tnFMrmUxo0mT4K23YOfOQ88995zX53zxxd73\nP/sZzJypHaQk9ikZi8SpcDZRb9uzjcWbFnNM12PqLhygK66Av/0N1qyp/vz27V4yveqq2u/Tvj2M\nHAkzZhx8vLTU23nqwQd//AOlWzdvRPWHHzY8fpFwUjIWiUOrV8OKFTBqVHjun7sql2O7HkvzpOYh\nu+eZZ8LQod5a06NHwz/+AZs2/Xj+6afh1FO9ZTrrUl1T9Z/+BCecAMcff/DxSZPqrpGLRJuSsUiE\n7dsH//wn7K55Zbw6vf46jB/vTWsKh9krZ3Nyz5NDes/kZG/K0rp13kIlubnegiBnnOHtv1zbwK2q\nJkyATz/9MZkXFnrX33PPoWXPPttr0i8vD9lbEQk5JWORCCos9Gqz//3fgc2XrUk4m6gBPlj5AScf\nFtpkXKl5c29/4hde8OYDT57sve7c2avZBqJVKxg37sfBWb/+Nfzyl9Xv49yzp9dc/cknoXsPIqGm\nZCwCOOfYWxbeCalvv+0NYjr7bG9rwIceqt8uRMXF3pzdU08NfYwA63asY92OdRzV8ajwPMBPq1Ze\nk/Obb8Ls2cHNl65sqv7sM+/rV7+quezZZ2tUtcQ2JWMR4LFvH2PSv2uZT9MA5eXeutGXX+5tWXjT\nTXDaad6Ao88/D/5+b7wBY8ZASkroYwWviXp0j9EkJsT2AtCnnQZ5ed7AsGnTIDW15rKTJnmtCQ3Z\nzlEknJSMRYCXF7/M28vfZuvurSG9b3ExnH66t57y3Lk/DrhKSIBrrvFqx8GKSBN1iPuLwyE52avx\npr4GCSIAAB5WSURBVKd7y2TWpk8fbxT2F19EJjaRYCkZS5O3fe92vlj9BTk9cpi5ZGbI7vvll96S\njsOGwXvvedsc+psyxWu6XrcuiFi3e4n9jDNCFuZBnHNxk4zBG0E9Y0ZgzdsaVS2xTMlYmrx3lr/D\nCd1P4JLBl/Dy4tB1LE6ZAvfdB3fdBUnV7I/Wtq231vIjjwR2vwpXwX0v5zIsZyNt2oQszIOs2LqC\n/eX76ZfRLzwPCLG2baFDh8DKnn22l4y1c6vEojr3Mzazx4HxwAbn3JG+Y+nAi0A2sAo41zlX4jt3\nC3AZUAZc75x7t4b7aj9jiQk/f/XnnND9BC4YdAHdHujGmhvX0KZ5w7Ld0qWOIbddzhEn5dEutR3t\nUtqR3iKddine625tuvGz/j8jL88YMwZWrap91SmAj1Z9xKlPTKRZktGhTRrDugxjWOdhDO8ynKGd\nhtK6eesGxQzwyNxH+KTwE54565kG3yvWOOdtw/jMM15rhUg0mFm1+xkHUjN+EjityrGbgfedc32B\n2cAtvocMAM4F+gNjgelm4dhPRiQ09pfv563lbzG+z3jSWqQxKnsUby59s8H3/f3rz5Jy2Lc8ePqD\n/HL4Lxnbayx92vchwRJYsXUF1719HZ+t/oxBg6BvX28ebF3eXvoBCXN/wYr/2sJ7F73HT/v+lLU7\n1nLrB7fS8f6OXDbjsgbHHU9N1MEy06hqiV3VNJ4dzDn3qZllVzk8ERjte/0UkIuXoCcALzjnyoBV\nZrYMGA58FbKIRULos9Wf0bNtT7q26QrA2f3P5pXFr3DhERfW+56bd23m3yX/w50DZnJst+p3cUhJ\nSuG9H97jhO4ncO218MAD3pZ/NXEOHp/9Acd3uZ2sLCOL3vRu35vJR04GoHRfKdkPZlOwrYDstlX/\ndw1Mhatg9srZ3HvqvfW6Ph5MmgTnnOONvlY1QWJJffuMM51zGwCcc+uBTN/xLsBqv3JFvmMiMWnm\nkplM7DvxwPcT+03k/RXvU7qvtN73vPGtX+MWncMvJtS8ndKph5/Keyve8545EQoKYN68mu952x93\nsLnZAl689/hqz7dMbsnkIybz+LzH6x33oo2LaNuiLd3TGr5tYqwaMsT7w2bBgmhHInKwUA3gUuev\nxB3nHDOXzGRC3wkHjrVLaccxXY/hreVv1euenxR8wptL3ub4vX+gdS1duCd0P4GFGxeybc82kpLg\nF7/wdiyqzr//DX+f9QnHdBtGRlrNk2mnDp3K4/Mep6yirF6xf7Ci8TZRV1JTtcSqOpupa7DBzLKc\ncxvMrCOw0Xe8CPDfALWr71i1br/99gOvc3JyyMnJqWc4IsHLL85nf8V+jsw68qDjZ/c/m5fzX2bS\ngOAWAdlXvo//evO/GLLuL5x5elqtZVskteC4bsfx4coPOav/WVxxhdd3/Kc/Qbt2P5b7+mu4+mo4\n/YEP6Nu99kQ5KHMQPdr2YNayWQf9gRGoD1Z+wJTBU4K+Lt5MmuRtsXjnnWqqlvDLzc0lNze37oLO\nuTq/gB7AQr/v7wF+7Xv9a2Ca7/UAYB6QDPQEluMbsV3NPZ1INN318V3u2v9ce8jxDTs3uLS709yu\nfbuCut8fPvqDG//seNexU4VburTu8vd9dp/7xZu/OPD9RRc5d++9P54vKHCuc2fnZsxwbvDfB7vP\nCz+v857/mvcvN+7ZcUHF7Zxz+8r2uTZ3t3HFpcVBXxtvKiqc69bNuS+/jHYk0hT5ct8hObHOZmoz\new74HOhjZoVmdikwDTjVzJYAJ/u+xzmXD7wE5AOzgKt9DxeJOTOXzqy2BpnZMpOjOh3Fuz9UOyuv\nWsu3LOeBLx/gqu4P0bqV0bt33decevipBz3j2mth+nRv+cwdO7wtB2+8EY49uZiV21YyrEvd83HO\nGXgOX675ksKSwoBjB/h67df0bNuTjNSMoK6LR2Zw773eKmZLl0Y7GhFPncnYOXehc66zc665c667\nc+5J59xW59wpzrm+zrkxzrltfuXvds71+v/tnXl0VVWy8H9FGAOIyKQgUwAFZRIU9ImAA4M4fDJ8\nDMp7qC20i3b4xKGx16Ofrd3YausTh6etTCoIz6ZVEGQQMA6AMs+EUQSbqekAEsIQkvr+qBMTQqab\n3OQmN/Vb66xzss8+++xTOffW3bVrV6lqK81hjbHjRJoDSQdIOJxAtybdsj0/oNUA/r4lf+GaVJWR\nc0bydJenWf1l43xHx2pTtw1JZ5LYdWQXYEkkate2pAn33GN/jxoFX+7+khsa3UD5cnnPKsVWiOXu\n1nczYXVojlxFkTKxJDNoEDz7rCXb2L070r1xHI/A5ZRR5mybQ69mvagYk32kjb6t+jJ722zOpJ7J\ns61pG6dx6MQhHr32UebMyX+oShExr+qdX/xS9tBDMHQoJCWZQ5dI6IpyRMcRITtyFWXKxJLKr34F\nTzwBN99sqRwdJ5K4MnbKJDO3zszVyal+9fpcUecKFu1alGs7iScTeXzB4/z19r9y5F/l2bIlIxlE\nfugRl7HECWDgQFPGM2ZkROQKVVG2qdeGhjUaMnd7/jzCk1OSWblvJV0bh9DxKOHhh2H4cLjlFjh0\nKO/6jlNUuDJ2yhzJKcnE747n1ua35lpvwBUDmLE55zUwySnJ3DfzPvq17EfnSzszd66NsvIKa5mZ\nW+JuYfEPi0lNSwWgcmV4660Mj+o9x/Zw7NQxWtdtnf9GgREdRvDO6vwFvV6yZwnt6rWjWsVqId0j\nWhg92gKB9OwJiYmR7k0Gb74J994LCQmR7olTHLgydsocC3ct5Or6V1OzSs1c6/Vr1Y+ZW2eSkppy\n3rl9x/fRbXI3qleszsu9XgYIyUSdTv3q9WlwQQNW7luZ7flFuxZxU9ObKCehfVQHXjmQJXuWsPfY\n3jzrRnMIzPzyhz/YD6lbb7XMWJHmxAl45hlLgtG1q81xb9gQ6V45RYkrY6fMkTXQR040qtGIZhc1\n46sfvzqnfNW+VXQe35m+LfvyQd8PqFy+MikpsGAB9OkTen+ymqozs+gHU8ahUrViVYa0HsLENRPz\nrLv4h8UFukc0IWIZtjp0gNtvh5MnI9ufCRNMCb/0EuzaZYktevaEvn0tL7YTfbgydsoUaZrG7G2z\n8x0Uo3+r/vx9c4ZX9YzNM+g9tTfjeo/jdzf8jvQ8KEuXQlwcXHJJ6H3KSRmraqG8nEd0HMH4NeNz\ndeQ6euooCYcTuPbSawt0j2hCxEzDDRqYeTgtLTL9SEmBl1+Gp56yv6tVM0ezXbvgxhstfOptt8Hc\nuVbXiQ5cGTtliu9/+p46VesQVzMuX/X7t+rPJwmfcDbtLM999Ryj5o9iwdAF9GvV75x6c+bYiKog\ndG3cldX7V3P89PFzyhMOJ1AxpmK++5qVdhe3o371+szbMS/HOvG747mu4XVUKl+pQPeINsqVg0mT\nYO9eMxNHgo8+gqZNoXPnc8urVIFHHoGdO00hP/cc1K9voVS//jpyPx6c8ODK2ClTzNo6izsvy3+o\nyGYXNeOS6pfQdVJXZm+fzfcPfM9Vl1x1Xr2CzBenU7ViVa6pf8155vD0udzCZCEd0WEE76w615FL\nVVm6dykPf/4wIz4bQf9W/QvcfjRSuTJ8+qnlPZ46tXjvrWohUX/725zrVKoEI0aYNWb5cmjUyJbE\nNW5sI2g3Y5dOXBk7ZYqcom7lxoMdH+Ty2pcTPyyeS6qfb4fevRsOH4arry54v3rE9Tgv4lc41v4O\nbj2Yb/d8y08//8S6A+sYvXA0Tcc15YFZD1C3al2W/mopIzqOKNQ9opG6deGzz+Cxx2DJkuK777x5\nppB7985f/aZN4emnYf16u7ZyZUuEcdddNrp3Sg8SqWiVIuKRMp1iZUfiDrpM7MK+x/eF7J2cG2++\naQkdJk8ueBur9q1i6CdD2fKbLQCkpqVS+6XabB65OdsfAKEwcs5Ipm+czgWVLmBw68EMaT2EtvXa\nFmrEXVaYOxfuv99GoU2bFv39brzRgpEMHVrwNk6fhhdegNdegzFjbNQcExO+PjqFQ0RQ1fM+fK6M\nnTLDc189x8ETB3mjzxshXZeUZEtN6tXL/nyfPnDffbZWtaCkaRp1X6rLml+voWGNhqzct5Jhnw5j\n08hNBW804HDyYXYm7qRTg06ugAvA66/D22+bQq6RezKuQrF8ub1DO3ZAhQqFb2/rVptP/vlneOcd\n8xR3Ik9OytjN1E6ZQFWZumEqQ9uGNuT44Qf7EmvRwtahjh8PR45knE9Ohm+/tWUnhaGclOPmuJt/\n8aoOZ27h2rG16XxpZ1fEBeShh6B7d1vre7ZgqaLzxYsvWizycChisJScixZZlLFbb7W2k5LC03Y6\n+/aZQ5lTeFwZO2WCVftXcTbtLJ0bdM67csC6dXDDDebBevCg5RWeNw+aNIE774Rp02xesWPH8IyY\nesb1zFDGHoijxCAC48bZXO6jj9o+3GzbZh7RDzwQ3nZFYNgw2LTJoou1bg0bNxa8vVOnYOFCePJJ\naNPG2rv2Wgspun9/+PpdFnFl7JQJpqyfwtC2Q/M9OoyPt4w+r7xiI6MqVcwxZsYMc4wZMADef9+y\nK91xR3j62KNZDxbuWsjJlJMs+2lZjhmlnOKnfHlbcrRihb0Hx46Ft/2//MVMylWrhrfddGrXNp+G\nsWPtvV67Nv/XnjhhpvrbbjPHtjFjbO3zu+/CP/8J27dDzZqmmJ991uo7BSC7JMfFsdmtHafoSUlN\n0Xov1dNth7flq/6MGap16qguWpR33cRE1TNnCtnBTFz2+mX6ytJXtNO7ncLXqBM2Tp1SHTlStXlz\n1bVrw9Pm/v2qF16oeuhQeNrLi7/9TbVuXdUVK/Kum5Cg2rq16l13qX70keq//pVz3V27VAcNUm3Q\nQHXiRNWzZ8PX52gi0H3n6UQfGTtRz8JdC2lyYRNa1GqRZ9233jKz9Pz5cFM+IkTWrBm+OT4wU/Wf\nvvkTNzUp2+EpSyqVKpn3/B/+YJmeJk0qfJvjxpmFpU6dwreVHwYMMIeuPn3gu+9yrvfRR9Cli30e\nPv7YnMvSE5hkR9OmMH26WY/Gj7fpm4ULw9dvVevH0aPha7NEkZ2GLo4NHxk7xcQ9f79HX//+9Vzr\npKWp/v73NuLZubOYOpYNMxNmKs+gX+z8InKdcPLFpk2qLVuq3n+/anJywdo4dky1Vq3IvHNz5pgF\n6Jtvzi0/fVr1kUdU4+JUV60qWNtpaTYCb9ZMtU8fk1VhOHVK9d//3UbdzZqprl5duPYiCT4ydsoi\nSWeSmL1tNoOuHJRznSRb1zl7tnlGxxUs+mRY6N6kO5fVuozrG14fuU44+eKKK2wOOTkZrrsONm+G\n48ez3/bvt3dr8mSbcx0yxJI/NG5soS0j8c716WMRxvr2hS+/tLI9eyxBxe7dsHJlwZdDidgIfNMm\nsyB0725z4gcPht7WoUNmpTp50hzd/vhHW70wYULhnek2bbLRfEnA1xk7Uc2U9VOYvnE6s++ene35\nLVvsS6NTJzM/xsYWcwedUo+qTW+MGQNnzmRfp0oVaNYMmjfP2Kcf165tyitSxMebCXrUKDOZjxpl\n3tLh7FNiosXS/uADa/+xx0wmebF+va1cGDYM/uu/LHY4FP5ze/KkKfV33rFppjfegH798r4uHOS0\nztjN1E5U0+uDXvrh+g+zPTdtmmrt2qoTJhRzpxynhPHNN6odOqjGxxftfbZvV+3fX7VhQ9WxY80M\nnpqafd1Zs8yM/mH2H19NSlK95x7VNm1Ut27Nfx8WLDBT98CBqvv2mSNb7dqFN6XnF3IwU/vI2Ila\nDiQdoOUbLdn3+D5iK2T8dD59Gh5/3NYMz5gB7dtHsJOOUwZZtszMw/PnWxCdnj2hVy/b16ljS71e\nfdUctrJmr8qMKvz1r2aVGDfOlhlWr5593UOHbFS+ZImNpjPnHp88GZ5/3qKgFWWUNfBwmE4Z5NXv\nXmXNgTW8d9d7v5T9+CMMHGg5aydNKvoPnuM4ubN7tynlefNs7rpWLVOon30GDRvmr42VKy0oz6ZN\ntgY663TA0aOWEvPee83cnd167ocftr7MnJlhDi8KXBk7ZY5r3r2GsTeNpUezHoD9Iu7f3+bDRo2K\n7Dyd4zjnk5ICa9bAlVcWLACKqjnL7dhhYTp37LDt1ClbjpabFSwlxULe3nij1S0qXBk7ZYqEwwnc\n9N5N7H1sLzHlYoiPtxHxlCmFjyPtOE50cvCgpUJ94w3zci8KPFGEU6aYun4qQ1oPIaZcDAsXmiL+\n3/91Rew4Ts7Uq2d+JMOHQ0JC8d7bR8ZO1KGqxL0Wx8cDP+bA2qsYNswcQbp0iXTPHMcpDUycaFm0\nli+HCy4Ib9s+MnbKDEv3LiW2Qix7lrfn3nth1ixXxI7j5J/777dAIwMG2Jrk4sCVsRN1TFk/hfbl\nhvLrXwuff24p3hzHcULhtddsmdXttxdPJio3UztRxfHTx6n/YlOqvL+KL2Y0pl27SPfIcZzSSmqq\n5ZjeuRPmzMl5DXMouJnaiXqSTifT9s93kLZhIIs/cUXsOE7hiImxGNitWllQkrzyWCclmSf2p59C\nWlpo93Jl7EQF+w6dpunofpzYfylbXn6d1q0j3SPHcaKBcuXg7bctJWSPHhYxLCvHjsGf/mQJP776\nyuJwt2tnKzhSU/N5n/B223GKn6XfpdB89GBqVqvGj+Mm06hhTKS75DhOFCFic8g33GCOXYcPW3li\nIvz+9xbta+tW+Ppr+NvfLCLYiy9aiM4rr4T334ezZ/O4h88ZO6UVVXjjzVSeXDaUKzv+zLJHP6Fi\nTMVId8txnChFFX73O5s/vvVWGD/esj2NHm0KObv6ixfbSHnvXnj6aRg+3CNwOVFEUhI8MDyNLyoP\n5/LOu1n0q9lUqZCPnGyO4ziFQBVeecXi3D/xBDRqlL/rvvnG0jYuWODK2IkSNm+Gfv2VmNse4YKW\nq/niP+ZTrWK1SHfLcRwnT9yb2okKPvwQunZPpenw31LlsmXMG/q5K2LHcUo95SPdAcfJD6dPw2OP\nwewV66j/n7/mRPWKzB80nxqVPQei4zilHx8ZOyWe3bvhum4nWChPcfL/9uCRLg8Qf288tWJrRbpr\njuM4YcFHxmWcw4dh3Trb1q61/bFj8NBD8OCDlqg7ksyZA/c8M5eYO0bS+8p/45VeG6hXrV5kO+U4\njhNmisyBS0R6A69io+8JqvpClvPuwFWMpKVZSLe1azOU7tq1cPw4tG1rSbfbtbO9CLzwAsTHw6OP\nmmKuUYzW4NRUWLEC3p22n2lHHqNm6xVM6v8WPZt5/kPHcUo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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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Qi4hIRPjf//7HlClT+O2335gwYQLnn38+zz77LNu2bSMnJ4dXXnkF8MaJ16xZQ1paGt27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\nnPkIdjjsWVgJNqRvYMSsEXy49ENu7HY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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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5OZnk5OSIHd+cK7vSbWbdgA+dcwP89aeAXc65p8zsYSDBOTfK71A3ATgdr9l9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\n3hcld5FaZdMmmDAB3n4b9u+HG2/07p8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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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xyeh1o3mx1ot+rfPMGSdpT54Ms2dDhQrQqhX8/DOULn21XKlS8M47sGOH81j8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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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A04cdSVWXVLS94Ee4BGNqU5NqahVwiYhElYgLxlv3b21RTe02fdh05q9zgnF7\nxoxDLWhpas95xkpTi4hEjYgKxvUN9ew4sIO+Pft63X/SgJNYWbaSnQd3smX/FgZnDA5xC/0TrDS1\nu5paBVwiItElooJxWWUZGckZjenY5hLjEikcWMgjKx6hX89+JMQmhLiF/kmOC9IKXHHqGYuIRKOI\nCsa+irc8TR86nb+s+EvEpqjBNWYcxDR1eqIKuEREoklEBePWirfczhx2JqWVpRFbvAWhWQ5TaWoR\nkegRUcF46/6t5PdsPRj3T+/P2NyxER2Mg5KmrlMBl4hItIqo5TC37t9KvzTvldSeHjzjQYZmDg1B\nizomOT6ZXZW7AnpOzzFjTW0SEYkubfaMjTH5xpj3jDGrjDFfG2Nucm3PMMYsMMasMca8Y4xJ93jN\n7caYtcaY1caY0/xtjD9jxuAsb9k/vb+/pw25YFdTa21qEZHo4k+aug641Vo7BvgOcIMxZiTwc2Ch\ntXYE8B5wO4AxZjRwATAKOBN42Ph5v0J/g3GkC1o1tStNnRKfQm1DLbX1tQG9hoiIhEebwdhau9Na\n+4Xr8UFgNZAPzAAedx32OHCu6/E5wLPW2jpr7UZgLXCcP42JmmAchBW4auqOpKmNMaQlpilVLSIS\nJdpVwGWMGQhMBJYBedbaUnACNpDrOqwfsMXjZdtc21plrfV6L+OuKGjV1LFH5l+riEtEJHr4HYyN\nMT2AF4CbXT1k2+yQ5s/bpeJQBclxyaQmpHbmNBEh2HdtAhVxiYhEE7+qqY0xcTiBeJ619lXX5lJj\nTJ61ttQY0xsoc23fBhR4vDzfta2F2bNnHzlofL5fldRdQbDS1O4CLlARl4hIV1BUVERRUVGbx/k7\ntekfQLG19kGPba8BVwC/BS4HXvXY/pQx5g846emhwMfeTuoZjN8seZP8Q11/vBiCVE3tUcAFrtso\nKk0tIhLRCgsLKSwsbHw+Z84cr8e1GYyNMVOAS4CvjTGf46Sjf4EThJ83xlwFbMKpoMZaW2yMeR4o\nBmqB6621baaw/Vnwo6sISpq6TmlqEZFo1WYwttYuAWJ97D7Fx2vuBe5tT0P8WQqzqwh0z9haS019\nTZMbYyhNLSISPSJmOcxomdYEgR8zPlx/mPiYeGLMkW+XesYiItFDwTgIAp2mbl5JDRozFhGJJhEV\njKOlmjrQaermldSgNLWISDSJqGAcNT3jAKepm1dSgytNfVhpahGRaBDWYPzPL/5Jg21gf81+GmwD\n6Ynpbb/XASZcAAAgAElEQVSoC4iPiafBNlDXUBeQ8zWvpAb1jEVEoklYg/Ejnz7C5Mcm869V/yI/\nLR8/7ycR8YwxAU1VN18KE5wxYxVwiYhEh7Dez3jJVUt45utnuG3hbYzOGR3OpgScu4irR0KPTp/L\nawFXogq4RESiRViDcYyJ4ZLxl3DuyHPZW703nE0JuECOG6uAS0QkuoU1GLulJqRGxQ0iPAUyTe21\ngEtpahGRqBEx1dTRJpBzjb0VcPVM6Mn+mv34sdKoiIhEOAXjIAlomtpLzzg+Np7EuESqaqsCcg0R\nEQkfBeMgCXg1dbOeMaiIS0QkWigYB0nA09SxLYOxirhERKKDgnGQBDpN3byaGlTEJSISLRSMgySg\n1dSt9YyVphYR6fIUjIMkoGlqL4t+AGQkZbCrcldAriEiIuGjYBwkwV4OE+DkQSfzxto3AnINEREJ\nHwXjIEmOC+wKXN56xj8Y/QPeWvsWlYcrA3IdEREJDwXjIEmOD3Ca2kvPODslmxMKTuC1Na8F5Doi\nIhIeCsZBEugCLm/V1ACzxs7imZXPBOQ6IiISHgrGQRLQNLWPAi6Ac0eeywebPqDiUEVAriUiIqGn\nYBwkAU1T+5jaBNAzsSenDTmNl1a/1OZ5autrA9IeEREJLAXjIEmKS6K6PkDV1PXel8N08ydVvWzr\nMnrf35vD9YcD0iYREQkcBeMgCcVymG7Th03n8x2fs+PADq/7Dx4+yGUvX0ZVbRXrK9YHpE0iIhI4\nCsZBEorlMN2S4pI4Z8Q5PL/qea/7f/rOT5nafyrTBk1jTfmagLRJREQCR8E4SAK+HGYraWrwnap+\no+QNFmxYwINnPMiIrBGUlJcEpE0iIhI4CsZBEvDlMFtJU4OzGteGPRu4b/F9FO8qxlrLrspdXPf6\ndTx+7uOkJaYxInsEa3arZywiEmkUjIMkkGlqX/cz9hQfG89rs15j095NnPnUmQx8cCDTnpjGZeMv\n47sDvgvA8KzhfqepN+7dSNHGos42XURE/BAX7gZEq1Dctam54/OP5/j847HWUryrmM92fMYFYy5o\n3D8ia4TfwfiNkjd479v3KBxY2NFmi4iInxSMgyQUd23yxRjDmNwxjMkd02R77x69qamroeJQBZnJ\nma2eo/RgKaWVpR1qr4iItI/S1EES0GrqVpbDbA9jDMOzhvtVxFVaWUrpQQVjEZFQUDAOkoCmqf0o\n4PKXv0VcpZXqGYuIhIqCcZAEfNGPdqSpW+PvuHFZZRkHDx+kqrYqINcVERHfFIyDxN0zttZ2+lzV\nddWB6xn7Ode49GApMSaGssqygFxXRER8UzAOktiYWOJi4gKyFnR7C7ha4+/0ptLKUkZkjdC4sYhI\nCCgYB1EgirgabAP1DfXEx8QHpE3Ds4azrmId9Q31Po85ePgg1loGZwzWuLGISAgoGAdRIIq43OPF\nxpiAtCk1IZXslGw279vs85jSg6XkpuaSl5qnnrGISAgoGAdRIIq4AllJ7dbWuHFpZSl5PfLI65Gn\nnrGISAgoGAdRINLU/iyF2V5tjRuXVZaRl5qnnrGISIgoGAdRwNLUQegZtzbXuPRgqROMe+RRVqVq\nahGRYFMwDqKApakD3DMekT2Ckgo/0tTqGYuIhISCcRAFIk0dqKUwPQ3PGu53z1hjxiIiwadgHEQB\nSVMHoYBrQPoAdlXtovJwpdf9pZVONXVuaq56xiIiIaBgHEQBSVMHcClMt9iYWIZkDGFtxVqv+91p\n6szkTA4cPhCQhUtERMQ3BeMgClg1dYB7xuAaN/YxvcldTR1jYshJydGSmCIiQaZgHERJsQFKUwe4\nZwwwPNP3uHHpQadnDDgV1QrGIiJBpWAcRMnxAUpTB6ln7G2ucXVdNVW1VWQkZQCoolpEJATaDMbG\nmL8bY0qNMV95bLvTGLPVGPOZ6+sMj323G2PWGmNWG2NOC1bDu4LkuABUU9cHvpoafN9KsayyjNzU\n3MblN1VRLSISfP70jOcCp3vZ/oC19mjX19sAxphRwAXAKOBM4GETqEWVu6BArk0daCOzR/LN7m9a\n3OLRvS61W26KKqpFRIKtzWBsrV0M7PGyy1uQnQE8a62ts9ZuBNYCx3WqhV1YQNLUQZjaBJCRnEGP\nhB5s3b+1yfayyrLG8WJQz1hEJBQ6M2b8E2PMF8aYx4wx6a5t/YAtHsdsc23rlpLikiK2mhpgTM4Y\nVu1a1WRbaaWz4IdbXqqCsYhIsMV18HUPA3dZa60x5tfA/cA17T3J7NmzGx8XFhZSWFjYweZEpuS4\n5IhNUwOMzhlN8a5izhjaOOTfuPqWm6qpRUQ6rqioiKKiojaP61Awttbu8nj6KPC66/E2oMBjX75r\nm1eewTgaBWQ5zCAVcIHTM/5428dNtpVWltI/vX/jc1VTi4h0XPOO5pw5c7we52+a2uAxRmyM6e2x\n7zxgpevxa8BFxpgEY8wgYCjQ9Ld9N5IUlxSxU5vA1TPeXdxkm3spTLfc1FylqUVEgqzNnrEx5mmg\nEMgyxmwG7gS+Z4yZCDQAG4EfAVhri40xzwPFQC1wvW1ertuNBCRNXV9Dz8SeAWpRU+40tbW2cSpT\n8zR1TmoOFYcqqG+oJzYmNijtEBHp7toMxtbai71sntvK8fcC93amUdEikpfDBMhKySI5LpltB7aR\nn5YPtKymjouJo1dSL3ZX7W6yXUREAkcrcAVRJM8zdnP3jt2aV1ODKqpFRIJNwTiIAnLXpiDNM3Yb\nkzOGVWXO9Ka6hjr2Vu8lOyW7yTGqqBYRCS4F4yCK9GpqaNoz3lW5i8zkzBZjw6qoFhEJLgXjIOoy\naWpXRXXzSmo3VVSLiASXgnEQdYk0da6TprbWtqikdlPPWEQkuBSMgyhg1dRB7Blnp2STEJvAjoM7\nWlRSu2l9ahGR4FIwDqKApamD2DOGI71jb5XUoGpqEZFgUzAOosTYRGrra6lvqO/wOWrqgztmDDA6\n2yni8pmmVjW1iEhQKRgHkTGm03duqqkLbjU1HKmoLq0s9Z6m1pixiEhQKRgHWZ+efdh+YHuHXx/s\nAi5wpal3rfJZTZ2TmkNZZRndeGVTEZGgUjAOsiEZQ1hfsb7Drw92ARd49Ix9pKmT4pJIiU9hT/We\noLZDRKS7UjAOssEZg9mwZ0OHXx+KAq7c1FxiY2JZU77G5/rTeT2UqhYRCRYF4yDrdDAOQQEXOL3j\n6rpqr2lqUEW1iEgwKRgH2eCMwWzY27mecbALuMBZozojKYOE2ASv+1VRLSISPArGQTYkY0jne8ZB\nTlOD0zNu7RaJqqgWEQkeBeMgG5wxmPUV6ztUiVzXUIfBtLhxQzBM7jeZ8Xnjfe4vSCtg9e7VQW+H\niEh3pGAcZOlJ6STGJbKrale7XxuKSmq3Sf0m8dwPnvO5/+JxF/PcqufYX7M/JO0REelOFIxDoKNF\nXKGopPZXQXoBpww+hbmfzw13U0REoo6CcQh0dNw4VJXU/rp58s089PFDnVreU0REWlIwDgH3uHF7\nhaqS2l/fyf8OmcmZvLn2zXA3RUQkqigYh0BHpzeFqpLaX8YYbp58Mw8ufzDcTRERiSoKxiHQ0THj\nUBZw+ev8Meezetdqvi79OtxNERGJGgrGIdDhMeMIKuByS4hN4MfH/li9YxGRAFIwDoH8tHzKKsuo\nrqtu1+sirYDL7UfH/ogXV7/I7qrd4W6KiEhUUDAOgdiYWPqn92fj3o3tel2kFXC55abmcv7o87nr\ng7vC3RQRkaigYBwiHRk3jrQCLk/3nXIfL61+iYUbFoa7KSIiXZ6CcYh0ZNy4pi4y09QAmcmZzJ0x\nlytfvZI9h3SfYxGRzlAwDpGO9Iyr66ojtmcMcOqQU5k5ciY3zL8h3E0REenSFIxDZHDGYNbvad/C\nH5FawOXpvlPu4/Odn/PM18+EuykiIl1WXLgb0F340zPeeXAnf13x18Y7PH2641Py0/JD0bwOS4lP\nYd7MeUx/ajonDjgx4tsrIhKJ1DMOEXcwbu1Wis+tfI53N7xLjIkhxsQwqe8krpx4ZQhb2THH9j2W\nmybfxBWvXEGDbQh3c0REuhzTkfvsBuTCxthwXTtccn6Xw8ofrySvR57X/ef/63xmjJjBpeMvDXHL\nOq+uoY7vzv0uF429iJsm3xTu5oiIRCRjDNZa03y7esYh1Nq4sbWWJZuXMKVgSohbFRhxMXE8MfMJ\n7v7wbop3FYe7OSIiXYqCcQi1Nm787d5vMcYwsNfA0DYqgIZmDuWek+/h0pcu5XD94XA3R0Sky1Aw\nDqHW5hq7e8XGtMhedCnXHH0N/dL6MadoTribIiLSZSgYh1BrPePFmxd32RS1J2MMj539GI99/hjf\n7P4m3M0REekSFIxDqLUx4yVbljC1/9QQtyg48nrkcem4S3nqq6fC3RQRkS5BwTiEhmQMoaS8pMX0\nnz2H9rB532Ym9J4QppYF3qxxs3hm5TOtTuUSERGHgnEI5afl07tHb95d/26T7Uu3LGVSv0nExUTP\nGizH9DkGYwwrtq8Id1NERCKegnEIGWO4efLNPLj8wSbbl2xZwtSC6EhRuxljmDXW6R2LiEjrFIxD\n7OJxF/Ppjk+bFDct3ryYKf27fvFWc7PGzuK5Vc9R31Af7qaIiEQ0BeMQS4pL4rqjr+Oh5Q8BcLj+\nMJ/t+Izj848Pc8sCb1TOKHJScvho80fhboqISERTMA6DH0/6MU+vfJq91Xv5bMdnDMsaRlpiWrib\nFRSzxs7SHZ1ERNqgYBwGfXv25axhZ/H3z/4eNfOLfblo7EW8uPpFrcglItIKBeMwuXnyzTz08UN8\nsOmDqJlf7M2AXgMYkT2iRQW5iIgcoWAcJpP6TaJfWj/eKHkjqnvGgKqqRUTa0GYwNsb83RhTaoz5\nymNbhjFmgTFmjTHmHWNMuse+240xa40xq40xpwWr4dHglsm3MLDXQArSC8LdlKA6f/T5vFHyBjV1\nNeFuiohIRPKnZzwXOL3Ztp8DC621I4D3gNsBjDGjgQuAUcCZwMOmq9/5IIh+MPoHfHLtJ+FuRtDl\n9cijb8++WqtaRMSHNoOxtXYxsKfZ5hnA467HjwPnuh6fAzxrra2z1m4E1gLHBaap0ccYQ3ZKdrib\nERJjc8eysmxluJshIhKROjpmnGutLQWw1u4Ecl3b+wFbPI7b5tom3dy43HF8XfZ1uJshIhKRAlXA\npbsBSKvUMxYR8a2jdyYoNcbkWWtLjTG9gTLX9m2AZzVSvmubV7Nnz258XFhYSGFhYQebI5FuXJ56\nxiLS/RQVFVFUVNTmccafW9wZYwYCr1trx7me/xaosNb+1hhzG5Bhrf25q4DrKWAyTnr6XWCY9XIR\nY4y3zRKl6hvqSbsvjR0/3dHmamPWWiyWGKOZdyISXYwxWGtbFDb7M7XpaWApMNwYs9kYcyVwH3Cq\nMWYNMM31HGttMfA8UAzMB65XxBWA2JhYRueM9itV/ebaN5n14qwQtEpEJDK0maa21l7sY9cpPo6/\nF7i3M42S6OQeNz6h4IRWj/ti5xeUlJeEqFUiIuGnPKCEzLjccXxd2va48ZryNWzZt6XN40REooWC\nsYTM2NyxrNzVdpp6ze41lB8qp6q2KgStEhEJPwVjCRl3z7i1MgJrLSXlJWQkZbBtv89CfBGRqKJg\nLCHTu0dvLJbSylKfx5RVlhEbE8v4vPFs2a9UtYh0DwrGEjLGmDbHjdeUr2FE1gjy0/I1biwi3YaC\nsYRUWytxrdm9hhHZIyhIK2Dr/q0hbJmISPgoGEtItbVGdUl5CcMzh1OQXqA0tYh0GwrGElLj8sa1\n3jMuP9IzVjAWke6io2tTi3TImJwxFO8qpsE2eF3u0j1mfLj+sMaMRaTbUM9YQio9KZ2slCy+3fNt\ni3219bVs2ruJoZlDKUjXmLGIdB8KxhJyvoq4vt37LX179iUxLpGs5CwO1R2i8nBlGFooIhJaCsYS\ncr6KuNyV1OBMg8pPy9e4sYh0CwrGEnK+esbu8WI3TW8Ske5CwVhCzlfPuKS8pGkwTi9QEZeIdAsK\nxhJyo3NGs6tyF+sr1jfZvqZ8DcOzhjc+1/QmEekuFIwl5OJj47lk3CXM/WJuk+2eY8aAlsQUkW5D\nwVjC4uqjr+afX/yT+oZ6APZV7+Pg4YP069mv8ZiCtAK2HtCYsYhEPwVjCYuxuWPpl9aPd9a/Azjj\nxcOyhmGMaTxGY8Yi0l0oGAfQ9u0wYQKs9L3ao3i4+qir+fvnfwdaVlIDmtokIt2GgnGAHDwI3/8+\nVFfDE0+EuzVdw0VjL2LRhkWUVZY548XNgnFGUgZ1DXXsr9kfphaKiISGgnEA1NXBhRfC0UfDCy/A\ns89CQ0O4WxX50hLTmDFyBk9+9SQlFSVNirfAWfhDc41FpDtQMO4ka+HGG52A/Je/wLhxkJYGS5eG\nu2VdgztVvWZ302lNbho3FpHuQMG4k/70Jyfw/utfEB/vbJs1C555Jrzt6ipO7H8itfW1fFX6lddg\nrHFjEekOul0wPnQIiooCd76HH4a5c53esNtFFznBua4ucNeJVsYYrjrqKnr36E1aYlqL/UpTi0h3\n0K2C8a5dMG0anHoqlJR0/nxlZVBa6lRQexoyBAYNgkWLOn+N7uDao6/lru/d5XVfQZrS1CIS/bpN\nMF6zBr7zHTj5ZPjVr+DXv+78OZcudc4ZG9tyn1LV/stKyeKao6/xuk9pahHpDuLC3YBQ+OADp9r5\n3nvhyith3z4YOhTWroVhwzp+3iVLYMoU7/suuADmzHGmOiUldfwa3V1ButLUIhL9or5nXF0N55wD\nTz3lBGKA9HSnArqzvePFi30H47594aijYP78zl2ju3PfLMJaG+6miIgETdQH42++gYICZ6zY0003\nwZtvwrp1HTvvoUPw1Vdw3HG+j5k1C55+umPnF0d6UjoGw76afeFuiohI0ER9MC4uhtGjW27v1Qt+\n8hP4zW86dt4VK2DMGEhN9X3Mf/wHvPOO0zsPFGud5TZ/9zunEC2QleGRSndvEpFo1y2C8Zgx3vfd\nfDO8/jqsX+99f2taS1G7ZWZCTg5sCVAceeUVGDAAzj4bvv3WGe/+618Dc+5IpnFjEYl2UR+MV63y\n3jMGyMiAG26A229v//KVS5bA1KltH1dQELhg/Pe/w513woYNzvzmu+6Ct95y1sWOZu5xYxGRaBX1\nwdhXmtrtpz915gqffz5UVfl3zoYGZ1pTWz1jcILx1gB06qx1UuOnnALuuwxmZztteO21zp8/kilN\nLSLRrssHY2udwHj4cMt91dWweXPr05fS0mDBAkhJceYgl5a2fc3Vq51ede/ebR8bqJ7x9u3Oil79\n+zfd3h3mMx/V+yiWbFkS7maIiARNlw7Gq1bB6ac7vcNXX225v6TEWQkrIaH18yQmOrc9PP10ZxGP\nt96Cjz468rVnT9Pj/U1RA+TnByYYf/IJTJp0pFfsdu658OGHUFHR+WtEqlOHnMqnOz6lvKo83E0R\nEQmKLrnoR3m5M3b6/PPwy1/Cd7/rBMjzz296XGvFW80Z4yzSMXQo3HPPke2HDztjskuWOBXY0Ppi\nH80VFARmrvGKFXDssS239+wJp50GL74I117b+etEopT4FKYNmsbrJa9zxcQrwt0cEZGA61I949pa\n5y5Jo0Y5z1evduYLn3SSEyCba614y5fLLmvaK16+3JlCdN55R1Lh/lRSuwVqzHjFCqdn7E13SFXP\nHDmTl795OdzNEBEJii4TjN95x7khwxtvwPvvw5//DFlZzr5Jk5xecPOq4raKt/x1//3Oql3XXOOM\n3e7Zc+QPgrYEYszYWidNfcwx3vdPnw6ff+60LVp9f/j3ef/b96k8XBnupoiIBFyXCMZ33eUs0HHf\nfU5Qbp56TkpyAvXHHzfdvmqV/2nq1sTGOstprlnjrDl9wgkQ4+cnl5XlrNZV2YkYsnGj8x779vW+\nPykJZsxw0vbRKiM5g8n5k3l73dvhboqISMBFfDDetQv++Ed47z1njenmBUxuU6c2TVXX1DhBrDM3\ngvCUkuJMIdq+HU480f/XGdP5Ii538VZrlKoWEem6IiIYb9zoLGLhzf33w0UXOene1kyZ4ozluq1d\n61RSJyYGrJnk5cFnn8Ett7TvdZ0dN/ZVvOVp2jTnc/zBD5w7VF14oZNWP3Cg49eNNDNGzGD+2vkc\nrvcyj01EpAuLiGD83HPOSlhvN8tA7t4Njz4KP/952+c44QRYtgzq653nHSne8kevXu0P8J0dN26t\neMstLg4WLnQqys87z/lavx6efbbj1400/dL6MTxrOEUbi8LdFBGRgIqIqU1LlsB//qfTk/vyyyOF\nWQ884ASX5gtdeJOTA336wNdfw8SJgSveCoTOpKkbGuDTT30Xb3kaN875cuvRA+6+O7qmPM0cOZOX\nV7/MaUNOC3dTREQCJuw9Y/fSkr/6lVMc9Z//6VQPl5fDI48460b7a8qUI+PGgSreCoTOpKnXrnX+\nOMnObv9rTz/d+SNg1aqW+xoanHN3NTNHzeTVNa/SYNu5mLiISAQLezBes8ZZuKJvX2exjeJip3L5\ngQec8c8BA/w/l2cwjqSecWfS1P6MF/sSFwdXXOHcYKK5f/zDySAcOtSxc4fL8KzhZCRnsHzr8nA3\nRUQkYMIejD2XlkxKgiefhP/6L+fWgO3pFYNznsWLncU5vv0WRowIfHs7ojPB+JNPOh6MAa66yvlM\nPdfu3rvXWbmsTx94992Onztczht5Hi8UvxDuZoiIBExEBGPP1ayOOgruuMMZPx44sH3nGjbMuTnE\ne+8548yBrKTujM6MGftTvNWaIUOcdL3nnZ3uvtu5J/LNN8PLXXCm0EVjL+K5Vc8pVS0iUcNYazv+\nYmM2AvuABqDWWnucMSYDeA4YAGwELrDW7vPyWmutZdgweOmlpoVHnTFzprMgR0ND5AQaa51iqh07\nnLtE+auuzqne3rbNWQGso5580kn9v/UWfPONM0961SrnD5ejj4adO52Udlcy/i/jeejMhzhp4Enh\nboqIiN+MMVhrW6yY0dmecQNQaK09ylp7nGvbz4GF1toRwHuAz2RzaakzfSmQhVbu+/tGSvEWOAt/\ndKSIa/Vqp1fdmUAMzjSn5cud3vmttzrp/9xcJ3swcKCzBndXM2vsLJ5Z2fYqJ7X1tVz4woXsq27x\n96CISMTobDA2Xs4xA3jc9fhx4FxfL1661Lllob9LS/pjyhSnRxkpxVtuHRk3/vjjzo0Xu6WkOIuA\nXH45bNjgLC3qNnNm5GQQ2uOisRfx4uoXqa2vbfW4J758gudXPc8XO78IUctERNqvs2HQAu8aYz4x\nxlzj2pZnrS0FsNbuBHJ9vbg9dz/y19FHO4VgkRaMOzJu/O67cPLJgbn+1Vc7N9j4wx+a3t955kx4\n5RUnld6VDMoYxLDMYby7wXcFWm19Lb/56DdM7D2Rr8u+DmHrRETap7PBeIq19mhgOnCDMeZEnADt\nyeevec9K6kBJTHRWoho/PrDn7az2pqnr6mDBAjjjjMBc/5hjnEzEmWc23T5qFCQnOwuLdDVtparn\nfTWPQRmDuPqoq1lZtjKELRMRaZ9Ole1Ya3e4/t1ljHkFOA4oNcbkWWtLjTG9gTJfr//009ksWOD0\n2AoLCyksLOxMcxoFurcdCAUFznKd/lq2zBnP9XWnpvYyxhkS8LbdnaoOREo8lC4YcwG/ev9XVNVW\nkRKf0mSfu1c8d8ZcrLV+jS+LiARaUVERRUVFbR7X4WpqY0wKEGOtPWiMSQUWAHOAaUCFtfa3xpjb\ngAxrbYvVpY0xdvJk264A1ZW9/bazkMmCBf4df/vtzq0bf/3r4LYLnOKuK690Fkrpak6ddyrXHX0d\n5485v8n2f37xT5748gneu/w9yqvKGfynwey9bS/G122/RERCIBjV1HnAYmPM58Ay4HVr7QLgt8Cp\nxpg1OIH5Pl8niMQebLDk57cvTT1/Ppx1VvDa42nSJNi3z1kNravxlqqua6jj1x/+mjtPuhOArJQs\nUuNT2bK/E3frEBEJog4HY2vtt9baia5pTeOstfe5tldYa0+x1o6w1p5mrd3r6xzdKRi7q6n9SURs\n3erMLT7uuLaPDYSYGDj33K5ZVX3eqPNY9O0iyirLOFR7iEO1h3jiyyfIT8tvMgd5bO5Yvi5VEZeI\nRKawLvXQnYJxerozPrtvn7OQR2veesu5yUNsbGjaBnDOOc7KXP7crjKS9Erqxfmjz2fAH48sYp4Q\nm8Abs95octy43HGsLFvJWcNDlG4QEWmHsAbjvLxwXj303L3jtoLxm286t44MpRNOgC++cNaw9pz6\n1BU8ds5jPHbOY60eMzZ3LIu+XRSiFomItE/Y16buTvwZN66pcarLTz89NG1y69kTBg2Cr74K7XVD\nZVzeuA5Nb5q/dj4Pf/JwEFokInKEgnEI+bMK10cfOQuWdOT+xZ11/PHtm37VlYzOGU1JeUmbK3Z5\nqjxcyY/e+BHzvpoXxJaJiCgYh5Q/wTiUVdTNHX+8M80pGqXEp9AvrR/rKtb5/Zr/XfK/jWPNukOU\niASTgnEI+RuMp08PTXuai+aeMThFXP4ui7lp7yb+/Mmf+ev3/0pWchbrK9YHuXUi0p11sRvndW3N\nx4y//da5X3GDq9O1b5/zNXFieNo3ciSUlTl30gpHmjzYxuaOZWXZSi4Yc0HjtvqGepZtXcYJBSc0\nWRDkZ+/+jJuOu4n+6f2Z0HsCX5Z+ybCsYS3OuWHPBjKSMshIzgjJexCR6KSecQgVFDi3Rbz1VmdN\n6OOPh6efdu7n/NJLsGgR3HlnYO9i1R6xsc4CIB9/3P7X7twJ9fWBb1MgeesZP/nVkxQ+XshJ/zyJ\nz3Z8BsAHGz9g+bbl/GzKzwAYnzuer0q9V7bd+NaN/H7p74PbcBGJeuoZh9CgQU6wy8iAJ5+Eo44K\nX+D1xZ2qbm+qfOZMuO46Z1nNSOXuGbvVNdRx94d38/Ylb7NhzwbOevospg+dzoodK/jdqb9rXO96\nQv29TgUAABzoSURBVO8JXou4GmwDS7cs5ds93/Kbab/xqw2H6w+TENvF5o6JSNBFWCiIbklJzu0K\nf/Ur5y5KkRaIASZPbv+4cXW1c9enp58OTpsCZVjWMLbt30bl4UoAnv76afql9WPa4Glce8y1fHPD\nN2QmZzIiawTnjz4y0XtC3gS+3Plli/MV7yomMzmTfTX7WLO77bVE11WsI+t/s3h9zeuBe1MiEhUi\nMBxIOE2e7KSpG9pRPPzFFzB0KHzyiZOujlRxMXEMzxrO6t2rW6xfDZCelM7vTvsdz5//fJPx4yGZ\nQyg/VM7e6qYruy7evJgT+5/IjBEzePmbttcS/emCnzJz5Eyufu1qVmxfEbg3JiJdnoKxNJGbC1lZ\n7btpxLJlUFgIZ58Nzz8ftKYFxLi8cXxd+jXPrnyWvB55fG/g99p8TYyJYWzu2Bbjxku2LGFKwRRm\njpzJK9+80uo5FqxfwKqyVTx69qM8evajzHh2Bpv2burUexGR6KFgLC20N1W9bJkz1jxrFjwT4bcN\nHpszli9Lv+TuD+/mzpPu9PuWit5S1Us2L2Fq/6kUDiykpLyEbfu3eX1tbX0tt7x9Cw+c/gCJcYnM\nGDmD26bcxvSnp7fobYtI96RgLC14W/zjzTedam9vli93XnPqqbBunTNlK1KNyxvHY589RnZKNtMG\nTfP7dRPynOlNbtsPbGdfzT5GZI8gPjaes4afxatrXvX62oc/eZj8tHzOHn5247abJt/EqYNP5cIX\nLuz4mxGRqKFgLC00X/zjww+dG1f8xkvB8M6dztzoYcMgPh5+8AN49tnQtbW9xuaOpbK2ktknzfa7\nVwwwPm98k2C8ZPMSTig4gRjj/BeaOXKm13HjXZW7+PVHv+aPZ/yxxfXuP+1+VpWtonhXcQffjYhE\nCwVjaWHCBFi7Fg4ehG++cQLxc885FdPl5U2PXb7cSWu740ykp6oL0gp48+I3OWXwKe163fi88RTv\nKqauoQ5wxounFkxt3H/6kNNZvnU5ew7tadxmreUXi37BxWMvZnTO6BbnjI2J5cIxF/LM1xH8gYlI\nSCgYSwuJiTB+/JGlOX/7W6c4a9o0eL3ZrBx3MHabOhX27IFVq0LbZn8ZY5g+bHq7esUAPRN70rtH\n78a1rRdvXsyU/kduyJ2akMr3Bn2PN0qc+yjXNdRxw/wbWLZtGbMLZ/s876xxs3hm5TNYa9v/ZkQk\naigYi1fHHw+XXeZ8XXGFs23mTHi5WSbWXbzlFhMDF14Y2b3jjnIXcR08fJDVu1dzbN9jm+x3p6oP\n1BzgnGfOYf2e9Sy5akmrS2Ue0+cYjDGa6iTSzSkYi1fnnQc/+QnMnn1k2/e/79xrudJZM4P6emdt\n7eOOa/pad6o62jp77iKu5VuXM7H3RJLikprsP3v42SzcsJAT555Iflo+b8x6g7TEtFbPaYxh1lin\ndywi3ZeCsXh14olw//1HxoLBWcZz8mR45x3n+apV0KcPZGY2fe3RR0NCAhQVhay5IeG+YYR7fnFz\nWSlZzBg5g1ljZ/HI9x8hPjber/POGjuL51Y9R31DhC/uLSJBo2As7eKZqnZPaWrOGLjtNrjrrtC2\nLdjcaeolW5z5xd7MmzmP26be1q4x6VE5o8hJyeGjzR8Fqqki0sUoGEu7zJjhzDmurW05Xuzp0kth\n82ZnWlS0GNBrAPtr9vPRpo84oeCEgJ571thZqqoW6cYUjKVd+vWD4cOdFPSyZU0rqT3FxcEvfwlz\n5oS0eUEVY2IYnzee/un9yU4J7A2fLxp7ES+ufpHD9YcDel4R6RoUjKXdZs6Exx+HTZtg3Djfx116\nqbMa10dRlH2dkDfBZ4q6Mwb0GsCI7BEsWL8g4OcWkchnwjW/0RhjNbeyayopgZEjnTnFbaWh//53\np7J64cLQtC3YNu7diLWWQRmDAn7u//v4/1i8ZTHP/IfS1SLRyhiDtbZFUYl6xtJuw4fDqFG+U9Se\nfvhDWL8eliwJfrtCYWCvgUEJxAAXj7uYDzd9SNHGoqCcvzV1DXV8su2TkF9XRBwKxtIhv/mNk4Zu\nS3w8/M//RNfYcbBkJGfw6NmPcsUrV7Cvel+L/ftr9lNxqCIo13525bMc//fjWbplaVDOLyKtU5pa\ngu7wYacn/cgjcEr7loQGnMVF6uqcZTq7gx+/8WOq6qp4/NzHG7eVlJcw/anpTOg9gRcveDGg17PW\nctxjx3FMn2NYuGEhX/znF/RI6BHQa4iIQ2lqCZuEBGcBkVtucYJqe9TVOdOprrsuOG2LRL8/7fcs\n3bKUF4pfAOCjTR/x3bnf5fpJ17Nww0KvvebOWLplKXur9/LwWQ9z0oCTuPWdWwN6fhFpm4KxhMSM\nGdC7N/z1r/6/xlq46SY4cABefRWqqoLXvkiSmpDKkzOf5Ib5N/Cn5X/iP57/D+bNnMet37mVwoGF\nvPLNKwG93oPLH+TG424kxsTwxzP+yMINC3l9zettv1BEAkbBWELCGPjjH51VuZrfhtGX+++HxYud\nO0VNntzyjlHRbHL+ZK4/9np+v/T3LPrhIk4dcipAwNex3rxvM4u+XcSVE68EnLtTPTHzCX70xo8o\nqywL2HVEpHUaM5aQuvFGaGiA//s/53ldHTz2mNPzPekk55aN48bBCy/ArbfCv/8N+fnwz3/CK684\nX92FtZbahloSYhMat1UerqTfA/1Ye+NaclJzOn2N2969jcP1h/nDGX9osv32hbezef//b+/O46Oo\nsgWO/04CSFgEEgiJIGJMQFwGUBEcGEWciMAAD0RRGdzQYcSnqOMyLu+DvmEAFVldmFFAR1ERWX0E\nWUQFUTbZl2AiLoAkkIWE7Euf90dVQodsBLIQ+nw/n/509a1bS59090lV3br3V+YMnnPG2zDGnFDa\nNWNLxqZaJSU59yivWgUJCc515MBAGDkSvv3WGUM5O9tp9LViBXTq5CyXkgJt2jgdjTRtWrPvoabd\nNf8uerTpwaguo85oPek56bSd2pYND2wgrFlYkXnJmcm0ndqW3574jYb1Gp7RdowxJ1gDLnNWCAyE\nMWPgxhthxAhn+ssvnWEXp0+H2Fj44gvnvuSCRAzQpAncdBMsWFD+NmbOdHr+OledzqnqhIwEJnwz\ngYV7nfGWAT7Y8QHdL+xeLBGDc5vVta2uZfmPyytln42pjVKyUpi3e161bMuSsal2I0fCm2/C3r1w\n661Fh2kUgfbtISKi+HIF4ySXZepUZwzm7t2dUaXORb3De7Pn6B5+Tfm13Lq5+blMWT+FDm90IDoh\nmrc2v8UFky6g13u9GPfNOEZ3HV3qsoMuHcTC6IWVuevG1CpvbnqTuxfdTWZuZpVvy05Tm1ojM9MZ\nPzk62mmZfbKFC51r0uvWwY4dcP/9zr3NgwdX/75WtQeXPEi7oHY81f2pEudn5GawLGYZz69+nrZN\n2zKp9yQua3EZAGk5aXz505fsS9zH3677W6nDPR5KPcSVb11J/JPxpzw2szHnitz8XC6eejH+fv7M\n6DeDPhF9KmW9dpra1HoBAdC/P8wr4azRhg3OEfeSJXDRRU695cudW6MmTqz+fa1qd15Z/FT1j0k/\nMn3DdPrM6UPLiS2ZtnEar938GsuGLStMxACN6jWif/v+PPn7J8scd7nV+a2ICIoosXvOjNyMMo8W\nEjMSyffkV/yNGVPN4tPiSyyfv3c+4YHhjLpmFEtjllb5flgyNrVKSaeq9+93RpKaNQuuuupE+VVX\nOa2xZ81ybqs6l9xw0Q3EpcUxe+tsHvv8MdpNb0eP2T3YGreVEZ1HcODxA3x979f0a9evzIRbnkGX\nDirxvuYhnwzh/iX3l7hMdl42nf/VmVFLR2Fnv8zZbMm+JVww6QIWRy8uNm/qhqmM7jqavhF9WRqz\ntMo/y5aMTa0SGQkxMbByJUya5Lzu2NFpCPanPxWvf+GFsGwZvPqqcxr7XOHv58+oLqOYuXUmwQ2D\nmTtkLr898RuzBs5iyGVDaFq/cpqcD7p0EIv2LcKjnsKyqJgoYpNi+WL/F+w5uqfYMrO3zSY8MJyN\nv23k5XUvV8p+GFPZNh3axANLHmBy78n8delfixwhbzi4gbi0OAa0H8AVwVeQ58ljX+K+qt0hVa2R\nh7NpYypu9GjVCy9UHTlSddEi1dTU8pfZvFm1eXPV9eurfv/ONR1e76DrDziBy87L1nbT2+nSH5bq\nuDXj9M5P7yxSNzsvW9tMbqPfHfhOD6Ue0jaT2+hHOz+qid02Z4nEjETt+nZX7f1+b527a65m5WZV\naPlZW2bpNf++RpMykiptn/Yn7dfQiaG6OHqxqqo+u+pZ7f9hf/V4PKqqeuend+pr375WWH/kZyOL\nvD4Tbu4rnhNLKqyOhyVjcybc70yFfPaZakiIamxs5e/Puey5Vc/pMyufUVXViesmat85fVVVNTUr\nVVu80kL3Ht1bWPdfm/+lN79/c+HrHXE7tMUrLXTNz2uqd6fNWSErN0uvn329jl42WufsmKM3vXeT\nBr0cpI9EPaJbD28td/nlscu15astdfiC4XrD7BsqnMhLkpSRpB1e76DT1k8rLMvOy9ZOMzrp29+/\nrQdTDmqzCc00OTO5cP7i6MXa671eZ7xtVUvGxqiq6htvqF5yieqaSsoNY8eqTpigmplZft21a1WH\nDVNdubJytl1dNh3apO2mt9O443Ea9HKQRh+NLpw39uuxOmz+MFV1ftAumnyRrvt1XZHlV8Su0OBX\ng4ssZ859+Z58vWv+XXrr3Fs135NfWL4/ab+O+XKMtpncRjvP6Kyvb3hdEzMSiy2/PW67tnilha79\nZa3me/J18NzBOmz+sMKj14r6IeEHnbp+qnZ8q6M+/vnjxebvit+lzV9prsPmD9OHlz5cZN7x7OPa\naFwjTclKOa1te7NkbIzro4+c09y3367688+nv55p01Q7dFAdOFA1LEx1wYKSj9h/+UV16FBnm//8\np1N3wADVmJjT33Z18ng82npSa+35bk994vMnisxLyUrR5q801+ij0frvzf/WyP9ElriOmVtmatjU\nMI1Pi6+OXTZngedWPafd3ummGTkZJc7P9+TritgVesend2iT8U30jk/v0BWxKzQvP08PphzUCydd\nqB/v/LiwfnpOunZ9u6u+8MULFdqPV9e9quHTwjV0Yqjev+h+nb9nvubl55VYd/J3k5UX0X0J+4rN\ni/xPpC7Ys6BC2y5JacnY7jM2PikjA155xen16447nJ7BCrRvD8OGFe2M5GSLF8OoUc49zW3bOr2G\nPfYYNG8OPXqcqJeUBB9/7Nz//PTT0KCB093nlClOo7IHH4R//APq1Kmyt1opHol6hLm75xLzSAxN\n6jcpMm/smrHsOrKLDYc28MGgD+jepnuJ6/if1f/Dyv0rWX3PahrUbXBa+xGXFsfnsZ9T168uQy4b\nwnl1fGSQ61rmnS3vMOGbCXw34rtT6kM9KTOJj3Z+xKxts0jISOA8//MY0XkEz/R4pki9I+lHuG7m\ndTz9+6cZec3Ictc7fcN03tz8Jh8O/pBOIZ3KvbPAox42HtpIt9bdis2bsn4Ku4/s5u0Bb5e73bJY\n39TGlODAAfjgg6LjLH/yCfzhDzBtWslJcuNGp+V2VBRcc82J8rw8mDMHfvXqGKtOHfjzn51W3Sc7\nfNjpmETV2eb551fe+6psB1IOcOj4oRJ/pFKyUmg7tS1Xh17NqrtXlboOVeXuRXeTnpPOvNvm4e/n\nf0rb/vnYz8zcMpOo2Cj2J+8nMiyS5KxkdsbvZOTVI3moy0OENCqhF5gqlpWXxZpf1hDWLIzwwPBq\n3/7Zannscu5ZdA9r7ltDu6B2FV5+W9w2ohOiGXr50BKTZ0xiDL0/6M3w3w3nxZ4vlppgF0cv5qGl\nD7Hu/nVc3OziCu9HSdvt+V5PDj5+sEK3C6oqRzOOEpMYQ2xSLPd2vteSsTGnIjUVbrsN/P1h7lxo\n3NgpV4Vt26BfP6dnr/79z3xbeXkneg1burTkpF0bLI5eTHhgOJcHX15mvey8bG6ZcwtXtLiC8X8c\nT6N6jUqtm5aTxvi145nx/Qzu63QfA9sPpFvrboW9ge05uofpG6bz8e6P6RfRj9FdR9OlVZcyt5+Z\nm8nOIzu5OvTqU/5nwNtPyT8RFRPFsthlrPllDZcHX86PST8yZ/CcwmEufdn2uO1Evh/JwqELSz1D\nUhni0+IZ8PEA2gW1453+7xQ7Q7Lp0Cb6ftiXqLuiyv1MVETE9Ajm3TaPTiGdipSrKgkZCcQmxRKT\nFENMYgwxSTGFr/3Fn4igCCICI5hz6xxLxsacqtxcePhh5yj4hRecwSyioiA/H156Ce67r/K2perc\nMz15sjMQxrXXVt66z0bJmckMXzicr3/5mq6tutI3oi83XHQDAXUDCutsPLSR51c/T6+LezHhpgm0\nOr9VmeubuXUmr298ndDGoTx67aN0DOlYOD8nP4d1v64jKjaKtb+spUXDFjSq14gpvadw48U3lruv\nm3/bzLLYZUTFRHEs6xi3hN9C34i+RIZF0iygGWt+WcNt825jXK9xjLhqxJkHqIZ51MPR9KMczzlO\ncMNgGtdrfEpHggdTD3LdzOuYGDmRoVcMxWmT5Dw8HudRMF0ZZek5GTy9fjjJWQm82HUaQc3q0rgx\npGQfY8gnQ3ir31sMvHTgGcUiNRXi4pyR4gID4W8rR5PryeW61tedSLxu8gUKE25EYEThdHhgOEEN\nggrXWe2nqUXkFmAKTsciM1X15ZPmWzI2ZzVVJ0EuWwY33+yMtXzZZWVfSz4TCxY416GbNXO21acP\ndOniHKFXhar8oTyVsrSc43yfvJoNSVHsSf2OfM2j4CchsO4FDLtgLO0bdDvl9eXm57E1/TNWp73J\nsfxDhe9R8KNNnS50qNOH9nUiOU+bsi1nPp9lP0krv6uJrPMS2Z5MEjyxJGgMiZ4YEokhUWPIJ5dg\nriQsvw9hnj4E53dGPX7F9iWRfXx2fj8uybqdzunPoh4pd58Lpk/r76BARWOOh9y6ieTUO0xe/cPk\n1o8jr/5h8tzn/IA48gIO4wk4il92UyS3MZ6AIyge/DJC8UsPQdJDkfQQSAtF0pxnPR4CWU3JGTwI\nv13DYN3TeE70EYOfn/MQKfpcGWXi5yGx4wukXrCI/Hznffr7Q1DMY1xy7C8EBkJQkJNIS5tu3Ni5\nXBUTU/yRnu70g5+SAseOwXnh68mLfJSG2WE09UQQ7B9Bq/oRXNwkglbNgmjeXIqtv1mzot/hak3G\nIuIH/ADcBPwGbALuUNVorzqWjE/DV199Rc+ePWt6N2qd2hI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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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Dhw9n7969/PznP+emm24K/wMQEZF6pTAOw+233063bt3o2bMnZ5xxBpMmTWLMmDHEx8dz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\n69TUVFJTU+tSHBGRmDL749mcM+AcTu9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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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t41VZq5icNLlSWXJ8MlnFWRw8erBSuf+YMXiXN9W1qzqUlvEx4C7n3FjgNOBW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\nom7GFMYizdDP3v8Zt0+5naE9hhIdFc1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CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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vw15+uPmHTs8VVxWzcpIRjNdMXcNbB99yOTradsEPKwnGQggRODHD/Lo6pVS2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\nx+2+zNOn5y6f+REbC1FR9n1kpPeaqv/e7u98fs/nHr1ng6o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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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vjYhIha1g+Zble2vCGsQVHCXjMEyaNIkpU6awaNEiPvjgA4YMGcJDDz1EYWEh5eXlPPnk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\n1tqa8e7d7hvQ9OnQrVvcwpA4uuce9///0Ueuaap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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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wqZmtADoBLwA455YBXwDLgDHAPcrUIiLht/foXhZsW0DHszqGO5QcS6iTwE8b\nfgp4uT+s+YH6lernOnkDGU7qEpFd6M65n4HMlp25JJNzngeez0dcIiISYBPWTuCiuIsCPpd5MCXU\nSeDB8YFfbtR/3e/cuqHZDfxz8j85knyEUsVLkZKawrp966hXsV6Ao8yaZmITESkkRq8azRUNoqPr\nPM15Nc9j+c7lHDp+KGBl7jm6h4lrJ9KjeY88nV+tTDXa1WzH6JWjAdh0YBNVSlUJ+QcjJXARkUIg\n1aUydtXYqLn3neaMYmfQJrZNljOg5dbwJcPp0rALFc6okOcyerboyfClXjd6OLrPQQlcRKRQmLtl\nLlVKVaFuxbrhDiXXEuokMG39tICVl9G637l1bZNrmbh2IgeSDngJvKISuIiIBEHa42PRKJAD2Zbv\nXM7G/Ru5tN6l+SqnYsmKdIjrwMjfRoZ8DvQ0SuAiIoXAmFVjoq77PM0FtS9g7pa5JJ1IyndZgxcN\n5s8t/0zRIpmNzc65ni168tmSz9SFLiIiwbH90HZW7l5J+zrtwx1KnpQ/ozyNKjdi3tZ5+Son1aUy\ndPHQfHefp7m68dX8vPFn5m2dpwQuIiKBN271OC6pd0lQV/UKtoQ6Cfy0Pn/d6DM2zqBSyUo0r9o8\nIDGViSlD5wad2XRgE/Ur1Q9ImbmhBC4iUsCNXjU6arvP0yTE5f8++JdLv6R7s+4BisjTs3lPqpep\nTpmYMgEtNyeUwEVECrDklGQmrJ1AlwZdwh1KviTUSeDnjT+T6lLzdH6qS2XE8hF0bx7YBH5V46v4\n9sZvA1pmTimBi4gUYDM3zaRexXrElo0Ndyj5Uq1MNc4sdSZLdizJ0/kzN86kUslKAV/XvFiRYsTX\nig9omTmlBC4iUoCNXjk6ah8fSy8/98G/XBb47vNwUwIXESnAxqyO3sfH0svrffBUl8qIZSOUwEVE\nJDps2L+BbYe2cV6N88IdSkCkTeiS2wUuZ22aRYUzKtD0zKZBiiw8lMBFRAqoMavG0LlB54BMWhIJ\n6lWsh3OO3/f9nqvzgjH6PBIogYuIFFDRuPpYVszM60bPxX3wVJfq3f8O8OjzSKAELiJSAB07cYyp\n66ZyeYPLwx1KQOV2XvRZm2ZR/ozyNDuzWRCjCg8lcBGRAmjquqm0rNaSSiUrhTuUgMptAi+o3eeg\nBC4iUiCNXlVwHh/z16JqC3Yc3sH2Q9uzPfbk5C1K4CIiEg2ccwVi+tSMFC1SlAtrX8j0DdOzPXb2\nptmUjSnEAJ1oAAAgAElEQVQbsLnPI40SuIhIAbNy90qSTiTRslrLcIcSFAl1Epi2flq2xxXEyVv8\nKYGLiBQwaWt/m1m4QwmKnEzocnLylgI4+jyNEriISAFTkGZfy8i5Nc5l5e6VHEg6kOkxczbPoXRM\naZqfWTC7z0EJXESkQDmYdJBZm2ZxSb1Lwh1K0MQUjeHcGucyY+OMTI9JG31eUHshQAlcRKRAmfT7\nJM6vdX5Y1qcOpawWNnHOFejR52mUwEVECpCCtPpYVrK6Dz5n8xxKFitJi6otQhxVaCmBi4gUEM65\nAn//O82fav2J+Vvnk3Qi6bR9aaPPC3L3OSiBi4gUGIu3L6ZU8VI0qtwo3KEEXdkSZWlSpQm/bPnl\nlO3OuQI/+jyNEriISAFR0BYvyU5G98F/2fILJYqV4OyqZ4cpqtBRAhcRKSC+W/EdVza6MtxhhExG\n98ELw+jzNErgIiIFwNaDW1m5eyUdzuoQ7lBCpn2d9szYOIOU1BTA6z4v6LOv+VMCFxEpAL5b8R2d\nG3QmpmhMuEMJmaqlqxJbNpZfd/wKeN3nMUVjCuwUsukpgYuIFAAjV4zkmsbXhDuMkPO/D16Yus9B\nCVxEJOodTDrI9A3T6dKwS7hDCbm09cFPdp8XgtHnaZTARUSi3LjV47ig9gWUK1Eu3KGEXNpAtrlb\n5lK8aHFaVWsV7pBCRglcRCTKFdbuc4C48nEUK1KMF35+oVB1n4MSuIhIVEtOSWbMqjFc3fjqcIcS\nFmZGQp0Evl7+daEZfZ5GCVxEJIpNWz+NBpUaULNczXCHEjYJdRKoX7E+rau3DncoIVUs3AGIiEje\njVwxkm5NuoU7jLDq1bIX8bXiC1X3OYA558JTsZkLV90iIgWBc464/8UxttdYmldtHu5wJAfMDOdc\nQD5pqAtdRCRKLdy2kJiiMTQ7s1m4Q5EwUAIXEYlS3/72Ld2adCt0XcfiUQIXEYlShfnxMVECFxGJ\nSuv2rWPLwS1cUPuCcIciYaIELiIShUb+NpIrG11J0SJFwx2KhIkSuIhIFFL3uSiBi4hEmT1H9zBv\n6zwurX9puEORMFICFxGJMqNXjqbjWR0pVbxUuEORMMo2gZvZIDPbbmaL/bY9aWabzGy+76uz377H\nzGyVmS03s8uCFbiISGGl7nOBnLXAPwIuz2D7q865c3xf4wDMrCnQA2gKdAEGmB5QFBEJmGMnjjFh\n7QSubHRluEORMMs2gTvnpgN7M9iVUWK+BhjunDvhnFsHrALa5StCERE5adLaSbSq1oozS58Z7lAk\nzPJzD/z/zGyhmQ00s/K+bTWBjX7HbPZtExGRANDiJZImr6uRDQCeds45M/sP8ArQN7eF9O/f/+Tr\nxMREEhMT8xiOiEjBl+pS+W7Fdzxy4SPhDkVyaMqUKUyZMiUoZedoNTIziwNGOedaZrXPzB4FnHPu\nRd++ccCTzrnZGZyn1chERHJh5saZ3DnqTpbcsyTcoUgehWM1MsPvnreZVffbdx2Q9tv0HdDTzGLM\nrC7QAJgTiEBFRAq7tMVLRCAHXehm9imQCFQ2sw3Ak0BHM2sNpALrgLsBnHPLzOwLYBmQDNyjZraI\nSGCMXDGSIdcOCXcYEiFy1IUelIrVhS4ikmO/7fqNTp90YuMDGylimoMrWoWjC11ERMJo5G/e5C1K\n3pJGvwkiIlFAs69JekrgIiIRbtuhbSzftZyOdTuGOxSJIErgIiIRbtSKUVxe/3JiisaEOxSJIErg\nIiIRTt3nkhElcBGRCPb5ks+ZtWkWXRp2CXcoEmHyOpWqiIgEkXOO56c/z7tz32XSrZOocEaFcIck\nEUYJXEQkwiSnJPOX7//Cgm0LmNlnJjXLaU0oOZ0SuIhIBNl3bB83fHEDJYuXZNrt0ygTUybcIUmE\n0j1wEZEI8fve37lg0AU0O7MZ3974rZK3ZEkJXEQkAszeNJsLP7yQv5z7F97o8gZFixQNd0gS4dSF\nLiISZl8t+4q/jP4LH179IVc1virc4UiUUAIXEQkT5xz/nfFfXp/9OuN6jaNtjbbhDkmiiBK4iEgY\nnEg9wf+N+T9mbJzBzD4zqV2+drhDkiijBC4iEgaDFw5m8fbFTL9jOuVKlAt3OBKFNIhNRCQMJq+b\nTJ82fZS8Jc+UwEVEQsw5x9R1U7ko7qJwhyJRTAlcRCTEft/3O6kulQaVGoQ7FIliSuAiIiE2dd1U\nOpzVATMLdygSxZTARURCbOr6qVxUR93nkj9K4CIiITZt/TQ6nNUh3GFIlFMCFxEJoY37N3Lw+EGa\nVmka7lAkyimBi4iE0NT13uhz3f+W/FICFxEJoWnrp9EhTt3nkn9K4CIiITR1/VQlcAkIJXARkRDZ\nenArOw/vpEXVFuEORQoAJXARkRD5acNPtK/TXmt9S0AogYuIhMjUdeo+l8BRAhcRCZG0EegigaAE\nLiISAruO7GLjgY20iW0T7lCkgFACFxEJgZ/W/8QFtS+gWJFi4Q5FCgglcBGREND85xJoSuAiIiEw\ndf1UzX8uAaUELiISZPuO7WP1ntWcW+PccIciBYgSuIhIkE3fMJ12NdsRUzQm3KFIAaIELiISZHr+\nW4JBCVxEJMimbdACJhJ4SuAiIkF0MOkgS3cspV3NduEORQoYJXARkSCasXEG58SeQ8niJcMdihQw\nSuAiIkGk9b8lWJTARUSCSPOfS5qJEwNbnhK4iEiQHEk+wsJtC7mg9gXhDkXCzDm47bbAlqkELiIS\nJLM3zebsamdTOqZ0uEORMFu+HIoGeBl4JXARkSDR/OeSZvx4uPzywJapBC4iEiSa/1zSjB8Pl10W\n2DLNORfYEnNasZkLV90iIsGWdCKJyi9VZvODmyl/RvlwhyNhlJQEVarA+vVQubLhnLNAlJttC9zM\nBpnZdjNb7LetopmNN7MVZvaDmZX32/eYma0ys+VmFuDPGyIi0eGXLb/QuEpjJW/h55+heXOoVCmw\n5eakC/0jIH3P/aPAROdcY2Ay8BiAmTUDegBNgS7AADMLyCcNEZFoovnPJU0w7n9DDhK4c246sDfd\n5muAwb7Xg4FuvtdXA8Odcyecc+uAVYDmDxSRQkfzn0uaYNz/hrwPYqvqnNsO4JzbBlT1ba8JbPQ7\nbrNvm4hIoZGckszMjTNpX6d9uEORMNuxA9auhXZBaMoGahS6RqOJiPjM3zqfsyqcReVSlcMdioTZ\nxInQsSMULx74sovl8bztZlbNObfdzKoDO3zbNwO1/Y6r5duWof79+598nZiYSGJiYh7DERGJHJr/\nPPodPQpFikCJEvkr55NPplC06BT80l3A5OgxMjM7CxjlnDvb9/OLwB7n3Itm9ghQ0Tn3qG8Q2zAg\nHq/rfALQMKPnxfQYmYgUVFd+eiW9W/Wme/Pu4Q5F8iApCdq3hwsvhP/9L+/lOAc1a8JPP0H9+t42\ns9A+RvYpMANoZGYbzOx24AXgUjNbAXTy/YxzbhnwBbAMGAPcoywtIoVJSmoK0zdM1wImUey++6Bs\nWRg6FI4dy3s5S5dCyZJ/JO9Ay7YL3Tl3cya7Lsnk+OeB5/MTlIhItFq0fRGxZWOpVqZauEORPBg8\nGH78EX75Ba6/Hr79Fnr2zFtZwRp9nkZTqYpIVFiwdQG3fnMrySnJ4Q4lS+G6/71tG/z5z/DWWyGv\nusBYtAgefhi++grKlYM+fWDgwLyXpwQuIgK8Pvt1xq4eyz2j7yHS7swdOn6IKeum8OL0F3ln7jsh\nTeDOwYcfQsuWUK0avPwyfPRRyKovMPbt81rcr78OLVp427p185L677/nvrxjx7wZ2Dp2DGyc/jQX\nuohEvANJB6jzWh3m3z2faz+/lltb3spDFzwUllhSUlNYvms5szfNZtamWczePJs1e9fQslpL4mvG\nc36t8+nerDtFiwR47cgMrF0Ld90Fe/d6LcU2bWDFCkhMhAED4Nprgx5CgZCa6r1XderAm2+euu++\n+6B8eXj66dyVOXEiPPmkl8T9BXIQW14fIxMRCZnhS4bTqV4n6lWsx6ibRvGnQX+iQaUGXNPkmpDU\nv/3Qdt6c8yYzNs5g7pa5VC9Tnfha8cTXjOeutnfRqnorYorGhCQWgJQUr6X43HPwyCPwwANQzPfX\nvHFjGD0aOnf2uoE7dQpZWFHrpZdg+3b48svT9/XpA1de6SXj3KznHezuc1ACF5EoMGjBIJ7s8CQA\ndcrX4Zsbv6Hrp12pU74ObWLbBK1e5xyfLPqEf0z8Bzc2v5F/XPgP2tVsR6WSAV6VIhd+/dVLKqVL\nw6xZ0KDB6ceccw6MGAE33ACjRkF8fOjjjBaTJ3sfhubMgZgMPoOl3ZqYMMH7UJRT48fDO+8ELs4M\nOefC8uVVLSKStcXbFruar9R0J1JOnLL9iyVfuNqv1nabD2wOSr2/7/3dXTbkMtfm3TZu/pb5Qakj\nN44dc+6JJ5yrUsW59993LjU1+3O+/965atWcW7Ik+PFFo02bnKte3bmJE7M+7t13nbv++pyXu3Wr\ncxUqOJecfPo+X+4LSB7VIDYRiWiDFgzitta3nXZPuXvz7tzd9m6u/uxqjiQfCVh9Kakp/G/W/zj3\n/XO5+KyLmd13dlBb+TkxY4Z3f3vJEm9Q1Z13Qk7WeezaFV591Ws55mUgVkF2/Dh07w733pv9bYae\nPb172jt35qzsiRPh4ov/uK0RLBrEJiIRK+lEErVeq8XsvrOpV7Heafudc/T+tjeHkw/zZfcvKWL5\na5Ms2bGEvt/15YxiZ/DBVR/QsHLDfJUXCNOnw3XXeYPSrr8+Z4k7vbffhtde82YEi40NfIzR6L77\nvA81337rTZmand69oVUrePDB7I+95RZvJre77z59X0hnYhMRCZeRK0bSslrLDJM3eH8MP7jqA3Yc\n3sETk5/Icz1JJ5J48scn6Ti4I3e0uYPJvSdHRPLets1r/Q0e7N3PzkvyBvjb3+C227w1qfemXxy6\nEBo+HL7/3ntfc5K8wRt3MGiQ99heVlJTvfvlwR7ABkrgIhLBBi0YRJ82fbI8pkSxEnxz4zd8vvRz\nPl74ca7rmLlxJue8fw4Lty9k4d0LuavtXfluyQfCiRNe8u7bF7p0yX95//wnXHKJ161++HD+y4tW\ny5Z53eZffQUVK+b8vIQESE72Bg5m5ddfvWlY69bNX5w5oS50EYlI6/etp+37bdn4wEZKFi+Z7fHL\ndy6nw8cdGNFjRJbzkO87to9fNv/C7M2zmblpJvO3zuf1zq/TvVl3LK9N3CD4xz9g8WLvkbDcPL6U\nldRUryW5ZQt8913+V9qKNqmp3qjyhx6C22/P/fkvvgirVmU9O9vLL8P69ZnPiBfILnQlcBGJSP2n\n9Gf3kd28ecWb2R/sM2HNBG755ham3zGdBpUakJySzK87fmX2ptnM3ux9bdy/kXNizyG+ZjzxteK5\npN4lVDijQhCvJPe+/tq71zpvHlQO8JLiJ054g7c2bfImLsmOGVSpArVqeStr+X8vVy6wsQXbuHFe\nT8S8eXk7f9s2aNoUNm6EMmUyPubSS70W/tVXZ7xfCVxECrSU1BTqvVGPkT1H0rp661yd++7cd3nx\n5xepWbYmC7ctJK5CnJesfQm7RdUWFCsSuVNgrFzpLWM5Zgycd15w6khK8pLZiRPZH5ua6o2+3rQJ\nNm8+9bvZHwk9LamnT/Rnnpnz+8zB1q2bdwvhzjvzXsY113hfd9xx+r4jR7xnxjdvzvzDjRK4iBRo\n49eM57FJjzHvrrw1lUb+NpIyMWU4t8a5lD+jfICjC57Dh+H88+H//i/jEcyRxDk4cODUhJ722j/R\nHzjgjXz3T+4tWniD6kJ5x2LTJq/7fMOGzFvPOfHdd15XevopUgF++AGefRamTcv8fCVwESnQbhxx\nIx3iOnDPefeEO5SQcc5bTax4cW8xkgi6HZ8vx45599z9E/1nn3mjtF94IXRxPPWUN13qgAH5K+fE\nCe/Ww6RJXne6v4ce8gbGPZHFAxFK4CJSYO06sosGbzRg3f3rIu7edDANGADvvQczZ0KpUuGOJrh2\n74aLLoJbb/Xmcg+2Eye8UeHff+89y51fjz3mjUj/739P3X722d6jZu3aZX6ungMXkQJr6OKhXNX4\nqkKVvGfNgv79vUebCnryBm9g3vjx3geWDz4Ifn1jxnjd94FI3uDd/x4yxJvNLc2WLd5X27aBqSMn\nlMBFJGI453L07HdBsnMn9OjhJbKMFiYpqGrW9JJ4//7wxRfBreu99wI7pqBhQ2jSxGvRp5kwwZuS\nNVCP/OWEEriIRIxftvzC0eSjdIjrEO5QQiIlBW6+GXr18kY2FzYNGsDYsd5jVz/8EJw61q3zejh6\n9AhsuX36nPo8eCiWD01PCVxEIsag+YO4o80dETWhSjA9+aT3mNYzz4Q7kvBp2RK++cabP3zGjMCX\nP3CgNzgw0LcmbrjB+2CwadMf06deemlg68iOBrGJSEQ4fPwwtV+rzZJ7llCjbI1whxN0P/3ktb7n\nzYOqVcMdTfj98IM3qG38+MDdq05O/mPEeLNmgSnT31//6t0K6NoVbroJfvst+3MCOYgtcmczEJFC\n5ctlX3JhnQsLRfIGGDYM7r9fyTvN5ZfDm2/CFVfA1KmBGQ/w3XfQqFFwkjd43eg9enj3vUPdfQ5K\n4CISIQYtGMRDf3oo3GGEhHPeyOhg3feNVj16wL59Xlf09Ole6zY/3n03uBPitG3rLVzy6qves/uh\npnvgIhJ2K3atYNXuVXRt2DXcoYTEkiVQrJg3kllOdddd8Je/eC3a3bvzXs7q1bBokbeGerCYeavF\n7d8PiYnBqyczaoGLSNh9uOBDerfqTfGixcMdSkiMGeN1FReSsXq59sgjsGePt4zqpEleKze33n8f\nevcO/oprvXt78eVneta80iA2EQmr5JRkar9Wm6m3TaVxlcbhDickOnTwktQVV4Q7ksjlnNf9vWaN\nt6TqGWfk/NykJKhd25uvvGHD4MWYF5qJTUQKjNGrRtOwcsNCk7z37oUFC6Bjx3BHEtnM4J13vFnb\nbropZyunpfn6a+/xtEhL3oGmLnQRCRnnHOv2rfPW5vat0b1o+yIGdxsc7tBCZsIESEiAkiXDHUnk\nK1oUhg6Fq67ylgAdNChnS5O++643OUxBpy50EQmafcf28cvmX7yE7UvaxYsWP2V97raxbSlbIg83\nOaNU794QHw/3FJ6F1vLt8GFvZHp8vDfiO6uxA8uXw8UXe8uGFo/AIRVajUxEItqCrQu4beRtrN27\nlnNizzklYdcqVyvc4YVNaipUrw6zZ3urY0nO7d3rjR3o0SPr5Trvvx9Kl/bW5Y5EmshFRCLW9yu/\n5/aRt/NG5zfo3rw7xYroz0yaefOgShUl77yoWNF7bj4hwXv9t7+dfszRo16X+9y5oY8vHPQ/S0QC\n5q05b/HcT8/x/U3fE18rPtzhRJzRo71pNyVvYmP/GENQoYK3CIy/L77w1uI+66ywhBdySuAikm8p\nqSk8NP4hxq8Zz893/EzdimpiZmTMGHjxxXBHEd3q1vVa4p06QfnycOWVf+x77z149NHwxRZqugcu\nIvly+Phhbv76Zg4dP8SI7iOoWLJiuEOKSNu3Q+PG3vrfkTi4KtrMmeP1ZowY4d0bX7zY+/n3371Z\n7iKVngMXkYiw5eAWLvr4IiqVrMTYXmOVvLMwbhxccomSd6C0awfDh0P37jB/vtf67ts3spN3oBWi\nSxWRQFq8fTFXfXYVd7e9m8faP1Zo1vDOqzFjdP870Dp18hJ3167e7GuLF4c7otBSF7qI5NoPq3/g\nlm9u4fXOr3PT2TeFO5yIl5zsLRu6bJk3EEsC65NPvJHnb7wR7kiyp+fARSRs3pv7Hk9OeZIRPUbQ\nvk77cIcTFaZNgwce8B4jk8JNz4GLSFgMnD+QV2a+wvQ7ptOgUoNwhxM19PiYBIMGsYlIjhxMOsgT\nk5/g8xs+V/LOpbTlQ0UCSQlcRHLk5Rkvc1n9y2gT2ybcoUSVDRtg2zY477xwRyIFjbrQRSRbWw5u\n4e1f3mb+XfPDHUrUGTMGOnf2VtYSCSS1wEUkW0/++CR92/QlrkJcuEOJOnp8TIJFo9BFJEtLdyyl\n4+COrLx3JRXOqBDucKLKsWPe42Pr1kGlSuGORiKBZmITKcQOJh3kaPLRkNX36KRHeaz9Y0reeTB1\nKrRsqeQtwaEELhJEzjlSXWrAyjuafJQOH3eg87DOHE85HrByMzNl3RSW7FjCPefdE/S6CiI9PibB\npAQuEmApqSlMWz+N+8fdT9z/4mgxoAV7j+4NSNn3jr2XRpUbUalkJe7+/m6CeRsq1aXy9wl/57mL\nn6NEsRJBq6egcs5L4Hp8TIIlXwnczNaZ2SIzW2Bmc3zbKprZeDNbYWY/mFn5wIQqErmSU5IZv2Y8\nd4+6mxqv1qDf2H5ULlmZsb3Gcnn9y7nhyxtITknOVx2D5g9ixsYZDLx6IEOvHcqibYt46eeXAnQF\np/ty6Zc457ixxY1BqwPg3nvhww+DWkVYrFrlzc/dsmW4I5GCKl+D2MxsLdDWObfXb9uLwG7n3Etm\n9ghQ0Tl32gqtGsQm0e5o8lEmrJ3AV8u/4vuV39OociOua3Id1zW9jvqV6p88LiU1hW6fdyO2TCzv\nXflenhb9mL91PpcPvZyfbv+JJlWaALDpwCbOH3g+b3R5g+uaXhew6wJIOpFEswHNGHjVQDrW7RjQ\nsv0dPerNDR4TA8uXQ+XKQasq5F57zbum998PdyQSSSJmLnQz+x041zm322/bb0AH59x2M6sOTHHO\nNcngXCVwiSqHjh9i7pa5zN40m1mbZ/Hj7z/SJrYN1ze9nm5NulGrXK1Mzz2YdJD2H7Wnd6vePPin\nB3NV756jezj3/XN58ZIX6d68+yn75m2ZR+dhnRnXaxxta7TN03Vl5H+z/seEtRMYffPogJWZka+/\nhgEDvHWyAd5+O6jVhdSll8Lf/gbduoU7EokkkZTA1wL7gBTgPefcQDPb65yr6HfMHufcaWMwlcAl\nkqWkprBs5zJmb57N7E2zmb15Nmv2rqFltZbE14wnvmY8l9S7hDNLn5njMjfs38CfBv2Jd7q+w9WN\nr87ROakulas+u4rGlRvz6uWvZnjM18u/pt/YfszqOyvLDxE5te/YPhq92YjJvSfTomqLfJeXlZtu\ngsREuOEGaNoUJk2Cs88OapUhcfAg1KgBW7dCmTLhjkYiSSQl8Fjn3FYzOxMYD/QDRvonbDPb7Zw7\nrWNMCVwizfGU4zw77VmmbZjGvC3zqF6mOvG14k8m7FbVWxFTNCZfdczZPIeun3Zlwi0TaF29dbbH\n/2faf/hhzQ9MvnUyxYsWz/S4F6e/yPClw/np9p8oE5O/jPHoxEfZeXgng64ZlK9yspPWfb5ypfes\n9Ntvw1dfeUk83EuLp6bCzp2weTNs2uR9T0qCnj2hevXsz//2W+96JkwIfqwSXSJmNTLn3Fbf951m\n9i3QDthuZtX8utB3ZHZ+//79T75OTEwkMTExP+GI5Mtbc95i0u+TeOKiJ2hXsx2VSgb+4d12Ndsx\n4IoBXP3Z1czqO4saZWtkeuz4NeN5Z+47/HLnL1kmb4B/XPgPVuxewZ+//jNf9fiKokXyNm/nhv0b\neH/e+yz+6+I8nZ8bY8dC27Ze8ga4+2547z2vW/3664NePeANNBs16tREvWmT13IuVw5q1oRatbzv\nx4/DU0/BlVdCv35Zz22ux8ckzZQpU5gyZUpQys5zC9zMSgFFnHOHzKw0Xgv8KaATsMc596IGsUm0\n2H5oOy3eaXHKILFgenbas3y74lum3jaVUsVLnbZ/w/4NtPugHZ/f8DkdzuqQozKPpxznsiGX0a5m\nO166NG+j02/79jZqlq3Js52ezdP5uXHTTdChA/zlL39smzwZ+vSBZcugZMng1j9/vveI13XXQd26\nfyTqWrW87u8zzjj9nD17vBHzb73l9R706+d92Ijx65hxzivjxx+hUaPgXoNEn0C2wHHO5ekLqAss\nBBYAvwKP+rZXAiYCK/CSeoVMzncikaLvyL7uwXEPhqy+1NRUd8vXt7jrP7/epaSmnLLvWPIxd977\n57mXf3451+XuOrzLNXijgftg3ge5Pnfh1oWu6stV3b6j+3J9bm4dOeJc+fLObd9++r7rrnPu6aeD\nW/+sWc5Vrerc11/n7fwTJ5z75hvnOnZ0rkYN55555o9rWbjQuQYNAherFCy+3Jfn3Ov/pbnQpdCb\nt2UeV352Jcv/tjyk04UmnUjikiGXkFAngec6PXdy+z2j72H74e2M6D4iT4+crdi1gos+vojh1w/P\n1SNgnYd2pmvDrtwbf2+u68ytb76BN9/0Wtzp/f47nHsuLFwItWsHvu6ffvJazR9/HJhJVn791buW\nL7+Ea66BYsWgdGl4/fX8ly0Fj+ZCFwkQ5xz3jbuPZzo+E/K5vksUK8E3N37D50s/Z/DCwQAMWTSE\niWsn8uHVH+YpeQM0rtKYz67/jJ5f9WTl7pU5OmfCmgms2buGu8+9O0915taXX0L37hnvq1sX7rkH\nHnkk8PVOmuQl708/DdwMaWef7T3rvXo1NGsG06Z5o+pFgk0tcCnUPv31U16Z+Qpz+s7J88Cv/Fq+\nczmJgxPp36E//57yb37s/WNAHt8aOH8g/cb2y/Aee3pHko8w9LqhAZ8QJiNpo89XrIBq1TI+5vBh\naNIEPvsM2rcPTL1jx0Lv3jBiBFx0UWDKFMmtiHmMLF8VK4FLmB0+fpgmbzdh+PXDubDOhWGNZcKa\nCXQZ1oXB3QbTq2WvgJW7/9h+klOzn8K1WJFiIeuB+PZbeOONjLvP/X32Gbz8MvzyCxTN52erkSPh\nrru87+efn7+yRPJDCVwkAJ6Y/AS/7/udYdcNC3coAOw8vDNXE8NEq169vFb1X/+a9XHOQUKC12q+\n88681/fFF95o8dGjvcfWRMJJCVwkn9buXUu7D9qx8C8LAzJ7meTMsWNe9/lvv2Xefe4v7VGv336D\nCrsfYEMAABSxSURBVHnoIBgyxLuXPm6cFhWRyKBBbCL59PD4h3ng/AeUvEPshx+gdeucJW+Ac86B\nq67yJlDJrYED4bHHvIFrSt5SECmBS0RJTklm6Y6lQa1j0tpJLNy2kIcueCio9cjpshp9nplnn4Wh\nQ72VvbLjHGzcCM8/D888A1OmeHOsixRESuASUT5Z9AnxA+PZfGBzUMo/kXqC+8bdxyuXvcIZxTKY\nakuC5tgx7z70dbkc6F61Kjz+ODzwgJeg/R086M149sILcO213kxq554Ls2fD1KnQoEHg4heJNLoH\nLhHlT4P+RBErQt0KdRl63dCAl//WnLf45rdvmHjLxDw/Zy15M3Kkt0Z2XqaFTk72usH79YPixb0E\nPWuWN+lLq1YQH//HV1xc+BdDEclMxCxmIhJIy3YuY/2+9Sz/23KaD2jOjI0zuKD2BQErf/eR3Tw9\n9Wkm956s5B0Geek+T1O8uLdu+IMPehOnnH++N4d6y5bePpHCSC1wiRgP/fAQJYqV4LlOzzFs8TBe\nm/Uac+6cQxELzJ2ee0bfQ1EryptXvBmQ8iTn0kafL1+es+U4RQoqjUKXAud4ynGG/jqUO9rcAcDN\nZ99MiWIl+HjhxwEpf9G2RXy1/Cue6piH4cySb+PHe61lJW+RwFECl4gwasUomlZpSoNK3qgjM+ON\nzm/wz8n/ZP+x/fkqO22+8/4d+gdljW/JXn66z0UkY0rgEhEGLhhInzZ9TtnWtkZbujbsyjPTnslX\n2UMWD2Hvsb3c1faufJUjeZOUBN9/7y0iIiKBowQuYbdx/0bmbJ7D9c1O/wv/7MXPMnjRYFbsWpGn\nsiesmcDD4x/mk26fhG2xksJu/Hhv4FlsbLgjESlYlMAl7D5e+DE3Nr8xw1WzqpWpxqMXPsoDPzyQ\n63JnbpzJzV/fzNc3fk2r6q0CEarkgbrPRYJDCVzCKtWl8uHCD0/rPvd3b/y9rN27ltErR+e43F+3\n/0q3z7sxuNtg2tcJ0HqUkmtJSTBqlLrPRYJBCVzC6sfff6R8ifKcE3tOpsfEFI3htctf44EfHuB4\nyvFsy1y7dy1dhnXhf5f/jysaXhHIcCWXJkyAFi2gRo1wRyJS8CiBS1gNXDCQvuf0zXZilS4Nu9Cw\nckPemP1GlsdtObiFS4dcyj8T/slNZ98UyFAlD9R9LhI8mshFwmbP0T3Ue70ev9/3OxVLVsz2+JW7\nV3LBoAtYcs8Sqpc5/YHiPUf30OHjDtzU4iYeT3g8GCFLLiQleQPXfv3Vm6NcRDSRixQQwxYP44qG\nV+QoeQM0qtyI21vfzuOTTk/Oh44fouunXbm8/uU81v6xQIcqeTBxIjRrpuQtEixK4BIWzjkGLRiU\n5eC1jPyrw78Yt3ocv2z+5eS2pBNJXPf5dTQ/szkvX/qy5jmPEF98oe5zkWBSApewmL91PgeSDtCx\nbsdcnVeuRDmevfhZ+o3rR6pL5UTqCXp93YtyJcrx3pXvKXlHgE2b4I03vNXHNPpcJHiUwCUsBs4f\nyB1t7sjTQiW9W/fmROoJhi4eyt2j7mZ/0n6GXTdME7WE0erV8NJL3nKerVrB/PkwYgTUqhXuyEQK\nLg1ik5A7knyEWq/WYvFfF1OrXN7+ws/cOJPEwYn8f3v3Hx1VdS1w/LsBAQkQsMrPoNg+hGgFBBNU\nELBPKrwiYtKloAJWsYui4Fus91SsxSx5FmlBS5ZVWwUBWwRWQflRqK0VEEQENAQJ4ZfU8lMwgCTE\nJIRkvz/OjRlCAplkkrk37M9aWTNzf8zcPRuyc88995wb2tzA+yPfp2nDphE+SnM+qpCRAYsWweLF\ncOQIDB3qzrj797cpPo2piM0HbgJt0fZF3BR3U5WLN8DNHW5m7tC5DPjBACveNay4GI4edU3jBw/C\nhg2uaOfnQ1ISvPwy3HIL1LcGEGNqlZ2Bm1rXf3Z/xiWOK3fscxMdmZmQnu4KdEmhLnk8fBhatHDN\n4e3bu3HNk5KgZ0+wLgfGhMfOwE1g7T62m8ysTO7sfGe0D8Xgzq5/8xt46SXo188V6Lg4dy27pGC3\naweNGkX7SI0xZVkBN7VqVtosRnQdQcP6DaN9KBe9rCwYNQpOnIDNm6FDh2gfkTEmHNYL3dSaM8Vn\nmJM+J+x7v03kffQR9OgB110Ha9ZY8TYmiOwM3NSalbtX0rFFR+KviI/2oVy0ioth2jSYPh3eeAPu\ntCsZxgSWFXBTa2amzWR0j9HRPgxfysqCxx6Dm2+GBx+E2NjIf8axY67JPCsLNm6Eq66K/GcYY2qP\nNaGbWvHVqa9Y8+813HPdPdE+FN/JzoaBA6FlS3eL1tVXw7hxsHNn5D5jwwbXZN65M3z4oRVvY+oC\nK+Cmxu09sZen//k0yfHJds92GXl5MGQIJCTAK6/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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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08VYkW7EitmupBJ44SuAiInEwZYq3EMgbb0DDhn5HU7X83ZWPAQ8Wj2r07Bbq\niZ4oSuAiIjFauhRuvBH+9S/o2NHvaKpXXfV5ub59Y+/IphJ44iiBi4jE4JtvvFnWnngCBg/2O5rw\nrN29luzM7Gr369cv9hK4EnjiKIGLiESppMQbLvb978OVV/odTfhqsgTeqVknNhVuorSsNLYTyRGU\nwEVEonTXXV5797hxfkcSmerGgJfr0QO2bYPCwuiv1aBuA9o0bsOmwk3Rn0RCUgIXEYnCc8/BjBnw\n6quQkeF3NJGpah70YBkZcMwxXht/LFSNnhhK4CIiEfrgA7j/fm+a1MxMv6OJXLhV6BCfanT1RE8M\nJXARkQjk58OoUfDyy9Crl9/RRG5vyV5279tN+6bhrVISl45szVUCTwQlcBGRMH37rdfj/Be/gHPO\n8Tua6FS1DngoGkqWvJTARUTCUFYG114LAwbAnXf6HU30Iqk+h+9K4M5Ff82szCzW7VECj7ckW6FW\nRCQ5/eY3sGEDvPdeck+TWp1IE/hRR0GDBrBxI3TuHN01szKzyN+t+dDjTSVwEZFqvPGGN7/5v/6V\n/NOkVifSBA6xV6OrCj0xlMBFRKqwZAncdJOXxDt08Dua2EWTwGPtyNaqUSsOlh2kYF9B9CeRIyiB\ni4hUYscOr9PahAlwwgl+RxMffpTAzYyszCzW71kf/UnkCErgIiIhlJTAJZfAZZfBD3/odzTxE+48\n6ME0J3pyUgIXEQnhjjugWTOv81q62Fuyl137dtGhWWRtAX36eOuCHzgQ/bWVwONPCVxEpIJnnoG8\nPJg0KfWmSa3KuoJ1EY0BL9eoEWRnw/Ll0V9bPdHjTwlcRCTI++/D2LHeNKnNm/sdTXxF0/5dLtZq\ndI0Fjz8lcBGRgDVr4Ac/8ErePXv6HU38rd29lq6ZXaM6NtaObNmZmg893pTARUSAoiKvx/l998Hw\n4X5Hkxi+l8CVwONKCVxEar2yMrj6ajjxRLjtNr+jSZxw1wEPpW/f2BJ4p+ad2Fy4mYNlB6M/iRxG\nCVxEar2HHoKtW2HixNSeJrU6sZTAu3aFXbu8WzTqZ9TnqCZHsblwc3QnkCNUm8DNrLOZzTazL8zs\nczO7LbD9ATPbYGafBm7nBh0zxsxWmNmXZnZ2Il+AiEgsXn8dXnzRmya1QQO/o0msWBJ4nTpw3HGw\ndGn018/KzCK/QD3R4yWcxUwOAnc55xaZWVPgEzObEXjuCefcE8E7m1kfYBTQB+gMzDSzHOdiWctG\nRCT+Fi0Fw6HiAAAgAElEQVSCn/wEpk2Ddu38jiax9pbsZdfeyMeAByvvyHbaadEdr3bw+Kq2BO6c\n2+KcWxS4XwR8CXQKPB2qsmkk8Jpz7qBzbi2wAhgcn3BFROJj2za4+GJ4+mkYONDvaBJvXcE6umR2\niXgMeLBYO7KpJ3p8RfSbNLOuQH/go8CmW81skZm9YGaZgW2dgOAJbzfyXcIXEfHdgQPeNKlXXukN\nG6sNoplCtSKtSpZcwk7ggerz14E7AiXxiUB351x/YAvweGJCFBGJH+fg1luhVSuv81ptEUv7d7m+\nfb028GgbRJXA4yucNnDMrC5e8n7ZOTcFwDm3PWiX54E3A/c3Al2Cnusc2HaEsWPHHrqfm5tLbm5u\nmGGLiETnjTdgzhxYuNDrmFVbxCOBt2rlzU6Xn+/1So9UbUzgeXl55OXlJeTcFk7fMjP7K7DDOXdX\n0Lb2zrktgfs/BU50zl1uZscAk4AheFXnM4AjOrGZmfq1iUiN2rcPjjkGnn8ehg3zO5qadfk/L2dE\nzgiu7HdlTOc57zyv499FF0V+7M69O+n2v90ouLf2rgtuZjjn4jJYsdoSuJmdClwBfG5mnwEOuA+4\n3Mz6A2XAWuBHAM65ZWY2GVgGlAA3K1OLSDJ46imvI1ZtS94QnxI4fNeRLZoE3rJhS0rLSinYV0Bm\nw8zqD5AqVZvAnXNzgVDr8bxbxTHjgHExxCUiElebN8Njj8GHH/odiT/ilcD79oU336x+v1DMjOwW\nXk/0vg37xhxLbVeLWoBEpDa7/3647jrIyfE7kpq37+A+vtn7DR2aRj8GvFysU6rWxnbwRAmrE5uI\nSCr79FN4+2346iu/I/HHuoJ1dGnehYw6sS9ufvTR3qpt+/ZBw4aRH5/VXAk8XlQCF5G05hzccYc3\nZCyzlja7xqv6HLzpZnv0gC+/jO54lcDjRwlcRNLaP/4BhYVw/fV+R+KfeCZwiG1GNs2HHj+qQheR\ntLV3L/ziF/CXv0BG7LXHKSveCTyWGdlUAo8flcBFJG098QQMGgS1fY6oRCTwaEvg5b3QJXYqgYtI\nWtq0CZ58EhYs8DsS/8VjHvRgsVShd2rWiS1FWzhYdpC6dZSCYqESuIikpTFj4MYboXt3vyPxX7xL\n4F26QHEx7NgR+bH1MurRtklbNhVuils8tZUSuIiknQULYMYMuO8+vyPx3/6D+/lm7zd0bNYxbuc0\ni60aXe3g8aEELiJpxTm480747W+hWTO/o/HfuoJ1dG7eOS5jwIPF2pEtf7d6osdKCVxE0sprr8H+\n/XDNNX5HkhziXX1eTiVw/ymBi0jaKC6Ge+7xFi2pTUuFVmXt7rV0zewa9/PG0pEtO1M90eNBf+Ii\nkjYefRROPhlOO83vSJJHokrgxx0HX3wBZWWRH5uVmcW6PUrgsVICF5G0sGEDTJgAv/+935Ekl7UF\niUngmZnQpg2sXh35sapCjw8lcBFJC/feCzffDNnxG+6cFhJVAofoO7IpgceHEriIpLz58yEvz2v/\nlsMlOoFH0w7eomELylwZu/ftjn9QtYgSuIiktLIyb7WxceOgaVO/o0ku+w/uZ0fxjriOAQ/Wr190\nJXAzUyk8DpTARSSlvfKK9/OKK/yNIxmtK1hHp2ad4j4GvFxMc6KrJ3rMNBGtiKSsb7/1pkydPFnD\nxkJJZPU5QK9eXufB4mJo3DiyY1UCj53+5EUkZT3yCJx+ujd0TI6UX5Cf0ARer56XxL/4IvJjlcBj\npwQuIikpPx8mToTx4/2OJHklugQO0VejK4HHTglcRFLSY4/Bj3/srYwlodVEAo+2I5sSeOyUwEUk\nJb3/Powc6XcUyS3ZS+D5BVrQJBZK4CKScnbvhjVroH9/vyNJbjWVwJcs8VaBi0SnZp3YWrSVktKS\nxARWCyiBi0jKmT8fTjjB60Qloe0/uJ/txdsTNga8XMeO3lj8rVsjO65eRj3aNW3HpsJNiQmsFlAC\nF5GUM28enHKK31Ekt/V71tOpWSfq1knsaGEzdWTzixK4iKScuXPh1FP9jiK51UT1eTl1ZPOHEriI\npJSDB2HhQo39rk5NJvCoS+DNlcBjoQQuIill8WLIyoKWLf2OJLmlRAJXT/SYKIGLSEpR+3d4Fm5a\nSL92/WrkWscdB19+6dWORCK7heZDj4USuIikFLV/V29vyV7mrZ/HmV3PrJHrNW0KHTrAypWRHac2\n8NgogYtISlECr95/1/2X49sdT2bDzBq7ZjQd2cqr0F2kg8gFUAIXkRSyfj3s3w89evgdSXKbvmo6\nZ/c4u0avGU07eGaDTAyjYH9BYoJKc9UmcDPrbGazzewLM/vczG4PbG9pZtPNbLmZTTOzzKBjxpjZ\nCjP70sxq9q9IRNJWeenbzO9Iktv01amRwM1M1egxCKcEfhC4yzl3LHAycIuZHQ3cC8x0zvUGZgNj\nAMzsGGAU0Ac4D5hopn83EYmdqs+rt7lwM+sL1nNCxxNq9LqxjAXP362e6NGoNoE757Y45xYF7hcB\nXwKdgZHAS4HdXgIuDty/CHjNOXfQObcWWAEMjnPcIlILKYFXb+bqmQztNjThM7BV1LMnbNkChYWR\nHZedqZ7o0YqoDdzMugL9gflAO+fcVvCSPNA2sFsnYH3QYRsD20REolZUBMuXw8CBfkeS3PyoPgfI\nyIA+feCLLyI7TlXo0Qv7K5qZNQVeB+5wzhWZWcVugxF3Ixw7duyh+7m5ueTm5kZ6ChGpJT76CAYM\ngAYN/I4keTnnmLFqBg/lPuTL9Y85xhsPftJJ4R+TlZnFkm1R1L2niLy8PPLy8hJy7rASuJnVxUve\nLzvnpgQ2bzWzds65rWbWHtgW2L4R6BJ0eOfAtiMEJ3ARkaqo+rx6n2/7nGYNmtGtZTdfrn/00fDV\nV5Edk+4l8IqF0wcffDBu5w63Cv3PwDLn3P8GbZsKXBu4fw0wJWj7ZWZW38y6AT2BBXGIVURqsXnz\nlMCrM33VdM7u7t/Anz59vBJ4JNI9gSdSOMPITgWuAIaa2Wdm9qmZnQs8ApxlZsuBYcB4AOfcMmAy\nsAx4G7jZaZS+iMSgtNRbA1wLmFTNj/HfwaIpgXds1pGtRVspKS1JTFBpzPzKrWamvC4iYVmyBC69\n1OvEJqHtLdlL28fasvGujTRv0NyXGA4cgObNoaAgsr4KWU9mMee6OTW2+IqfzAznXFyGVmsmNhFJ\nemr/rt4H6z6gf/v+viVvgPr1ITtbc6LXFCVwEUl6WoGsen63f5dTR7aaowQuIklPJfDq+d3+XU4d\n2WqOEriIJLXNm7021d69/Y4keW0u3MyGPRtqfPrUUKItgWs61cgpgYtIUps716s+r6NPq0rNWD2D\nYd2HkVEnw+9Q6NMn8gTeo2UPVu6KsOFclMBFJLmp/bt6ydL+DV5NyVdfQVlZ+MfktM5hxTcrEhdU\nmlICF5GkpvbvqpW5MmasnsFZPc7yOxQAWrSAZs1gY8j5N0PLzsxm27fb2FuyN3GBpSElcBFJWsXF\nsHQpnHii35EkryVbl5DZIDOpxlBH2pEto04G3Vp2Y+VOVaNHQglcRJLWxx/DccdBo0Z+R5K8Zqya\nkRS9z4NF05Etp1UOK3aqGj0SSuAikrRUfV49v5YPrUo0Q8l6te6ldvAIKYGLSNJSAq9acUkx8zfM\nJ7drrt+hHEYl8JqhBC4iSamsTD3Qq/NB/gcMaD/A1+lTQ4kqgbfO4etvvk5MQGlKCVxEktLy5V6P\n5g4d/I4keSXL7GsVde4MRUWwe3f4x/Rq3Usl8AgpgYtIUlL1efWSsf0bwOy78eDh6tisI3v276Fw\nf2HiAkszSuAikpSUwKu2qXATmwo3MajDIL9DCSnSjmx1rA49WvZQKTwCSuAikpTU/l21GatmMKxb\nckyfGko07eDqiR4ZJXARSTrbt8PWrXDssX5HkryStfq8XDRzoqsnemSUwEUk6cybByedBBnJWbj0\nXZkrY8aqGZzVPTmmTw3l6KMjHwuunuiRUQIXkaSj9u+qLd6ymJaNWpLdItvvUCrVsyesWwf794d/\njHqiR0YJXESSjtq/q5ZMq49Vpn59yM6GlRFMb57TSquSRUIJXESSyv79sGgRDBnidyTJK9nbv8tF\n2pGtbZO2HCg9wM69OxMXVBpRAheRpPLJJ94Y4qZN/Y4kORWXFLNg44Kkmz41lEg7spmZeqJHQAlc\nRJLK3LmqPq/KnPw5DOwwkGYNmvkdSrWi7cimdvDwKIGLSFKZN08d2KqSCu3f5aJd1EQ90cOjBC4i\nScM59UCvTrLOfx5KeQIvKwv/GPVED58SuIgkjZUroWFD6NLF70iS08Y9G9lctJmBHQb6HUpYWrSA\nZs1g48bwj1FP9PApgYtI0tDwsarNWD2D4d2HJ+30qaFE2pGtfDIX51zigkoTSuAikjRUfV61VGr/\nLhdpR7ZWjVpRL6Me277dlrig0oQSuIgkDSXwypW5MmasnsFZPZJ3+tRQopkTXe3g4VECF5GksHMn\nrF8P/fr5HUlyWrRlEa0btSYrM8vvUCIS1VAy9UQPixK4iCSF+fPhxBOhbl2/I0lOqdT7PFi0Q8nU\nka16SuAikhRUfV61VE3gnTtDURHs3h3+MapCD0+1CdzM/mRmW81sSdC2B8xsg5l9GridG/TcGDNb\nYWZfmlnq/bWJiC+UwCv37YFvU2b61IrMvKlxo+mJLlULpwT+InBOiO1POOcGBm7vAphZH2AU0Ac4\nD5hoZha3aEUkLZWUwMcfe2uAy5Hez3+fEzqeQNP6qTlBfMRDyVrlsGrXKspcBDPA1ELVJnDn3H+B\nXSGeCpWYRwKvOecOOufWAiuAwTFFKCJpb9Ei6N4dMjP9jiQ5zVg1IyWrz8tF2pGtWYNmNG/QnE2F\nmxIXVBqIpQ38VjNbZGYvmFn5v10nYH3QPhsD20REKqXq86qlyvKhlVFHtsSINoFPBLo75/oDW4DH\n4xeSiNQ2SuCV27BnA1uLtjKg/QC/Q4laNGPBNZSselEN2HDObQ96+DzwZuD+RiB4FuPOgW0hjR07\n9tD93NxccnNzowlHRFKYc94Uqo884nckyWnGqtSbPrWinj0hPx8OHID69cM7Jl16oufl5ZGXl5eQ\nc4ebwI2gNm8za++c2xJ4+D1gaeD+VGCSmT2JV3XeE1hQ2UmDE7iI1E75+d5qVd26+R1Jckr16nPw\nknZ2trdYzTHHhHdMTusc5m2Yl9jAakDFwumDDz4Yt3OHM4zsFWAe0MvM1pnZdcDvzWyJmS0CzgB+\nCuCcWwZMBpYBbwM3O81ILyJVKK8+13iVI5WWlTJz9UzO6p5a06eGEmlHNlWhV6/aErhz7vIQm1+s\nYv9xwLhYghKR2mPuXK1AVpn5G+bToWkHumSm/vqqkbaD92zVk7W711JaVprSzQeJpJnYRMRX8+ap\nA1tlpiyfwsjeI/0OIy4i7YneqF4jjmp8FOsK1iUuqBSnBC4ivtm+HdauhQGp28E6oaYun8rIo9Mn\ngUe8qIlmZKuSEriI+ObNN+Hss8PvmVybLN+xnMIDhQzsMNDvUOLi6KNh+XJv1EG4erVKj57oiaIE\nLiK++fe/4eKL/Y4iOU1dPpWLel1EHUuPj+kWLaBpU9iwIfxjclprMpeqpMdfhoiknKIiyMuD88/3\nO5LkNGX5lLSpPi8XzZzoX+9UFXpllMBFxBfTpsHJJ2v+81C2fbuNpduWcmbXM/0OJa4i7cjWq3Uv\nlcCroAQuIr5Q9Xnl/vP1fzirx1k0qNvA71DiKtKObN1admPDng0cKD2QuKBSmBK4iNS4khL4z3/g\noov8jiQ5pdPwsWCRVqHXz6hPp+adWLNrTeKCSmFK4CJS4+bMgZwc6KS1Co9QXFLM7DWzGZEzwu9Q\n4i6aoWTpMid6IiiBi0iNU/V55WatnsWgjoNo1aiV36HEXefOXufF3bvDP0bLilZOCVxEapRzSuBV\nSdfqc/Dmu+/d2xsPHi7NiV45JXARqVGffgqNG3vVqXK4MlfGW1+/xUW907dzQKTV6KpCr5wSuIjU\nqPLSt1YfO9JHGz7iqCZH0b1ld79DSZiIx4K3zlECr4QSuIjUKFWfV27K8ilc1Ct9S98QeQk8KzOL\nrUVb2VuyN3FBpSglcBGpMStXwo4dMGSI35Ekp3RavKQykZbA69apS7eW3Vi1a1XigkpRSuAiUmP+\n/W9v7HcdffIcYcU3K9i9bzcndDzB71ASqmdPyM+HAxHMzaKe6KHp30hEaoyqzys3ZfkULux1Ydos\nXlKZ+vUhO9urjQlXTiu1g4eS3n8pIpI0tm6FpUth6FC/I0lOtaH6vFw0c6JrKNmRlMBFpEa8+Sac\ney40SK/pveNiR/EOFm9dzNButePbTaQd2dQTPTQlcBGpEao+r9xbX7/F8O7DaVi3od+h1IholhVV\nG/iRlMBFJOEKC735z887z+9IktPU5VPTdva1UCKtQu/UvBO79+2mcH9h4oJKQUrgIpJw06bBKado\n7e9Q9pbsZdaaWZyfc77fodSY8gTuXHj717E69GzVk5U7I+j5VgsogYtIwqn6vHKz18ymf/v+tG7c\n2u9QakyLFtC0KWzcGP4xagc/khK4iCRUSQm8/bbW/q5MOi9eUpWI50RvpZ7oFSmBi0hCvf8+9OoF\nHTv6HUnyKXNlvPn1m7UygWtO9NgpgYtIQqn6vHILNy6kVaNW9GjVw+9QalykHdnUE/1ISuAikjBl\nZUrgVamt1efglcAjXVZUVeiHUwIXkYT55BOvs5LW/g5tyvIpab32d1UiLYG3bdKWA6UH2LV3V+KC\nSjFK4CKSMCp9V27lzpXs3LuTwZ0G+x2KLzp39uYHKCgIb38zUzt4BUrgIpIwSuCVm7p8aq1YvKQy\nZtC7t+ZEj0Xt/MsRkYT7+mvYtQsG184CZrWmLp9aa6vPy6kjW2yUwEUkIaZMgZEjtfZ3KN8Uf8Nn\nWz5jWLdhfofiq0g7smlZ0cPpX0tEEkLV55X7z4r/MKzbMBrVa+R3KL7SsqKxqTaBm9mfzGyrmS0J\n2tbSzKab2XIzm2ZmmUHPjTGzFWb2pZmdnajARSR5bdkCy5bBmWf6HUlyUvW5J+ISeKATmwt3EvU0\nF04J/EXgnArb7gVmOud6A7OBMQBmdgwwCugDnAdMNDOLX7gikgrK1/6uX9/vSJLPvoP7mLl6Jhf0\nusDvUHzXowfk58OBA+Ht36pRK+rWqcv24u2JDSxFVJvAnXP/BSoOvBsJvBS4/xJQXlF2EfCac+6g\nc24tsAJQFxaRWkbV55WbvWY2/dr1o03jNn6H4rsGDSArC1atCv8YVaN/J9o28LbOua0AzrktQNvA\n9k7A+qD9Nga2iUgtUVgIH3ygtb8ro+rzw0XVkU090YH4dWJTg4SIAPDuu3DqqdC8ud+RJJ8yV8bU\n5VNr7fSpoUQ1lEw90QGoG+VxW82snXNuq5m1B7YFtm8EugTt1zmwLaSxY8ceup+bm0tubm6U4YhI\nsnjjDVWfV+aTTZ/QomELclrn+B1K0ujTB2bNCn//Xq178fqXrycuoDjLy8sjLy8vIee2cHrzmVlX\n4E3nXN/A40eAnc65R8zsHqClc+7eQCe2ScAQvKrzGUCOC3ERMwu1WURS2IED0K6d1wO9Qwe/o0k+\n98++n4NlBxk/fLzfoSSN+fPhtttg4cLw9v9086dcN+U6Fv94cWIDSxAzwzkXl87d4QwjewWYB/Qy\ns3Vmdh0wHjjLzJYDwwKPcc4tAyYDy4C3gZuVpUVqj7w8r0pUyTu02rz6WGXKq9DDzRQ5rXJYuXOl\nhpIRRhW6c+7ySp4aXsn+44BxsQQlIqlJvc8rt3rXarZ9u63WLl5SmRYtvBXrNm70FjipTrMGzWje\noDmbCjfRqXnt7iOtmdhEJC7KyrzpU//nf/yOJDmVL16SUSfD71CSTjQd2TSUTAlcROLk448hMxN6\n9fI7kuSk6vPKaU706CiBi0hcqPq8cjv37uSTTZ8wrHvtXrykMkcf7XV8DFev1r00FhwlcBGJEyXw\nyk1dPpWh3YbSuF5jv0NJSqeeCu+/H/7+Oa1z+HqnqtCVwEUkZsuXQ0EBnHCC35EkH+ccTy94mtED\nR/sdStIaMAB27IB168LbX7OxeZTARSQm69fDFVfA9ddr7e9Q5m+Yz+59uxmRM8LvUJJWnTpw1lkw\nbVp4+/do1YM1u9dQWlaa2MCSnP7dRCRqc+fCkCHwgx/AQw/5HU1ymrBgArcOvpU6po/bqpxzTvgJ\nvHG9xhzV+CjWFYRZZE9T+osSkai88II3ZOxPf4K77wYtHHykjXs2Mm3lNK7rf53foSS9s8+G2bPh\n4MHw9i9fG7w2UwIXkYiUlMCtt8Jjj2nVser88eM/cnnfy8lsmOl3KEmvfXtvadEFC8LbX+3gSuAi\nEoEdO7yS0po18NFH0Lu33xElr30H9/Hcp89x2+Db/A4lZURSja51wZXARSRMixfDiSfCSSfB1Kne\npC1SudeWvsbADgPp3UbfcsIVSQLXZC5K4CIShn/+E4YPh9/9DsaNgwzNBlol5xwTPprA7YNv9zuU\nlHLqqd6ELjt3Vr+v2sCVwEWkCmVl8Otfw113eSWjH/7Q74hSw9z1cyk6UMQ5Pc/xO5SU0qABnH46\nzJxZ/b7dW3ZnfcF6SkpLEh9YklICF5GQCgvhe9+D997zOhYNHOh3RKljwkcTuG3wbRo6FoVwq9Hr\nZ9SnU/NOrNm9JvFBJSn9dYnIEVatgpNPhnbtYNYs76eEZ33Bemaunsk1/a/xO5SUVJ7Aw1nuu7b3\nRFcCF5HDzJgBp5wCt9wCzz4L9ev7HVFqeebjZ7iq31U0b9Dc71BSUk4O1KsX3uImtb0nuhK4iBwy\nYQJcfTVMngw/+Ynf0aSevSV7eeHTF7h18K1+h5KyzMKvRq/tPdGVwEUE5+CXv4RnnoEPP4QzzvA7\notT06tJXGdxpMDmtc/wOJaWFncBreU90JXCRWq60FG6+2fvA/OAD6NrV74hS06GhY0M0dCxWQ4fC\nvHmwd2/V+9X2dcGVwEVqsQMH4Mor4auvvHmo27TxO6LUNSd/DvtL93NW97P8DiXlZWZC//4wZ07V\n+2VnZrNr3y6WbQ+jwTwNKYGL1FLFxXDxxd7Pd96B5upzFZMJC7yhY6ZVXeIinGr0jDoZPHnOk4z6\nxyiKS4prJrAkogQuUgvt3u3Nad6mjTfLWsOGfkeU2vJ355O3No+rj7/a71DSRrjt4Nf1v46BHQZy\n29u1b855JXCRWmbrVsjNhUGD4C9/gbp1/Y4o9U1cOJFrjr+GpvWb+h1K2hg4ELZtg/Xrq97PzJh4\n/kTmbZjHy4tfrpngkoQSuEgtsnYtnHaaN8PaU09BHX0CxKy4pJg/ffYnbjnxFr9DSSsZGd78+9On\nV79v0/pNmXzJZO6afhdfbv8y8cElCf37itQSy5Z5yfvWW735zdVUGx+TlkzilC6n0KNVD79DSTvn\nnAPvvhvevn3b9WXcsHGMer32tIebC2e+ukRc2Mz5dW2R2mbhQrjwQnj0UbjqKr+jSR/OOfr9sR9P\nnfMUw7oP8zuctLNpExx3nFeVHk5Tj3OOq964ikZ1G/H8Rc8nPsAomBnOubh8fVYJXCTNvfcenH8+\nPP+8kne85a3No8yVMbTbUL9DSUsdO0Lnzt4X0HCYGc+c/wxz1s1h0pJJiQ0uCSiBi6SxKVPgBz/w\npka98EK/o0k/ExZ4a35r6FjihNsbvVyzBs34x6X/4M5pd7J8x/LEBZYElMBF0tRf/wo//rE3xjs3\n1+9o0s+aXWv4IP8Drux3pd+hpLVIEzhAv3b9+O3Q33LpPy5lb0k107mlMLWBi6Sh//1fePxxrwfv\n0Uf7HU16+vn0n2MYj579qN+hpLV9+6BtW8jPh5Ytwz/OOccV/7qCZvWb8eyFzyYuwAipDVxEQnIO\nHngA/u//vHnNlbwTo+hAES8uepFbBmvoWKI1bAj/7//BzJmRHWdmPHvBs7y39j1e/fzVxATnMyVw\nkTRRVgZ33AFTp8J//wvZ2X5HlL7+tuRvnJ59Ol1bdPU7lFohmmp08NrDJ186mdvfvT0t1w1XAhdJ\nAyUlcM01sGgR5OV5VY6SGIdWHRusVcdqSnkCj6bVtX/7/jx85sOM+sco9h3cF//gfBRTAjeztWa2\n2Mw+M7MFgW0tzWy6mS03s2lmlhmfUEUklL17vZnVdu70Jr3I1H9cQs1aM4u6deqS2zXX71Bqjd69\nvVkDv4xykrUfDfoRR7c5mp+++9P4BuazWEvgZUCuc26Ac25wYNu9wEznXG9gNjAmxmuISCX27IHz\nzoNmzeDf/4bGjf2OKP2Vr/mtoWM1xyz6anTveOO5C59j5pqZ/H3p3+MbnI9iTeAW4hwjgZcC918C\nLo7xGiISwvbtcOaZcOyx8Le/Qb16fkeU/lbtXMWHGz7k8r6X+x1KrRNLAgdo3qA5ky+ZzG3v3MaK\nb1bELzAfxZrAHTDDzBaa2ejAtnbOua0AzrktgFrjROJs/XpvXvMRI+Dpp7UoSU1wzvHYvMe4YcAN\nNK6nqo6aNmwYzJ3rNRlFa0CHAYzNHcuo19OjPTzWf/tTnXMDgRHALWZ2Gl5SD6bB3iJxtHy5N6zm\nppvg4Ye1KElNWLRlEbkv5fLhhg+5Y8gdfodTK7VoAf36ecMjY/GTE35CTqscfjbtZ/EJzEcxrQTs\nnNsc+LndzP4NDAa2mlk759xWM2sPbKvs+LFjxx66n5ubS66mixKp0qefevOa//a3cP31fkeT/nYU\n7+D+2ffzxldv8FDuQ4weOJqMOhl+h1VrnXuuV41+9tnRn8PMeP7C5xn03CC+P/n79GzZk6zMLLIy\ns+iS2YWszCxaNmwZtz4OeXl55OXlxeVcFUU9E5uZNQbqOOeKzKwJMB14EBgG7HTOPWJm9wAtnXP3\nhjheM7GJRGDOHLjkEvjjH71e55I4JaUlPPPxMzw852EuP+5yxuaOpWWjCKYBk4RYsMD74rp0aezn\n2m6dsTIAABNJSURBVLhnI3lr81hXsM677fF+ri9Yz8Gyg98l9OZZRyT4Ls270KBug6iuG8+Z2GJJ\n4N2AN/CqyOsCk5xz482sFTAZ6ALkA6Occ7tDHK8ELhKm//wHrrsOXn3VawuUxJmxagZ3TruTjs06\n8tQ5T3Fs22P9DkkCSkuhXTtvvoPOnRN3nYJ9Bazfs/5QQi9P8OX3Cw8U8sjwR7iu/3URl9STIoHH\nfGElcJGwvPIK/PSn3gxrQ4b4HU36WrVzFT+b/jM+3/Y5T5z9BBf1vkhDxZLQZZd5Veh+NiEt2rKI\n0VNHk9kwk2cveJaerXqGfazmQhepJSZOhHvugdmzlbwTpehAEWNmjmHIC0M4qfNJLLt5GSOPHqnk\nnaRiHU4WD/3b92f+6Pmcn3M+J71wEo/89xFKSktqPA6VwEWS1IQJ3m3GDOjWze9o0k+ZK2PSkkmM\nmTWGod2GMn74eDo26+h3WFKNjRuhb19vHoSMJOhPuHrXan781o/ZXrydFy58gUEdB1W5v6rQRdLc\nwoVwwQXez6wsv6NJPws3LuT2d2+ntKyUCedN4KTOJ/kdkkSgb194/nk4KUl+bc45Xl7yMnfPuJur\n+l3Fg7kP0qR+k5D7qgpdJI0VFsLll3tLgip5x9eWoi1cN+U6Rr42kh8N+hHzR89X8k5ByVCNHszM\nuPr4q/n8J5+zuWgzfZ/py4xVMxJ+XSVwkSRz++1wxhnekDGJjwOlB3h07qMcN/E42jZuy1e3fsW1\n/a+ljukjMBUlWwIv17ZJWyZ9bxL/N+L/uPHNG7nm39fwTfE3Cbue/npFksjf/w7z5sFTT/kdSfr4\nz9f/4biJxzFn3Rw+vOFDHjnrEZo3aO53WBKD006Dzz+HXbv8jiS083LOY+nNS2nZsCXHTjyWVz5/\nhUQ0GasNXCRJ5OfDiSfCO+/AoKr7wUgYvtrxFXdNu4vVu1bz1LlPcW7Pc/0OSeLovPPghhuSv6bq\now0fMfrN0XRp3oVnzn+Gri27qg1cJJ2UlsKVV8Lddyt5x6pgXwE/m/YzTnvxNIZ3H86SnyxR8k5D\nyVqNXtGQzkP45KZPOLXLqQx6Lr7/3CqBiySBhx+G99+H6dO1sli0SstK+cuiv3D/e/dzQc4F/Gbo\nb2jXtJ3fYUmCfPmll8Tz81NnQZ9VO1fRs3XPuJXAY1rMRERi9+GHXo/zTz5R8o7W3HVzuf3d22lY\ntyFv/fCtasfiSuo7+mjv51dfQZ8+/sYSrh6tesT1fErgIj7asweuuAKefRY6dfI7mtSzYc8G7pl5\nD3Py5/DI8Ef44XE/1AxqtYTZd9XoqZLA403f90V8dMst3ofQyJF+R5JanHM8veBpjv/j8XRr0Y0v\nb/mSy/teruRdy6RKO3iiqAQu4pO//c2rNv/4Y78jSS2lZaX8dNpPmb1mNgtGL4h7taSkjmHDvEVN\n3nnH65Ve26gTm4gPVq/2FieZMQP69/c7mtRRXFLM5f+8nMIDhfxz1D9p0bCF3yGJz2bOhJtuglNO\ngSefhKOOSuz1nIMNG6BxY8jMhLoRFoPjOZWqSuAiNezgQa/d+777lLwjsbVoKxe+eiF9jurD5Esn\nUz+jvt8hSRIYPtyb1OWBB+C44+Cxx7whmYloTXn/fe//dvlyb+jnnj3QsKGXyMtvzZsf/rjiLZ5U\nAhepYb/+NSxYAG+/rV7n4fpqx1eMmDSCq/pdxdjcsWrrlpA++QRGj/ZK4c8+G79V/BYuhF/+Elat\ngoce8tYkz8jwSuNFRVBQ4CXzgoLqb1OnajUykZT0wQcwahR89hm0b+93NKlhTv4cLv3HpYwfNp7r\nBlzndziS5EpK4Ikn4NFHvdLy7bdHXs1d7osv4Fe/8r5w/+pXXnt7vXqxxafVyERS0O7dcNVV8MIL\nSt7hem3pa1wy+RImfW+SkreEpV49uOcemD8f3noLTj4ZFi+O7ByrV8PVV8PQoXDqqbBiBfzoR7En\n73hTAhepgnPw3nteD9du3bxlPidOhCVLvDawSM7zox/BRRfB+ecnLt504Zxj/H/H84sZv2DW1bMY\n3n243yFJiunZE2bNgp/8BM46C8aMgb17qz7m/7d370FWlGcex7+PcpmLclWBZUARsAyCNwJJAQZ0\nQ6BwSrMaGUe3kr2HuFZ2i7DuWmVVprasZLW2Fkmqsv4Rjbq1DAWjrLgStEhks4JBNAgMd9YMw0XB\ncJlBYEbgPPvH28M0AzPDGc5l+vD7VHWdPu/pPt391Hvmme5++33374fHHoOJE2HkyJC4f/ADKC7O\nzT6nSwlc5ALOnIFXXw0txefMgQcfDPesp08P99lmz4aBA0Nif/ppWLUKTpxo//tefhm2bIFnn83Z\nISTW6dRp5vz3HBbVLuK9v3yPcYPG5XuXJKHMwmXvjRvDWfWtt4Z/yNs6dAieeALGjYPS0tC72w9/\nGBqkdWe6By4S09wMr7wSWrL26xcuxd1/f2iw0tZnn4WhP999N0wbN4ZWsJMnw5Qp4XXQINi1K1zG\ne+ed8Lm071jzMSpqKkh5iiUPLeHq3lfne5ekgLzxRmvnSc8+G37X8+fDT38KDz0ETz2V/R4RM3kP\nXAlchNA69PnnYcECuO22kLinTk3vUZSTJ0Nr1dWrQ0JfswauuSaczc+dC48/nr39LwT7j+2nfGE5\n44eM52f3/oyeV3azG45SEBobQ+O2114Lv80ZM6CqCm68MTfbVwIXyZBPPoHnngsNy2bODJfRbrst\nM9+dSoXL5nV14b63nnxqX+3BWu5deC/fHf9dnpzypB4Tk6xbvx5694YxY3K7XSVwSaxTp8IZ6vLl\nofvDffu69j29ekFZGQwbBsOHt04t7wcP7vgZ6x07wmMmNTWh04e5czP3zKik51cf/4rKVyuZP2M+\nj976aL53RySr1BObJMqnn8KKFfDmm6Hbw1GjYNascNY7enTXvrOpKST/+vrWac0a2LMnzB85Eu5l\nxRP8sGHhkvaiRaFHpe99LyTybHe9KOc7ePwgSzYvobq2ml2Hd7H4ocVMu2FavndLJFF0Bi4Zl0qF\ne8HLl4dp167QenvWrNBqe9Cg7O9DU1Por7i+vjWp19eHx0SmTw+9NV11Vfb3Q1o1NjeydOtSFtYu\nZO3etZTfVE7l2Eqmj5yublHlsqFL6NLtHDkCb78dzrJXrIDrrgv3fWfNCoMMdLcOECQ3Tp46yZs7\n36S6tpqVH6/k7hvupnJsJeU3lVPaqzTfuyeSc0rgkndHjsB774X72b/5TejpaOrUkLBnzYLrr8/3\nHkq+nE6dZuXHK6murWbZ9mWMHzKeyrGVPPClB+hf3D/fuyeSV0rgklPusHt3eDSq5RGp3bthwoTw\nvHPL1F17K5LObflsCws3LeS1ra/RdLqJvkV96du7b+trNN+nd59zy2OvdUfrqN5UTc3WGkb0G0Hl\n2Epm3zKbIVcPyffhiXQbSuBynlQKDhwI93179Dh3+Lp0O/I/fTp0ShJP2KlUa6KePDk8aqXL4slW\nd7SORbWLqK6t5tCJQ1TcUkHF2AoGFg+kobmBhqaGdl8bv2g8r3xg8UAqbqng4bEPM3LAyHwfnki3\npAR+GTp2rLUhVrxRVsv7vXtDz2FDh4Zk2zJ0XWNjeNaxszFq+/QJg22sXg1r14ZW2/EexUaM0HPM\nheDA5wdYsiW0/t7+h+18a8y3qBxbyV3X38UVpp6VRbJNCbzAnDoVWkd3lKC/+OL8Z53j78vKLnwJ\n2x2OH29/rNp4eWlpaHA2aRIMGJD7OEh2NDQ1sHTbUqprq9X6WyTPlMAvUXNzxwOut012x49DSUnn\nZ7Dx90VFYVvucPhw+8m5vh4OHgyPVl2oQ5KWqX9/nQHLxbtQ6+9Hxj1C+U3llPQsyffuiVy2EpHA\nzWwm8BxhxLMX3P2ZNp+nncDdQ3/TnSXczhJzKtV5Ao5PpaVhpKl0tgFh3ePHQ69hF0rKLdOQIbqf\nLOlJeYoDnx+gvqGe+oZ69jTuOWd+56GdTBg64Wzr735F/fK9yyJCAhK4mV0B7AD+GNgPrAMedvdt\nsWX8l7/0tM6EGxpCg6zi4lVce+20i0q+7Z0dZ/tstqkp7G9xce6HpFu1ahXTpk3L7Ua7oO5oHQeP\nH8z5dj9c8yHjJ43P+XbT5e4cPnn4nOTckqD3Nu6lX1E/hvUZxvC+w89OLe9HDRjFwJKBXdpuUupP\nvig+HVN8OpaErlQnAjvdfTeAmS0C7ge2xReaP//8ZDt6dMfJt1cvqKpaRVXVtCztemYUFbVeRs+1\npPyAarbUsHjz4pxvd9+yfQw9muUxAzOkf3H/s0n5nhH3nE3SZX3KKO6Znef2klJ/8kXx6ZjikzvZ\nSuBDgT2x93sJSf0cb72Vpa1LIsybNI95k+blfLtV+6qo+uuqnG9XRCST9NyIiIhIAmXrHvhXgSp3\nnxm9/yfA4w3ZzEzPkImIyGWnuzdiuxLYTmjE9gnwPlDp7lszvjEREZHLUFbugbv7GTN7HHib1sfI\nlLxFREQyJG8duYiIiEjXdYtGbGb2gpkdMLONsbJbzWyNmW0ws9fN7KqovIeZvWRmG81sc3R/vWWd\nd8xsm5mtN7Pfmdk1+TieTEszPj3N7MUoPuvNbGpsnTuj8h1m9lw+jiUbMhifQq0/ZWb26+j3ssnM\nvh+V9zezt81su5m9ZWZ9Y+s8aWY7zWyrmX0jVl5wdSjD8Sm4OpRufMxsQLT8MTP7SZvvuuzrTyfx\nSa/+uHveJ2AKcDuwMVb2PjAlmv8z4J+j+UpgYTRfDPweGB69fwe4I9/Hk+f4PEa4ZQFwLfBBbJ21\nwIRofjkwI9/H1s3iU6j1ZzBwezR/FaF9ys3AM8ATUfk/Av8SzY8B1hNusd0A7KL1al3B1aEMx6fg\n6lAX4lMCTAL+BvhJm+9S/ek4PmnVn25xBu7u7wJH2hSPjsoBVgIPtiwOlFpoKFcCNAONsfW6xTFl\n0kXG54Fofgzw62i9z4CjZvZlMxsMXO3u66LlXgG+md09z41MxCe2XiHWn0/d/aNo/nNgK1BG6Fzp\n5Wixl2mtD/cBi9z9tLvXATuBiYVahzIVn9hXFlQdSjc+7n7C3dcQ/jafpfrTcXxiLrr+dOeKttnM\n7ovmZxMCAlADnCC0bq8D/tXdj8bWeym69PBUzvY0P9rGZ1g0vwG4z8yuNLMRwPjos6GEDnVa7I3K\nClW68WlR0PXHzG4gXK34LTDI3Q9A+CMEXBct1rYjpn1RWcHXoUuMT4uCrUMXGZ/2qP5cnIuuP905\ngf8F8Ldmtg4oBb6Iyr8CnCZctrgRmBcFDeARdx8H3AXcZWZ/mtM9zq324vMi4Q/KOuDfgNXAmbzs\nYX51JT4FXX+idgA1wN9FZwptW7Be1i1aMxSfgq1Dqj8dy0f96bYJ3N13uPsMd58ALAL+L/qoEljh\n7qnoEuhq4MvROp9Er8eBhVyg+9ZC0V583P2Mu8919zvd/U+A/oSBZfZx7plmWVRWkLoQn4KuP2bW\ng/DH5T/c/fWo+ICZDYo+Hwy0jCzTXl0p2DqUofgUbB1KMz7tUf3pRLr1pzslcIum8Mbs2uj1CuAp\n4N+jj+qBe6LPSoGvAtuiS6IDo/KeQDlQm7O9z77O4vN89L7YzEqi+enAKXffFl3CaTCziWZmwLeB\n1ykclxSfy6D+vAhscfcFsbJlhAZ+AN+htT4sAx42s17RbYZRwPsFXocuOT4FXofSiU/c2d+k6k/H\n8elS/cl2C72LmQj/aewn3NSvB/4c+D6hNd824EexZUuBxdGB1QJzvbVl3wfAR8AmYD5Ry9CkT2nG\n5/qobDOhI51hsc/GR7HZCSzI93F1p/gUeP2ZTLhN8BGh9fTvgJnAAEIDv+1RLPrF1nmS0Lp6K/CN\nQq5DmYpPodahLsbn98AfCA2M64GbVX86jk9X6o86chEREUmg7nQJXURERC6SEriIiEgCKYGLiIgk\nkBK4iIhIAimBi4iIJJASuIiISAIpgYvIBZnZu50vJSL5oufARUREEkhn4CIJZWZLzWydmW0ys7+K\nyo6Z2dNm9pGZrYl1KfsLM1tgZqvNbJeZPRCVl5rZSjP7wMw2xEZww8yORa+Dzex/ohGSNprZ5Hwc\nr4icS2fgIgllZv3c/aiZFRFGV5tK6J6x3N2Xm9kzQIO7/8jMfgGUuHuFmX0JWObuo83sSqDY3T+P\n+mH+rbuPjr6/0d37mNlcoLe7/zjqw7rEw2ALIpJHPfK9AyLSZX9vZt+M5suA0UCzuy+Pyj4Evh5b\n/r8A3H2rmbWMTWzAj83sa0AK+CMzu87d4yMnrQNeiAZYeN3dN2TpeEQkDbqELpJAZjaVMCrfV9z9\ndsIACEXAqdhiZzj3n/Tm+FdEr48C1wB3uPsdhCEPi+Lbcvf/Bb5GGPrxpUIa41okyZTARZKpL3DE\n3ZvN7GbCsLoQG56wEy3L9QUOunvKzO4mjNZ2zjJmNjxa5gXg58Cdl7z3InLJdAldJJlWAHPMbDNh\nuMI1UXl7jVralre8/0/gDTPbQBjKcOsFlpkG/IOZnQKOEcZxFpE8UyM2ERGRBNIldBERkQRSAhcR\nEUkgJXAREZEEUgIXERFJICVwERGRBFICFxERSSAlcBERkQRSAhcREUmg/wfs+v9xX+4dtQAAAABJ\nRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_prenom(prenom):\n",
" fig, ax = plt.subplots(figsize=(8,6))\n",
" prenom_tab = nat[nat.prenom == prenom]\n",
" title = \"Evolution par genre du prénom {}\".format(prenom)\n",
" # print(prenom_tab)\n",
" #print(prenom, prenom_tab.groupby('genre')['nombre'].sum())\n",
" grp = prenom_tab.groupby('genre')\n",
" for label, data in grp:\n",
" data.plot(x='annais', y='nombre', kind='line', ax=ax, title=title, label=label)\n",
"\n",
"for prenom in genre_mitige.groupby('prenom')['nombre'].sum().sort_values(ascending=False).index.tolist()[:15]:\n",
" plot_prenom(prenom)"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [Root]",
"language": "python",
"name": "Python [Root]"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}