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@sslampa
Created July 11, 2015 04:37
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Team Archon 1
{
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"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"cd C:\\tmp"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"C:\\tmp\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"import datetime\n",
"import time\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import create_list\n",
"%matplotlib inline"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#amazhs, deernadia, hero_firebat, xixo, zalaehs, orange_hs\n",
"df = pd.read_csv(\"june_final.csv\", header=None, names=['id', 'name', 'followers', 'current_viewers', 'date_time'])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Extracts individual pieces to be used later for the new datetime\n",
"df['years'] = pd.DatetimeIndex(df['date_time']).year\n",
"df['months'] = pd.DatetimeIndex(df['date_time']).month\n",
"df['days'] = pd.DatetimeIndex(df['date_time']).day\n",
"df['hours'] = pd.DatetimeIndex(df['date_time']).hour\n",
"df['minutes'] = pd.DatetimeIndex(df['date_time']).minute"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"datetime_df = create_list.make_empty_dataframe(df)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#deernadia might also be streaming under nvidia\n",
"archon = ['amazhs', 'deernadia', 'hero_firebat', 'xixo', 'zalaehs', 'orange_hs', 'backspacehs', 'purpledrank_hs']\n",
"archon_df = df[df['name'].isin(archon)]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"create_list.clean_date(archon_df)"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"archon_df_agg = archon_df.groupby('test').agg({'current_viewers': 'sum', 'followers': 'sum'})\n",
"archon_df_agg.reset_index(inplace=True)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"temp_df = pd.merge(datetime_df, archon_df_agg, how='outer', left_index=True, right_on='test')\n",
"temp_df.reset_index(inplace=True)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"temp_df['current_viewers'].fillna(0, inplace=True)\n",
"temp_df['week'] = pd.DatetimeIndex(temp_df['test']).week\n",
"temp_df['weekday'] = pd.DatetimeIndex(temp_df['test']).weekday"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"temp_df.drop(['index', 'A'], 1, inplace=True)\n",
"temp_df.set_index('test', inplace=True)\n",
"temp_df.index.name = None"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig2, axes= plt.subplots(nrows=2, ncols=2)\n",
"temp_df[(temp_df['week']==22) | (temp_df['week']==23)].plot(y='current_viewers', ax=axes[0,0], title='Week 1', figsize=(16,8))\n",
"temp_df[temp_df['week']==24].plot(y='current_viewers', ax=axes[0,1], title='Week 2')\n",
"temp_df[temp_df['week']==25].plot(y='current_viewers', ax=axes[1,0], title='Week 3')\n",
"temp_df[(temp_df['week']==26) | (temp_df['week']==27)].plot(y='current_viewers', ax=axes[1,1], title='Week 4')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 29,
"text": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12161af0>"
]
},
{
"metadata": {},
"output_type": "display_data",
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IVC8Pju+aN3sryhOTwHEcUinoy+iULskymasdtPqS3j1YjZhERPaNrnBEJDK1\nyoPjehE6lS+/uIznKMvlC0UcB/r70qVtKg+WJKiXaaU7qoPJN1L6oPesiEhVClpFJDL+PK4ZS950\nYjANmnERnYALSX9eYH/vdNCq8mBJgrpzWts0jqg1NKe1DeMQEUkqBa0iEplcrSVvYnqFtnXXeKeH\n0LSsV2I5oEyrJMzkVL72Dl3SiKnQwJzWpB+jiEiUFLSKSGT8C7VMRSOmVHyntLJ5R3nQGtdxBk1k\nvaC1f7q3XlFBqyRAtnJOa5XUatJfzY28H5N+jCIiUVLQKiKRKXg1qukZmdZUEqpuAdi+e7L+Th22\neywLwPyB3tK2ouqDJQFmluOXf1uKYZNywhARkUg0tOSNMeYU4CvW2rONMW8HfgY85z38XWvtYmPM\nR4GLgDxwlbX2LmPMHOBWYAgYBT5srd1ujDkV+Ka37zJr7ZWtPSwRiQM/aO1JJXdm2j2/fYk3H3kg\nJ5qhTg8l1ORUnm/8cA0A8+cEg9ZOjUikcfXXaW3TQCLWSMytkn4RkerqZlqNMZ8BbgD6vU0nAl+3\n1p7t/VtsjDkMuBQ4DTgPuNpb4PwSYI219kzgFuAK7zmuBz5orT0DOMUYc3xLj0pEYsHP9qV7KsqD\ngSQVwz25YUenh1DVyN6p0tfz5qg8WJJlRtDapeXBce2WLiKSFI2UB68DPsD0R8mJwPuMMfcZYxYZ\nY+YDJwMrrbU5a+2I9zPHAacDS72fWwqcY4wZBPqstRu87XcD57TmcEQkTgpeui+dkDmt1TIdqZ74\npnuCS/QcOL+/9LXKgyUJsrk6jZg8ib8HoxVvRET2Sd2g1Vr7Y9wyXt8q4NPW2rOA9cDngUFgT2Cf\nUWAhsAAYqbEtuF1EuowfOPXEOOgLylfp8Bnn8mZ/TuDBCwd485EHlrYr0ypJUL88OL7vvWY08m7U\nO1ZEpLqG5rRW+Im11g9QfwJ8G1iOG7j6BoHduMHpYI1t4Aaxu+v90qGhwXq7SIvoby2tMjCnD4BX\nHTiv7HXV05Mine6J3WttfDIXun3e3L7YjdX38q4JAM575+t51avmTz+QSsV2zCK+hhsxJT2k000k\nEZF9Mpugdakx5hPW2tW4Zb2PAA8DXzLG9AMDwDHAWmAl8F5gNXA+sNxaO2qMmTLGHA1sAM4FvlDv\nlw4Pj85iqNKsoaFB/a2lZUbH3M67IyMTZa8rx4F8vhi719rYRHjQOjmZi91YfVuHxwAoTOXZtWtv\naXsuV4h9RIATAAAgAElEQVTtmONAAX08zFjypoqkx3yNDT/hBykiEqFmglb/bHox8B1jTA7YDFxk\nrR0zxlwLrMAtOb7cWps1xlwH3GyMWQFkgQ8FnuM2IA3c7QXAItJl/HVaKxsxQTw7Zeby4S1341yh\n6Geq+vvSZdsLmtMqCTBRrxGT933SX82NdQ+OfhwiIknVUNBqrX0BtzMw1to1wBkh+ywCFlVsmwAu\nDNl3FfDO5ocrIklSqDKnNa5BYKFQLWiN6YCBydx00Bocpea0ShLMKA+uEN93noiItFMj3YNFRGal\n2pI3cZWrErQmoRHTQG/5PUh1D5YkaLQ8OPGpVhER2ScKWkUkMgWn+jqtcUwEFqp1D47xmXJyym3u\n3t+XLkthK2iVJKjXPdh/TSd9ndNGpkPE8ZwoIhIXMb4UE5Gkq7rkTUwzl9UyrakYFyn6maqBijmt\nKg+WuHMcp3TTpZrSO28/eDknPTAXEYnSbLoHi4g0pGYjpnYPpgHVMq0xjbGBQCOmXjVikmTJ5Yt1\ns4sxfus1paF7SHrLiohUpUyriESmaiMmiGUtXD6Bc1onA5nW4DBVHixxN9nofFaSH88pZhUR2TcK\nWkUkMsXSnNaKU00qnhdo1YLWGMes042YKpe8qZI1FomLep2Dgeklb5L+ck78AYiIdJaCVhGJTKFK\n9+C4xoD5quXBcR3x9NqymXT56dxB81ol3qaqrIscFOf55M1o6J2ot6uISFWa0yoikanaiAlieYGW\nxExr6cZAeuYgi0WHnpDt0h2MMacAX7HWnm2MeTvwM+A57+HvWmsXG2M+ClwE5IGrrLV3GWPmALcC\nQ8Ao8GFr7XZjzKnAN719l1lrr4xy/HkvaO3N9JRuvlRKdUknpsbKg5N9jCIiUVKmVUQiU/CCwBmZ\n1lQqlhdo1YLWOCcsSzcGUqkZGWE1Y+pexpjPADcA/d6mE4GvW2vP9v4tNsYcBlwKnAacB1xtjOkD\nLgHWWGvPBG4BrvCe43rgg9baM4BTjDHHR3kMfqDal6l/KZL4V3IDBxDn84yISKcpaBWRyPjrtIZl\nWuN4gVZtyZs4l9kWHCc0YAWYzNZeTkQSbR3wAaar7U8E3meMuc8Ys8gYMx84GVhprc1Za0e8nzkO\nOB1Y6v3cUuAcY8wg0Get3eBtvxs4J8oDyOXdOa29DQStSY9a43iTTkQkSRS0ikhkitXmtMa0YrVa\n86I4d+ItFp3STYHKP+uusWz7ByRtYa39MW4Zr28V8Glr7VnAeuDzwCCwJ7DPKLAQWACM1NgW3B6Z\nqVKmdbqJWOVrOM7zyZsS31OIiEgiaE6riESm5pzWGKpWHhzjmJVC0aGyObNv50iW1x/W3vFIx/zE\nWusHqD8Bvg0sxw1cfYPAbtzgdLDGNnCD2N31funQ0GC9Xaqas3kUgLlzemH3BAADA71l+7zqVfMA\n6OvP7NPv6rRMpry799DQ4IyAfGBOb6KPUUQkSgpaRSQyhaJDKjVzndMU8SwPrtY92InjYD3FojOd\nya64N7B3Mtf+AUmnLDXGfMJauxq3rPcR4GHgS8aYfmAAOAZYC6wE3gusBs4HlltrR40xU8aYo4EN\nwLnAF+r90uHh0VkPeMfOvUD5y3ai4jW7Y4e7z+Rkbp9+Vyfl8gWe3bSrbNvw8OiM88r4+FRij1FE\npBVq3bhT0CoikSkEA6oy8cy8Vs+0xjho9ea0wsy/arUgXLqK/z/5YuA7xpgcsBm4yFo7Zoy5FliB\nOx3ocmtt1hhzHXCzMWYFkAU+FHiO24A0cLcXAEcmrBHTzPLgKEfQHjf87CkteSMiso8UtIpIZAqB\n+ZYzxe8KrWr34PrLSXZMseqNgeklRaQ7WWtfwO0MjLV2DXBGyD6LgEUV2yaAC0P2XQW8M4qxhvGD\n1t7e6u01uiBm5RE73NB+8TsjiojEhxoxiUhk3IBq5mkmlYrnBVq1zGScM61lNwYq0lLVgnCROMiF\nNGKqJsZvQRERaQMFrSISmVpZwDhehFYtD45xJ6Zaf+NqS/iIxIG/5E3NdVq9GzHxfQe20H5xkCIi\ns6OgVUQiU608OK7z1JI4p7VQY8kbZVolzvybKn1dXh7cKK3lKiJSnYJWEYlMrSxgHFUvD27zQJpQ\nLDozujP78vkYD1z2e1O5xsuDY1ma0WLdf4QiIrOnoFVEIlMoFkMDqhSpWC4jk8Ty4FqZVpUHS5xN\nTrnlwQP9NYJW70Ud33dgC+0XBykiMjsKWkUkMlWXvIltI6Yq3YNjGGD7anYPVtAqMZbNuUFrf2/1\noDU5dRrh4nzuEBFJEgWtIhKZYtEhnQ7LtMZTErsHF51g9+Dyx7TkjcRZ1s+09lVffS+VSnaqNdfE\nezChhygi0hYKWkUkMjXXaY3hFVr18uA2D6QJwUxrqiJqVXmwxJmfaR3om860VmvSFsPTRUMmvWNs\nSIxvjomIdJqCVhGJTNFxSIddhaZSsbwITWJ5cK0bA34mSySOJqcK9GZ6yl6/1d5qcX4P1tLMezCZ\nRygi0h4KWkUkMoVClSVvOjCWRiSyPLg4fWMgeH+gN9PD7r1THRqVSH3ZXIH+3nTN80Fcl8dqVFNB\na3xPMyIiHaegVUQiU7URE8TyCq2QsO7BRcdd2THsxsCB8/vZPZZt/6BEGpSdyrtNmAIv36QHqZWa\nKg8WEZGqqnc/CDDGnAJ8xVp7tjHmDcBNQBFYC3zcWusYYz4KXATkgaustXcZY+YAtwJDwCjwYWvt\ndmPMqcA3vX2XWWuvbPWBiUjnVetsm4pp9+Bqc0BjGF8D08F0WNC6YH4fz7+8x23U1G2RgHSFbK7I\nwnl9NffxX7lxfQ/WMzmVb2LvhB6kiEgb1M20GmM+A9wA9Hubvg5cbq09E/fz5AJjzGHApcBpwHnA\n1caYPuASYI237y3AFd5zXA980Fp7BnCKMeb4Fh6TiMRArSwgxPMitJCw8mB/Dm66Z+apfE5fBseB\nXE7NmCSeJqcK9PelZzQQK5fsGy7ZqSa6B8fzNCMiEguNlAevAz7A9CfHCdba5d7XS4BzgJOAldba\nnLV2xPuZ44DTgaXevkuBc4wxg0CftXaDt/1u7zlEpIv4WcDwTGs8L0TzVcqA41oe7M/B7cu4p/Lg\n37Xf68iq8kSJo3yhSL5QdOe01jgdxPRU0bBm1kqO51lGRCQe6gat1tof45bx+oIfIaPAQmABsKfK\n9pEa24LbRaSL+FnLnpAsYFw51YLWmF5N+mtA9mZm/o39ZUSaK08UaY8p72ZKf2+6zp6upHYPbiZo\nVdQqIlJdQ3NaKwTPwAuA3bhB6GBg+2DI9rBtweeoaWhosN4u0iL6W0sr7J3IATBnoHfGayqT6SGV\niuFrrUpWJ5Ppid9YgXzKDVbnz+tnaGiQnr7pU/qBC+cAMHfeQCzHLvu3yanpNVobqbxIajzXVNAq\nIiJVzSZofcwYc5a19j7gfOAe4GHgS8aYfmAAOAa3SdNK4L3Aam/f5dbaUWPMlDHmaGADcC7whXq/\ndHh4dBZDlWYNDQ3qby0tMeYFrYV8YcZrqlAoUiw6sXut+ZnLSpPZfOzGCrB1eAyY/hsHuwUX825Q\nsHnrCIN9ycl2t4sC+c7K+pnWvtqZ1uSXBzcebjuJDc1FRKLXzJWMfzb9FPBFY8wDuEHvndbarcC1\nwArcIPZya20WuA441hizAvgr4Ivec1wM3AasAn5rrV29z0ciIrFSqNHZNq6KxfBOu3EtTfQviGuX\nB2tOq8RPNlAenJwzRPOq3QgLFc/TjIhILDSUabXWvoDbGRhr7XPAu0L2WQQsqtg2AVwYsu8q4J1N\nj1ZEEqNmIybi2Smz6Dj09KQoVmRHkjKnNfiXHvBKhbNqxCQxlJ1qbE6r31k4jueLRqgRk4hIa6hm\nTEQiUfAu1sIzralYXqBVW1c2rkve5LwS4Ex65qncDwbUiEniqHxOa40dE56GbSpojedpRkQkFhS0\nikgkCk718uC4zlPzM62VqnUV7rRcoaJ7cOAPq/JgibPyOa3VTwj+I0md79nMnFYREaluNo2YRETq\n8suDM1XntMbvYq5QdEprngbFN9PqBa0hmVY/aM0qaO1axphTgK9Ya882xrwBuAm3w/9a4OPWWscY\n81HgItyl666y1t5ljJkD3AoM4S4792Fr7XZjzKnAN719l1lrr4xq7MHy4IZuYsXzLVhXc92DE3qQ\nIiJtoEyriESiViOm2M5pLYaPtxjTVSv8TGtGc1r3O8aYzwA3AP3epq/jNkE8E/elcIEx5jDgUtye\nFOcBVxtj+oBLgDXevrcAV3jPcT3wQWvtGcApxpjjoxr/ZG66PLgWP6CN4emiIZrTKiLSGgpaRSQS\nxVrdg1PxvEBL2pzWQqF6syt/KZHJrILWLrUO+ADT9ypOsNYu975eApwDnASstNbmrLUj3s8cB5wO\nLPX2XQqcY4wZBPqstRu87Xd7zxGJskxrzT1jOpegQU1lWuN5mhERiQUFrSISiULN7sHxvBAtOgkL\nWiv/xoGh9/W6p3dlWruTtfbHuGW8vuALdxRYCCwA9lTZPlJjW3B7JMrmtDZUHhzP92A9uXwyxy0i\nEjea0yoikai7TmvMruWKNRpHxfV6uXJZoeDI/fVmk9rARpoWTOktAHbjBqGDge2DIdvDtgWfo6ah\nocF6u4RKefOwDz90AcO7JkrbBwb6Qp+/tzcz69/VSemQOfLgHleqYjJvX38yj1FEpB0UtIpIJGqt\n0+qWB8crmKo13mJMuweXMq0hjZhKXVfjOXRpvceMMWdZa+8DzgfuAR4GvmSM6QcGgGNwmzStBN4L\nrPb2XW6tHTXGTBljjgY2AOcCX6j3S4eHR2c12N0jkwCMj02yZ2Q6aJ2cnCrbb/t29/mncvlZ/65O\n2js+Fbp9eHgUp+LNOTmZS+Qxioi0Sq0bdwpaRSQS06Wr1QOqOKk1Bze25cHefLlSpjWYufEb2MRz\n6NI6/v/hTwE3eI2WngLu9LoHXwuswJ0OdLm1NmuMuQ642RizAsgCH/Ke42LgNiAN3G2tXR3VoKvP\naa34LuGvYy15IyLSGgpaRSQSNRsxQezKg0tBdsj6G7HPtIb8jVUe3P2stS/gdgbGWvsc8K6QfRYB\niyq2TQAXhuy7CnhnBEOdoXyd1qDuer021T24uw5dRKSl1IhJRCJRsxFTDLsHOzXntMZttK58qTy4\nRu46nkOX/Zyfae2rs06r37Qtru/BegoxveElIpI0ClpFJBIFb3HTntAr0lTssgq1guy4XndOlweH\nlGB7f/eHntoa2/Jm2X/li0XSPSnv/BB8z1W8/+I4l6AJhSYWeda7VESkOgWtIhKJWo2NamVWOsUP\nTJO05I0/ruk5rdOPBb++e9Wmdg5LpK583iHjNRCrnWlNtqbmtMb0PCMiEgcKWkUkEoW6pavxukCr\nNQfXiWmqtVCotRbutMfXbW/TiEQaky8WyaRnLtVUTVLjuUITQWtCD1FEpC0UtIpIJCYD3UErpYjf\nRWitzHBc56VV3hgoK7IMpK+mco2XKIq0Qz5fLGVaa0WtlWuZJk0z5cGKWkVEqlPQKiKRmMjmAZjb\nH9KkPIbXoYVSI6aZp8V8XIPWUqbVH/PMJW9AHYQlfvIFp5RpbURSX8FxveElIpI0ClpFJBJ+0DoQ\nErSmYhi1OjUyrbmYZir9LE6tJW8gflltkXxhOtPa0PkgoS/iQjNL3kQ4DhGRpFPQKiKRmMi65cGh\nmVbidw1aqDGnteg4Ta232C6VHY+rVVImdbkQ6V7BoLVezJoiuQFdM1Uaep+KiFSnoFVEIjEx5WZa\n5/TPnNNKKn4lq5WdeCvl8vEPWoOCAayuhSVu8sVA9+B6O8evMKNhzTRiEhGR6hS0ikgkpnJuprWv\nSiOmuKnViAlgKs5BazpkndbAX1mXzRI3biOmxroHp0gl9jXc1DqtST1IEZE2UNAqIpHwL8B6QmpW\n0z0pHKfJzpoRKzrVy4MBcl4QHif+fLn6mVZdDUt8OI5DoehM32xppENwQl/CyrSKiLSGglYRiYQf\nKIVdj/rL4MRpKRY/fq4WtMY70zpzTqvKgyWu8l4g19tg9+Akr3qj7sEiIq2hoFVEIuEHSmHrLPol\nw9kYZS/rlQfHeU5rWDa7rDxYUavEiN/ULN3onFbiNwe+EX5GuZn9RUQknIJWEYlEsYFMa6yC1jrl\nwVP5+IzV5wfa03MDq6zTqmthiRE/aO31g9YqFQJlEvgabjbLmsBDFBFpGwWtIhKpsDUY41geXCq1\nrXLVXIxhmd+MZXoCQw/G3knMUkn38suD0yHlwWE3WFKpZAZ0ms8qItI6ClpFJBLT5cEzH+vrc089\nccy0hl1IQ+fnpu3ZO8X4ZL5sm9+IKaw8mLLy4ChHJtKcQkWmtb5kTmrNexPlMw0fp4iIVJOZ7Q8a\nY34L7PG+XQ9cDdwEFIG1wMettY4x5qPARUAeuMpae5cxZg5wKzAEjAIfttZun/VRiEjslMptQwKq\nWJYHV2YtKx/vYOTnOA5/++37WTivj29cekZpe8FxSPekSvOGgyNX92CJq1zFnNagsPsvqVQyb7z4\nmdZMOkUjswv8smkREZlpVrf/jDEDANbas71/HwG+DlxurT0T99rpAmPMYcClwGnAecDVxpg+4BJg\njbfvLcAV+34oIhInpYvMkIvQgT73ftlEReawk+o1YupUefBENs/oeA5ws61BhYJTdbzBi/8YVjbL\nfqxQ6h7czCVI8l7EhdKc88aOc3IqPjfxRETiZraZ1rcBc40xd3vP8Y/ACdba5d7jS4BzgQKw0lqb\nA3LGmHXAccDpwFe9fZcCn53lOEQkppxSpnXmYwcN9gOwc2SynUOqqVijEy+0tzw4ly/yTzc/wu+9\nZgH3Pf4KRx0+WHosXyiWLoKLRaesnLmsoU1CSyql+01nWhtc8ibKwUSo1HAq01jQOpGNz008EZG4\nme1Ei73AP1trzwMuBm6reHwUWAgsYLqEuHL7SMU2Eeki0+u0zrzkPPiAAQC274lR0OrUy7S2byyb\nto3y0vAY9z3+CgAbNo+WHgvOay0UHdI94adxlQdLXE2Xzfrdg+vMv05qeXCd6o1KyrSKiFQ320zr\ns8A6AGvtc8aYHcDbA48vAHbjBqaDge2DIdv9bTUNDQ3W20VaRH9raYXeXvf0csjQ4Iy5az1eeXC2\n4MTm9TbvZfc+2uDgQOjj8wf72zbWJzZWPyUedNA8DlzgjTEFmUxPaVy5wMS5Qw5ZUPo6lUrF5u8s\n4mdaMw1mWiGJxcHTDacaLw9WplVEpJrZBq3/H26Z78eNMa/GDTyXGWPOstbeB5wP3AM8DHzJGNMP\nDADH4DZpWgm8F1jt7bt85q8oNzw8Wm8XaYGhoUH9raUlst4F2PYdYzNKbqe8Bkw790zE5vW2e884\nAJMTudDHd+0eb9tYd+zcW/Wx4e1j5LPuGKdyBVJMnx9z+el0cHCshUIxNn/nuOjWID4JTRIrg7lg\nJUBoIyaSueZNvtDknNZsAcdxQqtTRET2d7MtD/4esMAYsxy4AzeI/STwRWPMA7jB8J3W2q3AtcAK\n3CD2cmttFrgOONYYswL4K+CL+3YYIhI3pfLgkMf6etP0ZnrYWyVA7ATHi/eqlfI5bSwPztXoIhq8\nwHfLg8PntAapEdP+ISlNEpsN5pI6qdUvD+7NNHYADvHqqC4iEiezyrRaa/PAn4c89K6QfRcBiyq2\nTQAXzuZ3i0gy+IFStazBvIHMjHVHO6lQZ8mbdjZiqrX0RbEiaO3t1RqQUpKIJon5ivLgepnFFOAk\nMNVaKFZf2qeaiWyh1F1dRESm6WpHRCLhlrlVf3zenF5Gxqdi0ySobiOmNo4zny8PWj//FydxxlsP\nB8ob0hQKTkMXxHH5G0vkEtEksRS0NthVF+hIefBENs/Xf/g4z71Ut+1GqPwslvaJU/WJiEic6Hae\niETCofryMQCHv2oeLw/vZcfIJAcvnNO+gVVRrJNpbec6rblC+e961cKB0g2Aykxr8G+s8uD9XiKa\nJM6ZuxOAAxfOZWhokG2j0+sPDwz0znj+np4UmUy67fOQ77p/PWvX72Tt+p387JoLmv75F3dOADB3\nTu+Mx/zjqpTp7+3a+dYiIvtCQauIVFUoFrnqlkc5eOEAH/+jtzb1s/UyrUceOp9HntnGxi1j8Qha\n62RaO1kePG8gUyqhDCZNK9dprUaZ1v1GIpok7trtBnMT41mGh0fZvXu89NjkZHmmcXh4FMdxO2O3\nu5lYcCzrXtjBwnl9Tf38Tq+hWjGk3H94eDT0RthLm/dw2ML+JkcqItIdat20U9AqIlV9a/Hv2Lhl\nlI1bRpvuaunGSdX3P/Iw98S0cesoJ5qhfRzpvqu3pmInyoM/+SfHcdhBc0mlUqWsTHkjpiKZYCOm\nKn9vhaz7je8B3/eaJIIbxO4AbvAaLT2F2yTRMcb4TRJ78JokGmOuA272miRmgQ9FMchck0vBQGfW\naQ2+11Y9uYVzT35dUz/vlwc3M6d1VOXBIiKhFLSKSKh8ocjaDTtL3xcdh3RTQatDlfgPgKMOd9cR\n/fkDL3DuSUcwP6SErp2cGJUH+5nWgxfO4ZAD5wLTpb/BcRSKTtXxllHUul9ISpPEQpPdg73bNZGN\np5rx7HSjuAXzm8uywnQjpkwj71HP6PhU/Z1ERPZDasQkIqFG9pZfPBWbXPKl6NTuCjovMHftxa2d\nX0O0EKNGTLmK7qoAPZSXBxcdB8epGG+VP7fKgyVOphsxNRbMdWrZ0mB389kseVWq3mighN+3Z0xB\nq4hIGAWtIhJqd8XFU7NBW705rQAffo8BYOdotqnnjkKcGjGFrWOZ8r70/z/42apqQXaQGjFJnJSC\n1p6ZlyDVXs2deAkHg9bZzGnPz6IMelcMzoUiInGkoFVEQu0ZK794ajpoq5NpBThowQAAL24ba+65\nI1CsM6e1E42YgkuC9FQ0YiqNNxjYVnk+ZVolTko3ZUKWvKn6Su3Qkje+2VRa1JsnX6mvt4edo5NN\n/x4Rkf2BglYRCbW7ojy42cCn6NRqw+R642sXMn9OLw8+uaWtmcww/q+PQ6a1NOcvkImqXPLGny8X\nvCBuplGWSKf4N2UaDeY69brO5gqlr2dz02q6GqKxS60D5/ezW5lWEZFQClpFJJSfaZ3b7/Zraz7R\nWr88eKAvw7FHHcToeI4dI53NMExnRcJPi+2a07ps9Ys8vm47AMGh+JnW6aC1djlzUDvn44rUU6sR\nU5zKg6cCQetsbloVQuam19KbSZfms4uISDkFrSISao+XaT1w0F0zsNmLNqeB8mCA/t6eWT1/qzn1\nGjG14Vpy665x7rjnudL3YVlUP/5sqvRQMavEiN/0rKHO155OlLhn89Nv+lkFrSEl/LWk06lSQC8i\nIuUUtIpIqLFxd73Agb40ADf+4ummfr7ekje+Hi+d2M45o2HqNWIqtCFqHd49UfZ9T1nQ6v7XmUUj\nJl0GS5yUMpANlwdHOZrqpvaxPDhf9Mv8GzuATE+q4+dBEZG4UtAq0mZJaYqzd9INWv2mKb97fkdT\nP19vyRufv/ZrpzOt9TKXO0ein2uWz5f/DXoCf7+eir/T9BI9Oo1L5xWKRZ7ZuKuh81uzDYo6NVM7\nmwtkWmfTiMmfu9tgeXCPF7Quvndd079LRKTb6WqnSy2+dx1/+ZVfs2LNK50eigTsGs1y2bX3872f\nP9XpodQ1PplnoC/NbGKiQrHI2PhUQ1ebfjax0xkG/6K0JyTQnjeQ4akXdkZ+w6FyPlsw6J/OtLr/\nbfaCWCRKP7p3PV+7/TFWPrGl7r7Nls2SStGJe337mmmtN0++kn9DaslDmxJzc1NEpF0UtHahsYkc\nSx7aBMD3lzzT4dFI0OPrtjM2kWPl2voXdp22dzLP3IFM8w2YHIdv3fk79k7m2VOx1msYP9vS6WZB\ntZa8GehLs3cyz3+t2BDpGHL5QtXHppe8ccdZr5y5ki6CJSpFx2Hpw+5nzq8eebHu/oUmuwdDMhsx\n+V2Se0OW9gkT/A1bdo43/ftERLqZgtYuNLK3fqAgnfHUCzs7PYSG3LTkaXaMTDJvoLfpq8V1L+9h\n7frGjzM+mVb3v2FB4LtPeC0A9z+xOdIx5PLV582mSsG9+32zJZaKWSUKuXyRH937fOn7TdvGWPfS\nnpo/M51pjXd58FTg/TirOa15v0ty8zeWntm0u+nfJyLSqK27xvnc91bx/Mu1z9dxoqC1C42Olwet\ndtOuDo2k++XyRZ59cXfpjnotO0cm+a0dBuDghQNRD23WcvkCy9e4wdk7zFDZhVQj2YZmAlaYDhI7\nPae16DVaCgtazz/1SMAt744yA1IraO0plQeXL3mTabT0UFGrRODqWx9lyapNZdseWzdc82eaveFC\nirbfdSkWHXL5YmlZnlllWov+kjcNZloDv+JRu63p3yciUo/jODz5wk5u/9VzvDS8l1t/+Wynh9Qw\nBa1daMTr+ur7xUObquwp++rex1/mK7f9lluX2br7btk5XkpadjqrWMuWnW4H20MOnMP7Tnt9WaK1\nkQ66TzaZTU7HJdPqHVq9ctvrf7o2sjHkayx3kUqFZ1obLQ/u9E0B6T479kzwwpbR0vd/e+HbAMjl\nap8nmi0PThF9eXCx6PDitrHS9xu3use1cF5f6fFm5fNNBq2Br596YReP2trBv4hIMxzH4fIbVnHN\nHY+Xmmtu3DJKNld9alKcKGjtQuOT5UHrE+t3JOaC9eGnt/L31z/A93/xNCPjU9z14Ats2xXfuT0b\nXhkB4OmNtbPZRcfhX+54vPR9pwO0Wian8gCc9OZD6EmlyjKt9ca9YfMI618ZYd5ApuHfF5dMaykI\nrHMdPZHNRzaGRua0FktL3jR34a9Mq7TaDRU3cOZ67/vKhmKVmm1QBEQetd72q2f5/I0P8483PEQu\nX+SWu90bkX9wojs1YDbvn9KSN402nPJ+xdABA/RmerjxF09rbqtIB4zsneKBtZu7rhfEi9vG2Bpy\nTqEFN20AACAASURBVFnvXcvGnYLWLjQ5NfPC9+FntnZgJM3JThW4/qdPMrx7khW/28wnr72fH923\nnn/775mddjdtHeU7P36Cj3/jPu7/XbTzDGtqsLqtsotzoYFy4k7xS1R7vQut8kxr7RP4Y89tB+Dc\nk45o+PfFJdPqNLiEzPDuSXaOTEYyhloX+5XrtNZqHBWmDcvMyn7mwYo53nP7vaC1Rpk7uO/1FI1X\nCTSydNa+2LhllN/89mUANu8Y5/4nNrNxyyhvOuIAjj3qIGCWc1qbbsTk/o5Xv2oeHzrnjUxk81oB\nQKQDrr71URb9/GnWbkhGH5JG7RoNX7pvSplW6ZSwoPXFbWNsjXHGEmDN89tDt2/YXH4HaHj3BF/4\n/moefXaYiWyB/14ZbUfXRqTqRK+VZV6dDtBqmXGhFRhqoUb5KsD23W5p8ZGHLWj491WuP9opjWZa\nAf7vvz9UOtZWCnvv+lKl7sHu9802s1GmdZqa1bVGsehw1OHT7/U5TQStzS7V5ESYav3R8ufLvv+B\nl2V9z8mv26dKkOny4OaapaVSKd742gMAWLJqE69s39v07xaR5uQLRVY+sZnfPb+drbvcz/coK6va\nLV8o8q07fwfACW8a4h1vPoRjjjwQqH/OjgsFrV3IL+8MWvLQJv7vvz3EnpherDmOw4+Xrwfg/Wcc\nNeNxP3DdsHmEv7/+QQAOHOwHYOiAOW0aZXX1Lqh2jZXf3Ypz0OqfvDKZ5jOtW3eNk+5JMXRA442m\n4pJpLa3T2kDUmssX+cz1D7JmXfiNltl6+oXqZeb+sPyL58qMeD2dvikQJ/65RvbN7f90Pv/r9NeX\nvu/zzhn1GtMVCk71ioYqWdUo77ls8y5QK89brx6at0/np2bLg/0qilQK+nqnf+aKRaua7hXQrFy+\nyMYto11XDllp3ct7+PyND5fNXxYB+PIPHuV7dz3NNxf/rrStrzfdwRG1VjBr/M5jD+Nj738LJx9z\nCABTNaYmxYmC1i5UK1uzu0ppQKdt3DrKtl0TvOWog0qdWoN27JlkZHyKf7r5kdK2j/3RW+hJpTp6\nh6jRXMHeifJ5xo10G+6UGeXBZXNaq487myuwaesYRx422HA5HEwHiZ2+WGp23VOA6366lr0Vc8hn\ny3EchndPsGBub+jjpUyr933W+5DpbfBDVZnWaWFzeqR58+f2lb3X/a/rZ1qL1cvaQ16nUVYH5wtF\ntu+e5PdevYB3mEPKHhtaONCiTGvzjZgqL5avueNxbv/Vc5GU8eULRf7h3x7kizetjjw47qSXto3x\n5R88yovbxnhi/Y5OD0diJthUzpeUstlG7AkkT/wMa1/GPc9MKdMqnVIraI2rZavdBenPfNur6c30\nlOYR+b77X2v55LX3l2076rAF9GZ6Ohq0NnoZs3eyPPvtOPENIkpBq59pDZYH17hwG9k7RaHocNhB\ncxtvPEL9TGuhWOQXD23k6lsfjWwuKQSC1iaukKdyRf75Px5rye+fnCowlS9ygFdBUGlGptXr0NrX\n4A0CZVqn7YjwdbS/CQat6XSjQWtz5cFRzmj93l1PU3QcXnfoYFmg+LH3v4VUKkU6tS+ZVjc4b/iU\n4q8VnUrRn5l5M+qXj7zIT+9v/XSYby1eU5rrNryr9dMe4uI/f7Ou00OQmKpcKtI3VacTelJkcwVu\nXupOe/ibD7y11DSvdKMxIcepoLWL3HjX0/zlV37NqqeqN13Kx7AbSy5f4JFnhjl44QDHv/FgYGYH\n5DA9PSl6Mz1tLWvIF4rccc9zpY6OjQQCU7lC6EVcvfmhnZIrVAatja3TmvVulgz0pRtff5H63YPv\nuGcdd977PM+9tIcv3rSaB5/c0vBzN8P/9c1kWgE2tajM7OalzwBw0GB4aXWqIiM9lW+uycv+FLSO\n7J3ilqXPcM0dj3HZtSv478CFfrHoVG1GIc0Lvv56Uiky6VT97sEFp+wcURbUhUZ4qcjKg5/wln34\nozOPLivJNa9z55SWzk+z6R5caC44L/2GFPT2lr+v//A0twLpmRavu75zZJInA9MSJhJ407sRRccp\nm37RrrmKOtckw/Y94Tcyk1I2W8/qp6fXfR7om74h5p/zknKcClq7xNhEjvsDnRxfd8j80P3ieNfo\n+ZdHyBeKHP/Gg0sZukZLFdqdaV2+5hWWrX6Rr9z6KNDY5PXKLKuvkTVPO6GypK1sTmuNQPuuhzYC\n0N+bbirT2lMjk2E37eKeR18C4KjDFzA6nuOGnz3FR77y65bPSSp6/z+aybS20iPPuM263nr0QaGP\n91Q0YvJfe30hGZkwcc3sR2HRXU9x7+Ov8OQLuxgdz/FQ4EbeHq8iQFqjck51b6andA6ppmZ5cFWt\n/39WLDqMZ/O86YgDmD+nt+y95Gci0vtSHlwoNjznHIJzWlMzzkMHL5zDkYcO8uK2sZa+lx99trxJ\nYDc1ngkan8xTdJzSvOXJbPQX6Q+s3cynvrOy9Bkm8VU5hcsXx2vm2RgONI4c6JtekrDXO+clpRFT\n44sptpgxpgf4LnAckAX+ylr7fO2fkmqe8dYJfd87j+TAwX7M6w7ks4tWzdgvjvX5/hyaY18/fbEe\n9ga6+IJjuf6nT5Zt68v0tLwc+qXhMW7/1XMsmNfH7x93OGMTOd742gM4cLCfcS8AHRl3T3D5KkHc\n86/s4Ynnd3DYq+bymoPDbyC04sLZcRyeWL+TFb97hVctGOANr1nIO958SP0fDFF0HO5etYnF97pv\nw7BMa60x+xn+fMFpuFsmBC4KA79n2+4JVqx5hbse3Fja9tkPv4Ov//Bx1q7fiYO7/vARVW7OzIZ/\naM1fTO+77FSBouPw/7z+QE57y+H8YNmzM/bxR1UsZVr9Oa0NZlprvNwcx4l8WZF2eXn7Xtaud88p\nH/yDN3L7Pc8xHrgQj7LEvBs0+9lcmenvTffUzbTmi05Z+Wu9GCyViqYRkz8fff4cdx55sNTebxS1\nT3NaC06pZLoRpe7BIY/196Y5eOEAG7eOMjaRY8HcPvKFItt2TXDQgv6yC9HGx1fk9l89V7ZtvEuD\n1jEvKBk6YA7DuydDG1buq2yuwIo1r/DYc9vZumucnSNulvW2Xz7L2vU7+MT/Pq5rzrPdZqxq0Bq/\na+bZCGb8wzOtClrreT/QZ609zRhzCnCNt01mwQ/8jn/DwfzeaxZW3S+OL8xnNu4i3ZMqlWNBeNDq\nL6cQ1JvpYXS8NY1w/LF87fbpOYp+IHbMkQfydx98Oz+p6DrqN1Qa3j3JLXdb7KZdzJvTy7qX9pT2\n+dP/8abQ37Wv5cFbd47zf//9obJtv1z9It/8xBkMzu1r6rkcx2HZwy+WAlYIZFoDw6xWXp4LlJZM\n5Qt11zoN6qmY03rPoy9x2y9nBm0AA4E5Zy8PtzbT6v/+2VxT5AvF0t+r6Dise2kPz720m3sfe4Wi\n43DwwoFSgD06nuOdxx5WKoWH6bughxwwp2p5cmWZov8eCZv7FqbyonvdS3u457cv8fzLexibyHHU\n4QtwHIfT3nI4Zxx3eKOHHjs33jW9rvP/OOkIVj29lU1bR0uBueaz1tXUZ3NvxeuvkeqX4qyWvGk9\n/0J1/hz3syWsU+i+dA8uFIpN3cDzf0PYOSiVgoXz3fP67tEsjz07zP/P3p3HSXKUd8L/ZVV19TU9\nPYd6dCAhkIAAY52AkEErASuDYb0vvPbnZRcfy/oACzDINnjftYxtzIrLHMsKY2EkY4EBAcKAkWQd\nSKBrhMTovkMzoxlJM5oZ9Uz39FnVVZWZ+0celZWVmZXV0131ZPbv+/mAuqtreqJqsiLyiXjiiR9v\n3Y3puSWUBwp42Qkb8GtnvRAvOmYMI0PRxdzCfv5I+1YLaSuth2aquGHbM7jpnj14xYkb8cKj12HT\n2BBefOx6vOT4+HudMO8c3qPGhwFMr3ga9MHDFfzFV+9quU42jg36wcKDOw9hZqGGDeuiaxZQf8UF\nrUsZSZvtZGquOe61BK3eSmtGVpT7GbS+HsD1AKC1vlsp9eq4J97x4F4cPMRzypI8tPMQRgZLeNGx\nY4nPe3TXVOLM0fr105jt8U3dnskFHLt5pGWmOPihSjJQKmKpbmJr6JD75bp/e/QRJk/vn8PWh/e1\n3DhtfXgfpgKzV7fcv9f/eniw5A/+2x6P3mN892MH/BS05fh2YIb8vf/5l/DY7mnc8fA+3Hzvnq6P\nAdr68D488czhlsc2rXcG12DQ+uCOg9h/qL3y6uFAVbqlutnVvlDvpnDHnsMolwr4wW07UR4oRKbl\nBO8bd+ydWbF/d8CprFcwjGXNhN/24HMYdG94o85VnJ5bwvbARMZTz822VB32Up0nNg7HrvR6zdq+\nZwYFw8DTbqXDtHta73ty0j86avf+ubaUtcfdbI2nD8yvarXW1WRaNnbta60AOTo0gIZp4/aH9qFY\nMHJdHXWFpB6bgfbMhFKxgNnFeuJnc6luYny0ObGW5npbqq1cP+/xJotG3ZXWpYix0UvTPThT7frv\nX6w2sG5koItCTPGBccEw/IDnH370CJ6frqBcKuDMl03gvicn8chTU3jkqSkMDhTxG+eelGpsCR6B\n4Xnu4MKKv8/Ldecj+/1+CXD6KO97wwB+51dflvpIkp/c4xR79CYRDkwtrujr3Ll3xg9Y3/UfX4rz\nTj8O5YEiPv/dB/Co+z7/9L69OHpj/4/oo3Y6dP/jeca998u6fYH7tuC9tpddsmdyXszrfMeb4uOY\nfgat6wHMBr43lVIFrXXbnepnvnFP+CGK8JqXb+m4wnXbg8/htgef61GL0guneb7/Hb+Mq+/cjV+4\nm8ePGh/CpvXNAjUvcVeT1w0PwLRs/NO1j69a28bXlTEzX2v7O+L+zo///lk4fss6PP70ND575f14\nMhCsBH/flTdvj/zz3Tp+Yh3OfuUxsGwbdzy8Dz/euntZv2d0qISP/Ncz8LdXbAPgrPoBwCtfvBG3\nPeh0Ztfc+XTsn/ecfFz62W8AGHZvrn7+6AH8/FEnwH/DGS/Alg3D+J5b7fGoceffXp2wAfe5e7Am\nD1dX/N99NOJGzwsKvX+3KN+MSOcFnJTmgmFgqFzEfLWOwYEiPnvl/Tg0G9324zaPxt7gepkGdzy0\nD3c81BxcvNTGTqLOJv3dtyicd9pxALzqgk/gF48/v6qfp17Z4K5Keec5X3HdE/1sTpakHpuB1vNE\nAed6PDBd6XgNjQQyZ8bdYGz9yABOPLo5FngTQcODJRycWfnPu8crfuYFhae/pJkFUSw6Bf/2TM4v\n6+8/etMw1ocyX7z37JdP2oS73D7vlJM246jxIRyY3ouTIvrQiQ3DflD0/HQFxYKBj//ha7FlwzBu\nfWCvXxl0qW4e0djyzIHlvc7VctT4EGzbxqHZJbz65VvwlrNOwMM7D+HHW3dHbqPo5AVHjWJ0qIS9\nBxdW5XVe/IevxXFHjfrfH7NxxA9ar7lz94r/fbTySkXD3/r16O7plkJleRBcFBoZKsEAoJ89DP1s\ndODea+94U3R2IgAY/TobUSn1eQB3aa2vcr9/Vmt9Ql8aQ0RERBybiYhIpH5WD94K4G0AoJQ6G8BD\nfWwLERERcWwmIiKB+pke/EMAv6qU2up+/3t9bAsRERFxbCYiIoH6lh5MRERERERE1Ek/04OJiIiI\niIiIEjFoJSIiIiIiIrEYtBIREREREZFYDFqJiIiIiIhILAatREREREREJBaDViIiIiIiIhKLQSsR\nERERERGJxaCViIiIiIiIxGLQSkRERERERGIxaCUiIiIiIiKxGLQSERERERGRWAxaiYiIiIiISCwG\nrURERERERCQWg1YiIiIiIiISi0ErERERERERicWglYiIiIiIiMRi0EpERERERERiMWglIiIiIiIi\nsRi0EhERERERkVgMWomIiIiIiEgsBq1EREREREQkFoNWIiIiIiIiEotBKxEREREREYnFoJWIiIiI\niIjEKvW7AURrmVLqOgDXa63/j/v9ywA8AeDTWuuL3Me2AHgWwFFa67ll/B1XAHhYa/35Ds/7YwAX\nALAB7ATwHq31ZLd/HxERUZZJGpsDz38HgK9rrce7/buI8oArrUT99e8A3hD4/j8DuBrA/xN47E0A\n7ljOoOiy3f/FUkq9CsCHAfyK1voUANsB/K9l/n1ERERZJmJs9iilXgrgcwCMZf5dRJnHlVai/roe\nwMcC3/86gIsAfEcp9WKt9S4A/xHAtQCglHodgE8DGAVgAfiY1tr72R8AeB+cyahDAP5Ya62Df5lS\n6gsATgXwdq31gve41vpepdRLtNamUmoIwPFwVluJiIjWGhFjs/uzEQD/AuBPAXx7ZV8mUXZwpZWo\nj7TW2wFMKaVOVUptBKAA3AVnlvft7tPeBOBa9+dfA/A7WutXuT+/VCl1glLqPAD/DcB/0FqfCeCz\nAH4Q+KsKSqkvA3ghgLeGB0W3LaabfvQsgHMAXLHyr5iIiEg2SWMzgH8E8BUAD634CyXKEK60EvXf\ndQDeCGASwI1aa1spdQ2ADyilfggAWmutlHobgGMB/JtSyvuzFpzZ2fMAvATAnYGfbXQHUwPAnwGY\nAHC61roe1xCt9Y8A/Egp9YcAbgBw8oq+UiIiomzo+9islHo/gLrW+gql1ItW52USZQNXWon67zoA\n5wL4TwCucR/7GYDTAZwfeKwI4HGt9Rne/wC8Hk5wWQDwL4HHzwRwttZ6Gs6emVvgpBZ9XSnVNlml\nlDpZKXVO4KF/BnCiO7ASERGtNX0fmwG8G8BrlFL3w0lFHlZK3aeUOnblXy6RbAxaifrvZwDOgDMj\newMAaK0XAdwH4I/h7pmBk5r0UqXUuQCglDoVTjXDYwHcCOBdSqlj3Oe+x30McGZz79Fa/z2Aw2jd\np+M5DsCVSqnN7ve/Daeq4fQKvUYiIqIs6fvYrLV+rdb6FDfgfRuAitb6TK31vhV+rUTiMWgl6jOt\ndRWABvBEqArhtXDSim5xnzcJ4DcB/J1S6gEA3wTwu1rrZ7XWNwL4DICfKKUeBPA7AP5f9/cEqxP+\nPoD3K6XODrXhdgCfAHCLO6P7TgDvWNEXSkRElBESxuYQAymrDRPlkWHb8de/UqoI4DIAL4PzQbkA\nwBKcAi0WgEcAfMDN838PgPcCaAC4WGt9rVJqGM6HdwLAHIB3a60Puh/KL7rPvVFr/fFVen1ERES5\nwrGZiIjWmk4rrb8OwNJanwPgowA+CeDzAC7SWp8LZ9bn7W7awwcBvA7AWwB8SilVhlPi+0H3ud9w\nfwfgVEF7l/t7X6uUOn2FXxcREVFecWwmIqI1JTFo1Vr/G4A/cr99EYBpAK/SWt/mPnYdnM3orwGw\nVWtd11rPAtgBp2ra6+GcdQX3v+crpcYAlN0zrgBnn8D5K/NyiIiI8o1jMxERrTUd97S6ZzdeAeD/\nAPgWnBlczxyAcQDrAczEPD6b8FjwcSIiIkqBYzMREa0lqc5p1Vr/d6XU0QB+AWAo8KP1cCqezQIY\nCzw+FvF41GPB3xHLtm3bMIykpxAREXUj84MKx2YiIsqZ2EElMWhVSv0ugOO11p8CUAFgArhHKXWe\n1vpWAG8FcDOcAfMTSqlBOAPnK+AUgtgKp0T3Nve5t2mt55RSNaXUSQB2AXgzoo/gaLbeMDA5OZf0\nFCIiotQmJsY6P0kojs1ERJRHSWNzp5XW7wO4Qil1K4ABABfCOXvqMreYw2MAvu9WKLwEwO1wUo4v\n0lovKaUuhXNg8u1wKhv+lvt7L4CTzlQEcIPWetuyXx0REdHawrGZiIjWlMQjbwSxOZtLREQrZWJi\njHmtR45jMxERrZiksbljISYiIiIiIiKifmHQSkRERESizCzU0DCtfjeDiIRg0EpEREREYhyaqeJP\nv3QH/vHfHu13U4hICAatRERERCTGwZkKAODeJyf73BIikoJBKxERERGJMTzY6XALIlprGLQSERER\nkRhW4GSLjJxyQUSrjEErERH13H333YNf+7U34PnnD/iPXXrpl3Ddddf0sVVEJIFpNQPVQzPVPraE\naG2RPDYzaCUior4YGCjjk5/8W/97w+DRqUQE2IGiwYfna/1rCNEaJHVs5qYBIqI17ns/3YFtTzy/\nor/zNS/fgne+6SWxPzcMA2ee+WoANv71X7+H3/zNd/o/u/LKb+KnP70RxWIJp512Bt73vg/in/7p\nH7F//z5MT09h//79+NCH/gxnnXU27r//Xlx22aUoFAp4wQuOx5//+UUolTi0EWWZaVmRXxOtJRyb\nW3GllYiIes7bp/bhD/9PfO9738bevXsAAIuLC/jZz27CV77yz/jKV76GPXuewZ133gHDMFAul/G5\nz12CCy/8ML773W8DAD7zmU/gk5/8HP7+77+KiYktIlKYiOjIBLKD0bC4p5WoVySPzZyOJiJa4975\nppckzryupvXrx/GhD30YF1/8NzjllNOwtFTDK195CorFIgDgtNPOwK5dOwEAL33pywAAW7YcjVpt\nCdPT05iaOoS/+qv/HwCwtLSEs846uy+vg4hWTrAQk2kyaKW1iWNzK660EhFRX73+9f8BL3zhibju\numswOFjGY489AtM0Yds2HnjgfpxwwonuM1v31WzYsAFbtmzBZz7zBXzpS/+I3/md/45Xv/qs3r8A\nWrap2SruenR/v5tBwliB1VWmBxP1h7SxmSutRETUc4ZhtBR3uPDCD+Pee7dhZGQUb3rT+Xjf+/4A\ntm3h1FPPwLnnvgE7djzZ8nzvz1944YfxkY9cCNu2MDq6Dh/96Mf78XJomT72z9swX6ljYsMwTn7B\neL+bQ0IEg1aL6cFEPSN5bDYycv6VPTk51+82EBFRTkxMjMkoh5htRzw2//6nfwoAeP87fhmvfvmW\nlWgT5cD9T07iSz94GABwwdtfibNecXSfW0REvZA0NjM9mCiDdu6dwf6pxX43g4hoRTRMpoBSE/e0\nElEYg1aiDPrEv9yLi756V7+bQUS0IhoMTCigtXowJzSIiEErUeYEVySsbKT3ExG1+cFtT/lfc6WV\nglrPaeU4R/nBvm75GLQSZUytbvpfT81U+9gSIqLl2XdoAdfcudv/njdyFGQHLgemB1Ne3PXofrz3\ns7fg4acO9bspmcSglShjlurN0XxxqdHHlhARLc9fXnZ3y/dMD6Ygs+XIG14blA9XuxN1tz/4XH8b\nklEMWokyZimw0kpElAc8i5OCgltfrrlzNzJy0gVRonrD6ecGSsU+tySbGLQSZcxSjUErEeULV1op\nKBi0zlfq2L5npo+tIVoZzaCV4ddy8F0jyphaoxm0cvKZiPLg8aen+90EEsQKpQRzpZXyoOYGreUB\nhl/LwXeNKGOYHkxEefPks4dbiszR2hYOWrkST3lQdxcdykwPXhYGrUQZYlk2vnXjk/73NjiQE1E+\nVFhYjlzhoLVa47VB2edNvpSZHrwsfNeIMuSRXYdwYLrif8+MKSLKC3Zn5PFi1qGysyJVZS0HypEB\npgcvC981ogyp1Vlhk4iI8s0rxPQqNQGAQSvly0CR4ddylJJ+qJQaAPA1ACcCGARwMYA9AK4B4OUo\n/oPW+iql1HsAvBdAA8DFWutrlVLDAL4JYALAHIB3a60PKqXOBvBF97k3aq0/vvIvjSh/ZhdrLd9z\npZVo7cnD2Lx5/SAOzS6t1q+njGu4BWtGhwYAMD2Y8qU8wD2ty9Ep1P9tAJNa63MB/BqALwM4E8Dn\ntdZvdP93lVLqGAAfBPA6AG8B8CmlVBnA+wA86P75bwD4qPt7vwLgXVrrcwC8Vil1+oq/MqIcOjzv\n3OSNrysDWBt7Wi1G5kRhmR+bvWAkiB918iy6+5s3jQ0CYAFCyr67Ht3vf10sGH1sSXYlrrQCuArA\n992vCwDqAF4FQCml3g5gO4A/AXAWgK1a6zqAulJqB4BTAbwewGfcP389gL9SSo0BKGutd7mP3wDg\nfAAPrMxLIsqvw/POSuvJx43jvicnc70JbPf+WXz8insAAL/+uhPxG+ee3OcWEYnBsZlyzSvKtXH9\nEACgusSglbLtq1c/5n/NCbrlSVxp1VovaK3n3cHsKgB/CeAXAD6itT4PwFMA/gbAGIDgyc9zAMYB\nrAcwm/BY8HEi6mDGDVo3+Cut+bRYreN7P93hf3/NnU/3sTVEsuRhbM5r30VHzrJt7NrnXIob1zkr\nrdzTSkSdVlqhlDoBwA8AfFlr/R2l1LjW2hsEfwjgSwBugzM4esYAHIYzAI4lPAY4A+XhTu2YmBjr\n9BSi3FuoNjBULmLThhEAwIbxkVx+Nt77qZuw7+BCy2N5fJ1Ey5X1sbkUceTD+IYRTGwaWdbvo/z4\n3k1PYs+k0/+f/KJNAAC7YHAMoNwYGxvk9bwMnQoxHQ3gRgDv11r/zH34eqXUh7TW2+CkDt0DZ4b3\nE0qpQQBDAF4B4BEAWwG8DcA2AG8FcJvWek4pVVNKnQRgF4A3A/hYp4ZOTs4t4+UR5cvBmQrGR8uo\nVJwV1+nDC5icbN8blmWmZbUFrAD7AFpZWb5hyMPYXI+ohP7Hn/0p/uHPzlvW76P8uO2+Pf7XNXes\nm5mrZmIMqNYaGBwowjC4Z5Hizc5m43ruh6SxudNK60Vw0oP+Win11+5jfwLgfyul6gD2AXivm6Z0\nCYDb4aQcX6S1XlJKXQrg60qp2wEsAfgt93dcAOBbAIoAbnAHWSJKUG9YmFuo4dhNG/zH8rgvohKx\nd6lU5A0AUUAux2amgBLQeoZluVSAYWTj2vj5o/tx2dWP4f3v+GW8+uVb+t0cotxJDFq11hcCuDDi\nR+dEPPdyAJeHHqsAeGfEc+8G8CtdtZRojTs4U4ENYGLDMPI8iesV4AiKqjRKtFZxbKY8C55haRgG\nRgZLWKzKPvKmVjdxmVto5+eP7mfQSolyuN7QEzzdligjJg9XAAATG4cB5DdqjQxahxm0EuULb9so\nWjm033lspIy50Bnl0jy5p7n9+wUTo31sCVF+MWglyojte5waK8dtHvVDVjuH+cFRM+rjo+U+KtgH\nOQAAIABJREFUtISIeq3eaN/rSmtLIXSG5bqRAcxX6qLP7F4KpC9vHBvqY0uI8otBK1FGPLTzEMql\nAk45adOaSw8eG+FKK1Fe7Du04FeHDZuv1HvcGpImHJuODQ/AtqMnNKVomWwRHFyTDHlccOgFBq1E\nGWDbNp6frmDLxhGUB4qBx/vYqFVSqbXfmBQLOY7SidaYS3/0aOzPGLTSsZudY49+/XUnAgAG3HTh\nhil3FZ4ZAkSrj0ErUQbMLdaxVDexZeNwy+M5jFlRizgKI4+vk2itWlyKD0znhe9dpNXnTcae8dKJ\nyMclqgcC6n+58UlYluDGUt/x6lgeBq1EGTA1VwUAbF7v7JXxz4CTPIovU40z1kS5NjW7FPuzuYys\ntD6y6xD+9Et34Nqf72aq3woz3YCv4I5zWTjzNLzSuhixzYXWrod2Hmx9gF3GsjBoJcqAiruXZ3TI\nOaXKL8TUp/aspnoj4jy+PL5QojWoVk8+bzMLK1QHphbxhe8+iJmFGv711qf8Inm0MrxrwNsWIj9k\nbZ9sZbowBe3aN9fvJuQCg1aiDKi4lQmHyu5+Vm+htU/tWU1LEenBRJQPecik+Iuv3tXyfTViHz4t\nn+muXIerCEte0Q4HqZGTr7RmhYtJyr2SZWPQSpQBXkXdocHWldY89nzeYL8+0Mnn8GUSrUmdVlKz\n+FkvFXkrtZIsywkA/QJ8GVhqbXCllRIMhPsIwRMwgDNBdN3dT2PXvtl+N6UFe1qiDKi6K63DbtDq\nnXljZ/IWL5m3EvORd52Bz73/dQBkz7ATUXpmp/Rf4R/12x58ru0xBq0ry9/TmqH04LaVVsGVjqn3\nvMrXZ7z0qD63JJ0nnjmMq362E//r6/f0uykt2NMSZYC30jrspgfneaXV2/NWLhXa0sOIKNskH1uS\nxr///Om2xxi0rqzwnlaP5LnLutmaDsyVVgryrgfvyELBlzIA4KnnZO7TZ09LlAHeSqufHpzjPa3h\nzp2I8qPTSqv07JFaxF7FUpGTayspvNLqTdNKvjba97QyaKUmb+XdO3NY8gQMACy6xT+99kohqzVE\nFKniFvrwCzG5pHd8y+Gd01ouFZpVknP4OonWok4rrZI/6z/Z9iwOz7efI5uVjBBL8psbYIXTgzPw\n9jJopST+ZLywIDCO1962vbh9Jqs1RBRpbtE5u3DdsFOcqHluXTZuQrrhFWIaKHGllShvTDO7fdaV\nN2/vdxOW7RvXP4E//MzP/BUUycyY9GDJwx2DVkri1eqQtnIZx1sZlnbecDbePaI1bnahBgPNsul5\nXoGs1EwUC4aTcucXnCKiPOhYiCmLMvCSbnnAKSD1zAH550X66cFGayEmyW9zuPBS1vdu08ryVy4z\nMhkfnHR5ZNehPrakFYNWogyYXahhdHgAxYL7kc1AutRy2LaNA1OLmNgwDMMw8voyidasrKYHm1Zr\nu991/kv71JIjM1ep97sJHbUVYsrAQBBeWRV6GVOfeBlkZX9Pq+wrpCVofWqqjy1pxaCVKANmF2oY\nHy373xvI5wrkXKWOhWoDx24eaf2B8A6eiNLJaiGmcFDyxjNe4H8ts8XRFjIQtHoTG8VQgSvJ7zPT\ngSnJgpuWPzrkFNOUfC0Dcq9nBq1EwpmWhcWlhp8a3EJ6z9el6dklAMDm9UPOAzmukky0FoVXLNsI\n/bCHb+KyUBwoitC3t0WlZqJcKviZRX7OjeDJS57LSkm8veSjwxH3cQJJvZ4ZtBIJt1RzOo+hcsl/\nrHnkjdxBfDmqXpVk72iffjaGiFZcI6OFmKLavWXjMAD5qX4tMtDWas1srZSfgclLqStTJMNCtY7B\ngWIz5V3yxQygIfR6ZtBKJNxS3d0LMdD8uPrBnPCOr1sV9zza4cFQsYKcvU6itapT9WCpH/VbH9jb\n8r0BA6eetLlPrcm3aq3hT1xmRVvQKvVCpr5YqDQwOlwCMrK1S+pKa7Z6BaI1yAtaW2ees9Hxdavq\nllcfdleVjazm4BFRpI7pwUL9eOvu9gcz0D09tnsK3/rJk/730seM/VOLmJmvtby1WZikbS/EJLix\n1HNLdRNjIwOZ2VYgNXOAQSuRcEs1b6W1vVR6BjK9uuKttLYE6BB9r0JEXcjyOa0tAjefkvvhz33n\ngZbvJbcVAK79+W4ArX2+kYGMyvDKlPT3mXrLtOzm6Q+A+AtE6pFNTA8mEi5qpbV5vyS74+tWeE+r\nJ1N7xogoVqPDSmtWPusGAgWCaMWMjThV8gdKwdtT+e9zvS7zJp9ksCwbxYKRiTOHAbkrrQxaiYTz\ngtbBgYjCFNJ7vi5Vltw9rW6AnpVUGiJKJ6t7Wqk3vODvf/72mW0/kzqhYVoWLKFto/6r1hpYqpvO\nEU4ZuafhSisRLYuXHhwMWjPS73XNX2ktc+cCUR51Oqc1K1GrYRicVFsFc5UaAGDDukH/Menvc9Sq\nFGNY8nz5Bw8DAJ56btZ/TPr1IbXKO4NWIuGiVlqNnBZi8sqse6lhwu9ViKhLptAZ/CSdVviyVHRH\n6mqlp+autA5GVcsXygta/eNMkK1rglbXo7un/a+zsqUgk9WDlVIDAL4G4EQAgwAuBvA4gCsAWAAe\nAfABrbWtlHoPgPcCaAC4WGt9rVJqGMA3AUwAmAPwbq31QaXU2QC+6D73Rq31x1fjxRHlQdVbaS1H\nFWLK18DodZSlUut8Ws5eJtERyfLY3Oiw0irxo57V1M+KW40dAP6/N56Mq362s4+tScdLSywV29dU\npP4zeEFreaDgb3EReSETpZTVc1p/G8Ck1vpcAL8G4MsAPg/gIvcxA8DblVLHAPgggNcBeAuATyml\nygDeB+BB97nfAPBR9/d+BcC7tNbnAHitUur0FX5dRLmxUK0DAEaHB/zHpKdLLZeXkjLg37Dk9IUS\nHZnMjs0dV1oFRiZWp0BbXpMBALv3z/lfT4wPA5AfS0UGrcIzi7zJ1oGIQJuohV8JW+rV7Oi4jaNP\nOn3CrgLw14Hn1gGcqbW+zX3sOgDnA3gNgK1a67rWehbADgCnAng9gOvd514P4Hyl1BiAstZ6l/v4\nDe7vIKIIi1Vntnx0qJkY4Vegk9mvLJs3u1csOq8wr8E50RHK7Njcaa+UxC4t7gZOev8UrMArva2e\nhmmjYBgoBFJtpTe97m9raWZDSbyOqf+kX8vSJQatWusFrfW8O5hdBWc2Nvhn5gCMA1gPYCbm8dmE\nx4KPE1GEhYqz0joy1Fxpbc4852donK/Uce+TkwDaZ6zzlgZNdCSyPDZLncFP0mmlVSovmDrt5M3N\nB4W/lLppoVSKubUXOg7UQ7UYiDqSeSkDkL0domOJTqXUCQB+AODLWusrlVJ/F/jxegCH4Qx0Y4HH\nxyIej3os+DsSTUyMdXoKUS413P7jxBdswDr3DLuxsSH3v8O5+Wxc+d37/a+PPWY9BkpFLLqp0eXB\nUm5eJ9FKyOrYXB5Mvu1YNzoo7rM+M7/U9tjExBhGRpwKtxs2jIhrMwA8fXARAHD6y4/GuJsevG6d\nvPc3rFwqtrRx2N0as3HjqMi2PzddBQCsGy0DU857noX3mXpvw4YRAMCIwH7OU3OLf3pGRspi2tqp\nENPRAG4E8H6t9c/ch+9XSp2ntb4VwFsB3AzgFwA+oZQaBDAE4BVwCkFsBfA2ANvc596mtZ5TStWU\nUicB2AXgzQA+1qmhk5NznZ5ClEtTMxUYABbmq6gsODdP8/POIDk3W8nNZ+PAoQX/6+mpBRiG4RcS\nWVpq5OZ1kgxSBuHlyPLYPBcRAIZ/Lu2zHhW0Tk7OobLoHM8yPb2IyWF5x3QdPDQPAKhV65iZcccM\nge9vULVmolgwWtpYdScvp6YXMBK3CttHetdBAMDmsUHscB+bnauKfp+pP2ZmKgCAhQW5n0NvscD/\nfrHW07Ymjc2detmL4KQH/bVSyts/cyGAS9xiDo8B+L5bofASALfDSVG6SGu9pJS6FMDXlVK3A1gC\n8Fvu77gAwLcAFAHcoLXetryXRpRvsws17No3h83jQygY7Xt85CZxdK8ccaRPVvZhEfVYZsfmLKYH\nx7ZZeP8UTFvNSl/aaFgoFePSg3vblrQOuhMCExuGmw8KbSvJIHnLU9S5w1IkBq1a6wvhDIRhb4h4\n7uUALg89VgHwzojn3g3gV7ppKNFa9Px0BQ3Twpkvm2h53Avq8jQwDkbsB8rKmWZEvZTlsbnRoXqw\nxJu5jtWDhXbEkXstBb6/QQ3TwlDoeDdvHJDacq+4WJl7WqmDLEweST2jFehcPZiI+si7wQsP4h6p\nN0vLUY55jYD4+ywiSsnMYvXgmA5I+v1nLbjS2ue2pNUwrbZzuqU33pvUKAZWiCVex9R/wi9lALJX\nWhm0EgnWsKIPWs/jkTeDpYigNQs9PBGlZlqdzmntTTu60bF6sMA2A82bz3KGjmKpmxZKhehbU4mr\n8EBzUqNYyM6KNvWX5MuDQSsRLYuXdlQM7/HJYTCXdFxAnlaUidayTiutEmV2T6ubqVMqGX5bJd8s\n27aNRsNuO/JG+NsM032fiwWutFIHGdjZ1eks7X5i0EokmDcYhmee/T0+cvuWrpUHova0unL0OonW\nsk6FmCR+1DvvaRXKHSAMw8hEfYCGacOybQwNhLJuhDfdTw8OBq1iLwrqpyx8DusNs/OT+oRBK5Fg\n3oxXuJpisw5TfkbGwfCNCrJRtICI0mt0TA+W16fFBdrSb0DlvZPJqjXniLPBcnSNUIGXBoBmenCh\nIPt6oP46fmJd8xupFzO40kpEy+QVYioWYz6qcvuWrsW+RuTqZRKtaVlMD87qnlavXYb/f7It1ZwV\nnrjqwVJFrbQSeU4+bj0A4MP/5bRMfA65p5WIlsWb4Y87t07qvdKyuDOP551+XODBDPTwRJSa2enI\nmx61oxuxK60Z6Z6CzZScnVN1g9bBcNAqPLPIjKg9IbVoFPWeZTs1O8bXDfqPSb46eOQNES2Lt9La\nVj04IzdLy/GKEze2P8gbAKJcaHTaHyrwo97pJk5qMBVsVRaGjGo9eqVVOn9yOVB7QuYVQf1gWbaf\nOp6FOh0L1Xq/mxCLQSuRYP4MbmwhJsE9X5eiXomRgUp7RJReFtODJafLJfHHh+Asp+C339vT2laI\nySV1uLOi9rQKbSv1nmnZKBqhoFWwyelKv5sQi0ErkWDNc1qjj7zJ07jYqaooEWVfx3NaBWp0CFql\nBlMeA9nIzqnV3XNlB6LTg6UyuaeVEli23VakS3KXcWi22u8mxGLQSiRYs3pweKXVJbnn68LUbBVX\n3rQdgHM8Q5j0m0IiSqdTZUqJqbZx6cHSg6ko8t7dptjtMMLXpyKPvOlXY0gcM5Ae7HUakrPkvMkj\niRi0Egnmn9Oa85XWR3dP+V8HX2kWbwqJKF7HlVaBnVpW04M9RkbKB3vv80Ap+tZU6n2+N04bLenB\nQhtLPWealn8PJ/9T2Jw8kohBK5FgDb8qYbZmnrsl+VwwIlo5nbYBSOwJ4m/iZPfDUXGT5BUe730e\nCB9/Jr16sG2jWDBCVZqJHHXTassekIxBKxEtSyNmpdVfgRR8A9KNuE4yjwWniNayLE5QdVppldg/\n2baNq+/c7X+fhawVfztMKWY7jFCWFRG0yrskqE9M0/aDVr+4pODrQ3IfzaCVSDCv0mapEJMu1cvG\nrKJgRdGWmyvpdytE1JWO57QKvJuLn1ST66nnZv2vo+oESORNDsSdSy51wGvZs0gUUg+kB2dB3bTE\nFhVj0EokmFc9uNi20uqtQPa8SauitdCJzM6SiI5cp3NaJcrinta5SutZi1noVesd04Nl8lZaM7Gc\nTT3XaFht17TUaxlw9+DG7CvvN5mtIiIAzaMWYqsH50Rw9SU47ucsC5pozcvkOa0ZrB5cWWq0PpCF\ntMSYQkzSazhErbRK3X9LvWXZNkwrmB4s+1oGgLppt08cCSGzVUQEIDDzHFtNMR8Do+Q9FES0Mhqm\nlSI9uEeN6YLVqXiUwDYHg9bgfbLApvrijrzxCW28F7S2hCNC20q9FXsChOALxBSczsyglUiwuCMA\nDOHpUt0K7hlrPfLGTYPucXuIaOVNzVZhAxgcKMY+R+JnvVNQKrHN4ZVW6auVQHOSti2zSHj14IaZ\nrfRP6p16w61LEr4+BF8gkqsdy2wVEQGIH8TFb/LpUkuhE/n3VkS0DJOHqwCAiQ3D8U+SfDeXIZUl\n0/+6JWAV/P7GVQ+Wrt6wMFAqiE4Xp/7w6pJ413QWrhHTtGOz+/pNZquICEBgj0/szHM+BNODI1cE\nBN9oEVE6i+7q37rhUp9bsjIMwedXxO1plazecALtgZjURIFvMwA3aG1bSRPaWOqpuHs4ybjSSkTL\n4pUeDxd58L/LycCYtM/NQH6Cc6K1rFZ3gpK8pAdLjgNbgtbM7Gl1WjdQar0+pK9OeSutRGHhfdrN\ns+f71qSOTAatRLQc9UZM6fG8rbQGC52Eb1CE37AQUTp+0FqOD1oldmqd9lIKbHJrISZkoxttxJ7T\nKrf1XnXYcNAqOSih3ql7Ke/eNS33UgbgZAg0TDs226HfGLQSCRaVdhSUl4ExrhCTJycvk2hNW6o7\nn/NyKVsrrbFk3tcBiEgP9gh+g+NrODgkptz6gXap0HKcibyWUj8sVp3zkoeHWrdESC0qZlqy95XL\nbBURAXCrEkZ0HlmoBNmN4NmN4VSwvL1WorUqTXqwSFmsHlxrFmKCITq+9sVWy+9HY1Lyj6ULB9oC\nA2zqvfmKE7SuGx4AENza1Z/2dFJvdDh2qs9ktoqIACTslRF+BEC3vAIcsfLxMonWtCX3c14eSMoe\nkfdhj2uR5GCqEVMnQN6729QwLRgAiuEaDoLf6LhAmwgIBK1DTtAqutNAs9+QWjgqVQk/pdRrAXxa\na/1GpdQZAK4GsN398T9ora9SSr0HwHsBNABcrLW+Vik1DOCbACYAzAF4t9b6oFLqbABfdJ97o9b6\n4yv7sojyod6wMOp1dgHSZ+u6Va0Hg9b2G5a8BOdEKylrY3PNTQ/O20qrxO7JC6YAN1tFcuTnaphW\nW5ptkMD5jGbQynNaKcJCxauY3nofJ/X6kH7sVMdWKaX+B4DLAAy6D70KwBe01m90/3eVUuoYAB8E\n8DoAbwHwKaVUGcD7ADyotT4XwDcAfNT9HV8B8C6t9TkAXquUOn1FXxVRTjRMO7LzyMD9R1eWAqls\neXttRKshi2Ozlx5czlrQGkdwZ2Va0VsuJK5ke+oNOzEtUWLLY1daJTaWei5cfM4QXkXTr3ZckNm3\npQmldwD4DTSXP14F4D8ppW5VSl2ulFoH4CwAW7XWda31rPtnTgXwegDXu3/uegDnK6XGAJS11rvc\nx28AcP7KvByifIkvpe+WTe9tc1ZNNRi0Rj0hLy+UaOVkbmxuhCtpRpAYU3WuHiyv0eH0YJm3oK3q\ncTUcBJ+H69/klwqtkwN9ag/J4p2M4KW8C57nAtB6PUvUsVVa6x/ASRXy3A3gI1rr8wA8BeBvAIwB\nmAk8Zw7AOID1AGYTHgs+TkQBpmXBsu3IGa/mGJ6PoXGp3lo0JEh6J0/UD1kcm02rc5EPiT1aHva0\nZqEfbTQssUdtxIlbac3L2ExHxuvzim3p4zKvD39isSAzaE21pzXkh1prbxD8IYAvAbgNzuDoGQNw\nGM4AOJbwGOAMlIc7/aUTE2OdnkKUK95gODQ40Hb9bzhUAQCMjg7m4rPhHYUBAOPjI6HXZKBUKubi\ndRKtIvFjc8lNC94wPhz7nJGRsrjP+nBEXYGJiTGMjjqZ2ePrw31W/wUrsm/aOIpKzZnfGBmRO2ZY\nto3hwVJb+/z3uW1s6L/9M0sAgPGxYWzcMOo/npexmY7M4KDTd2zeNIqJiTEcrjqfw+Fhef0cAL99\nY2OD/mOS+uTlBK3XK6U+pLXeBid16B4AvwDwCaXUIIAhAK8A8AiArQDeBmAbgLcCuE1rPaeUqiml\nTgKwC8CbAXys0186OTm3jKYSZZcXtNbrjbbrf2Z2EQAwP7+Ui89GLbDSOjtTaXtNtbqZi9dJckgZ\nhFeQ+LF5cdGppFlZrCU8R16fVnErgAZNTs5hcdEJWGZmFsW1OViIafrwgl83YGFB3vvrqdVNjAyV\n2trnvc/TAt/nyUPzAIB6rY7Dhxf9xyW/z9Q7c/POtTs3W8HkZAnT0841srhYE3l9TB70rudmEk+v\n25o0NncTtHrTdhcA+LJSqg5gH4D3aq3nlVKXALgdTsrxRVrrJaXUpQC+rpS6HcASgN8K/I5vASgC\nuMEdZImohfuRi8jrMnK2p7UF04OJupGZsdkrDlTM2J7Ww+6NZxyBTW5pU/Csa4lt9dQbVuRRG5KH\ngJbqwS0Fr/rUIBLFzNyeVq/uQIbTg7XWu+FUH4TW+kEA50Q853IAl4ceqwB4Z8Rz7wbwK903l2jt\n8Aa9yD7OCD0pw8J7f2IOO+hFU4gyJWtjs7+/S+h+qSj7Di3g/u0H+92MIxZ3jIwkdffIm1gCh4HY\nPa39aAyJY5qte1oN0VMwgUJMQveWZ2fkIFpj/EEvou8wws/JsJYiTBFkdp1E1C1vn2WWVlp37+uc\nFietzd7kQDRhjXWZlgXbbj/vFIC/PCWxeE1L9eCWn8hrK/VeeKXVI63P8HjXs9SJRZmtIqJmdnBE\n2GaEnpNlweNugOggVWoHT0TpmZaNgiF9raFV8LzTMKmrl41GKHtFZjNbeG2OSkuU3PyW9GCikNig\nVejNm5niWLJ+4qeMSCivU4u84TDys6d1KRS0tr1gIx+vk2itMy0LpaKRGERJu5mzUs2YyWpz3Yxf\naZU6Aei1OfpccpfAtrekB3NPK4W0pQfLjAV9jZgjeqSQ2SoiShz0mltasz8ydlppzda6DBHFMU07\nMTUYgLjAJHGltYft6Eb4jFZA/s2yF/xFrfD455L3skEppQq2ac2KW2kVeTEjsNIabq8Q/JQRCZew\n0JoL1UBp9VhCO3giSs+0bHevVHY6MCshaPVImztsNFqDVqlpzEFeoJ21NFtv0nVwoNhapVnYNUH9\nEZ8eLFOaCu/9lK3egWgN8asHJ9xw5GFgrIRXWtuXWokoBxqW3b7iECKtS0sMWoX2TVHpwdIzVvyV\n1oQVS4nj3YJ7hu/o8EDL49LS3Kk/vCDQyyCQPoHUrB4sMzyU2SoiQprbtzwMi217WiPwBoAo+0zT\nQrHDnlZpH/Wk9GCPsCb7AaAn+HZLDPyA5JXW5o2+vMbPu0HruuGBXGVA0cow46rxyruUAQQqvDM9\nmIi64fVpUQOh5EG8W+H04PBMpAHk4WUSrXlmqpVWWR/2pEJMUlcvG2ZEm2U21Vc341daJTd9oequ\ntA61rrQKu4ypT0zLhgGg4PZ7kq9lgIWYiGiZ0syIS50170a4EFMYZ6+J8sHb05qlj3SalVZpAUpb\nISYjeLa3sMa6GgmFmDwSx7uFagPlgUJbISaBTaU+MK3o4nNSP4csxERERyRqD0SeArlOQSvAGwCi\nPPDSg5NIC0zSFGKSJrynNQvDhb/3L5xGCfgvQOK/RKNhoVwqtv9AYmOp5xaqDQyVS80HBF/LQHPC\niyutRNQV7zibyOrBmbgNSac9PTj8jPy8VqK1zLLd9OAMfaTT7WmVdQsarh4MILjUKlJS1VLJ412t\nYfqrrMGxS9o1Qb1n2TYOzVRx1PiQ/5jcK9kRe0SPEAxaiYS6/aF9zhfRUSsAeasSyxEuxBR1g5KH\n10m01qXa0yrss550FrbUjJf29ODAUSw9bktazQIwCbelAhtfb1g8o5UizS/W0TAtbF4/1P5Dgdcy\nEEgP5korEXXj+7fsBJAYs+ZiNrctPdiI+jb7r5NorbMsG4WCIXrlLMyMKmoUJqx7iqoeLP09N70C\nMAmTGhLHu2DQynNaKahad+5thgeD6cGy72gaKT6H/cSglUiglpnyyPLB7n+l9nxdYCEmorXBtGwU\nO3ygpQUmSenBUrumhWoj/oey3l6fV/E4Mj1Y6hsNZ/9w1DE9RI2Is4cFX8oAgiutMlvKTxqRQIfn\nlvyvk/a0Cr3/6ErbntaI5+ThdRKtZZZtw7abRz/EEvZhTzryxiOsyZiaq7Z8bxiyAz+gudKamJYo\n7I22bTs2PZgrreRlPEROagi9QEweeUNE3To407zpiD6n1f1CZr/XlU7pwUSUfV4V3kLGCjElVg8W\nGglOByY9w6StZHuae1qjCjE5pLXctJyJmMigVVxrqde8Kt7B68PrMqReHQ0eeUNE3QoGrUnyMDDW\nTavlRiVy71X2XybRmtYStCaQ9lFPVT1YWKPDxe2yILFqqbcPUNj7HF5Ja5nDENZW6j3/+shQoa5m\nFW+ZbZbZKqI17tBscKU1fo+PtEF8ORodqi8ahsHxnyjj/Jsho0NJIGEfdi9dLorMtYj21eHgGCJ1\nzJB+sxwlaiWNyOMFrVH7Q6V+DpvntMrs3fhJIxKoJWiN+Ln0SpDdaJgWyhHpM0SUH97e0M4rrbLu\n5hppqgcLa7MZcUcsvV81zfiqpVIP7IkqtOOR1VLqh4Y/qVH0HzOE7+0ymR5MRN0KHlmQdLMhdbau\nG2nOuUs6K5GI5Aumf8q8HYrWaMSvtEo9L7ttpbVP7ehGcnqw8x9p77M3Tpejxi9hbaXey2J6cIOF\nmIioW2bL4fAJ6cE5GBnrpo1Sy0xk68+lrxAQUWd2Rve0thw/lhFtxaMM+dk5DT89OGmlVRY/PbhY\nbPtZHsZmOjJR1YP9dVahl0dSQTQJGLQSCRQs/pEYtAnt+LpRb/CcO6K8a1lJS0wf6VGDUmpk8JxW\ny7Jj2yb3ZtlLD87OWBBeSWvZO9yXFpEkkXuepXYarqQ0fQmy0zsQrSEtQWvEz73BMesDo23baJit\n6cHhFQEDcm+0iCidzFYPTlhpjSqSJ4Fp2y3vs8xWtvLGvKiiNVLHO7/QTikL7zD1WrMQU3b2PJuW\n7WzhENq3MWglEqjlRil+i4/cni8l70Ylcc+H0M6TiNLzigNlbU9rPUV6sLRu2LLstsnfyGeQAAAg\nAElEQVQB6VtKmmmJ2bktbaYHuyutwR/KfJuph+oN5+ip1kl5l9Dro2HakUG2FHJbRrSGta60ZukW\nrztRhSyiYlSh/TsRpdRcae1w2yEsraLRkNWeNMxw0JqBib/EQkwuaQX5munBUXtaaa3zKo+3pgfL\n/iyaliU2NRgASmmepJR6LYBPa63fqJR6CYArAFgAHgHwAa21rZR6D4D3AmgAuFhrfa1SahjANwFM\nAJgD8G6t9UGl1NkAvug+90at9cdX+oURZVnLPqroM28AyJ01TyvNOXcGIO5GlkiCLI3NLee0ZmdL\nq19NM4m0YMqynPfZk4UVQCshaJV6n98IV4cNtlPYNUG9l1Q9WOq9m7PSKvQDhxQrrUqp/wHgMgCD\n7kNfAHCR1vpcOB/RtyuljgHwQQCvA/AWAJ9SSpUBvA/Ag+5zvwHgo+7v+AqAd2mtzwHwWqXU6Sv4\nmogyzzSDK63t/D0+Mvu91NoG/Shy+0+ivsna2Jx2T6s0See0Sg2mLLs9PdgjdcgwE87xFfo2dwhK\naK1Lqh4s9QIxLUvscTdAuvTgHQB+A833+kyt9W3u19cBOB/AawBs1VrXtdaz7p85FcDrAVzvPvd6\nAOcrpcYAlLXWu9zHb3B/BxG5zMDsftSNkTeuWxmPWsN7goDo4ibZfpVEqyJTY3Oa9E9A3kRcUiEm\nqbxiKh4DcotGeSx3zEua1JB2bXjjl7cyJfsdpl7zr4+oPa1CNUxbdHpwx6BVa/0DOKlCnuCrmQMw\nDmA9gJmYx2cTHgs+TkQus+WYhfYOxBvY287jy5ioldbwq5XbfRL1T9bG5vQrrbL6tKSJQal9k2VZ\noT2tgR/Kent9ZtL14VcPltX4xD2tsppKfRBViMkj9fIwLVv0SmuqPa0hwWnH9QAOwxnoxgKPj0U8\nHvVY8HckmpgY6/QUohxpDtzDwwNt17/pFjMpD5Yy/dmYqTqd+vqxIf+xTZtGW15ToVBAsVDI9Osk\n6gHRY/PzczXnL1s3iI0bR2OfNzjY3t/1UyFmhXJiYgzr3H5rbGxIVJthGBgIHMOyedM6LC458xtR\n44kEA2XndnTiqHWY2DjS8rMx931ePzYsqu2DQwMAgKPcMasSSCUfGpL5PlPvFN3JjGO2jGHz+DAA\nwC46jw0KvXezbaA8UGxp2/BwWUxblxO03q+UOk9rfSuAtwK4GcAvAHxCKTUIYAjAK+AUgtgK4G0A\ntrnPvU1rPaeUqimlTgKwC8CbAXys0186OTm3jKYSZVOt3lxAqVTqbdf/4ZkqAGBxsf1nWbL/eWdh\nxzJN/7Gp6QWMBG64nLNczUy/TpJHyiC8gkSPzVNTCwCAarWOw4cXY59Xrcrq08yYbJbJyTnMzy8B\nAGZnq6La3GhYLVsupqYWUHGD1sVKTVRbPZVKHQBweHoRRsNs+dn8nDPezc5WRLV9eqYCAFhcWMLk\n5BymppvXdUXo+0y9M7/gTNTNzlRg1ZzP35R771atNkReH5ZlwbKslrb1+lpOGpu7WQP2eu4PA/hb\npdSdcILe72utDwC4BMDtcAbKi7TWSwAuBfBKpdTtAP4QwN+6v+MCAN8CcDeA+7TW27poB1Hutd4o\ntd80eSlU0qpWdqvmplcNDjTTq6Sm3BEJlYmxOanQTtSLyRJpaattR94A4jvWxD3PfrV8WcKFmDKQ\nhU09FFWIqUnmFWLbsruKVCutWuvdcKoPQmu9HcAbIp5zOYDLQ49VALwz4rl3A/iVrltLtEaYCRUr\ngfwUYlqqOTPq5UDQGlV5KuMvk2hVZGlsTjrSpEWGPutSb+6scCGmQEOlvr1Je56lvs9eTYaS4D2A\n1D+1evueVuH10Nz+QW4j+UkjEiguJc1j5KQQ05LbqSettErv5ImoM7/QTsdzWjPYpwlrsmnZbdWC\npXejqSY1hL3P4XPGDS61UkCl1sBguRg5ESP38rBF33MxaCUSyOxwoL1XHCTjMas/ExkMWokof7J6\nTmsioS8lvNIKoBlRCR0zkqoHG+KrB0dVh5XVVuq9ylIDw+WYexuhl4f09GAGrUQCdU4PzstKqzPo\nlwfi02cMMD2YKOuCK2lG0m2RsM96mroBwpoMy27d0yr9jFageU6r5DMiwxL3LEq7KKjnKksmhgdb\nd2FK/yzakN1GBq1EAgXTg6PumdwTb7K/pzXVSqvcDpSI0kk8hzMgSz2a1J7Jsmx/jPB4bZX6/qa5\nPqQNd+H04CBhTaUes23bWWkdjC4dJPX6sIUvtTJoJRLGtu2Oe1qb6cFSu750Ive0Rs7yZft1Eq11\nqQsxZZGg7slyx4/oiqVyWZYNA9Hn4kq9YsKFmCSvUFFvNUwLpmXHpgeLPflBdszKoJVImk4BKxA4\n8ibz6cGdV1p5H0CUfcFCTEmk3cslNUdikBJV0dYwAv2otDfYZdoRx/R4vO24wppeb3jVYVnxnlo1\ntz613tsI7DJaOOnB/W5FPAatRMKkClpzUoipEVHIguusRPnjZYV0XmnN3qddUtGdpJRVySKLRwnn\nny1bbD+nNYvXMa0cb79zOGiVzumm5X4Os9WrEa0B4SJMUUOfNxOW9UJMkQfKR/SXnLUmyrbM7mkV\n16BkkSutgZ9LfTmmFb/S6hXukjQ5ALhHCyE6e0BWS6nXao32M1qBwN5ysRcIj7whoi50Ou4GcNLS\nDGR/T2t4phrgOa1EeZTnPa2SuuHIY1gCnaiktgYlrbQ2U5t71540wlWaMzE7QD1R99KDw0FrQXY9\nEtuWfc/FoJVImDTpwYCzYiG140sr7eoLEWVb6s96hro0ib2Wlx5cChVikrj/NihppVUqK6HNGbqM\naRXUvPTgUmt6cMm9Xjoda9gvTvFguZ9DBq1EwqTtzAzDQIpFWdFMM+JsvtDNleQOlIjSsbKaHpwx\nUSutWdhrmRQAeqS1PBxoc6QiTz0mPbjonkWVdnGi12zh5YMZtBIJkyY9GHDOas3LSmuxw8Avtjw8\nEaXi9Wud0oOlfdYTWyPw5q7hTnqGj7wR2NQWZpr0YGEsCyjGNE7adUy95a+0DoSC1qK70ip1xUF2\nzMqglUiathm4mLGvYBiZP/LGe62lYkLQasibYSei7qRdac0iSfGJt8JTatnT2vxSUluDLNuOPQ5J\narZN257WAKnvM/VGM+OhNT24KD09GAxaiagLaTuzgpH9Pa2RN7KhHlNyB0pE6fhZFVKXzeIk9LES\ng6nmSmtoIlBeU1uk2dMqbfWyrc2Ba1tq+if1hlc9uK0Qk2GgYBgirw/v8yV5/zuDViJhuivEtMqN\nWWXenta4GXZfxl8n0Vrn9VWdA5MeNGaFSTqKxS/EFHfURo/bk1biOa3uw9Labie0uWEKTf+knvAW\nH4rF9uujWDREpgd7ny/BMSuDViJpGmn3tBr5OKe1WDBaZvbaVi8k96BElEraI2+ydLMvsWuyI1a0\nJa+ceJIKMUltvWnZiEsSMjN0HdPK87c+FdrDrGLBkJkeLLBJYQxaiYRJXT04J0fehGcio+6vsv0q\niahlK0BCFFLP4s2+oA7KilsuMYQuV7pMy+6cOi6s7Ul7WhsSgxLqGf9khKiV1oLQ9GAwPZiIuhTu\nzOJSzwqGkZuV1iQGkM2cQSLyRVUKj9JoyApas9fzeDeefW5Gl5ICQKnpwc7qcPTRQlnKGKCV1/Am\n6SI+iMViwf+5JFm4zWLQSiRM6iNvDENcYYpuOUFrcjeUtZsvImqXtnpwXVjQmoakXtgbEoLvsmEE\n97RKam1T0p5WiQWvgPb04CCutK5t/naIuJVWwZMaku+5GLQSCZO6enABuSjEFL5RiUpNyfjLJFrz\nTDvdSqu0oDVpXlDizV0zO1hg4xIkVQ/2rhlpq5dtgXbgy7S1KSifmpklMXtaBd68+RNegvsOBq1E\nwqSuHpyT9OA8nttIRK0sK12lcEl7WqfnljBfqfe7GV3xsm/CsZT/rcAhw7Jt2Hb8hMbQoHPWZbVm\n9rJZHXFPK8VJ3NNaLAgNWt2tBX1uRxIGrUTCtHVmMX1bIS+FmNpWWtufl/GXSbTmmRlMD/7qjx9N\n/LmXtippm4bVXC4JPNr8Wk5Lmzqljg+XSwCA6lKjZ21Kw7LslkmYYBqz5PRPWn1J51KXhKYH+32D\n4KiVQSuRMGk7s7ystBaLyd1QvWFhvlLP3IoHETWlPfJGUtB6aLba7yZ0LypmBUTfiHYKWofKMlda\nkwoJSktlpt4yO+xplViIye87BHcWDFqJhEmbNmIYRi72tJbCK62h5xyccW4c//nfH+9Rq4hopWVx\npbXjAqrAqrZem1tWAI32n0uStCoFAMODzkprpSZspTWUHhxsPtOD17bEPa1Fmee02hmoPM6glUiY\n1HtaC8h8enDknqCYHvOZA3M9aBERrYa01YNrDTmraZ36V4n3dnFtlrx64rU5fqXVSw+WdW3Ydvwe\n7bSnAFA+eUFp1Ep8oSDz5AeBTWrDoJVImG7Sg+2ML7WaZsSe1pjn1gStwBBRd1Kf02raYlIrU08K\nCuyG41dL5DW207XhpQdXBO1p7TQJU6tbIgMT6g1v0iLqmjYMQ2SAGJWlIU1puX9QKXUfgBn326cA\nfArAFQAsAI8A+IDW2lZKvQfAewE0AFystb5WKTUM4JsAJgDMAXi31vrgsl8FUY6k3euQm0JMEXs+\nokhKGySSSurY7N/kp7ghWlxqYP1IeSX+2iOSNj1YEsuvANqatir4PrRjAFgoGBgcKIra02p3OMLJ\ntGxUlkyMDC37NpsyLGlPawGyirc1SWxTq2WttCqlhgBAa/1G939/AOALAC7SWp8Lpyt/u1LqGAAf\nBPA6AG8B8CmlVBnA+wA86D73GwA+euQvhSgfUp/TahjIcgaSbdtO0Bq+m4q5uWLQSpRM8tic9pxW\nQM6KWtpCd6Ju9eIKMbX+WJQ0RbqGBoui9rRG7dEOn285s7DU0zaRHEnZA4ZhwIa8wPWhnYcAAFVB\nn7Ow5U4BnQZgRCl1g/s7/hLAmVrr29yfXwfgzQBMAFu11nUAdaXUDgCnAng9gM+4z70ewF8tsx1E\nuZN2L8xAqQDLdlLpSh0q8Erkp6KkTA+WeK4ZkTBix+a0e1oBOUFrp5tKiftEvRbHHcUiUZoiXcPl\nEharcirIp8kcmJmv4djNo71qEgniLT5EXdPeJWNDVrLGV69+DADwxDOH+9ySeMu9010A8Fmt9VsA\nXADgW6GfzwEYB7AezTSl8OOzoceICOmDsxGvoqKQG7xuxRXfCM9WE1FqYsfmroLWqow+LfVCiKAV\nk+Y5rYEHjUC/KqepvjQrrcODRVQEpQd7w3RSmw9zpXXNau5pbQ+zvM+itJXWLFjuSuuTAHYAgNZ6\nu1LqEIAzAj9fD+AwnMFvLPD4WMTj3mOJJibGOj2FKBeGhlr3cg0ODURe/xvGhwAAw6NDmDgqe7O5\nS3XnBmRosPX1HXXUOozF7GdjP0CUSOzYXCgWUDCAo7esx/RiclBqFYsyPusJ8fXExBjG1zvx/bqx\nIRntBbBunTMujK8f9h876qh1WHDPuR4cjB5P+qnqJheNjgzGtm1sdBD1fXPYuGlURGZRac45im1o\nuPl+Fsqtt9QmCuLea+qNgQHnWtgyMYYNY4MtPxt0Fxw2bx7DQKn/13KU4HU7PFwWcx0vN2j9PTip\nRB9QSh0HZ3C7USl1ntb6VgBvBXAzgF8A+IRSahDAEIBXwCkEsRXA2wBsc597W/tf0Wpyksdd0Now\nN996oH21Wo+8/g13lm7vvhmU7Ozt91xyZ80bDbPl9R08OI/q8EDkn2E/QCtFyiC8wsSOzUtLDRQK\nBiYn5zB9eDHxuU89M4VXntD/BKyk+gKTk3OYnasAAObmqmL6prlZp03zgXHk0MF5LLir19Wl6PGk\nnw4enAcA1JYasW3z6tk8u/cw1sWMD700PeesojbqzfHr8HzryureA7Pi3mvqjYqbyj49vYB6tdby\ns4Y7YT85OYuBUrHnbUsjeN1WKrWeXsdJY/Nyg9Z/AvDPSilvQPs9AIcAXOYWc3gMwPfdCoWXALgd\nTiryRVrrJaXUpQC+rpS6HcASgN9aZjuIcidtISYvPXgx4+nB4cUMZgcTLZvYsdm0Is5kDikVDTRM\nG4dmZaRVZjF9L6rF0vtUb0uMkbDoNDzondXaEBG0pt3TSmtT8/po/5mXHswyHd1bVtCqtW4A+N2I\nH70h4rmXA7g89FgFwDuX83cT5V0jZSGm4bzuae1HY4hyQPLYbFntZzKHrRsewOH5GhaEFNxJe6SY\npNg27qxFf0urpMa6rBSVpYfd1Fsp+1pNf/xqPhZuPasHr13e5yyqRofkz6J0MpOpidawtIWYMh+0\nxs5Ux9+4sJMnyibTtv3PetwnfGTIWUFbFFKIqdP8ocSicdGBtrx2BqWpHjw06KRRSjmOo1PxqNGh\nEmYWuNK6Vlkxk0fBx3g70z0GrUTChNOD4zo2bwN/3czeflag2akbKaqJeiQdLk9E6aVZaS0WDAwO\nFMWstGZyksw/pzU7GSypzmktO0FrZUnGGNCshh1cam22f/1oGbMMWtcsO2IlPuyZAzL3O0vuKxi0\nEgmT9pxWb4C3MroxIm7PR9LixVxFxs0sEXUnzZ5WABgZKolZae3Us0q8ufNvlgONC/apEuPwNPtD\npWUWJe1ZBJrXcSYnPnqostTAJ795L358x65+N2VFWQnpwU/tc6qOf+bb9/e0TWml6af7hUErkTBm\nillnoDnAZzVotWP2tCaZ48w1USalWWkFnBWqw/O1TPVrkgITvyUZqnBnptjTut49Bm12UcYYEJXS\nHGz9yOAATMtGrZ7NTKheuXrrbuzYM4Mf5Sxo9Y9LjrikBceEABi0ElEXvPTgYrFD0JqTlVYjdHeV\ndG+1fyr5qAwikintSutxm0fQMC1MzlR60Kr8sWPSg/2f97AtaVkp9rSuH3WDViETl52KR40MZbu6\nf694Y3pZ6Hmly9XMeGi/PobKyz24pTeSMh76LV9XCVEONFdakz+ehYyXTffmnzu8zBbPHVxYlbYQ\n0eqyLLt1/1+MTeuHAMgJTtKQ1AXHpQfLvQ1NN+aNr3OC1vBZqP3SKaXZC1ql7M+W6uCMc57w5vGh\nPrdkZfmT8oIDwDjd3JP1muCmEa1NpltYqeSvtEbfEnmz0mn3wEpjxwz64ZXXoJ17Z1a1TUS0OkzL\nTpUWZ2Ro24PE+9HmuxZMWw1ErYJSmT1pVlr9c1qFFOOLrHgc+HLDukEAwO59MovtSHFo1glaM/Bx\n74qF+AmNnL3UnmLQSiRM2j2tfiGmjPaAcee0Ji0J7Ng7K6ZICxGlZ9vp9rRmssCcoKZGrbRKl6Z6\nsLQaDnaH9OCzXrEFAHD/9smetSlrFqsNv7CWLeTfdaXYlh0/qRWYOKo35C06CJzX8jFoJRImfXqw\n8989z8+vdpNWRVx6VVw//0sv2gjLtvH401Or3DIiWmlp97R6T8nGPay8yNB/34JNCy609rg9aaQ5\np1Xa2ZZmxPgVbP3RG0ewZeMwHn96Go2MHku32g4G9q1Hny+cXZYdfz0HX+mckMJiQZL/JRi0Eglj\nmhYMdN5X4HWI2554Hk8+e3j1G7bCkg7fjnLGSycAAD9/9MBqNYmIVkna6sF+gbkM3cSKamnCURtS\npVlp9X62Z1LGJG1splDAK1+0CdWaiaeem+1VszIlWKNCUgXulWDbSSutzS8f2nmoJ+3piuB/Cgat\nRMKYlt2xcjDQOlg+sOPgajZpVfiFCkK9UFxH/6Jjx/DCLetw35OTYg/lJqJo6VdanedMz8kouJNE\nYlzo3fsHu1UDgSBW4A1p1KplmDeJe3Cmirse29+LZiWKCrTDEwWvfPEmAMBju5kdFOXZQJZYNjIr\n0rNsO6GCd/PFfusnT4pbibcldhIuBq1EwjQsuyU1OK77CN4A7j+UvaNgrNiS8NEdfcEwcN7pxwGQ\nM9tOROlYlo1iiijPu9G74ronVrtJK0fQKlHznNb4YEqaTsfHAK2v4db7n1v1NnXiBdpJ7+3LX7gR\nBcPAo7sYtEbxgtaxkQExe5VXim0nFGIKvFTTsnHjtmd71KqUBP9TMGglEsY0nTS6pCq6QGuHeGBa\nTtBqWha2PfE8ptyqgHHsmPTguHuAgmFgy6YRAMDz0zzDkSgrLNuZu0+z0hoMXKSvtkoMBTsVYpJ4\nP5pqT2vgZ3sFHH3mFe1PCrRHhko46bj1eGrfrF9wiBz3PzmJR9xgft3wQKa2A6Rh2emqpQOtpyJY\ntt33Y5Ikzx8waCUSxrSsVOnBRaErrf96y1O49EeP4KpbdiY+zxukwunBcQwDOGajE7RmcQ8v0VqV\nZs+iJxiczFeyccalpHs874ZT+upqUDfVgwEZ10WaPa0AcPyWdbDt5tEu5EysfOkHD/vfFwpGLlda\nY9OD3Zf6KuXU6bh/+0HsnZyHbdv4zs3b8cEv3s4tUDEYtBIJY5o2SsXOH83gIG4DYmZytz3xPIDO\nq6GdDmcPKxQMbB4fwstfuAFPPHO4pfIgEcnVXElL0681v/7Kvz2yWk1aGSLjwuibf39Lq8AVrTQr\nrWFLfT6v1TsfvVObN4yWAQAz8/KqxPaDZdn4zs07/O8//F9OR8EwRK/uLYeduNLqvNihgSJ+6UUb\nAQCXX/M4bn3gOdx0zx4AwE/6mjLc+o8hqctg0EokTMOyUAqutMZ0GOHB8jkBKVMAsFR3biaqteQg\n2o7Z0xoXw3qzlqe7VYT1M1xtJcqCblZajcBz9h1aFLGq1omkm7q4bReSWcsIWp/t81Fvaa/p8XVO\n0MpJVuc9+7Mvb8VP7mkGZK988SY3aBX0IVoBlpVUiMllAB/5r2fgJS8Yx9MH5nDd3U/7z3ns6ekj\nbsPN9+7BlTdt7/rPSf6nYNBKJEyjYTkrrR3G7/AAv1NIWX2vEl6nm824G5W4vbze045x97X+07WP\nY7HPez+IqLNuVtLCxZoefkrgkRCuTnUH+sG/4Qw1TV5Lm7xVyzSTGp5Hdq38dTGzUMNiNV3Gkmmm\nC1pPPm4cBoA7Htp3pM3LtD3Pz+OPPncLZhfaV5wLBcDO2VKrnXROq5fC734q17ur8QOlov+c6bkl\nHJha/rave/UkvvWTJ/GTe5494uwKSdWEGbQSCdMwW6sHxwl3iNuekHF+ab3h3IAsVBqJs6fNvVeh\nH8QVYnJf70BgFforP3502e0kot7oZiUt/JzLrn4MN92zMqlytm2LTI9dSd7ri1tolfjyu90qAgA3\n3bNnRbfEWJaNP/3SHfibr/0i1fMb3kprh/oTx29Zh18+aTN2Pje7pqve//XXfuFPXoXlcqU16ZxW\nj/tzb+IjXJvkL75617L6q/1Ti/jyD5t7hrt9b9ueL+ifhkErkTANy8JAqbsViZHBEnbuncXMfH+r\nbVq27Q9Mlm1j72R8ynL8kTfRvFSbUqnZbT3y1BT2HZKRFk29te/QAnY+N9P5idR3ZhfpwVH3V9++\nafuK9G3f/ekOXPD5W1cu2BG4fBmfHiywsa5urg8AOPNlE1hcauBB93xy27Zx9dZdRzS5od3ifmkL\nJpluRlEpxQTzuacdC6C52lpv9Hc/bi/MLtb8bKtwtsQf/8YpLd8bBcOvxpwXzp7WdNezlzEWFVwe\nnOm+gNfu/a1Zdw1TUNR5hNZM0Fqrm7jqZzvw+5/+Ke5+TMaKFFGURsNGMU0hpsAA792E/enfb+1r\ngYpGo3XkufWBvbHP9fe0tqUHR/OeNlBqfW++du3j/j5aWhtqdRN/ednd+MQ37uWkRQZ0s5IWl4q2\nEtsfbtz2LOoNa8X3/0tKn4tri+QtrnUvACyluyU95aRNAIB/v+sZAM7+1h/evgvfXsb+Pc9nr7y/\nq+d7gUCaSv+nveQolIoF3LjtWfz5P9yJCy+5A3v6vCd3NW174nn8ySV34E8uuQMPbD+I//29B1t+\nHp6cyOdKa1K2g5sN4X6/VI+P2OuN7qP5B3e0ThJ4EyypyV1oXTtB69//4GFcd7fTwX2VKYUklGXZ\nsGwbpUCnHtdhFGKe8/UbnuhbCpx383HqyZsxPFjC3Y8diN3b6s2sthdiitvT6q60BgL6LRuGsfO5\nWXz+uw/geUFn1dLqmZqt4oLP3+p/z6qc8pl2aCUtrtga4tNXV3JiaqXOf5UYB2axEFOj4TR6IMVk\nLQD80os24WXHj2PP5Dz2PD+Pp/c3jwdZzth38HD3RZK8fbhpKv2XigWcfNx6AM5KbrVm4s5H93f9\nd2bF9j3OqrVl27jkXx9q+3k40Pe6hTwFrk56cHIhJu/HSRkG3Qat85V628JcI8V+4eB7L/lfYU0E\nrXuen/cPMQaAFx4z1sfWEMXzB8JSoeMNUVw/d9ejB3Dlzdv7cu6Zt9I6VC7inFOOxUK1gR17olM4\nm+nB6X63NwAEb2w++Jun4MXHrseOPTP44lUP5WrQo1a2bcO0LPzw9qdaHq+tgVS7rFtOddiw2hEG\nrcGibdMpUo27Cn4EdTt+kZcOqzySNLxCTClWLQHnJv9XX3MCAODr1z+BR3c37++WM7lxxfVP+F9v\nHBtM9We8QkyllNf0H/z6K1q+f2zXlD/e58lDOw/5x7bECdfs8PqFPJ3VatsJE0fB8sFI7hc7ncIQ\ndv/2ybbHzBTpwYnPOcJ/lpXsc9ZE0HqPfr7l+8GBYswzifqr3vAGws4fzajZuXNOPRYbxwZx0z17\n8Lnv3I/Zxd6uQnmzgqViAcdsdqr8VuvRna43QBkpB/2o9OB1I2V89L+9Cmf/0tHYP7WInXu5xzGP\nDkwv4o8+dwve83e3YOvDzgrF8KDTj9cSUqtIhm73LEZJSqFL41PfvM//Os3qRVzRmCD/7NNlt2rl\nSQxKO/EmO9OutBYLBs582QTOfuXR2PncLH7xePMer1PAFHZwpoLHdk/j+IlRTGwYSr2y1Qy007X5\nqPFhfPXP34CP/8FZ+L/t3Xd8HOWdx/GPuixbtpFxodiGQPyYXgwJARNKIMEEQhr6nGAAABdZSURB\nVLnkdVxIAS7kyJGEkgsQkkByx/GCXAwEQgsEnECAxI4BU0wIxRg3sI0Lbo8LLrhbllzUd6W9P2Zm\ntWVWWskrzUj+vl8vvyztzq5+M7szT/s9z5jhA9mwvYbn3lrVqzpaW1piPDBxUbvb+aUHQ8/87mbi\n3PLG/7nUkda2NHRwutdan2kU0SzSg7uqw2Dmx1u48aEZSdkQ+2K/aLS+t3AzRYX5PPCjsRQX5u9z\nj61IV4nGU46yuJ+hzxXvoIoy/uffP8fxRwxixYZd3PLILOau2O7z6q7hpQcXFeZT6nYOZZpj2+mF\nmBIqCUUF+eTl5XHEIQMA2NXDU0VnLdnCU68vz+relNt31fP+os3s7eaOiX2xaHUla7f4z02MxWLM\nXbE9bd937KrnZ4/PSVpM4jsXGK4497NAbtNGpWt4c6qyGWnNVInf13J7U8I81mzeq6eO+mRKDw5j\nA9vjVaqzSbUF53uUl5fHd78ymgMHlCY998qsdR0awaytdzpVR488gNLiwqxf29yBOa2ewoJ8Dh3c\njy+7o8TvfrSJx15akvXrw27RmsqstktLD46PtOY8pMDEYrHM17uUOa1tNdbrOzjS2uBzbcumA66t\n731n5uzHYjEeeWkJf3xtOXvrIvx6wtycLIDX6xutr8xcy+7aJkYM7Uf/vsUUFxWokiOhFU85ymJB\nCr9Ri7y8PMpKi/jh5cfxtTMOoynawt+nrcl5nJlEEnrMS4rdRmuGEZKOpwc7/yeOtHo/l7p/K5e3\nQOhusViMJ19dzozFW/jx797nmnve4YGJi9Iaceu37uX/nl/AbY/N5umpK3hzbm5uB9LVZi/dyu8m\nLebxDGsKLFhVyaMvLeGRhKX6127Zw62PzU7bdmDfEoqKnM++qRMLVUj38spc7zxtUzfMac1mNC27\nFTfDN0IUr2D2nCmt8WOdTWcttJZ9JcUFDB/SL+m5SLSFXz75IRu2ZTey432vSooKKCzIj2c7ZR1z\nFllRqcpKC+M/z7M7mNSNZbSfPbVN3P3sfB6fsrRTC/8AzF6ylYf+/nH7G5J+zLwOll416hzLfB/n\n1uzgvPi2mXR0pNUv8yibkdZsGrYdMWvJVualDJhkuuf23romHpy0mIWr2+/0KGx3ix6sJRbjxffX\nAq29jyVF+Uonk9CK+Cyjn6lC5NeL5zXsCgvyufTMz/DRyh3s3NP2/K0N2/ZS2xBl9IiBGRcOyFbi\nKpAl8ZFW/4ZkzD0Ns00P9htp9So5fUqcS1lDD260+o2uLl6zk7fnb+SSsYfz8Sc7eeYflp27G5Lq\n9blaVKYrba6s5enXlwOwvdp/0RNvmf4VG3axu7aJFeurecp9DcCdV53KryfMBZzUYO+8UOZM+HnZ\nFtlMzclUdWqr3F6/dS+vzV7HSaMGc9rRQ9u9jmXT0ZHNXDLvz2zaUUtNfYR+fYqSno9EW1i0upJh\nFWUcmtK46iqtc1pTV2UPbys22sHVgxPLvr4pxxyc+1T+6um5FBXmc0C/Euoao5xiBnP5WUfQt7Qw\n6dg0JTVa82hubiHWxiI6nuYOzsNNVJxyHrw171O+fvYRHX6fXJk8fQ2rN+5mNbv5YNk2bv/WGI48\ndEBWr43FYixavZMnXl2W9d9LPWbeoe5NjVbnljeZnnP+z2aktaGxo41Wn5HWbOa0ttFo7einEovF\nmOZz54itVXXEYjFmfLyFl2es5aQjB7NkXRXbqpxFNPfWNXHikQe2+d6BNVqNMfnAI8DxQCPwPWtt\nTrubdiSsCOd9IMVFBVml3okEIX7vt4K8dic8+DZaU37v16eIjTtqaW5pSVv8YFdNI1NmrGXaws0A\nXDVuNF884eDOB0/y3CRvpNUvXQU6nh6cH2+Qt27vVSz6eCOtAd7uZ1+lNuZKigtobGrm5RlrqamP\n8PZ8Z65WYUF+Us9pXUO4G+qxWIxJ09YkjVxFoi1JI+YtLbH4XFWAmx6akfY+hwzuG/+5T0lh/P00\n0ppbXVE2e6MF2Y20+leR5tntHHdEBYcO7sfAfq2L5dQ3RuOdGfPsDp54ZRmP3nxW/PoDsDPlXofZ\n3CezI1kbc5ZtY86ybYwcWk5zSwuVuxuSRkj6lxXxwI/PzPr99oV39PZh+nC3ax1pzX5Oq6dvaXo1\n9rsXGP70hiUSbWG7Ww+ctnBzvKy786pTGekuyPn6nPWAUzcsLMgnhlNfbG/Ut6MxJ0rsvCl2B1JS\nr4ldLRJt4empy5mzNP0WkHc/O5+ff3tMfNpNJo1Nzbw8cy1vuHfmGFZRxoih/ZLmGPtJ7RDorQsx\ntdshn0XKfkcXYvLLSMnlnNZItIWGpijlZcW+zy9cVcnTU52U4FR1DVGe+YeNn4dvf5Q8/9yvAypV\nkCOtlwLF1trTjTGfB8a7j+VMVUJB5X0gxYUFNEY6frNeke7QkYLQr7GXWhj0LXUuAnUNyReZaHML\n9z63IN7DBc4y9Z1ptDZGmlm2toqt1XXxRQCSR1pzO6fVrwe81B1p7WnpwVV7GojFnBHqydOTV8W9\n/rJjmTB1BVV7GuMNVoA7rz6VXz75Qfz3moZwd8K9v3gLC1dXctCgMg4Z3I95K7ZT2xBJanis2byb\n6r2NHHxg36R7aF570dHxHvzEc6K0pDBeOGukNedyXjZ7DbiSLBqtmapO1Xsbue+vziIvR408gM8d\nNYRjDqvgrfnpC+8sX1/NiZ9t7bGfsyz59iLZdHTUZzHC0ae4tQo1oG8x6zOkpO6pixCJNlNU2PWL\nQGYctfEqyO7T9Y1RXp6xlj4lhQwZ2IeK/iXsrm3CfrqLTdtraGhq5rpLj2VYRVmXxxxtzn4tB0ju\nsC32OaZnnXgIJxx5IDf/fiYAo4YPJD/PyeIA+PWEuTx127lA62MF+Xnxa0xzc4z2Piqvg7kzi4sl\nNlorykvZWlVHXWOUAYX+DYFcisVivPHBBiampCQfNqycdQmL5Wytqmuz0fr+os08PbV11eXvX3w0\npx0zjKXrqtpttKbKzyJNNlvVexvjHfKf7qhh7HEHMfb4gzhwQJ99f/MOaGlzpLUDc1o7MNIai8VY\n5XO3huzmtLa/evDk6Wt4ddZ68oBrvnoUFeUlkJfHmk27OaC8hNLiAh5+MfMc7U+27Ml4NwnILlMu\nyEbrGcAbANbaD4wxp+T6D1QlpM15H4iXHpxN+odId+voghSpUr/Sffs4p3htSqN14apKtlXV8YVj\nhnHl+aP40QPT00Yj2rJjVz2zl27l/UVb2Lkn+XX9+xZzzGEVCXNa/S+68QVDstzVtk7XPj2s0RqJ\ntvDg3xezNOFWXKnK+xTzw8uPY/n6aia+61QwLjvzcA45sG/SdrUhzhypb4wy8d3VlBYX8OOvH8+b\nHzrzb2vrWxut7y/ezNOvO5WfE44cxDknHcJf/rkSADNioO/7lpUUUu+OMGu6R87lvGxundPafpUj\nmwzB5eurWb6+Ov57cVE+V487Kj5fOvWalDpPL5LFd6Yui2vJwH6t19Tx159B5Z4GZizewu6aRoqL\nCpI6m/bURhg0IL0ltKmylh276tlb10RJUQGnjB6yT/dYjWXRGVi9t5GfPDyz3fdauKqSCz4/otOx\nZCvS3EJeXvqtUDJJ3LdMozPlZa2P/9cVJ1JYkM+1v3k3Y+W8rjEabzRHmlsooe1Wq/c+nRppTei8\nqehf4jRa3c7HOUu3s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"text": [
"<matplotlib.figure.Figure at 0x1220d0d0>"
]
}
],
"prompt_number": 29
}
],
"metadata": {}
}
]
}
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