{ "cells": [ { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] } ], "source": [ "# Load the \"autoreload\" extension\n", "%load_ext autoreload\n", "\n", "# always reload modules marked with \"%aimport\"\n", "%autoreload 1\n", "\n", "import os\n", "import sys\n", "from sklearn.metrics import roc_curve\n", "\n", "# add the 'src' directory as one where we can import modules\n", "src_dir = os.path.join(os.getcwd(), os.pardir, 'src')\n", "sys.path.append(src_dir)\n", "\n", "# import my method from the source code\n", "%aimport data.read_data\n", "%aimport models.train_model\n", "%aimport features.build_features\n", "%aimport visualization.visualize\n", "from data.read_data import read_data, get_stopwords\n", "from models.train_model import split_train, score_function, get_fasttext, model_ridge, model_xgb, model_lightgbm\n", "from features.build_features import get_vec, to_categorical, replace_na, to_tfidf, stack_sparse, to_sparse_int\n", "from visualization.visualize import plot_roc, plot_scatter" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "train = read_data(test=False)\n", "y = train['Target']\n", "stopwords = get_stopwords()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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IDreview_contentreview_titlereview_starsproductTarget
00En appelant un acheteur pour demander si l'écr...La Police s'inscrit en acheteur privé sur Pric...52fbb619e3606f9b7c213e858a109cda771aa2c47ce50d5...0
11Alors, là, on a affaire au plus grand Navet ja...Chef D'Oeuvre Absolu en vue...57b56d9d378d9e999d293f301ac43d044cd7b4786d09afb...1
22Effet garanti sur la terrase. Ils donnent immé...Effet garanti sur la terrase. Ils donnent immé...37b37bf5dcb2fafd9229897910318a7dfa11a04ca36893c...0
33tres bon rapport qualite prix tre pratique en ...bon produit477d2dbd504b933ab3aaf7cb0cd81c22f7c3549012f4f88...1
44Ordinateur de bureau trés bien pour quelqu'un ...Apple Power MAC G43f574512e7d2dd1dd73c7f8f804bf16f14c932c5651a01b...1
\n", "
" ], "text/plain": [ " ID review_content \\\n", "0 0 En appelant un acheteur pour demander si l'écr... \n", "1 1 Alors, là, on a affaire au plus grand Navet ja... \n", "2 2 Effet garanti sur la terrase. Ils donnent immé... \n", "3 3 tres bon rapport qualite prix tre pratique en ... \n", "4 4 Ordinateur de bureau trés bien pour quelqu'un ... \n", "\n", " review_title review_stars \\\n", "0 La Police s'inscrit en acheteur privé sur Pric... 5 \n", "1 Chef D'Oeuvre Absolu en vue... 5 \n", "2 Effet garanti sur la terrase. Ils donnent immé... 3 \n", "3 bon produit 4 \n", "4 Apple Power MAC G4 3 \n", "\n", " product Target \n", "0 2fbb619e3606f9b7c213e858a109cda771aa2c47ce50d5... 0 \n", "1 7b56d9d378d9e999d293f301ac43d044cd7b4786d09afb... 1 \n", "2 7b37bf5dcb2fafd9229897910318a7dfa11a04ca36893c... 0 \n", "3 77d2dbd504b933ab3aaf7cb0cd81c22f7c3549012f4f88... 1 \n", "4 f574512e7d2dd1dd73c7f8f804bf16f14c932c5651a01b... 1 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Feature engineering" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "train = replace_na(train, ['review_content', 'review_title'])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "X_dummies = to_categorical(train, 'review_stars')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "X_content = to_tfidf(train, 'review_content', stopwords)\n", "X_title = to_tfidf(train, 'review_title', stopwords)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "X_length = to_sparse_int(train, 'review_content')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sparse_merge = stack_sparse([X_dummies, X_content, X_title, X_length])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = split_train(sparse_merge, y, 0.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# LightGBM" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.71710926450251578" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model_lgb = model_lightgbm(X_train, y_train)\n", "preds = model_lgb.predict_proba(X_test)\n", "preds1 = preds[:,1]\n", "score_function(y_test, preds1)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fpr, tpr, _ = roc_curve(y_test, preds1)\n", "plot_roc(fpr, tpr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Ridge" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.6763138392147906" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model_rdg = model_ridge(X_train, y_train, )\n", "preds = model_rdg.predict(X=X_test)\n", "score_function(y_test, preds)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": true }, "outputs": [], "source": [ "fpr, tpr, _ = roc_curve(y_test, preds)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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mNrbKGT9niRg4ICIiInh9v9J2w75VsGeF9++un73O9BXrwMb/Fe51anWGQ/ugbg9oegnENIKYhlC+ZqD169T7UZU26emZvPrqEiZMmM+nn15Po0ZVCAsz3nprEI0bV6V69fIhO7eSNBERkeIm8xBsmwPL34afJnstWSlbvL5R7jhzb+3+Ofd2TCOIifX+bXwh1O/tjWIsF7qkojTZuzeNZ59dyFNPzWPHjlQAJk9ezN/+1g+ALl1CP7WrkjQRERE/pGzzRjlun+fNsbVjsdcJP31vPvsGbkW6LK/fVnQNcJleS1jdnt6txgq1vduONdpBZKWivZZSZPPmAzz55Fz+9a9FpKRkANClS13GjInnqqvaFmksStJERESKQkYyrP8MVr4PK94u3DG1OkLjAdDgbKjT1UvE8owwlDNr5MgZvP/+UgD6929KQkI8F1zQ7Gh/tKKkJE1ERORMcC5n9vlNM2HXj/DLd17nfZed/zFh5SD2fO/fer28lrBqLaFKM2/KBwm52bM3Ub58xNHbl6NG9cYMxoyJJy6uvq+xKUkTERE5WS4bNn0N+9bA8je9eba2zS3cse1uhcb9odF53kSuUuSysx2ffLKSxMQkkpI2MWBAc2bMuAGAnj0b8u67g32O0KMkTUREpCDZmbB+Bqyd7k3emrwJUo8397qBhXmd9MvXgrpxULsL1GgPMQ28OvFNRkYWb731I2PHzmbp0p0AVK0aTffu9cnOdoSFFa852ZSkiYiIBHPZMD8RVk+F7fNPvH/n33vTV7T5LVRudOL9xRezZ2/immveZ/PmAwA0aBDDfff15ne/60pMTPGcckRJmoiIyM4fYc5D3iSwW2blv09MLNTuDC0HeVNaVAr9FAxyejIzs4mI8FovW7aszq5dB2nbthZjxvThuus6EBkZ7nOEBVOSJiIiZUv6Pm8ZpGWvw7b53nQVB3ccu1/5WtD7AW+y1yrNiuXyRJK/NWv2MG7cbL76aj0//ngX5cqFU6tWRRYs+B1t29Yqdrc1j0dJmoiIlH6rP4SvR0HKVsg8mLvuyLaFQZd7oOs93ihLKXEWLdrK2LGzef/9pUcXPJ81ayPnn+/9PNu3r+1neCdNSZqIiJQuznkjLddMg41fwoH1+beUNTgb2t/mTX0R01ATwJZQzjm++GItiYlJfPnlOgDKlQvjpps6MXp0H9q2reVzhKdOSZqIiJR8B3fB5BbeSEwMDqfkro+IhjrdockAr6N/dFVfwpQzLzvbMXToJ6xdu5dKlSK5885u3HtvLxo2rOx3aKdNSZqIiJQ8GSmw4TPYvtCbvX//umP3sXDoPAxaXAEN4jVTfymRlnaYV15ZwhVXtKFevRjCw8N46KF+bNy4n7vuiqNatdKzNqmSNBERKf6SN8M3CZBxANZ+nP8+4ZFQviZc9SXUaFO08UnI7dmTxjPPLGDChHns3HmQjRv38+ijFwBwww0dfY4uNJSkiYhI8eOyvcljZ/8Nsg7B7p/z36/5QGh4NjS7HKq3KtoYpUhs3LifJ56YwwsvfEdq6mEA4uLq06dP6Z+TTkmaiIgUD9vmwcLHYePnkL732PoqzaDZZV5n/+qtvX5mUqo99dRcRo36nMxMb+3TAQOak5AQz3nnNfFlwfOipiRNRET8kZXhTYvx86vebcz8VGoA3UZCxyEQGVO08UmRc85x8OBhKlb0+g926VKP7GzHtde2Z8yYPkcXQS8rlKSJiEjRcA7WTYfvnzt+vzKAHn/wkjLNVVZmZGc7pk1bQWJiEjVqVGDatOsAOPvsWNavH0GjRlV8jtAfStJERCS0Un+B/w335ixL33NsfewF0H0UNDgHypWekXlyYocOZfLGGz/y2GOzWb58FwA1apRn7940qlUrj5mV2QQNlKSJiEgouGxYOcWbHmPVB7nr6vWGhudA68FQp5s/8YmvUlIyeO65hTzxxFy2bk0GoFGjytx/f29uv70rlSppuhRQkiYiImdK+j5YNQUWPQ67lx5bX7sL/GY6VKxb9LFJsZKcfIg///l/ZGRk0b59bcaM6cO117anXLniveB5UVOSJiIip845r3/Zindg2RvH1kdEQ/9noN0tWqC8DFu1ajeTJy/mH/84n/DwMOrVi+Gf/+xP69Y1ueSSFmVipOapUJImIiInx2XDnuXwxd2w+etj67uNhPp9oMWVEKaWkbJswYItJCYm8cEHy3AOunatx+DB7QAYObK3z9EVf0rSRETkxNL3wdLXvOkyUrd5j2A12sL5E6HReWoxK+Occ8yYsYbExCRmzlwPQGRkODfe2LHMTaFxupSkiYhI/pI3w+qp8MPzsOvH3HXR1aFuDyhfA85OhJgG/sQoxc7AgW8zbdpKAGJiIrnrrjhGjOhF/fqa5+5kKUkTERHPnhXww7+8mf8z02DH4mP3aXQedLwTWl+tFjMB4ODBw2RlZRMTEwVA//5NWbBgK/fe25OhQ+OoUkUrQ5wqc875HcNJiYuLcwsXLvQ7DBGR0mPdf2Heo7Bl1rF1sf0hPApaDoJ2N0GY/rYXz+7dB5k0aT4TJ85n2LDuPPTQeQCkp2cCEB2tzwqAmS1yzsWdyrF6B0VEyqINX8JPk2H5m8fWtRoMTS6GFgO925kiQTZs2Mf48XN46aXFHDzoLXi+cGFOH0UlZ2eO3kkRkbLi4E6Y8zAsmZR//RXToNmluo0p+VqxYhd///s3vP32T2RleXfhLrmkBQkJ8ZxzTmOfoyudlKSJiJRWzsGWb2HxJFj5bv77dBsJnYdB1eZFG5uUOJs2HeCNN34kPNy4/voOjBkTT8eOdfwOq1RTkiYiUpokb/Ymlv16VP71NdtDm+uh050QXa1oY5MSIysrmw8/XMGSJdt5+GGvr1n//k159NH+XHtte5o0qepzhGWDkjQRkZIuIwU+uc6b+T8/NTtAp7ugzXUQrS9XOb5DhzJ57bXvGTduDitX7sYMbrihI61a1cDM+MMf+vodYpmiJE1EpCTavRTm/N1bwDw/fR6Cmh2h2a8gXItVS8H270/nuecW8uST89i+PQWAJk2qcv/9vWnYsLLP0ZVdStJEREoK52D+o/Dtn4+tK18LqraAK6ZChdpFH5uUWKmpGTRvPoHdu9MA6NSpDgkJ8Qwe3I6IiDCfoyvblKSJiBRnmYdg2mDY+i2k7z22vtNQ6HQ31OpQ9LFJibVq1W6aN69OWJhRsWIkl17aik2b9pOQEM+AAc214HkxoSRNRKS4cQ6WvQGfD/Fm/g8WUd7rY3b5+1C5kT/xSYk1d+5mxo5NYurU5fznP9cwcGAbAF544XIiI8N9jk7yUpImIlJcZB7y1smc/+ixC5hHVYEbvoMqTTWPmZwU5xz//e9qEhOT+OabDQBERYWzZk1Oy6wStOJJSZqIiN9ctjcIYM6DOWUWDo3OhbY3eQ8lZnIKpk5dzl//+hU//bQDgCpVorj77u7cc09P6tat5HN0ciJK0kRE/LJtHnx1L2ybm7v8rOvhgmchMsafuKTUWLlyNz/9tIP69WMYObIXQ4Z0o3LlKL/DkkJSkiYiUpQOHYCv74cfXzy2ru2NXnJWrmLRxyUl3s6dqUyaNJ+aNSswfHhPAIYOjaNWrQr89rcdiIrSV35Jo5+YiEgoZWfByvdg+VuwaSZkHMhdH1Eezp/oTTRbroIvIUrJtm7dXsaPn8PkyYtJS8ukVq0K/O533YiOjqBy5ShuvbWL3yHKKVKSJiISClmHvQEA8x6BrIzcdeUqQqurIP4RiGngT3xS4i1Zsp2xY5N4992fjy54ftllrRgzpg9RURoIUBqENEkzs4uBp4Bw4EXn3D/z1McCrwJVA/v8wTk3PZQxiYiETGY6LHk6/3Uz63aHzr+HZpdC+RpFH5uUKvPmbaZXr5cAiIgI46abOjJ6dB/at9dExqVJyJI0MwsHngYuBDYDC8zsI+fc0qDd/gK865x71szaAtOBJqGKSUQkJLbNhx/+BT9NPrau998g7n4NApDTkpWVzYIFW+nVqyEAPXo0oHfvhvTq1ZB77+1FbGwVnyOUUAhlS1oPYLVzbi2Amb0NDASCkzQHHFkUrAqwNYTxiIicGRnJ3nxm6/4Lm7+G7Mycuojy0HIQ9H0EKsf6F6OUCunpmbz66hLGjZvD2rV7Wb16OE2bVsPMSEq6TSsDlHKhTNIaAJuCtjcDPfPs8yDwmZkNByoCF4QwHhGRU5e6HZa96U2XsfK9/Pe57F1oPbho45JSad++dJ59dgFPPTWPX35JBaBZs2ps2nSApk2rAShBKwP8HjhwHfCKc268mfUGXjez9s657OCdzGwIMAQgNlZ/mYpIEXHZsOFL+GY07Pz+2Po6cdDtXmh8oRY1lzPCOccf//glTz+9gJQUb8BJly51SUiIZ9CgtlrwvIwJZZK2BQheWK5hoCzY7cDFAM65OWYWDdQEdgTv5Jx7HngeIC4uzoUqYBERwLt9Of+fkPTXY+s63OFNl9HwXAjTCDo5s8yM9ev3kZKSwQUXNCMhIZ7+/Zuq1ayMCmWStgBoaWZN8ZKza4Hf5tlnI9AfeMXMzgKigZ0hjElE5PgO7Yelr8P/hucur9YaLnoJGsT7E5eUWrNnbyIxMYm77orj4otbAPDww+cxenQfunWr73N04reQJWnOuUwz+z0wA296jcnOuZ/N7GFgoXPuI+B+4AUzG4k3iOAW55xaykSk6GSkwGd3wIp3jq1r+isvOatYt+jjklIrO9vxyScrSUxMIinJ67qdnp55NElr1UpTtIgnpH3SAnOeTc9T9kDQ86WA/jQVkaLnnDdC84uhx9b1/BN0Ga7kTM6ojIws3nrrR8aOnc3Spd5No6pVoxk2zFvwXCQvvwcOiIgUrazD8Ml1sGpK7vKG58C546FunD9xSak3ceI8Ro36HICGDStz3329uOOOrsTEaMFzyZ+SNBEpG5yDtZ/A1Mtzl1dqADcuhgq1/IlLSq0dO1JZuXI3fft6sxLcemsX3ntvKXfdFcd113UgMlIDT6RgStJEpPRK3gI7FsN3T8LGL3PXVagDt62EqMr5Hytyitas2cO4cbN55ZXvqV69PGvX3kNUVATVq5dn7tw7/A5PShAlaSJSujgH34zxlmhK33NsfdUWcMnrUL9X0ccmpdqiRVsZO3Y277+/lOxsbwxcXFx99u5Np27dSj5HJyWRkjQRKT3Wz4ApF+cui6wMjc6D1td4qwGE6b89ObN27kzluuum8OWX6wAoVy6Mm2/uxOjRfTjrLN1Gl1On/61EpGRzzruV+dUI2B20NHCtTnDlxxDT0L/YpNRyzh2dYLZGjQps3nyASpUiGTq0GyNG9KJhQ91Gl9OnJE1ESqYdS2DOQ7B66rF118+Hut2LPiYp9dLSDvPyy0uYMGEen39+I40aVSEszHjnnato3LgqVatG+x2ilCJK0kSkZNmSBFMugsOpucsjY+Ccx6DTnf7EJaXanj1pPPPMAiZMmMfOnQcBePnlJTzwwLkAdOqkOfXkzFOSJiLFX9Zh2PAZfH4npORZAvhX/4bW12odTQmJTZv28/jjc3jhhe9ITT0MeIMBEhLiufLKNj5HJ6WdkjQRKb6yMuCjQbD249zlYRFwdiJ0GwlaeFpCaOTIGUyZsgyAiy5qzpgx8Zx3XhMteC5FQkmaiBQvh9Ng3XRYPBE2f527rvPvveWaqrfyJzYp1ZxzzJq1kUqVIunatR4Ao0f3ITIynDFj4uncWbc0pWgpSRMR/+1bAz++BCvfhf3rwWXl1FWsC5FV4KYlEKFO2XLmZWc7PvpoBYmJScydu5kBA5ozY8YNAPTs2ZA339QIYfGHkjQR8c93T8GsP0Bmeu7y6m2g6SVw1o1Qp4s/sUmpd+hQJm+88SOPPTab5ct3AVC9enl6925IdrYjLEy3NMVfStJEpOjtWAKv50m+aneB2l2h8zAlZhJySUkbufrq99m6NRmA2Ngq3H9/b26/vQsVK0b6HJ2IR0maiBSNtN3w8TXHrqFZqQH8ZjrU6uhPXFJmHD6cRbly3ijgVq1qsGdPGh061GbMmHiuuabd0TqR4kJJmoiE1qqp8PkQSNuZu7xSQ290Ztx9/sQlZcbKlbsZN242X3+9gZ9+uoty5cKpVasiixYN4ayzamr/auecAAAgAElEQVSkphRbStJE5Mxb/5nX32z/WtizPHddp7ug/9OaOkNCbsGCLSQmJvHBB8twzvvIffvtRs47rykAbdtqXU0p3pSkiciZ4Rx8/yx8OSx3uYVDo37QcQi0GqzkTELKOceMGWtITExi5sz1AERGhnPTTR0ZNaoPrVvX9DdAkZOgJE1ETk9GMvz8Kvxv+LF1vR+E7qOgXMUiD0vKpuxsx7Bh01m7di+VK0cdXfC8fv0Yv0MTOWlK0kTk1Pz4Enx2R/51l74Fba4t2nikTEpNzWDy5MVcdVVb6tWLITw8jIcf7seWLcnceWc3qlTR3HpScilJE5GTk5kOz9Q8doHzej2hyz1w1m/9iUvKlF27DvL00/OZOHE+u3ensXVrMo8+egEA11+vkcJSOhQqSTOzSCDWObc6xPGISHF06ADs/AG+GAq7f84pj64BV32uec2kyGzYsI/x4+fw0kuLOXjQW/C8R48G9O0b63NkImfeCZM0M7sUeByIBJqaWWfgb865K0MdnIj47PBBeK8/bJt7bN2VH0OzS4s+JimznnhiDqNHf05WlgPgkktakJAQzznnNNY0GlIqFaYl7WGgJ/AVgHNuiZm1CGlUIuKf7CzY/A3MSoDtC3LKqzT15jar2x3OfQwszL8YpUxwzpGSkkFMTBQA3brVB+D66zswZkw8HTvW8TM8kZArTJJ22Dm3L89fKS5E8YiIXw7thwWPwbxHjq27+FVod1PRxyRlUlZWNlOnLicxMYk6dSoxbdp1AJx9diwbN47USE0pMwqTpC0zs6uBMDNrCtwD5HPvQ0RKpD0rYfbfYMXbuctbXQUtroTWV0OYxhhJ6B06lMlrr33PuHFzWLlyNwA1a1Zg7940qlUrj5kpQZMypTD/8/4eeADIBj4AZgB/CmVQIhJizsHiifDD87kHAgC0uALOewoqqyO2FI3k5EM888wCnnxyHtu3pwDQpElV7r+/N7fd1oUKFcr5HKGIPwqTpF3knEsAEo4UmNlv8BI2ESlJnIOZI70lm4KddQN0vhvq9/YnLinTUlIyeOCBmWRkZNGpUx0SEuIZPLgdERHq9yhlW2GStL9wbEL253zKRKS4yjwEy97wBgOk7copbzUYLpoMkZX8i03KnOXLdzF58mIefbQ/4eFh1KsXw9ixF9CmTU0GDGiukZoiAcdN0szsIuBioIGZPR5UVRnv1qeIFHfbF8JHgyB5Y05ZeCTU6wWDZkCEZmOXojNnzibGjp3Nhx8uxzno3r0+gwe3A2DEiF4+RydS/BTUkrYD+AlIB4I7rSQDfwhlUCJymlw2fHWv1+8sWMc7oe//Qfnq/sQlZY5zjunTV5GYmMSsWd4fC1FR4dx8cye6dq3nc3QixdtxkzTn3GJgsZm94ZxLL8KYROR0fHor/PxK7rKBH0Lzy0G3kaSIXXbZW0yfvgqAKlWiuPvu7txzT0/q1tUtdpETKUyftAZm9gjQFjh6b8Q51ypkUYnIyTmwAaZcAgfWQ2ZaTnm3+yH+71CuvG+hSdmSkpJBdrajcmVvAtoBA5qxZMl2Ro7sxZAh3Y6Wi8iJFSZJewX4BzAOuAS4FU1mK+I/52DNR/DhFcfW1WgH182GqMpFH5eUSTt3pjJx4nwmTZrP8OE9eOih8wC48844hg6NIypKc+2JnKzC/NZUcM7NMLNxzrk1wF/MbCHw1xDHJiLHs/oj+HDgseW9/wY9/wzhmldKisbatXsZP342kycvIT09E4Dvvtt+tD46WsmZyKkqzG/PITMLA9aY2VBgC6Apn0X84By83Ab2rswpq9UJuo+Bs37rX1xS5ixbtpOHHvqa995bSna2d3PlsstakZAQT9++mghZ5EwoTJI2EqiItxzUI0AV4LZQBiUi+dg2D97MM03BDQuhTjd/4pEybcuWZN5552ciIsK44YaOjB7dh/bta/sdlkipcsIkzTk3L/A0GbgRwMwahDIoEQlY/7m3puZPk3OXtxwEl7+n0ZpSJLKyspkyZRnff7+dRx7pD0D//k0ZO/YCrrmmPbGxVXyOUKR0KjBJM7PuQAPgW+fcLjNrh7c81PlAwyKIT6Rscdmw4UuY9w/Y/M2x9eVrQa8/Q9cRRR+blDlpaYd59dXvGTduNmvW7MUMbrqpE61b18TMGD063u8QRUq1glYceBQYBHyPN1jgY+BuIBEYWjThiZQRh9Ng6uWw8cv8688dD62vgRg1Ykvo7d2bxjPPLGDChPns2JEKQNOmVRk1qo9azUSKUEEtaQOBTs65NDOrDmwCOjjn1hZNaCJlxJ6V8HLr3GWVGnqDAdrfqnU1pUilpmbQvPkE9u715jDv0qUuCQnxDBrUVgueixSxgpK0dOdcGoBzbo+ZrVSCJnIGZaTAxDwDpVsOgsvehjBNWyBFZ8WKXbRsWYOwMKNixUguv7w1W7cmk5AQT//+TbXguYhPCvomaGZmHwSeG9A0aBvn3G9CGplIaTbzflj0eO6ya2ZBw77+xCNlUlLSRhITk5g2bSVTp17DwIFtAHjxxcspVy7c5+hEpKAkbVCe7Ukn++JmdjHwFBAOvOic+2c++1wNPIi3isH3zjlN9iSlV9ZheLV97nnOev4J+j7iX0xSpmRnOz7+eCWJiUnMnr0J8CacXbdu39F9lKCJFA8FLbB+nB7MhWNm4cDTwIXAZmCBmX3knFsatE9L4I9AvHNur5lpkh0pndL2wLv9YNePuctHpEFEdL6HiJxpU6Ys5YEHZrJ06U4AqlaNZtgwb8Hz2rUr+hydiOQVyo4vPYDVR/qxmdnbeIMRlgbt8zvgaefcXgDn3I4QxiPij8+Hwg//CiowiLsfzhmrec6kSK1Zs5elS3fSsGFl7ruvF3fc0ZWYGC14LlJchTJJa4A3IvSIzUDPPPu0AjCzJLxbog865z7N+0JmNgQYAhAbq+VGpITIyoAn83wB9n0UeiQoOZOQ++WXFCZMmEedOpW45x7vv96hQ+OoU6ci113XgchI3dIUKe4KnaSZWZRz7lAIzt8S6Ic3Oe43ZtbBObcveCfn3PPA8wBxcXHuDMcgcmYd2Aj/uwfWfJhTFl0dhmyEcrqlJKG1evUexo2bzSuvLOHQoSxq1arAkCHdiI6OoHLlKG6+ubPfIYpIIZ0wSTOzHsBLeGt2xppZJ+AO59zwExy6BWgUtN0wUBZsMzDPOXcYWGdmK/GStgWFjF+k+EjfC2/0gH2rc5d3Hgb9T3rcjchJWbRoK4mJSUyZsuzogue//nVrxozpQ3S0pnQRKYkK85s7AbgMmArgnPvezM4rxHELgJZm1hQvObsWyDtycypwHfCymdXEu/2pudikZDmcBtOugnXTc5efdQP0ewIq1PQnLikz5szZRJ8+3vqu5cqFcfPNnRg1qg9t29byOTIROR2FSdLCnHMb8kxmmHWig5xzmWb2e2AGXn+zyc65n83sYWChc+6jQN0AM1saeM3RzrndJ30VIn7JSIaJlXOXnTvOGxggEiKZmdnMn7+FPn28mxW9ejWkT59G9OnTkBEjetGwYeUTvIKIlASFSdI2BW55usC0GsOBlSc4BgDn3HRgep6yB4KeO+C+wEOkZPl6DCx8LGe7558g/h8aFCAhc/DgYV5+eTHjx89hw4b9rF49nKZNq2FmfPvtrVoZQKSUKUySdhfeLc9Y4Bfgi0CZSNl0+CC81Qd2fp9TptYzCaE9e9J4+un5TJgwn127DgLQokV1tmxJpmnTagBK0ERKocIkaZnOuWtDHolIcXdwF8y4BdZ+klMWXQ2GbofwSN/CktLLOcfo0Z/z3HMLSU09DEBcXH0SEuK58so2hIdrwXOR0qwwSdoCM1sBvAN84JxLDnFMIsXP3H9A0l9zl7W/HQa8oNubEjJmxubNB0hNPcxFFzUnISGefv2aqNVMpIwwr1vYCXYy64M3OvPXwBLgbefc2yGOLV9xcXFu4cKFfpxayqINX8DUyyEzPaes+xg4+1EwtWLImeOcY9asjYwdm8SwYd255JKWAKxcuZuDBw/TuXNdnyMUkVNhZoucc3GncmyhJs9xzs0GZpvZg8CTwBuAL0maSJHIPAQzboPlb+aU1eoEV8+E6Kq+hSWlT3a246OPVpCYmMTcuZsBb/TmkSStVasafoYnIj4qzGS2lfDW3LwWOAv4EOgT4rhE/JGRDP+Og71BA5irtYT+z0Lj/v7FJaXOoUOZ/PvfP/DYY7NZscKbeah69fIMH96DYcO6+xydiBQHhWlJ+wmYBox1zs0KcTwi/tixBGbeB5u+yl3e7ma46GX1O5MzbuLE+Ywe/TkAsbFVuP/+3tx+excqVtQgFBHxFCZJa+acyw55JCJ+yEyHiTGQnZlTVqkBxPaHi16CMC2nI2fGtm3JrFq1h3POaQzAbbd14YMPlnH33d255pp2lCunBc9FJLfjfgOZ2Xjn3P3AFDM7ZnSBc+43IY1MJNTe7APb5uQu+9UbcFbe1ctETt3KlbsZN242r776PTVqlGfduhFERUVQvXp5Zs++3e/wRKQYK6iZ4J3Av1oZWkqXvavg3fMgZUtOWbPL4cqP/ItJSp3587cwdmwSH3ywDOe8O+a9ezdi37506tSp5Hd4IlICHDdJc87NDzw9yzmXK1ELrMn5ZSgDEwmJvEs5AdybAeHl/IlHSp2dO1O5+ur3mTlzPQCRkeHcdFNHRo3qQ+vWNf0NTkRKlMJ0uLmNY1vTbs+nTKT4OnwQPr0ZVr6fUzbgReig201y+pxzRyeYrVGjAtu2JVO5chRDh3ZjxIhe1K8f43OEIlISFdQn7Rq8aTeamtkHQVUxwL5QByZyRhw6AP+9CdZ8mLt8+AGI1BennJ7U1AwmT17MxInz+fLLm2jUqAphYca77w6mceMqVKkS7XeIIlKCFdSSNh/YDTQEng4qTwYWhzIokdPmHKz+D3w0KHd5r79Azz9DhL485dTt2nWQSZPmM2nSfHbvTgPg1Ve/5y9/OQeAjh3r+BmeiJQSBfVJWwesA74ounBEzoCfX/NubR5h4XDek9B5mOY7k9Oyfv0+Hn98Di+++B1pad60LT17NiAhIZ6BA9v4HJ2IlDYF3e782jl3rpntBYKn4DDAOeeqhzw6kcJy2bBgHCT9OfecZw3Phd98AuUq+heblBqjRn3GlCnLALjkkhYkJMRzzjmNteC5iIREQbc7zwv8q+FIUrx9NxFmPwCHgrpK1unmDQyo3dm/uKREc87x9dcbiImJpFu3+gCMHt2H6OgIxoyJ1y1NEQm5gm53HllloBGw1TmXYWZ9gY7Av4EDRRCfyPEtHA9fj8pd1ngADHgeKjf2JyYp8bKyspk6dTmJiUksWLCVAQOaM2PGDQD07NmQnj0b+hyhiJQVhZmCYyrQ3cyaAy8DHwNvApeFMjCR4/rpFZhxa+6ysAi4Yz3ENPAjIikF0tMzef3173nssdmsWrUHgJo1K9C3byOysx1hYbqlKSJFqzBJWrZz7rCZ/QaY6JybYGYa3SlF7+AueLZW7rLY8+GiV6ByI19CktJh1qwNXH31+2zfngJAkyZVGTWqN7fe2oUKFTTRsYj4ozBJWqaZDQZuBK4IlOl/LSlaa6fDfy7NXXZtEjTo4088UuIdPpx1dFHzNm1qsn9/Op071yUhIZ6rrmpLRESYzxGKSFlX2BUH7gbGOufWmllT4K3QhiUSsP4zmHJR7rILX4COd/gTj5R4y5fv4rHHkpg1ayM//3w35cqFU6tWRRYvvpNWrWpopKaIFBsnTNKccz+Z2T1ACzNrA6x2zj0S+tCkzFv/ee4ErfW1cNGLmk5DTsmcOZsYO3Y2H364/OiC57Nnb+Lcc5sAaF1NESl2TpikmdnZwOvAFrw50uqa2Y3OuaRQBydl2I7vYcqAnO1rZkHDvv7FIyWSc47p01eRmOi1nAFERYVzyy2dGTWqDy1aaLpHESm+CnO78wngV865pQBmdhZe0hYXysCkDJvcCvauytketgeiq/kXj5RYWVmOe+75lLVr91K1ajR33x3H8OE9qVu3kt+hiYicUGGStMgjCRqAc26ZmUWGMCYpq/au8hK0YFd+rARNCi0lJYOXXvqOq69uR716MUREhPH3v5/Htm3JDBnSjZiYKL9DFBEptMIkad+Z2XN4E9gCXI8WWJczyWXDf2+GZf/OKWtyEQz61L+YpETZuTOViRO9Bc/37k1n+/YUHn30AgB++9sOPkcnInJqCpOkDQXuAcYEtmcBE0MWkZQt2+bBm71yl139FTTq50s4UrKsXbuX8eNnM3nyEtLTvTVb+/RpdHQwgIhISVZgkmZmHYDmwH+cc2OLJiQpM1ZOgWlX5Wy3u9mbXiNc0/DJiY0fP5sxY74gO9sBcPnlrRgzJp6+fWN9jkxE5Mw4bpJmZn8Cbge+w1sW6mHn3OQii0xKL+fg/QGw8QtvO6IC/OYTtZ5JgZxzJCdnULmy16+sR48GhIUZN97YkdGj+9CuXW2fIxQRObMKakm7HujonEs1s1rAdEBJmpyen16GGbflLrtzC0RX9SceKfaysrL54INlJCYmUa9eDNOmXQdA376xbNo0UiM1RaTUKihJO+ScSwVwzu00M62RIqduz0p4ufWx5b/fB1FVij4eKfbS0g7z6qvfM27cbNas2QtAnToH2LcvnapVozEzJWgiUqoVlKQ1M7MPAs8NaB60jXPuNyGNTEqPjJTcCVq9njD4f1Cugn8xSbF14MAhJk2az1NPzWPHjlQAmjWrxqhRvbnlls6UL68+iyJSNhSUpA3Ksz0plIFIKfXTKzDj1pztQTOgyYDj7i6SmprBQw99TUZGFl271iMhIZ5Bg84iPFyN+SJSthw3SXPOfVmUgUgpk7wFFo6D757MKes+RgmaHGPp0p1MnryYxMQLCA8Po169GB577ELatq1F//5NteC5iJRZhZknTeTkrJkGU3+du+zWFVC9Vf77S5mUlLSRxMQkpk1bCUDPng0YPLgdAPfc09PP0EREigUlaXLmbF8A75wLmWk5Zd3HQPw/NPeZAJCd7fj445UkJiYxe/YmAKKjI7jtts7ExdX3OToRkeKl0EmamUU55w6FMhgpobKzYOF4mJWQu3zwlxB7vj8xSbF06aVv8umnqwGoVi2aYcO6M3x4T2rXruhzZCIixc8JkzQz6wG8BFQBYs2sE3CHc254qIOTEmDRkzBzZO6yC5+HDneA+hKVecnJh3COoxPQXnxxc37+eQf33debO+7oSqVKkT5HKCJSfJlzruAdzOYC1wBTnXNdAmU/OefaF0F8x4iLi3MLFy7049QSbNNM+M9lcDg1p6z1NXD+BKigmd/Lul9+SWHChHk888xC7rmnBw89dB4Ahw5lEhZmlCsX7nOEIiJFw8wWOefiTuXYwtzuDHPObcgzwirrVE4mpcDBnbDkGZjzYE5ZtVZw5SdQrYVvYUnxsHr1HsaNm80rryzh0CHvv4kffthxtD4qSt1gRUQKqzD/Y24K3PJ0ZhYODAdWhjYsKZbWz4ApF+cuu+kHqNXBn3ik2Fi6dCcPPjiTKVOWHV3wfODA1iQkxNO7dyOfoxMRKZkKMzvkXcB9QCzwC9ArUHZCZnaxma0ws9Vm9ocC9htkZs7MTqk5UEIs6zC80SN3ghY3Gu7NUIImAGzdmsx77y0lPNy47bbOLFs2jKlTr1WCJiJyGk7Ykuac2wFce7IvHGh1exq4ENgMLDCzj5xzS/PsFwOMAOad7DmkCKz6D3wUtAJY+Vpw43cQ09C/mMRXmZnZvP/+Un744Rf+7//6A9C/f1PGjbuQa69tT4MGlX2OUESkdCjM6M4XgGNGFzjnhpzg0B7Aaufc2sDrvA0MBJbm2e/vQCIwujABSxF6px9s/jpnu/GFMOhTMC3PUxYdPHiYl19ezPjxc1i3bh9mcPPNnWjduiZmxv339/E7RBGRUqUwfdK+CHoeDVwJbCrEcQ3y7LcZyDWNuJl1BRo55z4xMyVpxcXqj+DDK8iVm9+wCOp09S0k8c+ePWk8/fR8JkyYz65dBwFo0aI6o0f3oXHjqj5HJyJSehXmduc7wdtm9jrw7eme2MzCgMeBWwqx7xBgCEBsbOzpnloK8tPLMOO2nO063eD6BZrzrIxKScmgefMJ7NuXDkD37vVJSIjniivaaMFzEZEQO5Xx8E2BOoXYbwsQ3Gu4YaDsiBigPTAzML1HXeAjM/u1cy7XRGjOueeB58GbJ+0UYpbCmPcofPunnO1blkGNNv7FI75YunQnbdrUJCzMqFQpkoEDW7N9ewoJCfH069dEC56LiBSRwvRJ20vOfa8wYA9w3JGaQRYALc2sKV5ydi3w2yOVzrn9QM2g88wERuVN0KQIbP7WGxyQttPbrljPm1qjQs2Cj5NSwznHrFnegufTp69i6tRrGDjQS9BffPHXRESo1UxEpKgVmKSZ9ydzJ3JawLLdiZYoCHDOZZrZ74EZQDgw2Tn3s5k9DCx0zn10GnHLmbJgHHwT1B2wwdlwzUwNDigjsrMdH364nLFjZzN37mYAypePYMOG/Uf3UYImIuKPApM055wzs+mnugSUc246MD1P2QPH2bffqZxDTlFGMsy4HVa+l1N2x1qo0tS/mKRIvffez/z1r1+xYsVuAKpXL8/w4T0YNqw7tWppwXMREb8Vpk/aEjPr4pxbHPJoJPQO7oJ/d4PkjbnLhx+AyBh/YhJfrF+/jxUrdhMbW4X77+/N7bd3oWJFLXguIlJcHDdJM7MI51wm0AVvIto1QCpgeI1smo+hpNn4P3ivf+6yuNFw9qMQpgWvS7Nt25J56ql51KtXiREjegFw551x1K8fw9VXt9OC5yIixVBBLWnzga7Ar4soFgkV5+D1zrDzh5yyzsPg/ImaWqOUW7lyN489lsRrr/1ARkYWtWtXZOjQOKKiIqhcOYrrr+/od4giInIcBSVpBuCcW1NEsUgo7F0Fk1vlbIdFwO82QqV6/sUkITd//hYSE5P4z3+W4ZyXi//mN2cxZkwfoqJOZeYdEREpagX9b13LzO47XqVz7vEQxCNn0r61uRO0djfDxa/4Fo4UjdmzNxEfPxmAyMhwbrqpI6NG9aF1a02pIiJSkhSUpIUDlQi0qEkJczgNXmqes33zj1DzlAbpSjF3+HAWc+du5uyzGwPQu3dD+vaNJT6+ESNG9KRePQ0IEREpiQpK0rY55x4uskjkzHr/wpzn18xSglYKpaZm8NJL3oLnmzcfYPXq4TRtWg0z45tvbtHKACIiJdwJ+6RJCZOyDd47H/Ys97a73gsN+/obk5xRu3YdZNKk+UyaNJ/du9MAaNWqBlu3JtO0aTUAJWgiIqVAQUla/wLqpDhK/QX+VT9nu8Md0E9dB0sL5xz33/8Zzz23kLS0TAB69mxAQkI8Awe2ISxMiZmISGly3CTNObenKAOR0zT7QZjzUM52/2eg812+hSNnnpmxdWsyaWmZ/OpXLUlIiOfss2PVaiYiUkpZIZfiLDbi4uLcwoVagz2XVzvArp9ytq+YBs0v8y8eOW3OOWbOXE9iYhIjRvTkkktaArBq1W7S0zPp0KGOzxGKiEhhmNki51zcqRyrCZNKsv3r4P0BsG+1tx1dHYZshHJad7GkysrKZurU5SQmJrFgwVbAa0E7kqS1bFnDz/BERKQIKUkrqZ5vnHv9za4j4Lwn/YtHTkt6eiavv/49jz02m1WrvJ4GNWtWOLrguYiIlD1K0koa5+C5unBwR07Zxa94E9VKiTVx4jzGjPkCgCZNqjJqVG9uvbULFSqU8zkyERHxi5K0kiQrA56MytkOi4CRh/2LR07Zli0HWLVqD/36NQHgjju68tFHK7n77jgGD25HRESYvwGKiIjvlKSVFEtfh//elLvs3gx/YpFTtmzZTh57bDb//vcP1KxZgXXrRhAVFUG1auWZNetWv8MTEZFiRElacbd9AbzRI3dZt/ug33h/4pFTMmfOJhITk/jwwxWAt+B5fHws+/alU6dOJZ+jExGR4khJWnF1OBWeqQ2ZB3PKanaAy96FGm38i0tOyo4dqQwa9C7ffusN8oiKCueWWzozalQfWrSo7nN0IiJSnClJK47mJ8KsP+Rs1+wAl7wOtTv5F5MUWna2Ozr7f82aFdi5M5WqVaO5++44hg/vSd26ajkTEZETU5JWnKTthte7QPImbzuyMpw/QSM3S4iUlAxeeGERkyYtYObMm2nUqAphYcZ77w2mSZOqxMREnfhFREREApSkFRfZmfBMzZztZpfCrz+A8Ej/YpJC2bEjlYkT5/H00wvYuzcd+P/27jxO53r///jjZSxjZ2w/mSyFMcjSGcOYSAvJ6UgkpIWjU8lSHcuQzrc6OcUgpXTaDuqotEp16pAOld2I7BlHDiPZGyZmMPP+/fG5mhkMhuaaa+aa5/12m9v1/uyv63rP8pr3Z3nBG298x5gx7QFUHUBERC6KkrSCIvvNAV1mQmTfwMUiubJt2yEmTlzC9OlrSE31Cp63bXspcXGx3HRTwwBHJyIihZ2StEBL2Q0fdYW9q73p1mOUoBUSI0d+wQcfbALgD39oyMiRsVx1Ve0ARyUiIsFCSVog7d8ArzfNmq53I1w1NnDxyFk55/jyyx+oVCmUqKhLABgxoi3lypVkxIi2NGlSPcARiohIsFGSFigJk+Cr4VnTN0yHpv0CFo7kLD09gw8+2ER8/GJWrdpNp06XM3fuHQC0bh1O69bhAY5QRESClZK0QDj9ERtdP4QGtwQuHjnDsWMnmDFjDRMnLmXbtkMAVKtWhquvrnPKIzZERET8RUlaflvwEHz7XNb0oEMQWilw8cgZvvpqOz17vse+fd6DhC+7rDLDh8fQr18LSpdWwXMREckfStLy02d3wKY3vXapinDfbihROrAxCQDHj6dTsmQIAI0bVyMl5ThXXlmTuLhYevSIJCREBc9FRCR/KUnLD87BzCjY+23WvEGHvAKOEgKVq6kAAB72SURBVFAbNuxlwoQlLF68k40bH6BEiRCqVSvLmjX306BBGKY+EhGRAFGSlh+mVoa0ZK9dLhzu+a8StABbtGgH48cv5tNPtwBQrJixdGkS7dvXAaBhwyqBDE9ERERJmt8teSIrQbskFvosCmw8RVhGhuPTT7cwfvxilizxSm+Fhhanf/8WDBsWw+WXq+C5iIgUHErS/Gn+QPjupaxpJWgB5Zzj4Yfnsm3bISpXDmXQoFYMGdKa6tXLBjo0ERGRMyhJ85flT52aoA09GrhYiqgjR9J45ZVV3H77FdSsWZ6QkGKMHXsNe/b8wj33XEm5cqqLKiIiBZeSNH9IWgSLxnjtsEi46zsI0aMb8suePSk899xyXnxxJcnJaezff5Snn74egD59rghwdCIiIrmjJC2vHfwe3mnntYuVgH4bdJNAPklMPMDEiUt4/fXvSEtLB6Bdu9pcc029AEcmIiJy4ZSk5aWN/4TP78qavnu9ErR8Eh+/mFGj5uOcN33zzRHExcUSE3NpYAMTERG5SErS8sqmt05N0Hr8G8IaBi6eIOec4/DhNCpWDAUgJiac4sWLcccdzRgxoi2RkdUCHKGIiMhvoyTttzqZBtMawpEdWfP6roD/1ypwMQWxkyczeO+9DcTHLyE8vAKffNIHgKuuqs3OnQ9To0a5AEcoIiKSN5Sk/RYpP8LLtU6dd/9PULZGYOIJYkePnmDatNVMmrSU7dt/BrwbBJKTU6lYMRQzU4ImIiJBRUnaxfppJbwZnTUdeQd0+Wfg4glSycmpPPfccp5/fgX793uPMWnQIIwRI9py553NCQ3Vt7CIiAQn/YW7GNu/gA86ZU3HjoU2YwIXTxA7evQEf/vbNxw/nk6rVpcQFxdLt26NVPBcRESCnpK0C3Xw+1MTtIH7oEzVwMUTZNat28P06WuYMKEjISHFqFmzPJMmdaJJk2p06FBXBc9FRKTIUJKWWy4D1r0GX9yXNW/AViVoecA5x9df/4/4+CV89lkiAG3ahHPbbU0AGDw4+lybi4iIBCW/Jmlm1hl4DggBXnPOjTtt+Z+Be4CTwD7gj865//kzpovy839hZhSk/Zw1r/9mqHR54GIKAhkZjjlzNjN+/GKWL98FQOnSxbnnnitp3brWebYWEREJbn5L0swsBJgKdASSgJVm9rFzbmO21VYDUc65o2Y2EIgHevkrpouStCirggBAgx7Q6VUIrRy4mILEjTe+ybx5/wUgLKw0Q4ZEM3hwNFWrlglwZCIiIoHnz5G0aGCrc24bgJnNAm4GMpM059yCbOsvA+7wYzwXLv34qQla98+hXufAxVPIJSenAmQ+gLZLl/ps3ryfYcNiGDCgJWXLquC5iIjIr/x5i1wtYGe26STfvLMZAHzux3gujMuAv1fPmr53pxK0i7R79xFGjZpP7drP8swzSzPn339/FFu3DmHo0NZK0ERERE5TIG4cMLM7gCjg6rMsvxe4F6B27dr+D8g5eCYkazrmcSgf7v/jBpktWw4wYcJi3nhjLcePewXPN2zYl7m8VKkC8e0nIiJSIPnzr+QuIHt163DfvFOY2fXAGOBq51xaTjtyzr0CvAIQFRXl8j7U0/zzyqx2/W7Q9jG/HzKYrF+/l8ceW8js2Ztwzqsx3717JHFxsURH64YAERGR3PBnkrYSaGBm9fCSs97A7dlXMLOWwMtAZ+fcXj/GknvLxsK+NV47/Gq4eXZg4ymEfvophQ8/3ETJkiHcdVczhg9vS0SEHlUiIiJyIfyWpDnnTprZYGAu3iM4pjnnNpjZX4EE59zHwASgHPCe7yGlO5xzXf0V03lt/RgW/8VrV24Aty049/rCiRPpvPvuBtat28u4cdcDcN119XjmmU707t2UmjXLBzhCERGRwsmc8//Zw7wUFRXlEhIS8n7HK+Lhm7is6SFHoKQKdp/NL78c5x//WM0zzyzlf/9Lxgw2bRqkETMREZFszGyVcy7qYrbVldupP8PU0555pgTtrPbvP8oLL6zghRdWcODAMQAiIqowYkRb6tatFODoREREgkfRTtLSj5+aoFkIDDqoBO0sUlKOU7/+FJKTvfs72rQJJy4ulq5dIyhWTDU1RURE8lLRTtLeaZ/Vjh4F7Z4OXCwF1Pr1e2ncuBrFihnlypWkW7dG7Nt3lLi4WNq1q62C5yIiIn5SdJO09dNh93Kv/f9aKUHLxjnHwoXbGT9+MXPn/pfZs3vRrVsjAF57rSvFi/vzGcgiIiICRTVJO3YQ5v4xa7rX14GLpQBJT89g9uzNxMcvZuXKHwEoW7YEu3YdzlxHCZqIiEj+KHpJWsZJeLFK1vSQI1A8NHDxFBCzZq3n//5vAYmJBwGoWrUMQ4dGM2hQNGFhpQMcnYiISNFT9JK016/Iat/4T90k4LNzZzKJiQepV68Sw4bF0L9/S8qUKRHosERERIqsopWkuQw4uNk3YdD4joCGEyi7dh3m2WeXUatWBR56qA0A990XxaWXVuTWWxvrlKaIiEgBULSStBerZbXvSwpcHAGyadM+JkxYwsyZazlxIoPq1cvywAOtKFkyhAoVStG7d9NAhygiIiI+RSdJ2/I+pHrXW1GpPpS7JLDx5KOlS3cyfvxi5sz5HoBixYyePRszcmQsJUuGBDg6ERERyUnRSNJOpsEnPbOm+28++7pBZtGiHbRrNx2AUqVC6N+/BcOGtaV+/bAARyYiIiLnUjSStL9nO8056BAUC97RoxMn0lm6NIn27esAEBt7Ke3b1+Gqqy5l6NDW1KihGyVEREQKg+BP0rbPheNHvHbrRyA0OOtLpqQc59VXVzF58jJ27TpCYuIQLrusMmbGwoV3qzKAiIhIIRPcSZpz8EHnrOmr/ha4WPxk795feP755UydupJDh1IBiIysyp49KVx2mVeXVAmaiIhI4RPcSdqRbHdw9pgbuDj8wDnHgw/+m1df/ZbU1JOAd2ozLi6W3/++oQqei4iIFHLBnaQd25fVrtspcHH4gZmxb99RUlNP0rVrBCNHtiU2tnagwxIREZE8EtxPLd2T4L1e0jawcfxGzjm+/HIbnTr9k88/T8yc/+ST17BhwwPMmdNbCZqIiEiQCe6RtF/2eK/FC2ftyfT0DD74YBPx8YtZtWo34BU4v/HGBgB6jIaIiEgQC+4k7Yd/ea+N+gQ2jgt07NgJZsxYw8SJS9m27RAA1auX5cEHWzNwYFSAoxMREZH8ELxJ2pInYPdyr125YWBjuUDPP7+CuLj5AFx+eWWGD2/L3Xc3p3RpFTwXEREpKoI3SVv6uK9hcElMICM5r507k9m69SDXXFMPgD/96Uo++yyRQYNa0b17JCEhwX3poIiIiJwpOJO0Q1kX1/PAPihWMN/mxo37iI9fzJtvrqNatTL88MODlCpVnMqVS7NwYb9AhyciIiIBVDCzl99q1eSsdukqgYvjLBYt2kF8/GI++WQL4BU8v/rquiQnp1G9enB2iYiIiFyY4MwIvvu791qnYD0bbc+eFLp3f5clS3YCEBpanD/+0St4/mt1ABEREREIxiQt6ZusdrunAheHT0aGy3z6f7VqZTl48BiVK4cyeHA0Q4ZEU61a2QBHKCISXE6cOEFSUhKpqamBDkWKkNDQUMLDwylRIu9u8gu+JO2d9lntGr8LWBiHD6fx6qurmDp1JV991Y9LL61IsWLG++/3pE6dSpQrVzJgsYmIBLOkpCTKly9P3bp1VbtY8oVzjgMHDpCUlES9evXybL/Bddvgfz/NaseODUgIe/ak8MgjX1K79mSGD/+CH374mZkz12Yub9KkuhI0ERE/Sk1NpUqVKkrQJN+YGVWqVMnz0dvgGkn7aXlWu/Uj+XrorVsPMnHiEmbMWENaWjoA7dvXYeTItnTp0iBfYxERKeqUoEl+88f3XHAlaYd3eK/t4yGff0Dj4ubz4YebMINu3RoRFxdLmzbh+RqDiIiIBI/gOt258Q3vtUJdvx7GOce8ef8lIeHHzHlxcbEMGNCSjRsHMXt2LyVoIiJFWEhICC1atKBp06b84Q9/4Oeff85ctmHDBq699loiIiJo0KABTz75JM65zOWff/45UVFRNG7cmJYtWzJs2LBAvIVzWr16NQMGDAh0GOf09NNPU79+fSIiIpg7d26O67Rr144WLVrQokULLrnkErp16wbA5s2biYmJoVSpUkycODFz/ePHj9O+fXtOnjyZL+8huJI0C/FeqzXzy+5Pnszg7bfXceWVr3DDDTMZM+Y/mcuio2vx2mtdadSoql+OLSIihUfp0qVZs2YN69evJywsjKlTpwJw7NgxunbtyqhRo/j+++/57rvvWLJkCS+++CIA69evZ/DgwcycOZONGzeSkJBA/fr18zS2vEgwnnrqKYYOHZqvx7wQGzduZNasWWzYsIF///vfPPDAA6Snp5+x3jfffMOaNWtYs2YNMTExdO/eHYCwsDCmTJnC8OHDT1m/ZMmSXHfddbzzzjv58j6C53Tnwe/B+Togj2t1Hj16gmnTVjNp0lK2b/f+G6pRoyzXXlsX55yufRARKagm+en38zB3/nV8YmJiWLvWu4HsrbfeIjY2lk6dvOd4lilThhdeeIEOHTowaNAg4uPjGTNmDI0aNQK8EbmBAweesc+UlBSGDBlCQkICZsZjjz1Gjx49KFeuHCkpKQC8//77fPrpp8yYMYN+/foRGhrK6tWriY2N5cMPP2TNmjVUqlQJgAYNGrBo0SKKFSvG/fffz44d3uVDzz77LLGxsacc+8iRI6xdu5bmzZsDsGLFCh588EFSU1MpXbo006dPJyIighkzZvDhhx+SkpJCeno6X331FRMmTODdd98lLS2NW265hSeeeAKAbt26sXPnTlJTU3nwwQe59957c/355mTOnDn07t2bUqVKUa9ePerXr8+KFSuIicm5TOThw4f5z3/+w/Tp0wGoXr061atX51//+tcZ63br1o3Ro0fTt2/f3xRjbgRPkrb0iax2HiZNCxdup2fP99i//ygADRqEMWJEW+68szmhocHz8YmISN5LT0/nyy+/zDw1uGHDBn73u1MfD3X55ZeTkpLC4cOHWb9+fa5Obz755JNUrFiRdevWAXDo0KHzbpOUlMSSJUsICQkhPT2d2bNn079/f5YvX06dOnWoUaMGt99+Ow8//DBXXXUVO3bs4IYbbmDTpk2n7CchIYGmTZtmTjdq1IhvvvmG4sWLM3/+fB555BE++OADAL799lvWrl1LWFgY8+bNIzExkRUrVuCco2vXrnz99de0b9+eadOmERYWxrFjx2jVqhU9evSgSpVTKwY9/PDDLFiw4Iz31bt3b0aNGnXKvF27dtGmTZvM6fDwcHbt2nXWz+ajjz7iuuuuo0KFCuf9HJs2bcrKlSvPu15eCI4s45c9sPltr33933/z7lJTT2YmYE2aVOOXX44THV2LuLhYbr45QgXPRUQKiwsY8cpLx44do0WLFuzatYvIyEg6duyYp/ufP38+s2bNypyuXPn8VWt69uxJSIh3WVCvXr3461//Sv/+/Zk1axa9evXK3O/GjRsztzl8+DApKSmUK1cuc97u3bupVq1a5nRycjJ33303iYmJmBknTpzIXNaxY0fCwsIAmDdvHvPmzaNly5aANxqYmJhI+/btmTJlCrNnzwZg586dJCYmnpGkTZ48GX95++23ueeee3K1bkhICCVLluTIkSOUL1/ebzFBsCRp0yOy2s3uu+jdrF27h/j4xSxdmsTmzYMoUSKEatXKsm7dQC67rLJOa4qISK78ek3a0aNHueGGG5g6dSpDhw6lcePGfP3116esu23bNsqVK0eFChVo0qQJq1atyjyVeKGy/506/ZldZctmVbiJiYlh69at7Nu3j48++ohHH30UgIyMDJYtW0ZoaOg531v2ff/lL3/hmmuuYfbs2Wzfvp0OHTrkeEznHKNHj+a++079O71w4ULmz5/P0qVLKVOmDB06dMjxeWMXMpJWq1Ytdu7cmTmdlJRErVq1cnw/+/fvZ8WKFZlJYm6kpaWd8zPKK4V/SOjYQUhL9tqRfS/4VKdzjq++2k6XLm/SvPlLvPnmOv73v59Ztiwpc53LLw9TgiYiIhesTJkyTJkyhUmTJnHy5En69u3LokWLmD9/PuCNuA0dOpSRI0cCMGLECJ566im2bNkCeEnTSy+9dMZ+O3bsmHkzAmSd7qxRowabNm0iIyPjnEmHmXHLLbfw5z//mcjIyMxRq06dOvH8889nrrdmzZozto2MjGTr1q2Z08nJyZkJ0IwZM856zBtuuIFp06ZlXjO3a9cu9u7dS3JyMpUrV6ZMmTJs3ryZZcuW5bj95MmTMy/yz/51eoIG0LVrV2bNmkVaWho//PADiYmJREdH57jf999/n5tuuinXSdeBAweoWrVqnpZ/OpvCn6R98aes9gWc6szIcMyevYmYmH/QocPrfP75VkqXLs6QIdFs3TqUdu3q+CFYEREpalq2bEmzZs14++23KV26NHPmzGHs2LFERERwxRVX0KpVKwYPHgxAs2bNePbZZ+nTpw+RkZE0bdqUbdu2nbHPRx99lEOHDtG0aVOaN2+eOcI0btw4brrpJtq2bUvNmjXPGVevXr2YOXNm5qlOgClTppCQkECzZs1o3Lhxjglio0aNSE5O5siRIwCMHDmS0aNH07Jly3PexdmpUyduv/12YmJiuOKKK7j11ls5cuQInTt35uTJk0RGRjJq1KhTriW7WE2aNOG2226jcePGdO7cmalTp2ae6u3SpQs//pj1CK1Zs2bRp0+fU7b/6aefCA8P55lnnmHs2LGEh4dz+PBhABYsWMDvf//73xxjblj2Z7MUBlFRUS4hIcGbSPkRXvYNX9a+Fnp+mev9pKdn0LDhC2zbdogqVUozZEg0gwZFU7VqGT9ELSIi+WXTpk1ERkYGOoygNnnyZMqXL5/r67iCSffu3Rk3bhwNG575JImcvvfMbJVzLupijlW4r0l7Odv55c5vnHPV5ORUXn55FXfe2YyaNcsTElKMv/3tWvbt+4U//rElZcuqnqaIiEhuDBw4kPfeey/QYeS748eP061btxwTNH8ovEla9hHA3z0M5XO+IHD37iM8++wyXnppFYcPp3Hw4DHGjbsegN69m+a4jYiIiJxdaGgod955Z6DDyHclS5bkrrvuyrfjFd4kbfWUrPZVT5+xeMuWA0yYsJg33ljL8ePeQ247dKhLx46X5VeEIiISIHrQuOQ3f1w+VjiTtIyTsOAhr12nIxQvdcri8eMXMXr0lzjn3ezZo0ckI0fGEh2d82ibiIgEj9DQUA4cOECVKlWUqEm+cM5x4MCBPH8sR+FM0iZnu+31+pdwzpGcnEalSt6H07btpZQoEcLddzdn+PC2NGxY5Sw7EhGRYBMeHk5SUhL79u0LdChShISGhhIeHp6n+/Tr3Z1m1hl4DggBXnPOjTtteSngDeB3wAGgl3Nu+7n2GdW4jksY4NUUO9Hqcd7ZcQvx8YupU6cSn3zi3ULrnGP//qNUq1b2XLsSERER8asCeXenmYUAU4GOQBKw0sw+ds5tzLbaAOCQc66+mfUGxgO9ztxbNkd28EtaCf6x4komTanIjh3ew/oOHjxGcnIqFSuGYmZK0ERERKRQ8+fpzmhgq3NuG4CZzQJuBrInaTcDj/va7wMvmJm5cwzv/Zhcjtp/e4CDR8sAyUREVGHkyFj69r2CUqUK59lbERERkdP5M6upBezMNp0EtD7bOs65k2aWDFQB9p9tpz8dKY+jDG3ahBMXF0vXrhEUK6YLQ0VERCS4FIqhJzO7F7jXN5kGj69ftgxuuSWQUclFqso5knAp0NR3hZv6r/BS3xVuERe7oT+TtF3Apdmmw33zclonycyKAxXxbiA4hXPuFeAVADNLuNgL8CTw1H+Fl/qucFP/FV7qu8LNzBIudlt/FlhfCTQws3pmVhLoDXx82jofA3f72rcC/znX9WgiIiIiRYXfRtJ815gNBubiPYJjmnNug5n9FUhwzn0M/AP4p5ltBQ7iJXIiIiIiRZ5fr0lzzn0GfHbavP/L1k4Fel7gbl/Jg9AkcNR/hZf6rnBT/xVe6rvC7aL7z68PsxURERGRi+PPa9JERERE5CIV2CTNzDqb2fdmttXMRuWwvJSZveNbvtzM6uZ/lJKTXPTdn81so5mtNbMvzaxOIOKUnJ2v/7Kt18PMnJnprrMCJDf9Z2a3+X4GN5jZW/kdo+QsF787a5vZAjNb7fv92SUQccqZzGyame01s/VnWW5mNsXXt2vN7Mrc7LdAJmnZSkrdCDQG+phZ49NWyywpBUzGKyklAZbLvlsNRDnnmuFVmojP3yjlbHLZf5hZeeBBYHn+Rijnkpv+M7MGwGgg1jnXBHgo3wOVM+TyZ+9R4F3nXEu8G+1ezN8o5RxmAJ3PsfxGoIHv617g77nZaYFM0shWUso5dxz4taRUdjcDr/va7wPXmZlKDwTeefvOObfAOXfUN7kM7xl6UjDk5mcP4Em8f4xS8zM4Oa/c9N+fgKnOuUMAzrm9+Ryj5Cw3feeACr52ReDHfIxPzsE59zXeUyrO5mbgDedZBlQys5rn229BTdJyKilV62zrOOdOAr+WlJLAyk3fZTcA+NyvEcmFOG//+YbpL3XO/Ss/A5Ncyc3PX0OgoZktNrNlZnau//4l/+Sm7x4H7jCzJLwnJwzJn9AkD1zo30agkJSFkuBkZncAUcDVgY5FcsfMigHPAP0CHIpcvOJ4p1w64I1if21mVzjnfg5oVJIbfYAZzrlJZhaD95zRps65jEAHJv5RUEfSLqSkFOcqKSX5Ljd9h5ldD4wBujrn0vIpNjm/8/VfeaApsNDMtgNtgI9180CBkZufvyTgY+fcCefcD8AWvKRNAis3fTcAeBfAObcUCMWr6ykFX67+Np6uoCZpKilVeJ2378ysJfAyXoKm62EKlnP2n3Mu2TlX1TlX1zlXF++awq7OuYuuTSd5Kje/Oz/CG0XDzKrinf7clp9BSo5y03c7gOsAzCwSL0nbl69RysX6GLjLd5dnGyDZObf7fBsVyNOdKilVeOWy7yYA5YD3fPd67HDOdQ1Y0JIpl/0nBVQu+28u0MnMNgLpwAjnnM5CBFgu+24Y8KqZPYx3E0E/DU4UDGb2Nt4/P1V91ww+BpQAcM69hHcNYRdgK3AU6J+r/ap/RURERAqegnq6U0RERKRIU5ImIiIiUgApSRMREREpgJSkiYiIiBRAStJERERECiAlaSKSp8ws3czWZPuqe45165rZ+jw45kIz+97MvvOVO4q4iH3cb2Z3+dr9zOySbMtey6nQ/G+Mc6WZtcjFNg+ZWZnfemwRKXyUpIlIXjvmnGuR7Wt7Ph23r3OuOfA63rP4Lohz7iXn3Bu+yX7AJdmW3eOc25gnUWbF+SK5i/MhQEmaSBGkJE1E/M43YvaNmX3r+2qbwzpNzGyFb/RtrZk18M2/I9v8l80s5DyH+xqo79v2OjNbbWbrzGyamZXyzR9nZht9x5nom/e4mQ03s1vxasq+6Ttmad8IWJRvtC0zsfKNuL1wkXEuJVuBZTP7u5klmNkGM3vCN28oXrK4wMwW+OZ1MrOlvs/xPTMrd57jiEghpSRNRPJa6WynOmf75u0FOjrnrgR6AVNy2O5+4DnnXAu8JCnJV/qmFxDrm58O9D3P8f8ArDOzUGAG0Ms5dwVehZWBZlYFuAVo4pxrBozNvrFz7n0gAW/Eq4Vz7li2xR/4tv1VL2DWRcbZGa9E06/GOOeigGbA1WbWzDk3BfgRuMY5d42vjNOjwPW+zzIB+PN5jiMihVSBLAslIoXaMV+ikl0J4AXfNVjpePUiT7cUGGNm4cCHzrlEM7sO+B2w0ldCrDRewpeTN83sGLAdGAJEAD8457b4lr8ODAJeAFKBf5jZp8CnuX1jzrl9ZrbNV3svEWgELPbt90LiLIlXGi3753Sbmd2L93u5JtAYWHvatm188xf7jlMS73MTkSCkJE1E8sPDwB6gOd4IfurpKzjn3jKz5cDvgc/M7D7AgNedc6NzcYy+2Qu9m1lYTiv5aiRG4xWqvhUYDFx7Ae9lFnAbsBmY7Zxz5mVMuY4TWIV3PdrzQHczqwcMB1o55w6Z2Qy84tmnM+AL51yfC4hXRAopne4UkfxQEdjtnMsA7sQrIH0KM7sM2OY7xTcH77Tfl8CtZlbdt06YmdXJ5TG/B+qaWX3f9J3AV75ruCo65z7DSx6b57DtEaD8WfY7G7gZ6IOXsHGhcfqKYv8FaGNmjYAKwC9AspnVAG48SyzLgNhf35OZlTWznEYlRSQIKEkTkfzwInC3mX2Hd4rwlxzWuQ1Yb2ZrgKbAG747Kh8F5pnZWuALvFOB5+WcSwX6A++Z2TogA3gJL+H51Le/ReR8TdcM4KVfbxw4bb+HgE1AHefcCt+8C47Td63bJGCEc+47YDXe6NxbeKdQf/UK8G8zW+Cc24d35+nbvuMsxfs8RSQImfcPnYiIiIgUJBpJExERESmAlKSJiIiIFEBK0kREREQKICVpIiIiIgWQkjQRERGRAkhJmoiIiEgBpCRNREREpABSkiYiIiJSAP1/bSWGVRkz7K8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_roc(fpr, tpr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Xgboost" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.71962985073313512" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model_xgboost = model_xgb(X_train, y_train)\n", "preds = model_xgboost.predict_proba(X_test)\n", "preds1 = preds[:,1]\n", "score_function(y_test, preds1)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fpr, tpr, _ = roc_curve(y_test, preds1)\n", "plot_roc(fpr, tpr)" ] } ], "metadata": { "kernelspec": { "display_name": "cdiscount kernel", "language": "python", "name": "cdiscount" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }