From ac22396c52130f1b21a7cbcb69d2c2bba8b8fb76 Mon Sep 17 00:00:00 2001 From: Vladimir Grigoriants Date: Thu, 14 Mar 2024 23:50:14 +0300 Subject: [PATCH 1/2] Solve hw --- lecture_5_ensemples/homework/Ensembles.ipynb | 3473 ++++++++++++++++- lecture_5_ensemples/homework/data/churn.csv | 3334 ++++++++++++++++ lecture_5_ensemples/homework/data/heart.csv | 304 ++ .../homework/data/my_picture.png | Bin 0 -> 277687 bytes 4 files changed, 6945 insertions(+), 166 deletions(-) create mode 100644 lecture_5_ensemples/homework/data/churn.csv create mode 100644 lecture_5_ensemples/homework/data/heart.csv create mode 100644 lecture_5_ensemples/homework/data/my_picture.png diff --git a/lecture_5_ensemples/homework/Ensembles.ipynb b/lecture_5_ensemples/homework/Ensembles.ipynb index 55195fa..447bfda 100644 --- a/lecture_5_ensemples/homework/Ensembles.ipynb +++ b/lecture_5_ensemples/homework/Ensembles.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 119, + "execution_count": 33, "id": "9b21216d-37c8-406a-a8bf-5642cff16bb7", "metadata": {}, "outputs": [], @@ -11,19 +11,19 @@ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import warnings\n", + "warnings.filterwarnings('ignore')\n", "import random\n", "import math\n", "import pandas as pd\n", "import xgboost\n", "import lightgbm\n", "import catboost\n", - "\n", "from matplotlib.colors import ListedColormap\n", "from scipy.stats import pearsonr\n", "from itertools import combinations\n", "from sklearn.base import BaseEstimator\n", "from sklearn import datasets\n", - "from sklearn.model_selection import train_test_split\n", + "from sklearn.model_selection import train_test_split, GridSearchCV\n", "from sklearn.ensemble import (RandomForestClassifier,\n", " ExtraTreesClassifier,\n", " VotingClassifier)\n", @@ -33,12 +33,21 @@ "from sklearn.svm import SVC\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.naive_bayes import GaussianNB\n", - "from sklearn.model_selection import cross_val_score" + "from sklearn.model_selection import cross_val_score\n", + "from sklearn.metrics import (make_scorer, \n", + " accuracy_score, \n", + " roc_auc_score)\n", + "from sklearn.preprocessing import (StandardScaler,\n", + " OneHotEncoder)\n", + "from sklearn.compose import ColumnTransformer\n", + "from sklearn.pipeline import Pipeline\n", + "from my_awesome_eda import run_eda\n", + "from sklearn.pipeline import make_pipeline" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 34, "id": "e0cbb7f2-2038-4e1b-8c39-ca20b7b332a2", "metadata": {}, "outputs": [], @@ -66,15 +75,15 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 35, "id": "563b781e-78dd-4679-b0b0-3e70a064cfd7", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -93,21 +102,21 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 36, "id": "7d7c9c3d-5d4e-43a8-9946-3bde8c5b6e85", "metadata": {}, "outputs": [], "source": [ "# Функция для отрисовки предсказаний деревьев решений в случае регрессии\n", - "def plot_regression_predictions(tree_reg, X, y, axes=[-3, 3, -10, 10], ylabel=\"$y$\"):\n", + "def plot_regression_predictions(tree_reg, depth, X, y, axes=[-3, 3, -10, 10], ylabel=\"$y$\"):\n", " x1 = np.linspace(axes[0], axes[1], 500).reshape(-1, 1)\n", " y_pred = tree_reg.predict(x1)\n", " plt.axis(axes)\n", " plt.xlabel(\"$x_1$\", fontsize=18)\n", " if ylabel:\n", " plt.ylabel(ylabel, fontsize=18, rotation=0)\n", - "\n", - " plt.plot(x1, y_pred, linewidth=2, label=r\"$\\hat{y}$\")" + " plt.plot(x1, y_pred, linewidth=2, label=r\"$\\hat{y}$\" + f\"_{depth}\")\n", + " plt.legend()" ] }, { @@ -120,21 +129,39 @@ }, { "cell_type": "code", - "execution_count": 2, - "id": "a8191bd8-71c5-4902-9f17-5b3b46943074", + "execution_count": 37, + "id": "ff1a7668-6c5b-4817-98fd-78337f3e9685", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##" + "models_depth = {}\n", + "\n", + "for depth in [1, 3, 5, 7, 9, 11, 13, 15]:\n", + "\n", + " models_depth[f\"DT_depth{depth}\"] = DecisionTreeRegressor(max_depth=depth,\n", + " random_state=42)\n", + " models_depth[f\"DT_depth{depth}\"].fit(X,y)\n", + " plot_regression_predictions(models_depth[f\"DT_depth{depth}\"], depth, X, y, axes=[-3, 3, -10, 10], ylabel=\"$y$\")" ] }, { - "cell_type": "code", - "execution_count": null, - "id": "ff1a7668-6c5b-4817-98fd-78337f3e9685", + "cell_type": "markdown", + "id": "ab2cde62", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "Видно, что при малой глубине (1, 3) у модели высокий bias - она недообучена. С повышением глубины получаем более обученную модель - ломанная захватывает всё большее количество точек. Беда в том, что с повышением вэрианса мы переобучаемся - по картинке видно, модель как будто \"пытается\" пройти через все точки трейна. Я бы сказал, что оптимальной была бы глубина 7. Общий паттерн хорошо выучен, но при этом модель не пытается упорно воспроизвести трейн) " + ] }, { "cell_type": "markdown", @@ -168,21 +195,48 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 38, "id": "f398cc1a-c87a-4b6e-97fc-6c6355c6c4ab", "metadata": {}, "outputs": [], "source": [ - "## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##" + "means = []\n", + "probs = [x / 100 for x in range(2, 100, 2)]\n", + "for prob in probs:\n", + " mean = 0\n", + " for i in range(51,102):\n", + " mean += np.sum(math.comb(101, i) * prob**i * (1-prob)**(101-i))\n", + " means.append(mean)" ] }, { "cell_type": "code", - "execution_count": null, - "id": "33d1ecd5-b310-4106-915a-2f7afb26f608", + "execution_count": 39, + "id": "cc86938d", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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0lnLOic0FVwQAewnVAEDFe751R9a27UySvPO4IzN+VFPBFQHAXkI1AFDx7t/XS50kF8ybVmAlANCXUA0AVLz7V+2fT33BfPOpAagcQjUAUNF27O7IIy++miSZNWlM5kwdX3BFALCfUA0AVLSHn9+c9s69W2ldMH+qrbQAqChCNQBQ0e7rNZ/6/LnmUwNQWYRqAKBilcvlPLBvPvXIxoa898QpBVcEAH0J1QBAxXpu4/a8smXvVlrvPuHIjB1pKy0AKotQDQBUrPtW9hr6bSstACqQUA0AVKw+W2nNs5UWAJVHqAYAKtK2XXvy6Et7t9I65sixOb55XMEVAcCbCdUAQEV6aPXmdHSVk+ztpbaVFgCVSKgGACrS/avMpwag8gnVAEDFKZfLPfOpRzU15OwTbKUFQGUSqgGAirNy/basf21XkuQ9c6ZkzMjGgisCgAMTqgGAinNf76Hfc636DUDlEqoBgIrTeyst86kBqGRCNQBQUbbu3JPHf9mWJDm+eVyOs5UWABVMqAYAKspDqzelc99WWufPM/QbgMomVAMAFeW+lfvnU19g6DcAFU6oBgAqRrlczv3P7p1PPWZEY951/JEFVwQAb0+oBgAqxjPrXkvrtt1JkvfOmZLRI2ylBUBlE6oBgIpxf++ttMynBqAKCNUAQMWwlRYA1UaoBgAqwpbX2/Pzl/dupXXitPGZfeTYgisCgIMTqgGAivDT5zZl305aOX+uod8AVAehGgCoCPf1mk99wXxDvwGoDkI1AFC4rq5yHtg3n3rsyMa847jJBVcEAIdGqAYACvf0uq3ZvKM9SXLOic0Z1WQrLQCqg1ANABTuvpX7V/2+wKrfAFQRoRoAKNz9z9qfGoDqJFQDAIV6dUd7nlyzJUkyb/qEHDVpTLEFAUA/CNUAQKF++lxryt1baemlBqDKCNUAQKHuW9l76Lf51ABUF6EaAChMZ1c5Dzy7d5Gy8aOabKUFQNURqgGAwjy1dkvaXt+TJDn3xOaMaPTVBIDq4pMLACjMfat6baU133xqAKqPUA0AFOaBVfvnU58313xqAKqPUA0AFKJ12+4sW7s1SXLyzCMyY+LogisCgP4TqgGAQvzk2f1Dv22lBUC1EqoBgELc3ytUX2ArLQCqlFANAAy7js6unp7qCaObsuiYScUWBAADJFQDAMNu2dot2bpz71Za7z9pappspQVAlfIJBgAMu/tWmk8NQG0QqgGAYXf/s7220hKqAahiQjUAMKw2vrYrT7/yWpJkwawjMm2CrbQAqF5CNQAwrKz6DUAtGVCoXrp0aS688MIsXLgwF198cR577LG3vf7v//7v82u/9ms5/fTTc+655+Zzn/tc2traBlQwAFDdHlhlPjUAtaPfofqee+7JkiVLctVVV+Wuu+7KWWedlSuuuCLr1q074PWPPfZYrr322vzGb/xG7r777vzpn/5pli9fnj/6oz867OIBgOrS0dmVnzy3N1RPGjsiZ8yeXHBFAHB4+h2qb7vttlxyySW59NJLM2fOnFx33XWZMWNGbr/99gNev2zZssyaNSsf+9jHMnv27LzjHe/IRz/60Tz99NOHXTwAUF1+/vKWbNvVkSR530lT09hQKrgiADg8Tf25uL29Pc8880yuvPLKPufPOeecPPHEEwd8zZlnnplvfvObeeCBB/L+978/mzdvzo9+9KOcd955/S62s7Oz36/p73sP5T1gqGi/VDPtt77cu2J9z/F5J02p+v/v2i/VTPulmg1H+z3U9+5XqG5ra0tnZ2emTJnS53xzc3NaW1sP+JpFixblG9/4Rq655pq0t7eno6MjF154Yf74j/+4P7dOkixfvrzfr6nEe8BQ0X6pZtpvffjnZZuSJKUkR+5enyefPPD3h2qj/VLNtF+qWSW0336F6m6lUt+hWuVy+U3nuq1evTrXX399fvd3fzfnnntuWltb87WvfS1f+MIX8pWvfKVf9124cGEaGxsHUvJBdXZ2Zvny5UN6Dxgq2i/VTPutH+u37spLW+9PkiycNTHnnX1WsQUNAu2Xaqb9Us2Go/123+Ng+hWqJ0+enMbGxmzatKnP+c2bN6e5ufmAr/nOd76TRYsW5ROf+ESSZP78+RkzZkwWL16ca665JtOmHfpWGo2NjUP+B3447gFDRfulmmm/te+nqzf3HF8wf1pN/f/Wfqlm2i/VrBLab78WKhs5cmROPfXUPPTQQ33OP/zwwznzzDMP+Jpdu3aloaHvbbp/6HK53J/bAwBV7H5baQFQg/q9+vfll1+eO+64I3fccUeef/75fOUrX0lLS0suu+yyJMmNN96Yz3zmMz3XX3DBBfnXf/3X/PVf/3XWrFmTxx9/PNdff31OO+20TJ8+ffB+EgCgYrV3dOXB1XtHuh05bmROO3pSsQUBwCDp95zqD3/4w2lra8tNN92UjRs3Zu7cubn55psza9asJElra2taWlp6rr/44ouzY8eOLF26NF/96lczYcKEnH322fmDP/iDwfspAICK9vOX27J9996ttM6baystAGrHgBYqW7x4cRYvXnzA52644YY3nfut3/qt/NZv/dZAbgUA1ICfv9zWc/zeOVPe5koAqC79Hv4NANBfT63Z2nN85jGTiisEAAaZUA0ADLlla7ckScaPasoJzeOLLQYABpFQDQAMqY2v7UrL1l1J9u5P3WA+NQA1RKgGAIbUsrX7h36fNntigZUAwOATqgGAIfXUvqHfSXKGrbQAqDFCNQAwpJ5cs6Xn+PTZkwqrAwCGglANAAyZcrmcp/YN/24ePyozJ44uuCIAGFxCNQAwZH65+fVs3bknSXLG7IkplSxSBkBtEaoBgCGzrNd86tPMpwagBgnVAMCQWbZm/8rf5lMDUIuEagBgyPTpqZ5lOy0Aao9QDQAMiT2dXXlm3d6e6mOnjM3kcSMLrggABp9QDQAMiWc3bMuuPV1JzKcGoHYJ1QDAkOjeSitJTj/a0G8AapNQDQAMiWVrtvQcW6QMgFolVAMAQ2LZvp7qxoZSTj3qiIKrAYChIVQDAIPu9faOPLthW5LkpGnjM3ZkU8EVAcDQEKoBgEH3zLrX0tlVTpKcYeg3ADVMqAYABp351ADUC6EaABh0y3qt/H2alb8BqGFCNQAw6J5auyVJMnpEQ+ZOn1BsMQAwhIRqAGBQte1ozy83v54kOfWoiRnR6OsGALXLpxwAMKieemX/0O/Tj55UXCEAMAyEagBgUPVdpMx8agBqm1ANAAyq7vnUiZ5qAGqfUA0ADJpyuZwn1+wd/j1xzIgcO2VswRUBwNASqgGAQdOydVc2bd+dZO9WWqVSqeCKAGBoCdUAwKDpM5/a0G8A6oBQDQAMmid7z6eePamwOgBguAjVAMCgeWpN7+20rPwNQO0TqgGAQdHVVc7yfXtUz5w4OtOOGF1wRQAw9IRqAGBQvLBpe7bv7khiPjUA9UOoBgAGxZO9hn6fNtvQbwDqg1ANAAyKp3otUnaGnmoA6oRQDQAMit7baS2wSBkAdUKoBgAO2+6Ozqxo2ZYkmTN1XI4YPaLgigBgeAjVAMBhW9myLe2dXUksUgZAfRGqAYDD1ns+9emzJxVWBwAMN6EaADhsfVb+Np8agDoiVAMAh23Zvp7qEY2lnDzziGKLAYBhJFQDAIdl2649eb51e5Lk5JlHZPSIxoIrAoDhI1QDAIdl+StbUy7vPTb0G4B6I1QDAIflqbX751Nb+RuAeiNUAwCHZdmaLT3HVv4GoN4I1QDAYenuqR43sjFzpo4vuBoAGF5CNQAwYK3bdueVLTuTJAtmTUxjQ6ngigBgeAnVAMCAPbVvK60kOcPQbwDqkFANAAxY7/nUp1mkDIA6JFQDAAO2rPfK37NtpwVA/RGqAYABKZfLWbZv+PeUcSMza9KYYgsCgAII1QDAgLz86uvZ8vqeJHu30iqVLFIGQP0RqgGAAekz9Nt8agDqlFANAAxIn0XKzKcGoE4J1QDAgPTeTktPNQD1SqgGAPqto7Mry1/ZO/x79pFjcuS4kQVXBADFEKoBgH57buP27NrTlUQvNQD1TagGAPqt93xqoRqAeiZUAwD91mfl79mTiisEAAomVAMA/dbdU91QShbMOqLYYgCgQEI1ANAvu/Z0ZtWGbUmSudMnZOzIpoIrAoDiCNUAQL88s25rOrvKSZLTjrY/NQD1TagGAPrlyTXmUwNAN6EaAOiXp9Zu6Tm28jcA9U6oBgD6pXuRspFNDZk3Y0KxxQBAwYRqAOCQbXm9PS9tfj1JsuCoIzKi0VcJAOqbT0IA4JA91Wt/6tMM/QYAoRoAOHS951OfYZEyABCqAYBD13vlb9tpAYBQDQAconK5nGX7eqqPGN2U46aMK7YgAKgAQjUAcEjWv7Yrrdt2J9k7n7qhoVRwRQBQPKEaADgk3VtpJcnpsw39BoBEqAYADtEyK38DwJsI1QDAIendU23lbwDYS6gGAA6qq6uc5ft6qqcfMSrTjxhdcEUAUBmEagDgoF7YtCPbdnckSU439BsAegjVAMBBPbVvK60kOd3QbwDoIVQDAAfVZ+VvPdUA0EOoBgAOqvfK3wuPtp0WAHQTqgGAt9Xe0ZVfrHstSXJC87hMHDOi4IoAoHII1QDA21q1flvaO7uSmE8NAG8kVAMAb+vJXouUnWboNwD0IVQDAG+rzyJleqoBoA+hGgB4W93baTU1lHLKzCOKLQYAKoxQDQC8pV17OrN64/YkydzpEzJ6RGPBFQFAZRGqAYC3tHrj9nSV9x6frJcaAN5EqAYA3tKKltd6jk+eOaHASgCgMgnVAMBbWrl+W8/xvBlCNQC8kVANALylVb1C9fwZhn8DwBsJ1QDAW1q5fu/w7+bxIzN1wqiCqwGAyiNUAwAH1LptdzZtb09i6DcAvBWhGgA4oO5e6sTQbwB4K0I1AHBAfedT66kGgAMRqgGAA1rRsj9U26MaAA5MqAYADqh7+HdDKTlx2viCqwGAyiRUAwBv0tHZlec2bk+SHN88LqNHNBZcEQBUJqEaAHiTlzbvSHtHV5JkvqHfAPCWhGoA4E16z6eeP90iZQDwVoRqAOBN+qz8racaAN6SUA0AvEnfPar1VAPAWxGqAYA36R7+PX5UU46ePKbgagCgcgnVAEAfr+3ak1e27EySzJsxIaVSqeCKAKByCdUAQB/P9p5Pbeg3ALwtoRoA6GOFRcoA4JAJ1QBAHytbLFIGAIdKqAYA+ui9ndY8oRoA3pZQDQD0KJfLWbkvVM+aNCZHjB5RcEUAUNmEagCgx9q2ndm+uyOJod8AcCiEagCgx8o+i5QJ1QBwMEI1ANBj1frei5RZ+RsADkaoBgB69N5O62Q91QBwUEI1ANCjezutkU0NOW7KuIKrAYDKJ1QDAEmSXXs68+KmHUmSk6aNT1OjrwkAcDA+LQGAJMnqjdvTVd57bD41ABwaoRoASJKsaOm9SJn51ABwKIRqACCJ7bQAYCAGFKqXLl2aCy+8MAsXLszFF1+cxx577G2vb29vzze/+c1ccMEFWbBgQT7wgQ/kjjvuGFDBAMDQWNU7VBv+DQCHpKm/L7jnnnuyZMmSfOELX8iiRYvy/e9/P1dccUX+8R//MUcdddQBX3P11Vdn8+bN+fKXv5xjjjkmr776ajo6Og67eABg8Kzct0f1lHEjM3XCqIKrAYDq0O9Qfdttt+WSSy7JpZdemiS57rrr8uCDD+b222/Ppz/96Tdd/5Of/CSPPvpofvzjH2fSpElJkqOPPvrwqgYABlXrtt3ZtL09iaHfANAf/QrV7e3teeaZZ3LllVf2OX/OOefkiSeeOOBr7r333ixYsCDf/e5383d/93cZO3ZsLrzwwlx99dUZPXp0v4rt7Ozs1/UDee+hvAcMFe2Xaqb9VoYV67b0HM+bPt7/j0Ok/VLNtF+q2XC030N9736F6ra2tnR2dmbKlCl9zjc3N6e1tfWAr1mzZk0ef/zxjBo1Kt/+9rfT1taWL37xi9myZUuWLFnSn9tn+fLl/bp+IIbjHjBUtF+qmfZbrP/z7I6e4zHtbXnyySeLK6YKab9UM+2XalYJ7bffw7+TpFQq9XlcLpffdO6Nz33jG9/IhAl7h5N99rOfze/93u/lC1/4Qr96qxcuXJjGxsaBlHxQnZ2dWb58+ZDeA4aK9ks1034rw9LVTyXZu1DZr7zz1CycNbHYgqqE9ks1036pZsPRfrvvcTD9CtWTJ09OY2NjNm3a1Of85s2b09zcfMDXTJ06NdOnT+8J1EkyZ86clMvlrF+/Pscdd9wh37+xsXHI/8APxz1gqGi/VDPtt1irNmxPkjSUkvkzJ/p/0U/aL9VM+6WaVUL77deWWiNHjsypp56ahx56qM/5hx9+OGeeeeYBX7No0aJs3LgxO3bsH1b24osvpqGhITNmzBhAyQDAYOro7MpzG/eG6uObx2X0CF+uAeBQ9Xuf6ssvvzx33HFH7rjjjjz//PP5yle+kpaWllx22WVJkhtvvDGf+cxneq7/1V/91UyaNCmf+9znsnr16jz66KP5+te/nksuuaTfC5UBAIPvpc070t7RlcT+1ADQX/2eU/3hD384bW1tuemmm7Jx48bMnTs3N998c2bNmpUkaW1tTUtLS8/148aNy6233prrr78+l1xySSZNmpQPfehDueaaawbthwAABm5Fy7ae4/kzbKcFAP0xoIXKFi9enMWLFx/wuRtuuOFN5+bMmZPbbrttILcCAIbYqvW9QvVMPdUA0B/9Hv4NANSWletf6znWUw0A/SNUA0Cd6x7+PX5UU46ePKbgagCgugjVAFDHXtu1J69s2ZkkmTdjQkqlUsEVAUB1EaoBoI49u94iZQBwOIRqAKhjK4RqADgsQjUA1LGVLb0WKbPyNwD0m1ANAHWs93Za8/RUA0C/CdUAUKfK5XJW7gvVsyaNyRGjRxRcEQBUH6EaAOrU2rad2b67I4n51AAwUEI1ANSp3kO/588UqgFgIIRqAKhTK9f3WqRshkXKAGAghGoAqFO20wKAwydUA0Cd6t5Oa2RjQ45vHldwNQBQnYRqAKhDu/Z05sVNO5IkJ00fn6ZGXwkAYCB8ggJAHVq9cXu6ynuP7U8NAAMnVANAHVrRsn+RspMtUgYAAyZUA0Adsp0WAAwOoRoA6tDKPit/66kGgIESqgGgDnXvUT1l3MhMnTCq4GoAoHoJ1QBQZ1q37c6m7e1JDP0GgMMlVANAnVll6DcADBqhGgDqTPfQ78R2WgBwuIRqAKgzK1r291TbTgsADo9QDQB1ZtWGvT3VDaXkpOnjC64GAKqbUA0AdaSjsyvPbtieJDm+eVxGj2gsuCIAqG5CNQDUkZc270h7R1cSi5QBwGAQqgGgjqzss/K3RcoA4HAJ1QBQR1b2WqRs/kw91QBwuIRqAKgjvbfT0lMNAIdPqAaAOtK9ndb4UU2ZNWlMwdUAQPUTqgGgTry2a09e2bIzSTJvxoQ0NJQKrggAqp9QDQB14tlei5TNM/QbAAaFUA0AdWJFr1B9slANAINCqAaAOrGq9yJlVv4GgEEhVANAnei9nZbh3wAwOIRqAKgD5XI5K/cN/541aUyOGD2i4IoAoDYI1QBQB9a27cz23R1J7E8NAINJqAaAOrCq1yJl82cK1QAwWIRqAKgDK3stUjZvhkXKAGCwCNUAUAdspwUAQ0OoBoA60D38e2RjQ45vHldwNQBQO4RqAKhxu/Z05oXW7UmSk6aPT1Ojj38AGCw+VQGgxq3euD1d5b3H9qcGgMElVANAjVvRsn+RspMtUgYAg0qoBoAaZzstABg6QjUA1LiVvUK14d8AMLiEagCocd17VE8ZNzJTx48quBoAqC1CNQDUsNZtu7Npe3uSvUO/S6VSwRUBQG0RqgGghvWeTz1vukXKAGCwCdUAUMO6h34nFikDgKEgVANADeu9SJnttABg8AnVAFDDunuqG0rJSdPHF1wNANQeoRoAalRHZ1ee3bA9SXJc87iMHtFYcEUAUHuEagCoUS9t3pH2jq4khn4DwFARqgGgRvWeTz1/hkXKAGAoCNUAUKNWtvTaTkuoBoAhIVQDQI3qs52W4d8AMCSEagCoUd3Dv8ePasrRk8cUXA0A1CahGgBq0Gu79mRt284ke4d+NzSUCq4IAGqTUA0ANejZ9eZTA8BwEKoBoAat6BWqTxaqAWDICNUAUINW9V6kbKZFygBgqAjVAFCDem+nNXe6nmoAGCpCNQDUmHK5nFX7hn/PmjQmE8eMKLgiAKhdQjUA1JhXtuzMtt0dSZL55lMDwJASqgGgxvQe+j1/plANAENJqAaAGrOy1yJl82ZYpAwAhpJQDQA1xnZaADB8hGoAqDHdi5SNbGzI8c3jCq4GAGqbUA0ANWTXns680Lo9SXLitPFpavRRDwBDySctANSQ1Ru3p6u899giZQAw9IRqAKghK/vMp7ZIGQAMNaEaAGrIypb9K3/rqQaAoSdUA0AN6d1TPc/K3wAw5IRqAKgh3XtUTxk3MlPHjyq4GgCofUI1ANSI1m27s2l7e5K9Q79LpVLBFQFA7ROqAaBGrOo99Hu6RcoAYDgI1QBQI7qHficWKQOA4SJUA0CNsJ0WAAw/oRoAakR3T3VDKTlp+viCqwGA+iBUA0AN6OjsyrMbtidJjmsel9EjGguuCADqg1ANADXgpc2vp72jK4mh3wAwnIRqAKgBfRYpm2GRMgAYLkI1ANSAlS29ttMSqgFg2AjVAFADevdUnzzT8G8AGC5CNQDUgO7ttMaPasqsSWMKrgYA6odQDQBV7rVde7K2bWeSZO708WloKBVcEQDUD6EaAKrcs+v3z6eeb+g3AAwroRoAqtzKXqH6ZIuUAcCwEqoBoMr12U5LTzUADCuhGgCqXO/ttOZO11MNAMNJqAaAKlYul7Nq3/DvWZPGZOKYEQVXBAD1RagGgCr2ypad2ba7I0ky33xqABh2QjUAVLHeQ7/nCdUAMOyEagCoYhYpA4BiCdUAUMVspwUAxRKqAaCKdYfqkY0NOb55XMHVAED9EaoBoErt2tOZF1q3J0lOnDY+TY0+1gFguPn0BYAqtXrj9nSV9x7Pn2noNwAUQagGgCrVdz61RcoAoAhCNQBUqZUt+1f+tp0WABRDqAaAKtW7p9rwbwAohlANAFWqO1RPGTcyU8ePKrgaAKhPQjUAVKHWbbuzafvuJHt7qUulUsEVAUB9EqoBoAqt6jX0e950i5QBQFGEagCoQivX71+kzHxqACiOUA0AVch2WgBQGYRqAKhC3T3VDaXkpOnjC64GAOqXUA0AVaajsyvPbtieJDmueVxGj2gsuCIAqF9CNQBUmZc2v572jq4khn4DQNGEagCoMn0WKZthkTIAKJJQDQBVZmVLr+20hGoAKJRQDQBVps/K3zMN/waAIgnVAFBluod/jx/VlFmTxhRcDQDUN6EaAKrIa7v2ZG3bziTJ3Onj09BQKrgiAKhvAwrVS5cuzYUXXpiFCxfm4osvzmOPPXZIr3v88cdzyimn5Nd//dcHclsAqHvP9hr6Pd/QbwAoXL9D9T333JMlS5bkqquuyl133ZWzzjorV1xxRdatW/e2r9u2bVuuvfbavOc97xlwsQBQ7/rMp7ZIGQAUrt+h+rbbbssll1ySSy+9NHPmzMl1112XGTNm5Pbbb3/b133+85/Pr/7qr+aMM84YaK0AUPd6b6c1zx7VAFC4pv5c3N7enmeeeSZXXnlln/PnnHNOnnjiibd83Z133pmXX345X//61/MXf/EXA6s0SWdn54Bfe6jvPZT3gKGi/VLNtN/+WdGyP1SfNHWs/24F036pZtov1Ww42u+hvne/QnVbW1s6OzszZcqUPuebm5vT2tp6wNe89NJLufHGG7N06dI0NfXrdm+yfPnyw3p9pdwDhor2SzXTfg+uXC5nxStbkyTNYxvywqpnCq6Ibtov1Uz7pZpVQvsdUMotlfquNFoul990Ltmb7D/96U/nU5/6VI4//viBVdjLwoUL09jYeNjvcyCdnZ1Zvnz5kN4Dhor2SzXTfg/dK20783rHhiTJabOnmFJVAbRfqpn2SzUbjvbbfY+D6Veonjx5chobG7Np06Y+5zdv3pzm5uY3Xb9jx448/fTTWbFiRf7kT/4kSdLV1ZVyuZxTTjklt9xyS78WLmtsbBzyP/DDcQ8YKtov1Uz7PbhnN+7oOZ4/8wj/vSqI9ks1036pZpXQfvsVqkeOHJlTTz01Dz30UH7lV36l5/zDDz+ciy666E3Xjx8/Pv/wD//Q59xf//Vf59/+7d/yP/7H/8jRRx89wLIBoP70XqTMdloAUBn6Pfz78ssvz2c+85ksWLAgZ555Zn7wgx+kpaUll112WZLkxhtvzIYNG/K1r30tDQ0NmTt3bp/XT5kyJaNGjXrTeQDg7dlOCwAqT79D9Yc//OG0tbXlpptuysaNGzN37tzcfPPNmTVrVpKktbU1LS0tg14oANS77lA9srEhxzWPK7gaACAZ4EJlixcvzuLFiw/43A033PC2r/3Upz6VT33qUwO5LQDUrV17OvPipr1zqk+cNj4jGhsKrggASBKfyABQBVZv3J7OrnKSZP5MQ78BoFII1QBQBfrOp7ZIGQBUCqEaAKrAypb9K3/Ps0gZAFQMoRoAqsCqDft7qg3/BoDKIVQDQBVY0bI3VE8ZNzJTx48quBoAoJtQDQAVrnXb7mzavjvJ3qHfpVKp4IoAgG5CNQBUuFW9Fimbb5EyAKgoQjUAVLiV6/cvUmY+NQBUFqEaACqc7bQAoHIJ1QBQ4bp7qhtKyUnTxxdcDQDQm1ANABWso7Mrz23YniQ5rnlcRo9oLLgiAKA3oRoAKthLm1/P7o6uJIZ+A0AlEqoBoIL1XqRs3gyLlAFApRGqAaCCrWzpvZ2WUA0AlUaoBoAK1mfl75mGfwNApRGqAaCCdQ//Hj+qKbMmjSm4GgDgjYRqAKhQ23btydq2nUmSudPHp6GhVHBFAMAbCdUAUKGe3dBrPrWh3wBQkYRqAKhQK3otUnayRcoAoCIJ1QBQofpup6WnGgAqkVANABWq93Za9qgGgMokVANABSqXy1m1bzutWZPGZOKYEQVXBAAciFANABXolS07s213R5Jkvl5qAKhYQjUAVCBDvwGgOgjVAFCBVtlOCwCqglANABVoRcv+lb9tpwUAlUuoBoAKtHLfImUjGxtyXPO4gqsBAN6KUA0AFWbXns68uGlHkuTEaeMzotHHNQBUKp/SAFBhnt2wLZ1d5STJ/JmGfgNAJROqAaDCLFu7tef4tFkTC6wEADgYoRoAKsyyNVt6jk+bPamwOgCAgxOqAaDCdIfqpoZSTrGdFgBUNKEaACrI9t0dWd26Pcne+dSjRzQWXBEA8HaEagCoIMvXbk157xplOf3oSYXWAgAcnFANABXkqbVbeo5PN58aACqeUA0AFWRZ71CtpxoAKp5QDQAVZNmavdtpjR3ZmBOnjS+4GgDgYIRqAKgQm7bvzitbdiZJFsyamMaGUsEVAQAHI1QDQIXoPZ/6DPOpAaAqCNUAUCGe3Df0O0lOO3pigZUAAIdKqAaACrFszZaeY4uUAUB1EKoBoAKUy+We4d9HjhuZoyePKbYgAOCQCNUAUAHWvLozba/vSZKcfvTElEoWKQOAaiBUA0AF6L0/9WmGfgNA1RCqAaAC9J5PbeVvAKgeQjUAVICn1lr5GwCqkVANAAXr6OzK8lf2huqjJ4/JlPGjCq4IADhUQjUAFGx16/bs3NOZJDnd0G8AqCpCNQAUrO/+1IZ+A0A1EaoBoGBPrtk/n/p0K38DQFURqgGgYE/t206roZQsmKWnGgCqiVANAAXataczK9dvS5KcNG1Cxo1qKrgiAKA/hGoAKNAz615LZ1c5ia20AKAaCdUAUKA+i5RZ+RsAqo5QDQAF6p5PnVikDACqkVANAAVatnbvyt8jmxoyb8aEgqsBAPpLqAaAgmx9fU9e3LQjSXLqUUdkZJOPZQCoNj69AaAgT72ypefY0G8AqE5CNQAUpO8iZVb+BoBqJFQDQEG651MnyWl6qgGgKgnVAFCQ7p7qCaObcvyUccUWAwAMiFANAAVYv3VXNm7bnSQ57eiJaWgoFVwRADAQQjUAFODJ3vOpDf0GgKolVANAAZ5au6Xn2HxqAKheQjUAFGBZr1B9xuxJhdUBABweoRoAhllXVzlP7Vv5e9qEUZkxcXTBFQEAAyVUA8Awe3Hzjmzb1ZEkOV0vNQBUNaEaAIbZsl6LlBn6DQDVTagGgGHWPfQ72budFgBQvYRqABhmvbfTOm3WpMLqAAAOn1ANAMOovaMrv2h5LUlyfPO4TBw7ouCKAIDDIVQDwDBatX5b2ju6kiSnG/oNAFVPqAaAYdR7f+rTjp5UWB0AwOAQqgFgGPVe+dt2WgBQ/YRqABhG3St/NzWUcupRRxRcDQBwuIRqABgm23d35NmN25Ik82ZMyOgRjQVXBAAcLqEaAIbJ069sTbm899h8agCoDUI1AAyTp3otUnbGbCt/A0AtEKoBYJgsW7O159giZQBQG4RqABgm3dtpjRnRmBOnji+2GABgUAjVADAMNm/fnbVtO5MkC2dNTFOjj2AAqAU+0QFgGHRvpZUkpx1tPjUA1AqhGgCGwZNrtvQcm08NALVDqAaAYdB75e/TbacFADVDqAaAIVYul7Ns3/DvyWNHZPaRYwquCAAYLEI1AAyxtW078+qO9iTJaUdPSqlUKrgiAGCwCNUAMMSW9R76bT41ANQUoRoAhtiyXouUnTHbyt8AUEuEagAYYsv6bKc1qbhCAIBBJ1QDwBDq7Crn6Vf2hupZk8akefyogisCAAaTUA0AQ2j1xu15vb0zSXK6od8AUHOEagAYQr3nU9ufGgBqj1ANAEOo98rf5lMDQO0RqgFgCHWH6lIpWXi04d8AUGuEagAYIrv2dGZly7YkyYlTx2f8qKaCKwIABptQDQBD5Bctr6Wjq5wkOX32pGKLAQCGhFANAEOk7yJlhn4DQC0SqgFgiDy1dmvPsZ5qAKhNQjUADJHunuqRjQ2ZP+OIYosBAIaEUA0AQ2Drzj15YdOOJMnJRx2RkU0+cgGgFvmEB4AhsLzX0O8zzKcGgJolVAPAEOjenzpJTjt6UmF1AABDS6gGgCHQZ+Vvi5QBQM0SqgFgCHT3VE8Y1ZQTmscVWwwAMGSEagAYZOu37sqG13YnSRYePTENDaWCKwIAhopQDQCDzHxqAKgfQjUADLKneoXqM2Zb+RsAaplQDQCDbNma/dtp6akGgNomVAPAIOrqKvf0VE+dMCozJ44utiAAYEgJ1QAwiF7avCOv7epIkpx+9KSUShYpA4BaJlQDwCB6au3+od+nH20+NQDUOqEaAAbRk2u29ByfPntSYXUAAMNDqAaAQfT4L9t6jk/TUw0ANU+oBoBB0rptd5a/snf49/wZEzJp7MiCKwIAhppQDQCD5CfPtvYcXzB/WoGVAADDZUCheunSpbnwwguzcOHCXHzxxXnsscfe8tp/+Zd/yeWXX56zzz47ixYtykc/+tH89Kc/HXDBAFCp7u8dqucJ1QBQD/odqu+5554sWbIkV111Ve66666cddZZueKKK7Ju3boDXv/oo4/mve99b26++eb87d/+bd797nfnqquuyi9+8YvDLh4AKkVHZ1dPT/WE0U1ZdMykYgsCAIZFv0P1bbfdlksuuSSXXnpp5syZk+uuuy4zZszI7bfffsDrr7vuulxxxRU57bTTctxxx+X3f//3c+yxx+bee+897OIBoFI8uWZLtu7ckyR5/0lT09RohhUA1IOm/lzc3t6eZ555JldeeWWf8+ecc06eeOKJQ3qPrq6u7NixI5MmTerPrZMknZ2d/X5Nf997KO8BQ0X7pZrVSvu9d+WGnuP3nzSl6n8eDk2ttF/qk/ZLNRuO9nuo792vUN3W1pbOzs5MmTKlz/nm5ua0tra+xav6uvXWW7Nz58586EMf6s+tkyTLly/v92sq8R4wVLRfqlm1t99/enJTz/GU9g15stdjal+1t1/qm/ZLNauE9tuvUN2tVCr1eVwul9907kDuvvvufOtb38pNN930pmB+KBYuXJjGxsZ+v+5QdHZ2Zvny5UN6Dxgq2i/VrBba78bXduXFLfcnSU496ohc8J6zii2IYVML7Zf6pf1SzYaj/Xbf42D6FaonT56cxsbGbNrU91/fN2/enObm5rd97T333JPrrrsuf/Znf5b3vve9/bltj8bGxiH/Az8c94Chov1Szaq5/f70+Vd7ji+YN61qfw4GrprbL2i/VLNKaL/9WkVl5MiROfXUU/PQQw/1Of/www/nzDPPfMvX3X333fnsZz+bG2+8Meeff/6ACgWASvXAqt77U08tsBIAYLj1e/j35Zdfns985jNZsGBBzjzzzPzgBz9IS0tLLrvssiTJjTfemA0bNuRrX/takr2B+tprr80f/uEf5vTTT++Zez169OhMmDBhEH8UABh+ezq78pPn9n62TRwzImfMnlxwRQDAcOp3qP7whz+ctra23HTTTdm4cWPmzp2bm2++ObNmzUqStLa2pqWlpef6H/zgB+no6MiXvvSlfOlLX+o5/5GPfCQ33HDDIPwIAFCcn/+yLdt2dSRJ3j93ahobDr7GCABQOwa0UNnixYuzePHiAz73xqD8ve99byC3AICqcP+zvYZ+zzP0GwDqTb/mVAMAfd23cmPP8fvnCtUAUG+EagAYoPVbd2Xl+m1JktOPnpjm8aMKrggAGG5CNQAM0P2r9vdSnzdvWoGVAABFEaoBYIDuX2U+NQDUO6EaAAagvaMrD67elCQ5ctzInHb0pGILAgAKIVQDwAA89stXs333vq20Tmq2lRYA1CmhGgAG4IHeQ7/nm08NAPVKqAaAAbhv3yJlpVLyvpPMpwaAeiVUA0A/vbJlZ57dsD1JcsbsSTly3MiCKwIAiiJUA0A/9d5K6wJbaQFAXROqAaCfem+ldb6ttACgrgnVANAPuzs689C+rbSax4/MgqMmFlwRAFAkoRoA+uHRF9vyentnkuT9c6emwVZaAFDXhGoA6AfzqQGA3oRqAOiH7q20GkrJ+22lBQB1T6gGgEO05tXX83zrjiTJomMmZ+LYEQVXBAAUTagGgEPUZ+j3fEO/AQChGgAOWe+ttM6ba+g3ACBUA8Ah2bWnMw89v3crrWkTRuXUo44ouCIAoBII1QBwCP79xVeza09XkuT8eVNTKtlKCwAQqgHgkPSeT32+rbQAgH2EagA4BN3zqRsbSjn3pOaCqwEAKoVQDQAH8dKmHXlx096ttM46dnKOGG0rLQBgL6EaAA6iz1Zahn4DAL0I1QBwEPf12krr/Hm20gIA9hOqAeBt7GzvzL+9sDlJMuOI0Zk/Y0LBFQEAlUSoBoC38W8vbM7ujr1baV0w31ZaAEBfQjUAvI3e86nPm2s+NQDQl1ANAG+hXC73zKce0VjKOSdOKbgiAKDSCNUA8BZe3LQjL7/6epLkHccemQm20gIA3kCoBoC30HvV7wvmW/UbAHgzoRoA3oL9qQGAgxGqAeAAXm/vyL+/8GqSZNakMTlx2viCKwIAKpFQDQAH8PDqzWnv3LuV1vnzbKUFAByYUA0AB3D/s/uHfp9v6DcA8BaEagB4g3K5nPtW7l2kbGRjQ947x1ZaAMCBCdUA8AbPt27PK1t2JknefcKRGTeqqeCKAIBKJVQDwBt091InyXlzbaUFALw1oRoA3uC+3ltpzTefGgB4a0I1APSyfXdHHn1p71Zas48ckxOaxxVcEQBQyYRqAOjlodWbsqeznCS5YN40W2kBAG9LqAaAXu5ftX8+9QW20gIADkKoBoB9yuVy7t83n3pkU0POPsFWWgDA2xOqAWCfZzdsT8vWXUmS95wwJWNGNhZcEQBQ6YRqANin96rf58+zlRYAcHBCNQDsc9/KXltpmU8NABwCoRoAkry2a08e/2VbkuT45nE5zlZaAMAhEKoBIMm9Kzamo2vvVlrnzTX0GwA4NEI1AHWvXC7nf/70hZ7H/9eCGQVWAwBUE6EagLr34OpNeWbda0mShbMm5t3HH1lwRQBAtRCqAah7f/nA8z3HnzxvTkqlUoHVAADVRKgGoK4tX7s1D63enCQ5bspYQ78BgH4RqgGoa717qa94/wlpbNBLDQAcOqEagLr10qYd+aenW5IkzeNH5ZJFRxdcEQBQbYRqAOrWzT99Ift20crl5xyX0SMaiy0IAKg6QjUAdWnjtl254/G1SZLxo5ryX84+tuCKAIBqJFQDUJf+10Mvpb2jK0nyn999TCaOGVFwRQBANRKqAag723btyff+7ZdJkhGNpfz2OccXXBEAUK2EagDqzu2PvJxtuzqSJB85c1ZmTBxdcEUAQLUSqgGoK7s7OnPLgy8mSUql5Mr3zym4IgCgmgnVANSVv3tiXTa8tjtJ8isnT8+J08YXXBEAUM2EagDqRldXOX/5k+d7Hn/yfL3UAMDhEaoBqBv/umJDXmjdkSR51/FHZtExkwuuCACodkI1AHWhXC7nLx/Y30t91Xl6qQGAwydUA1AXHnnx1Tzx8pYkyfwZE3L+vKnFFgQA1AShGoC60LuX+nfOOyGlUqnAagCAWiFUA1DzVq5/Lfetak2SzJo0Jr962lEFVwQA1AqhGoCa950HXug5/sT7js+IRh9/AMDg8K0CgJq2tu31/P2ydUmSyWNH5KPvnF1wRQBALRGqAahp3/3pi+nsKidJPvae4zJ2ZFPBFQEAtUSoBqBmte1ozw8eXZMkGT2iIf/1vccVWxAAUHOEagBq1l/97KXs3NOZJLnsncfkyHEjC64IAKg1QjUANen19o781cMvJUkaG0r5v889vtiCAICaJFQDUJP+5tE1aXt9T5Lk/3vazMw+cmzBFQEAtUioBqDm7Onsyv/86Ys9j3/nvDkFVgMA1DKhGoCa849PteSVLTuTJOfPm5qTZx5RcEUAQK0SqgGoKeVyOX/5wPM9jz+plxoAGEJCNQA15f5VrVm5fluS5IzZk/Lu448suCIAoJYJ1QDUlL94Qy91qVQqsBoAoNYJ1QDUjJ+/3JZHXnw1SXLC1HH5/5wyveCKAIBaJ1QDUDP+8v79vdS/8/4T0tCglxoAGFpCNQA1YfXG7fnXFRuSJNOPGJX/eOasgisCAOqBUA1ATbj5J8+nXN57/NvnHJ9RTY3FFgQA1AWhGoCqt37rrvzwiVeSJBNGN+U/v/uYgisCAOqFUA1A1bv1oRezp3NvN/V/OfvYTBg9ouCKAIB6IVQDUNX+/YXN+V8Pv5QkGdnUkMvPOa7QegCA+iJUA1C1nt2wLVf878fS3tGVJPnY2cdm2oTRBVcFANQToRqAqrR+6658/NZH8tqujiTJeXOn5toPzS+4KgCg3gjVAFSd13btycdveyTrtu5KkiycNTE3LV6UEY0+1gCA4eXbBwBVZXdHZ37nfz+eleu3JUlmHzkmt378nRk3qqngygCAeiRUA1A1urrK+YP/96n87IXNSZLJY0fkry5/V6ZOGFVwZQBAvRKqAagaX/3nlfn7ZeuSJKNHNOSWj78zJ0wdX3BVAEA9E6oBqAq3PfRivvOTF5IkDaXkW7+5KIuOmVxwVQBAvROqAah49yxvyZfu/kXP4z/5jwvygVOmF1gRAMBeQjUAFe2RF1/NNT94MuXy3sefuvDELH73scUWBQCwj1ANQMV6bsO2fOKvHk17R1eS5DfOOjq//ytzC64KAGA/oRqAirR+667811sfyWu7OpIk582dmiUXL0ypVCq4MgCA/YRqACrOa7v25OO3PZJ1W3clSRbOmpibFi/KiEYfWwBAZfHtBICK0t7RlU9+7/GsXL8tSTL7yDG59ePvzLhRTQVXBgDwZkI1ABWjq6ucP7hjWR5+fnOSZPLYEfmry9+VqRNGFVwZAMCBCdUAVIyv/mhl/u7JdUmS0SMacsvH35kTpo4vuCoAgLcmVANQEf7qZ7/Mdx54IUnSUEr+/DcXZdExkwuuCgDg7ZmgBkDhfrZ2V278txU9j//kPy7Ir5wyvcCKAAAOjZ5qAAr16Euv5s/+fUvK5b2PP3XhiVn87mOLLQoA4BAJ1QAUolwu51+eWZ/f+f89kT1de8/9xllH5/d/ZW6xhQEA9IPh3wAMq66ucv7lFxvyP/7Pc/lFy2s95993UnOWXLwwpVKpwOoAAPpHqAZgWHR1lfPPz6zP//g/z/XsQd3t1Kkj8u3fPCMjGg2gAgCqi1ANwJDq7CrnnuUt+fN7n8uzG7b3ee60oyfmv50/J0fueiXjRvlIAgCqj28wAAyJzq5y7n5qXf783tVZvbFvmD599qRcc9FJOX/e1HR1deXJfXtTAwBUG6EagEHV0dmVf9gXpl9o3dHnuUXHTMrVH5ib95/UbO40AFAThGoABkVHZ1fuenJdvn3f6ry4qW+Yfudxk3P1RXNzzolThGkAoKYI1QAclj2dXfnhE6/k2/etzi83v97nuXcdf2SuueikvGeOMA0A1CahGoABae/oyt/+fG2+ff/qrHl1Z5/n3nPClFz9gZNy9glTCqoOAGB4CNUAHNTWnXuysuW1rFy/LStaXsuK9dvy7Ppt2bmns891557YnN+76KS86/gjC6oUAGB4CdUA9OjsKuelzTuyouW1rGzZG6BXrt+WV7bsfNvXvX/u1Fx90Yk561hhGgCoLwMK1UuXLs0tt9yS1tbWnHTSSfnDP/zDvOMd73jL6x955JHccMMNee655zJt2rR84hOfyG/+5m8OuGgADt+W19uzomVbVq7fF6DXv5ZV67dld0fXQV9bKiXHHjk2px09KR8/57gsOmbyMFQMAFB5+h2q77nnnixZsiRf+MIXsmjRonz/+9/PFVdckX/8x3/MUUcd9abr16xZkyuvvDKXXnppvv71r+fnP/95vvjFL+bII4/MBz/4wUH5IQDqTblczuvtndm+uyPbdnVk++6ObN/VkW279mTbvuPtuzve8Pyensdtr7dnw2u7D+leE0Y1Zf7MCZk/44icPPOIzJ85IfOmT8i4UQY7AQD0+xvRbbfdlksuuSSXXnppkuS6667Lgw8+mNtvvz2f/vSn33T997///cycOTPXXXddkmTOnDlZvnx5br311poL1f+wbF0efG5T0WVQh8rlcja/ujVTXni6ZlZYLqc8OO9zkLc5lLt0v0c55Z4XlHueK/c67nu+57p9J7vK5XR2ldNVLqeja+9xn1/lA5w7wPmdezqzY3dHugbnP1GPUik5bsq4zJ8xYW943vf70ZPH1Ey7AgAYbP0K1e3t7XnmmWdy5ZVX9jl/zjnn5Iknnjjga5588smcc845fc69733vy5133pk9e/ZkxIgRh3z/zs7Og180QN3vPdB7vLR5Rz51+4H/G8CweXFt0RVQBUY1NWT8qKacMHVc5k+fsK8XekLmTh+fsSPf/LHQ1XXw4eCH43D//oUiab9UM+2XajYc7fdQ37tfobqtrS2dnZ2ZMqXvFinNzc1pbW094Gs2bdqU5ubmPuemTJmSjo6OtLW1Zdq0aYd8/+XLl/en3AEZ6D12d5TTPLYhm14f2i+fQG1rSNJQShoakoZSKY2lvY8bS6W950vJyKZSxjY1ZMyIUsaOKGVMUyljR+x73FTKmBENPed7H48b0ZDRI0oZ0dC717k9yeZk8+Y8u7mgH3qf4fg7HoaK9ks1036pZpXQfgc0Ie6NwwDL5fLbDg080PUHOn8wCxcuTGNjY79ec6g6OzuzfPnyw7rHg2d25cVNOwa5Mji4rq6uPPvss5k7d24aGhqKLmfQDNaQ48F4l+5SSulb1/7zpZRK+++197jU55okaWoopbGxIY2lpLGhIY0N+34vJY0NpbocZj0Yf/9CUbRfqpn2SzUbjvbbfY+D6Veonjx5chobG7NpU995w5s3b35Tb3S3A/Viv/rqq2lqasqkSZP6c/s0NjYO+R/4w7lHY2NjTj5q0uAWBIegs7MzuzaMyPyZE30oUrWG4+94GCraL9VM+6WaVUL77VeX1siRI3PqqafmoYce6nP+4YcfzplnnnnA15xxxhl5+OGH+5x78MEHs2DBgn7NpwYAAIBK0+9xopdffnnuuOOO3HHHHXn++efzla98JS0tLbnsssuSJDfeeGM+85nP9Fx/2WWXZd26dVmyZEmef/753HHHHbnzzjvz27/924P3UwAAAEAB+j2n+sMf/nDa2tpy0003ZePGjZk7d25uvvnmzJo1K0nS2tqalpaWnutnz56dm2++OUuWLMnSpUszbdq0XHfddTW3nRYAAAD1Z0ALlS1evDiLFy8+4HM33HDDm869613vyg9/+MOB3AoAAAAqVu0sEwwAAADDTKgGAACAARKqAQAAYICEagAAABggoRoAAAAGSKgGAACAARKqAQAAYICEagAAABggoRoAAAAGSKgGAACAARKqAQAAYICEagAAABggoRoAAAAGSKgGAACAARKqAQAAYICEagAAABggoRoAAAAGSKgGAACAARKqAQAAYICEagAAABggoRoAAAAGSKgGAACAARKqAQAAYICaii7gUJTL5SRJZ2fnkN2j+72H8h4wVLRfqpn2SzXTfqlm2i/VbDjab/d7d+fRt1IqH+yKCtDe3p7ly5cXXQYAAAB1ZuHChRk5cuRbPl8VobqrqysdHR1paGhIqVQquhwAAABqXLlcTldXV5qamtLQ8NYzp6siVAMAAEAlslAZAAAADJBQDQAAAAMkVAMAAMAACdUAAAAwQEI1AAAADJBQDQAAAAMkVAMAAMAACdUAAAAwQEI1AAAADFDdhOqlS5fmwgsvzMKFC3PxxRfnsccee9vrH3nkkVx88cVZuHBhLrrootx+++3DVCm8WX/a77/8y7/k8ssvz9lnn51Fixblox/9aH76058OY7XwZv39O7jb448/nlNOOSW//uu/PsQVwlvrb/ttb2/PN7/5zVxwwQVZsGBBPvCBD+SOO+4Ypmqhr/6237//+7/Pr/3ar+X000/Pueeem8997nNpa2sbpmphv0cffTSf/OQnc+6552bevHn58Y9/fNDXFJXh6iJU33PPPVmyZEmuuuqq3HXXXTnrrLNyxRVXZN26dQe8fs2aNbnyyitz1lln5a677sonP/nJfPnLX86PfvSjYa4c+t9+H3300bz3ve/NzTffnL/927/Nu9/97lx11VX5xS9+McyVw179bcPdtm3blmuvvTbvec97hqlSeLOBtN+rr746P/vZz/LlL385//zP/5z//t//e0444YRhrBr26m/7feyxx3LttdfmN37jN3L33XfnT//0T7N8+fL80R/90TBXDsnrr7+eefPm5fOf//whXV9khiuVy+XykN+lYJdeemlOOeWUfPGLX+w596EPfSgf+MAH8ulPf/pN13/961/Pvffem3/6p3/qOff5z38+q1atyg9+8INhqRm69bf9Hsh/+A//IR/60Ify3/7bfxuqMuEtDbQN/z//z/+TY489No2Njfnxj3+cv/u7vxuOcqGP/rbfn/zkJ/n93//9/PjHP86kSZOGsVJ4s/6231tuuSW33357nx7B733ve/nud7+bBx54YFhqhgOZN29evv3tb+cDH/jAW15TZIar+Z7q9vb2PPPMMzn33HP7nD/nnHPyxBNPHPA1Tz75ZM4555w+5973vvfl6aefzp49e4asVnijgbTfN+rq6sqOHTt8uaMQA23Dd955Z15++WX/EEShBtJ+77333ixYsCDf/e538773vS8f/OAH89WvfjW7du0ajpKhx0Da75lnnpn169fngQceSLlczqZNm/KjH/0o55133nCUDIelyAzXNKTvXgHa2trS2dmZKVOm9Dnf3Nyc1tbWA75m06ZNaW5u7nNuypQp6ejoSFtbW6ZNmzZk9UJvA2m/b3Trrbdm586d+dCHPjQUJcLbGkgbfumll3LjjTdm6dKlaWqq+Y8pKthA2u+aNWvy+OOPZ9SoUfn2t7+dtra2fPGLX8yWLVuyZMmS4Sgbkgys/S5atCjf+MY3cs0116S9vT0dHR258MIL88d//MfDUTIcliIzXM33VHcrlUp9HpfL5TedO9j1BzoPw6G/7bfb3XffnW9961v55je/+aYPVRhOh9qGOzs78+lPfzqf+tSncvzxxw9XefC2+vN3cPdz3/jGN3LaaaflvPPOy2c/+9n88Ic/1FtNIfrTflevXp3rr78+v/u7v5s777wz3/3ud7N27dp84QtfGI5S4bAVleFqvgtg8uTJaWxszKZNm/qc37x585v+JaPbgf4F79VXX01TU5MhtAyrgbTfbvfcc0+uu+66/Nmf/Vne+973DmWZ8Jb624Z37NiRp59+OitWrMif/MmfJNk7haFcLueUU07JLbfcYuEyhs1A/g6eOnVqpk+fngkTJvScmzNnTsrlctavX5/jjjtuKEuGHgNpv9/5zneyaNGifOITn0iSzJ8/P2PGjMnixYtzzTXXGK1JRSsyw9V8T/XIkSNz6qmn5qGHHupz/uGHH86ZZ555wNecccYZefjhh/uce/DBB7NgwYKMGDFiyGqFNxpI+0329lB/9rOfzY033pjzzz9/iKuEt9bfNjx+/Pj8wz/8Q+66666eX5dddlmOP/743HXXXTn99NOHq3QY0N/BixYtysaNG7Njx46ecy+++GIaGhoyY8aMIa0XehtI+921a1caGvrGg8bGxiT7e/ygUhWZ4Wo+VCfJ5ZdfnjvuuCN33HFHnn/++XzlK19JS0tLLrvssiTJjTfemM985jM911922WVZt25dlixZkueffz533HFH7rzzzvz2b/92UT8Cday/7ffuu+/Otddem2uvvTann356Wltb09ramm3bthX1I1Dn+tOGGxoaMnfu3D6/pkyZklGjRmXu3LkZO3ZskT8Kdai/fwf/6q/+aiZNmpTPfe5zWb16dR599NF8/etfzyWXXJLRo0cX9WNQp/rbfi+44IL867/+a/76r/+6Z32A66+/PqeddlqmT59e1I9BndqxY0dWrFiRFStWJEnWrl2bFStW9GwJV0kZruaHfyfJhz/84bS1teWmm27Kxo0bM3fu3Nx8882ZNWtWkqS1tTUtLS0918+ePTs333xzlixZkqVLl2batGm57rrr8sEPfrCoH4E61t/2+4Mf/CAdHR350pe+lC996Us95z/ykY/khhtuGPb6ob9tGCpJf9vvuHHjcuutt+b666/PJZdckkmTJuVDH/pQrrnmmoJ+AupZf9vvxRdfnB07dmTp0qX56le/mgkTJuTss8/OH/zBHxT1I1DHnn766XzsYx/redy92GP3d9pKynB1sU81AAAADIW6GP4NAAAAQ0GoBgAAgAESqgEAAGCAhGoAAAAYIKEaAAAABkioBgAAgAESqgEAAGCAhGoAAAAYIKEaAAAABkioBgAAgAESqgEAAGCA/v8kUFC6Uarr2QAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(probs, means, linewidth=2);" + ] + }, + { + "cell_type": "markdown", + "id": "7b3bc96c", + "metadata": {}, + "source": [ + "Здравствуй, Сигмоида :)" + ] }, { "cell_type": "markdown", @@ -194,21 +248,41 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 40, "id": "3f6736e1-bfaf-4a90-bc8f-a2eae5e09dee", "metadata": {}, "outputs": [], "source": [ - "## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##" + "means = []\n", + "prob = 0.65\n", + "for i in range(1, 100):\n", + " mean = 0\n", + " j = i // 2 + 1\n", + " for k in range(j,i+1):\n", + " mean += np.sum(math.comb(i, k) * prob**k * (1-prob)**(i-k))\n", + " means.append(mean)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "id": "67a5606e-4e84-46cc-a092-c63d299108e2", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(list(range(1,100)), means, linewidth=2);" + ] }, { "cell_type": "markdown", @@ -217,8 +291,8 @@ "source": [ "Опишите ваши наблюдения:\n", "\n", - "* ...\n", - "* ..." + "* Вероятность предсказания в общем растёт, поскольку мы скдадываем всё больше значений. В какой-то момент так или иначе выйдем на плато. Выше единицы не прыгнешь :) \n", + "* Однако же мы растём скачкообразно, потому что, например, для 1ой модели нам необходим 1 успех. А для 2х моделей 2 успеха. Вероятность двух успехов меньше чем вероятность одного. Потому вероятность предсказания упала. Когда у нас 3 модели, то это уже 3\\*0.65^2\\*0.35. Снова растём. Для четырёх - 4\\*0.65^3\\*0.35, и это меньше, чем для трёх, снова вероятность упала. И так далее, растём, падаем, растём, падаем - через одну. Но общий тренд (через две итерации числа классификаторов) - всегда растём. " ] }, { @@ -245,7 +319,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 42, "id": "c19fa91b-815f-4e65-bac7-5f218ccd4dfe", "metadata": {}, "outputs": [], @@ -264,18 +338,34 @@ "\n", " def fit(self, X, y):\n", " self.classes_ = sorted(np.unique(y))\n", - " \n", - " ## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##\n", - " pass\n", + " n_features = np.shape(X)[1]\n", + " n_objects = np.shape(X)[0]\n", + " for i in range(self.n_estimators):\n", + " np.random.seed(self.random_state + i)\n", + " features_indeces = np.random.choice(\n", + " n_features, self.max_features, replace=False\n", + " )\n", + " train_indeces = np.random.choice(\n", + " n_objects, n_objects, replace=True\n", + " )\n", + " tree = DecisionTreeClassifier(max_depth=self.max_depth,\n", + " max_features=self.max_features)\n", + " tree.fit(X[train_indeces][:, features_indeces], y[train_indeces])\n", + " self.feat_ids_by_tree.append(features_indeces)\n", + " self.trees.append(tree)\n", + " return self\n", "\n", " def predict_proba(self, X):\n", - " ## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##\n", - " pass\n", - " \n", + " probas = np.zeros((X.shape[0], len(self.classes_)))\n", + " for features, tree in zip(self.feat_ids_by_tree, self.trees):\n", + " y_pred = tree.predict_proba(X[:, features])\n", + " probas += y_pred\n", + " probas /= self.n_estimators\n", + " return probas\n", + "\n", " def predict(self, X):\n", " probas = self.predict_proba(X)\n", " predictions = np.argmax(probas, axis=1)\n", - " \n", " return predictions" ] }, @@ -289,7 +379,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 43, "id": "4e67ff2b-62a9-4f94-8bb2-7f5c1636999d", "metadata": {}, "outputs": [], @@ -314,15 +404,15 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 44, "id": "a76e9b76-94c2-47b5-9ef9-150bc798a307", "metadata": {}, "outputs": [ { "data": { - "image/png": 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UCl909RodmdGNRUOsq5R1uSr5mcuN4a23Huoo19rOqrqZrqplVkVYRNweX1HQtDqWfhac4aInc0Rd5GwNxwdrjxtI19KXjS7JUukKZWtgq9TeZdrd3Wv5vO7ubKDdxYODz1pub2hoq+sgU6lMST0vqFaizNx0wNvxVRXknXgZPtCxHrwJikWgXu/8x1ZyfDBoG0jHGJ3qGwHVFz2r/atUTlkWERkYeDbQRS5ULqrhd/xbNZlA6fXzioJpc9321u3If+bmG9AjRx5HPn+X9Pej66aYKAisPW4gHWN0KtbAnuuyfwczc5fr5/bLf11r0VzkdDqL7u4ey2GCIIcLVHVPWy220i7I+dTOGfIpDA9PeHrvxvFqHl5Ipxegr++/oVjc6nnBGasu/WJxa0ugbgR1q/NG13rwREFgS9tAOqpZ+b0RaG2dAO1zl/32BIjHP6eU1Tg3gVWrfcmSr4S2NKY4U3+GihZ/vX5m9r8rlUkUi1tdtYzbOfVEObWkmbhGUcaWtoFUL30J+E/WkRn79HPRi3oyUXviYCazHqJiFCYthWnVGm6QOeecEiZFAXZy8kXPLXinoOvUko76uUbJxpa2gfyMoYrGmv3O9ZUb+/R+0bNu8aVQLr9jfKKQVcvu1KkNRu9zs1xuDNdffwJDQ3/n6pyTGRvW0ap16oly2iZLvJqJq4jJYUvbUF5aYzJrKHudRuY09un3ote6f+rHzHWy7oWYjtwYqdtzTmZsWEer1qknymmbuue9kzdcRUwOW9oaBT2txGmsr1HtK5d73fX4sKglDLRmF/v5zLnc2LkLbxdUj5lbUfX9qG5NRmU6ksznVtWqbT4mTtniMttUuR48mS1uLXi2tJuoLGgi0+pVTWeCjUzrROYz2x3jxuvbq6A5fQ4v35uK76exXdGCIk6tSav9BhD4eeOVTCtaRavWLlt8auqajrrXbElTs7i14Bm0z1EdZMOYVqKjK9JNQHT6zE7H2CnZzepzeP3e7EpsyuYO2E/dmu9Y3MNqv+v1FOp1NefN+PhXcfToZszcBHVhyZL7MTj4fVfvYUc2YdJv4p3defV7v/eS5WtMSvYjUond4+eoLmgSxrQS1Qk2botQ+MnqtXs90Pk5Gt2lhcI6x+k/Vl3NdiU2Zbqj7W4wMplluOCCjZ5uGur1Dyyf7/a8mQnYP8Bcr0UVR4/+AOPjX3X1PnZUFp2xwylaRHMYtM9RfWHQMdfaieqLqNsbGb9ZveJj09VROKN1zrj1e5ZK21Ao3NNy01Eo3INSaZvt9yBzoybe9kwxEqe1nN2eV27Pm5kWtvzjstpvggBoHxsO47dEweMqYnIYtM9RfWEIa1qJygQbmRuZ5ot4pXLasuxoc1avlcbjomPWXuNbZs54JnMxxscfQvuKWsBHGB9/yPZ7cAqodq1VXWVK3Z831nkB4sedhVX+U9dvKSoJf0nBuulyGLTPUX1hCKrrUCdRYGks5NF+Ea9WJ1Gv18/Vlnaf1St7zJyCauM9rVfmsl5lSuZzNz7z0aN/LfhrytUynaJs/Hbd3VkP502Xy8edhbVutY7fEuuPJ0fcWvBMRDtHR8Zp1JNh+vs34fDhe1Gvn215vFI5NZugZlUvvKurB9ddd6Lj/WSOscwxs5sznsksm31P0TrYa9e+h5Mn8wBat7N4cREvvPBx28Brly0O1F0t09l4v8axyGZv6ajJDaRQqUziwIFLXJ2PS5bcf25Mu/Nxr+x6XnQvJav6t8T64/GTz4uXJa2LfrIRxKDdJOpB1knzhfX9950vrOK1pD+afR8rdi1hFcdYlLXcPu4tMhOwxY/b7Z/dZ5tpCcqzOhaLFv2hkgIzjSxxldnjopulrq5epTMvglhLnslt8RO3qV0i7B5PCK/dgdWq9frPjQuqFd0JQjLdpbq6bMWfTb5r3E4jJ2Hms/krMDM4+H3ceGMFN95Yx403VnxP9xINb6RSUNZtHlS3NZPbKKoYtBPC63ik3cVNJg/ATbKPm8pFTgl3XltMorWeG0Rj0UuW/HelrUETq6yJbpYqFfGNnVtBjZuz/jhFFbvHE8JrELAroOE0Ru228InK7i1xoRn7LuyBgWdt/x5UtS2VhXJUFg6y6tKf6873v69BdVuzahpFFYN2QvgJAqnUAgAzF/zu7iwGBp6dvbjZjVGHmezjdXlTmf0KIvdB5fKsbr4Hu2Qe0dQblfsa5LKZst9jEGPsRLLYPZ4QXroDGy205kS0Wu2M9DbdtJpUj1najXtHYQqIymlO7r4H6/doPG7Vza5yX03rtubUsOiIwu9aBba0E8JLd6DflrJsq2luoRC1rRdRS+o//7Ozbngj+7x9H7y0smZaq0Mdj9u1Vt3sv1uqWq9O3ewq9tW0bmu/vwG20oOTlCIsbGkniNulOf2OL8q2mmQqnKkkm+zktZWlY+qJn0QyVa3XoJLETFo2089vwNRWetyWqkwaBm0S8jstxm2Fs8WLrW+VVXdv2V2Imy9o+fwYRkY+wMqVdaxd+x6AYCqAtfN78VfVfZ3Euc1+fgNB3eS4DcJJmc8cV+weD5HpXWcqEozau00bLcbmz9zovn3hhY+3vDaTWYbh4Qnfn6OdXXex6MLVXJAl6CClIqFPRfd1kEliDWH/Rvz8BoK6yWEQTha2tENiatdZM9U1n0WfOZu9JdDkI7/dxUEV4Gi0oK69dgIrV9Zn/zVa/TpuHuySeXQkiY2PfxV79nRjz54U9uzpblmMxYTfiJ/fAAu4kA5saYdE1HoaH3/IqNa2yulNos88Ofkili/fHFiLyk+yU5CZzE6tfh0Xf/tkHrVJYnNrfjdUZ/9/cPD7xtQH9/obUDkVjqiBQTskolZStTo5O40mbuy6C4Ou++5teynk83c5vu7CC8/g+PEFlo8DnY97EdbFX+X3ZLfm9+Dg923Ol3ewZ08amczFyGTWA+jM1DeBaZnwFA8M2iGxW6kqrisN2Y8lmz2+P6OOyckXHZ917NgC/PrX30K5/D1tnydqy7xas1/z2+430uguL5c3oFRa4ngswjq/TFyEKJcTF9Ah83FMOyR2raQgEp1U1KJ2SzQmms3eEvrYZYPowtXIbJf9bhYsWOM4bcnPdxBEIHCzf94+i/2a39Z13ttNO2ZjmzA2rpPboiLF4sxSle3/kjLPOeoYtEOSy40JF6cQjVWqCrRnzuwI5SImSuqZnHwxkKkxMhoXtF/96hK8/HJq9l8js13VOLLpgcTN/nn9LKK1vRuPt58vIk43UkFNvQoLg3CyMGiHaGDgWdts3OYgvX//7+Pw4XuVXORPn/625UWsULgrkMDd3gI1cf6v7nKaMoFEVVlG0TzebPa48AbQTaDzGhQHB7+PJUu+grkWdxeWLPlKyxKizeeLeLGXtO15a+L5RXrFuYAMg3aI7KaTtLdeqtVJ1OtnW17vtbVQq4luwauhtPZMnBqjerpbO7skq8aN2j/90yXnktdalUruLj6iLPSpqQshugF0E+j8BEU3a36Lu8vtz1sTzy9TxDW4xXnuOoN2yEQlG2VLe3ppLaTT4l9kGN2Gpi0S0aCznKY4YKRaelOsstAB9Ref9u/dTaALKig2bqSsxsLtzltTzy8TxDm4xRWDtqFkg7GXC2NPzyO2CT5BdxvqbtWayLrVmAJQD2N3ALR+724CXZBBceacqFn+TXTexuH8imuLmNzjlC9D2U93meH1wrhgwRpcdNESFAp3wWraDbsN9bOaw+v0fdtRMaWp+Xt3M8fY7rk6plp5KadqN/UqCtMN2SKmBgZtQ1lVUwLOQ3f3BahUplxfXJovTOl0Hr2938LQ0FYjKjY5LfkYV+2BZKYmu/vAreL4WX3vbuYYWz1X1/eqstJYUs89iq5EdI+HMSfZL6suvaGhH+O66064HmNtT2qr1d6bvTCZ0G3oZ0pOFL9bEbl5yZ3sjl+ptE24ehqA2XrmIyMfIJ8fU9rdqmuqlcru7rhPB0sqVTMvTBT7lnaU76RVVVOyuzCpSrDy08XoNfs4Ct9tPi+uPtU+j9aqm1lUErX54mOXiV4ofBEvvNA5Tr5ypfXYucruVp1TrRq/jUKhgKEh72VMkz4dLK7V0eI8Rz32LW3eSeu/MPktFOI1+zgK363bscj2jPVjxxY4Fs6wP07hJbapyirX2ZuS9OlgLMwSPbEP2km/kwbcX5jcXiT9Bk+v2ccmfbftx+zMmR2Bbdtrt7puKrLKdVeOi8p0sDh395I7SoL2vn37cNNNN2F0dBSbN3eu3PPqq6/ik5/8JG6//Xbcfvvt+O53v6tis1KSficNuLsweblI+g2eXscoTflurY7ZqVMbtI2vt98gAGgr9ymq6T2jq6tHy361UzH2rLs3JSrTwdgipgbfY9rVahUbN27Ej3/8Y+RyOXz+85/HqlWr8IlPfKLleZ/61Kfwwx/+0O/mXOOatp1jpel0HsuXf8vywuRlDWMvU3Cs9tHthdKU79a6EE5jIQtvF3/RWPiFF57BP/xD5zj+8uWbMTw8AQDYs8f+XrxaPe1pn7zwm5cRRG+KiStxEYn4bmkfOnQIy5Ytw9KlSzFv3jysXr0au3fvVrFvSkTlTlq35rHSCy+c+X6susBFU47sLpJWLflUah4qldOOXex+V7oy4bvVEVhEY97Hjy9wbHnK3CyJMsp1dLd6KQzSOC9EY/JOn9HredX+uvHxr8ZmdoIuLPwSrFS9XveVqfLP//zP2L9/PzZtmmndbN++HYcOHcKGDRtmn/Pqq6/iwQcfRC6XQ19fH77+9a9jYGDA8b0PHjyITCbjZ/fIwqlTL+DMmacATDc9Oh/z59+B6en/ZfmadPrjs8HeypkzO84tRFJEKrUI9fppAJWW97/ggo1YsGBNy2tOndrQsR/tzzPd8eOfRq32Xsfj6fTHsXbtbzE52dmhlc1WsH//W8L3vPxycUb0yy9brXiVQi73OgDRcXUy93rV7D7LG28UOh5z3v+5c2R6ehrz58+XeL3zeSV33KJ3fvpldYybuf1+rVx//YCn30mcNB9nuxkRvrvHrWJ+KtV6Ubniiivwy1/+EgsXLsTevXuxfv167Nq1y/G9M5mMr+kcZG3fvu+h88I0jenp/y14Repcd7rddzEE4GsAGkVC3u94/3L5e7jmmq/NPnLgwM2W+9H+PNP19n7LohDOfCxf/i2cOCH6iXVj5pipkclc3PRbGUKptOTccIhcsZbW1wfHapvW58WMTGZZy3RCqylfXs8ru+26eZ+48TOtTvZ1k5Oix7sTEwMax7lQsL/R8d09ns/nUWzKhiiVSujr62t5Tk9PDxYuXAgAGBkZQaVSwdTUlN9Nk0d2q3xZq7vqcpbtLg4j+1tHV55VN/0FF2zU1k0vk1TYGA4ZGvo7x8xy03I8xN9/SqqugNfzSva8C2J2ArucScR30L7yyisxMTGBd999F2fPnsXOnTuxatWqluccP358tkV+6NAh1Go1LF682O+mySPxKl/WWcfidYytyWZ1h5H9rauGc/v8ap3dp27G8Rs3FF1dWcu/d3Vljcvx8HteeH293/dXibXGScR30O7u7saGDRtw33334ZZbbsHNN9+MgYEBPP/883j++ecBAD//+c+xZs0a3HbbbXjqqafwzDPPdHShkx5WCTlWq3yl0x/DkiX3O7biZBJ8ZKeYZbO3YGaKkv3zksguISyfH8O1105g5coarr12AlddZR9wc7kxdHdbT/Pq7u4xKmAD/udOez2vZOa78/yksCkpYzoyMoKRkZGWx+68887Z/163bh3WrVunYlOREvbqQaIynz09T2D58s2W+7Zo0R8K99nq/Q4fvhfj4w+hWu1cxMTus5dK21AsbkVrdnAK+fxdxgWRMFjNvxXd54pbZXPnnygL20tXr9vz2m2pTDcrjFntm9fzymq72ewtmJx80fdv2E0526iJaylUU8W+9nhYTKiLLZpzffr0t5HLHRUusyjaP6v3q9fPolqdySJp/4x2n9N6bnMdR4/+AJOTLxq5PGKUtJ9/Il5Kiro9r70EJa9zp0Xn1eTki1q36yTO3d1uv1/RDYwVBv5OsS9jGhYTVq4StaLEiWj2+yOTiSz7Ge1aeDMLXdzDObE+WAevVl66ek2v9+4lCS1OK8VFgV3AZsU3ZwzamvhduUqmjKjTxUbUihInojntjxyZLlfnFt5HGB9/SHqbspJSw9n+O5ArRGN1fvnJ+A8iOHqps6+ztrlXSTlPyT0GbU10rlxVKm3Dv/7r76NQWGd7sREl9PT0PCL9OWRabO1kulxlkn4a3e4qJaWGs/j8Wya1HrsomHV397rantP72d+MprBnTzf27ElJB3m3SWym9hwk5Twl9xi0NdG1clXj4lepdAa09ouNqMynm+lIdi2o7u4sgPNaHpPtcm3dN3fctNiiON9VtM9pwa/VqvXlNwNbFMzqdbl54rLv1x4cO3t2ZmoHyLaA3Za2NWmlOBPl8zMVz1T8fhrnNfnDoK2JrpWrnFq+7d3Y7fOH3SbZiFtWy3DddScwNPRjz7W/G/s2E/yttt35uNvuzCgmAIn2rVaTb335rcsuClrV6pSn95UNjnbnt2wL2M05H1StgN7e464eN4XK34/Jv7koYfa4RjpWrnJuAdgvy+hGqbQNlcqpjsdTqXmz+6Mi23Zg4FkcPnwv6vWzLdsYGHi247leViHTSZQJm80O4MSJwHenhZ/vxm7lNi/vK7sSnKqqZbKCWinuH/8xB+tpdykANaXbiiqO18thS9swTi0k5xaAqBSpezOtmo86Hk+nz1caIHO5MVx22d+2fObLLvtby22Y1p0paj1YLX6gQlDd/H67172+n6qqZbKCWinOlLXfTcXxenlsaRvIriVj1TJopa6lbddFqpps603F2t0mcTNn1YrTa70W+PFT4MTu/WYK8czkY6TTCzqeZ3d+66pGFsR62qas/U7Rx5Z2xDRaBmLqWtomtg5UtwDDpmKcL5s9bpm41td3xtd0plxuDH/8x3PlUvP5Md8t/Hr9zOx/VyqTHfvTmaA4cxOqowUc5PxsU9Z+p+hjSzuCcrkx4bKLXrKxRUxsHbhpAdoFljiNn01NXWj5+PHjC3yP/3tJRBK17mXzEYJo+YZRsTCIzyXitYyqyhKlLHeqBoN2RAURUFV3karcL7k61OK/JXn8TOf4v10wNCkfwbSERt1kb7501kj3+/o41293g0E7ooIKqG5aBzoWSAl70RUnotZDNluBCT+vlSvrWLy4iBde+PjsYzqHN+yCoUn5CCbdQJjE5CmSJu9bkMK/qpBnYXa3tdPR3WjCoitORHf4hcJbAIYC3ReRkyfnxgl0D2+sXv1vLdtrWLy4iEJhdyDDLTI3eibdQBC5wUQ0ckWUvKOjHKSpJSZVCm48T33yk1XillXAbjweRDKWbPGduCU02jG5+h+5x5Y2SQt6vFL2PedaVu9gJtu4ei4wTHjetg5uxuRkyz0uXlxEKtUlTEZruPFGbwU8RN3/ixcXPfV6yOcjeBsWcZPs1ni+qHcgLmOlqrqPU6n4HJMoY9AmaUGPV8q8Z+e60XO1qhcvLuHkyc6mbFjZqm7G5OwybVsvmnPBRkdd58a2rJZmrdXQEgxnWrP+W81+hkXc3Dw2biBOnhTth4udjii3v4UkHBPTsXucpNldEHV0N8q855Ejj+OOO/4PVq6sd/wD6vjVry6J5EpJpq3yJBMMVQ1biG4OC4W7HOdSm1hbQAeVC+E0v95kMsuVRnGBILcYtEma3QVRx3ilzHuWy7+1HUdNUjawzjWYZYKhqmMtfp+qY3GYKIxVqwgsqjKpo9RylrmRTUKGObvHyVbz2GJXVy9SqXktC3s0XxB1ZLM7vadzCyqNPXvSRk4XU81LK1x2nF2mLkAmczEWLy4Kx4dliYZFAOe51DJTIdvHy4POfUhCYCF9GLRJqH1scaZm9Hno7s6iUpnyHQhVzMF2bkG1rscM6Jsu1hoA56Z7mZy8IxtAZIJhf/8mbN9+aUdgd9vj4lRf36lFb3ejZzVebhKrLmqTzx8KHoM2CVmvbfwRurp6cN11/tadVDUH2+m5zcVF3FS88lJ9ySkARq2MY3sAyeXGUCyKj52Xgj92N26Fwl2wqqXvZ3za6pwW9Q709h7Hnj250HtpTGqBy56rrF6mD4M2CemsGhVkGcnmC7Lsvuvowoz6xUrms7utoOd046a6GIvV999cLc76NeYV9XFDdLPopH5u+e9CoYChIXeFgjgEoA8T0Uioq6vX1eNuqLwhcDteSmZwKp6jI7nR6/dvWlEfu3O+PbmtkcCl6v1NpjMZ0xRsaZOQaAqI09SQoMtINlqwdvs1MwUMuPDCMzh2zPUmSAOZGzfVyY3O69GLmTQTQbYYj2zLNi7d1nH4DE7Y0qZZ7SVKK5VJy+dVKlO272FyGcnjxxfEdv6mF6pbIG7WqFY1p9pqm6L9aLTeu7uzlu/V3Z0V/i3OvTReg51o+hrpw6BNAKyDLWD967O7eMnWCw+iDrUMlWNsUeyas5r7asfuRkf2hq1BxY3bmTM7OrZZKNyDw4fvFe5HLjeGrq4ey/fr6urBwMCzRs31tjt/GkFTl3weuPzyIeG88jDGqJNQQMUOu8cJgChTvI6ZwD13JXe6eHkpI6mK14QbN+9ldwFtbq14Sd4xhdNxFP3NbXKhiuVlT5/+tuUMh/abj/b9sDtPw1xH/uWXGxE4JVUv3s357uWc9nIeOO2DX0lPcmPQJgB243V1ZDLLpC9eYS552Bw0/bY+kjA2JiKTI2DFS3Kh3xu3Wk3+i2reD6fzVOeyt3aLsLTvh0phn9Nuk+G8aJyzcRmjt8KgTQDsLmLLMDw8If0+MpWzVAurm850KorXuKHrhs3uc6TTedRq70nvX0MY52lDa9nN9gVv1O6HyUMzOsX5esCgTQDUXcTC6FqM8w/UK1XFa9zQEQidPkdPzyM4ffqJti7y85BKpYTldgHgqqvGUCpZddkH20LT+XsJomVLwWPQJgBqLx46uxbdaly47Co0eWX3ni+/7P19VQiyeE2DjgDk9DkWLFiDiy5a0rFNp/0waVzUpN+LWyrzSEgOgzbNivLFw4mO1pNJF/52KorXeElcUn0O+ZnLrfNcNqVMp+7SuHZB2eqz6rg5drNPScCgTRRDKsaXTUjkCTOx0Y4pN2y6v6Ni0d1MiCDOGZUJp1HEedpEMRSFdaVl6PgcdgVfKFqiWBvBLwZtirwk/nCdBF28RlfBCx2fw6Qa4uSPVXGget2MXiJd2D1OkRfnH6gfQeYo6Owu1jFOLlqOM8k3ekEwJRcgyhi0iTzSkQQUhYua1bxpIDoJjJnMxZbLcbqtSeCX1++6qwuoWRRLS6eBaufy40YxJRcgytg9TmQj6DrHdhc1E+osi+qLR4mKcXIVQzJeA5hVwLZ7nOKFLW0iG14urEG0GsJqmYjmTUeJivnkuns9klCOk7xR0tLet28fbrrpJoyOjmLz5s0df6/X63jqqacwOjqKW2+9Fa+//rqKzZIFN0sjmiKK+5xUJq0p7UcuN4bh4QnceGMNw8MTxtYnCLPbuNHL1L7KV1JW0zKV76BdrVaxceNGbNmyBTt37sSOHTvw9ttvtzxn3759mJiYwK5du/Dkk0/iiSee8LtZsuB2aUQTRHGf/dDR3R5kF75ofnRv73HLx5nYFV0cfxYLc3lQ30H70KFDWLZsGZYuXYp58+Zh9erV2L17d8tzdu/ejTvuuAOpVApXX301Tp06hWPHjvndNLWRXcvaKx0tYt37bBqnMWvV76maaDz4jTd2aZl643TOnTmzg700ERKX6Zlh3tD4HtMulUrIN91e5HI5HDp0yPY5+XwepVIJfX19tu9dLpdRKBT87mJi2JV8bD6O09PTro/rmTM7cOrUBgDT597zHRQK9+F3vzuKBQvWaN/n8HhbE1t8jNWtsT33/uL3VH8Mr0FPzxPn1rEuIp3Oo6fnEUxNXYOpKbXbcjrndJ2TQclmBzA56XwJbv8OU6nLUK933uGlUnUUCoeV7Z/dedV8g5nNVrB//1tS72hXk9+In7s09b852euy76Bdt1hKJtXWZJB5jpVMJiNdPo+A998Xl3xsPo5uyhI2HDhwMxoXxznTKJe/h2uu+ZqHvZ0hu89hcZrWJfrb/Pnzfe2/zEInMu+v5xgOAfD+nctyOud0nZNBOXFi7r/tLoft36E4SzwFlTeFsiYnu434rZrC67FoXJedArfv7vF8Po9iUx+YVQu6/TnFYtGxlU3u6SxdqWIBCiuml9u0q7gURDWmKFd88juc4nTO6Tonw2DXPRzGuCmZy3fQvvLKKzExMYF3330XZ8+exc6dO7Fq1aqW56xatQrbt29HvV7HwYMHcf755zNoa6CzdKUoAcnvwg1Bl9ukYLQnGK5e/W/I58dcBSCnc07XOamC20Qlq5szkaASwXSPM4eZzBVlvrvHu7u7sWHDBtx3332oVqv43Oc+h4GBATz//PMAgDvvvBMjIyPYu3cvRkdHsWDBAjz99NO+d5ys6Spd2d+/CW++eX9L0phdi9iqapbVfsk+Ly50LCuoe3lGL9oTDK1KhgL2x8LpnOvv34RC4T40d5Gb0ksTh8zrYlHvKlpRPkZh/uaUFFcZGRnByMhIy2N33nnn7H+nUil885vfVLEpoyQp4LgpSNFoZTUuts1Vs5qfL/u8OGnu1la19rCfrnJdZVNVdFE7nXO53Bh+97ujKJe/l4jfIJkjzOEpVkTzyOSAo+tmQrYVbzeNq/n1ss9rF3R9bl3bM2FcWldrR7QOtluic27uO/kampPi7L6TJN1kBylq07WijrXHPTJ1frEJxUpkE4S8JhIF3a0W5W68BtH4oS5WCYYquf1OTPhdRJFMQG7UGOBYdDAYtD0yNXPVhJsJ2QQhkxOJosYpqSfoG4z2BMOwmfC7cMuEQiTFIvDGGwWjEuSSjkHbI1MDjgk3E7LTuEyf7hUWL1m1pvQGNO97Pj+Ga6+dwMqVNaQFV5qgAlDQvwsVAdek6X7N36sqJtyURBGDtkemBhwTbiZkp3Fxupc1UwKwl2k4on2s1eaCTvNFuXnJUZ3dqyp/FzI3VSoDrglTo3Sce6qOkQnHJ0hMRPNIxfJ+OridmqWLbNKarilqQPAJa0HQOQ5tR+VFO4ybEpW/C+ZUmCVpx4dB2wedAceLRnbszIWpC0AVmcwyI24mVJKdI6nqx2ziPGiVmscpw7opcMvtd+L2JjtqmeZxvEElawzaMdE+BQ2ozrYkTL7YeBH0RSgOF7243Xg0vhM3dfRzuTFcddWYY3Czm8551VVm/pZMaG1G9VyKGo5px0QUs2MpGKnU3MU7lws/qSlMMsHN7rcU1y5XP5J6LoWFQTsCZBZeMCFrnNTw2mIxYVpOHDKC4/ZbUpGQFYfvNS4YtA0nWxTChKxxUqORVatLc4ZtV1fr3/xenGUygoMKAFZZxTK8/pZ0BTC/x0vFjZqfTG/d2d1Ju6Fg0DacbLe3qVPQwhT1H7Ob/fT6mdrXZo7TcqNeg5XX35KuAKbieIU5DUr3eLtJ89mDwKBtONmuOs557hT1H7No/8P+THGfF6vzt6QrgAXZ6qZwMXvccKKFF6y66kybgkbxZEKmsmrtQU/0WzI1C1/3MppkDra0Dcdub/Ii7CBiOq89FVHvvaHoY9A2HLu9yYv24ELxxxu1ZGDQjoBcbgzDwxO48cYahocnlAVsmalkFA+iBTtEjwepcR729hZjPVbuht+ENS/vreuYRz0h1DQc004ou6pPbMXHSz7fmSUOhFvisrXs5ti5f9aiPFbeLugSvF7fQ+Ux59CBWgbcZ1MYWEHNv6hkUasOACpaTnEKxCJW50ep1FmVzuv0LZPPOdKHQTuh4lb1KQxhZlGrumHwMiQSlWSssLtlgzw/knATRDMYtBOKFdSiTVVAiEvPiq5WbVRxvDi+GLQTilPJwmNSt3pcelbiOHfcD84eiC8G7YTiVLLweAkw7YFelSj0rCSh1ajr+/UqCcc8qpg9nmCsoGaexgW7PbPbT4tRlLG8eHGppWelNaO79fWqu5TF+1TECy98HACQySzD8PCE2g0bKojV14L6bkkvBm0ij3SWtNQx5aZU2oYjRx5HufxbZDIXo79/U8tNW5BdzM2BYs+eNIDOPlxR133rzcWQ8n2z3s4c2UAXZMlTp/dkYI4Pdo+HgEVN4sHULGqr8fJs9jgKhS8CAIaG/qfSIj1+uU2KDGqc2u9NTBDnRyPRLuxzjoLDoB0w2fWxiVSamroQduebbBKc2yQ6mefrTIp026pt3l+TBXGD2DgWl18+FHrCJM1h0A4Yi5pQ2Ek+VuebbOvRbetT5nGVSZF+W7VRyDaP4zxzkscx7YCxqAk1B5KwWnSmnW9JT4oUjX9bKZVmWrvsEk8mBu2AuVkfm+IvyGSllStbk73cJFSFRZQMFrb2my2/Wdii14pu6kw8JhQMdo8HjEVNqFmYyWyNFptTa79YlHueDm6CU5g3FyYHUZOK+ZB/DNoBY1ETUq052LsNXH7HssNUrwNvvFEI7EYnqpXFODYdL+weD0HSx+9IH6vA5aeFLHsTYLc4R1Dd/yrYjS0nrWUate8uKRi0iciSbMvS7nlRS5YqFjmO3ND47gqFAoaG9BWxIXfYPU4UAXatm7DHKMMeK43zmG3Yy4uSeRi0iSKgOWFNRNQSDPrCXyqpC6Iy+x7kmK3M/qi8iQgzUVFFcZU431CFhUGbyFCiC55bdhd+2YAeVj111UHLbxCR2R+3NxG6A5vXmzYVN0NMglOPY9pEhgriwiYb/FQnuIXFxCBit09Wx9jtnPCo5RWQPba0iSh0JnWjpgVXRdHjQWMrNdkMOQ2JKExhB02TWsC1mvhxjslS2Hx1j7///vt45JFH8Lvf/Q4XXXQR/vIv/xKLFi3qeN6qVauwcOFCpNNpdHV14YUXXvCzWSKy4Gfc2UvQdFMvW6cw5hOb8LkpmXy1tDdv3ozh4WHs2rULw8PD2Lx5s/C5W7duxU9/+lMGbCIFrKqgtWdt624NipKyvGRY69iPsMZynbrXVX52nVTMOuCUNfV8Be3du3fjjjvuAADccccd+Jd/+RcV+0REkL/gmdS1DPjLsNYtiCBi170ORKeV3vgem0vFur0ZMu2GKg58Be3JyUn09fUBAPr6+jA1NSV87pe+9CWsXbsWP/nJT/xskigxonbBE42L+522pnKc3fRj6rbHgpLHcUz77rvvxokTJzoef/jhh6U38vzzzyOXy2FychL33HMP+vv7sWLFCsfXlctlFAoF6e2QnOnpaR5XzVQf4+uvH8DkZOfPNZutwO5nLL8P4jKVsu9RKgVT6rJUmtsnHedyNmt9rNuJtys+Dk43LM3v+fLLds+zfx+VeL0Ihuxxdjwzn3vuOeHfstksjh07hr6+Phw7dgy9vb2Wz8uduzXMZrMYHR3FoUOHpIJ2JpNhzVsNWEtYP9XHeHJS9Lj9T1h2H+ySuRrvIVrb2u9a0u0aVd/sAlxjn3Scy81tFLv1vC+/fEj5Zzfxd8nrRTAax9kpcPvqHl+1ahW2b98OANi+fTs+/elPdzznww8/xOnTp2f/+5VXXsHAwICfzRKRYjoqfcWBXdU4IN6fnczkK2jff//9eOWVV/DZz34Wr7zyCu6//34AQKlUwpe//GUAM+Pef/Inf4LbbrsNX/jCFzAyMoIbbrjB/54TGS6ouc9OY59hz8F2w8TxWreB2cTPQPHha5724sWLsXXr1o7Hc7kcfvSjHwEAli5dip/97Gd+NkMUSUG2TL0sJCKzH3bdw37JLv0ZFX6PFYM9yWBFtAgrlbbhwIFLsGdPGgcOXIJSaVvYu0Qh0BVU3QYhFfN3ZZ6jM7hZ9UrI8vo9mJbBTmbjgiERVSptw5tv3o9a7UMAQLn8Dt58c2Z4IpcbC3PXSIMwqo+53Z7qoBNGEAv6GLN1TW6xpR1RR448PhuwG2q1D3HkyOMh7RHpZHIrTGXgUT3+Htayl7KvNfl7JTOxpR1R5fJvXT1OpJqOMWnVeQC68wpkg27cxu8pPGxpR1Qmc7Grxyl4plS0Cns/opS9TmQ6Bu2I6u/fhHT6Yy2PpdMfQ3//ppD2iNqpLpnpNfjqKN3pJuAHmUUf5mIcYd8cUTKwezyiGslmR448jnL5t8hkLkZ//yYmocVY0OOfdlXSTB2L9Xsj4Cfhz9RjQvHCoB1hudwYg7SBZqZKdZZ9NDnYWYnSvqpi9ZntyrcSBY3d40SKJbHcp4jbcesgu5hl9830lcEoWRi0iRIoqOQwL3O9vQZIt/vu9yYqqgl2Ud1vmsGgTZRAJvQGqG49m1J8xvQelajuN81g0CaiUKjsXmYrkZKCQZuIIs9rK5FdwxQ1DNpEinG+bvTEuWs4zLnrpB6DNpFixSLwxhsFZhsjWjcwcW1xx/mGJIkYtIkMpivTN6hgasJ0qVxubrtOVCxFauINiYyo7nfSsLgKkcF0ZfomqdWv67PG4RhyIZPoYUubiJQLei5w3Fq9RCIM2kQxYUrRDFHZT2DmcR37KNsNzyBOUcegTRQTphTN8LK9oPaxEdzDENZNFXsh4oVBm4gSxymQ6QiwYd1UtfdCND5je69HHDPn44hBm8hgSWolBRk4nLrTZbv3oxjoTOmRIW+YPU5ksDhkKLsRtcARtf2l6GNLm4iIKCIYtIliwpSudLv9iGO3PlGQ2D1OFBNBdaWLpnTlcjP7ILMffmpgt25/qGP7psrlxMeNSBZb2kTkittEJqtM7CC374WOQGpCSVfAnB4Z8oYtbSLSSkU976C1B1K73oWoMbk3gpwxaBNRaKJS+5qBjkzB7nEiIqKIYNAmIiKKCAZtInIl7ESmILZvyuIrRO0YtIlISiOQtSdk5XL2WdCqg2xzFvYbbxS0ZGGz1CeZioloRCTFayBjEheROmxpExERRQSDNlECcIyWKB4YtIkSQPcYLW8AiILBoE1ESsQpSSvsDHkiESaiEZEU0YIXccTkOTIVW9pEJKUx1YqIwuMraL/00ktYvXo1LrvsMvzmN78RPm/fvn246aabMDo6is2bN/vZJBERUWL5CtqDg4P4zne+gxUrVgifU61WsXHjRmzZsgU7d+7Ejh078Pbbb/vZLBG5xDFaonjwNaZ96aWXOj7n0KFDWLZsGZYuXQoAWL16NXbv3o1PfOITfjZNRC6oHKMVjW3zBoBIP+1j2qVSCfmmuSC5XA6lpGSzEMVQcxnR5n9M3iLSz7Glfffdd+PEiRMdjz/88MP4zGc+47iBukXmSiqVktq5crmMQqEg9VySNz09zeOqGY+xHtdfP4DJyebL1hAAIJutYP/+t8LZqZjjuRwM2ePsGLSfe+45XzuSz+dRbLoFL5VK6Ovrk3ptJpPB0NCQr+1Tp0KhwOOqGY+xHpOTose7ebw14bkcjMZxdgrc2rvHr7zySkxMTODdd9/F2bNnsXPnTqxatUr3ZomIiGLHV9D+xS9+gRtuuAH/8R//gT/90z/Fl770JQAzrekvf/nLAIDu7m5s2LAB9913H2655RbcfPPNGBgY8L/nRJQoLJNK5DN7fHR0FKOjox2P53I5/OhHP5r9/5GREYyMjPjZFBHZyOfFGd1xSRBj/ioRK6IRxYLuBUGIyAwM2kQUeZwjTknBoE1EkReXIQAiJwzaREREEcGgTUSR4KZ+ej4PpFKd/5iBTlHHoE0UA0lYEMSqfOobbxQsu8aZmEdx5WvKFxGZgWO6RMnAljYREVFEMGgTERFFBIM2EVETJrGRyRi0iSh2/CTmMYmNTMZENCKKHSbmUVyxpU1ERBQRDNpEREQRwaBNREQUEQzaRERNklBdjqKLiWhElFj5vHVWeC7HZDYyE1vaRJRYnN5FUcOgTUREFBEM2kRERBHBoE1ERBQRDNpEREQRwaBNRInF6V0UNZzyRUSJxWldFDVsaRMREUUEgzYREVFEMGgTERFFBIM2ERFRRDBoExERRQSDNhERUUQwaBMREUUEgzYREVFEMGgTERFFBIM2ERFRRKTq9Xo97J0QOXjwIDKZTNi7QUREFIhyuYyrr75a+HejgzYRERHNYfc4ERFRRDBoExERRQSDNhERUUQwaBMREUUEgzYREVFEMGgn1EsvvYTVq1fjsssuw29+85uwdydW9u3bh5tuugmjo6PYvHlz2LsTS4899hiGh4exZs2asHcltt577z188YtfxM0334zVq1dj69atYe9S7JTLZXz+85/HbbfdhtWrV+Ov/uqvHF/DoJ1Qg4OD+M53voMVK1aEvSuxUq1WsXHjRmzZsgU7d+7Ejh078Pbbb4e9W7Gzdu1abNmyJezdiLWuri584xvfwEsvvYSf/OQn+Pu//3uey4rNmzcPW7duxc9+9jNs374d+/fvx8GDB21fw6CdUJdeein6+/vD3o3YOXToEJYtW4alS5di3rx5WL16NXbv3h32bsXOihUrsGjRorB3I9b6+vpwxRVXAAB6enrQ39+PUqkU8l7FSyqVwsKFCwEAlUoFlUoFqVTK9jUM2kQKlUol5PP52f/P5XK80FHk/dd//RcKhQKuuuqqsHcldqrVKm6//XZce+21uPbaax2PcXdA+0UhuPvuu3HixImOxx9++GF85jOfCWGP4s+qwKDTnTORyT744AM8+OCD+PM//3P09PSEvTux09XVhZ/+9Kc4deoU1q9fj/HxcQwODgqfz6AdY88991zYu5A4+XwexWJx9v9LpRL6+vpC3CMi7z766CM8+OCDuPXWW/HZz3427N2JtQsuuAB/8Ad/gP3799sGbXaPEyl05ZVXYmJiAu+++y7Onj2LnTt3YtWqVWHvFpFr9Xodjz/+OPr7+3HPPfeEvTuxNDU1hVOnTgEApqen8atf/cox14gLhiTUL37xCzz55JOYmprCBRdcgKGhIfzN3/xN2LsVC3v37sXTTz+NarWKz33uc/jKV74S9i7FzqOPPorXXnsNJ0+eRDabxQMPPIAvfOELYe9WrPz7v/87xsbGMDg4iHR6pn336KOPYmRkJOQ9i4/Dhw/jG9/4BqrVKur1Ov7oj/4If/Znf2b7GgZtIiKiiGD3OBERUUQwaBMREUUEgzYREVFEMGgTERFFBIM2ERFRRDBoExERRQSDNhERUUQwaBMREUXE/wfLCjEz4YroXwAAAABJRU5ErkJggg==", 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", 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" + "
" ] }, "metadata": {}, @@ -340,21 +430,45 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 45, "id": "cb4de83e-dfe0-48f4-8bd8-f0f9fdc36e80", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##" + "plt.figure(figsize=(8, 6))\n", + "clf = RandomForestClassifierCustom(n_estimators=50, max_depth=6, max_features=2, random_state=SEED)\n", + "clf.fit(X, y)\n", + "plot_decision_boundary(clf, X, y)\n", + "# plt.title(f\"Decision border, max_depth = {max_depth}, n_estimators = {n_estimators}\", fontsize=14)\n", + "plt.show()" ] }, { - "cell_type": "code", - "execution_count": null, - "id": "c59e2333-fb8d-4fa4-9405-a0c186596b19", + "cell_type": "markdown", + "id": "71d08002-3e81-4da1-987e-4921d4219854", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "Выглядет неплохо, оценим качество полученной модели с использованными параметрами:" + ] + }, + { + "cell_type": "markdown", + "id": "d6bf063a-b842-45e1-8848-c2be01fc753a", + "metadata": {}, + "source": [ + "Метрики тоже показали неплохой результат, посмотрим, можно ли лучше" + ] }, { "cell_type": "markdown", @@ -366,21 +480,521 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "fccbd1cc-740c-4411-9b27-680a9cf73c9f", + "execution_count": 46, + "id": "293aac4e-a7c9-400a-a939-e3b1122d5517", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
GridSearchCV(estimator=RandomForestClassifierCustom(), n_jobs=150,\n",
+       "             param_grid={'max_depth': [2, 4, 6, 8, 10, 12, 14, 16, 18],\n",
+       "                         'max_features': [1, 2],\n",
+       "                         'n_estimators': [5, 10, 15, 20, 25, 30, 35, 40, 45]},\n",
+       "             refit='accuracy',\n",
+       "             scoring={'accuracy': make_scorer(accuracy_score, response_method='predict'),\n",
+       "                      'roc_auc': make_scorer(roc_auc_score, response_method='predict')})
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "GridSearchCV(estimator=RandomForestClassifierCustom(), n_jobs=150,\n", + " param_grid={'max_depth': [2, 4, 6, 8, 10, 12, 14, 16, 18],\n", + " 'max_features': [1, 2],\n", + " 'n_estimators': [5, 10, 15, 20, 25, 30, 35, 40, 45]},\n", + " refit='accuracy',\n", + " scoring={'accuracy': make_scorer(accuracy_score, response_method='predict'),\n", + " 'roc_auc': make_scorer(roc_auc_score, response_method='predict')})" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##" + "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=SEED)\n", + "scoring = {'accuracy': make_scorer(accuracy_score), 'roc_auc': make_scorer(roc_auc_score)}\n", + "model = RandomForestClassifierCustom()\n", + "grid_search = GridSearchCV(model,\n", + " {\"max_depth\": list(range(2, 20, 2)),\n", + " \"n_estimators\": list(range(5, 50, 5)),\n", + " \"max_features\": [1,2]}, \n", + " scoring=scoring, refit='accuracy')\n", + "grid_search.fit(X_train, y_train)" ] }, { "cell_type": "code", - "execution_count": null, - "id": "293aac4e-a7c9-400a-a939-e3b1122d5517", + "execution_count": 48, + "id": "b7c810ce-c337-4b87-bb10-7f5b369b6f51", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best Parameters: {'max_depth': 6, 'max_features': 2, 'n_estimators': 35}\n", + "Accuracy Score: 0.896\n", + "ROC AUC: 0.9511538461538461\n" + ] + } + ], + "source": [ + "print(\"Best Parameters:\", grid_search.best_params_)\n", + "print(\"Accuracy Score:\", accuracy_score(y_test, grid_search.predict(X_test)))\n", + "print(\"ROC AUC:\", roc_auc_score(y_test, grid_search.predict_proba(X_test)[:, 1]))" + ] + }, + { + "cell_type": "markdown", + "id": "8a8bdb8a-910d-432b-ad4c-97257fd5423c", + "metadata": {}, + "source": [ + "Чуть повысили метрики, отрисуем границу:" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "3a97d597-f116-4746-a029-23a630506b28", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 6))\n", + "clf = grid_search.best_estimator_\n", + "clf.fit(X_train, y_train)\n", + "plot_decision_boundary(clf, X_train, y_train)\n", + "# plt.title(f\"Decision border, max_depth = {max_depth}, n_estimators = {n_estimators}\", fontsize=14)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "f34fbe2a-8314-471e-8adf-378ed1925eae", + "metadata": {}, + "source": [ + "Наблюдается небольшой разрыв в синем полотне, но теперь более строго определяем синие квадраты на границе с жёлтой областью " + ] }, { "cell_type": "markdown", @@ -396,7 +1010,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 50, "id": "c755182a-f385-4f0b-a153-60ef6e572f3b", "metadata": {}, "outputs": [], @@ -417,7 +1031,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 51, "id": "65ab9ab7-311a-4bb1-8adc-f66c063e827e", "metadata": {}, "outputs": [], @@ -431,21 +1045,44 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 53, "id": "3d26f651-5f5c-41a5-a80a-b37be6e1802c", "metadata": {}, "outputs": [], "source": [ - "## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##" + "## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##\n", + "corrs = []\n", + "for max_features in range(1, 31):\n", + " rf_model = RandomForestClassifier(max_features=max_features, n_jobs=150)\n", + " rf_model.fit(X_train, y_train)\n", + " corrs.append(base_model_pair_correlation(rf_model, X_test))" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 54, "id": "d34e1758-d2dc-4820-afe5-2abdd850b590", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(corrs)\n", + "plt.xticks(range(0, len(corrs)), labels=range(1, len(corrs) + 1)) \n", + "plt.xlabel('Max_features')\n", + "plt.ylabel('Correlations')\n", + "plt.title('Pairwise-correlations for different max_features')\n", + "plt.show()" + ] }, { "cell_type": "markdown", @@ -457,21 +1094,44 @@ }, { "cell_type": "code", - "execution_count": 7, - "id": "26d98e98-b0ba-480b-944c-a27486b8b7c5", + "execution_count": 31, + "id": "56831eef", "metadata": {}, "outputs": [], "source": [ - "## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##" + "## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##\n", + "max_depth_corrs = []\n", + "for max_depth in range(5, 100, 5):\n", + " rf_model = RandomForestClassifier(max_depth=max_depth)\n", + " rf_model.fit(X_train, y_train)\n", + " max_depth_corrs.append(base_model_pair_correlation(rf_model, X_test))" ] }, { "cell_type": "code", - "execution_count": null, - "id": "80975cfd-79fc-47ee-b30c-d2e56e8fd351", + "execution_count": 43, + "id": "1ccfb397", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(max_depth_corrs)\n", + "plt.xticks(range(0, len(max_depth_corrs)), labels=range(5, 100, 5)) # Label each boxplot\n", + "plt.xlabel('Max_depth')\n", + "plt.ylabel('Correlations')\n", + "plt.title('Pairwise-correlations for different max_depth')\n", + "plt.show()" + ] }, { "cell_type": "markdown", @@ -480,12 +1140,12 @@ "source": [ "Опишите ваши наблюдения:\n", "\n", - "* ...\n", - "* ..." + "* При увеличении max_features с одного до двух корреляция возрастает (не статистически значимо, вероятно, но тем не менее), однако тут же и выходит на плато.\n", + "* Держу пари, что если бы я взял max_depth с единицы и с меньшим шагом, увидел бы также возрастающую корелляцию, которая уже при 5 выходит на плато, как это показано на боксплоте выше\n", + "* Обобщая, можно сказать, что с какого-то момента (max_features > 2, max_depth > 5), увеличение max_depth и max_features не искажает картину резким увеличением корреляции предсказаний деревьев для данного случая " ] }, { - "attachments": {}, "cell_type": "markdown", "id": "aef2bd46-a98e-4f8f-ba17-0bdfe51ba395", "metadata": {}, @@ -499,18 +1159,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 55, "id": "475ce2d1-1a24-4731-a424-df36cef9b270", "metadata": {}, "outputs": [], "source": [ - "!gdown --id 1VFbDK-Ad-hpf0_GGCBzn4thdn9mkQ-Y- -O heart.csv -q\n", - "heart_dataset = pd.read_csv(\"heart.csv\")" + "# !gdown --id 1VFbDK-Ad-hpf0_GGCBzn4thdn9mkQ-Y- -O heart.csv -q\n", + "heart_dataset = pd.read_csv(\"../data/heart.csv\")" ] }, { "cell_type": "code", - "execution_count": 114, + "execution_count": 56, "id": "8bde25c5-2da7-4fb9-93e1-bd347cecef8e", "metadata": {}, "outputs": [ @@ -651,7 +1311,7 @@ "153 1 1 2 " ] }, - "execution_count": 114, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" } @@ -673,7 +1333,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 57, "id": "099f6e1a-641c-4acc-8334-e4b304aa8810", "metadata": {}, "outputs": [], @@ -685,8 +1345,8 @@ "svc_lin = SVC(kernel='linear', probability=True, random_state=SEED)\n", "svc_rbf = SVC(kernel='rbf', probability=True, random_state=SEED)\n", "cat = catboost.CatBoostClassifier(verbose=0, random_seed=SEED)\n", - "lgbm = lightgbm.LGBMClassifier(random_state=SEED)\n", - "lgbm_rf = lightgbm.LGBMClassifier(boosting_type=\"rf\", bagging_freq=1, bagging_fraction=0.7, random_state=SEED)\n", + "lgbm = lightgbm.LGBMClassifier(verbosity = -1, random_state=SEED)\n", + "lgbm_rf = lightgbm.LGBMClassifier(verbosity = -1, boosting_type=\"rf\", bagging_freq=1, bagging_fraction=0.7, random_state=SEED)\n", "xgb = xgboost.XGBClassifier(random_state=SEED)\n", "xgb_rf = xgboost.XGBRFClassifier(random_state=SEED)\n", "lr = LogisticRegression(solver='liblinear', max_iter=10000)\n", @@ -710,15 +1370,61 @@ }, { "cell_type": "code", - "execution_count": 8, - "id": "03d7be2e-568b-47ce-b29c-7221ba2d5bee", + "execution_count": 58, + "id": "e7c9eaaa", "metadata": {}, "outputs": [], + "source": [ + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "03d7be2e-568b-47ce-b29c-7221ba2d5bee", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DecisionTreeClassifier: 0.797997226792219\n", + "RandomForestClassifier: 0.8328751280279528\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "TBB Warning: The number of workers is currently limited to 31. The request for 71 workers is ignored. Further requests for more workers will be silently ignored until the limit changes.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CatBoostClassifier: 0.8342715174922052\n", + "ExtraTreesClassifier: 0.8281746031746032\n", + "KNeighborsClassifier: 0.6493313763861709\n", + "SVC: 0.8403098469098905\n", + "SVC: 0.6973119072190279\n", + "XGBClassifier: 0.8134522115571786\n", + "LGBMClassifier: 0.817010631644778\n", + "XGBRFClassifier: 0.8499478840942256\n", + "LGBMClassifier: 0.8132478632478634\n", + "LogisticRegression: 0.8500073681108163\n", + "GaussianNB: 0.8140676625250128\n", + "VotingClassifier: 0.8494440278941667\n", + "VotingClassifier: 0.8455110375195781\n" + ] + } + ], "source": [ "## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##\n", - "\n", - "\n", - "\n", + "voting_soft = VotingClassifier(base_models, voting='soft')\n", + "voting_hard = VotingClassifier(base_models, voting='hard')\n", "## END YOUR CODE HERE ##\n", "\n", "for model in [dt, rf, cat, etc, knn, svc_lin, svc_rbf, xgb, lgbm, xgb_rf, lgbm_rf, lr, nb, voting_hard, voting_soft]: \n", @@ -726,14 +1432,6 @@ " print(f\"{model.__class__.__name__}: {scores.mean()}\")" ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "a8175050-ebb9-4482-b5a4-26711016f03b", - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "id": "a95d780c-3960-47e0-84b1-496a128d5a5b", @@ -744,7 +1442,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 60, "id": "6b132bb4-e551-4791-88e7-95eaa7df909c", "metadata": {}, "outputs": [], @@ -774,21 +1472,225 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 61, "id": "21fb93e4-8065-473c-a11a-cd423baf71d6", "metadata": {}, "outputs": [], "source": [ - "## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##" + "## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##\n", + "voting_hard.fit(X_train, y_train)\n", + "corrs_hard = base_model_pair_correlation_for_voting_clf(voting_hard, X_test)\n", + "voting_soft.fit(X_train, y_train)\n", + "corrs_soft = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)" ] }, { "cell_type": "code", - "execution_count": null, - "id": "8d69062c-68d8-487b-8b02-2e31221977b9", + "execution_count": 62, + "id": "1456ee4c", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "def Sort(sub_li):\n", + " sub_li.sort(key = lambda x: x[2], reverse = True)\n", + " return sub_li\n", + "corrs_soft = Sort(corrs_soft)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "74262fa3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LGBMClassifier vs XGBClassifier: 0.970838692549758\n", + "CatBoostClassifier vs LGBMClassifier: 0.955278131308783\n", + "ExtraTreesClassifier vs CatBoostClassifier: 0.9527199736215165\n", + "SVC vs LogisticRegression: 0.9521510226464572\n", + "CatBoostClassifier vs XGBRFClassifier: 0.9454804718176699\n", + "RandomForestClassifier vs CatBoostClassifier: 0.9450698035153566\n", + "LGBMClassifier vs XGBRFClassifier: 0.9393402441419185\n", + "RandomForestClassifier vs XGBRFClassifier: 0.93660300972797\n", + "XGBClassifier vs XGBRFClassifier: 0.9341115110090193\n", + "CatBoostClassifier vs XGBClassifier: 0.933989657312727\n", + "LGBMClassifier vs XGBRFClassifier: 0.9318146314104276\n", + "RandomForestClassifier vs ExtraTreesClassifier: 0.9215651183028868\n", + "RandomForestClassifier vs LGBMClassifier: 0.9146873011990887\n", + "RandomForestClassifier vs LGBMClassifier: 0.9146686698479999\n", + "ExtraTreesClassifier vs XGBRFClassifier: 0.8977047690966481\n", + "RandomForestClassifier vs XGBClassifier: 0.8966406332594105\n", + "ExtraTreesClassifier vs LGBMClassifier: 0.8928745278265378\n", + "LogisticRegression vs GaussianNB: 0.892402449431553\n", + "DecisionTreeClassifier vs XGBRFClassifier: 0.8912927327931761\n", + "ExtraTreesClassifier vs SVC: 0.8877528261268879\n", + "CatBoostClassifier vs LGBMClassifier: 0.8820312246753693\n", + "ExtraTreesClassifier vs XGBClassifier: 0.8721433113138497\n", + "CatBoostClassifier vs LogisticRegression: 0.8706708951325524\n", + "ExtraTreesClassifier vs LogisticRegression: 0.8693287574308184\n", + "SVC vs CatBoostClassifier: 0.8627983793864165\n", + "DecisionTreeClassifier vs LGBMClassifier: 0.8612656428887722\n", + "ExtraTreesClassifier vs LGBMClassifier: 0.859302549557013\n", + "LGBMClassifier vs LGBMClassifier: 0.8544695776640342\n", + "ExtraTreesClassifier vs GaussianNB: 0.8522994111599131\n", + "LGBMClassifier vs XGBClassifier: 0.8431744350329328\n", + "RandomForestClassifier vs LogisticRegression: 0.8377377413036177\n", + "LGBMClassifier vs LogisticRegression: 0.8376527823722083\n", + "SVC vs GaussianNB: 0.8325613230185709\n", + "DecisionTreeClassifier vs LGBMClassifier: 0.8282760696670941\n", + "RandomForestClassifier vs SVC: 0.8263983680718642\n", + "SVC vs LGBMClassifier: 0.8247382274034568\n", + "CatBoostClassifier vs GaussianNB: 0.824656343606889\n", + "DecisionTreeClassifier vs RandomForestClassifier: 0.8134894007824363\n", + "DecisionTreeClassifier vs XGBClassifier: 0.8088299404726912\n", + "XGBRFClassifier vs LogisticRegression: 0.8076092051095454\n", + "XGBClassifier vs LogisticRegression: 0.800938862381524\n", + "SVC vs XGBRFClassifier: 0.7997217853893815\n", + "RandomForestClassifier vs GaussianNB: 0.7988431534180455\n", + "SVC vs LGBMClassifier: 0.7928491384470092\n", + "LGBMClassifier vs LogisticRegression: 0.7892420196086498\n", + "SVC vs XGBClassifier: 0.7882471165977891\n", + "DecisionTreeClassifier vs CatBoostClassifier: 0.7875690140798687\n", + "DecisionTreeClassifier vs ExtraTreesClassifier: 0.7749544834941163\n", + "LGBMClassifier vs GaussianNB: 0.7609652214109747\n", + "LGBMClassifier vs GaussianNB: 0.7427684704104301\n", + "DecisionTreeClassifier vs LogisticRegression: 0.7399489958695121\n", + "XGBRFClassifier vs GaussianNB: 0.7377949617523706\n", + "DecisionTreeClassifier vs SVC: 0.715376472596946\n", + "XGBClassifier vs GaussianNB: 0.7139395699106537\n", + "DecisionTreeClassifier vs GaussianNB: 0.682771401220182\n", + "KNeighborsClassifier vs SVC: 0.5659803075895896\n", + "SVC vs GaussianNB: 0.42233509360905375\n", + "RandomForestClassifier vs SVC: 0.40552733751966014\n", + "SVC vs LogisticRegression: 0.4015150943275219\n", + "KNeighborsClassifier vs LGBMClassifier: 0.40150257609407813\n", + "RandomForestClassifier vs KNeighborsClassifier: 0.39241674265645565\n", + "SVC vs LGBMClassifier: 0.38927521996206604\n", + "KNeighborsClassifier vs XGBRFClassifier: 0.3885382656793352\n", + "ExtraTreesClassifier vs SVC: 0.35885458306081897\n", + "SVC vs SVC: 0.33397170567092727\n", + "SVC vs XGBRFClassifier: 0.3226675632203515\n", + "ExtraTreesClassifier vs KNeighborsClassifier: 0.322398286410264\n", + "KNeighborsClassifier vs CatBoostClassifier: 0.31720692942107986\n", + "DecisionTreeClassifier vs KNeighborsClassifier: 0.31332949662835446\n", + "SVC vs CatBoostClassifier: 0.31065818680334994\n", + "KNeighborsClassifier vs XGBClassifier: 0.3033677431501891\n", + "KNeighborsClassifier vs LGBMClassifier: 0.2974616109017061\n", + "DecisionTreeClassifier vs SVC: 0.28201353566953774\n", + "KNeighborsClassifier vs LogisticRegression: 0.26972762962197544\n", + "KNeighborsClassifier vs SVC: 0.2497903579278884\n", + "SVC vs LGBMClassifier: 0.23496165995466498\n", + "KNeighborsClassifier vs GaussianNB: 0.23137181767934295\n", + "SVC vs XGBClassifier: 0.22633937814956384\n" + ] + } + ], + "source": [ + "for estimator_1, estimator_2, value in corrs_soft:\n", + " print(f\"{estimator_1.__class__.__name__} vs {estimator_2.__class__.__name__}: {value}\")" + ] + }, + { + "cell_type": "markdown", + "id": "39e1d80b", + "metadata": {}, + "source": [ + "Уф.... ну что, поиграем" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "ea7109ed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[0.852439024390244, 0.8572009557216207, 'RandomForestClassifier'],\n", + " [0.8588909735251198, 0.8647372738335747, 'ExtraTreesClassifier'],\n", + " [0.8600122007015404, 0.8482496926941371, 'KNeighborsClassifier'],\n", + " [0.8615794100823649, 0.8620691740161489, 'SVC'],\n", + " [0.8747183857380744, 0.856102744991634, 'SVC'],\n", + " [0.8560255222805392, 0.8573366637280831, 'CatBoostClassifier'],\n", + " [0.8516260162601625, 0.8487621371562198, 'LGBMClassifier'],\n", + " [0.8607723577235772, 0.8492065824272701, 'XGBClassifier'],\n", + " [0.8608852755194217, 0.8567269076305221, 'LogisticRegression']]" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##\n", + "#Уменьшим выборку моделей и будем добавлять по одной, проверять получившиеся скоры для hard и soft voting-a\n", + "base_models_new = [(\"DT\", dt), (\"LGBM_RF\", lgbm_rf),\n", + " (\"XGB_RF\", xgb_rf), (\"NB\", nb)]\n", + "base_models = [(\"DT\", dt), (\"RF\", rf), \n", + " (\"ETC\", etc), (\"KNN\", knn), \n", + " (\"SVC_LIN\", svc_lin), (\"SVC_RBF\", svc_rbf), \n", + " (\"CAT\", cat), (\"LGBM\", lgbm), \n", + " (\"LGBM_RF\", lgbm_rf), (\"XGB\", xgb), \n", + " (\"XGB_RF\", xgb_rf), (\"LR\", lr), (\"NB\", nb)]\n", + "model_scores = []\n", + "for model in base_models:\n", + " base_models_new_updated = base_models_new.copy()\n", + " if model not in base_models_new_updated:\n", + " base_models_new_updated.append(model)\n", + " new_voting_soft = VotingClassifier(base_models_new_updated, voting='soft')\n", + " new_voting_hard = VotingClassifier(base_models_new_updated, voting='hard')\n", + " model_scores.append([])\n", + " for voting_model in [new_voting_hard, new_voting_soft]: \n", + " score = cross_val_score(voting_model, X_train, y_train, cv=3, scoring=\"f1\")\n", + " model_scores[-1].append(score.mean())\n", + " model_scores[-1].append(model[1].__class__.__name__)\n", + "model_scores\n", + "## END YOUR CODE HERE ##" + ] + }, + { + "cell_type": "markdown", + "id": "8c9fbfe6", + "metadata": {}, + "source": [ + "Кажется, бинго)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "654379a0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "My wonderful score: 0.8747183857380744\n" + ] + } + ], + "source": [ + "base_models_new = [(\"DT\", dt), (\"LGBM_RF\", lgbm_rf),\n", + " (\"XGB_RF\", xgb_rf), (\"NB\", nb), \n", + " (\"SVC_RBF\", svc_rbf)]\n", + "new_voting_hard = VotingClassifier(base_models_new, voting='hard')\n", + "score = cross_val_score(new_voting_hard, X_train, y_train, cv=3, scoring=\"f1\").mean()\n", + "print(f'My wonderful score: {score}')" + ] + }, + { + "cell_type": "markdown", + "id": "fd438d83", + "metadata": {}, + "source": [ + "# Аллилуя!" + ] }, { "cell_type": "markdown", @@ -816,7 +1718,7 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 66, "id": "47cd58e0-3c7b-4dc6-8eba-617eec699586", "metadata": {}, "outputs": [ @@ -1022,80 +1924,2319 @@ "[5 rows x 21 columns]" ] }, - "execution_count": 130, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "data = pd.read_csv(\"churn.csv\")\n", + "data = pd.read_csv(\"../data/churn.csv\")\n", "data.head()" ] }, { "cell_type": "code", - "execution_count": null, - "id": "691d25ae-0bf3-4ca6-bc71-3ec9964f9906", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "aed4b39e-db2b-4891-9c83-26cf78bcba8c", - "metadata": {}, - "source": [ - "### Задание 5. Рисуем\n", - "\n", - "**дополнительно 0.5 балла**\n", - "\n", - "Наверняка, в процессе выполнения этого задания вас переполняли какие-то эмоции. Нарисуйте что-то, что бы могло бы передать их (я сам не умею, так что, если это будет просто квадрат, тоже подойдет). Прикрепите сюда свой рисунок:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "17b2bb34-4dd9-44ab-b441-e5132ea5039b", - "metadata": {}, - "outputs": [], - "source": [ - "## PASTE YOUR MASTERPIECE HERE (/¯◡ ‿ ◡)/¯☆*##" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e1434723-a8b2-4311-a786-6a76dd1b1526", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "e6c52141-d648-49a7-8c2a-06724d3e88af", - "metadata": {}, - "source": [ - "### Therapy time\n", - "\n", - "Напишите здесь ваши впечатления о задании (можно и не о задании): было ли интересно, было ли слишком легко или наоборот сложно и тд. Также сюда можно написать свои идеи по улучшению заданий, а также предложить данные, на основе которых вы бы хотели построить следующие дз.\n", - "\n", - "**Ваши мысли:**" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e3db0b95-89ca-48a2-9600-53a28090b241", + "execution_count": 67, + "id": "38e650a9", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Greetings, stranger! Please get acquainted with data\n", + "\n", + "Number of observations: 3333\n", + "Number of parameters: 21\n", + "\n", + "Categorical variables: Area Code, Int'l Plan, VMail Plan, CustServ Calls, Churn?\n", + "Numerical variables: Account Length, VMail Message, Day Mins, Day Calls, Day Charge, Eve Mins, Eve Calls, Eve Charge, Night Mins, Night Calls, Night Charge, Intl Mins, Intl Calls, Intl Charge\n", + "String variables: State, Phone\n", + "\n", + "Categorical variables statistics:\n" + ] + }, + { + "data": { + "text/html": [ + "
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countsfrequencies
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countsfrequencies
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countsfrequencies
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yes9220.276628
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" + ], + "text/plain": [ + " counts frequencies\n", + "VMail Plan \n", + "no 2411 0.723372\n", + "yes 922 0.276628" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "
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countsfrequencies
CustServ Calls
111810.354335
27590.227723
06970.209121
34290.128713
41660.049805
5660.019802
6220.006601
790.002700
920.000600
820.000600
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" + ], + "text/plain": [ + " counts frequencies\n", + "CustServ Calls \n", + "1 1181 0.354335\n", + "2 759 0.227723\n", + "0 697 0.209121\n", + "3 429 0.128713\n", + "4 166 0.049805\n", + "5 66 0.019802\n", + "6 22 0.006601\n", + "7 9 0.002700\n", + "9 2 0.000600\n", + "8 2 0.000600" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "
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countsfrequencies
Churn?
False.28500.855086
True.4830.144914
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" + ], + "text/plain": [ + " counts frequencies\n", + "Churn? \n", + "False. 2850 0.855086\n", + "True. 483 0.144914" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "Numerical variables statistics:\n" + ] + }, + { + "data": { + "text/html": [ + "
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countmeanstdmin25%50%75%maxmedianIQR
Account Length3333.0101.06480639.8221061.0074.00101.00127.00243.00101.0053.00
VMail Message3333.08.09901013.6883650.000.000.0020.0051.000.0020.00
Day Mins3333.0179.77509854.4673890.00143.70179.40216.40350.80179.4072.70
Day Calls3333.0100.43564420.0690840.0087.00101.00114.00165.00101.0027.00
Day Charge3333.030.5623079.2594350.0024.4330.5036.7959.6430.5012.36
Eve Mins3333.0200.98034850.7138440.00166.60201.40235.30363.70201.4068.70
Eve Calls3333.0100.11431119.9226250.0087.00100.00114.00170.00100.0027.00
Eve Charge3333.017.0835404.3106680.0014.1617.1220.0030.9117.125.84
Night Mins3333.0200.87203750.57384723.20167.00201.20235.30395.00201.2068.30
Night Calls3333.0100.10771119.56860933.0087.00100.00113.00175.00100.0026.00
Night Charge3333.09.0393252.2758731.047.529.0510.5917.779.053.07
Intl Mins3333.010.2372942.7918400.008.5010.3012.1020.0010.303.60
Intl Calls3333.04.4794482.4612140.003.004.006.0020.004.003.00
Intl Charge3333.02.7645810.7537730.002.302.783.275.402.780.97
\n", + "
" + ], + "text/plain": [ + " count mean std min 25% 50% 75% \\\n", + "Account Length 3333.0 101.064806 39.822106 1.00 74.00 101.00 127.00 \n", + "VMail Message 3333.0 8.099010 13.688365 0.00 0.00 0.00 20.00 \n", + "Day Mins 3333.0 179.775098 54.467389 0.00 143.70 179.40 216.40 \n", + "Day Calls 3333.0 100.435644 20.069084 0.00 87.00 101.00 114.00 \n", + "Day Charge 3333.0 30.562307 9.259435 0.00 24.43 30.50 36.79 \n", + "Eve Mins 3333.0 200.980348 50.713844 0.00 166.60 201.40 235.30 \n", + "Eve Calls 3333.0 100.114311 19.922625 0.00 87.00 100.00 114.00 \n", + "Eve Charge 3333.0 17.083540 4.310668 0.00 14.16 17.12 20.00 \n", + "Night Mins 3333.0 200.872037 50.573847 23.20 167.00 201.20 235.30 \n", + "Night Calls 3333.0 100.107711 19.568609 33.00 87.00 100.00 113.00 \n", + "Night Charge 3333.0 9.039325 2.275873 1.04 7.52 9.05 10.59 \n", + "Intl Mins 3333.0 10.237294 2.791840 0.00 8.50 10.30 12.10 \n", + "Intl Calls 3333.0 4.479448 2.461214 0.00 3.00 4.00 6.00 \n", + "Intl Charge 3333.0 2.764581 0.753773 0.00 2.30 2.78 3.27 \n", + "\n", + " max median IQR \n", + "Account Length 243.00 101.00 53.00 \n", + "VMail Message 51.00 0.00 20.00 \n", + "Day Mins 350.80 179.40 72.70 \n", + "Day Calls 165.00 101.00 27.00 \n", + "Day Charge 59.64 30.50 12.36 \n", + "Eve Mins 363.70 201.40 68.70 \n", + "Eve Calls 170.00 100.00 27.00 \n", + "Eve Charge 30.91 17.12 5.84 \n", + "Night Mins 395.00 201.20 68.30 \n", + "Night Calls 175.00 100.00 26.00 \n", + "Night Charge 17.77 9.05 3.07 \n", + "Intl Mins 20.00 10.30 3.60 \n", + "Intl Calls 20.00 4.00 3.00 \n", + "Intl Charge 5.40 2.78 0.97 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "
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Number of outliers
Account Length18
VMail Message3
Day Mins25
Day Calls23
Day Charge25
Eve Mins24
Eve Calls20
Eve Charge24
Night Mins30
Night Calls26
Night Charge30
Intl Mins49
Intl Calls78
Intl Charge49
\n", + "
" + ], + "text/plain": [ + " Number of outliers\n", + "Account Length 18\n", + "VMail Message 3\n", + "Day Mins 25\n", + "Day Calls 23\n", + "Day Charge 25\n", + "Eve Mins 24\n", + "Eve Calls 20\n", + "Eve Charge 24\n", + "Night Mins 30\n", + "Night Calls 26\n", + "Night Charge 30\n", + "Intl Mins 49\n", + "Intl Calls 78\n", + "Intl Charge 49" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of missing values: 0\n", + "Number of duplicated rows: 0\n" + ] + } + ], + "source": [ + "run_eda(data)" + ] + }, + { + "cell_type": "markdown", + "id": "c8163ea5", + "metadata": {}, + "source": [ + "Есть подозрение, что среди наших фичей, есть сильно скоррелированные. Например, Day ... ; Eve ... ; Night ... ; Intl ...\n", + "Проверим это!" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "df213a13", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Таблица корреляций переменных:\n" + ] + }, + { + "data": { + "text/html": [ + "
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Account LengthVMail MessageDay MinsDay CallsDay ChargeEve MinsEve CallsEve ChargeNight MinsNight CallsNight ChargeIntl MinsIntl CallsIntl Charge
Account Length1.000000-0.0046280.0062160.0384700.006214-0.0067570.019260-0.006745-0.008955-0.013176-0.0089600.0095140.0206610.009546
VMail Message-0.0046281.0000000.000778-0.0095480.0007760.017562-0.0058640.0175780.0076810.0071230.0076630.0028560.0139570.002884
Day Mins0.0062160.0007781.0000000.0067501.0000000.0070430.0157690.0070290.0043230.0229720.004300-0.0101550.008033-0.010092
Day Calls0.038470-0.0095480.0067501.0000000.006753-0.0214510.006462-0.0214490.022938-0.0195570.0229270.0215650.0045740.021666
Day Charge0.0062140.0007761.0000000.0067531.0000000.0070500.0157690.0070360.0043240.0229720.004301-0.0101570.008032-0.010094
Eve Mins-0.0067570.0175620.007043-0.0214510.0070501.000000-0.0114301.000000-0.0125840.007586-0.012593-0.0110350.002541-0.011067
Eve Calls0.019260-0.0058640.0157690.0064620.015769-0.0114301.000000-0.011423-0.0020930.007710-0.0020560.0087030.0174340.008674
Eve Charge-0.0067450.0175780.007029-0.0214490.0070361.000000-0.0114231.000000-0.0125920.007596-0.012601-0.0110430.002541-0.011074
Night Mins-0.0089550.0076810.0043230.0229380.004324-0.012584-0.002093-0.0125921.0000000.0112040.999999-0.015207-0.012353-0.015180
Night Calls-0.0131760.0071230.022972-0.0195570.0229720.0075860.0077100.0075960.0112041.0000000.011188-0.0136050.000305-0.013630
Night Charge-0.0089600.0076630.0043000.0229270.004301-0.012593-0.002056-0.0126010.9999990.0111881.000000-0.015214-0.012329-0.015186
Intl Mins0.0095140.002856-0.0101550.021565-0.010157-0.0110350.008703-0.011043-0.015207-0.013605-0.0152141.0000000.0323040.999993
Intl Calls0.0206610.0139570.0080330.0045740.0080320.0025410.0174340.002541-0.0123530.000305-0.0123290.0323041.0000000.032372
Intl Charge0.0095460.002884-0.0100920.021666-0.010094-0.0110670.008674-0.011074-0.015180-0.013630-0.0151860.9999930.0323721.000000
\n", + "
" + ], + "text/plain": [ + " Account Length VMail Message Day Mins Day Calls \\\n", + "Account Length 1.000000 -0.004628 0.006216 0.038470 \n", + "VMail Message -0.004628 1.000000 0.000778 -0.009548 \n", + "Day Mins 0.006216 0.000778 1.000000 0.006750 \n", + "Day Calls 0.038470 -0.009548 0.006750 1.000000 \n", + "Day Charge 0.006214 0.000776 1.000000 0.006753 \n", + "Eve Mins -0.006757 0.017562 0.007043 -0.021451 \n", + "Eve Calls 0.019260 -0.005864 0.015769 0.006462 \n", + "Eve Charge -0.006745 0.017578 0.007029 -0.021449 \n", + "Night Mins -0.008955 0.007681 0.004323 0.022938 \n", + "Night Calls -0.013176 0.007123 0.022972 -0.019557 \n", + "Night Charge -0.008960 0.007663 0.004300 0.022927 \n", + "Intl Mins 0.009514 0.002856 -0.010155 0.021565 \n", + "Intl Calls 0.020661 0.013957 0.008033 0.004574 \n", + "Intl Charge 0.009546 0.002884 -0.010092 0.021666 \n", + "\n", + " Day Charge Eve Mins Eve Calls Eve Charge Night Mins \\\n", + "Account Length 0.006214 -0.006757 0.019260 -0.006745 -0.008955 \n", + "VMail Message 0.000776 0.017562 -0.005864 0.017578 0.007681 \n", + "Day Mins 1.000000 0.007043 0.015769 0.007029 0.004323 \n", + "Day Calls 0.006753 -0.021451 0.006462 -0.021449 0.022938 \n", + "Day Charge 1.000000 0.007050 0.015769 0.007036 0.004324 \n", + "Eve Mins 0.007050 1.000000 -0.011430 1.000000 -0.012584 \n", + "Eve Calls 0.015769 -0.011430 1.000000 -0.011423 -0.002093 \n", + "Eve Charge 0.007036 1.000000 -0.011423 1.000000 -0.012592 \n", + "Night Mins 0.004324 -0.012584 -0.002093 -0.012592 1.000000 \n", + "Night Calls 0.022972 0.007586 0.007710 0.007596 0.011204 \n", + "Night Charge 0.004301 -0.012593 -0.002056 -0.012601 0.999999 \n", + "Intl Mins -0.010157 -0.011035 0.008703 -0.011043 -0.015207 \n", + "Intl Calls 0.008032 0.002541 0.017434 0.002541 -0.012353 \n", + "Intl Charge -0.010094 -0.011067 0.008674 -0.011074 -0.015180 \n", + "\n", + " Night Calls Night Charge Intl Mins Intl Calls Intl Charge \n", + "Account Length -0.013176 -0.008960 0.009514 0.020661 0.009546 \n", + "VMail Message 0.007123 0.007663 0.002856 0.013957 0.002884 \n", + "Day Mins 0.022972 0.004300 -0.010155 0.008033 -0.010092 \n", + "Day Calls -0.019557 0.022927 0.021565 0.004574 0.021666 \n", + "Day Charge 0.022972 0.004301 -0.010157 0.008032 -0.010094 \n", + "Eve Mins 0.007586 -0.012593 -0.011035 0.002541 -0.011067 \n", + "Eve Calls 0.007710 -0.002056 0.008703 0.017434 0.008674 \n", + "Eve Charge 0.007596 -0.012601 -0.011043 0.002541 -0.011074 \n", + "Night Mins 0.011204 0.999999 -0.015207 -0.012353 -0.015180 \n", + "Night Calls 1.000000 0.011188 -0.013605 0.000305 -0.013630 \n", + "Night Charge 0.011188 1.000000 -0.015214 -0.012329 -0.015186 \n", + "Intl Mins -0.013605 -0.015214 1.000000 0.032304 0.999993 \n", + "Intl Calls 0.000305 -0.012329 0.032304 1.000000 0.032372 \n", + "Intl Charge -0.013630 -0.015186 0.999993 0.032372 1.000000 " + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "num_features = ['Account Length', 'VMail Message', 'Day Mins', 'Day Calls', 'Day Charge', 'Eve Mins', 'Eve Calls', \n", + " 'Eve Charge', 'Night Mins', 'Night Calls', 'Night Charge', 'Intl Mins', 'Intl Calls', 'Intl Charge']\n", + "corr = data[num_features].corr()\n", + "print('Таблица корреляций переменных:')\n", + "corr" + ] + }, + { + "cell_type": "markdown", + "id": "16c204b8", + "metadata": {}, + "source": [ + "Мануальный анализ показал, что пары:\n", + "* Day Mins, Day Charge \n", + "* Eve Mins, Eve Charge\n", + "* Night Mins, Night Charge\n", + "* Intl Mins, Intl Charge\n", + "\n", + "Имеют корреляцию > 0.99\n", + " \n", + "В связи с этим предлагается избавиться от всех Mins, оставив при этом соответствующие Charge\n", + "\n", + "Также заметим, что присутствует ряд категориальных переменных. Их перекодируем. Оставшиеся num_features не будем шкалировать, раз уж мы работаем с деревьями.\n", + "\n", + "Выбросим две колонки: State и Phone. Первая как бы и категориальная, но в ней слишком много уровней (> 50). \n", + "\n", + "Можно было бы, конечно, сагрегировать States неким разумным(географическим) образом, но больно уж тяжко. \n", + "\n", + "Вторая - строковая переменная, с ней не хочется продолжать работу :)" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "186ad719", + "metadata": {}, + "outputs": [], + "source": [ + "data = data.drop(columns = ['Day Mins', 'Eve Mins', 'Night Mins', 'Intl Mins', 'State', 'Phone'])\n", + "cat_features = ['Area Code', \"Int'l Plan\", \"VMail Plan\", \"CustServ Calls\"]\n", + "data = pd.get_dummies(data, columns = ['Area Code', \"Int'l Plan\", \"VMail Plan\", \"CustServ Calls\"], drop_first=True)\n", + "#prefix = ['Area Code', \"Int'l Plan\", \"VMail Plan\", \"CustServ Calls\"], \n", + "data.replace(False, 0, inplace = True)\n", + "data.replace(True, 1, inplace = True)\n", + "data.replace('False.', 0, inplace = True)\n", + "data.replace('True.', 1, inplace = True)\n", + "y = data['Churn?']\n", + "data = data.drop(columns = ['Churn?'])" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "f54f47b1", + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(data, y, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "2673a764", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
GridSearchCV(estimator=RandomForestClassifier(), n_jobs=100,\n",
+       "             param_grid={'max_depth': [2, 4, 6, 8, 10, 12, 14, 16, 18],\n",
+       "                         'max_features': [1, 3, 5, 7, 9, 11, 13, 15, 17, 19, 21,\n",
+       "                                          23],\n",
+       "                         'n_estimators': [5, 10, 15, 20, 25, 30, 35, 40, 45]},\n",
+       "             refit='accuracy',\n",
+       "             scoring={'accuracy': make_scorer(accuracy_score, response_method='predict'),\n",
+       "                      'roc_auc': make_scorer(roc_auc_score, response_method='predict')})
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "GridSearchCV(estimator=RandomForestClassifier(), n_jobs=100,\n", + " param_grid={'max_depth': [2, 4, 6, 8, 10, 12, 14, 16, 18],\n", + " 'max_features': [1, 3, 5, 7, 9, 11, 13, 15, 17, 19, 21,\n", + " 23],\n", + " 'n_estimators': [5, 10, 15, 20, 25, 30, 35, 40, 45]},\n", + " refit='accuracy',\n", + " scoring={'accuracy': make_scorer(accuracy_score, response_method='predict'),\n", + " 'roc_auc': make_scorer(roc_auc_score, response_method='predict')})" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scoring = {'accuracy': make_scorer(accuracy_score), 'roc_auc': make_scorer(roc_auc_score)}\n", + "grid_search = GridSearchCV(RandomForestClassifier(),\n", + " {\"max_depth\": list(range(2, 20, 2)),\n", + " \"n_estimators\": list(range(5, 50, 5)),\n", + " \"max_features\": list(range(1, 24, 2))}, \n", + " scoring=scoring, refit='accuracy')\n", + "grid_search.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "eca62e0a-cb3f-4180-8512-d00ac00f3d1e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RF Best Parameters: {'max_depth': 16, 'max_features': 19, 'n_estimators': 40}\n", + "RF Accuracy Score: 0.9460431654676259\n", + "RF ROC AUC: 0.92563610719323\n" + ] + } + ], + "source": [ + "print(\"RF Best Parameters:\", grid_search.best_params_)\n", + "print(\"RF Accuracy Score:\", accuracy_score(y_test, grid_search.predict(X_test)))\n", + "print(\"RF ROC AUC:\", roc_auc_score(y_test, grid_search.predict_proba(X_test)[:, 1]))" + ] + }, + { + "cell_type": "markdown", + "id": "0271cb06-ff75-41db-abbd-917227847cb2", + "metadata": {}, + "source": [ + "Отличный результат! Попробуем реализоваться на другом алгоритме случайного леса XGBRF:" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "7e5bcb1c-c581-4326-aee2-ea89e8b6ebe7", + "metadata": {}, + "outputs": [], + "source": [ + "param_grid_xgbrf = {\n", + " 'subsample': list(x / 10 for x in range(3, 10, 2)),\n", + " 'max_depth': list(range(2, 20, 2)),\n", + " 'learning_rate': [0.01, 0.1, 0.2, 0.5],\n", + " 'n_estimators': list(range(20, 200, 20)),\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "95b99e96-cc6d-4235-9921-31ee526dab3c", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
GridSearchCV(estimator=XGBRFClassifier(base_score=None, booster=None,\n",
+       "                                       callbacks=None, colsample_bylevel=None,\n",
+       "                                       colsample_bytree=None, device=None,\n",
+       "                                       early_stopping_rounds=None,\n",
+       "                                       enable_categorical=False,\n",
+       "                                       eval_metric=None, feature_types=None,\n",
+       "                                       gamma=None, grow_policy=None,\n",
+       "                                       importance_type=None,\n",
+       "                                       interaction_constraints=None,\n",
+       "                                       max_bin=None, max_cat_threshold=None,\n",
+       "                                       max_cat_...\n",
+       "                                       random_state=None, reg_alpha=None, ...),\n",
+       "             n_jobs=150,\n",
+       "             param_grid={'learning_rate': [0.01, 0.1, 0.2, 0.5],\n",
+       "                         'max_depth': [2, 4, 6, 8, 10, 12, 14, 16, 18],\n",
+       "                         'n_estimators': [20, 40, 60, 80, 100, 120, 140, 160,\n",
+       "                                          180],\n",
+       "                         'subsample': [0.3, 0.5, 0.7, 0.9]},\n",
+       "             refit='accuracy',\n",
+       "             scoring={'accuracy': make_scorer(accuracy_score, response_method='predict'),\n",
+       "                      'roc_auc': make_scorer(roc_auc_score, response_method='predict')})
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "GridSearchCV(estimator=XGBRFClassifier(base_score=None, booster=None,\n", + " callbacks=None, colsample_bylevel=None,\n", + " colsample_bytree=None, device=None,\n", + " early_stopping_rounds=None,\n", + " enable_categorical=False,\n", + " eval_metric=None, feature_types=None,\n", + " gamma=None, grow_policy=None,\n", + " importance_type=None,\n", + " interaction_constraints=None,\n", + " max_bin=None, max_cat_threshold=None,\n", + " max_cat_...\n", + " random_state=None, reg_alpha=None, ...),\n", + " n_jobs=150,\n", + " param_grid={'learning_rate': [0.01, 0.1, 0.2, 0.5],\n", + " 'max_depth': [2, 4, 6, 8, 10, 12, 14, 16, 18],\n", + " 'n_estimators': [20, 40, 60, 80, 100, 120, 140, 160,\n", + " 180],\n", + " 'subsample': [0.3, 0.5, 0.7, 0.9]},\n", + " refit='accuracy',\n", + " scoring={'accuracy': make_scorer(accuracy_score, response_method='predict'),\n", + " 'roc_auc': make_scorer(roc_auc_score, response_method='predict')})" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scoring = {'accuracy': make_scorer(accuracy_score), 'roc_auc': make_scorer(roc_auc_score)}\n", + "grid_search_xgbrf = GridSearchCV(xgboost.XGBRFClassifier(),\n", + " param_grid_xgbrf, \n", + " scoring=scoring, refit='accuracy')\n", + "grid_search_xgbrf.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "5cc3b130-a80c-483a-a4c8-06da34758a54", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "XGBRF Best Parameters: {'learning_rate': 0.5, 'max_depth': 12, 'n_estimators': 140, 'subsample': 0.7}\n", + "XGBRF Accuracy Score: 0.9412470023980816\n", + "XGBRF ROC AUC: 0.9207898448519041\n" + ] + } + ], + "source": [ + "print(\"XGBRF Best Parameters:\", grid_search_xgbrf.best_params_)\n", + "print(\"XGBRF Accuracy Score:\", accuracy_score(y_test, grid_search_xgbrf.predict(X_test)))\n", + "print(\"XGBRF ROC AUC:\", roc_auc_score(y_test, grid_search_xgbrf.predict_proba(X_test)[:, 1]))" + ] + }, + { + "cell_type": "markdown", + "id": "7bef7b79-06ab-4f59-92f2-99f7dffc33eb", + "metadata": {}, + "source": [ + "Алгоритм сработал штатно! Но всё же чууть хуже чем реализация от skLearn)" + ] + }, + { + "cell_type": "markdown", + "id": "aed4b39e-db2b-4891-9c83-26cf78bcba8c", + "metadata": {}, + "source": [ + "### Задание 5. Рисуем\n", + "\n", + "**дополнительно 0.5 балла**\n", + "\n", + "Наверняка, в процессе выполнения этого задания вас переполняли какие-то эмоции. Нарисуйте что-то, что бы могло бы передать их (я сам не умею, так что, если это будет просто квадрат, тоже подойдет). Прикрепите сюда свой рисунок:" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "e0da3225-2c15-44bc-a333-57c57ba62edc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython.display import Image\n", + "Image(\"../data/my_picture.png\")" + ] + }, + { + "cell_type": "markdown", + "id": "e6c52141-d648-49a7-8c2a-06724d3e88af", + "metadata": {}, + "source": [ + "### Therapy time\n", + "\n", + "Напишите здесь ваши впечатления о задании (можно и не о задании): было ли интересно, было ли слишком легко или наоборот сложно и тд. Также сюда можно написать свои идеи по улучшению заданий, а также предложить данные, на основе которых вы бы хотели построить следующие дз.\n", + "\n", + "**Ваши мысли:**" + ] + }, + { + "cell_type": "markdown", + "id": "cfac7aca", + "metadata": {}, + "source": [ + "Ну конечно сидеть подстраивать часами тяжело, но итс окэй)" + ] } ], "metadata": { "kernelspec": { - "display_name": "venv", + "display_name": "Python [conda env:mambaforge-ib_ml_hw1]", "language": "python", - "name": "venv" + "name": "conda-env-mambaforge-ib_ml_hw1-py" }, "language_info": { "codemirror_mode": { @@ -1107,7 +4248,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.10.13" } }, "nbformat": 4, diff --git a/lecture_5_ensemples/homework/data/churn.csv b/lecture_5_ensemples/homework/data/churn.csv new file mode 100644 index 0000000..9a2de22 --- /dev/null +++ b/lecture_5_ensemples/homework/data/churn.csv @@ -0,0 +1,3334 @@ +State,Account 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Please get acquainted with data\n") + print(f"Number of observations: {df.shape[0]}") + print(f"Number of parameters: {df.shape[1]}\n") + for column in df.columns: + if df[column].nunique() <= 12: + columns_types[0].append(column) + elif is_numeric_dtype(df[column]): + columns_types[1].append(column) + elif is_string_dtype(df[column]): + columns_types[2].append(column) + elif column == "Cabin": + columns_types[2].append(column) + print(f'Categorical variables: {", ".join(columns_types[0])}') + print(f'Numerical variables: {", ".join(columns_types[1])}') + print(f'String variables: {", ".join(columns_types[2])}{NEW_LINE}') + print("Categorical variables statistics:") + for categorical_variable in columns_types[0]: + categorical_stats = pd.DataFrame() + categorical_stats["counts"] = df[categorical_variable].value_counts() + categorical_stats["frequencies"] = df[categorical_variable].value_counts( + normalize=True + ) + display(categorical_stats) + print("\n") + print("Numerical variables statistics:") + numerical_stats = df[columns_types[1]].describe().T + numerical_stats["median"] = df[columns_types[1]].median() + numerical_stats["IQR"] = numerical_stats["75%"] - numerical_stats["25%"] + display(numerical_stats) + outliers = {} + for numeric_variable in numerical_stats.index: + outliers_number = df[ + ( + df[numeric_variable] + <= numerical_stats.loc[numeric_variable, "25%"] + - 1.5 * numerical_stats.loc[numeric_variable, "IQR"] + ) + | ( + df[numeric_variable] + >= numerical_stats.loc[numeric_variable, "75%"] + + 1.5 * numerical_stats.loc[numeric_variable, "IQR"] + ) + ].shape[0] + if outliers_number > 0: + outliers[numeric_variable] = outliers_number + outliers = pd.DataFrame.from_dict( + outliers, orient="index", columns=["Number of outliers"] + ) + print("\n") + display(outliers) + print(f"Number of missing values: {df.isnull().sum().sum()}") + print(f"Number of duplicated rows: {df.duplicated(keep=False).sum()}") + return None