From 94ac7603f5fe9c2b2235ccc8fed55d8ac3d5c537 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=D0=9D=D0=B8=D0=BA=D0=B8=D1=82=D0=B0=20=D0=9F=D0=BE=D1=82?= =?UTF-8?q?=D0=B0=D0=BF=D0=BE=D0=B2?= Date: Sun, 24 Nov 2024 01:12:46 +0400 Subject: [PATCH] =?UTF-8?q?=D0=97=D0=B0=D0=B2=D0=B5=D1=80=D1=88=D0=B8?= =?UTF-8?q?=D0=BB=20=D0=BE=D0=BF=D0=B8=D1=81=D0=B0=D0=BD=D0=B8=D0=B5=20?= =?UTF-8?q?=D1=82=D1=80=D0=B5=D1=82=D1=8C=D0=B5=D0=B3=D0=BE=20=D0=B4=D0=B0?= =?UTF-8?q?=D1=82=D0=B0=D1=81=D0=B5=D1=82=D0=B0?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- lab_2/lab2.ipynb | 461 ++++++++++++++++++++++++++++++++++++++++++----- 1 file changed, 417 insertions(+), 44 deletions(-) diff --git a/lab_2/lab2.ipynb b/lab_2/lab2.ipynb index 6d7107b..877bd43 100644 --- a/lab_2/lab2.ipynb +++ b/lab_2/lab2.ipynb @@ -102,7 +102,7 @@ }, { "cell_type": "code", - "execution_count": 146, + "execution_count": 254, "metadata": {}, "outputs": [], "source": [ @@ -112,7 +112,7 @@ "import pandas as pd\n", "from pandas import DataFrame, Series\n", "from sklearn.model_selection import train_test_split\n", - "from imblearn.over_sampling import ADASYN\n", + "from imblearn.over_sampling import ADASYN, SMOTE\n", "from imblearn.under_sampling import RandomUnderSampler\n", "import matplotlib.pyplot as plt" ] @@ -126,7 +126,7 @@ }, { "cell_type": "code", - "execution_count": 147, + "execution_count": 255, "metadata": {}, "outputs": [ { @@ -247,7 +247,7 @@ "remote_ratio 0.0 100.0 100.0 " ] }, - "execution_count": 147, + "execution_count": 255, "metadata": {}, "output_type": "execute_result" } @@ -267,7 +267,7 @@ }, { "cell_type": "code", - "execution_count": 148, + "execution_count": 256, "metadata": {}, "outputs": [], "source": [ @@ -296,7 +296,7 @@ }, { "cell_type": "code", - "execution_count": 149, + "execution_count": 257, "metadata": {}, "outputs": [ { @@ -344,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 150, + "execution_count": 258, "metadata": {}, "outputs": [], "source": [ @@ -366,7 +366,7 @@ }, { "cell_type": "code", - "execution_count": 151, + "execution_count": 259, "metadata": {}, "outputs": [], "source": [ @@ -405,7 +405,7 @@ }, { "cell_type": "code", - "execution_count": 152, + "execution_count": 260, "metadata": {}, "outputs": [], "source": [ @@ -432,7 +432,7 @@ }, { "cell_type": "code", - "execution_count": 153, + "execution_count": 261, "metadata": {}, "outputs": [ { @@ -487,7 +487,7 @@ }, { "cell_type": "code", - "execution_count": 154, + "execution_count": 262, "metadata": {}, "outputs": [ { @@ -514,7 +514,7 @@ }, { "cell_type": "code", - "execution_count": 155, + "execution_count": 263, "metadata": {}, "outputs": [], "source": [ @@ -542,7 +542,7 @@ }, { "cell_type": "code", - "execution_count": 156, + "execution_count": 264, "metadata": {}, "outputs": [ { @@ -569,7 +569,7 @@ }, { "cell_type": "code", - "execution_count": 157, + "execution_count": 265, "metadata": {}, "outputs": [ { @@ -650,7 +650,7 @@ }, { "cell_type": "code", - "execution_count": 158, + "execution_count": 266, "metadata": {}, "outputs": [], "source": [ @@ -706,7 +706,7 @@ }, { "cell_type": "code", - "execution_count": 159, + "execution_count": 267, "metadata": {}, "outputs": [], "source": [ @@ -730,7 +730,7 @@ }, { "cell_type": "code", - "execution_count": 160, + "execution_count": 268, "metadata": {}, "outputs": [], "source": [ @@ -751,7 +751,7 @@ }, { "cell_type": "code", - "execution_count": 161, + "execution_count": 269, "metadata": {}, "outputs": [], "source": [ @@ -785,7 +785,7 @@ }, { "cell_type": "code", - "execution_count": 162, + "execution_count": 270, "metadata": {}, "outputs": [ { @@ -905,7 +905,7 @@ }, { "cell_type": "code", - "execution_count": 163, + "execution_count": 271, "metadata": {}, "outputs": [], "source": [ @@ -922,7 +922,7 @@ }, { "cell_type": "code", - "execution_count": 164, + "execution_count": 272, "metadata": {}, "outputs": [ { @@ -981,7 +981,7 @@ }, { "cell_type": "code", - "execution_count": 165, + "execution_count": 273, "metadata": {}, "outputs": [ { @@ -1010,7 +1010,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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", "text/plain": [ "
" ] @@ -1154,7 +1154,7 @@ }, { "cell_type": "code", - "execution_count": 171, + "execution_count": 274, "metadata": {}, "outputs": [ { @@ -1282,7 +1282,7 @@ "Store_Sales 58605.0 71872.50 116320.0 " ] }, - "execution_count": 171, + "execution_count": 274, "metadata": {}, "output_type": "execute_result" } @@ -1302,7 +1302,7 @@ }, { "cell_type": "code", - "execution_count": 192, + "execution_count": 275, "metadata": {}, "outputs": [ { @@ -1332,7 +1332,7 @@ }, { "cell_type": "code", - "execution_count": 193, + "execution_count": 276, "metadata": {}, "outputs": [ { @@ -1362,7 +1362,7 @@ }, { "cell_type": "code", - "execution_count": 194, + "execution_count": 277, "metadata": {}, "outputs": [ { @@ -1417,7 +1417,7 @@ }, { "cell_type": "code", - "execution_count": 195, + "execution_count": 278, "metadata": {}, "outputs": [ { @@ -1444,7 +1444,7 @@ }, { "cell_type": "code", - "execution_count": 196, + "execution_count": 279, "metadata": {}, "outputs": [ { @@ -1472,7 +1472,7 @@ }, { "cell_type": "code", - "execution_count": 197, + "execution_count": 280, "metadata": {}, "outputs": [ { @@ -1540,15 +1540,14 @@ "Чтобы решить эту проблему введём категории для значения объема продаж. Вместо того, чтобы использовать точные значения объема продаж для стратификации, мы создадим категории, основываясь на квартилях (25%, 50%, 75%) и минимальном и максимальном значении. Это позволит создать более крупные классы, что устранит проблему с редкими значениями\n", "\n", "Категории для разбиения:\n", - "\n", - "Низкая: значения ниже первого квартиля (25%) — это значения меньше 46530.0\n", - "Средняя: значения между первым квартилем (25%) и третьим квартилем (75%) — это зарплаты от 46530.0 до 71872.5\n", - "Высокая: значения выше третьего квартиля (75%) и до максимального значения — это зарплаты выше 71872.5" + "- Низкая: значения ниже первого квартиля (25%) — это значения меньше 46530.0\n", + "- Средняя: значения между первым квартилем (25%) и третьим квартилем (75%) — это значения от 46530.0 до 71872.5\n", + "- Высокая: значения выше третьего квартиля (75%) и до максимального значения — это значения выше 71872.5" ] }, { "cell_type": "code", - "execution_count": 199, + "execution_count": 281, "metadata": {}, "outputs": [ { @@ -1659,7 +1658,7 @@ }, { "cell_type": "code", - "execution_count": 201, + "execution_count": 282, "metadata": {}, "outputs": [], "source": [ @@ -1687,7 +1686,7 @@ }, { "cell_type": "code", - "execution_count": 204, + "execution_count": 283, "metadata": {}, "outputs": [ { @@ -1724,12 +1723,12 @@ }, { "cell_type": "code", - "execution_count": 207, + "execution_count": 284, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -1822,7 +1821,7 @@ }, { "cell_type": "code", - "execution_count": 168, + "execution_count": 285, "metadata": {}, "outputs": [ { @@ -1939,7 +1938,7 @@ "charges 16577.7795 63770.42801 " ] }, - "execution_count": 168, + "execution_count": 285, "metadata": {}, "output_type": "execute_result" } @@ -1950,9 +1949,16 @@ "df.describe().transpose()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Проверим на наличие пустых значений в колонках - все отлично, таких нет" + ] + }, { "cell_type": "code", - "execution_count": 169, + "execution_count": 286, "metadata": {}, "outputs": [ { @@ -1975,6 +1981,373 @@ "source": [ "check_null_columns(df)" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Проверим на наличие выбросов" + ] + }, + { + "cell_type": "code", + "execution_count": 287, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Колонка age:\n", + "\tЕсть выбросы: Нет\n", + "\tКоличество выбросов: 0\n", + "\tМинимальное значение: 18\n", + "\tМаксимальное значение: 64\n", + "\t1-й квартиль (Q1): 26.0\n", + "\t3-й квартиль (Q3): 51.0\n", + "\n", + "Колонка bmi:\n", + "\tЕсть выбросы: Да\n", + "\tКоличество выбросов: 14\n", + "\tМинимальное значение: 15.96\n", + "\tМаксимальное значение: 53.13\n", + "\t1-й квартиль (Q1): 26.22\n", + "\t3-й квартиль (Q3): 34.77\n", + "\n", + "Колонка children:\n", + "\tЕсть выбросы: Нет\n", + "\tКоличество выбросов: 0\n", + "\tМинимальное значение: 0\n", + "\tМаксимальное значение: 5\n", + "\t1-й квартиль (Q1): 0.0\n", + "\t3-й квартиль (Q3): 2.0\n", + "\n", + "Колонка charges:\n", + "\tЕсть выбросы: Да\n", + "\tКоличество выбросов: 296\n", + "\tМинимальное значение: 1121.8739\n", + "\tМаксимальное значение: 63770.42801\n", + "\t1-й квартиль (Q1): 4687.797\n", + "\t3-й квартиль (Q3): 16577.7795\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "columns_with_outliers = check_outliers(df)\n", + "visualize_outliers(df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Устраняем выбросы" + ] + }, + { + "cell_type": "code", + "execution_count": 288, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Колонки с выбросами:\n", + "bmi\n", + "charges\n" + ] + } + ], + "source": [ + "df = remove_outliers(df, columns_with_outliers)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Устраняем выбросы" + ] + }, + { + "cell_type": "code", + "execution_count": 289, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Колонка age:\n", + "\tЕсть выбросы: Нет\n", + "\tКоличество выбросов: 0\n", + "\tМинимальное значение: 18\n", + "\tМаксимальное значение: 64\n", + "\t1-й квартиль (Q1): 26.0\n", + "\t3-й квартиль (Q3): 51.0\n", + "\n", + "Колонка bmi:\n", + "\tЕсть выбросы: Нет\n", + "\tКоличество выбросов: 0\n", + "\tМинимальное значение: 15.96\n", + "\tМаксимальное значение: 47.59500000000001\n", + "\t1-й квартиль (Q1): 26.22\n", + "\t3-й квартиль (Q3): 34.77\n", + "\n", + "Колонка children:\n", + "\tЕсть выбросы: Нет\n", + "\tКоличество выбросов: 0\n", + "\tМинимальное значение: 0\n", + "\tМаксимальное значение: 5\n", + "\t1-й квартиль (Q1): 0.0\n", + "\t3-й квартиль (Q3): 2.0\n", + "\n", + "Колонка charges:\n", + "\tЕсть выбросы: Нет\n", + "\tКоличество выбросов: 0\n", + "\tМинимальное значение: 1121.8739\n", + "\tМаксимальное значение: 34412.75325000001\n", + "\t1-й квартиль (Q1): 4687.797\n", + "\t3-й квартиль (Q3): 16577.7795\n", + "\n" + ] + }, + { + "data": { + "image/png": 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ll15S3bp15eHhodzcXLVu3fqWhWIff/yxevbsqQ4dOuill15SQECASpUqpYSEBO3bt6/Afbp3766XX35ZycnJmjNnjl599dVrnqd3796aMmWKGjRooCNHjqhLly5677337PqcPHlSTZs2lZeXl8aOHauqVavKzc1NmzZt0vDhw2/4Glx51/G+ffvUokULhYeHa/z48QoJCZGrq6u++uorTZgwId95nnnmGbVo0UK///67JkyYoNjYWP3000/y9va269emTRu5urpq6dKlSkpKUlxcXIFfPvvmm2/qtddeU+/evfX666/Lx8dHzs7OGjJkSIGP8b///a8tNN22bZu6du16Q9chz7vvvqt7771X58+f14YNG/TPf/5TLi4uBd6xfaW0tDSFhobmu6YFyfvkQVBQ0FX7ffrpp+rWrZtatWpl137lG0C30uV3jF/OuOwLVwcOHGib9z46Olre3t5ycnLSk08+WeDzdvmd69crNzdXderU0fjx4wvcHhISYjvH999/r9WrV+vLL7/UihUr9Omnn6p58+b6+uuvTR8XAAAAAABAUSFERz5Wq1WbN2+2+2LNwjh8+LAmTZqkhIQEeXp65gvRT5w4oVWrVmnMmDEaOXKkrX3Pnj03XOvhw4eVnZ1tF0b+9ttvkmS78/Wzzz5TlSpVtHjxYrtg9GqBqq+vr9q3b2+bGqZLly7KyMi4ai3dunXTSy+9pMGDB+uJJ54o8E7uNWvW6NixY1q8eLGaNGlia09NTS3U482zZ88eu7uA9+7dq9zcXNtjXrZsmaxWq7744gu7O5Dzpsi4UrVq1Wx3D7ds2VKhoaGaP3++nn/+ebt+Li4u6tGjh9544w39+uuv+vDDDws83meffaaHH35Ys2bNsms/efKk/Pz87Nqys7PVq1cv1axZU40aNdK4cePUsWNH3X///bY+YWFh2r17d77z5E1/ExYWZtceFRWlZs2aSZJiYmL0xx9/6O2339Zrr71WYOif58KFC9qyZYtat25t2udyO3bskJOTU4F3yV/uvvvu08yZM/XQQw9p7Nixatiwod55552b/nLMqlWrauXKlTp+/Hih7ka/ls8++0xxcXF2b/7k5OTY7ri/lrznYe/evXr44Ydt7RcuXFBaWpoiIyPtat+yZYtatGhxzTcsnJ2d1aJFC7Vo0ULjx4/Xm2++qX/84x9avXq1WrZseR2PEAAAAAAA4PoxnQvyyZuuo0WLFte135gxYxQYGKjnnnuuwO15d4xefuerJE2cOPGG6pQuhXOXz5997tw5TZ8+Xf7+/oqKijI9788//6z169df9di9e/fW1q1b1blz56tO15HHx8dHjz/+uLZu3arevXsX2KegWs6dO6cpU6Zc8/iXS0xMtFt///33JV0KjM3Ok5mZaZui5mry3iwwm26kd+/e2rZtm5o0aaIqVaoU2KdUqVL5nudFixbpjz/+yNd3+PDhOnjwoObMmaPx48erUqVKiouLszv/Y489pl9++cXuOcvOztaMGTNUqVIl1axZ86qP6ezZs7pw4YIuXLhw1X5ff/21MjMz9fjjj1+1n3Tptff555+rQYMG13x9ZGVlqUePHmrfvr1effVVtWzZUhUqVLjmOa4lNjZWhmFozJgx+bZdef0Lo6Dn7f3339fFixcLtX/9+vXl6+urmTNn2l3refPm2U0bI136VMoff/yhmTNn5jvO2bNnlZ2dLenSFFBXqlu3riTz1ygAAAAAAEBR4k502GRnZ+v999/X2LFjbWHaxx9/bNcnPT1dp0+f1scff6xHHnnEbt7zr7/+WvPmzbN9ieeVvLy81KRJE40bN07nz5/X3/72N3399dfXfRf25YKDg/X2228rLS1N99xzjz799FNt3rxZM2bMUOnSpSVJbdu21eLFi9WxY0e1adNGqampmjZtmmrWrKnTp0+bHrt169b666+/ChWg55k9e7YSExPz3W2dp1GjRipfvrzi4uI0aNAgOTk5ae7cudcdeKampqp9+/Zq3bq11q9fr48//lhPPfWU7r33XkmXvqzT1dVV7dq1U79+/XT69GnNnDlTAQEB+vPPP23H+eqrr/TBBx+oUaNG8vHx0f79+zVz5kyVLVtWHTt2LPDcERERysjIuOpUHm3bttXYsWPVq1cvNWrUSNu2bdO8efPyhe7fffedpkyZolGjRqlevXqSpKSkJDVr1kyvvfaaxo0bJ0n6v//7P33yySeKiYnRoEGD5OPjozlz5ig1NVWff/55vrvLv/nmG/3++++26VzmzZun9u3bm742pUtTrrz44ouyWCw6e/as3Ws/MzNTFy9e1NKlS9WhQwd9++23eu2117R161YtW7bM9Jh54uPjdfbsWX3wwQfX7Hs9Hn74YfXo0UOTJ0/Wnj17bNMi/fDDD3r44Yc1YMCA6zpe27ZtNXfuXHl7e6tmzZpav369vv3220J/Kaqrq6tGjx6tgQMHqnnz5urSpYvS0tI0e/ZsVa1a1e6O8x49emjhwoV67rnntHr1ajVu3FgXL17Url27tHDhQq1cuVL169fX2LFj9f3336tNmzYKCwvT0aNHNWXKFFWsWNHui2YBAAAAAABuGQP4/1JTUw1JhV5Wr15tGIZhJCUlGZKMunXrGrm5ufmOl5SUZGv7/fffjY4dOxrlypUzvL29jc6dOxuHDx82JBmjRo2y9Rs1apQhyfjrr79M623atKlRq1YtY+PGjUZ0dLTh5uZmhIWFGf/617/s+uXm5hpvvvmmERYWZlgsFuO+++4zli9fbsTFxRlhYWH56n3nnXeuen0u336tOgvavm7dOqNhw4aGu7u7ERwcbLz88svGypUr7a6pmbzj7dixw3jiiScMT09Po3z58saAAQOMs2fP2vX94osvjMjISMPNzc2oVKmS8fbbbxsffvihIclITU01DMMwtm/fbjz66KOGr6+v4erqaoSEhBhPPvmksXXrVrtjSTLi4+NN67pye05OjvHCCy8YFSpUMNzd3Y3GjRsb69evN5o2bWo0bdrUMAzDyMrKMsLCwox69eoZ58+ftzve0KFDDWdnZ2P9+vW2tn379hlPPPGEUa5cOcPNzc1o0KCBsXz5crv9Vq9ebfcadXFxMcLCwoxBgwYZJ06cuOq1DQsLu+ZrPu/1MnDgQKNJkybGihUr8h0n7znK88knnxhOTk75+sbFxRlly5a9ak2FceHCBeOdd94xwsPDDVdXV8Pf39+IiYkxUlJSbH3Mnr+wsDAjLi7Otn7ixAmjV69ehp+fn+Hh4WG0atXK2LVrV75+eT/zGzZsKLCmyZMn237eGjRoYKxbt86IiooyWrdubdfv3Llzxttvv23UqlXLsFgsRvny5Y2oqChjzJgxRmZmpmEYhrFq1Srj8ccfN4KDgw1XV1cjODjY6Nq1q/Hbb7/dxFUDAAAAAAAoPCfDuIHP/KNESktLU+XKlbV69WrbfNI30+9Wa9asmTIyMrR9+3aH1XC7jR49WmPGjNFff/1lerc7bkylSpU0evRo9ezZs8Dta9asUc+ePZWWlnZb6yoJcnNz5e/vr06dOhU4fQsAAAAAAEBxxpzoAIAik5OTk296oo8++kjHjx936JtuAAAAAAAAN4o50WHj4eGhbt262c1zfjP9gDtJx44dVbVqVdPtgYGBpvPE43+Sk5M1dOhQde7cWb6+vtq0aZNmzZql2rVrq3Pnzo4uDwAAAAAA4LoxnQvuWEznwnQuKH7S0tI0aNAg/fLLLzp+/Lh8fHz02GOP6a233lJAQICjywMAAAAAALhuhOgAAAAAAAAAAJhgTnQAAAAAAAAAAEwQogMAAAAAAAAAYIIQHQAAAAAAAADw/9q7/+CqCzvf/6+AJoCaUESIXIJSaQUqYImK2W29WqlRsbfc4oxatVRRqwPuAq0iWxetu710cLuVXlS2425xZ6VVO9VuoWIpLHrVKDVsir+g6sULvRjAHyRKFZTk+0e/nK/5ykcNYqPyeMyckXM+7/M573P+ycyzp59Dgf26eoGu1NbWlo0bN+aggw5KWVlZV68DAB+I9vb2vPLKKxkwYEC6dfO/nwMAAEBn7NMRfePGjampqenqNQDgz2LDhg0ZOHBgV68BAAAAHyn7dEQ/6KCDkvwpKlRWVnbxNgDwwWhtbU1NTU3p7x4AAADw3u3TEX3XJVwqKytFdAA+9ly6DAAAADrPhVEBAAAAAKCAiA4AAAAAAAVEdAAAAAAAKCCiAwAAAABAgU5F9JtvvjkjR44s/RBnXV1d7rnnntLxE088MWVlZR1ul156aYdzrF+/PuPGjUuvXr3Sr1+/XHHFFXnzzTc7zKxYsSKjR49ORUVFhgwZkgULFrxtlxtvvDGHH354evTokTFjxmTlypWdeSsAAAAAAPCuOhXRBw4cmO9973tpbGzMo48+mi984Qv58pe/nCeeeKI0c/HFF+f5558v3ebMmVM6tnPnzowbNy47duzIQw89lFtvvTULFizIrFmzSjPr1q3LuHHjctJJJ6WpqSlTp07NRRddlHvvvbc0c/vtt2f69Om55pprsmrVqowaNSr19fXZvHnz+/ksAAAAAACgg7L29vb293OCPn365Prrr8+kSZNy4okn5uijj84NN9yw29l77rknZ5xxRjZu3Jj+/fsnSebPn58ZM2Zky5YtKS8vz4wZM7J48eI8/vjjpeedffbZ2bp1a5YsWZIkGTNmTI499tjMmzcvSdLW1paamppcfvnlueqqq97z7q2tramqqkpLS0sqKyv38BMAgA83f+8AAABgz+3xNdF37tyZn/70p9m2bVvq6upKj992223p27dvjjrqqMycOTN//OMfS8caGhoyYsSIUkBPkvr6+rS2tpa+zd7Q0JCxY8d2eK36+vo0NDQkSXbs2JHGxsYOM926dcvYsWNLMwAAAAAAsDfs19knPPbYY6mrq8vrr7+eAw88MHfddVeGDx+eJPnqV7+aww47LAMGDMjq1aszY8aMrF27Nj//+c+TJM3NzR0CepLS/ebm5necaW1tzWuvvZaXX345O3fu3O3MmjVr3nH37du3Z/v27aX7ra2tnX37AAAAAADsQzod0Y888sg0NTWlpaUlP/vZzzJx4sTcd999GT58eC655JLS3IgRI3LooYfm5JNPzrPPPpsjjjhiry6+J2bPnp3vfOc7Xb0GAAAAAAAfEZ2+nEt5eXmGDBmS2trazJ49O6NGjcrcuXN3OztmzJgkyTPPPJMkqa6uzqZNmzrM7LpfXV39jjOVlZXp2bNn+vbtm+7du+92Ztc5isycOTMtLS2l24YNG97juwYAAAAAYF+0x9dE36Wtra3DJVLeqqmpKUly6KGHJknq6ury2GOPZfPmzaWZpUuXprKysnRJmLq6uixbtqzDeZYuXVq67np5eXlqa2s7zLS1tWXZsmUdrs2+OxUVFamsrOxwAwAAAACAIp26nMvMmTNz2mmnZdCgQXnllVeycOHCrFixIvfee2+effbZLFy4MKeffnoOPvjgrF69OtOmTcsJJ5yQkSNHJklOOeWUDB8+POeff37mzJmT5ubmXH311Zk8eXIqKiqSJJdeemnmzZuXK6+8MhdeeGGWL1+eO+64I4sXLy7tMX369EycODHHHHNMjjvuuNxwww3Ztm1bLrjggr340QAAAAAAsK/rVETfvHlzvva1r+X5559PVVVVRo4cmXvvvTdf/OIXs2HDhvzmN78pBe2amppMmDAhV199den53bt3z6JFi3LZZZelrq4uBxxwQCZOnJjrrruuNDN48OAsXrw406ZNy9y5czNw4MDccsstqa+vL82cddZZ2bJlS2bNmpXm5uYcffTRWbJkydt+bBQAAAAAAN6Psvb29vauXqKrtLa2pqqqKi0tLS7tAsDHlr93AAAAsOc69U10YN/2xz/+MWvWrHlf53jttdfy3HPP5fDDD0/Pnj33+DxDhw5Nr1693tcuAAAAAPBuRHTgPVuzZk1qa2u7eo0kSWNjY0aPHt3VawAAAADwMSeiA+/Z0KFD09jY+L7O8dRTT+W8887Lv/3bv2XYsGHvaxcAAAAA+KCJ6MB71qtXr7327e9hw4b5JjkAAAAAH3rdunoBAAAAAAD4sBLRAQAAAACggIgOAAAAAAAFRHQAAAAAACggogMAAAAAQAERHQAAAAAACojoAAAAAABQQEQHAAAAAIACIjoAAAAAABQQ0QEAAAAAoICIDgAAAAAABUR0AAAAAAAoIKIDAAAAAEABER0AAAAAAAqI6AAAAAAAUEBEBwAAAACAAiI6AAAAAAAUENEBAAAAAKCAiA4AAAAAAAVEdAAAAAAAKCCiAwAAAABAAREdAAAAAAAKiOgAAAAAAFBARAcAAAAAgAIiOgAAAAAAFBDRAQAAAACggIgOAAAAAAAFRHQAAAAAACggogMAAAAAQAERHQAAAAAACojoAAAAAABQQEQHAAAAAIACIjoAAAAAABQQ0QEAAAAAoICIDgAAAAAABUR0AAAAAAAoIKIDAAAAAEABER0AAAAAAAqI6AAAAAAAUEBEBwAAAACAAiI6AAAAAAAUENEBAAAAAKBApyL6zTffnJEjR6aysjKVlZWpq6vLPffcUzr++uuvZ/LkyTn44INz4IEHZsKECdm0aVOHc6xfvz7jxo1Lr1690q9fv1xxxRV58803O8ysWLEio0ePTkVFRYYMGZIFCxa8bZcbb7wxhx9+eHr06JExY8Zk5cqVnXkrAAAAAADwrjoV0QcOHJjvfe97aWxszKOPPpovfOEL+fKXv5wnnngiSTJt2rT88pe/zJ133pn77rsvGzduzFe+8pXS83fu3Jlx48Zlx44deeihh3LrrbdmwYIFmTVrVmlm3bp1GTduXE466aQ0NTVl6tSpueiii3LvvfeWZm6//fZMnz4911xzTVatWpVRo0alvr4+mzdvfr+fBwAAAAAAlJS1t7e3v58T9OnTJ9dff33OPPPMHHLIIVm4cGHOPPPMJMmaNWsybNiwNDQ05Pjjj88999yTM844Ixs3bkz//v2TJPPnz8+MGTOyZcuWlJeXZ8aMGVm8eHEef/zx0mucffbZ2bp1a5YsWZIkGTNmTI499tjMmzcvSdLW1paamppcfvnlueqqq97z7q2tramqqkpLS0sqKyvfz8cAvEerVq1KbW1tGhsbM3r06K5eB/YJ/t4BAADAntvja6Lv3LkzP/3pT7Nt27bU1dWlsbExb7zxRsaOHVuaGTp0aAYNGpSGhoYkSUNDQ0aMGFEK6ElSX1+f1tbW0rfZGxoaOpxj18yuc+zYsSONjY0dZrp165axY8eWZops3749ra2tHW4AAAAAAFCk0xH9sccey4EHHpiKiopceumlueuuuzJ8+PA0NzenvLw8vXv37jDfv3//NDc3J0mam5s7BPRdx3cde6eZ1tbWvPbaa3nhhReyc+fO3c7sOkeR2bNnp6qqqnSrqanp7NsHAAAAAGAf0umIfuSRR6apqSmPPPJILrvsskycODFPPvnkB7HbXjdz5sy0tLSUbhs2bOjqlQAAAAAA+BDbr7NPKC8vz5AhQ5IktbW1+e1vf5u5c+fmrLPOyo4dO7J169YO30bftGlTqqurkyTV1dVZuXJlh/Nt2rSpdGzXf3c99taZysrK9OzZM927d0/37t13O7PrHEUqKipSUVHR2bcMAAAAAMA+ao+vib5LW1tbtm/fntra2uy///5ZtmxZ6djatWuzfv361NXVJUnq6ury2GOPZfPmzaWZpUuXprKyMsOHDy/NvPUcu2Z2naO8vDy1tbUdZtra2rJs2bLSDAAAAAAA7A2d+ib6zJkzc9ppp2XQoEF55ZVXsnDhwqxYsSL33ntvqqqqMmnSpEyfPj19+vRJZWVlLr/88tTV1eX4449PkpxyyikZPnx4zj///MyZMyfNzc25+uqrM3ny5NI3xC+99NLMmzcvV155ZS688MIsX748d9xxRxYvXlzaY/r06Zk4cWKOOeaYHHfccbnhhhuybdu2XHDBBXvxowEAAAAAYF/XqYi+efPmfO1rX8vzzz+fqqqqjBw5Mvfee2+++MUvJkl+8IMfpFu3bpkwYUK2b9+e+vr63HTTTaXnd+/ePYsWLcpll12Wurq6HHDAAZk4cWKuu+660szgwYOzePHiTJs2LXPnzs3AgQNzyy23pL6+vjRz1llnZcuWLZk1a1aam5tz9NFHZ8mSJW/7sVEAAAAAAHg/ytrb29u7eomu0tramqqqqrS0tKSysrKr14F9wqpVq1JbW5vGxsaMHj26q9eBfYK/dwAAALDn3vc10QEAAAAA4ONKRAcAAAAAgAIiOgAAAAAAFBDRAQAAAACggIgOAAAAAAAFRHQAAAAAACggogMAAAAAQAERHQAAAAAACojoAAAAAABQQEQHAAAAAIACIjoAAAAAABQQ0QEAAAAAoICIDgAAAAAABUR0AAAAAAAoIKIDAAAAAEABER0AAAAAAAqI6AAAAAAAUEBEBwAAAACAAiI6AAAAAAAUENEBAAAAAKCAiA4AAAAAAAVEdAAAAAAAKCCiAwAAAABAAREdAAAAAAAKiOgAAAAAAFBARAcAAAAAgAIiOgAAAAAAFBDRAQAAAACggIgOAAAAAAAFRHQAAAAAACggogMAAAAAQAERHQAAAAAACojoAAAAAABQQEQHAAAAAIACIjoAAAAAABQQ0QEAAAAAoICIDgAAAAAABUR0AAAAAAAoIKIDAAAAAEABER0AAAAAAAqI6AAAAAAAUEBEBwAAAACAAiI6AAAAAAAUENEBAAAAAKCAiA4AAAAAAAU6FdFnz56dY489NgcddFD69euX8ePHZ+3atR1mTjzxxJSVlXW4XXrppR1m1q9fn3HjxqVXr17p169frrjiirz55psdZlasWJHRo0enoqIiQ4YMyYIFC962z4033pjDDz88PXr0yJgxY7Jy5crOvB0AAAAAAHhHnYro9913XyZPnpyHH344S5cuzRtvvJFTTjkl27Zt6zB38cUX5/nnny/d5syZUzq2c+fOjBs3Ljt27MhDDz2UW2+9NQsWLMisWbNKM+vWrcu4ceNy0kknpampKVOnTs1FF12Ue++9tzRz++23Z/r06bnmmmuyatWqjBo1KvX19dm8efOefhYAAAAAANBBWXt7e/uePnnLli3p169f7rvvvpxwwglJ/vRN9KOPPjo33HDDbp9zzz335IwzzsjGjRvTv3//JMn8+fMzY8aMbNmyJeXl5ZkxY0YWL16cxx9/vPS8s88+O1u3bs2SJUuSJGPGjMmxxx6befPmJUna2tpSU1OTyy+/PFddddV72r+1tTVVVVVpaWlJZWXlnn4MQCesWrUqtbW1aWxszOjRo7t6Hdgn+HsHAAAAe+59XRO9paUlSdKnT58Oj992223p27dvjjrqqMycOTN//OMfS8caGhoyYsSIUkBPkvr6+rS2tuaJJ54ozYwdO7bDOevr69PQ0JAk2bFjRxobGzvMdOvWLWPHji3N7M727dvT2tra4QYAAAAAAEX229MntrW1ZerUqfnLv/zLHHXUUaXHv/rVr+awww7LgAEDsnr16syYMSNr167Nz3/+8yRJc3Nzh4CepHS/ubn5HWdaW1vz2muv5eWXX87OnTt3O7NmzZrCnWfPnp3vfOc7e/qWAQAAAADYx+xxRJ88eXIef/zxPPDAAx0ev+SSS0r/HjFiRA499NCcfPLJefbZZ3PEEUfs+aZ7wcyZMzN9+vTS/dbW1tTU1HThRgAAAAAAfJjtUUSfMmVKFi1alPvvvz8DBw58x9kxY8YkSZ555pkcccQRqa6uzsqVKzvMbNq0KUlSXV1d+u+ux946U1lZmZ49e6Z79+7p3r37bmd2nWN3KioqUlFR8d7eJAAAAAAA+7xOXRO9vb09U6ZMyV133ZXly5dn8ODB7/qcpqamJMmhhx6aJKmrq8tjjz2WzZs3l2aWLl2aysrKDB8+vDSzbNmyDudZunRp6urqkiTl5eWpra3tMNPW1pZly5aVZgAAAAAA4P3q1DfRJ0+enIULF+YXv/hFDjrooNI1zKuqqtKzZ888++yzWbhwYU4//fQcfPDBWb16daZNm5YTTjghI0eOTJKccsopGT58eM4///zMmTMnzc3NufrqqzN58uTSt8QvvfTSzJs3L1deeWUuvPDCLF++PHfccUcWL15c2mX69OmZOHFijjnmmBx33HG54YYbsm3btlxwwQV767MBAAAAAGAf16mIfvPNNydJTjzxxA6P//jHP87Xv/71lJeX5ze/+U0paNfU1GTChAm5+uqrS7Pdu3fPokWLctlll6Wuri4HHHBAJk6cmOuuu640M3jw4CxevDjTpk3L3LlzM3DgwNxyyy2pr68vzZx11lnZsmVLZs2alebm5hx99NFZsmTJ235sFAAAAAAA9lRZe3t7e1cv0VVaW1tTVVWVlpaWVFZWdvU6sE9YtWpVamtr09jYmNGjR3f1OrBP8PcOAAAA9lynrokOAAAAAAD7EhEdAAAAAAAKiOgAAAAAAFBARAcAAAAAgAIiOgAAAAAAFBDRAQAAAACggIgOAAAAAAAFRHQAAAAAACggogMAAAAAQAERHQAAAAAACojoAAAAAABQQEQHAAAAAIACIjoAAAAAABQQ0QEAAAAAoICIDgAAAAAABUR0AAAAAAAoIKIDAAAAAEABER0AAAAAAAqI6AAAAAAAUEBEBwAAAACAAiI6AAAAAAAUENEBAAAAAKCAiA4AAAAAAAVEdAAAAAAAKCCiAwAAAABAAREdAAAAAAAKiOgAAAAAAFBARAcAAAAAgAIiOgAAAAAAFBDRAQAAAACggIgOAAAAAAAFRHQAAAAAACggogMAAAAAQAERHQAAAAAACojoAAAAAABQQEQHAAAAAIACIjoAAAAAABQQ0QEAAAAAoICIDgAAAAAABUR0AAAAAAAoIKIDAAAAAEABER0AAAAAAAqI6AAAAAAAUEBEBwAAAACAAiI6AAAAAAAU6FREnz17do499tgcdNBB6devX8aPH5+1a9d2mHn99dczefLkHHzwwTnwwAMzYcKEbNq0qcPM+vXrM27cuPTq1Sv9+vXLFVdckTfffLPDzIoVKzJ69OhUVFRkyJAhWbBgwdv2ufHGG3P44YenR48eGTNmTFauXNmZtwMAAAAAAO+oUxH9vvvuy+TJk/Pwww9n6dKleeONN3LKKadk27ZtpZlp06bll7/8Ze68887cd9992bhxY77yla+Uju/cuTPjxo3Ljh078tBDD+XWW2/NggULMmvWrNLMunXrMm7cuJx00klpamrK1KlTc9FFF+Xee+8tzdx+++2ZPn16rrnmmqxatSqjRo1KfX19Nm/e/H4+DwAAAAAAKClrb29v39Mnb9myJf369ct9992XE044IS0tLTnkkEOycOHCnHnmmUmSNWvWZNiwYWloaMjxxx+fe+65J2eccUY2btyY/v37J0nmz5+fGTNmZMuWLSkvL8+MGTOyePHiPP7446XXOvvss7N169YsWbIkSTJmzJgce+yxmTdvXpKkra0tNTU1ufzyy3PVVVe9p/1bW1tTVVWVlpaWVFZW7unHAHTCqlWrUltbm8bGxowePbqr14F9gr93AAAAsOfe1zXRW1pakiR9+vRJkjQ2NuaNN97I2LFjSzNDhw7NoEGD0tDQkCRpaGjIiBEjSgE9Serr69Pa2ponnniiNPPWc+ya2XWOHTt2pLGxscNMt27dMnbs2NIMAAAAAAC8X/vt6RPb2toyderU/OVf/mWOOuqoJElzc3PKy8vTu3fvDrP9+/dPc3NzaeatAX3X8V3H3mmmtbU1r732Wl5++eXs3LlztzNr1qwp3Hn79u3Zvn176X5ra2sn3jEAAAAAAPuaPf4m+uTJk/P444/npz/96d7c5wM1e/bsVFVVlW41NTVdvRIAAAAAAB9iexTRp0yZkkWLFuU//uM/MnDgwNLj1dXV2bFjR7Zu3dphftOmTamuri7NbNq06W3Hdx17p5nKysr07Nkzffv2Tffu3Xc7s+scuzNz5sy0tLSUbhs2bOjcGwcAAAAAYJ/SqYje3t6eKVOm5K677sry5cszePDgDsdra2uz//77Z9myZaXH1q5dm/Xr16euri5JUldXl8ceeyybN28uzSxdujSVlZUZPnx4aeat59g1s+sc5eXlqa2t7TDT1taWZcuWlWZ2p6KiIpWVlR1uAAAAAABQpFPXRJ88eXIWLlyYX/ziFznooINK1zCvqqpKz549U1VVlUmTJmX69Onp06dPKisrc/nll6euri7HH398kuSUU07J8OHDc/7552fOnDlpbm7O1VdfncmTJ6eioiJJcumll2bevHm58sorc+GFF2b58uW54447snjx4tIu06dPz8SJE3PMMcfkuOOOyw033JBt27blggsu2FufDQAAAAAA+7hORfSbb745SXLiiSd2ePzHP/5xvv71rydJfvCDH6Rbt26ZMGFCtm/fnvr6+tx0002l2e7du2fRokW57LLLUldXlwMOOCATJ07MddddV5oZPHhwFi9enGnTpmXu3LkZOHBgbrnlltTX15dmzjrrrGzZsiWzZs1Kc3Nzjj766CxZsuRtPzYKAAAAAAB7qqy9vb29q5foKq2tramqqkpLS4tLu8CfyapVq1JbW5vGxsaMHj26q9eBfYK/dwAAALDn9uiHRQEAAAAAYF8gogMAAAAAQAERHQAAAAAACojoAAAAAABQQEQHAAAAAIACIjoAAAAAABQQ0QEAAAAAoICIDgAAAAAABUR0AAAAAAAoIKIDAAAAAEABER0AAAAAAAqI6AAAAAAAUEBEBwAAAACAAiI6AAAAAAAUENEBAAAAAKCAiA4AAAAAAAVEdAAAAAAAKCCiAwAAAABAAREdAAAAAAAKiOgAAAAAAFBARAcAAAAAgAIiOgAAAAAAFBDRAQAAAACggIgOAAAAAAAFRHQAAAAAACggogMAAAAAQAERHQAAAAAACojoAAAAAABQQEQHAAAAAIACIjoAAAAAABQQ0QEAAAAAoMB+Xb0A8Oezfv36vPDCC126w1NPPdXhv12lb9++GTRoUJfuAAAAAMCHn4gO+4j169fnyKHD8vprf+zqVZIk5513Xpe+fo+evbJ2zVNCOgAAAADvSESHfcQLL7yQ11/7Yw4+45vZ/+CaLtuj/c0debNlU/ar6p+y/cq7ZIc3XtyQFxd9Py+88IKIDgAAAMA7EtFhH7P/wTWpqB7StUsMHN61rw8AAAAA75EfFgUAAAAAgAIiOgAAAAAAFBDRAQAAAACggIgOAAAAAAAFRHQAAAAAACggogMAAAAAQAERHQAAAAAACojoAAAAAABQQEQHAAAAAIACIjoAAAAAABTodES///7786UvfSkDBgxIWVlZ7r777g7Hv/71r6esrKzD7dRTT+0w89JLL+Xcc89NZWVlevfunUmTJuXVV1/tMLN69ep8/vOfT48ePVJTU5M5c+a8bZc777wzQ4cOTY8ePTJixIj86le/6uzbAQAAAACAQp2O6Nu2bcuoUaNy4403Fs6ceuqpef7550u3n/zkJx2On3vuuXniiSeydOnSLFq0KPfff38uueSS0vHW1taccsopOeyww9LY2Jjrr78+1157bX70ox+VZh566KGcc845mTRpUv7zP/8z48ePz/jx4/P444939i0BAAAAAMBu7dfZJ5x22mk57bTT3nGmoqIi1dXVuz321FNPZcmSJfntb3+bY445JknyP//n/8zpp5+ef/iHf8iAAQNy2223ZceOHfmXf/mXlJeX5zOf+Uyampryj//4j6XYPnfu3Jx66qm54oorkiR/93d/l6VLl2bevHmZP39+Z98WAAAAAAC8zQdyTfQVK1akX79+OfLII3PZZZflxRdfLB1raGhI7969SwE9ScaOHZtu3brlkUceKc2ccMIJKS8vL83U19dn7dq1efnll0szY8eO7fC69fX1aWho+CDeEgAAAAAA+6BOfxP93Zx66qn5yle+ksGDB+fZZ5/N3/zN3+S0005LQ0NDunfvnubm5vTr16/jEvvtlz59+qS5uTlJ0tzcnMGDB3eY6d+/f+nYJz7xiTQ3N5cee+vMrnPszvbt27N9+/bS/dbW1vf1XgEAAAAA+Hjb6xH97LPPLv17xIgRGTlyZI444oisWLEiJ5988t5+uU6ZPXt2vvOd73TpDgAAAAAAfHR8IJdzeatPfvKT6du3b5555pkkSXV1dTZv3txh5s0338xLL71Uuo56dXV1Nm3a1GFm1/13mym6FnuSzJw5My0tLaXbhg0b3t+bAwAAAADgY+0Dj+h/+MMf8uKLL+bQQw9NktTV1WXr1q1pbGwszSxfvjxtbW0ZM2ZMaeb+++/PG2+8UZpZunRpjjzyyHziE58ozSxbtqzDay1dujR1dXWFu1RUVKSysrLDDQAAAAAAinQ6or/66qtpampKU1NTkmTdunVpamrK+vXr8+qrr+aKK67Iww8/nOeeey7Lli3Ll7/85QwZMiT19fVJkmHDhuXUU0/NxRdfnJUrV+bBBx/MlClTcvbZZ2fAgAFJkq9+9aspLy/PpEmT8sQTT+T222/P3LlzM3369NIef/3Xf50lS5bk+9//ftasWZNrr702jz76aKZMmbIXPhYAAAAAANiDiP7oo4/ms5/9bD772c8mSaZPn57PfvazmTVrVrp3757Vq1fnv/23/5ZPf/rTmTRpUmpra/O//tf/SkVFRekct912W4YOHZqTTz45p59+ej73uc/lRz/6Uel4VVVVfv3rX2fdunWpra3NN7/5zcyaNSuXXHJJaeYv/uIvsnDhwvzoRz/KqFGj8rOf/Sx33313jjrqqPfzeQAAAAAAQElZe3t7e1cv0VVaW1tTVVWVlpYWl3bhY2/VqlWpra1N9cQbUlE9pKvX6VLbm59J861T09jYmNGjR3f1OvCB8/cOAAAA9twHfk10AAAAAAD4qBLRAQAAAACggIgOAAAAAAAFRHQAAAAAACggogMAAAA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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "check_outliers(df)\n", + "visualize_outliers(df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Разделим выборку данных на 5 групп и проанализируем качество распределения данных.\n", + "\n", + "Стратифицированное разбиение требует, чтобы в каждом классе, по которому происходит стратификация, было минимум по два элемента, иначе метод не сможет корректно разделить данные на тренировочные, валидационные и тестовые наборы.\n", + "\n", + "Чтобы решить эту проблему введём категории для значения **суммы страховки**. Вместо того, чтобы использовать точные значения для стратификации, мы создадим 5 категорий. Это позволит создать более крупные классы, что устранит проблему с редкими значениями\n", + "\n", + "Категории для разбиения:\n", + "- Очень низкая: значения ниже 1 / 6\n", + "- Низкая: значения между 1 / 6 и 1 / 3\n", + "- Средняя: значения между 1 / 3 и 1 / 2\n", + "- Высокая: значения между 1 / 2 и 2 / 3\n", + "- Очень высокая: значения выше 2 / 3" + ] + }, + { + "cell_type": "code", + "execution_count": 290, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Распределение количества наблюдений по меткам (классам):\n", + "charges\n", + "34412.75325 296\n", + "2913.56900 4\n", + "12032.32600 4\n", + "13470.80440 4\n", + "6289.75490 4\n", + " ... \n", + "1731.67700 2\n", + "1163.46270 2\n", + "19496.71917 2\n", + "7201.70085 2\n", + "11093.62290 2\n", + "Name: count, Length: 1197, dtype: int64 \n", + "\n", + "Статистическое описание целевого признака:\n", + "count 2772.000000\n", + "mean 12455.464566\n", + "std 10174.073271\n", + "min 1121.873900\n", + "25% 4687.797000\n", + "50% 9333.014350\n", + "75% 16577.779500\n", + "max 34412.753250\n", + "Name: charges, dtype: float64 \n", + "\n", + "Распределение количества наблюдений по меткам (классам):\n", + "charges_category\n", + "very high 924\n", + "very low 462\n", + "low 462\n", + "medium 462\n", + "high 462\n", + "Name: count, dtype: int64 \n", + "\n", + "Проверка сбалансированности:\n", + "Весь датасет: (2772, 8)\n", + "Распределение выборки данных по классам в колонке \"charges_category\":\n", + " charges_category\n", + "very high 924\n", + "very low 462\n", + "low 462\n", + "medium 462\n", + "high 462\n", + "Name: count, dtype: int64\n", + "Процент объектов класса \"very high\": 33.33%\n", + "Процент объектов класса \"very low\": 16.67%\n", + "Процент объектов класса \"low\": 16.67%\n", + "Процент объектов класса \"medium\": 16.67%\n", + "Процент объектов класса \"high\": 16.67%\n", + "\n", + "Проверка необходимости аугментации:\n", + "Для датасета аугментация данных НЕ ТРЕБУЕТСЯ\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Вывод распределения количества наблюдений по меткам (классам)\n", + "print('Распределение количества наблюдений по меткам (классам):')\n", + "print(df.charges.value_counts(), '\\n')\n", + "\n", + "# Статистическое описание целевого признака\n", + "print('Статистическое описание целевого признака:')\n", + "print(df['charges'].describe().transpose(), '\\n')\n", + "\n", + "q = 1 / 6\n", + "\n", + "# Определим границы для каждой категории зарплаты\n", + "bins: list[float] = [df['charges'].min() - 1, \n", + " df['charges'].quantile(q * 1),\n", + " df['charges'].quantile(q * 2),\n", + " df['charges'].quantile(q * 3),\n", + " df['charges'].quantile(q * 4), \n", + " df['charges'].max() + 1]\n", + "\n", + "labels: list[str] = ['very low', 'low', 'medium', 'high', 'very high']\n", + "\n", + "# Создаем новую колонку с категориями\n", + "df['charges_category'] = pd.cut(df['charges'], bins=bins, labels=labels)\n", + "\n", + "# Вывод распределения количества наблюдений по меткам (классам)\n", + "print('Распределение количества наблюдений по меткам (классам):')\n", + "print(df['charges_category'].value_counts(), '\\n')\n", + "\n", + "# Проверка сбалансированности\n", + "print('Проверка сбалансированности:')\n", + "check_balance(df, 'Весь датасет', 'charges_category')\n", + "\n", + "# Проверка необходимости аугментации\n", + "print('Проверка необходимости аугментации:')\n", + "print(f\"Для датасета аугментация данных {'НЕ ' if not need_augmentation(df, 'charges_category', 'low', 'medium') else ''}ТРЕБУЕТСЯ\")\n", + " \n", + "# Визуализация сбалансированности классов\n", + "visualize_balance(df, 'charges_category')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Разделим на три выборки" + ] + }, + { + "cell_type": "code", + "execution_count": 291, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_train, df_val, df_test = split_stratified_into_train_val_test(\n", + " df,\n", + " stratify_colname=\"charges_category\",\n", + " frac_train=0.60,\n", + " frac_val=0.20, \n", + " frac_test=0.20\n", + ")\n", + "\n", + "visualize_balance_three_pies(df_train, df_val, df_test, 'charges_category')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Проведем аугментацию только для обучающей выборки, остальные оставим как есть (так захотелось:3)\n", + "\n", + "Так как классов у нас 5, то ADASYN не подошел, используем SMOTE" + ] + }, + { + "cell_type": "code", + "execution_count": 292, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def oversample(df: DataFrame, column: str) -> DataFrame:\n", + " X: DataFrame = pd.get_dummies(df.drop(column, axis=1))\n", + " y: DataFrame = df[column] # type: ignore\n", + " \n", + " smote = SMOTE()\n", + " X_resampled, y_resampled = smote.fit_resample(X, y) # type: ignore\n", + " \n", + " df_resampled: DataFrame = pd.concat([X_resampled, y_resampled], axis=1)\n", + " return df_resampled\n", + "\n", + "df_train_oversampled = oversample(df_train, 'charges_category')\n", + "\n", + "visualize_balance_three_pies(df_train_oversampled, df_val, df_test, 'charges_category')" + ] } ], "metadata": {