{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Сбор и подготовка данных\n",
"\n",
"## Датасет №1. Продажи домов\n",
"\n",
"[**Ссылка**](https://www.kaggle.com/datasets/harlfoxem/housesalesprediction)\n",
"\n",
"**Проблемная область**: Данный набор данных о продажах домов касается недвижимости.\n",
"\n",
"**Объекты наблюдения**: Объектом наблюдения в данном случае является каждый отдельный дом (единица недвижимости), который был продан. Каждая строка в таблице представляет собой один дом.\n",
"\n",
"**Атрибуты объектов:**\n",
"- `id` — уникальный идентификатор дома.\n",
"- `date` — дата продажи.\n",
"- `price` — цена продажи дома (целевая переменная).\n",
"- `bedrooms` — количество спален.\n",
"- `bathrooms` — количество ванных комнат.\n",
"- `sqft_living` — общая жилая площадь (в квадратных футах).\n",
"- `sqft_lot` — площадь участка.\n",
"- `floors` — количество этажей.\n",
"- `waterfront` — есть ли выход на воду.\n",
"- `view` — наличие вида из окон.\n",
"- `condition` — состояние дома (оценка).\n",
"- `grade` — оценка качества дома.\n",
"- `sqft_above` — площадь дома над землей.\n",
"- `sqft_basement` — площадь подвала.\n",
"- `yr_built` — год постройки.\n",
"- `yr_renovated` — год последнего ремонта.\n",
"- `zipcode` — почтовый индекс.\n",
"- `lat` и `long` — географические координаты дома.\n",
"- `sqft_living15` и `sqft_lot15` — средняя площадь жилой площади и участка для 15 ближайших домов.\n",
"\n",
"**Бизнес-цель**: Улучшенное прогнозирование цен поможет продавцам устанавливать конкурентные цены, а покупателям — принимать более взвешенные решения о покупке. Это также даст риелторам возможность лучше ориентироваться на рынке и оптимизировать стратегию продажи.\n",
"\n",
"**Техническая цель**: Прогнозирование цен на жилье\n",
"\n",
"**Входные данные**: Исторические данные о продажах домов, включая все признаки (количество комнат, площадь, состояние, местоположение и др.).\n",
"\n",
"**Целевая переменная**: Цена (`price`)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" id \n",
" date \n",
" price \n",
" bedrooms \n",
" bathrooms \n",
" sqft_living \n",
" sqft_lot \n",
" floors \n",
" waterfront \n",
" view \n",
" ... \n",
" grade \n",
" sqft_above \n",
" sqft_basement \n",
" yr_built \n",
" yr_renovated \n",
" zipcode \n",
" lat \n",
" long \n",
" sqft_living15 \n",
" sqft_lot15 \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 7129300520 \n",
" 20141013T000000 \n",
" 221900.0 \n",
" 3 \n",
" 1.00 \n",
" 1180 \n",
" 5650 \n",
" 1.0 \n",
" 0 \n",
" 0 \n",
" ... \n",
" 7 \n",
" 1180 \n",
" 0 \n",
" 1955 \n",
" 0 \n",
" 98178 \n",
" 47.5112 \n",
" -122.257 \n",
" 1340 \n",
" 5650 \n",
" \n",
" \n",
" 1 \n",
" 6414100192 \n",
" 20141209T000000 \n",
" 538000.0 \n",
" 3 \n",
" 2.25 \n",
" 2570 \n",
" 7242 \n",
" 2.0 \n",
" 0 \n",
" 0 \n",
" ... \n",
" 7 \n",
" 2170 \n",
" 400 \n",
" 1951 \n",
" 1991 \n",
" 98125 \n",
" 47.7210 \n",
" -122.319 \n",
" 1690 \n",
" 7639 \n",
" \n",
" \n",
" 2 \n",
" 5631500400 \n",
" 20150225T000000 \n",
" 180000.0 \n",
" 2 \n",
" 1.00 \n",
" 770 \n",
" 10000 \n",
" 1.0 \n",
" 0 \n",
" 0 \n",
" ... \n",
" 6 \n",
" 770 \n",
" 0 \n",
" 1933 \n",
" 0 \n",
" 98028 \n",
" 47.7379 \n",
" -122.233 \n",
" 2720 \n",
" 8062 \n",
" \n",
" \n",
" 3 \n",
" 2487200875 \n",
" 20141209T000000 \n",
" 604000.0 \n",
" 4 \n",
" 3.00 \n",
" 1960 \n",
" 5000 \n",
" 1.0 \n",
" 0 \n",
" 0 \n",
" ... \n",
" 7 \n",
" 1050 \n",
" 910 \n",
" 1965 \n",
" 0 \n",
" 98136 \n",
" 47.5208 \n",
" -122.393 \n",
" 1360 \n",
" 5000 \n",
" \n",
" \n",
" 4 \n",
" 1954400510 \n",
" 20150218T000000 \n",
" 510000.0 \n",
" 3 \n",
" 2.00 \n",
" 1680 \n",
" 8080 \n",
" 1.0 \n",
" 0 \n",
" 0 \n",
" ... \n",
" 8 \n",
" 1680 \n",
" 0 \n",
" 1987 \n",
" 0 \n",
" 98074 \n",
" 47.6168 \n",
" -122.045 \n",
" 1800 \n",
" 7503 \n",
" \n",
" \n",
"
\n",
"
5 rows × 21 columns
\n",
"
"
],
"text/plain": [
" id date price bedrooms bathrooms sqft_living \\\n",
"0 7129300520 20141013T000000 221900.0 3 1.00 1180 \n",
"1 6414100192 20141209T000000 538000.0 3 2.25 2570 \n",
"2 5631500400 20150225T000000 180000.0 2 1.00 770 \n",
"3 2487200875 20141209T000000 604000.0 4 3.00 1960 \n",
"4 1954400510 20150218T000000 510000.0 3 2.00 1680 \n",
"\n",
" sqft_lot floors waterfront view ... grade sqft_above sqft_basement \\\n",
"0 5650 1.0 0 0 ... 7 1180 0 \n",
"1 7242 2.0 0 0 ... 7 2170 400 \n",
"2 10000 1.0 0 0 ... 6 770 0 \n",
"3 5000 1.0 0 0 ... 7 1050 910 \n",
"4 8080 1.0 0 0 ... 8 1680 0 \n",
"\n",
" yr_built yr_renovated zipcode lat long sqft_living15 \\\n",
"0 1955 0 98178 47.5112 -122.257 1340 \n",
"1 1951 1991 98125 47.7210 -122.319 1690 \n",
"2 1933 0 98028 47.7379 -122.233 2720 \n",
"3 1965 0 98136 47.5208 -122.393 1360 \n",
"4 1987 0 98074 47.6168 -122.045 1800 \n",
"\n",
" sqft_lot15 \n",
"0 5650 \n",
"1 7639 \n",
"2 8062 \n",
"3 5000 \n",
"4 7503 \n",
"\n",
"[5 rows x 21 columns]"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"df = pd.read_csv(\".//static//csv//kc_house_data.csv\")\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Отбросим лишний признак `id`, который не будет принимать участие в анализе данного набора данных"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"df.drop(columns=['id'], inplace=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Получение сведений о пропущенных данных"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"date 0\n",
"price 0\n",
"bedrooms 0\n",
"bathrooms 0\n",
"sqft_living 0\n",
"sqft_lot 0\n",
"floors 0\n",
"waterfront 0\n",
"view 0\n",
"condition 0\n",
"grade 0\n",
"sqft_above 0\n",
"sqft_basement 0\n",
"yr_built 0\n",
"yr_renovated 0\n",
"zipcode 0\n",
"lat 0\n",
"long 0\n",
"sqft_living15 0\n",
"sqft_lot15 0\n",
"dtype: int64\n",
"\n",
"date False\n",
"price False\n",
"bedrooms False\n",
"bathrooms False\n",
"sqft_living False\n",
"sqft_lot False\n",
"floors False\n",
"waterfront False\n",
"view False\n",
"condition False\n",
"grade False\n",
"sqft_above False\n",
"sqft_basement False\n",
"yr_built False\n",
"yr_renovated False\n",
"zipcode False\n",
"lat False\n",
"long False\n",
"sqft_living15 False\n",
"sqft_lot15 False\n",
"dtype: bool\n",
"\n"
]
}
],
"source": [
"# Количество пустых значений признаков\n",
"print(df.isnull().sum())\n",
"\n",
"print()\n",
"\n",
"# Есть ли пустые значения признаков\n",
"print(df.isnull().any())\n",
"\n",
"print()\n",
"\n",
"# Процент пустых значений признаков\n",
"for i in df.columns:\n",
" null_rate = df[i].isnull().sum() / len(df) * 100\n",
" if null_rate > 0:\n",
" print(f\"{i} процент пустых значений: %{null_rate:.2f}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Пропущенных данных в датасете **не обнаружено**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Проверка набора данных на выбросы"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Количество выбросов в столбце 'price': 1146\n",
"Количество выбросов в столбце 'sqft_living': 572\n",
"Количество выбросов в столбце 'bathrooms': 571\n",
"Количество выбросов в столбце 'yr_built': 0\n"
]
},
{
"data": {
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r1izv+w3D0COPPKIXX3xRTqdTF110kZ577jn16tXLO09BQYHuvvtuffDBB7JarZo0aZL+8pe/KCwszCd1Ah1dYblLm7Kc2plTrBpPbb8Wi2rD414JYfrw9z/TF3u3Nno+q9WitLhQpcWFavKIrtqTV6Knlu7WJ9ty9bfV+/XlvhOyBEe20Goar6DMpXX7CyRJl/VNUKfohkPx0EC7fjK0s97bclQ5RZVavClb4wcmq1uc/7ataax/f3VEkpTRPdavdtp/W4+E2l/nvRw4CgAAAAAAmqhZQXpdf/Q61dXV2rx5s7Zt26YpU6b4oi5J0p/+9Cc999xzevnll9W/f39t2LBBU6dOVWRkpO655x5J0hNPPKGnn35aL7/8stLS0jR79myNHTtWO3bsUFBQ7c7QyZMnKycnR0uXLlV1dbWmTp2qO+64Q4sWLfJZrUBHdLy0Spn7Tmj/8TLvtbiwAPVPiVSvhDCFBtZ+ifmg9MQ5vadXYrieu3GYlu7I04P/2qItR4oUeNVvdKK0SrFh5oS2hmFo2c48uQ1D3WJD1L+RLWcCHTb9eEgnfbw1RwdPlOuDr49qTLpvWqEUV1brm5wSlVXVSJIsYbEyDKPFz67weAz9a2NtkH7N8M4t+q5z0fPkgaP7CNIBAAAAAEATNStInzt37mmvP/rooyot9V1AsWbNGl199dUaP368JKlbt2765z//qXXr1kmqDbLmzZunWbNm6eqrr5YkvfLKK0pMTNS7776r6667Tjt37tSSJUu0fv16DR8+XJL0zDPP6Morr9STTz6plJTT9wSuqqpSVVWV9/Pi4mKfrQto6/KLKxUw8iYtWpuluvNC0+JCNbRLlDpFBbdYcPuD9ES9N+0i3fryBu3NlxZvytZPhnU25eDO7TnFyimqlMNm0WV9E5q0ZofNqqvOS9HSHXnalVeiJdtzZe97WbNC76Lyav3rqyP698Yj2plbXO8A1+Cf/FF//+KA+qdEaGCnSIUHtcwBoF8eOKEjhRUKD7RrXP/kFnmHL/RIqA3SjxRWqLLarSCHzeSKAAAAAABAW2H15WQ33nijXnrpJZ/NN3LkSC1fvly7d++WJG3ZskVffPGFrrjiCknSgQMHlJubq9GjR3ufiYyM1IgRI5SZmSlJyszMVFRUlDdEl6TRo0fLarVq7dq1Z3z3nDlzFBkZ6f1ITU312boAfzZoyDAlJKWc/iMlVSljbtP5v/1Y9t7fk6HaAxxvvrCrfjQoRZ2jQ1p893PX2FD96+cZ8hQcUZnLrXc2ZXt3YLcae4C+3Fe7y/7C7rGKaEZAbbNaNLZ/os7rXNuiJuDCG/TLt7Y0ei1bjxTpoX9t0Yg5y/S7D3doR05tiN4pKlgDO0Wqb1K4DHeNyl1urT9YqJczD2ndgQK5PcbZJ2+if22o3Y1+1aAUBQf4bzgdGxqgyGCHDEPaf6zs7A8AAAAAAACc5NPDRjMzM73tVHzh17/+tYqLi9W3b1/ZbDa53W49/vjjmjx5siQpNzdXkpSYWP9gu8TERO+93NxcJSQk1Ltvt9sVExPjHXM6M2fO1IwZM7yfFxcXE6ajQzjTAabHSqr06Y5cHS91SZKqjn6jG3842pTDMqNCAlT56VNK+dkzcpZX66OtOZo0tLNs1pYN8evY+41WmcutiCC7NwhvDovFokt7xyss0K7/7jmmdzZl68v9J3Tf6N768dBOctjqf6/TWe7SJ9ty9ca6LG05UuS93jcpXDde2FVj+icqIfx/X4MTUlJ1zf97T5sOF+qos1KZ+09o77FSXTUwWRHBvtmdXlDm0sfbciT5d1sXqfbXu2dCmDYeKtS+Y6VKT2lcOx4AAAAAAIBmBekTJ06s97lhGMrJydGGDRs0e/ZsnxQmSW+99ZZef/11LVq0SP3799fmzZt13333KSUlxae92E8nMDBQgYH+eWAe0JoMw9DXR4r0+Z7jchuGgh02fb93vF58aqJSbvqheYVVluhHg1L0xvrDyimq1Ordx3R534SzP3eOCspccgwcK0nK6BEru/XcfrDHYrHo/G4xWvHMr9TjhkeU7azQQ//+Wr/7cIdGnDy4s8bt0e78Um3PLvIe5hpgs+rKgUm68cKuGtY1+vQ/CeBxq2dCmHrEh2pXXolW7z6mYyVVemP9YV05MEmdo0POqXZJWrjmoCqrPeqfEqEhqVHnPF9L6xEf6g3SAQAAAAAAGqtZQXpkZP0dmFarVX369NFjjz2mMWPG+KQwSXrwwQf161//Wtddd50kaeDAgTp06JDmzJmjKVOmKCmp9oC+vLw8JSf/ry9vXl6e90DUpKQk5efn15u3pqZGBQUF3ucBnF6N26NlO/O1K69EktQ9LlSj+iUoJMCnP8zSbNEhARrXP0nvbzmqrdlFSo0OVq/E8BZ95wuf7ZclIETxYYHq48N3efL3aPkvv6/Xvjyk51fv1/HSKi3bmXfKuPTkCP1ocIquGda50QetWiwW9U2KUEpUsD76Okf5JVV6d/NRXTkgSd1PHsDZHKVVNVr43wOSpGmX9TwlzB80ZJhycnLOOk+hs7DZNTRVj5Pr3ZtPkA4AAAAAABqvWWnYggULfF3HaZWXl8v6nd2eNptNHo9HkpSWlqakpCQtX77cG5wXFxdr7dq1uuuuuyRJGRkZcjqd2rhxo4YNGyZJWrFihTwej0aMGNEq6wDaogqXWx98fVQ5RZWyWqSLe8ZpcGpUs3qgFzqdSkg6/cG+35acnKwtmzY2ae60uFAN7xqtDYcKteKbfCVHBSsssGWC/hOlVXol86Ak6cLuMT7vBx/ksOm2S7pr6kVp2pZdpA2HClVWVSPDkHokhGpgp0h1jQ1t9vwRQQ5dM6yzPtmWq/3Hy/Th1hyNSU9U36TmtThZtPaQiitr1D0uVGP7n/qNyTO1CfquB8YPbNb7m6PnyQNH99EjHQAAAAAANME5pU0bN27Uzp07JUn9+/fXkCFDfFJUnR/+8Id6/PHH1aVLF/Xv31+bNm3SU089pZ/97GeSandZ3nffffr973+vXr16KS0tTbNnz1ZKSoomTJggSerXr5/GjRun22+/Xc8//7yqq6s1ffp0XXfddUpJOXuwB3REZVU1WrwpWyfKXAq0WzV+YLJSY5rfBsTjcTcqUJ1z06XNmv/C7rHKKihXfkmVlu3I09WDU1rk0NMXPz+gcpdbnuOHlBbX0+fz17FZLRqUGqVBZ2iVci47ve222t/PZTvztDO3RP/ZnqeqGk+Taywoc+n51fslST//fo9W609/rup2pO8/ViqPx5C1jdQNAAAAAADM1awgPT8/X9ddd51WrVqlqKgoSZLT6dRll12mN954Q/Hx8T4p7plnntHs2bP1i1/8Qvn5+UpJSdGdd96phx9+2DvmoYceUllZme644w45nU5dfPHFWrJkSb1DT19//XVNnz5do0aNktVq1aRJk/T000/7pEag3QmO0L++OiJnebVCA22aOKSzYkIDzK6qQTarRWP7J2nRuiwdKijXztwSpSf79iDJgjKXdzd69eb3Zbl2tE/nb4pz3elttVr0g/REBdit2nKkSKt2HVP4+RNPO/ZMfv/RDhWUudQnMVw/HtqpSc+aqXN0sAJsVlXVeJTtrDinbxABAAAAAICOo1mn5N19990qKSnR9u3bVVBQoIKCAm3btk3FxcW65557fFZceHi45s2bp0OHDqmiokL79u3T73//ewUE/C/Us1gseuyxx5Sbm6vKykotW7ZMvXv3rjdPTEyMFi1apJKSEhUVFemll15SWFjz+wID7VVJZbWCRt8rZ3m1woPs+slQ/w/R68SEBmhEWowk6bPdx1RWVePT+V/8fL/KXW4N6BQh95GvfTq3GSwWi77fO14XdKv9NYu65EZ9sfe4DMM467Of7zmmd77KlsUizZk0UA7buR242prsNqvS4mrb49AnHQAAAAAANFaz0o8lS5bor3/9q/r16+e9lp6ervnz5+uTTz7xWXEAWo+rxqM7X90oa2wXBTtsmjikk6JC2kaIXmdol2jFhwWqqsaj1buP+WzegjKXXl5zUJJ076jeDQ9uQywWizJ6xOqSXnGSpI2HCvXR1hy5Gmj1YonqpOmLNkmSbr6wq4Z2iW6VWn2pR0JtkL7vGEE6AAAAAABonGYF6R6PRw6H45TrDofDexAogLbl9x/t0Jp9J2RUV2rC4JQ2F6JLtS1eRvdLkMUi7ckv1X4fBaV/P7kbvX9KhEb3S/DJnP5kaJdonVjyjGwWi/YdK9M/12Xp0IlTD+PMLapU0Nj7VVRRrSFdovTQuL4mVHvu6nakHzjOgaMAAAAAAKBxmhWkX3755br33nt19OhR77Xs7Gzdf//9GjVqlM+KA9A63t5wWK9kHpIkuVa/qISIoLM84b8SIoK8u6RX7jomOYLPab7jpVXe3ej3je7dIoeY+oPyHSv1k2GdFRZol7OiWu9uPqq3NhzWugMF+upQoT7emqM3NxyWJThS6ckRWnjLBQoNPKfzqk3TPa7uwFGCdAAAAAAA0DjNCtKfffZZFRcXq1u3burRo4d69OihtLQ0FRcX65lnnvF1jQBa0N78Es16d5sk6d5RvdpF/+8L02IUGexQaVWNHMOadojmdz27Yq/KXG6d1zmyXe5G/7akyCBNHtFFQ1KjZLVIOUWVytx/Qp/vPa49J/uJ1+xdo9duG6HIkFN/Kqmt6B7PjnQAAAAAANA0zdpOmJqaqq+++krLli3TN998I0nq16+fRo8e7dPiALQsV41H976xWVU1Hl3SK073juqlOWYX5QN2m1Wj+ibonU3ZcvS9VGv3n9CI7rFNnifrRLleX1u7U/9X4/q2293o3xbksOl7veM1ODVKB0+U6UhhhSwWKTzIod4JYfrHwgWKCX3c7DLPSd2O9NziSp8fSgsAAAAAANqnJu1IX7FihdLT01VcXCyLxaIf/OAHuvvuu3X33Xfr/PPPV//+/fX555+3VK0AfGzust3afrRYUSEOPXnNIFmt7ScoTo0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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# Выбираем столбцы для анализа\n",
"columns_to_check = ['price', 'sqft_living', 'bathrooms', 'yr_built']\n",
"\n",
"# Функция для подсчета выбросов\n",
"def count_outliers(df, columns):\n",
" outliers_count = {}\n",
" for col in columns:\n",
" Q1 = df[col].quantile(0.25)\n",
" Q3 = df[col].quantile(0.75)\n",
" IQR = Q3 - Q1\n",
" lower_bound = Q1 - 1.5 * IQR\n",
" upper_bound = Q3 + 1.5 * IQR\n",
" \n",
" # Считаем количество выбросов\n",
" outliers = df[(df[col] < lower_bound) | (df[col] > upper_bound)]\n",
" outliers_count[col] = len(outliers)\n",
" \n",
" return outliers_count\n",
"\n",
"# Подсчитываем выбросы\n",
"outliers_count = count_outliers(df, columns_to_check)\n",
"\n",
"# Выводим количество выбросов для каждого столбца\n",
"for col, count in outliers_count.items():\n",
" print(f\"Количество выбросов в столбце '{col}': {count}\")\n",
" \n",
"# Создаем гистограммы\n",
"plt.figure(figsize=(15, 10))\n",
"for i, col in enumerate(columns_to_check, 1):\n",
" plt.subplot(2, 3, i)\n",
" sns.histplot(df[col], kde=True)\n",
" plt.title(f'Histogram of {col}')\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Признак `yr_built` не имеет выбросов, а для признаков `price`, `sqft_living` и `bathrooms` необходимо использовать метод решения проблемы выбросов. Так как в рассматриваемом наборе данных количество наблюдений достаточно велико (более 21 тыс.), то для решения проблемы выбросов данных воспользуемся методом удаления наблюдений с такими выбросами:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Количество удаленных строк: 1520\n"
]
}
],
"source": [
"# Выбираем столбцы для очистки\n",
"columns_to_clean = ['price', 'sqft_living', 'bathrooms']\n",
"\n",
"# Функция для удаления выбросов\n",
"def remove_outliers(df, columns):\n",
" for col in columns:\n",
" Q1 = df[col].quantile(0.25)\n",
" Q3 = df[col].quantile(0.75)\n",
" IQR = Q3 - Q1\n",
" lower_bound = Q1 - 1.5 * IQR\n",
" upper_bound = Q3 + 1.5 * IQR\n",
" \n",
" # Удаляем строки, содержащие выбросы\n",
" df = df[(df[col] >= lower_bound) & (df[col] <= upper_bound)]\n",
" \n",
" return df\n",
"\n",
"# Удаляем выбросы\n",
"df_cleaned = remove_outliers(df, columns_to_clean)\n",
"\n",
"# Выводим количество удаленных строк\n",
"print(f\"Количество удаленных строк: {len(df) - len(df_cleaned)}\")\n",
"\n",
"df = df_cleaned"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Оценим выбросы в выборке после удаления некоторых наблюдений:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Количество выбросов в столбце 'price': 211\n",
"Количество выбросов в столбце 'sqft_living': 34\n",
"Количество выбросов в столбце 'bathrooms': 0\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"columns_to_check = ['price', 'sqft_living', 'bathrooms']\n",
"\n",
"# Подсчитываем выбросы\n",
"outliers_count = count_outliers(df, columns_to_check)\n",
"\n",
"# Выводим количество выбросов для каждого столбца\n",
"for col, count in outliers_count.items():\n",
" print(f\"Количество выбросов в столбце '{col}': {count}\")\n",
" \n",
"# Создаем гистограммы\n",
"plt.figure(figsize=(15, 10))\n",
"for i, col in enumerate(columns_to_check, 1):\n",
" plt.subplot(2, 3, i)\n",
" sns.histplot(df[col], kde=True)\n",
" plt.title(f'Histogram of {col}')\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Судя по данным на диаграмме выше, количество выбросов значительно сократилось и не превышает допустимые диапозоны."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Разбиение датасета на выборки"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Средняя цена в обучающей выборке: 470646.91546391754\n",
"Средняя цена в контрольной выборке: 468579.52654280025\n",
"Средняя цена в тестовой выборке: 471598.4402786994\n",
"\n",
"Стандартное отклонение цены в обучающей выборке: 202445.70321089853\n",
"Стандартное отклонение цены в контрольной выборке: 202183.1175619316\n",
"Стандартное отклонение цены в тестовой выборке: 206393.61053704965\n",
"\n",
"Распределение по квартилам (обучающая):\n",
"0.25 313500.0\n",
"0.50 435000.0\n",
"0.75 594000.0\n",
"Name: price, dtype: float64\n",
"\n",
"Распределение по квартилам (контрольная):\n",
"0.25 313612.5\n",
"0.50 429925.0\n",
"0.75 595000.0\n",
"Name: price, dtype: float64\n",
"\n",
"Распределение по квартилам (тестовая):\n",
"0.25 312500.0\n",
"0.50 428500.0\n",
"0.75 595375.0\n",
"Name: price, dtype: float64\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"train_data, temp_data = train_test_split(df, test_size=0.3, random_state=42)\n",
"val_data, test_data = train_test_split(temp_data, test_size=0.5, random_state=42)\n",
"\n",
"# Средние значения цены\n",
"print(\"Средняя цена в обучающей выборке:\", train_data['price'].mean())\n",
"print(\"Средняя цена в контрольной выборке:\", val_data['price'].mean())\n",
"print(\"Средняя цена в тестовой выборке:\", test_data['price'].mean())\n",
"print()\n",
"\n",
"# Стандартное отклонение цены\n",
"print(\"Стандартное отклонение цены в обучающей выборке:\", train_data['price'].std())\n",
"print(\"Стандартное отклонение цены в контрольной выборке:\", val_data['price'].std())\n",
"print(\"Стандартное отклонение цены в тестовой выборке:\", test_data['price'].std())\n",
"print()\n",
"\n",
"# Проверка распределений по количеству объектов в диапазонах\n",
"print(\"Распределение по квартилам (обучающая):\")\n",
"print(train_data['price'].quantile([0.25, 0.5, 0.75]))\n",
"print()\n",
"print(\"Распределение по квартилам (контрольная):\")\n",
"print(val_data['price'].quantile([0.25, 0.5, 0.75]))\n",
"print()\n",
"print(\"Распределение по квартилам (тестовая):\")\n",
"print(test_data['price'].quantile([0.25, 0.5, 0.75]))\n",
"\n",
"# Построение гистограмм для каждой выборки\n",
"plt.figure(figsize=(12, 6))\n",
"\n",
"sns.histplot(train_data['price'], color='blue', label='Train', kde=True)\n",
"sns.histplot(val_data['price'], color='green', label='Validation', kde=True)\n",
"sns.histplot(test_data['price'], color='red', label='Test', kde=True)\n",
"\n",
"plt.legend()\n",
"plt.xlabel('Price')\n",
"plt.ylabel('Frequency')\n",
"plt.title('Распределение цены в обучающей, контрольной и тестовой выборках')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Выборки оказались **недостаточно сбалансированными**. Используем методы приращения данных *с избытком* и *с недостатком*:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from imblearn.over_sampling import RandomOverSampler\n",
"from imblearn.under_sampling import RandomUnderSampler\n",
"\n",
"def oversample(df, target_column):\n",
" X = df.drop(target_column, axis=1)\n",
" y = df[target_column]\n",
" \n",
" oversampler = RandomOverSampler(random_state=42)\n",
" x_resampled, y_resampled = oversampler.fit_resample(X, y)\n",
" \n",
" resampled_df = pd.concat([x_resampled, y_resampled], axis=1) \n",
" return resampled_df\n",
"\n",
"def undersample(df, target_column):\n",
" X = df.drop(target_column, axis=1)\n",
" y = df[target_column]\n",
" \n",
" undersampler = RandomUnderSampler(random_state=42)\n",
" x_resampled, y_resampled = undersampler.fit_resample(X, y)\n",
" \n",
" resampled_df = pd.concat([x_resampled, y_resampled], axis=1)\n",
" return resampled_df\n",
"\n",
"train_df_oversampled = oversample(train_data, 'price')\n",
"val_df_oversampled = oversample(val_data, 'price')\n",
"test_df_oversampled = oversample(test_data, 'price')\n",
"\n",
"train_df_undersampled = undersample(train_data, 'price')\n",
"val_df_undersampled = undersample(val_data, 'price')\n",
"test_df_undersampled = undersample(test_data, 'price')\n",
"\n",
"# Построение гистограмм для каждой выборки\n",
"plt.figure(figsize=(12, 6))\n",
"\n",
"sns.histplot(train_df_undersampled['price'], color='blue', label='Train', kde=True)\n",
"sns.histplot(val_df_undersampled['price'], color='green', label='Validation', kde=True)\n",
"sns.histplot(test_df_undersampled['price'], color='red', label='Test', kde=True)\n",
"\n",
"plt.legend()\n",
"plt.xlabel('Price')\n",
"plt.ylabel('Frequency')\n",
"plt.title('Распределение цены в обучающей, контрольной и тестовой выборках (андерсемплинг)')\n",
"plt.show()\n",
"\n",
"# Построение гистограмм для каждой выборки\n",
"plt.figure(figsize=(12, 6))\n",
"\n",
"sns.histplot(train_df_oversampled['price'], color='blue', label='Train', kde=True)\n",
"sns.histplot(val_df_oversampled['price'], color='green', label='Validation', kde=True)\n",
"sns.histplot(test_df_oversampled['price'], color='red', label='Test', kde=True)\n",
"\n",
"plt.legend()\n",
"plt.xlabel('Price')\n",
"plt.ylabel('Frequency')\n",
"plt.title('Распределение цены в обучающей, контрольной и тестовой выборках (оверсемплинг)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Датасет №2. Ближайшие к Земле объекты\n",
"\n",
"[**Ссылка**](https://www.kaggle.com/datasets/sameepvani/nasa-nearest-earth-objects)\n",
"\n",
"**Проблемная область**: Данный набор данных связан с наблюдением за объектами, которые проходят рядом с Землей.\n",
"\n",
"**Объекты наблюдения**: Объектами наблюдения являются \"Ближайшие к Земле объекты\", которые представляют собой астероиды или кометы, проходящие относительно близко к орбите Земли.\n",
"\n",
"**Атрибуты объектов:**\n",
"- `id` — уникальный идентификатор объекта.\n",
"- `name` — название или идентификатор объекта (например, имя или дата открытия).\n",
"- `est_diameter_min` — минимальный оценочный диаметр объекта (в километрах или других единицах).\n",
"- `est_diameter_max` — максимальный оценочный диаметр объекта.\n",
"- `relative_velocity` — относительная скорость объекта (по отношению к Земле) в км/ч.\n",
"- `miss_distance` — расстояние между объектом и Землей в момент его ближайшего прохождения (в километрах).\n",
"- `orbiting_body` — небесное тело, вокруг которого объект совершает орбитальное движение (в данном случае это Земля).\n",
"- `sentry_object` — булевый показатель (True/False), указывающий, отслеживается ли объект системой Sentry для оценки возможных столкновений в будущем.\n",
"- `absolute_magnitude` — абсолютная звездная величина объекта, которая помогает определить его яркость и, соответственно, размер.\n",
"- `hazardous` — булевый показатель (True/False), который указывает, представляет ли объект потенциальную опасность для Земли (включает анализ его размера, скорости и расстояния).\n",
"\n",
"**Бизнес-цель**: Разработка стратегии защиты планеты, создание технологий защиты, что может привести к увеличению инвестиций в аэрокосмическую индустрию и соответствующие разработки.\n",
"\n",
"**Техническая цель**: Оптимизация стратегии отклонения или разрушения опасных объектов.\n",
"\n",
"**Входные данные**: Данные о космических объектах, включая все признаки (диаметр объекта, расстояние между объектом и Землей и др.).\n",
"\n",
"**Целевая переменная**: Опасность (`hazardous`)."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" id \n",
" name \n",
" est_diameter_min \n",
" est_diameter_max \n",
" relative_velocity \n",
" miss_distance \n",
" orbiting_body \n",
" sentry_object \n",
" absolute_magnitude \n",
" hazardous \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 2162635 \n",
" 162635 (2000 SS164) \n",
" 1.198271 \n",
" 2.679415 \n",
" 13569.249224 \n",
" 5.483974e+07 \n",
" Earth \n",
" False \n",
" 16.73 \n",
" False \n",
" \n",
" \n",
" 1 \n",
" 2277475 \n",
" 277475 (2005 WK4) \n",
" 0.265800 \n",
" 0.594347 \n",
" 73588.726663 \n",
" 6.143813e+07 \n",
" Earth \n",
" False \n",
" 20.00 \n",
" True \n",
" \n",
" \n",
" 2 \n",
" 2512244 \n",
" 512244 (2015 YE18) \n",
" 0.722030 \n",
" 1.614507 \n",
" 114258.692129 \n",
" 4.979872e+07 \n",
" Earth \n",
" False \n",
" 17.83 \n",
" False \n",
" \n",
" \n",
" 3 \n",
" 3596030 \n",
" (2012 BV13) \n",
" 0.096506 \n",
" 0.215794 \n",
" 24764.303138 \n",
" 2.543497e+07 \n",
" Earth \n",
" False \n",
" 22.20 \n",
" False \n",
" \n",
" \n",
" 4 \n",
" 3667127 \n",
" (2014 GE35) \n",
" 0.255009 \n",
" 0.570217 \n",
" 42737.733765 \n",
" 4.627557e+07 \n",
" Earth \n",
" False \n",
" 20.09 \n",
" True \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" id name est_diameter_min est_diameter_max \\\n",
"0 2162635 162635 (2000 SS164) 1.198271 2.679415 \n",
"1 2277475 277475 (2005 WK4) 0.265800 0.594347 \n",
"2 2512244 512244 (2015 YE18) 0.722030 1.614507 \n",
"3 3596030 (2012 BV13) 0.096506 0.215794 \n",
"4 3667127 (2014 GE35) 0.255009 0.570217 \n",
"\n",
" relative_velocity miss_distance orbiting_body sentry_object \\\n",
"0 13569.249224 5.483974e+07 Earth False \n",
"1 73588.726663 6.143813e+07 Earth False \n",
"2 114258.692129 4.979872e+07 Earth False \n",
"3 24764.303138 2.543497e+07 Earth False \n",
"4 42737.733765 4.627557e+07 Earth False \n",
"\n",
" absolute_magnitude hazardous \n",
"0 16.73 False \n",
"1 20.00 True \n",
"2 17.83 False \n",
"3 22.20 False \n",
"4 20.09 True "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"df = pd.read_csv(\".//static//csv//neo_v2.csv\")\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Отбросим признаки `orbiting_body` и `sentry_object`, так как все они имеют одинаковое значение во всех записях. Также отбросим признак `name`, так как он не будет иметь пользу при прогнозировании опасности объекта."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"df = df.drop(columns=['name', 'orbiting_body', 'sentry_object'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Получение сведений о пропущенных данных"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"id 0\n",
"est_diameter_min 0\n",
"est_diameter_max 0\n",
"relative_velocity 0\n",
"miss_distance 0\n",
"absolute_magnitude 0\n",
"hazardous 0\n",
"dtype: int64\n",
"\n",
"id False\n",
"est_diameter_min False\n",
"est_diameter_max False\n",
"relative_velocity False\n",
"miss_distance False\n",
"absolute_magnitude False\n",
"hazardous False\n",
"dtype: bool\n",
"\n"
]
}
],
"source": [
"# Количество пустых значений признаков\n",
"print(df.isnull().sum())\n",
"\n",
"print()\n",
"\n",
"# Есть ли пустые значения признаков\n",
"print(df.isnull().any())\n",
"\n",
"print()\n",
"\n",
"# Процент пустых значений признаков\n",
"for i in df.columns:\n",
" null_rate = df[i].isnull().sum() / len(df) * 100\n",
" if null_rate > 0:\n",
" print(f\"{i} процент пустых значений: %{null_rate:.2f}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Пропущенных данных в датасете **не обнаружено**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Проверка набора данных на выбросы"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Количество выбросов в столбце 'est_diameter_min': 8306\n",
"Количество выбросов в столбце 'est_diameter_max': 8306\n",
"Количество выбросов в столбце 'relative_velocity': 1574\n",
"Количество выбросов в столбце 'miss_distance': 0\n",
"Количество выбросов в столбце 'absolute_magnitude': 101\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# Выбираем столбцы для анализа\n",
"columns_to_check = ['est_diameter_min', 'est_diameter_max', 'relative_velocity', 'miss_distance', 'absolute_magnitude']\n",
"\n",
"# Функция для подсчета выбросов\n",
"def count_outliers(df, columns):\n",
" outliers_count = {}\n",
" for col in columns:\n",
" Q1 = df[col].quantile(0.25)\n",
" Q3 = df[col].quantile(0.75)\n",
" IQR = Q3 - Q1\n",
" lower_bound = Q1 - 1.5 * IQR\n",
" upper_bound = Q3 + 1.5 * IQR\n",
" \n",
" # Считаем количество выбросов\n",
" outliers = df[(df[col] < lower_bound) | (df[col] > upper_bound)]\n",
" outliers_count[col] = len(outliers)\n",
" \n",
" return outliers_count\n",
"\n",
"# Подсчитываем выбросы\n",
"outliers_count = count_outliers(df, columns_to_check)\n",
"\n",
"# Выводим количество выбросов для каждого столбца\n",
"for col, count in outliers_count.items():\n",
" print(f\"Количество выбросов в столбце '{col}': {count}\")\n",
" \n",
"# Создаем гистограммы\n",
"plt.figure(figsize=(15, 10))\n",
"for i, col in enumerate(columns_to_check, 1):\n",
" plt.subplot(2, 3, i)\n",
" sns.histplot(df[col], kde=True)\n",
" plt.title(f'Histogram of {col}')\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Признак `miss_distance` не имеет выбросов, у признака `absolute_magnitude` количество выбросов находится в приемлемом диапазоне, а для признаков `est_diameter_min`, `est_diameter_max` и `relative_velocity` необходимо использовать метод решения проблемы выбросов. Воспользуемся методом усреднения значений:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"columns_to_fix = ['est_diameter_min', 'est_diameter_max', 'relative_velocity']\n",
"\n",
"for column in columns_to_fix:\n",
" q1 = df[column].quantile(0.25)\n",
" q3 = df[column].quantile(0.75)\n",
" iqr = q3 - q1\n",
"\n",
" # Определяем границы для выбросов\n",
" lower_bound = q1 - 1.5 * iqr\n",
" upper_bound = q3 + 1.5 * iqr\n",
"\n",
" # Устраняем выбросы: заменяем значения ниже нижней границы на саму нижнюю границу, а выше верхней — на верхнюю\n",
" df[column] = df[column].apply(lambda x: lower_bound if x < lower_bound else upper_bound if x > upper_bound else x)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Оценим выбросы в выборке после усреднения:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Количество выбросов в столбце 'est_diameter_min': 0\n",
"Количество выбросов в столбце 'est_diameter_max': 0\n",
"Количество выбросов в столбце 'relative_velocity': 0\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"columns_to_check = ['est_diameter_min', 'est_diameter_max', 'relative_velocity']\n",
"\n",
"# Подсчитываем выбросы\n",
"outliers_count = count_outliers(df, columns_to_check)\n",
"\n",
"# Выводим количество выбросов для каждого столбца\n",
"for col, count in outliers_count.items():\n",
" print(f\"Количество выбросов в столбце '{col}': {count}\")\n",
" \n",
"# Создаем гистограммы\n",
"plt.figure(figsize=(15, 10))\n",
"for i, col in enumerate(columns_to_check, 1):\n",
" plt.subplot(2, 3, i)\n",
" sns.histplot(df[col], kde=True)\n",
" plt.title(f'Histogram of {col}')\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Судя по данным на диаграмме выше, нам удалось избавиться от выбросов в соответствующих признаках."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Разбиение датасета на выборки"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Обучающая выборка: (63585, 7)\n",
"hazardous\n",
"False 57399\n",
"True 6186\n",
"Name: count, dtype: int64\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Контрольная выборка: (13625, 7)\n",
"hazardous\n",
"False 12315\n",
"True 1310\n",
"Name: count, dtype: int64\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Тестовая выборка: (13626, 7)\n",
"hazardous\n",
"False 12282\n",
"True 1344\n",
"Name: count, dtype: int64\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"train_data, temp_data = train_test_split(df, test_size=0.3, random_state=42)\n",
"val_data, test_data = train_test_split(temp_data, test_size=0.5, random_state=42)\n",
"\n",
"print(\"Обучающая выборка: \", train_data.shape)\n",
"print(train_data.hazardous.value_counts())\n",
"hazardous_counts = train_data['hazardous'].value_counts()\n",
"plt.figure(figsize=(2, 2))\n",
"plt.pie(hazardous_counts, labels=hazardous_counts.index, autopct='%1.1f%%', startangle=90)\n",
"plt.title('Распределение классов hazardous в обучающей выборке')\n",
"plt.show()\n",
"\n",
"print(\"Контрольная выборка: \", val_data.shape)\n",
"print(val_data.hazardous.value_counts())\n",
"hazardous_counts = val_data['hazardous'].value_counts()\n",
"plt.figure(figsize=(2, 2))\n",
"plt.pie(hazardous_counts, labels=hazardous_counts.index, autopct='%1.1f%%', startangle=90)\n",
"plt.title('Распределение классов hazardous в контрольной выборке')\n",
"plt.show()\n",
"\n",
"print(\"Тестовая выборка: \", test_data.shape)\n",
"print(test_data.hazardous.value_counts())\n",
"hazardous_counts = test_data['hazardous'].value_counts()\n",
"plt.figure(figsize=(2, 2))\n",
"plt.pie(hazardous_counts, labels=hazardous_counts.index, autopct='%1.1f%%', startangle=90)\n",
"plt.title('Распределение классов hazardous в тестовой выборке')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Как видно из круговых диаграмм, распределение классов сильно смещено, что может привести к проблемам в обучении модели, так как модель будет обучаться в основном на одном классе. В таком случае имеет смысл рассмотреть методы аугментации данных."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Аугментация данных методом оверсемплинга\n",
"\n",
"Этот метод увеличивает количество примеров меньшинства."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Обучающая выборка после оверсемплинга: (115166, 7)\n",
"hazardous\n",
"True 57767\n",
"False 57399\n",
"Name: count, dtype: int64\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from imblearn.over_sampling import ADASYN\n",
"\n",
"# Создание экземпляра ADASYN\n",
"ada = ADASYN()\n",
"\n",
"# Применение ADASYN\n",
"X_resampled, y_resampled = ada.fit_resample(train_data.drop(columns=['hazardous']), train_data['hazardous'])\n",
"\n",
"# Создание нового DataFrame\n",
"df_train_adasyn = pd.DataFrame(X_resampled)\n",
"df_train_adasyn['hazardous'] = y_resampled # Добавление целевой переменной\n",
"\n",
"# Вывод информации о новой выборке\n",
"print(\"Обучающая выборка после оверсемплинга: \", df_train_adasyn.shape)\n",
"print(df_train_adasyn['hazardous'].value_counts())\n",
"hazardous_counts = df_train_adasyn['hazardous'].value_counts()\n",
"plt.figure(figsize=(2, 2))\n",
"plt.pie(hazardous_counts, labels=hazardous_counts.index, autopct='%1.1f%%', startangle=90)\n",
"plt.title('Распределение классов hazardous в обучающей выборке после оверсемплинга')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Аугментация данных методом андерсемплинга\n",
"\n",
"Проведём также приращение данных методом выборки с недостатком (андерсемплинг). Этот метод помогает сбалансировать выборку, уменьшая количество экземпляров класса большинства, чтобы привести его в соответствие с классом меньшинства."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Обучающая выборка после андерсемплинга: (12372, 7)\n",
"hazardous\n",
"False 6186\n",
"True 6186\n",
"Name: count, dtype: int64\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from imblearn.under_sampling import RandomUnderSampler\n",
"\n",
"rus = RandomUnderSampler()\n",
"\n",
"# Применение RandomUnderSampler\n",
"X_resampled, y_resampled = rus.fit_resample(train_data.drop(columns=['hazardous']), train_data['hazardous'])\n",
"\n",
"# Создание нового DataFrame\n",
"df_train_undersampled = pd.DataFrame(X_resampled)\n",
"df_train_undersampled['hazardous'] = y_resampled # Добавление целевой переменной\n",
"\n",
"# Вывод информации о новой выборке\n",
"print(\"Обучающая выборка после андерсемплинга: \", df_train_undersampled.shape)\n",
"print(df_train_undersampled['hazardous'].value_counts())\n",
"\n",
"# Визуализация распределения классов\n",
"hazardous_counts = df_train_undersampled['hazardous'].value_counts()\n",
"plt.figure(figsize=(2, 2))\n",
"plt.pie(hazardous_counts, labels=hazardous_counts.index, autopct='%1.1f%%', startangle=90)\n",
"plt.title('Распределение классов hazardous в обучающей выборке после андерсемплинга')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Датасет №3. Данные о диабете индейцев Пима\n",
"\n",
"[**Ссылка**](https://www.kaggle.com/datasets/uciml/pima-indians-diabetes-database)\n",
"\n",
"**Проблемная область**: Данный набор данных связан с наблюдением о наличии диабета у женщин из группы коренного народа Пима, основываясь на медицинских показателях. Диабет является хроническим заболеванием, которое требует длительного лечения и оказывает значительное влияние на качество жизни пациентов.\n",
"\n",
"**Объекты наблюдения**: Каждая строка (запись) в наборе данных соответствует одному пациенту из группы индейцев Пима.\n",
"\n",
"**Атрибуты объектов:**\n",
"- `Pregnancies` - количество беременностей у пациента.\n",
"- `Glucose` - уровень глюкозы в крови.\n",
"- `BloodPressure` - диастолическое артериальное давление (мм рт. ст.).\n",
"- `SkinThickness` - толщина кожной складки на трицепсе (мм).\n",
"- `Insulin` - уровень инсулина в сыворотке крови (мЕд/мл).\n",
"- `BMI` - индекс массы тела (вес в кг/кв. м роста).\n",
"- `DiabetesPedigreeFunction` - коэффициент наследственной предрасположенности к диабету.\n",
"- `Age` - возраст пациента.\n",
"- `Outcome` - целевой признак, показывающий наличие (1) или отсутствие (0) диабета.\n",
"\n",
"**Бизнес-цель**: Оптимизация страховых предложений. Страховые компании могут предложить индивидуализированные тарифы, исходя из вероятности возникновения у пациента диабета, что позволит снизить риски и сделать страхование доступнее.\n",
"\n",
"**Техническая цель**: Разработка предсказательной модели для классификации пациентов по риску. На основании этого риска можно сформировать динамические предложения для клиентов.\n",
"\n",
"**Входные данные**: Данные о пациентах.\n",
"\n",
"**Целевая переменная**: Диагноз диабета (`Outcome`)."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Pregnancies \n",
" Glucose \n",
" BloodPressure \n",
" SkinThickness \n",
" Insulin \n",
" BMI \n",
" DiabetesPedigreeFunction \n",
" Age \n",
" Outcome \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 6 \n",
" 148 \n",
" 72 \n",
" 35 \n",
" 0 \n",
" 33.6 \n",
" 0.627 \n",
" 50 \n",
" 1 \n",
" \n",
" \n",
" 1 \n",
" 1 \n",
" 85 \n",
" 66 \n",
" 29 \n",
" 0 \n",
" 26.6 \n",
" 0.351 \n",
" 31 \n",
" 0 \n",
" \n",
" \n",
" 2 \n",
" 8 \n",
" 183 \n",
" 64 \n",
" 0 \n",
" 0 \n",
" 23.3 \n",
" 0.672 \n",
" 32 \n",
" 1 \n",
" \n",
" \n",
" 3 \n",
" 1 \n",
" 89 \n",
" 66 \n",
" 23 \n",
" 94 \n",
" 28.1 \n",
" 0.167 \n",
" 21 \n",
" 0 \n",
" \n",
" \n",
" 4 \n",
" 0 \n",
" 137 \n",
" 40 \n",
" 35 \n",
" 168 \n",
" 43.1 \n",
" 2.288 \n",
" 33 \n",
" 1 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n",
"0 6 148 72 35 0 33.6 \n",
"1 1 85 66 29 0 26.6 \n",
"2 8 183 64 0 0 23.3 \n",
"3 1 89 66 23 94 28.1 \n",
"4 0 137 40 35 168 43.1 \n",
"\n",
" DiabetesPedigreeFunction Age Outcome \n",
"0 0.627 50 1 \n",
"1 0.351 31 0 \n",
"2 0.672 32 1 \n",
"3 0.167 21 0 \n",
"4 2.288 33 1 "
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"df = pd.read_csv(\".//static//csv//diabetes.csv\")\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Получение сведений о пропущенных данных"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Pregnancies 0\n",
"Glucose 0\n",
"BloodPressure 0\n",
"SkinThickness 0\n",
"Insulin 0\n",
"BMI 0\n",
"DiabetesPedigreeFunction 0\n",
"Age 0\n",
"Outcome 0\n",
"dtype: int64\n",
"\n",
"Pregnancies False\n",
"Glucose False\n",
"BloodPressure False\n",
"SkinThickness False\n",
"Insulin False\n",
"BMI False\n",
"DiabetesPedigreeFunction False\n",
"Age False\n",
"Outcome False\n",
"dtype: bool\n",
"\n"
]
}
],
"source": [
"# Количество пустых значений признаков\n",
"print(df.isnull().sum())\n",
"\n",
"print()\n",
"\n",
"# Есть ли пустые значения признаков\n",
"print(df.isnull().any())\n",
"\n",
"print()\n",
"\n",
"# Процент пустых значений признаков\n",
"for i in df.columns:\n",
" null_rate = df[i].isnull().sum() / len(df) * 100\n",
" if null_rate > 0:\n",
" print(f\"{i} процент пустых значений: %{null_rate:.2f}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Пропущенных данных в датасете **не обнаружено**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Проверка набора данных на выбросы"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Количество выбросов в столбце 'Pregnancies': 4\n",
"Количество выбросов в столбце 'Glucose': 5\n",
"Количество выбросов в столбце 'BloodPressure': 45\n",
"Количество выбросов в столбце 'SkinThickness': 1\n",
"Количество выбросов в столбце 'Insulin': 34\n",
"Количество выбросов в столбце 'BMI': 19\n",
"Количество выбросов в столбце 'DiabetesPedigreeFunction': 29\n",
"Количество выбросов в столбце 'Age': 9\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# Выбираем столбцы для анализа\n",
"columns_to_check = ['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin', 'BMI', 'DiabetesPedigreeFunction', 'Age']\n",
"\n",
"# Функция для подсчета выбросов\n",
"def count_outliers(df, columns):\n",
" outliers_count = {}\n",
" for col in columns:\n",
" Q1 = df[col].quantile(0.25)\n",
" Q3 = df[col].quantile(0.75)\n",
" IQR = Q3 - Q1\n",
" lower_bound = Q1 - 1.5 * IQR\n",
" upper_bound = Q3 + 1.5 * IQR\n",
" \n",
" # Считаем количество выбросов\n",
" outliers = df[(df[col] < lower_bound) | (df[col] > upper_bound)]\n",
" outliers_count[col] = len(outliers)\n",
" \n",
" return outliers_count\n",
"\n",
"# Подсчитываем выбросы\n",
"outliers_count = count_outliers(df, columns_to_check)\n",
"\n",
"# Выводим количество выбросов для каждого столбца\n",
"for col, count in outliers_count.items():\n",
" print(f\"Количество выбросов в столбце '{col}': {count}\")\n",
" \n",
"# Создаем гистограммы\n",
"plt.figure(figsize=(15, 10))\n",
"for i, col in enumerate(columns_to_check, 1):\n",
" plt.subplot(2, 4, i)\n",
" sns.histplot(df[col], kde=True)\n",
" plt.title(f'Histogram of {col}')\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Объемы выбросов по различным признакам оказались в приемлемых границах. Усреднение выбросов не требуется."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Разбиение датасета на выборки"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Обучающая выборка: (537, 9)\n",
"Outcome\n",
"0 349\n",
"1 188\n",
"Name: count, dtype: int64\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Контрольная выборка: (115, 9)\n",
"Outcome\n",
"0 78\n",
"1 37\n",
"Name: count, dtype: int64\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Тестовая выборка: (116, 9)\n",
"Outcome\n",
"0 73\n",
"1 43\n",
"Name: count, dtype: int64\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"train_data, temp_data = train_test_split(df, test_size=0.3, random_state=42)\n",
"val_data, test_data = train_test_split(temp_data, test_size=0.5, random_state=42)\n",
"\n",
"print(\"Обучающая выборка: \", train_data.shape)\n",
"print(train_data.Outcome.value_counts())\n",
"outcome_counts = train_data['Outcome'].value_counts()\n",
"plt.figure(figsize=(2, 2))\n",
"plt.pie(outcome_counts, labels=outcome_counts.index, autopct='%1.1f%%', startangle=90)\n",
"plt.title('Распределение классов Outcome в обучающей выборке')\n",
"plt.show()\n",
"\n",
"print(\"Контрольная выборка: \", val_data.shape)\n",
"print(val_data.Outcome.value_counts())\n",
"outcome_counts = val_data['Outcome'].value_counts()\n",
"plt.figure(figsize=(2, 2))\n",
"plt.pie(outcome_counts, labels=outcome_counts.index, autopct='%1.1f%%', startangle=90)\n",
"plt.title('Распределение классов Outcome в контрольной выборке')\n",
"plt.show()\n",
"\n",
"print(\"Тестовая выборка: \", test_data.shape)\n",
"print(test_data.Outcome.value_counts())\n",
"outcome_counts = test_data['Outcome'].value_counts()\n",
"plt.figure(figsize=(2, 2))\n",
"plt.pie(outcome_counts, labels=outcome_counts.index, autopct='%1.1f%%', startangle=90)\n",
"plt.title('Распределение классов Outcome в тестовой выборке')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Как видно из круговых диаграмм, распределение классов достаточно смещено, что может привести к проблемам в обучении модели, так как модель будет обучаться в большей степени на одном классе. В таком случае имеет смысл рассмотреть методы аугментации данных."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Аугментация данных методом оверсемплинга\n",
"\n",
"Этот метод увеличивает количество примеров меньшинства."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Обучающая выборка после оверсемплинга: (677, 9)\n",
"Outcome\n",
"0 349\n",
"1 328\n",
"Name: count, dtype: int64\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from imblearn.over_sampling import ADASYN\n",
"\n",
"# Создание экземпляра ADASYN\n",
"ada = ADASYN()\n",
"\n",
"# Применение ADASYN\n",
"X_resampled, y_resampled = ada.fit_resample(train_data.drop(columns=['Outcome']), train_data['Outcome'])\n",
"\n",
"# Создание нового DataFrame\n",
"df_train_adasyn = pd.DataFrame(X_resampled)\n",
"df_train_adasyn['Outcome'] = y_resampled # Добавление целевой переменной\n",
"\n",
"# Вывод информации о новой выборке\n",
"print(\"Обучающая выборка после оверсемплинга: \", df_train_adasyn.shape)\n",
"print(df_train_adasyn['Outcome'].value_counts())\n",
"counts = df_train_adasyn['Outcome'].value_counts()\n",
"plt.figure(figsize=(2, 2))\n",
"plt.pie(counts, labels=counts.index, autopct='%1.1f%%', startangle=90)\n",
"plt.title('Распределение классов Outcome в обучающей выборке после оверсемплинга')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Аугментация данных методом андерсемплинга\n",
"\n",
"Проведём также приращение данных методом выборки с недостатком (андерсемплинг). Этот метод помогает сбалансировать выборку, уменьшая количество экземпляров класса большинства, чтобы привести его в соответствие с классом меньшинства."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Обучающая выборка после андерсемплинга: (376, 9)\n",
"Outcome\n",
"0 188\n",
"1 188\n",
"Name: count, dtype: int64\n"
]
},
{
"data": {
"image/png": 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h+0d+pqbPysoScrlcDB8+XD9MV78kJiYWOq+C+52Pj48AIJYvX64fZqqsNm7cKACIqVOnGszv1VdfFTKZTFy5ckU/DIAAII4fP64fdv36daFSqUSPHj2M4hUi73zj7e0t2rRpY1R/mVvOhQEgRowYYTS8W7duBnWcuetoTn2ss3PnTgFA/Pnnn/phBevWsp6XTK1/dHS0kMlkBnXZgAEDhJ2dndG4a9euNdq/hMiriwGIkSNHFjluSeI3d9/o37+/kMvl4tixY0bx6sr4888/F3Z2duLy5csGf//444+FQqEQN27cEEL8d5z36dNHWFlZibt37+rH7dChg+jbt69RPVDYsXTs2DEBQCxbtsxgeG5urgAgoqKi9MNM1c3m5iq6Y37t2rVG629nZ2dwDOuWY6qsdEztI6tXrxYAxL59+wqdzpRSNR3p2LEjqlatiho1auCNN96Avb09fvnlF/2T10qlUv/Aikajwf3792Fvb4+AgACcOHFCP5/169fD3d0d7777rtEyytL2rX///nBwcNB/f/XVV+Ht7a2/GnLy5EnExMSgb9++uH//PpKSkpCUlISMjAx06NAB+/btM7iNAuTdLlGpVEUud8OGDdBqtejdu7d+nklJSfDy8kKdOnWMbt/qbucolcpC57l27Vo4OTmhU6dOBvMMCgqCvb290Txzc3MNxktKSiry1yeQd7tp3rx5mDBhgtFtsrVr1+LZZ59FYGCgwTx1zYVM3ZI25ejRo+jduzd69eqFmTNnmhzHnPIAoL8rAQAPHjxAamoq2rZta7Bvbdy4EVqtFhMnTjR6eEq3b+3cuRNpaWn4+OOPjbatbpzjx4/j3r17GD58uME43bp1Q2BgoFGTAa1Wqy+jkydP4ocffoC3t7f+ykxxCt7+bdu2La5du1bi9c8vIyMDPXr0gIuLC1avXg2FQgEAUCgU+vbDWq0WycnJUKvVaNasmcl59erVC1WrVtV/12g02L59O8LDw1GzZk398GeffVbf5EFHd+yNGTPGYPjYsWMBwKgczeHs7Ixz584hJiamxNMCeWWXlJSEa9euYfbs2VAoFAgODi5ymt9//x0tWrRAmzZt9MPs7e0xdOhQxMXF6ZvTAHnl+/777xtMX3B9nZyc8Morr2D16tX6W+0ajQZr1qxBeHg47OzsAPzXU4nutmZhSrpNMzMzkZSUhC1btsDJyQmDBg0ymNfo0aORnZ2NXbt2FblccwghsH79erz88ssQQhjUJyEhIUhNTS10H96wYQOOHTuGL7/8skTLTE1NRVJSEm7cuIEZM2ZAq9Xq6678kpOT9ecAc3h6eqJfv37676bK6vfff4dCoTDqJWXs2LEQQmDr1q0Gw1u1aoWgoCD995o1a+KVV17B9u3bjZqP3b9/HyEhIXBwcMDmzZsN6qaylHNJmbuO5tTHOuaeF8tyXspfh2ZkZCApKQmtW7eGEAL//POP0fgFz6lpaWkm56s71xaXK5Q0/uL2Da1Wi40bN+Lll1/WPz+Xn66M165di7Zt28LFxcVguR07doRGozFqjtK0aVPUr18fP/74IwDg+vXr2Lt3r0EzjNIy93yfX1G5ik5aWprR9iqN/PtIVlYWkpKS8PzzzwNAiY+fUjUdWbBgAerWrQsrKyt4enoiICDA4ODRarWYO3cuFi5ciNjYWINKQte8BMhrchIQEAArq/J9b06dOnUMvstkMvj7++vb/ehOzAMGDCh0HqmpqXBxcdF/T0pKMppvQTExMRBCFDpewSYeuv5hi+o/OSYmBqmpqYV2CXbv3j2D7zt27DBIhswxadIkVKtWDcOGDTNq3xQTE4MLFy4UOs+CyzclPj4e3bp1Q0ZGBu7fv1/ojyhzygMAfv31V0ydOhUnT540aM+Wf75Xr16FXC5HvXr1Cp2PrslTYbdlgbyKBchrL1tQYGAgDhw4YDDs5s2bBmXl7e2N9evXm9VHtkqlMipnFxcXo7b45qx/fkOGDMHVq1fx119/GRx/ALBixQp89dVXuHjxInJzc/XDC95OMzUsMTERjx49Mrm/BwQEGNzmv379OuRyOfz9/Q3G8/LygrOzs76cS2LKlCl45ZVXULduXTRo0ABdunRBv3798Nxzz5k1fdOmTfX/VyqVmD9/vskmY/ldv34dLVu2NBqu+yF1/fp1NGjQADKZDNWqVYOjo6PBeLq6Mn8bxP79+2PNmjXYv38/2rVrh127diEhIcEgkWvSpAlUKhWioqLw7bff6uum3Nxco3qlJNt05syZ+h++TZo0MZqXbr0KtrMujcTERKSkpGDx4sWF3h42VZ9oNBp88sknePPNN83etjr5b3nL5XJ89tlnJvsxz398e3h4YMiQIYiKitL/KM1PJpOhbt26RgljwbK6fv06qlWrZnDRJ/94Bfd5U8dR3bp1kZmZicTERHh5eemHd+/eHZcuXYKHh4dRW+jSlnNpmLuO5tTHOuaeF8tyXrpx4wYmTpyIzZs3G9WvqampBt8zMjLMPqfqkjonJ6cixytp/MXtGzKZDA8fPizyXKZb7unTp0tUbhEREVi8eDHGjRuH5cuXo3Xr1sXmQuYw93yfX1G5ik7+iwVlkZycjKioKPz0009G5VJwHylOqTLcFi1amPzVpPPFF19gwoQJGDRoED7//HO4urpCLpdj9OjRRleKpaCLYebMmYW2Wcy/8XNycnDnzp1i231qtVrIZDJs3brVZAVdcIe6e/cuABhUoKbm6eHhgVWrVpn8e8EDpmXLlpg6darBsPnz52PTpk0mp79w4QKWL1+OlStXmmzrrdVq0bBhQ3z99dcmp69Ro0ahsetcuXIFTZs2xezZs9GvXz+sWLHC5I8cc8pj//79CAsLQ7t27bBw4UJ4e3ujSpUqWLZsmdEDjFLw9PTEypUrAeQdjEuXLkWXLl1w4MABNGzYsMhpTe0zBZV0/efOnYvVq1dj5cqVRvv6ypUrMXDgQISHh+ODDz6Ah4cHFAoFoqOj9T9C8sv/C7+0ynKnquBVvXbt2uHq1avYtGkTduzYge+//x6zZ8/GokWLEBkZWez8Vq5cCU9PT2RlZWHPnj0YMWIEVCpVuVytKUlZhYSE6Pebdu3aYeXKlfDy8jJoK+7p6Yl58+ZhxIgRqFu3rsH0+a/Cl3Sb9uvXD/379zf5vEl509W7b731VqEXOUwl0kuWLEFcXBy2b99e4mXOmjULjRo1Qm5uLo4dO4apU6fCysoKkyZNMhhv/fr1cHR0RGZmJn755RdMmzYNjo6O+PDDD43mWR7HQVldvHgRW7duRe/evTF27FgsW7ZM/7fSlvOTwtzzYmnPSxqNBp06dUJycjI++ugjBAYGws7ODvHx8Rg4cKBRjqJSqbBlyxaDYfv378eUKVOM5q37kVXwwc3yjL8stFotOnXqZHK/BmBUtwB5+9GHH36Iw4cPY8WKFSV+bqQw5mzn/IrLVXQmTpyof8ZL5+WXXy5xfL1798Zff/2FDz74AI0bN4a9vT20Wi26dOlS4jzWIq9gX7duHV588UUsWbLEYHhKSgrc3d313/38/HDkyBGTV2XKouCtZCEErly5oq9cdA9ZOjo6Fvngk86pU6eQm5tb5I8L3XyFEPD19TW5wxZ0/vx5yGQyk1dL889z165deOGFF8yq4N3d3Y3WqagHQ8aPH4/GjRvj9ddfL3T5p06dQocOHUqdJOma7Xh6emLTpk0YO3YsQkNDjX4kmFMe69evh0qlwvbt2w1uOeU/0eji1mq1OH/+fKE/pnT7wdmzZ42utOroXkBx6dIlo1vOly5dMnpBhUqlMij/sLAwuLq6Yv78+YX2xlES5q4/kHcyGDduHEaPHo0333zT6O/r1q1D7dq1sWHDBoNtWzAJKUzVqlVhY2NjsunGpUuXDL77+PhAq9UiJibGoBlNQkICUlJSDMrRxcXF4G2AwH8/dgtydXVFREQEIiIikJ6ejnbt2mHy5MlmJdovvPCC/oTYvXt3nDt3DtHR0UUm2j4+PkbrBuQlPrq/A3lXj3fs2IG0tDSDq32XL1+GVqs1OBErFAr07dsXy5cvx/Tp07Fx40YMGTLE6IdXZGQkevbsibNnz+pvu+qaouiUdJvWrl0bHTt2RN26dXHw4EGjuli3XsUlDuaoWrUqHBwcoNFozKp3gbymLVFRURg+fHipXgYTFBSk75mga9euiI+Px/Tp0zFhwgSDK9Lt2rXTn5vCwsJw8OBBbNu2zWRC4uvrixMnTkCr1RrMo2BZ+fj4YNeuXUb7QMF9RcfUcXT58mXY2toa1ZWbN29G27ZtER0djZEjR+Ktt95Chw4dAJSunEvL3HU0pz7WOX/+PKpWrWp09y2/spyXzpw5g8uXL2PFihUGD3sW1luRQqEwKseC9ZPO8ePHAcCsXKEk8Re3b8hkMjg6OuLs2bPFLjc9Pb1E+4WbmxvCwsIwbNgw3Lt3T980tqx0zezMbVZZXK6i07BhQ6P1M+ciVn4PHjzA7t27ERUVZfAgZ2mbKVqk53+FQmF0O2vt2rVG3aH16tULSUlJmD9/vtE8Ck5fEj/88INBG6p169bhzp076Nq1K4C8ytfPzw+zZs1Cenq60fSJiYlGsSsUCpNd5+XXs2dPKBQKREVFGcUvhDDoFkatVmP9+vVo0aJFkbdOevfuDY1Gg88//9zob2q1utAD3hyHDh3Cpk2b8OWXXxZ6sPfu3Rvx8fEmu6569OiRWW0a69atq++FYt68edBqtUavKja3PBQKBWQymcHVzbi4OKMfE+Hh4ZDL5ZgyZYrRr0/dtuncuTMcHBwQHR1t1I5dN06zZs3g4eGBRYsWGTTT2Lp1Ky5cuGDQy4kpOTk5UKvVZnU5ZQ5z1//OnTvo3bs32rRpU2ibeF3lk39fPXLkCA4dOmR2LCEhIdi4caNBjwAXLlwwuvqo6zGo4FPtuis6+cvRz8/PqK3g4sWLTbZTzc/e3h7+/v6lLutHjx4VO21oaCiOHj1qUEYZGRlYvHgxatWqpb81HhoaCo1GY1S3mVpfIO/K8oMHDzBs2DCkp6fjrbfeMrl8V1dXtGvXDh07dkTHjh0NmrcBpd+mXbp0QWpqqkEXXLomgEqlslwSNoVCgV69emH9+vUmE4KC9S6Qd0cmIyMDn376aZmXD+RtY7VaDbVaXeg4QggIIQo9OYeGhuLu3btYs2aNfpipsipsH5g9ezZkMpn+fKRz6NAhg7afN2/exKZNm9C5c2ejWHRX7IYPH47WrVtj2LBh+q7pSlPOpWXuOppTHwN57Wt///13k+3o8yvLecnUMSKEwNy5c4tcpjnWrVuHgIAABAYGFjleSeMvbt+Qy+UIDw/Hli1b9Ml+frp17d27Nw4dOmTy7lBKSkqhx8WgQYNw+vRpvPbaayVq6lGUNWvWmP38kjm5SnkytY8Axucvc1nkinb37t0xZcoUREREoHXr1jhz5gxWrVqF2rVrG4zXv39//PDDDxgzZgyOHj2Ktm3bIiMjA7t27cLw4cPxyiuvlGr5rq6uaNOmDSIiIpCQkIA5c+bA398fQ4YMAZDXVu/7779H165dUb9+fURERKB69eqIj4/H3r174ejoiC1btiAjIwMLFizAN998g7p16xr0g6lL0E+fPo1Dhw6hVatW8PPzw9SpU/VdeIWHh8PBwQGxsbH45ZdfMHToUIwbNw67du3ChAkTcPr0aaNbUgUFBwdj2LBhiI6OxsmTJ9G5c2dUqVIFMTExWLt2LebOnYtXX321VOW0Y8cOdOrUqciTaL9+/fDzzz/j7bffxt69e/HCCy9Ao9Hg4sWL+Pnnn7F9+/Zif73n5+XlhZkzZyIyMhJvvfUWQkNDS1Qe3bp1w9dff40uXbqgb9++uHfvHhYsWAB/f3+cPn1aP56/vz8+/fRTfP7552jbti169uwJpVKJY8eOoVq1aoiOjoajoyNmz56NyMhING/eHH379oWLiwtOnTqFzMxMrFixAlWqVMH06dMRERGB4OBg9OnTR9+9X61atYwedsvIyDBoOvLjjz8iKytL3+1bWZm7/qNGjUJiYiI+/PBD/PTTTwbzeO655/Dcc8+he/fu2LBhA3r06IFu3bohNjYWixYtQr169Uz+ADUlKioK27ZtQ9u2bTF8+HCo1WrMmzcP9evXN4inUaNGGDBgABYvXoyUlBQEBwfj6NGjWLFiBcLDw/Hiiy/qx42MjMTbb7+NXr16oVOnTjh16hS2b99ucDcMAOrVq4f27dsjKCgIrq6uOH78ONatW4eRI0eaFfvGjRvh7u6ubzqyf//+Yrs9+/jjj7F69Wp07doVo0aNgqurK1asWIHY2FisX79ef4UzNDQUHTt2xKefforY2Fg0btwYe/bswfr16/H2228btaVs0qQJGjRooH9IKn/78ZIo7TaNjIzEokWLMHz4cJw5cwYBAQHYtGkTdu7ciejoaKOri5cuXcK2bdv039PT0yGXyw2G6a78//nnn3B0dISrqyu+/PJL7N27Fy1btsSQIUNQr149JCcn48SJE9i1axeSk5MNlrNjxw5MmzatyKubRdm5cydu3bqlbzqyatUqhIWFGb1EaM+ePQZNR65cuVLovjB48GB8++23GDhwII4fPw5fX19s3LgRu3fvxpdffqmP9eWXX8aLL76ITz/9FHFxcWjUqBF27NiBTZs2YfTo0Qbd1wJ5z4qEhIQYdOEG5B1jhZHJZPj+++/RuHFjTJo0CTNmzACAEpdzaZm7jubUxz///DOioqLw4MGDYruTLMt5KTAwEH5+fhg3bhzi4+Ph6OiI9evXG7XVLolr165hxowZOHr0KHr27Kk/BwB53fsBeftizZo1Ubt27RLHb86+8cUXX2DHjh0IDg7Wdxl4584drF27FgcOHICzszM++OADbN68Gd27d8fAgQMRFBSEjIwMnDlzBuvWrUNcXJxRPQvk/RBPTEwslyT7+PHjmDBhArZt24ZFixaZlTibk6uUJ0dHR7Rr1w4zZsxAbm4uqlevjh07dujfFVNiJemixJwuUYTI60Zp7NixwtvbW9jY2IgXXnhBHDp0yKgrKiHyulD59NNPha+vr6hSpYrw8vISr776qrh69aoQonTd+61evVqMHz9eeHh4CBsbG9GtWzeDLnt0/vnnH9GzZ0/h5uYmlEql8PHxEb179xa7d+82WHZxn/zdxgghxPr160WbNm2EnZ2dsLOzE4GBgWLEiBHi0qVLQggh3n33XdGuXTuxbds2o5hMdWcnRF43cUFBQcLGxkY4ODiIhg0big8//FDcvn1bP05Ju/eTyWTi77//Nhhuahvl5OSI6dOni/r16wulUilcXFxEUFCQiIqKEqmpqUbLK25+Qgjx0ksviZo1a4q0tLQSl8eSJUtEnTp1hFKpFIGBgWLZsmWFltvSpUtFkyZN9HEHBweLnTt3GoyzefNm0bp1a2FjYyMcHR1FixYtxOrVqw3GWbNmjX4+rq6u4s0339R3Z6mj66JP97G3txdNmzYVP/74Y5FlpJvWVDdSpV1/Xfdypj66rpK0Wq344osvhI+Pj1AqlaJJkybi119/NepKq6hjUAgh/vzzTxEUFCSsra1F7dq1xaJFi0zGnZubK6KiovTHeo0aNcT48eNFVlaWwXgajUZ89NFHwt3dXdja2oqQkBBx5coVo27Wpk6dKlq0aCGcnZ2FjY2NCAwMFNOmTRM5OTlFlrWuHtN9rK2thb+/v5g4caJRLKZcvXpVvPrqq8LZ2VmoVCrRokUL8euvvxqNl56eLt5//31RrVo1UaVKFeHv7y++/PJLo+7NdGbMmCEAiC+++KLYGHQKHl/mblMhjLvNSkhIEBEREcLd3V1YW1uL+vXri8WLFxtMY26dWPCTv2uzhIQEMWLECFGjRg19nd+hQweDZenqcm9vb5GRkVFk3Kboptd9rKyshI+Pjxg1apR48OCBfjzdfqr72NjYiHr16onZs2frxym43wkhxL1798SgQYP0ZdWgQQPx3XffGcWRlpZmsA/UqVNHzJw506hLO/zbnd7KlSv1x3aTJk2Muo8rrJ6LiooSVlZW4sSJE/ph5pRzYXTxFFSwe7+SrKMQRdfHPXr0EF27dhVHjhwxms7U/luW89L58+dFx44dhb29vXB3dxdDhgwRp06dMuqGztzu/QrWKYV98s/b3PjN3TeEyOv2r3///qJq1apCqVSK2rVrixEjRhh0+ZmWlibGjx8v/P39hbW1tXB3dxetW7cWs2bN0tedxdX5pv5ubvd+06dPF82bNzfqsjh/ORbs3s+cXKW8u/e7deuW6NGjh3B2dhZOTk7itddeE7dv3zar/ilI9u+KVAp//PEHXnzxRaxdu7bUV3nzi4uLg6+vL2JjYwttozh58mTExcWZfOsREZG55s6di/fffx9xcXEG3SVWdLVq1cLy5cuN3hxJ/5HJZBgxYoTJZpT05Fu+fLk+FyhM+/btMXDgwBI/bM19o+KzSBttIiIynxACS5YsQXBwcKVKsomInnYWaaNdWdjb2+PNN98ssl3Sc889p3+lPBFRSWRkZGDz5s3Yu3cvzpw5U2g3nBVZcHCw/rXGRJWRn59fsc/hdOrUyahdPj0dmGgXwd3d3eChBlN69uz5mKIhosomMTERffv2hbOzMz755BOEhYVJHVK5W7FihdQhEFlU27ZtjfpuLqi8es6hiqdStdEmIiIiInpSsI02EREREZEFMNEmIiIiIrIAJtpERERERBbARJuIiIiIyAKYaBMRERERWQATbSIiIiIiC2CiTURERERkAUy0iYiIiIgsgIk2EREREZEFMNEmIiIiIrIAJtpERERERBbARJuIiIiIyAKYaBMRERERWQATbSIiIiIiC2CiTURERERkAUy0iYiIiIgsgIk2EREREZEFMNEmIiIiIrIAK6kDICKiPGqNFonp2Uh4mI17D7OQkJaNxIdZSMtWQ6MVUGsFvrBaAsit8j5KB8DBE3DwBuy9AAcvwN4TULBqJyJ6EsiEEELqIIiInjYpmTk4E5+KM/GpOPvvv/EPHkFbTI0cp+pb9AgyOeBUA6jWGPBu/N+/tq7lEzgREZmNiTYR0WOQmaPGvstJ2H0hAYeu3cetB49KNZ9iE+3CONcEarUDAroAfi8B1nalmw8REZmNiTYRkYUkPMzCzvMJ2HUhAYeu3ke2WlvmeZY60c7PSgX4tgPqdgECQgFH77LPk4iIjDDRJiIqR1qtwO6L9/Dj4evYH5OI8q5hyyXRNiDLu8LdPDIv8ZbzGXkiovLCRJuIqBwkpWdjzbGb+N+RG4hPKV2zEHOUf6Kdj1NNoNlAoOkAwM7dcsshInpKMNEmIiqDWw8yMXdXDDadvI0cTdmbhhTHoom2jsIaaNgbaP8x4FzD8ssjIqqkmGgTEZVCckYO5u+5gpVHriOnHNpem+uxJNo6CiXQfDDQdhxg5/b4lktEVEkw0SYiKoGMbDW+3x+L7/ZfQ3q2+rEv/7Em2jpKR6DVSKDVCEBp//iXT0RUQTHRJiIy045zd/HZxrO4l5YtWQySJNo69l5A96+BwG7SxUBEVIEw0SYiKkZKZg4mbT6HTSdvSx2KtIm2TsPeQNfpfAkOEVExmGgTERVhx7m7+HTjWSRKeBU7vyci0QbyXvXefQ4QGCp1JERETywm2kREJjzK0eDTX85gwz/xUodi4IlJtHWeewPoPhuwtpU6EiKiJw7fTEBEVEB8yiO8uuivJy7JfiKd/glYGgKk3pI6EiKiJw4TbSKifI7HJeOV+Qdw7vZDqUOpOO6eBha3B24cljoSIqInChNtIqJ//XT0Bvp+dwRJ6TlSh1LxZCQCK14GTvwgdSRERE8MK6kDICJ6EkT/fgH/t++a1GFUbJocYPO7QFIM0PlzqaMhIpIcE20ieqoJITBx0zn8ePi61KFUHn99A+Q+AkJnAjKZ1NEQEUmGTUeI6KklhMAnv5xhkm0Jx74DtrwHsGMrInqKMdEmoqfWxE3nsProTanDqLxOrAB+/0DqKIiIJMNEm4ieStG/X+CV7Mfh2HfAzolSR0FEJAkm2kT01Pnp6A0++Pg4HZzL3kiI6KnERJuInirH45IxcdM5qcN4+vw2lv1sE9FTh4k2ET01bqc8wtsr/0aORit1KE8fTQ6wph/fIElETxUm2kT0VHiUo8GQH47zZTRSyrgHrO4D5GRKHQkR0WPBRJuIngqf/nKGr1V/Etw9Dfw2RuooiIgeCybaRFTp7Th3Fxv+iZc6DNI5tRq4+LvUURARWRwTbSKq1FIyc/DpxrNSh0EF/ToayEyWOgoiIotiok1EldqkzeeQmJYtdRhUUHoCsPUjqaMgIrIoJtpEVGntOHcXm07eljoMKsyZn9mEhIgqNSbaRFQpZWSr2WSkIvj1fSA7XeooiIgsgok2EVVK3++PZZORiiD9LnB4odRREBFZBBNtIqp0kjNy8N1+vmK9wvhrHpBxX+ooiIjKHRNtIqp05u+5gvRstdRhkLmyHwL7v5I6CiKicsdEm4gqlVsPMrHyyHWpw6CSOvY9kHJT6iiIiMoVE20iqlTm7opBjlordRhUUpps4I8vpY6CiKhcMdEmokojKT2b3flVZGd+BjKSpI6CiKjcMNEmokpjzbGbyNHwanaFpckBTqyQOgoionLDRJuIKgWtVuB/R25IHQaV1fHlgJY/loiocmCiTUSVwu6L9xCf8kjqMKisUm8AMduljoKIqFww0SaiSuHHw+xppNI49r3UERARlQsm2kRU4SU8zML+mESpw6DycmU38PCO1FEQEZUZE20iqvB2nk+AEFJHQeVHAJe3Sh0EEVGZMdEmogpv14UEqUOg8naJiTYRVXxMtImoQsvMUeOvq/elDoPKW+w+ICdT6iiIiMqEiTYRVWj7LifxTZCVkToLuLpH6iiIiMqEiTYRVWi72Wyk8mLzESKq4JhoE1GFdugam41UWnH7pY6AiKhMmGgTUYWVkpmDWw/4kppKK+U6kJksdRRERKXGRJuIKqwz8alSh0CWdueU1BEQEZUaE20iqrCYaD8F7pyUOgIiolJjok1EFdZZJtqV3+2TUkdARFRqTLSJqMLiFe2nAK9oE1EFxkSbiCoktUbLByGfBik3AK1G6iiIiEqFiTYRVUiJ6dkQQuooyOKEFkhnX+lEVDEx0SaiCunew2ypQ6DHJe2u1BEQEZUKE20iqpASHmZJHQI9Lky0iaiCspI6ACIiAFiwYAFmzpyJu3fvolGjRpg3bx5atGhR6Pj30gyvaKccWIXUg6sNhlm5PoPqQxYBAIQ6B8l7liDzwj4ITS5sfJvCtfM7UNi5FLoMIQRSD6xC+qnt0GZnQFn9Wbh2Ho4qrtX/nWcu7m/7Bpkxh6Gwc4Fr5+GwqdVYP33qkfXQPEyEa6e3S1ocFjP5jyxE/ZljMCzATY6LI+0BAFlqgbHbs/DTOTWy1QIh/lZYGKqCp33h12WEEJj0Rza+O5GLlCyBF2oo8G03Feq4KQAA2WqByC1Z2HQxF172cizspkLH2v+dfmYezMaNVC3mhdqYXkB60Yn2vn37MHPmTPz999+4c+cOfvnlF4SHh5tRGkRElsUr2kQkuTVr1mDMmDGYNGkSTpw4gUaNGiEkJAT37t0rdJqCiTYAVHGviWdG/Kj/eL05Xf+35N3f4dGVo3AP/xiefb+EOv0+En/5osi4Hh5Zj4d/b4FryAh49fsKsioq3Pt5IoQ6L1FNO7UNOXevwOutWbBv1AVJW2ZC/NtwPDflLtJPbYdzu/6lKRKLql9Vjjtj7fWfA4Ns9X97f1sWtlxWY+1rNvhzoB1upwn0/Lnoh05nHMzBN0dysKibCkci7WBnLUPIykxkqfPKYvHfufj7tgaHBtthaFAV9F3/SF9OsQ+0+O5ELqZ1UBW+gGKuaGdkZKBRo0ZYsGCBmSVARPR4MNEmIsl9/fXXGDJkCCIiIlCvXj0sWrQItra2WLp0aaHTpGXlGg+UK6Cwd/nvY+sEANBmZyD99E64vDQYNj6NoPTyh3voaGTHX0B2/EWT8xdCIO34Jji1eh22dZ6HtYcv3LuPgTo9GZmXDwEAcu/fhI1/S1hX9YFD027QZqZC++ghACB5x0K4tB8IudLW5PylZCUHvOzl+o+7bd6pIDVLYMk/ufg6RIWXfK0QVE2BZa+o8NdNDQ7fUpuclxACc47k4LN2SrwSWAXPeSrwQ7gNbqcJbLyYN82FJA3CAqxQ30OBEc2tkZgpkJSZl2i/89sjTO+ohKNSVnjA2WlFrk/Xrl0xdepU9OjRoxSlQURkOUy0iUhSOTk5+Pvvv9GxY0f9MLlcjo4dO+LQoUOFTqfRGnc5on5wG7cW9Ef8osFI3DIT6od5V8Sz714BtGqDZh1V3GpA4VgV2bdNJ9rq1ARoMh4YTCNX2kFZLUA/jbWHL7JvnYc2NxtZsSegsHeF3MYR6ef2QmZlDdu6rUtSFI9NTLIW1b5KQ+25aXhzQyZupGoBAH/f0SBXC4NmHYHuCtR0kuHQTdNd7MWmCNxNFwbTOKlkaPmMQj9NI08FDtzQ4FGuwParanjby+BuK8Oq07lQWcnQ49kqRQesNZ3kExE96dhGm4gklZSUBI1GA09PT4Phnp6euHjRdBIMAOoCibbSOwBuoe+jimt1aNKTkXpwNe6u+gjVBi2ANuMBoLCCXGVvMI3CzhmajAcm569Jzxsut3M2nMbWGZqMFACAfcNOyLkXh9tLhkNh4wj3Vz6CNisdqQdWwbNPNB7s+xGZF/bBytkLbqHvwcrB3ZwisaiW1RVY/ooNAtzluJMmEPVnNtouy8DZd+xxN13AWgE4qwyvLnvayXA33XRfinfTtfpxjKbJyPvboCZVcDpBg3oL0+FuK8PPr9ngQRYw8Y8s/DHADp/tycJPZ3Ph5yrH0jAbVHcscA2IiTYRVVBMtImoUrDxa/bfFw9fKKsF4Na3g5Bx8QDkVawtskyZwgpund8xGJb02xw4BL2MnIRreBRzCN4R8/DwyHo82LUYVXt8YpE4SqJrnf+uHj/nCbR8RgGfOWn4+VwubKoU0XyjDKooZFjQzfBBx4hNjzCqhTX+uavBxotqnHrbHjMOZmPUtiys7/3kNbchIioNNh0hIkm5u7tDoVAgIcHwpSQJCQnw8vIqdDoredFJoVxljyqu1aFOuQ25nQugUUOblW4wjiYjpdBeRxT2ecO1/1691k+TmQJFgavcOlnXTyP3/nU4NO2OrBunYVO7GeTWKtgGtkHWjTNFxisVZ5UMdd3kuJKshZe9DDkaICXL8Op1QoaAl73p8vb6tzeShAwT09iZPsXsjVXj3D0NRrawxh9xGoTWsYKdtQy961fBH3EmmqjIeU2IiComJtpEJClra2sEBQVh9+7d+mFarRa7d+9Gq1atCp1OUUyirc15BHXKHSjsXKH08gfkVnh0/ZT+77n3b0HzMBHKaoEmp7dy8oTCzgVZ10/+N8/sTGTfvmRyGqHOQfLOb+EWMhIyuQIQWgjdq8O1GgihLTJeqaTnCFxN1sLbQYYgbwWqyIHd1/5rqnEpSYMbqQKtaihMTu/rLIOXvcxgmofZAkduaUxOk6UWGPF7Fv6vuw0Uchk0WiD332LK1Zpue89Em4gqKtZeRCS5MWPGYMCAAWjWrBlatGiBOXPmICMjAxEREYVO46AyfIDuwZ4lsPFvASsnD6jTkpF6YBUgk8OuXjDkSjvYP9cJD/Z8D4XKATKlLR7sXARltUAoq/+XNMd/9zZcgvvDtm5ryGQyODR7Bal/rYGVS3VYOXsiZf9KWNm7wrau8Q+AlL9+gk3tZrD29AMAKKvXw4M/lsK+YUeknfgVqurPllNplc24HVl4ua4VfJzluJ2mxaQ/sqGQy9CnQRU4qWQY3KQKxuzIgquNDI5KGd7dmoVWzyjw/DP5HpCcn47oDkr0eLYKZDIZRre0xtT92ajjJoevsxwT9majmoMM4YHGp5jP/8xGaB0rNPHOS8JfqKnABzuzENGkCuYfzcELNU2clpQORa5Teno6rly5ov8eGxuLkydPwtXVFTVr1ixlSRERlR0TbSKS3Ouvv47ExERMnDgRd+/eRePGjbFt2zajByTz83BQGnxXpyUhactMaB49hMLGCcpn6sGr31f6Lv5cOwxBskyOxI1fQGhyofJtCrdOww3nkXwL2uxM/XfHlr0gcrNwf/s8aLMyoHqmHjx6T4HMyrDNd05iHDIv7of3wHn6YbaBLyDr5hncXfURqrhVh/vLH5S6fMrTrYda9Fn/CPcfCVS1laFNTQUOD7ZD1X+beczuooJ8exZ6/ZyJbA0Q4meFhd0M+7i+dF+L1Oz/rjx/+II1MnIFhm7JQkqWQJuaCmx7yxYqK8O7DmfvafDzeTVODrPTD3u1nhX+iLNC22UZCHCT43+9TLTPti98PwCA48eP48UXX9R/HzNmDABgwIABWL58uVnlQkRkCTKhe2sAEVEFsuPcXQz98W+pw3js4lR9pQ7h8XtjNRAYKnUUREQlxjbaRFQheToW8SZBqlwcir6iTUT0pGKiTUQVkoejsviRqHJw8JY6AiKiUmGiTUQVUlV7JYrpeIQqA5kcsPOQOgoiolJhok1EFZKVQo7qLjbFj0gVm1MNQMHn9omoYmKiTUQVVsPqTlKHQJZWrbHUERARlRoTbSKqsBow0a78qjWROgIiolJjok1EFRavaD8FvBtLHQERUakx0SaiCouJ9lPAu5HUERARlRoTbSKqsJxtrfEMH4isvJx9AFtXqaMgIio1JtpEVKG1qu0mdQhkKbXaSh0BEVGZMNEmogqtw7N8a2ClFdBV6giIiMqEiTYRVWjt6rrD2opVWaVjpQL8XpI6CiKiMuHZiYgqNFtrK7T2Y/ORSse3HWBtK3UURERlwkSbiCq8jmw+Uvmw2QgRVQJMtImowutUzxMymdRRUPmRAXWZaBNRxcdEm4gqPE9HFdrWqSp1GFRe/DsAjt5SR0FEVGZMtImoUuj3vI/UIVB5aR4pdQREROWCiTYRVQodAj1Q3Zkvr6nwnGoCdUKkjoKIqFww0SaiSkEul6Fvy5pSh0Fl1WwgIOepiYgqB9ZmRFRpvN68BqwVrNYqLIU10HSA1FEQEZUbnpGIqNJwt1filcbVpA6DSqthb8DOXeooiIjKDRNtIqpU3utYh2+KrIgUSqD9x1JHQURUrng2IqJK5RkXW7zVkj2QVDjNIwHnGlJHQURUrphoE1GlM/Ilf9grraQOg8yldATajpU6CiKicsdEm4gqHVc7awxpW1vqMMhcrd8F7NykjoKIqNwx0SaiSimyrS88HJRSh0HFsfcCWo2QOgoiIotgok1ElZKd0gpTwxtIHQYVp/tswNpO6iiIiCyCiTYRVVqd63uxu78nWcPeQGCo1FEQEVkME20iqtSiwuqjKpuQPHnsPYGu06WOgojIophoE1Gl5mxrjWlsQvLk6T4HsHWVOgoiIotiok1ElV7n+l7o2aS61GGQTqM+bDJCRE8FJtpE9FSY1qMh6ldzlDoM8m4EdPta6iiIiB4LJtpE9FSwsVbgu/7N4G5vLXUoTy87D+CN/wHWtlJHQkT0WDDRJqKnRjVnGyx6KwjWClZ9j53CGnh9JeD0jNSREBE9NjzbENFTpVktV3weXl/qMJ4+3b4GaraUOgoioseKiTYRPXVeb14Tw9rxFe2PzQvvAU37SR0FEdFjx0SbiJ5K40OfRf9WPlKHUfm1GAp0miJ1FEREkmCiTURPraiw+ujToobUYVReTQcAXWdIHQURkWSYaBPRU0smk+GLHg3R73le2S53zYcAL88FZDKpIyEikgwTbSJ6qslkMnwe3oBttsvTC+8B3WYxySaipx4TbSIi5LXZnt6rIbv+KwuFNRA2n22yiYj+xTMKEdG/Xm9eE/8b0pIvtSkNOw9gwK/sXYSIKB8m2kRE+TSr5YrNI9vwde0l4d0IGLqX/WQTERXARJuIqIBqzjZY93Zr9GxaXepQnnyN+gAR2/jGRyIiE2RCCCF1EERET6od5+7i041nkZiWLXUoAIA4VV+pQ8hj7wl0nwMEhkodCRHRE4uJNhFRMVIyczB58zlsPHlb6lCejET7udeBrtMBGxepIyEieqIx0SYiMtOOc3fx2cazuCfh1W1JE217L6D7bF7FJiIyExNtIqISyMhWY8mBWHy37xrSstWPffmSJNpKR6D1u0CrEYC13eNfPhFRBcVEm4ioFJIzcrBg7xX8ePg6ctTax7bcx5poK5RA80ig7VjAzu3xLZeIqJJgok1EVAa3HmRi7q4YbDp5GzkayyfcjyXRVlgDDXsD7T8GnGtYfnlERJUUE20ionJwPz0bPx27if8duYH4lEcWW45FE23nmkBQBNC0P2DnbrnlEBE9JZhoExGVI61WYM/Fe/jx8HXsi0lEedew5Z9oywD/DnlNROqEAHK+XoGIqLww0SYispCEh1nYdSEBu84n4K+r95FdDm25yyXRtlIBvsFAQBegblfA0bvs8yQiIiNMtImIHoPMHDX2xyRh1/kEHI69j5vJpWteUupE29kHqNUWCOgK+L0EWNuWbj5ERGQ2JtpERBJIyczB2fiHOBOfirPxqTgTn4pbDzKhLaZGLjbRlsnz2lp7NwaqNc7717sRYOtaTpETEZG5mGgTET0h1BotktJzkPAwC/fSsvX/pmepodFqodYKTKuyFJBb5X2UDoCDV96LZBz+/dh5AAorqVeFiIjARJuIiIiIyCL4eDkRERERkQUw0SYiIiIisgAm2kREREREFsBEm4iIiIjIAphoExERERFZABNtIiIiIiILYKJNRERERGQBTLSJiIiIiCyAiTYRERERkQUw0SYiIiIisgAm2kREREREFsBEm4iIiIjIAphoExERERFZABNtIiIiIiILYKJNRERERGQBTLSJiIiIiCyAiTYRERERkQUw0SYiIiIisgAm2kREREREFsBEm4iIiIjIAphoExERERFZABNtIiIiIiILYKJNRERERGQBTLSJiIiIiCzg/wEZ0/cNjQnpsAAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from imblearn.under_sampling import RandomUnderSampler\n",
"\n",
"rus = RandomUnderSampler()\n",
"\n",
"# Применение RandomUnderSampler\n",
"X_resampled, y_resampled = rus.fit_resample(train_data.drop(columns=['Outcome']), train_data['Outcome'])\n",
"\n",
"# Создание нового DataFrame\n",
"df_train_undersampled = pd.DataFrame(X_resampled)\n",
"df_train_undersampled['Outcome'] = y_resampled # Добавление целевой переменной\n",
"\n",
"# Вывод информации о новой выборке\n",
"print(\"Обучающая выборка после андерсемплинга: \", df_train_undersampled.shape)\n",
"print(df_train_undersampled['Outcome'].value_counts())\n",
"\n",
"# Визуализация распределения классов\n",
"hazardous_counts = df_train_undersampled['Outcome'].value_counts()\n",
"plt.figure(figsize=(2, 2))\n",
"plt.pie(hazardous_counts, labels=hazardous_counts.index, autopct='%1.1f%%', startangle=90)\n",
"plt.title('Распределение классов hazardous в обучающей выборке после андерсемплинга')\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "aimenv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}