diff --git a/DGudilin_notebook.ipynb b/DGudilin_notebook.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "626646d0",
+   "metadata": {},
+   "source": [
+    "# Курсовой проект для курса \"Python для Data Science\"\n",
+    "\n",
+    "## Info\n",
+    "\n",
+    "Задание:\n",
+    "Используя данные из train.csv, построить\n",
+    "модель для предсказания цен на недвижимость (квартиры).\n",
+    "С помощью полученной модели предсказать\n",
+    "цены для квартир из файла test.csv.\n",
+    "\n",
+    "Целевая переменная:\n",
+    "Price\n",
+    "\n",
+    "Метрика:\n",
+    "R2 - коэффициент детерминации (sklearn.metrics.r2_score)\n",
+    "\n",
+    "Сдача проекта:\n",
+    "1. Прислать в раздел Задания Урока 10 (\"Вебинар. Консультация по итоговому проекту\")\n",
+    "ссылку на программу в github (программа должна содержаться в файле Jupyter Notebook \n",
+    "с расширением ipynb). (Pull request не нужен, только ссылка ведущая на сам скрипт).\n",
+    "2. Приложить файл с названием по образцу SShirkin_predictions.csv\n",
+    "с предсказанными ценами для квартир из test.csv (файл должен содержать два поля: Id, Price).\n",
+    "В файле с предсказаниями должна быть 5001 строка (шапка + 5000 предсказаний)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 126,
+   "id": "497b5df9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "\n",
+    "from sklearn.cluster import KMeans\n",
+    "from sklearn.manifold import TSNE\n",
+    "\n",
+    "from sklearn.metrics import r2_score\n",
+    "from sklearn.metrics import mean_squared_error\n",
+    "\n",
+    "from sklearn.model_selection import StratifiedKFold\n",
+    "from sklearn.model_selection import train_test_split, cross_val_score\n",
+    "from sklearn.model_selection import KFold, GridSearchCV\n",
+    "\n",
+    "from sklearn.linear_model import LinearRegression\n",
+    "from sklearn.ensemble import RandomForestRegressor\n",
+    "from sklearn.ensemble import GradientBoostingRegressor\n",
+    "from sklearn.linear_model import LassoCV\n",
+    "from xgboost import XGBRegressor\n",
+    "from lightgbm import LGBMRegressor\n",
+    "\n",
+    "from scipy.stats import norm\n",
+    "from scipy import stats\n",
+    "\n",
+    "%matplotlib inline\n",
+    "%config InlineBackend.figure_format = 'svg'\n",
+    "plt.rcParams['font.size'] = '8'\n",
+    "\n",
+    "from datetime import datetime\n",
+    "import warnings"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f6228421",
+   "metadata": {},
+   "source": [
+    "дополнительные функции"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "f41d1f5c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# преобразование\n",
+    "def optimizing_df(df):\n",
+    "    for col in df.columns:\n",
+    "        if df[col].dtypes.kind == 'i' or df[col].dtypes.kind == 'u':\n",
+    "            if df[col].min() >= 0:\n",
+    "                df[col] = pd.to_numeric(df[col], downcast='unsigned')\n",
+    "            else:\n",
+    "                df[col] = pd.to_numeric(df[col], downcast='integer')\n",
+    "\n",
+    "        elif df[col].dtypes.kind == 'f' or df[col].dtypes.kind == 'c':\n",
+    "            df[col] = pd.to_numeric(df[col], downcast='float')\n",
+    "\n",
+    "        elif df[col].dtypes.kind == 'O':\n",
+    "            num_unique_values = len(df[col].unique())\n",
+    "            num_total_values = len(df[col])\n",
+    "            if num_unique_values / num_total_values < 0.5:\n",
+    "                df[col] = df[col].astype('category')\n",
+    "\n",
+    "    return df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "92c4d645",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def model_test(model, name, test, valid):\n",
+    "    model_pred = model.predict(test)\n",
+    "    r2 = r2_score(valid, model_pred)\n",
+    "    mse = mean_squared_error(valid, model_pred)\n",
+    "    plt.scatter(valid, (model_pred - valid))\n",
+    "    plt.xlabel(\"Predicted values\")\n",
+    "    plt.ylabel(\"Real values\")\n",
+    "    plt.title(name)\n",
+    "    plt.legend([f'R2= {r2:.4f} and mse= {mse:.0e}'])\n",
+    "    plt.axhline(0, color='red')\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 129,
+   "id": "ef22d95a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def models_r2(models, test, valid):\n",
+    "    scores = pd.DataFrame(columns=['name', 'r2', 'mse'])\n",
+    "    for name, model in models.items():\n",
+    "        test_pred = model.predict(test)\n",
+    "        r2 = r2_score(valid, test_pred)\n",
+    "        mse = mean_squared_error(valid, test_pred)\n",
+    "        with warnings.catch_warnings():\n",
+    "            warnings.filterwarnings(\"ignore\")\n",
+    "            scores = scores.append(\n",
+    "                {'name': name, 'r2': r2, 'mse': mse}, ignore_index=True)\n",
+    "        \n",
+    "    scores.sort_values('r2', ascending=False, inplace=True)\n",
+    "    return scores"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2efb54f9",
+   "metadata": {},
+   "source": [
+    "загрузка данных"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "bee6ed0c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train:\t10000\tстрок\t 20\t столбцов\n",
+      "Test:\t5000\tстрок\t 19\t столбцов\n"
+     ]
+    }
+   ],
+   "source": [
+    "train = pd.read_csv('data_set/train.csv');\n",
+    "test = pd.read_csv('data_set/test.csv');\n",
+    "\n",
+    "print(f\"Train:\\t{train.shape[0]}\\tстрок\\t {train.shape[1]}\\t столбцов\");\n",
+    "print(f\"Test:\\t{test.shape[0]}\\tстрок\\t {test.shape[1]}\\t столбцов\");"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "30985213",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Id</th>\n",
+       "      <th>DistrictId</th>\n",
+       "      <th>Rooms</th>\n",
+       "      <th>Square</th>\n",
+       "      <th>LifeSquare</th>\n",
+       "      <th>KitchenSquare</th>\n",
+       "      <th>Floor</th>\n",
+       "      <th>HouseFloor</th>\n",
+       "      <th>HouseYear</th>\n",
+       "      <th>Ecology_1</th>\n",
+       "      <th>Ecology_2</th>\n",
+       "      <th>Ecology_3</th>\n",
+       "      <th>Social_1</th>\n",
+       "      <th>Social_2</th>\n",
+       "      <th>Social_3</th>\n",
+       "      <th>Healthcare_1</th>\n",
+       "      <th>Helthcare_2</th>\n",
+       "      <th>Shops_1</th>\n",
+       "      <th>Shops_2</th>\n",
+       "      <th>Price</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>9997</th>\n",
+       "      <td>5123</td>\n",
+       "      <td>27</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>47.939008</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>0.072158</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>2</td>\n",
+       "      <td>629</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>A</td>\n",
+       "      <td>159143.805370</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9998</th>\n",
+       "      <td>5400</td>\n",
+       "      <td>75</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>43.602562</td>\n",
+       "      <td>33.840147</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1961</td>\n",
+       "      <td>0.307467</td>\n",
+       "      <td>B</td>\n",
+       "      <td>A</td>\n",
+       "      <td>30</td>\n",
+       "      <td>5048</td>\n",
+       "      <td>9</td>\n",
+       "      <td>325.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>B</td>\n",
+       "      <td>181595.339808</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9999</th>\n",
+       "      <td>6306</td>\n",
+       "      <td>128</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>38.666645</td>\n",
+       "      <td>21.157874</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>1990</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>27</td>\n",
+       "      <td>4798</td>\n",
+       "      <td>0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>B</td>\n",
+       "      <td>218714.077615</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Id  DistrictId  Rooms     Square  LifeSquare  KitchenSquare  Floor  \\\n",
+       "9997  5123          27    1.0  47.939008         NaN            1.0     12   \n",
+       "9998  5400          75    2.0  43.602562   33.840147            8.0      1   \n",
+       "9999  6306         128    1.0  38.666645   21.157874            8.0      7   \n",
+       "\n",
+       "      HouseFloor  HouseYear  Ecology_1 Ecology_2 Ecology_3  Social_1  \\\n",
+       "9997        16.0       2015   0.072158         B         B         2   \n",
+       "9998         5.0       1961   0.307467         B         A        30   \n",
+       "9999        17.0       1990   0.000000         B         B        27   \n",
+       "\n",
+       "      Social_2  Social_3  Healthcare_1  Helthcare_2  Shops_1 Shops_2  \\\n",
+       "9997       629         1           NaN            0        0       A   \n",
+       "9998      5048         9         325.0            2        5       B   \n",
+       "9999      4798         0          30.0            2        8       B   \n",
+       "\n",
+       "              Price  \n",
+       "9997  159143.805370  \n",
+       "9998  181595.339808  \n",
+       "9999  218714.077615  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train.tail(n=3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "b8311efd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Id</th>\n",
+       "      <th>DistrictId</th>\n",
+       "      <th>Rooms</th>\n",
+       "      <th>Square</th>\n",
+       "      <th>LifeSquare</th>\n",
+       "      <th>KitchenSquare</th>\n",
+       "      <th>Floor</th>\n",
+       "      <th>HouseFloor</th>\n",
+       "      <th>HouseYear</th>\n",
+       "      <th>Ecology_1</th>\n",
+       "      <th>Ecology_2</th>\n",
+       "      <th>Ecology_3</th>\n",
+       "      <th>Social_1</th>\n",
+       "      <th>Social_2</th>\n",
+       "      <th>Social_3</th>\n",
+       "      <th>Healthcare_1</th>\n",
+       "      <th>Helthcare_2</th>\n",
+       "      <th>Shops_1</th>\n",
+       "      <th>Shops_2</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>4997</th>\n",
+       "      <td>5783</td>\n",
+       "      <td>12</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>77.842178</td>\n",
+       "      <td>48.282625</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>23</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>1989</td>\n",
+       "      <td>0.090799</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>74</td>\n",
+       "      <td>19083</td>\n",
+       "      <td>2</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5</td>\n",
+       "      <td>15</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4998</th>\n",
+       "      <td>4780</td>\n",
+       "      <td>62</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>81.305222</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1977</td>\n",
+       "      <td>0.072158</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>2</td>\n",
+       "      <td>629</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>A</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4999</th>\n",
+       "      <td>12504</td>\n",
+       "      <td>30</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>60.555693</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>1977</td>\n",
+       "      <td>0.000078</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>22</td>\n",
+       "      <td>6398</td>\n",
+       "      <td>141</td>\n",
+       "      <td>1046.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Id  DistrictId  Rooms     Square  LifeSquare  KitchenSquare  Floor  \\\n",
+       "4997   5783          12    3.0  77.842178   48.282625            9.0     23   \n",
+       "4998   4780          62    2.0  81.305222         NaN            0.0      4   \n",
+       "4999  12504          30    2.0  60.555693         NaN            1.0     10   \n",
+       "\n",
+       "      HouseFloor  HouseYear  Ecology_1 Ecology_2 Ecology_3  Social_1  \\\n",
+       "4997        22.0       1989   0.090799         B         B        74   \n",
+       "4998         0.0       1977   0.072158         B         B         2   \n",
+       "4999        17.0       1977   0.000078         B         B        22   \n",
+       "\n",
+       "      Social_2  Social_3  Healthcare_1  Helthcare_2  Shops_1 Shops_2  \n",
+       "4997     19083         2           NaN            5       15       B  \n",
+       "4998       629         1           NaN            0        0       A  \n",
+       "4999      6398       141        1046.0            3       23       B  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "test.tail(n=3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "04eedfdc",
+   "metadata": {},
+   "source": [
+    "Приведение типов данных"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "4ea9db07",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 10000 entries, 0 to 9999\n",
+      "Data columns (total 20 columns):\n",
+      " #   Column         Non-Null Count  Dtype  \n",
+      "---  ------         --------------  -----  \n",
+      " 0   Id             10000 non-null  int64  \n",
+      " 1   DistrictId     10000 non-null  int64  \n",
+      " 2   Rooms          10000 non-null  float64\n",
+      " 3   Square         10000 non-null  float64\n",
+      " 4   LifeSquare     7887 non-null   float64\n",
+      " 5   KitchenSquare  10000 non-null  float64\n",
+      " 6   Floor          10000 non-null  int64  \n",
+      " 7   HouseFloor     10000 non-null  float64\n",
+      " 8   HouseYear      10000 non-null  int64  \n",
+      " 9   Ecology_1      10000 non-null  float64\n",
+      " 10  Ecology_2      10000 non-null  object \n",
+      " 11  Ecology_3      10000 non-null  object \n",
+      " 12  Social_1       10000 non-null  int64  \n",
+      " 13  Social_2       10000 non-null  int64  \n",
+      " 14  Social_3       10000 non-null  int64  \n",
+      " 15  Healthcare_1   5202 non-null   float64\n",
+      " 16  Helthcare_2    10000 non-null  int64  \n",
+      " 17  Shops_1        10000 non-null  int64  \n",
+      " 18  Shops_2        10000 non-null  object \n",
+      " 19  Price          10000 non-null  float64\n",
+      "dtypes: float64(8), int64(9), object(3)\n",
+      "memory usage: 3.0 MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "train.info(memory_usage='deep')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "648a893d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 5000 entries, 0 to 4999\n",
+      "Data columns (total 19 columns):\n",
+      " #   Column         Non-Null Count  Dtype  \n",
+      "---  ------         --------------  -----  \n",
+      " 0   Id             5000 non-null   int64  \n",
+      " 1   DistrictId     5000 non-null   int64  \n",
+      " 2   Rooms          5000 non-null   float64\n",
+      " 3   Square         5000 non-null   float64\n",
+      " 4   LifeSquare     3959 non-null   float64\n",
+      " 5   KitchenSquare  5000 non-null   float64\n",
+      " 6   Floor          5000 non-null   int64  \n",
+      " 7   HouseFloor     5000 non-null   float64\n",
+      " 8   HouseYear      5000 non-null   int64  \n",
+      " 9   Ecology_1      5000 non-null   float64\n",
+      " 10  Ecology_2      5000 non-null   object \n",
+      " 11  Ecology_3      5000 non-null   object \n",
+      " 12  Social_1       5000 non-null   int64  \n",
+      " 13  Social_2       5000 non-null   int64  \n",
+      " 14  Social_3       5000 non-null   int64  \n",
+      " 15  Healthcare_1   2623 non-null   float64\n",
+      " 16  Helthcare_2    5000 non-null   int64  \n",
+      " 17  Shops_1        5000 non-null   int64  \n",
+      " 18  Shops_2        5000 non-null   object \n",
+      "dtypes: float64(7), int64(9), object(3)\n",
+      "memory usage: 1.4 MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "test.info(memory_usage='deep')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9ca3008f",
+   "metadata": {},
+   "source": [
+    "изменим некоторые типы данных"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "a7e1d2f7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train['Rooms'] = train['Rooms'].astype('int64')\n",
+    "test['Rooms'] = test['Rooms'].astype('int64')\n",
+    "\n",
+    "\n",
+    "train['HouseFloor'] = train['HouseFloor'].astype('int64')\n",
+    "test['HouseFloor'] = test['HouseFloor'].astype('int64')\n",
+    "\n",
+    "train = optimizing_df(train)\n",
+    "test = optimizing_df(test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "9f1f81d9",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 10000 entries, 0 to 9999\n",
+      "Data columns (total 20 columns):\n",
+      " #   Column         Non-Null Count  Dtype   \n",
+      "---  ------         --------------  -----   \n",
+      " 0   Id             10000 non-null  uint16  \n",
+      " 1   DistrictId     10000 non-null  uint8   \n",
+      " 2   Rooms          10000 non-null  uint8   \n",
+      " 3   Square         10000 non-null  float32 \n",
+      " 4   LifeSquare     7887 non-null   float32 \n",
+      " 5   KitchenSquare  10000 non-null  float32 \n",
+      " 6   Floor          10000 non-null  uint8   \n",
+      " 7   HouseFloor     10000 non-null  uint8   \n",
+      " 8   HouseYear      10000 non-null  uint32  \n",
+      " 9   Ecology_1      10000 non-null  float32 \n",
+      " 10  Ecology_2      10000 non-null  category\n",
+      " 11  Ecology_3      10000 non-null  category\n",
+      " 12  Social_1       10000 non-null  uint8   \n",
+      " 13  Social_2       10000 non-null  uint16  \n",
+      " 14  Social_3       10000 non-null  uint8   \n",
+      " 15  Healthcare_1   5202 non-null   float32 \n",
+      " 16  Helthcare_2    10000 non-null  uint8   \n",
+      " 17  Shops_1        10000 non-null  uint8   \n",
+      " 18  Shops_2        10000 non-null  category\n",
+      " 19  Price          10000 non-null  float32 \n",
+      "dtypes: category(3), float32(6), uint16(2), uint32(1), uint8(8)\n",
+      "memory usage: 420.7 KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "train.info(memory_usage='deep')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "d4431418",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 5000 entries, 0 to 4999\n",
+      "Data columns (total 19 columns):\n",
+      " #   Column         Non-Null Count  Dtype   \n",
+      "---  ------         --------------  -----   \n",
+      " 0   Id             5000 non-null   uint16  \n",
+      " 1   DistrictId     5000 non-null   uint8   \n",
+      " 2   Rooms          5000 non-null   uint8   \n",
+      " 3   Square         5000 non-null   float32 \n",
+      " 4   LifeSquare     3959 non-null   float32 \n",
+      " 5   KitchenSquare  5000 non-null   float32 \n",
+      " 6   Floor          5000 non-null   uint8   \n",
+      " 7   HouseFloor     5000 non-null   uint8   \n",
+      " 8   HouseYear      5000 non-null   uint16  \n",
+      " 9   Ecology_1      5000 non-null   float32 \n",
+      " 10  Ecology_2      5000 non-null   category\n",
+      " 11  Ecology_3      5000 non-null   category\n",
+      " 12  Social_1       5000 non-null   uint8   \n",
+      " 13  Social_2       5000 non-null   uint16  \n",
+      " 14  Social_3       5000 non-null   uint8   \n",
+      " 15  Healthcare_1   2623 non-null   float32 \n",
+      " 16  Helthcare_2    5000 non-null   uint8   \n",
+      " 17  Shops_1        5000 non-null   uint8   \n",
+      " 18  Shops_2        5000 non-null   category\n",
+      "dtypes: category(3), float32(5), uint16(3), uint8(8)\n",
+      "memory usage: 181.4 KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "test.info(memory_usage='deep')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ffe2f0bc",
+   "metadata": {},
+   "source": [
+    "DistrictId и Id нужно отнести к категориальным признакам."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "5fc60692",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 10000 entries, 0 to 9999\n",
+      "Data columns (total 20 columns):\n",
+      " #   Column         Non-Null Count  Dtype   \n",
+      "---  ------         --------------  -----   \n",
+      " 0   Id             10000 non-null  object  \n",
+      " 1   DistrictId     10000 non-null  object  \n",
+      " 2   Rooms          10000 non-null  uint8   \n",
+      " 3   Square         10000 non-null  float32 \n",
+      " 4   LifeSquare     7887 non-null   float32 \n",
+      " 5   KitchenSquare  10000 non-null  float32 \n",
+      " 6   Floor          10000 non-null  uint8   \n",
+      " 7   HouseFloor     10000 non-null  uint8   \n",
+      " 8   HouseYear      10000 non-null  uint32  \n",
+      " 9   Ecology_1      10000 non-null  float32 \n",
+      " 10  Ecology_2      10000 non-null  category\n",
+      " 11  Ecology_3      10000 non-null  category\n",
+      " 12  Social_1       10000 non-null  uint8   \n",
+      " 13  Social_2       10000 non-null  uint16  \n",
+      " 14  Social_3       10000 non-null  uint8   \n",
+      " 15  Healthcare_1   5202 non-null   float32 \n",
+      " 16  Helthcare_2    10000 non-null  uint8   \n",
+      " 17  Shops_1        10000 non-null  uint8   \n",
+      " 18  Shops_2        10000 non-null  category\n",
+      " 19  Price          10000 non-null  float32 \n",
+      "dtypes: category(3), float32(6), object(2), uint16(1), uint32(1), uint8(7)\n",
+      "memory usage: 547.4+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "train.DistrictId=train.DistrictId.astype('object')\n",
+    "train.Id=train.Id.astype('object')\n",
+    "train.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5991c5d7",
+   "metadata": {},
+   "source": [
+    "Посмотрим на распределение данных"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "bdd32427",
+   "metadata": {},
+   "outputs": [
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+     "metadata": {
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+   "source": [
+    "digital_features=train.select_dtypes(exclude=['object'])\n",
+    "digital_features.hist(figsize=(12,10), bins=30)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "6141fa4e",
+   "metadata": {},
+   "outputs": [
+    {
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+       "    <tr>\n",
+       "      <th>LifeSquare</th>\n",
+       "      <td>7887.0</td>\n",
+       "      <td>37.199596</td>\n",
+       "      <td>86.241112</td>\n",
+       "      <td>0.370619</td>\n",
+       "      <td>22.769833</td>\n",
+       "      <td>32.781261</td>\n",
+       "      <td>45.128803</td>\n",
+       "      <td>7.480592e+03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>KitchenSquare</th>\n",
+       "      <td>10000.0</td>\n",
+       "      <td>6.273300</td>\n",
+       "      <td>28.561113</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>2.014000e+03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Floor</th>\n",
+       "      <td>10000.0</td>\n",
+       "      <td>8.526700</td>\n",
+       "      <td>5.241148</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>4.200000e+01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HouseFloor</th>\n",
+       "      <td>10000.0</td>\n",
+       "      <td>12.609400</td>\n",
+       "      <td>6.775974</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>13.000000</td>\n",
+       "      <td>17.000000</td>\n",
+       "      <td>1.170000e+02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HouseYear</th>\n",
+       "      <td>10000.0</td>\n",
+       "      <td>3990.166300</td>\n",
+       "      <td>200500.261427</td>\n",
+       "      <td>1910.000000</td>\n",
+       "      <td>1974.000000</td>\n",
+       "      <td>1977.000000</td>\n",
+       "      <td>2001.000000</td>\n",
+       "      <td>2.005201e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ecology_1</th>\n",
+       "      <td>10000.0</td>\n",
+       "      <td>0.118858</td>\n",
+       "      <td>0.119026</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.017647</td>\n",
+       "      <td>0.075424</td>\n",
+       "      <td>0.195781</td>\n",
+       "      <td>5.218670e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Social_1</th>\n",
+       "      <td>10000.0</td>\n",
+       "      <td>24.687000</td>\n",
+       "      <td>17.532614</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>36.000000</td>\n",
+       "      <td>7.400000e+01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Social_2</th>\n",
+       "      <td>10000.0</td>\n",
+       "      <td>5352.157400</td>\n",
+       "      <td>4006.799803</td>\n",
+       "      <td>168.000000</td>\n",
+       "      <td>1564.000000</td>\n",
+       "      <td>5285.000000</td>\n",
+       "      <td>7227.000000</td>\n",
+       "      <td>1.908300e+04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Social_3</th>\n",
+       "      <td>10000.0</td>\n",
+       "      <td>8.039200</td>\n",
+       "      <td>23.831875</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1.410000e+02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Healthcare_1</th>\n",
+       "      <td>5202.0</td>\n",
+       "      <td>1142.904419</td>\n",
+       "      <td>1021.518982</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>350.000000</td>\n",
+       "      <td>900.000000</td>\n",
+       "      <td>1548.000000</td>\n",
+       "      <td>4.849000e+03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Helthcare_2</th>\n",
+       "      <td>10000.0</td>\n",
+       "      <td>1.319500</td>\n",
+       "      <td>1.493601</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>6.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Shops_1</th>\n",
+       "      <td>10000.0</td>\n",
+       "      <td>4.231300</td>\n",
+       "      <td>4.806341</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>2.300000e+01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Price</th>\n",
+       "      <td>10000.0</td>\n",
+       "      <td>214139.218750</td>\n",
+       "      <td>92872.304688</td>\n",
+       "      <td>59174.777344</td>\n",
+       "      <td>153872.628906</td>\n",
+       "      <td>192269.648438</td>\n",
+       "      <td>249135.460938</td>\n",
+       "      <td>6.332334e+05</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 count           mean            std           min  \\\n",
+       "Rooms          10000.0       1.890500       0.839512      0.000000   \n",
+       "Square         10000.0      56.315712      21.058718      1.136859   \n",
+       "LifeSquare      7887.0      37.199596      86.241112      0.370619   \n",
+       "KitchenSquare  10000.0       6.273300      28.561113      0.000000   \n",
+       "Floor          10000.0       8.526700       5.241148      1.000000   \n",
+       "HouseFloor     10000.0      12.609400       6.775974      0.000000   \n",
+       "HouseYear      10000.0    3990.166300  200500.261427   1910.000000   \n",
+       "Ecology_1      10000.0       0.118858       0.119026      0.000000   \n",
+       "Social_1       10000.0      24.687000      17.532614      0.000000   \n",
+       "Social_2       10000.0    5352.157400    4006.799803    168.000000   \n",
+       "Social_3       10000.0       8.039200      23.831875      0.000000   \n",
+       "Healthcare_1    5202.0    1142.904419    1021.518982      0.000000   \n",
+       "Helthcare_2    10000.0       1.319500       1.493601      0.000000   \n",
+       "Shops_1        10000.0       4.231300       4.806341      0.000000   \n",
+       "Price          10000.0  214139.218750   92872.304688  59174.777344   \n",
+       "\n",
+       "                         25%            50%            75%           max  \n",
+       "Rooms               1.000000       2.000000       2.000000  1.900000e+01  \n",
+       "Square             41.774879      52.513309      65.900627  6.410652e+02  \n",
+       "LifeSquare         22.769833      32.781261      45.128803  7.480592e+03  \n",
+       "KitchenSquare       1.000000       6.000000       9.000000  2.014000e+03  \n",
+       "Floor               4.000000       7.000000      12.000000  4.200000e+01  \n",
+       "HouseFloor          9.000000      13.000000      17.000000  1.170000e+02  \n",
+       "HouseYear        1974.000000    1977.000000    2001.000000  2.005201e+07  \n",
+       "Ecology_1           0.017647       0.075424       0.195781  5.218670e-01  \n",
+       "Social_1            6.000000      25.000000      36.000000  7.400000e+01  \n",
+       "Social_2         1564.000000    5285.000000    7227.000000  1.908300e+04  \n",
+       "Social_3            0.000000       2.000000       5.000000  1.410000e+02  \n",
+       "Healthcare_1      350.000000     900.000000    1548.000000  4.849000e+03  \n",
+       "Helthcare_2         0.000000       1.000000       2.000000  6.000000e+00  \n",
+       "Shops_1             1.000000       3.000000       6.000000  2.300000e+01  \n",
+       "Price          153872.628906  192269.648438  249135.460938  6.332334e+05  "
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train.describe().transpose()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a856dcd3",
+   "metadata": {},
+   "source": [
+    "### Square, LifeSquare, KitchenSquare"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "3f3a684b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2113\n",
+      "1041\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(train['LifeSquare'].isnull().sum())\n",
+    "print(test['LifeSquare'].isnull().sum())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b0f1aba2",
+   "metadata": {},
+   "source": [
+    "LifeSquare имеет значение NULL в тестовых и в тренировочных данных."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "1d0d7ae7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train.loc[train['LifeSquare'].isnull(), 'LifeSquare'] = 0\n",
+    "test.loc[test['LifeSquare'].isnull(), 'LifeSquare'] = 0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "caab9a71",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>count</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "      <th>min</th>\n",
+       "      <th>25%</th>\n",
+       "      <th>50%</th>\n",
+       "      <th>75%</th>\n",
+       "      <th>max</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Id</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>8412.595400</td>\n",
+       "      <td>4832.674037</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>4221.750000</td>\n",
+       "      <td>8320.500000</td>\n",
+       "      <td>12598.250000</td>\n",
+       "      <td>16795.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>DistrictId</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>51.279200</td>\n",
+       "      <td>44.179466</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>37.000000</td>\n",
+       "      <td>77.000000</td>\n",
+       "      <td>212.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rooms</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>1.910000</td>\n",
+       "      <td>0.838594</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>17.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Square</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>56.449501</td>\n",
+       "      <td>19.092793</td>\n",
+       "      <td>1.378543</td>\n",
+       "      <td>41.906230</td>\n",
+       "      <td>52.921339</td>\n",
+       "      <td>66.285130</td>\n",
+       "      <td>223.453690</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>LifeSquare</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>28.630507</td>\n",
+       "      <td>21.613903</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>17.873732</td>\n",
+       "      <td>29.118838</td>\n",
+       "      <td>41.769526</td>\n",
+       "      <td>303.071106</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>KitchenSquare</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>5.976800</td>\n",
+       "      <td>9.950147</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>620.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Floor</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>8.632000</td>\n",
+       "      <td>5.483228</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>78.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HouseFloor</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>12.601000</td>\n",
+       "      <td>6.789213</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>17.000000</td>\n",
+       "      <td>99.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HouseYear</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>1984.392600</td>\n",
+       "      <td>18.573149</td>\n",
+       "      <td>1908.000000</td>\n",
+       "      <td>1973.000000</td>\n",
+       "      <td>1977.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2020.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ecology_1</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>0.119874</td>\n",
+       "      <td>0.120070</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.019509</td>\n",
+       "      <td>0.072158</td>\n",
+       "      <td>0.195781</td>\n",
+       "      <td>0.521867</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Social_1</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>24.933800</td>\n",
+       "      <td>17.532202</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>36.000000</td>\n",
+       "      <td>74.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Social_2</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>5406.900000</td>\n",
+       "      <td>4026.614773</td>\n",
+       "      <td>168.000000</td>\n",
+       "      <td>1564.000000</td>\n",
+       "      <td>5285.000000</td>\n",
+       "      <td>7287.000000</td>\n",
+       "      <td>19083.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Social_3</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>8.262600</td>\n",
+       "      <td>23.863762</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>141.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Healthcare_1</th>\n",
+       "      <td>2623.0</td>\n",
+       "      <td>1146.657227</td>\n",
+       "      <td>1044.744995</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>325.000000</td>\n",
+       "      <td>900.000000</td>\n",
+       "      <td>1548.000000</td>\n",
+       "      <td>4849.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Helthcare_2</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>1.319400</td>\n",
+       "      <td>1.479940</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Shops_1</th>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>4.242800</td>\n",
+       "      <td>4.777365</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>23.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                count         mean          std          min          25%  \\\n",
+       "Id             5000.0  8412.595400  4832.674037     1.000000  4221.750000   \n",
+       "DistrictId     5000.0    51.279200    44.179466     0.000000    21.000000   \n",
+       "Rooms          5000.0     1.910000     0.838594     0.000000     1.000000   \n",
+       "Square         5000.0    56.449501    19.092793     1.378543    41.906230   \n",
+       "LifeSquare     5000.0    28.630507    21.613903     0.000000    17.873732   \n",
+       "KitchenSquare  5000.0     5.976800     9.950147     0.000000     1.000000   \n",
+       "Floor          5000.0     8.632000     5.483228     1.000000     4.000000   \n",
+       "HouseFloor     5000.0    12.601000     6.789213     0.000000     9.000000   \n",
+       "HouseYear      5000.0  1984.392600    18.573149  1908.000000  1973.000000   \n",
+       "Ecology_1      5000.0     0.119874     0.120070     0.000000     0.019509   \n",
+       "Social_1       5000.0    24.933800    17.532202     0.000000     6.000000   \n",
+       "Social_2       5000.0  5406.900000  4026.614773   168.000000  1564.000000   \n",
+       "Social_3       5000.0     8.262600    23.863762     0.000000     0.000000   \n",
+       "Healthcare_1   2623.0  1146.657227  1044.744995     0.000000   325.000000   \n",
+       "Helthcare_2    5000.0     1.319400     1.479940     0.000000     0.000000   \n",
+       "Shops_1        5000.0     4.242800     4.777365     0.000000     1.000000   \n",
+       "\n",
+       "                       50%           75%           max  \n",
+       "Id             8320.500000  12598.250000  16795.000000  \n",
+       "DistrictId       37.000000     77.000000    212.000000  \n",
+       "Rooms             2.000000      2.000000     17.000000  \n",
+       "Square           52.921339     66.285130    223.453690  \n",
+       "LifeSquare       29.118838     41.769526    303.071106  \n",
+       "KitchenSquare     6.000000      9.000000    620.000000  \n",
+       "Floor             7.000000     12.000000     78.000000  \n",
+       "HouseFloor       12.000000     17.000000     99.000000  \n",
+       "HouseYear      1977.000000   2000.000000   2020.000000  \n",
+       "Ecology_1         0.072158      0.195781      0.521867  \n",
+       "Social_1         25.000000     36.000000     74.000000  \n",
+       "Social_2       5285.000000   7287.000000  19083.000000  \n",
+       "Social_3          2.000000      5.000000    141.000000  \n",
+       "Healthcare_1    900.000000   1548.000000   4849.000000  \n",
+       "Helthcare_2       1.000000      2.000000      6.000000  \n",
+       "Shops_1           3.000000      6.000000     23.000000  "
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "test.describe().transpose()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "980ca1c5",
+   "metadata": {},
+   "source": [
+    "В тестовых данных показатель 'Square' максимально равно 223,5. Необходимо понять, сколько объектов с большей площадью в тренировочных данных.\n",
+    "\n",
+    "В тестовых данных показатель 'LifeSquare' максимально равно 303,5. Необходимо понять, сколько объектов с большей площадью в тренировочных данных.\n",
+    "\n",
+    "В тестовых данных показатель 'KitchenSquare' максимально равно 620. Скорее всего это ошибочное значение, но оно есть в\n",
+    "тестовых данных. Необходимо понять, сколько объектов с большей площадью в тренировочных данных."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "295cd4ef",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Всего 10 Элементов, удалим их из выборки\n"
+     ]
+    }
+   ],
+   "source": [
+    "sq = train.loc[train['Square'] > 223.5,  'Square']\n",
+    "lsq = train.loc[train['LifeSquare'] > 303.5,  'LifeSquare']\n",
+    "ksq = train.loc[train['KitchenSquare'] > 620,  'KitchenSquare']\n",
+    "\n",
+    "all_data = pd.concat((sq, lsq, ksq), sort=False).reset_index(drop=True)\n",
+    "#len(all_data.unique())\n",
+    "\n",
+    "print(f'Всего {len(all_data.unique())} Элементов, удалим их из выборки')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "a6976c0c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "9992"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train = train.loc[train['Square'] < 223.5]\n",
+    "train = train.loc[train['LifeSquare'] < 303.5]\n",
+    "train = train.loc[train['KitchenSquare'] < 620]\n",
+    "train.index.size"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0edafb5a",
+   "metadata": {},
+   "source": [
+    "### HouseYear"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "ed9833f5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "--- HouseYear ---\n",
+      "1497    20052011\n",
+      "4189        4968\n",
+      "Name: HouseYear, dtype: uint32\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('--- HouseYear ---')\n",
+    "print(train.loc[train['HouseYear'] > datetime.now().year,  'HouseYear'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "a50a5c5c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# всего 2 выброса - справимся в ручную - заменим\n",
+    "train.loc[train['HouseYear'] == 20052011, 'HouseYear'] = 2005\n",
+    "train.loc[train['HouseYear'] == 4968, 'HouseYear'] = 1968"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7b976628",
+   "metadata": {},
+   "source": [
+    "### Rooms"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "ebea7f62",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2     3878\n",
+       "1     3702\n",
+       "3     2233\n",
+       "4      150\n",
+       "5       17\n",
+       "0        8\n",
+       "10       2\n",
+       "19       1\n",
+       "6        1\n",
+       "Name: Rooms, dtype: int64"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train['Rooms'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "179af69a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2.0"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# в выбросы подставим медиану\n",
+    "train.loc[train['Rooms'].isin([0, 6, 10, 19]), 'Rooms'] = train['Rooms'].median()\n",
+    "train['Rooms'].median()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b904a246",
+   "metadata": {},
+   "source": [
+    "### Foor, HouseFloor"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "5e22fa8d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1822\n"
+     ]
+    }
+   ],
+   "source": [
+    "# этаж выше общего количества этажей. странные данные.... но пока оставим\n",
+    "print(train.loc[train['Floor'] > train['HouseFloor']].index.size)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "305c41fe",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "884\n"
+     ]
+    }
+   ],
+   "source": [
+    "# такие данные есть и в тестовых\n",
+    "print(test.loc[test['Floor'] > test['HouseFloor']].index.size)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ea0eaca5",
+   "metadata": {},
+   "source": [
+    "### Healthcare_1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "150f2b54",
+   "metadata": {},
+   "outputs": [
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+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
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+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "HC_Null = train.loc[train['Healthcare_1'].isnull(), ['DistrictId']].astype('int64')\n",
+    "HC_Fill = train.loc[train['Healthcare_1'].notnull(), ['DistrictId']].astype('int64')\n",
+    "\n",
+    "plt.hist(HC_Null['DistrictId'].to_numpy(), bins=30, density=True, alpha=0.5, label='NULL', color='grey')\n",
+    "plt.hist(HC_Fill['DistrictId'].to_numpy(), bins=30, density=True, alpha=0.5, label='Not NULL', color='green')\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8cc1f821",
+   "metadata": {},
+   "source": [
+    "Видно, что основная часть незаполненных (серых) значений находятся в кварталах с начальными номерами от 0 до 100\n",
+    "то и NULL вполне может быть правильным значением, заменим его на \"0\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "b2503ed8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train.loc[train['Healthcare_1'].isnull(), 'Healthcare_1'] = 0\n",
+    "test.loc[test['Healthcare_1'].isnull(), 'Healthcare_1'] = 0"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0aa308b6",
+   "metadata": {},
+   "source": [
+    "что мы имеем по незаполненыь данным"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "1fc628e9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Id               0\n",
+       "DistrictId       0\n",
+       "Rooms            0\n",
+       "Square           0\n",
+       "LifeSquare       0\n",
+       "KitchenSquare    0\n",
+       "Floor            0\n",
+       "HouseFloor       0\n",
+       "HouseYear        0\n",
+       "Ecology_1        0\n",
+       "Ecology_2        0\n",
+       "Ecology_3        0\n",
+       "Social_1         0\n",
+       "Social_2         0\n",
+       "Social_3         0\n",
+       "Healthcare_1     0\n",
+       "Helthcare_2      0\n",
+       "Shops_1          0\n",
+       "Shops_2          0\n",
+       "Price            0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "d63832bc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Id               0\n",
+       "DistrictId       0\n",
+       "Rooms            0\n",
+       "Square           0\n",
+       "LifeSquare       0\n",
+       "KitchenSquare    0\n",
+       "Floor            0\n",
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+       "HouseYear        0\n",
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+       "Social_1         0\n",
+       "Social_2         0\n",
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+       "Healthcare_1     0\n",
+       "Helthcare_2      0\n",
+       "Shops_1          0\n",
+       "Shops_2          0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "test.isnull().sum()"
+   ]
+  },
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+   "execution_count": null,
+   "id": "f8288396",
+   "metadata": {},
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+       "     </g>\n",
+       "     <g id=\"text_20\">\n",
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+       "     <g id=\"text_22\">\n",
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+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "corrmat = train.corr()\n",
+    "plt.subplots(figsize=(12, 10))\n",
+    "sns.heatmap(corrmat, cmap='coolwarm', annot = True, linewidths=0.3, square=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "39797bdc",
+   "metadata": {},
+   "source": [
+    "###### Коэффициенты коррекляции в с показателем 'Price' больше всего у параметров 'Rooms' и 'Square'. Но, если выводить эти таблицы для каждого из кварталов, то картина будет немного иной и будет не совсем верно игнорировать тот факт, что цена хорошо корреклирует с общей площадью в рамках каждого квартала.\n",
+    "Поэтому добовляем столбец 'PriceForMetr'. Рассчитываться это значение будет для каждого кваратала \"DistrictID\". И будет добавлено в тестовый набор."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "665ffa87",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "8"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "gp1 = train.groupby(['DistrictId'])['Square'].sum()\n",
+    "gp2 = train.groupby(['DistrictId'])['Price'].sum()\n",
+    "gp3 = gp2 / gp1\n",
+    "\n",
+    "train['PriceForMetr'] = train['DistrictId'].map(gp3.to_dict())\n",
+    "test['PriceForMetr'] = test['DistrictId'].map(gp3.to_dict())\n",
+    "\n",
+    "#test.info(memory_usage=\"deep\")\n",
+    "test['PriceForMetr'].isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "4e0a8dcc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# есть незаполненые значения - заполним их медианой\n",
+    "test.loc[test['PriceForMetr'].isnull(), 'PriceForMetr'] = test['PriceForMetr'].median()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "140432e8",
+   "metadata": {},
+   "source": [
+    "преобразуеь 'Ecology_2', 'Ecology_3', 'Shops_2' в бинарные признаки."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "4e9a176b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Ecology_2 in train \n",
+      "\n",
+      "B    9895\n",
+      "A      97\n",
+      "Name: Ecology_2, dtype: int64\n",
+      "****************************************************************************************************\n",
+      "\n",
+      "Ecology_2 in test \n",
+      "\n",
+      "B    4952\n",
+      "A      48\n",
+      "Name: Ecology_2, dtype: int64\n",
+      "****************************************************************************************************\n",
+      "\n",
+      "Ecology_3 in train \n",
+      "\n",
+      "B    9718\n",
+      "A     274\n",
+      "Name: Ecology_3, dtype: int64\n",
+      "****************************************************************************************************\n",
+      "\n",
+      "Ecology_3 in test \n",
+      "\n",
+      "B    4851\n",
+      "A     149\n",
+      "Name: Ecology_3, dtype: int64\n",
+      "****************************************************************************************************\n",
+      "\n",
+      "Shops_2 in train \n",
+      "\n",
+      "B    9168\n",
+      "A     824\n",
+      "Name: Shops_2, dtype: int64\n",
+      "****************************************************************************************************\n",
+      "\n",
+      "Shops_2 in test \n",
+      "\n",
+      "B    4588\n",
+      "A     412\n",
+      "Name: Shops_2, dtype: int64\n",
+      "****************************************************************************************************\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "for cat_colname in ['Ecology_2', 'Ecology_3', 'Shops_2']:\n",
+    "    print(str(cat_colname) + ' in train \\n\\n' + str(train[cat_colname].value_counts()) + '\\n' + '*' * 100 + '\\n')\n",
+    "    print(str(cat_colname) + ' in test \\n\\n' + str(test[cat_colname].value_counts()) + '\\n' + '*' * 100 + '\\n')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "d1f72ce1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train['Ecology_2_bin'] = train['Ecology_2'].replace({'A':0, 'B':1})\n",
+    "train['Ecology_3_bin'] = train['Ecology_3'].replace({'A':0, 'B':1})\n",
+    "train['Shops_2_bin'] = train['Shops_2'].replace({'A':0, 'B':1})\n",
+    "\n",
+    "test['Ecology_2_bin'] = test['Ecology_2'].replace({'A':0, 'B':1})\n",
+    "test['Ecology_3_bin'] = test['Ecology_3'].replace({'A':0, 'B':1})\n",
+    "test['Shops_2_bin'] = test['Shops_2'].replace({'A':0, 'B':1})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8588b213",
+   "metadata": {},
+   "source": [
+    "## МОДЕЛЬ"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "c007dbdb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "models_dict = {}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "463a71bb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['Rooms', 'Square', 'LifeSquare', 'KitchenSquare', 'Floor', 'HouseFloor', 'HouseYear', 'Ecology_1', 'Social_1', 'Social_2', 'Social_3', 'Healthcare_1', 'Helthcare_2', 'Shops_1', 'PriceForMetr']\n"
+     ]
+    }
+   ],
+   "source": [
+    "features = train.select_dtypes(exclude=['object', 'string', 'category']).columns.tolist()\n",
+    "features.remove('Price')\n",
+    "print(features)\n",
+    "\n",
+    "target = 'Price'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "8fb0b73d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(\n",
+    "    train[features], train[target], test_size=0.3, random_state=42)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "0033e835",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 6994 entries, 3174 to 7276\n",
+      "Data columns (total 15 columns):\n",
+      " #   Column         Non-Null Count  Dtype  \n",
+      "---  ------         --------------  -----  \n",
+      " 0   Rooms          6994 non-null   uint8  \n",
+      " 1   Square         6994 non-null   float32\n",
+      " 2   LifeSquare     6994 non-null   float32\n",
+      " 3   KitchenSquare  6994 non-null   float32\n",
+      " 4   Floor          6994 non-null   uint8  \n",
+      " 5   HouseFloor     6994 non-null   uint8  \n",
+      " 6   HouseYear      6994 non-null   uint32 \n",
+      " 7   Ecology_1      6994 non-null   float32\n",
+      " 8   Social_1       6994 non-null   uint8  \n",
+      " 9   Social_2       6994 non-null   uint16 \n",
+      " 10  Social_3       6994 non-null   uint8  \n",
+      " 11  Healthcare_1   6994 non-null   float32\n",
+      " 12  Helthcare_2    6994 non-null   uint8  \n",
+      " 13  Shops_1        6994 non-null   uint8  \n",
+      " 14  PriceForMetr   6994 non-null   float64\n",
+      "dtypes: float32(5), float64(1), uint16(1), uint32(1), uint8(7)\n",
+      "memory usage: 334.7 KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "X_train.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "79f4145d",
+   "metadata": {},
+   "source": [
+    "## Linear Regression"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "bd6efb33",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "LinearRegression()"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "line_regression_model = LinearRegression()\n",
+    "line_regression_model.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "19c6a858",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "models_dict['Linear Regression'] = line_regression_model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "550ec302",
+   "metadata": {},
+   "outputs": [
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+       "<Figure size 432x288 with 1 Axes>"
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+     "metadata": {
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+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "model_test(line_regression_model, 'Linear Regression', X_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1968f6c6",
+   "metadata": {},
+   "source": [
+    "## Random Forest Regressor"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "24499b5c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "RandomForestRegressor()"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "random_forest_regressor_model = RandomForestRegressor()\n",
+    "random_forest_regressor_model.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "f12c76db",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "models_dict['Random Forest Regressor'] = random_forest_regressor_model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "4202e128",
+   "metadata": {},
+   "outputs": [
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+   ],
+   "source": [
+    "model_test(random_forest_regressor_model,\n",
+    "           'Random Forest Regressor', X_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0497dd8a",
+   "metadata": {},
+   "source": [
+    "## Gradient Boosting Regressor"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "7ee99f3f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "GradientBoostingRegressor()"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "gradient_boosting_regressor_model = GradientBoostingRegressor()\n",
+    "gradient_boosting_regressor_model.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "b8f7f41c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "models_dict['Gradient Boosting Regressor'] = gradient_boosting_regressor_model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "2615039b",
+   "metadata": {},
+   "outputs": [
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+       "<Figure size 432x288 with 1 Axes>"
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+   ],
+   "source": [
+    "model_test(gradient_boosting_regressor_model,\n",
+    "           'Gradient Boosting Regressor', X_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "38106a47",
+   "metadata": {},
+   "source": [
+    "## LassoCV"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "01cbb842",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "LassoCV()"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lasso_cv_model = LassoCV()\n",
+    "lasso_cv_model.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "3ace9270",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "models_dict['LassoCV'] = lasso_cv_model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "4b6b72e3",
+   "metadata": {},
+   "outputs": [
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+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
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+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "model_test(lasso_cv_model, 'LassoCV', X_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d5a914f8",
+   "metadata": {},
+   "source": [
+    "## LGBMRegressor"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "1d5b6f17",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "LGBMRegressor()"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lgbm_regressor_model = LGBMRegressor()\n",
+    "lgbm_regressor_model.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "422c9904",
+   "metadata": {},
+   "outputs": [
+    {
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+     "metadata": {
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+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "model_test(lgbm_regressor_model, 'LGBMRegressor', X_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "99c110c9",
+   "metadata": {},
+   "source": [
+    "#### Tunning LGBMRegressor"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "daada10a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<bound method LGBMModel.get_params of LGBMRegressor()>"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lgbm_regressor_model.get_params"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "e7bccecb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([0.01, 0.02, 0.03, 0.04])"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.arange(0.01, 0.05, 0.01)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "66062abb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "parameters = [{\n",
+    "    'max_bin': np.arange(90, 120, 10),\n",
+    "    'n_estimators': np.arange(4000, 7000, 1000),\n",
+    "    'learning_rate': np.arange(0.01, 0.05, 0.01)\n",
+    "}]\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "id": "53ab888a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "clf = GridSearchCV(\n",
+    "    estimator=LGBMRegressor(random_state=42),\n",
+    "    param_grid=parameters,\n",
+    "    scoring='neg_mean_squared_error',\n",
+    "    cv=4,\n",
+    "    n_jobs=-1,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "40ad3650",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "GridSearchCV(cv=4, estimator=LGBMRegressor(random_state=42), n_jobs=-1,\n",
+       "             param_grid=[{'learning_rate': array([0.01, 0.02, 0.03, 0.04]),\n",
+       "                          'max_bin': array([ 90, 100, 110]),\n",
+       "                          'n_estimators': array([4000, 5000, 6000])}],\n",
+       "             scoring='neg_mean_squared_error')"
+      ]
+     },
+     "execution_count": 60,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clf.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "id": "9fb4f9d1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>param_learning_rate</th>\n",
+       "      <th>param_max_bin</th>\n",
+       "      <th>param_n_estimators</th>\n",
+       "      <th>mean_test_score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0.01</td>\n",
+       "      <td>110</td>\n",
+       "      <td>4000</td>\n",
+       "      <td>-2.088079e+09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.01</td>\n",
+       "      <td>110</td>\n",
+       "      <td>5000</td>\n",
+       "      <td>-2.109738e+09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.01</td>\n",
+       "      <td>90</td>\n",
+       "      <td>4000</td>\n",
+       "      <td>-2.110668e+09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.01</td>\n",
+       "      <td>100</td>\n",
+       "      <td>4000</td>\n",
+       "      <td>-2.116463e+09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.01</td>\n",
+       "      <td>110</td>\n",
+       "      <td>6000</td>\n",
+       "      <td>-2.128995e+09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.01</td>\n",
+       "      <td>90</td>\n",
+       "      <td>5000</td>\n",
+       "      <td>-2.131810e+09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.01</td>\n",
+       "      <td>100</td>\n",
+       "      <td>5000</td>\n",
+       "      <td>-2.135978e+09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.01</td>\n",
+       "      <td>90</td>\n",
+       "      <td>6000</td>\n",
+       "      <td>-2.150383e+09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.01</td>\n",
+       "      <td>100</td>\n",
+       "      <td>6000</td>\n",
+       "      <td>-2.153554e+09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>0.02</td>\n",
+       "      <td>110</td>\n",
+       "      <td>4000</td>\n",
+       "      <td>-2.163152e+09</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   param_learning_rate param_max_bin param_n_estimators  mean_test_score\n",
+       "6                 0.01           110               4000    -2.088079e+09\n",
+       "7                 0.01           110               5000    -2.109738e+09\n",
+       "0                 0.01            90               4000    -2.110668e+09\n",
+       "3                 0.01           100               4000    -2.116463e+09\n",
+       "8                 0.01           110               6000    -2.128995e+09\n",
+       "1                 0.01            90               5000    -2.131810e+09\n",
+       "4                 0.01           100               5000    -2.135978e+09\n",
+       "2                 0.01            90               6000    -2.150383e+09\n",
+       "5                 0.01           100               6000    -2.153554e+09\n",
+       "15                0.02           110               4000    -2.163152e+09"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cv_results = pd.DataFrame(clf.cv_results_)\n",
+    "param_columns = [\n",
+    "    column\n",
+    "    for column in cv_results.columns\n",
+    "    if column.startswith('param_')\n",
+    "]\n",
+    "\n",
+    "score_columns = ['mean_test_score']\n",
+    "\n",
+    "cv_results = (cv_results[param_columns + score_columns]\n",
+    "              .sort_values(by=score_columns, ascending=False))\n",
+    "\n",
+    "cv_results.head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "9ec4c48e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'learning_rate': 0.01, 'max_bin': 110, 'n_estimators': 4000}"
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clf.best_params_"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e4dde9fb",
+   "metadata": {},
+   "source": [
+    "#### Test tunning LGBMRegressor"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "81c1ad27",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "LGBMRegressor(learning_rate=0.01, max_bin=110, n_estimators=4000, num_leaves=4)"
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lgbm_regressor_model = LGBMRegressor(\n",
+    "    max_bin=110,\n",
+    "    num_leaves=4,\n",
+    "    n_estimators=4000,\n",
+    "    learning_rate=0.01\n",
+    ")\n",
+    "lgbm_regressor_model.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "284d4b6d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "model_test(lgbm_regressor_model, 'LGBMRegressor', X_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "4dd74a5a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "models_dict['LGBMRegressor'] = lgbm_regressor_model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6e1b3c14",
+   "metadata": {},
+   "source": [
+    "### XGBRegressor"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "20ba592a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "XGBRegressor(base_score=0.5, booster='gbtree', callbacks=None,\n",
+       "             colsample_bylevel=1, colsample_bynode=1, colsample_bytree=1,\n",
+       "             early_stopping_rounds=None, enable_categorical=False,\n",
+       "             eval_metric=None, feature_types=None, gamma=0, gpu_id=-1,\n",
+       "             grow_policy='depthwise', importance_type=None,\n",
+       "             interaction_constraints='', learning_rate=0.300000012, max_bin=256,\n",
+       "             max_cat_threshold=64, max_cat_to_onehot=4, max_delta_step=0,\n",
+       "             max_depth=6, max_leaves=0, min_child_weight=1, missing=nan,\n",
+       "             monotone_constraints='()', n_estimators=100, n_jobs=0,\n",
+       "             num_parallel_tree=1, predictor='auto', random_state=0, ...)"
+      ]
+     },
+     "execution_count": 66,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xgboost_model = XGBRegressor()\n",
+    "xgboost_model.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "e659f3d7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "models_dict['XGBRegressor'] = xgboost_model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "id": "40264a30",
+   "metadata": {},
+   "outputs": [
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+       "<Figure size 432x288 with 1 Axes>"
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+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "model_test(xgboost_model, 'XGBRegressor', X_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c5c6e349",
+   "metadata": {},
+   "source": [
+    "# Резульитаты"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7c10701a",
+   "metadata": {},
+   "source": [
+    "найдем лучшее"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 130,
+   "id": "10e6da3c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "models_score_test = models_r2(models_dict, X_test, y_test)\n",
+    "models_score_train = models_r2(models_dict, X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 131,
+   "id": "6ccb6d3f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe thead th {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>name</th>\n",
+       "      <th>r2</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Gradient Boosting Regressor</td>\n",
+       "      <td>0.752612</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>LGBMRegressor</td>\n",
+       "      <td>0.752397</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Random Forest Regressor</td>\n",
+       "      <td>0.751699</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>XGBRegressor</td>\n",
+       "      <td>0.743216</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Linear Regression</td>\n",
+       "      <td>0.667146</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>LassoCV</td>\n",
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+       "  </tbody>\n",
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+      "text/plain": [
+       "                          name        r2\n",
+       "2  Gradient Boosting Regressor  0.752612\n",
+       "4                LGBMRegressor  0.752397\n",
+       "1      Random Forest Regressor  0.751699\n",
+       "5                 XGBRegressor  0.743216\n",
+       "0            Linear Regression  0.667146\n",
+       "3                      LassoCV  0.652968"
+      ]
+     },
+     "execution_count": 131,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "models_score_test[['name', 'r2']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 132,
+   "id": "d55a394e",
+   "metadata": {},
+   "outputs": [
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+   "source": [
+    "r2_max_test = models_score_test['r2'].max()\n",
+    "r2_max_train = models_score_train['r2'].max()\n",
+    "plt.barh(models_score_test['name'], models_score_test['r2'],\n",
+    "         alpha=0.5, color='red', label=f'Test  Data: R2 max: {r2_max_test:.4f}')\n",
+    "plt.barh(models_score_train['name'], models_score_train['r2'],\n",
+    "         alpha=0.5, color='grey', label=f'Train Data: R2 max: {r2_max_train:.4f}')\n",
+    "plt.title('R2')\n",
+    "plt.legend()\n",
+    "plt.axvline(0.6, color='red')\n",
+    "plt.axvline(r2_max_test, color='yellow')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 133,
+   "id": "6ea21b25",
+   "metadata": {},
+   "outputs": [
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+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "mse_min_test = models_score_test['mse'].min()\n",
+    "mse_min_train = models_score_train['mse'].min()\n",
+    "plt.barh(models_score_test['name'], models_score_test['mse'],\n",
+    "         alpha=0.5, color='red', label=f'Test  Data MSE min: {mse_min_test:.0e}')\n",
+    "plt.barh(models_score_train['name'], models_score_train['mse'],\n",
+    "         alpha=0.5, color='grey', label=f'Train Data MSE min: {mse_min_train:.0e}')\n",
+    "plt.title('Mean squared error')\n",
+    "plt.legend(loc=2)\n",
+    "plt.axvline(mse_min_test, color='yellow')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "39b6cf09",
+   "metadata": {},
+   "source": [
+    "### Выбор\n",
+    "Gradient Boosting Regressor - не применяем по условию задания!\n",
+    "выберем следуюющий это \"LGBMRegressor\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 134,
+   "id": "dbd2dc85",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "best_model = models_dict['LGBMRegressor']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 135,
+   "id": "58539fae",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
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+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
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+       "\n",
+       "    .dataframe thead th {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>name</th>\n",
+       "      <th>importances</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Rooms</td>\n",
+       "      <td>322</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Square</td>\n",
+       "      <td>1492</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>LifeSquare</td>\n",
+       "      <td>927</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>KitchenSquare</td>\n",
+       "      <td>815</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Floor</td>\n",
+       "      <td>573</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>HouseFloor</td>\n",
+       "      <td>920</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>HouseYear</td>\n",
+       "      <td>1502</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Ecology_1</td>\n",
+       "      <td>1254</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Social_1</td>\n",
+       "      <td>614</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Social_2</td>\n",
+       "      <td>199</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Social_3</td>\n",
+       "      <td>364</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Healthcare_1</td>\n",
+       "      <td>740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Helthcare_2</td>\n",
+       "      <td>143</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Shops_1</td>\n",
+       "      <td>273</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>PriceForMetr</td>\n",
+       "      <td>1862</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             name  importances\n",
+       "0           Rooms          322\n",
+       "1          Square         1492\n",
+       "2      LifeSquare          927\n",
+       "3   KitchenSquare          815\n",
+       "4           Floor          573\n",
+       "5      HouseFloor          920\n",
+       "6       HouseYear         1502\n",
+       "7       Ecology_1         1254\n",
+       "8        Social_1          614\n",
+       "9        Social_2          199\n",
+       "10       Social_3          364\n",
+       "11   Healthcare_1          740\n",
+       "12    Helthcare_2          143\n",
+       "13        Shops_1          273\n",
+       "14   PriceForMetr         1862"
+      ]
+     },
+     "execution_count": 135,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.DataFrame({'name': list(X_train.columns),\n",
+    "              'importances': list(best_model.feature_importances_)})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 136,
+   "id": "709fe251",
+   "metadata": {},
+   "outputs": [
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+       "<Figure size 432x288 with 1 Axes>"
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+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "model_test(best_model, 'best_model', X_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7f8f48ea",
+   "metadata": {},
+   "source": [
+    "### Вывод в файл"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "id": "960996db",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "test_features = list(X_train.columns)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "id": "769b58d1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 5000 entries, 0 to 4999\n",
+      "Data columns (total 15 columns):\n",
+      " #   Column         Non-Null Count  Dtype  \n",
+      "---  ------         --------------  -----  \n",
+      " 0   Rooms          5000 non-null   uint8  \n",
+      " 1   Square         5000 non-null   float32\n",
+      " 2   LifeSquare     5000 non-null   float32\n",
+      " 3   KitchenSquare  5000 non-null   float32\n",
+      " 4   Floor          5000 non-null   uint8  \n",
+      " 5   HouseFloor     5000 non-null   uint8  \n",
+      " 6   HouseYear      5000 non-null   uint16 \n",
+      " 7   Ecology_1      5000 non-null   float32\n",
+      " 8   Social_1       5000 non-null   uint8  \n",
+      " 9   Social_2       5000 non-null   uint16 \n",
+      " 10  Social_3       5000 non-null   uint8  \n",
+      " 11  Healthcare_1   5000 non-null   float32\n",
+      " 12  Helthcare_2    5000 non-null   uint8  \n",
+      " 13  Shops_1        5000 non-null   uint8  \n",
+      " 14  PriceForMetr   5000 non-null   float64\n",
+      "dtypes: float32(5), float64(1), uint16(2), uint8(7)\n",
+      "memory usage: 190.6 KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "test[test_features].info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "id": "4a2e7bf3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "test['Price'] = best_model.predict(test[test_features])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "id": "16dfa624",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mu = 215623.41 and sigma = 80260.29\n"
+     ]
+    },
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+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "price_log = np.log1p(test['Price'])\n",
+    "#sns.distplot(price_log, fit=norm)\n",
+    "sns.histplot(price_log, kde=True)\n",
+    "#sns.displot(price_log, kde=True)\n",
+    "\n",
+    "mu, sigma = norm.fit(test['Price'])\n",
+    "\n",
+    "print(f'mu = {mu:.2f} and sigma = {sigma:.2f}')\n",
+    "\n",
+    "plt.legend(\n",
+    "    [f'Normal dist. ($\\mu=$ {mu:.2f} and $\\sigma=$ {sigma:.2f} )'], loc='best')\n",
+    "plt.ylabel('Frequency')\n",
+    "plt.title('Price distribution')\n",
+    "\n",
+    "# QQ-plot\n",
+    "fig = plt.figure()\n",
+    "res = stats.probplot(price_log, plot=plt)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 137,
+   "id": "c1b045a3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "test[['Id', 'Price']].to_csv('DGudilin_predictions.csv', index=None)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bdc710c9",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
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+  "language_info": {
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+    "version": 3
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+   "file_extension": ".py",
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+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/DGudilin_predictions.csv b/DGudilin_predictions.csv
new file mode 100644
index 0000000..5c3a32a
--- /dev/null
+++ b/DGudilin_predictions.csv
@@ -0,0 +1,5001 @@
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