From 5f85a5951638deda482c126dc03eecd5dc401354 Mon Sep 17 00:00:00 2001
From: Akchemp <75210406+Akchemp@users.noreply.github.com>
Date: Mon, 25 Jul 2022 18:56:54 -0700
Subject: [PATCH] =?UTF-8?q?=D0=9A=D1=83=D1=80=D1=81=D0=BE=D0=B2=D0=B0?=
 =?UTF-8?q?=D1=8F=20=D0=A0=D0=B0=D0=B1=D0=BE=D1=82=D0=B0=20Andrey=20Krylov?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Numpy, Pandas, sklearn.
---
 AKrylov_predictions.csv      |   5001 ++
 Course Project AKrylov.ipynb | 153990 ++++++++++++++++++++++++++++++++
 data/sample_submission.csv   |   5001 ++
 data/test.csv                |   5001 ++
 data/train.csv               |  10001 +++
 5 files changed, 178994 insertions(+)
 create mode 100644 AKrylov_predictions.csv
 create mode 100644 Course Project AKrylov.ipynb
 create mode 100644 data/sample_submission.csv
 create mode 100644 data/test.csv
 create mode 100644 data/train.csv

diff --git a/AKrylov_predictions.csv b/AKrylov_predictions.csv
new file mode 100644
index 0000000..af19991
--- /dev/null
+++ b/AKrylov_predictions.csv
@@ -0,0 +1,5001 @@
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diff --git a/Course Project AKrylov.ipynb b/Course Project AKrylov.ipynb
new file mode 100644
index 0000000..9730411
--- /dev/null
+++ b/Course Project AKrylov.ipynb	
@@ -0,0 +1,153990 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "798b14e9",
+   "metadata": {},
+   "source": [
+    "  # $ Курсовой \\space проект \\space GeekBrains$ \n",
+    "\n",
+    "\n",
+    "### \"Библиотеки Python для Data Science: \n",
+    "                     \n",
+    "                    Numpy, Matplotlib, Scikit-learn.\n",
+    "\n",
+    "####  Задание для курсового проекта\n",
+    "\n",
+    "Метрика:\n",
+    "rmse -корень среднеквадратичного отклонения\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).\n",
+    "\n",
+    "Сроки и условия сдачи:\n",
+    "Для успешной сдачи должны быть все предсказания (для 5000 квартир) и R2 должен быть больше 0.6.\n",
+    "\n",
+    "Примечание:\n",
+    "Все файлы csv должны содержать названия полей (header - то есть \"шапку\"),\n",
+    "разделитель - запятая. В файлах не должны содержаться индексы из датафрейма.\n",
+    "\n",
+    "https://www.kaggle.com/competitions/real-estate-price-prediction-moscow/data\n",
+    "\n",
+    "\n",
+    "**Построение модели регресси**\n",
+    "1. Обзор обучающего датасета\n",
+    "2. Обработка выбросов\n",
+    "3. Обработка пропусков\n",
+    "4. Анализ данных\n",
+    "5. Отбор признаков\n",
+    "6. Подбор моделей, получение бейзлана\n",
+    "7. Проверка качества, борьба с переобучением\n",
+    "8. Интерпретация результатов\n",
+    "\n",
+    "**Прогнозирование на тестовом датасете**\n",
+    "1. Выполнить для тестового датасета те же этапы обработки и постронияния признаков\n",
+    "2. Спрогнозировать целевую переменную, используя модель, построенную на обучающем датасете\n",
+    "3. Прогнозы должны быть для всех примеров из тестового датасета (для всех строк)\n",
+    "4. Соблюдать исходный порядок примеров из тестового датасета"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5695f052",
+   "metadata": {},
+   "source": [
+    "**Описание датасета**\n",
+    "\n",
+    "* **Id** - идентификационный номер квартиры\n",
+    "* **DistrictId** - идентификационный номер района\n",
+    "* **Rooms** - количество комнат\n",
+    "* **Square** - площадь\n",
+    "* **LifeSquare** - жилая площадь\n",
+    "* **KitchenSquare** - площадь кухни\n",
+    "* **Floor** - этаж\n",
+    "* **HouseFloor** - количество этажей в доме\n",
+    "* **HouseYear** - год постройки дома\n",
+    "* **Ecology_1, Ecology_2, Ecology_3** - экологические показатели местности\n",
+    "* **Social_1, Social_2, Social_3** - социальные показатели местности\n",
+    "* **Healthcare_1, Helthcare_2** - показатели местности, связанные с охраной здоровья\n",
+    "* **Shops_1, Shops_2** - показатели, связанные с наличием магазинов, торговых центров\n",
+    "* **Price** - цена квартиры"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "49a8e7f0",
+   "metadata": {},
+   "source": [
+    "### Подключение библиотек "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "0717abcd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import random\n",
+    "\n",
+    "from scipy.stats import norm\n",
+    "from scipy import stats\n",
+    "\n",
+    "from sklearn.model_selection import train_test_split, cross_val_score\n",
+    "from sklearn.ensemble import RandomForestRegressor\n",
+    "from sklearn.metrics import r2_score as r2\n",
+    "from sklearn.model_selection import KFold, GridSearchCV\n",
+    "\n",
+    "from sklearn.preprocessing import MinMaxScaler\n",
+    "from sklearn.cluster import KMeans\n",
+    "from sklearn.cluster import AgglomerativeClustering\n",
+    "\n",
+    "import matplotlib\n",
+    "import matplotlib.pyplot as plt\n",
+    "from sklearn.metrics import mean_squared_error\n",
+    "\n",
+    "%matplotlib inline\n",
+    "%config InlineBackend.figure_format = 'svg'\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3938481c",
+   "metadata": {},
+   "source": [
+    "##### Функция  оптимизации ( Function )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "0d0da07b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "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": "markdown",
+   "id": "13e38a26",
+   "metadata": {},
+   "source": [
+    "### Загружаем данные. ( Load data )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "f3b7b8d1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Данные загружены!\n"
+     ]
+    }
+   ],
+   "source": [
+    "train = pd.read_csv('train.csv')\n",
+    "test = pd.read_csv('test.csv')\n",
+    "print(\"Данные загружены!\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "95484087",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train:\t10000\t sales and 20 features\n",
+      "Test:\t5000\t sales and 19 features\n"
+     ]
+    }
+   ],
+   "source": [
+    "# смотрим размеры\n",
+    "print(f\"Train:\\t{train.shape[0]}\\t sales and {train.shape[1]} features\")\n",
+    "print(f'Test:\\t{test.shape[0]}\\t sales and {test.shape[1]} features')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "7b8aae07",
+   "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>0</th>\n",
+       "      <td>11809</td>\n",
+       "      <td>27</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>115.027311</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>0.075424</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>11</td>\n",
+       "      <td>3097</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>B</td>\n",
+       "      <td>305018.871089</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>3013</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>39.832524</td>\n",
+       "      <td>23.169223</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>1966</td>\n",
+       "      <td>0.118537</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>30</td>\n",
+       "      <td>6207</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1183.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>B</td>\n",
+       "      <td>177734.553407</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>8215</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>78.342215</td>\n",
+       "      <td>47.671972</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>1988</td>\n",
+       "      <td>0.025609</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>33</td>\n",
+       "      <td>5261</td>\n",
+       "      <td>0</td>\n",
+       "      <td>240.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>B</td>\n",
+       "      <td>282078.720850</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2352</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>40.409907</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>1977</td>\n",
+       "      <td>0.007122</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>1</td>\n",
+       "      <td>264</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>B</td>\n",
+       "      <td>168106.007630</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>13866</td>\n",
+       "      <td>94</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>64.285067</td>\n",
+       "      <td>38.562517</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>16</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>1972</td>\n",
+       "      <td>0.282798</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>33</td>\n",
+       "      <td>8667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>B</td>\n",
+       "      <td>343995.102962</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Id  DistrictId  Rooms      Square  LifeSquare  KitchenSquare  Floor  \\\n",
+       "0  11809          27    3.0  115.027311         NaN           10.0      4   \n",
+       "1   3013          22    1.0   39.832524   23.169223            8.0      7   \n",
+       "2   8215           1    3.0   78.342215   47.671972           10.0      2   \n",
+       "3   2352           1    1.0   40.409907         NaN            1.0     10   \n",
+       "4  13866          94    2.0   64.285067   38.562517            9.0     16   \n",
+       "\n",
+       "   HouseFloor  HouseYear  Ecology_1 Ecology_2 Ecology_3  Social_1  Social_2  \\\n",
+       "0        10.0       2014   0.075424         B         B        11      3097   \n",
+       "1         8.0       1966   0.118537         B         B        30      6207   \n",
+       "2        17.0       1988   0.025609         B         B        33      5261   \n",
+       "3        22.0       1977   0.007122         B         B         1       264   \n",
+       "4        16.0       1972   0.282798         B         B        33      8667   \n",
+       "\n",
+       "   Social_3  Healthcare_1  Helthcare_2  Shops_1 Shops_2          Price  \n",
+       "0         0           NaN            0        0       B  305018.871089  \n",
+       "1         1        1183.0            1        0       B  177734.553407  \n",
+       "2         0         240.0            3        1       B  282078.720850  \n",
+       "3         0           NaN            0        1       B  168106.007630  \n",
+       "4         2           NaN            0        6       B  343995.102962  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "6dd65805",
+   "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>0</th>\n",
+       "      <td>4567</td>\n",
+       "      <td>44</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>36.847630</td>\n",
+       "      <td>19.094182</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>1970</td>\n",
+       "      <td>0.036122</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>24</td>\n",
+       "      <td>4378</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1036.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>5925</td>\n",
+       "      <td>62</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>42.493907</td>\n",
+       "      <td>42.568133</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>2017</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>2</th>\n",
+       "      <td>960</td>\n",
+       "      <td>27</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>59.463678</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>19</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>1977</td>\n",
+       "      <td>0.211401</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1892</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3848</td>\n",
+       "      <td>23</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>49.646030</td>\n",
+       "      <td>33.893825</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1965</td>\n",
+       "      <td>0.014073</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>2</td>\n",
+       "      <td>475</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>746</td>\n",
+       "      <td>74</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>53.837056</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>1977</td>\n",
+       "      <td>0.309479</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>35</td>\n",
+       "      <td>7715</td>\n",
+       "      <td>4</td>\n",
+       "      <td>990.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Id  DistrictId  Rooms     Square  LifeSquare  KitchenSquare  Floor  \\\n",
+       "0  4567          44    1.0  36.847630   19.094182            5.0      5   \n",
+       "1  5925          62    1.0  42.493907   42.568133           10.0      7   \n",
+       "2   960          27    2.0  59.463678         NaN            9.0     19   \n",
+       "3  3848          23    3.0  49.646030   33.893825            6.0      2   \n",
+       "4   746          74    1.0  53.837056         NaN            1.0      8   \n",
+       "\n",
+       "   HouseFloor  HouseYear  Ecology_1 Ecology_2 Ecology_3  Social_1  Social_2  \\\n",
+       "0         9.0       1970   0.036122         B         B        24      4378   \n",
+       "1        17.0       2017   0.072158         B         B         2       629   \n",
+       "2        19.0       1977   0.211401         B         B         9      1892   \n",
+       "3         2.0       1965   0.014073         B         B         2       475   \n",
+       "4        17.0       1977   0.309479         B         B        35      7715   \n",
+       "\n",
+       "   Social_3  Healthcare_1  Helthcare_2  Shops_1 Shops_2  \n",
+       "0         0        1036.0            1        1       B  \n",
+       "1         1           NaN            0        0       A  \n",
+       "2         0           NaN            0        1       B  \n",
+       "3         0           NaN            0        0       B  \n",
+       "4         4         990.0            0        6       B  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "test.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "a73a0760",
+   "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": [
+    "# смотрим типы данных \n",
+    "train.dtypes\n",
+    "train.info(memory_usage='deep')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "db2f5cd2",
+   "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": [
+    "# смотрим типы данных и пропуски\n",
+    "test.dtypes\n",
+    "test.info(memory_usage='deep')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "816497b8",
+   "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>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>Price</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>10000.00000</td>\n",
+       "      <td>10000.000000</td>\n",
+       "      <td>10000.000000</td>\n",
+       "      <td>10000.000000</td>\n",
+       "      <td>7887.000000</td>\n",
+       "      <td>10000.000000</td>\n",
+       "      <td>10000.000000</td>\n",
+       "      <td>10000.000000</td>\n",
+       "      <td>1.000000e+04</td>\n",
+       "      <td>10000.000000</td>\n",
+       "      <td>10000.000000</td>\n",
+       "      <td>10000.000000</td>\n",
+       "      <td>10000.000000</td>\n",
+       "      <td>5202.000000</td>\n",
+       "      <td>10000.000000</td>\n",
+       "      <td>10000.000000</td>\n",
+       "      <td>10000.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>8383.40770</td>\n",
+       "      <td>50.400800</td>\n",
+       "      <td>1.890500</td>\n",
+       "      <td>56.315775</td>\n",
+       "      <td>37.199645</td>\n",
+       "      <td>6.273300</td>\n",
+       "      <td>8.526700</td>\n",
+       "      <td>12.609400</td>\n",
+       "      <td>3.990166e+03</td>\n",
+       "      <td>0.118858</td>\n",
+       "      <td>24.687000</td>\n",
+       "      <td>5352.157400</td>\n",
+       "      <td>8.039200</td>\n",
+       "      <td>1142.904460</td>\n",
+       "      <td>1.319500</td>\n",
+       "      <td>4.231300</td>\n",
+       "      <td>214138.857399</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>4859.01902</td>\n",
+       "      <td>43.587592</td>\n",
+       "      <td>0.839512</td>\n",
+       "      <td>21.058732</td>\n",
+       "      <td>86.241209</td>\n",
+       "      <td>28.560917</td>\n",
+       "      <td>5.241148</td>\n",
+       "      <td>6.775974</td>\n",
+       "      <td>2.005003e+05</td>\n",
+       "      <td>0.119025</td>\n",
+       "      <td>17.532614</td>\n",
+       "      <td>4006.799803</td>\n",
+       "      <td>23.831875</td>\n",
+       "      <td>1021.517264</td>\n",
+       "      <td>1.493601</td>\n",
+       "      <td>4.806341</td>\n",
+       "      <td>92872.293865</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.136859</td>\n",
+       "      <td>0.370619</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.910000e+03</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>168.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>59174.778028</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>4169.50000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>41.774881</td>\n",
+       "      <td>22.769832</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>1.974000e+03</td>\n",
+       "      <td>0.017647</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>1564.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>350.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>153872.633942</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>8394.50000</td>\n",
+       "      <td>36.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>52.513310</td>\n",
+       "      <td>32.781260</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>13.000000</td>\n",
+       "      <td>1.977000e+03</td>\n",
+       "      <td>0.075424</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>5285.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>900.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>192269.644879</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>12592.50000</td>\n",
+       "      <td>75.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>65.900625</td>\n",
+       "      <td>45.128803</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>17.000000</td>\n",
+       "      <td>2.001000e+03</td>\n",
+       "      <td>0.195781</td>\n",
+       "      <td>36.000000</td>\n",
+       "      <td>7227.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1548.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>249135.462171</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>16798.00000</td>\n",
+       "      <td>209.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>641.065193</td>\n",
+       "      <td>7480.592129</td>\n",
+       "      <td>2014.000000</td>\n",
+       "      <td>42.000000</td>\n",
+       "      <td>117.000000</td>\n",
+       "      <td>2.005201e+07</td>\n",
+       "      <td>0.521867</td>\n",
+       "      <td>74.000000</td>\n",
+       "      <td>19083.000000</td>\n",
+       "      <td>141.000000</td>\n",
+       "      <td>4849.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>23.000000</td>\n",
+       "      <td>633233.466570</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                Id    DistrictId         Rooms        Square   LifeSquare  \\\n",
+       "count  10000.00000  10000.000000  10000.000000  10000.000000  7887.000000   \n",
+       "mean    8383.40770     50.400800      1.890500     56.315775    37.199645   \n",
+       "std     4859.01902     43.587592      0.839512     21.058732    86.241209   \n",
+       "min        0.00000      0.000000      0.000000      1.136859     0.370619   \n",
+       "25%     4169.50000     20.000000      1.000000     41.774881    22.769832   \n",
+       "50%     8394.50000     36.000000      2.000000     52.513310    32.781260   \n",
+       "75%    12592.50000     75.000000      2.000000     65.900625    45.128803   \n",
+       "max    16798.00000    209.000000     19.000000    641.065193  7480.592129   \n",
+       "\n",
+       "       KitchenSquare         Floor    HouseFloor     HouseYear     Ecology_1  \\\n",
+       "count   10000.000000  10000.000000  10000.000000  1.000000e+04  10000.000000   \n",
+       "mean        6.273300      8.526700     12.609400  3.990166e+03      0.118858   \n",
+       "std        28.560917      5.241148      6.775974  2.005003e+05      0.119025   \n",
+       "min         0.000000      1.000000      0.000000  1.910000e+03      0.000000   \n",
+       "25%         1.000000      4.000000      9.000000  1.974000e+03      0.017647   \n",
+       "50%         6.000000      7.000000     13.000000  1.977000e+03      0.075424   \n",
+       "75%         9.000000     12.000000     17.000000  2.001000e+03      0.195781   \n",
+       "max      2014.000000     42.000000    117.000000  2.005201e+07      0.521867   \n",
+       "\n",
+       "           Social_1      Social_2      Social_3  Healthcare_1   Helthcare_2  \\\n",
+       "count  10000.000000  10000.000000  10000.000000   5202.000000  10000.000000   \n",
+       "mean      24.687000   5352.157400      8.039200   1142.904460      1.319500   \n",
+       "std       17.532614   4006.799803     23.831875   1021.517264      1.493601   \n",
+       "min        0.000000    168.000000      0.000000      0.000000      0.000000   \n",
+       "25%        6.000000   1564.000000      0.000000    350.000000      0.000000   \n",
+       "50%       25.000000   5285.000000      2.000000    900.000000      1.000000   \n",
+       "75%       36.000000   7227.000000      5.000000   1548.000000      2.000000   \n",
+       "max       74.000000  19083.000000    141.000000   4849.000000      6.000000   \n",
+       "\n",
+       "            Shops_1          Price  \n",
+       "count  10000.000000   10000.000000  \n",
+       "mean       4.231300  214138.857399  \n",
+       "std        4.806341   92872.293865  \n",
+       "min        0.000000   59174.778028  \n",
+       "25%        1.000000  153872.633942  \n",
+       "50%        3.000000  192269.644879  \n",
+       "75%        6.000000  249135.462171  \n",
+       "max       23.000000  633233.466570  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train.describe() # колич переменные"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b13c04de",
+   "metadata": {},
+   "source": [
+    "#### Оптимизация памяти."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "28939f90",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# приведение типов данных\n",
+    "train['Rooms'] = train['Rooms'].astype('int64')\n",
+    "test['Rooms'] = test['Rooms'].astype('int64')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "760247f9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train['HouseFloor'] = train['HouseFloor'].astype('int64')\n",
+    "test['HouseFloor'] = test['HouseFloor'].astype('int64')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "4cfd722d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train = optimizing_df(train)\n",
+    "test = optimizing_df(test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "e88e3abc",
+   "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": 14,
+   "id": "a54aed70",
+   "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": "0e82377b",
+   "metadata": {},
+   "source": [
+    "#### Data checking ( Обзор данных )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "6899f9ed",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "all_data size is : (15000, 19)\n"
+     ]
+    }
+   ],
+   "source": [
+    "all_data = pd.concat((train, test), sort=False).reset_index(drop=True)\n",
+    "all_data.drop(['Price'], axis=1, inplace=True)\n",
+    "print(f'all_data size is : {all_data.shape}')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "a8d270f3",
+   "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>15000.0</td>\n",
+       "      <td>8393.136933</td>\n",
+       "      <td>4850.111673</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>4188.750000</td>\n",
+       "      <td>8378.500000</td>\n",
+       "      <td>12594.250000</td>\n",
+       "      <td>1.679800e+04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>DistrictId</th>\n",
+       "      <td>15000.0</td>\n",
+       "      <td>50.693600</td>\n",
+       "      <td>43.786257</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>37.000000</td>\n",
+       "      <td>75.000000</td>\n",
+       "      <td>2.120000e+02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rooms</th>\n",
+       "      <td>15000.0</td>\n",
+       "      <td>1.897000</td>\n",
+       "      <td>0.839229</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>1.900000e+01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Square</th>\n",
+       "      <td>15000.0</td>\n",
+       "      <td>56.360554</td>\n",
+       "      <td>20.423906</td>\n",
+       "      <td>1.136859</td>\n",
+       "      <td>41.814370</td>\n",
+       "      <td>52.645758</td>\n",
+       "      <td>66.036606</td>\n",
+       "      <td>6.410652e+02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>LifeSquare</th>\n",
+       "      <td>11846.0</td>\n",
+       "      <td>36.851757</td>\n",
+       "      <td>71.120193</td>\n",
+       "      <td>0.333490</td>\n",
+       "      <td>22.896130</td>\n",
+       "      <td>32.822811</td>\n",
+       "      <td>45.144627</td>\n",
+       "      <td>7.480592e+03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>KitchenSquare</th>\n",
+       "      <td>15000.0</td>\n",
+       "      <td>6.174467</td>\n",
+       "      <td>24.017342</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>15000.0</td>\n",
+       "      <td>8.561800</td>\n",
+       "      <td>5.323113</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>7.800000e+01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HouseFloor</th>\n",
+       "      <td>15000.0</td>\n",
+       "      <td>12.606600</td>\n",
+       "      <td>6.780165</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>17.000000</td>\n",
+       "      <td>1.170000e+02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HouseYear</th>\n",
+       "      <td>15000.0</td>\n",
+       "      <td>3321.575067</td>\n",
+       "      <td>163707.780381</td>\n",
+       "      <td>1908.000000</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>15000.0</td>\n",
+       "      <td>0.119195</td>\n",
+       "      <td>0.119371</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>15000.0</td>\n",
+       "      <td>24.769267</td>\n",
+       "      <td>17.532278</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>15000.0</td>\n",
+       "      <td>5370.404933</td>\n",
+       "      <td>4013.364403</td>\n",
+       "      <td>168.000000</td>\n",
+       "      <td>1564.000000</td>\n",
+       "      <td>5285.000000</td>\n",
+       "      <td>7287.000000</td>\n",
+       "      <td>1.908300e+04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Social_3</th>\n",
+       "      <td>15000.0</td>\n",
+       "      <td>8.113667</td>\n",
+       "      <td>23.841946</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>7825.0</td>\n",
+       "      <td>1144.162476</td>\n",
+       "      <td>1029.307251</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>15000.0</td>\n",
+       "      <td>1.319467</td>\n",
+       "      <td>1.489012</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>15000.0</td>\n",
+       "      <td>4.235133</td>\n",
+       "      <td>4.796545</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",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 count         mean            std          min          25%  \\\n",
+       "Id             15000.0  8393.136933    4850.111673     0.000000  4188.750000   \n",
+       "DistrictId     15000.0    50.693600      43.786257     0.000000    20.000000   \n",
+       "Rooms          15000.0     1.897000       0.839229     0.000000     1.000000   \n",
+       "Square         15000.0    56.360554      20.423906     1.136859    41.814370   \n",
+       "LifeSquare     11846.0    36.851757      71.120193     0.333490    22.896130   \n",
+       "KitchenSquare  15000.0     6.174467      24.017342     0.000000     1.000000   \n",
+       "Floor          15000.0     8.561800       5.323113     1.000000     4.000000   \n",
+       "HouseFloor     15000.0    12.606600       6.780165     0.000000     9.000000   \n",
+       "HouseYear      15000.0  3321.575067  163707.780381  1908.000000  1974.000000   \n",
+       "Ecology_1      15000.0     0.119195       0.119371     0.000000     0.017647   \n",
+       "Social_1       15000.0    24.769267      17.532278     0.000000     6.000000   \n",
+       "Social_2       15000.0  5370.404933    4013.364403   168.000000  1564.000000   \n",
+       "Social_3       15000.0     8.113667      23.841946     0.000000     0.000000   \n",
+       "Healthcare_1    7825.0  1144.162476    1029.307251     0.000000   350.000000   \n",
+       "Helthcare_2    15000.0     1.319467       1.489012     0.000000     0.000000   \n",
+       "Shops_1        15000.0     4.235133       4.796545     0.000000     1.000000   \n",
+       "\n",
+       "                       50%           75%           max  \n",
+       "Id             8378.500000  12594.250000  1.679800e+04  \n",
+       "DistrictId       37.000000     75.000000  2.120000e+02  \n",
+       "Rooms             2.000000      2.000000  1.900000e+01  \n",
+       "Square           52.645758     66.036606  6.410652e+02  \n",
+       "LifeSquare       32.822811     45.144627  7.480592e+03  \n",
+       "KitchenSquare     6.000000      9.000000  2.014000e+03  \n",
+       "Floor             7.000000     12.000000  7.800000e+01  \n",
+       "HouseFloor       12.000000     17.000000  1.170000e+02  \n",
+       "HouseYear      1977.000000   2001.000000  2.005201e+07  \n",
+       "Ecology_1         0.075424      0.195781  5.218670e-01  \n",
+       "Social_1         25.000000     36.000000  7.400000e+01  \n",
+       "Social_2       5285.000000   7287.000000  1.908300e+04  \n",
+       "Social_3          2.000000      5.000000  1.410000e+02  \n",
+       "Healthcare_1    900.000000   1548.000000  4.849000e+03  \n",
+       "Helthcare_2       1.000000      2.000000  6.000000e+00  \n",
+       "Shops_1           3.000000      6.000000  2.300000e+01  "
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all_data.describe().T  # или transpose()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f827aee9",
+   "metadata": {},
+   "source": [
+    "#### Исправляем 'Rooms' ( Fix Rooms)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "cdb28969",
+   "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>2004</th>\n",
+       "      <td>5927</td>\n",
+       "      <td>57</td>\n",
+       "      <td>10</td>\n",
+       "      <td>59.056976</td>\n",
+       "      <td>36.223072</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>22</td>\n",
+       "      <td>22</td>\n",
+       "      <td>2002</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>2728</th>\n",
+       "      <td>14865</td>\n",
+       "      <td>9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>60.871265</td>\n",
+       "      <td>38.420681</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1994</td>\n",
+       "      <td>0.161532</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>25</td>\n",
+       "      <td>5648</td>\n",
+       "      <td>1</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6088</th>\n",
+       "      <td>8491</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19</td>\n",
+       "      <td>42.006046</td>\n",
+       "      <td>21.779287</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>17</td>\n",
+       "      <td>17</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>0.007122</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>1</td>\n",
+       "      <td>264</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11981</th>\n",
+       "      <td>1435</td>\n",
+       "      <td>111</td>\n",
+       "      <td>17</td>\n",
+       "      <td>52.866108</td>\n",
+       "      <td>32.528343</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>15</td>\n",
+       "      <td>17</td>\n",
+       "      <td>1987</td>\n",
+       "      <td>0.093443</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>23</td>\n",
+       "      <td>4635</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3300.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          Id  DistrictId  Rooms     Square  LifeSquare  KitchenSquare  Floor  \\\n",
+       "2004    5927          57     10  59.056976   36.223072           10.0     22   \n",
+       "2728   14865           9     10  60.871265   38.420681           10.0      3   \n",
+       "6088    8491           1     19  42.006046   21.779287            7.0     17   \n",
+       "11981   1435         111     17  52.866108   32.528343            8.0     15   \n",
+       "\n",
+       "       HouseFloor  HouseYear  Ecology_1 Ecology_2 Ecology_3  Social_1  \\\n",
+       "2004           22       2002   0.090799         B         B        74   \n",
+       "2728            2       1994   0.161532         B         B        25   \n",
+       "6088           17       2014   0.007122         B         B         1   \n",
+       "11981          17       1987   0.093443         B         B        23   \n",
+       "\n",
+       "       Social_2  Social_3  Healthcare_1  Helthcare_2  Shops_1 Shops_2  \n",
+       "2004      19083         2           NaN            5       15       B  \n",
+       "2728       5648         1          30.0            2        4       B  \n",
+       "6088        264         0           NaN            0        1       B  \n",
+       "11981      4635         5        3300.0            2        4       B  "
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all_data.loc[all_data['Rooms'] > 6] "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "d92df7fe",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
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+       "        vertical-align: top;\n",
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+       "\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>2194</th>\n",
+       "      <td>3159</td>\n",
+       "      <td>88</td>\n",
+       "      <td>0</td>\n",
+       "      <td>38.697117</td>\n",
+       "      <td>19.345131</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>16</td>\n",
+       "      <td>1982</td>\n",
+       "      <td>0.127376</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>43</td>\n",
+       "      <td>8429</td>\n",
+       "      <td>3</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3780</th>\n",
+       "      <td>7317</td>\n",
+       "      <td>27</td>\n",
+       "      <td>0</td>\n",
+       "      <td>41.790882</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>13</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1977</td>\n",
+       "      <td>0.211401</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1892</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5894</th>\n",
+       "      <td>770</td>\n",
+       "      <td>28</td>\n",
+       "      <td>0</td>\n",
+       "      <td>49.483501</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>16</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>0.118537</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>30</td>\n",
+       "      <td>6207</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1183.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6401</th>\n",
+       "      <td>9443</td>\n",
+       "      <td>27</td>\n",
+       "      <td>0</td>\n",
+       "      <td>87.762619</td>\n",
+       "      <td>85.125473</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1977</td>\n",
+       "      <td>0.211401</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1892</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7644</th>\n",
+       "      <td>7917</td>\n",
+       "      <td>27</td>\n",
+       "      <td>0</td>\n",
+       "      <td>212.932358</td>\n",
+       "      <td>211.231125</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>0.211401</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1892</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7929</th>\n",
+       "      <td>456</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>81.491447</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1977</td>\n",
+       "      <td>0.243205</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1564</td>\n",
+       "      <td>0</td>\n",
+       "      <td>540.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9767</th>\n",
+       "      <td>12638</td>\n",
+       "      <td>27</td>\n",
+       "      <td>0</td>\n",
+       "      <td>138.427689</td>\n",
+       "      <td>136.215500</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>0.075424</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>11</td>\n",
+       "      <td>3097</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9869</th>\n",
+       "      <td>3224</td>\n",
+       "      <td>27</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2.377248</td>\n",
+       "      <td>0.873147</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1977</td>\n",
+       "      <td>0.017647</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>2</td>\n",
+       "      <td>469</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10961</th>\n",
+       "      <td>3343</td>\n",
+       "      <td>58</td>\n",
+       "      <td>0</td>\n",
+       "      <td>116.824203</td>\n",
+       "      <td>113.692421</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1977</td>\n",
+       "      <td>0.437885</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>23</td>\n",
+       "      <td>5735</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1084.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14179</th>\n",
+       "      <td>10729</td>\n",
+       "      <td>27</td>\n",
+       "      <td>0</td>\n",
+       "      <td>76.345154</td>\n",
+       "      <td>42.820797</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1977</td>\n",
+       "      <td>0.017647</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>2</td>\n",
+       "      <td>469</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          Id  DistrictId  Rooms      Square  LifeSquare  KitchenSquare  Floor  \\\n",
+       "2194    3159          88      0   38.697117   19.345131            9.0      9   \n",
+       "3780    7317          27      0   41.790882         NaN            0.0     13   \n",
+       "5894     770          28      0   49.483501         NaN            0.0     16   \n",
+       "6401    9443          27      0   87.762619   85.125473            0.0      5   \n",
+       "7644    7917          27      0  212.932358  211.231125            0.0      2   \n",
+       "7929     456           6      0   81.491447         NaN            0.0      4   \n",
+       "9767   12638          27      0  138.427689  136.215500            0.0      4   \n",
+       "9869    3224          27      0    2.377248    0.873147            0.0      1   \n",
+       "10961   3343          58      0  116.824203  113.692421            0.0      3   \n",
+       "14179  10729          27      0   76.345154   42.820797           12.0     14   \n",
+       "\n",
+       "       HouseFloor  HouseYear  Ecology_1 Ecology_2 Ecology_3  Social_1  \\\n",
+       "2194           16       1982   0.127376         B         B        43   \n",
+       "3780            0       1977   0.211401         B         B         9   \n",
+       "5894            0       2015   0.118537         B         B        30   \n",
+       "6401           15       1977   0.211401         B         B         9   \n",
+       "7644            3       2008   0.211401         B         B         9   \n",
+       "7929            0       1977   0.243205         B         B         5   \n",
+       "9767            3       2016   0.075424         B         B        11   \n",
+       "9869            0       1977   0.017647         B         B         2   \n",
+       "10961           3       1977   0.437885         B         B        23   \n",
+       "14179           0       1977   0.017647         B         B         2   \n",
+       "\n",
+       "       Social_2  Social_3  Healthcare_1  Helthcare_2  Shops_1 Shops_2  \n",
+       "2194       8429         3           NaN            3        9       B  \n",
+       "3780       1892         0           NaN            0        1       B  \n",
+       "5894       6207         1        1183.0            1        0       B  \n",
+       "6401       1892         0           NaN            0        1       B  \n",
+       "7644       1892         0           NaN            0        1       B  \n",
+       "7929       1564         0         540.0            0        0       B  \n",
+       "9767       3097         0           NaN            0        0       B  \n",
+       "9869        469         0           NaN            0        0       B  \n",
+       "10961      5735         3        1084.0            0        5       B  \n",
+       "14179       469         0           NaN            0        0       B  "
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all_data.loc[all_data['Rooms'] == 0]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "42d27f35",
+   "metadata": {},
+   "source": [
+    "##### Применение функции для исправления"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "fb0cc2fc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def df_fix_room(df):\n",
+    "    info_by_district_id = df.groupby(['DistrictId', 'HouseYear'], as_index=False).agg(\n",
+    "        {'Rooms': 'sum', 'Square': 'sum'}).rename(\n",
+    "        columns={'Rooms': 'sum_roos_dr', 'Square': 'sum_square_dr'})\n",
+    "\n",
+    "    info_by_district_id['mean_square_per_room_in_dr'] = info_by_district_id['sum_square_dr'] \\\n",
+    "        / info_by_district_id['sum_roos_dr']\n",
+    "    info_by_district_id.drop(\n",
+    "        ['sum_square_dr', 'sum_roos_dr'], axis=1, inplace=True)\n",
+    "\n",
+    "    df = pd.merge(df, info_by_district_id, on=[\n",
+    "                  'DistrictId', 'HouseYear'], how='left')\n",
+    "\n",
+    "    df['mean_square_per_room_in_dr'] = df['mean_square_per_room_in_dr'].fillna(\n",
+    "        df['mean_square_per_room_in_dr'].mean())\n",
+    "\n",
+    "    df.loc[df['Rooms'] > 6, 'Rooms'] \\\n",
+    "        = (df.loc[df['Rooms'] > 6, 'Square']\n",
+    "           // df.loc[df['Rooms'] > 6, 'mean_square_per_room_in_dr']).astype('int')\n",
+    "\n",
+    "    df.loc[df['Rooms'] == 0, 'Rooms'] \\\n",
+    "        = (df.loc[df['Rooms'] == 0, 'Square']\n",
+    "           // df.loc[df['Rooms'] == 0, 'mean_square_per_room_in_dr']).astype('int')\n",
+    "\n",
+    "    df.loc[df['Rooms'] == 0, 'Rooms'] = 1\n",
+    "    return df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "464534a7",
+   "metadata": {},
+   "source": [
+    "#### Исправляем площадь ( Fix Square )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "5c3006cd",
+   "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>9229</th>\n",
+       "      <td>11602</td>\n",
+       "      <td>30</td>\n",
+       "      <td>2</td>\n",
+       "      <td>641.065186</td>\n",
+       "      <td>638.163208</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>20</td>\n",
+       "      <td>19</td>\n",
+       "      <td>2019</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",
+       "    <tr>\n",
+       "      <th>726</th>\n",
+       "      <td>28</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2</td>\n",
+       "      <td>604.705994</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1977</td>\n",
+       "      <td>0.161532</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>25</td>\n",
+       "      <td>5648</td>\n",
+       "      <td>1</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7010</th>\n",
+       "      <td>2307</td>\n",
+       "      <td>102</td>\n",
+       "      <td>1</td>\n",
+       "      <td>409.425171</td>\n",
+       "      <td>410.639740</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>0.238617</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>26</td>\n",
+       "      <td>3889</td>\n",
+       "      <td>6</td>\n",
+       "      <td>705.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1906</th>\n",
+       "      <td>5548</td>\n",
+       "      <td>86</td>\n",
+       "      <td>5</td>\n",
+       "      <td>275.645294</td>\n",
+       "      <td>233.949310</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>37</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>0.161976</td>\n",
+       "      <td>B</td>\n",
+       "      <td>A</td>\n",
+       "      <td>31</td>\n",
+       "      <td>7010</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4508.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10956</th>\n",
+       "      <td>4058</td>\n",
+       "      <td>27</td>\n",
+       "      <td>6</td>\n",
+       "      <td>223.453690</td>\n",
+       "      <td>104.113556</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>0.041116</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>53</td>\n",
+       "      <td>14892</td>\n",
+       "      <td>4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14402</th>\n",
+       "      <td>1397</td>\n",
+       "      <td>76</td>\n",
+       "      <td>3</td>\n",
+       "      <td>221.138763</td>\n",
+       "      <td>118.055344</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>32</td>\n",
+       "      <td>48</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1660</td>\n",
+       "      <td>39</td>\n",
+       "      <td>1786.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7644</th>\n",
+       "      <td>7917</td>\n",
+       "      <td>27</td>\n",
+       "      <td>0</td>\n",
+       "      <td>212.932358</td>\n",
+       "      <td>211.231125</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>0.211401</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1892</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1776</th>\n",
+       "      <td>16568</td>\n",
+       "      <td>27</td>\n",
+       "      <td>4</td>\n",
+       "      <td>200.334534</td>\n",
+       "      <td>201.627365</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>0.041116</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>53</td>\n",
+       "      <td>14892</td>\n",
+       "      <td>4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          Id  DistrictId  Rooms      Square  LifeSquare  KitchenSquare  Floor  \\\n",
+       "9229   11602          30      2  641.065186  638.163208           10.0     20   \n",
+       "726       28           9      2  604.705994         NaN            1.0     17   \n",
+       "7010    2307         102      1  409.425171  410.639740           10.0      4   \n",
+       "1906    5548          86      5  275.645294  233.949310           26.0     12   \n",
+       "10956   4058          27      6  223.453690  104.113556           16.0      2   \n",
+       "14402   1397          76      3  221.138763  118.055344            4.0     32   \n",
+       "7644    7917          27      0  212.932358  211.231125            0.0      2   \n",
+       "1776   16568          27      4  200.334534  201.627365           25.0      1   \n",
+       "\n",
+       "       HouseFloor  HouseYear  Ecology_1 Ecology_2 Ecology_3  Social_1  \\\n",
+       "9229           19       2019   0.000078         B         B        22   \n",
+       "726            18       1977   0.161532         B         B        25   \n",
+       "7010            4       2016   0.238617         B         B        26   \n",
+       "1906           37       2011   0.161976         B         A        31   \n",
+       "10956           2       2017   0.041116         B         B        53   \n",
+       "14402          48       2011   0.000000         B         B         7   \n",
+       "7644            3       2008   0.211401         B         B         9   \n",
+       "1776            2       2013   0.041116         B         B        53   \n",
+       "\n",
+       "       Social_2  Social_3  Healthcare_1  Helthcare_2  Shops_1 Shops_2  \n",
+       "9229       6398       141        1046.0            3       23       B  \n",
+       "726        5648         1          30.0            2        4       B  \n",
+       "7010       3889         6         705.0            3        6       B  \n",
+       "1906       7010         5        4508.0            3        7       B  \n",
+       "10956     14892         4           NaN            1        4       B  \n",
+       "14402      1660        39        1786.0            1        5       B  \n",
+       "7644       1892         0           NaN            0        1       B  \n",
+       "1776      14892         4           NaN            1        4       B  "
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all_data.loc[all_data['Square'] > 200].nlargest(20, 'Square')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "22d3e686",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/akchemp/opt/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+      "  warnings.warn(msg, FutureWarning)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mu = 56.36 and sigma = 20.42\n"
+     ]
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+      ],
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.distplot(all_data['Square'], fit=norm)\n",
+    "\n",
+    "mu, sigma = norm.fit(all_data['Square'])\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} )'])\n",
+    "plt.ylabel('Frequency')\n",
+    "plt.title('Square distribution')\n",
+    "\n",
+    "# QQ - plot\n",
+    "fig = plt.figure()\n",
+    "res = stats.probplot(all_data['Square'], plot=plt)\n",
+    "plt.show() "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "5e01f714",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def df_fix_square_manual(df):\n",
+    "    df.loc[df['Square'] > 400, 'Square'] = df.loc[df['Square'] > 400, 'Square'] / 10\n",
+    "    return df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "c1f80f53",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def df_fix_square(df):\n",
+    "    info_by_district_id = df.groupby(['DistrictId', 'Rooms', 'HouseYear'], as_index=False).agg(\n",
+    "        {'Square': 'mean'}).rename(\n",
+    "        columns={'Square': 'mean_square_rooms_dr'})\n",
+    "\n",
+    "    df = pd.merge(df, info_by_district_id, on=[\n",
+    "        'DistrictId', 'Rooms', 'HouseYear'], how='left')\n",
+    "\n",
+    "    df.loc[abs(df['Square'] - df['mean_square_rooms_dr']) > 2 * sigma, 'Square'] \\\n",
+    "        = df.loc[abs(df['Square'] - df['mean_square_rooms_dr']) > 2 * sigma, 'Rooms'] \\\n",
+    "        * df.loc[abs(df['Square'] - df['mean_square_rooms_dr']) > 2 * sigma, 'mean_square_per_room_in_dr']\n",
+    "    return df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "392ce961",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def prepare_lifesquare(df):\n",
+    "    df.loc[df['Square'] < df['LifeSquare'],\n",
+    "           'LifeSquare'] = df.loc[df['Square'] < df['LifeSquare'], 'Square']\n",
+    "    return df\n",
+    "\n",
+    "\n",
+    "def fillna_life_square(df):\n",
+    "    df['LifeSquare'] = df['LifeSquare'].fillna(df['LifeSquare'].mean())\n",
+    "    return df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0d519562",
+   "metadata": {},
+   "source": [
+    "**Исправляем год дома ** **(Fix HouseYear)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "63906ce5",
+   "metadata": {},
+   "outputs": [
+    {
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+       "        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>8828</th>\n",
+       "      <td>11607</td>\n",
+       "      <td>147</td>\n",
+       "      <td>2</td>\n",
+       "      <td>44.791836</td>\n",
+       "      <td>28.360394</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>9</td>\n",
+       "      <td>4968</td>\n",
+       "      <td>0.319809</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>25</td>\n",
+       "      <td>4756</td>\n",
+       "      <td>16</td>\n",
+       "      <td>2857.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9163</th>\n",
+       "      <td>10814</td>\n",
+       "      <td>109</td>\n",
+       "      <td>1</td>\n",
+       "      <td>37.265072</td>\n",
+       "      <td>20.239714</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>12</td>\n",
+       "      <td>20052011</td>\n",
+       "      <td>0.136330</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>30</td>\n",
+       "      <td>6141</td>\n",
+       "      <td>10</td>\n",
+       "      <td>262.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Id  DistrictId  Rooms     Square  LifeSquare  KitchenSquare  Floor  \\\n",
+       "8828  11607         147      2  44.791836   28.360394            5.0      4   \n",
+       "9163  10814         109      1  37.265072   20.239714            9.0      9   \n",
+       "\n",
+       "      HouseFloor  HouseYear  Ecology_1 Ecology_2 Ecology_3  Social_1  \\\n",
+       "8828           9       4968   0.319809         B         B        25   \n",
+       "9163          12   20052011   0.136330         B         B        30   \n",
+       "\n",
+       "      Social_2  Social_3  Healthcare_1  Helthcare_2  Shops_1 Shops_2  \n",
+       "8828      4756        16        2857.0            5        8       B  \n",
+       "9163      6141        10         262.0            3        6       B  "
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all_data.loc[all_data['HouseYear'] > 2020]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "8a8073f5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def df_fix_house_year_manual(df):\n",
+    "    df.loc[df['HouseYear'] == 20052011, 'HouseYear'] = int((2005 + 2011) / 2)\n",
+    "    df.loc[df['HouseYear'] == 4968, 'HouseYear'] = 1968\n",
+    "    return df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e1607a35",
+   "metadata": {},
+   "source": [
+    "## Целевая переменная ( Target Variable)\n",
+    "**Нормальное распределение целевой переменной** "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "b01b45c2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/akchemp/opt/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+      "  warnings.warn(msg, FutureWarning)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mu = 214138.86 and sigma = 92867.65\n"
+     ]
+    },
+    {
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+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.distplot(train['Price'], fit=norm)\n",
+    "\n",
+    "mu, sigma = norm.fit(train['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(train['Price'], plot=plt)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "329eb95d",
+   "metadata": {},
+   "source": [
+    "## Распределение целевой переменной \n",
+    "\n",
+    "**( Log distribution of the target variable )**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "d0998c49",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mu = 214138.86 and sigma = 92867.65\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/akchemp/opt/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+      "  warnings.warn(msg, FutureWarning)\n"
+     ]
+    },
+    {
+     "data": {
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+     },
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+   ],
+   "source": [
+    "price_log = np.log1p(train['Price'])\n",
+    "sns.distplot(price_log, fit=norm)\n",
+    "\n",
+    "mu, sigma = norm.fit(train['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": "markdown",
+   "id": "530ec59c",
+   "metadata": {},
+   "source": [
+    "### Распределение переменной HouseYear "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "deaed3f6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/akchemp/opt/anaconda3/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Distribution of variable House Year')"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
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+       "     <g id=\"line2d_17\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"236.904671\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_17\">\n",
+       "      <!-- 1937 -->\n",
+       "      <g transform=\"translate(239.664046 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-33\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_18\">\n",
+       "     <g id=\"line2d_18\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"247.259311\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_18\">\n",
+       "      <!-- 1938 -->\n",
+       "      <g transform=\"translate(250.018686 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-33\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_19\">\n",
+       "     <g id=\"line2d_19\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"257.61395\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_19\">\n",
+       "      <!-- 1939 -->\n",
+       "      <g transform=\"translate(260.373325 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-33\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_20\">\n",
+       "     <g id=\"line2d_20\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"267.968589\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_20\">\n",
+       "      <!-- 1940 -->\n",
+       "      <g transform=\"translate(270.727964 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-34\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_21\">\n",
+       "     <g id=\"line2d_21\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"278.323228\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_21\">\n",
+       "      <!-- 1941 -->\n",
+       "      <g transform=\"translate(281.082603 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-34\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_22\">\n",
+       "     <g id=\"line2d_22\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"288.677867\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_22\">\n",
+       "      <!-- 1942 -->\n",
+       "      <g transform=\"translate(291.437242 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-34\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_23\">\n",
+       "     <g id=\"line2d_23\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"299.032506\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_23\">\n",
+       "      <!-- 1947 -->\n",
+       "      <g transform=\"translate(301.791881 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-34\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_24\">\n",
+       "     <g id=\"line2d_24\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"309.387146\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_24\">\n",
+       "      <!-- 1948 -->\n",
+       "      <g transform=\"translate(312.146521 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-34\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_25\">\n",
+       "     <g id=\"line2d_25\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"319.741785\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_25\">\n",
+       "      <!-- 1950 -->\n",
+       "      <g transform=\"translate(322.50116 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-35\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_26\">\n",
+       "     <g id=\"line2d_26\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"330.096424\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_26\">\n",
+       "      <!-- 1951 -->\n",
+       "      <g transform=\"translate(332.855799 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-35\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_27\">\n",
+       "     <g id=\"line2d_27\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"340.451063\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_27\">\n",
+       "      <!-- 1952 -->\n",
+       "      <g transform=\"translate(343.210438 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-35\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_28\">\n",
+       "     <g id=\"line2d_28\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"350.805702\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_28\">\n",
+       "      <!-- 1953 -->\n",
+       "      <g transform=\"translate(353.565077 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-35\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_29\">\n",
+       "     <g id=\"line2d_29\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"361.160341\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_29\">\n",
+       "      <!-- 1954 -->\n",
+       "      <g transform=\"translate(363.919716 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-35\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_30\">\n",
+       "     <g id=\"line2d_30\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"371.514981\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_30\">\n",
+       "      <!-- 1955 -->\n",
+       "      <g transform=\"translate(374.274356 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-35\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_31\">\n",
+       "     <g id=\"line2d_31\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"381.86962\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_31\">\n",
+       "      <!-- 1956 -->\n",
+       "      <g transform=\"translate(384.628995 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-35\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_32\">\n",
+       "     <g id=\"line2d_32\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"392.224259\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_32\">\n",
+       "      <!-- 1957 -->\n",
+       "      <g transform=\"translate(394.983634 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-35\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_33\">\n",
+       "     <g id=\"line2d_33\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"402.578898\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_33\">\n",
+       "      <!-- 1958 -->\n",
+       "      <g transform=\"translate(405.338273 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-35\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_34\">\n",
+       "     <g id=\"line2d_34\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"412.933537\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_34\">\n",
+       "      <!-- 1959 -->\n",
+       "      <g transform=\"translate(415.692912 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-35\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_35\">\n",
+       "     <g id=\"line2d_35\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"423.288177\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_35\">\n",
+       "      <!-- 1960 -->\n",
+       "      <g transform=\"translate(426.047552 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-36\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_36\">\n",
+       "     <g id=\"line2d_36\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"433.642816\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_36\">\n",
+       "      <!-- 1961 -->\n",
+       "      <g transform=\"translate(436.402191 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-36\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_37\">\n",
+       "     <g id=\"line2d_37\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"443.997455\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_37\">\n",
+       "      <!-- 1962 -->\n",
+       "      <g transform=\"translate(446.75683 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-36\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_38\">\n",
+       "     <g id=\"line2d_38\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"454.352094\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_38\">\n",
+       "      <!-- 1963 -->\n",
+       "      <g transform=\"translate(457.111469 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-36\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_39\">\n",
+       "     <g id=\"line2d_39\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"464.706733\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_39\">\n",
+       "      <!-- 1964 -->\n",
+       "      <g transform=\"translate(467.466108 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-36\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_40\">\n",
+       "     <g id=\"line2d_40\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"475.061372\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_40\">\n",
+       "      <!-- 1965 -->\n",
+       "      <g transform=\"translate(477.820747 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-36\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_41\">\n",
+       "     <g id=\"line2d_41\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"485.416012\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_41\">\n",
+       "      <!-- 1966 -->\n",
+       "      <g transform=\"translate(488.175387 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-36\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_42\">\n",
+       "     <g id=\"line2d_42\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"495.770651\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_42\">\n",
+       "      <!-- 1967 -->\n",
+       "      <g transform=\"translate(498.530026 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-36\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_43\">\n",
+       "     <g id=\"line2d_43\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"506.12529\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_43\">\n",
+       "      <!-- 1968 -->\n",
+       "      <g transform=\"translate(508.884665 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-36\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_44\">\n",
+       "     <g id=\"line2d_44\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"516.479929\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_44\">\n",
+       "      <!-- 1969 -->\n",
+       "      <g transform=\"translate(519.239304 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-36\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_45\">\n",
+       "     <g id=\"line2d_45\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"526.834568\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_45\">\n",
+       "      <!-- 1970 -->\n",
+       "      <g transform=\"translate(529.593943 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-37\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_46\">\n",
+       "     <g id=\"line2d_46\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"537.189207\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_46\">\n",
+       "      <!-- 1971 -->\n",
+       "      <g transform=\"translate(539.948582 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-37\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_47\">\n",
+       "     <g id=\"line2d_47\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"547.543847\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_47\">\n",
+       "      <!-- 1972 -->\n",
+       "      <g transform=\"translate(550.303222 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-37\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_48\">\n",
+       "     <g id=\"line2d_48\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"557.898486\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_48\">\n",
+       "      <!-- 1973 -->\n",
+       "      <g transform=\"translate(560.657861 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-37\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_49\">\n",
+       "     <g id=\"line2d_49\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"568.253125\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_49\">\n",
+       "      <!-- 1974 -->\n",
+       "      <g transform=\"translate(571.0125 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-37\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_50\">\n",
+       "     <g id=\"line2d_50\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"578.607764\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_50\">\n",
+       "      <!-- 1975 -->\n",
+       "      <g transform=\"translate(581.367139 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-37\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_51\">\n",
+       "     <g id=\"line2d_51\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"588.962403\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_51\">\n",
+       "      <!-- 1976 -->\n",
+       "      <g transform=\"translate(591.721778 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-37\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_52\">\n",
+       "     <g id=\"line2d_52\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"599.317043\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_52\">\n",
+       "      <!-- 1977 -->\n",
+       "      <g transform=\"translate(602.076418 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-37\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_53\">\n",
+       "     <g id=\"line2d_53\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"609.671682\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_53\">\n",
+       "      <!-- 1978 -->\n",
+       "      <g transform=\"translate(612.431057 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-37\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_54\">\n",
+       "     <g id=\"line2d_54\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"620.026321\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_54\">\n",
+       "      <!-- 1979 -->\n",
+       "      <g transform=\"translate(622.785696 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-37\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_55\">\n",
+       "     <g id=\"line2d_55\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"630.38096\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_55\">\n",
+       "      <!-- 1980 -->\n",
+       "      <g transform=\"translate(633.140335 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-38\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_56\">\n",
+       "     <g id=\"line2d_56\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"640.735599\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_56\">\n",
+       "      <!-- 1981 -->\n",
+       "      <g transform=\"translate(643.494974 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-38\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_57\">\n",
+       "     <g id=\"line2d_57\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"651.090238\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_57\">\n",
+       "      <!-- 1982 -->\n",
+       "      <g transform=\"translate(653.849613 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-38\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_58\">\n",
+       "     <g id=\"line2d_58\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"661.444878\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_58\">\n",
+       "      <!-- 1983 -->\n",
+       "      <g transform=\"translate(664.204253 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-38\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_59\">\n",
+       "     <g id=\"line2d_59\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"671.799517\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_59\">\n",
+       "      <!-- 1984 -->\n",
+       "      <g transform=\"translate(674.558892 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-38\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_60\">\n",
+       "     <g id=\"line2d_60\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"682.154156\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_60\">\n",
+       "      <!-- 1985 -->\n",
+       "      <g transform=\"translate(684.913531 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-38\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_61\">\n",
+       "     <g id=\"line2d_61\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"692.508795\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_61\">\n",
+       "      <!-- 1986 -->\n",
+       "      <g transform=\"translate(695.26817 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-38\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_62\">\n",
+       "     <g id=\"line2d_62\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"702.863434\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_62\">\n",
+       "      <!-- 1987 -->\n",
+       "      <g transform=\"translate(705.622809 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-38\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_63\">\n",
+       "     <g id=\"line2d_63\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"713.218073\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_63\">\n",
+       "      <!-- 1988 -->\n",
+       "      <g transform=\"translate(715.977448 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-38\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_64\">\n",
+       "     <g id=\"line2d_64\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"723.572713\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_64\">\n",
+       "      <!-- 1989 -->\n",
+       "      <g transform=\"translate(726.332088 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-38\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_65\">\n",
+       "     <g id=\"line2d_65\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"733.927352\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_65\">\n",
+       "      <!-- 1990 -->\n",
+       "      <g transform=\"translate(736.686727 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_66\">\n",
+       "     <g id=\"line2d_66\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"744.281991\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_66\">\n",
+       "      <!-- 1991 -->\n",
+       "      <g transform=\"translate(747.041366 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_67\">\n",
+       "     <g id=\"line2d_67\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"754.63663\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_67\">\n",
+       "      <!-- 1992 -->\n",
+       "      <g transform=\"translate(757.396005 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_68\">\n",
+       "     <g id=\"line2d_68\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"764.991269\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_68\">\n",
+       "      <!-- 1993 -->\n",
+       "      <g transform=\"translate(767.750644 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_69\">\n",
+       "     <g id=\"line2d_69\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"775.345909\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_69\">\n",
+       "      <!-- 1994 -->\n",
+       "      <g transform=\"translate(778.105284 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_70\">\n",
+       "     <g id=\"line2d_70\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"785.700548\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_70\">\n",
+       "      <!-- 1995 -->\n",
+       "      <g transform=\"translate(788.459923 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_71\">\n",
+       "     <g id=\"line2d_71\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"796.055187\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_71\">\n",
+       "      <!-- 1996 -->\n",
+       "      <g transform=\"translate(798.814562 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_72\">\n",
+       "     <g id=\"line2d_72\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"806.409826\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_72\">\n",
+       "      <!-- 1997 -->\n",
+       "      <g transform=\"translate(809.169201 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_73\">\n",
+       "     <g id=\"line2d_73\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"816.764465\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_73\">\n",
+       "      <!-- 1998 -->\n",
+       "      <g transform=\"translate(819.52384 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_74\">\n",
+       "     <g id=\"line2d_74\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"827.119104\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_74\">\n",
+       "      <!-- 1999 -->\n",
+       "      <g transform=\"translate(829.878479 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_75\">\n",
+       "     <g id=\"line2d_75\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"837.473744\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_75\">\n",
+       "      <!-- 2000 -->\n",
+       "      <g transform=\"translate(840.233119 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_76\">\n",
+       "     <g id=\"line2d_76\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"847.828383\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_76\">\n",
+       "      <!-- 2001 -->\n",
+       "      <g transform=\"translate(850.587758 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_77\">\n",
+       "     <g id=\"line2d_77\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"858.183022\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_77\">\n",
+       "      <!-- 2002 -->\n",
+       "      <g transform=\"translate(860.942397 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_78\">\n",
+       "     <g id=\"line2d_78\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"868.537661\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_78\">\n",
+       "      <!-- 2003 -->\n",
+       "      <g transform=\"translate(871.297036 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_79\">\n",
+       "     <g id=\"line2d_79\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"878.8923\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_79\">\n",
+       "      <!-- 2004 -->\n",
+       "      <g transform=\"translate(881.651675 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_80\">\n",
+       "     <g id=\"line2d_80\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"889.246939\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_80\">\n",
+       "      <!-- 2005 -->\n",
+       "      <g transform=\"translate(892.006314 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_81\">\n",
+       "     <g id=\"line2d_81\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"899.601579\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_81\">\n",
+       "      <!-- 2006 -->\n",
+       "      <g transform=\"translate(902.360954 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_82\">\n",
+       "     <g id=\"line2d_82\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"909.956218\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_82\">\n",
+       "      <!-- 2007 -->\n",
+       "      <g transform=\"translate(912.715593 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_83\">\n",
+       "     <g id=\"line2d_83\">\n",
+       "      <g>\n",
+       "       <use xlink:href=\"#mbd12fe33b8\" x=\"920.310857\" y=\"348.478125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_83\">\n",
+       "      <!-- 2008 -->\n",
+       "      <g transform=\"translate(923.070232 380.928125)rotate(-90)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
+       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_84\">\n",
+       "     <g id=\"line2d_84\">\n",
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+   "source": [
+    "plt.figure(figsize=(18, 6))\n",
+    "sns.barplot(train['HouseYear'], train['Price'])\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.title('Distribution of variable House Year')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9a46c46a",
+   "metadata": {},
+   "source": [
+    "## Распределение переменной District Id"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "802ad378",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/akchemp/opt/anaconda3/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Distribution of variable District Id')"
+      ]
+     },
+     "execution_count": 30,
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+       "  </g>\n",
+       " </g>\n",
+       " <defs>\n",
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+       "   <rect x=\"66.053125\" y=\"22.318125\" width=\"1004.4\" height=\"326.16\"/>\n",
+       "  </clipPath>\n",
+       " </defs>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<Figure size 1296x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(18, 6))\n",
+    "sns.barplot(train['DistrictId'], train['Price'])\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.title('Distribution of variable District Id')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "89918a97",
+   "metadata": {},
+   "source": [
+    "#### Пропущенные данные."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "eecdb3d2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "all_data size is : (15000, 19)\n"
+     ]
+    }
+   ],
+   "source": [
+    "all_data = pd.concat((train, test), sort=False).reset_index(drop=True)\n",
+    "all_data.drop(['Price'], axis=1, inplace=True)\n",
+    "print(f'all_data size is : {all_data.shape}')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "56bb075d",
+   "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>Missing Ratio</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Healthcare_1</th>\n",
+       "      <td>47.833333</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>LifeSquare</th>\n",
+       "      <td>21.026667</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              Missing Ratio\n",
+       "Healthcare_1      47.833333\n",
+       "LifeSquare        21.026667"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all_data_na = (all_data.isnull().sum() / len(all_data)) * 100\n",
+    "all_data_na = all_data_na.drop(\n",
+    "    all_data_na[all_data_na == 0].index).sort_values(ascending=False)\n",
+    "missing_data = pd.DataFrame({'Missing Ratio': all_data_na})\n",
+    "missing_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "19ec7cbc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def df_del_missing(df): \n",
+    "    df_na = (df.isnull().sum() / len(df)) * 100\n",
+    "\n",
+    "    df_na = df_na.drop(\n",
+    "        df_na[df_na == 0].index).sort_values(ascending=False)\n",
+    "    df_na = list(df_na.index)\n",
+    "    df.drop(df_na, axis=1, inplace=True)\n",
+    "    return df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cc10a5a3",
+   "metadata": {},
+   "source": [
+    "### Корелляция данных "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "a54de4d2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
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+      "needs_background": "light"
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+     "output_type": "display_data"
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+   ],
+   "source": [
+    "corrmat = train.loc[:, train.columns != 'Id'].corr()\n",
+    "plt.subplots(figsize=(12, 9))\n",
+    "sns.heatmap(corrmat, vmax=0.9, square=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "368138cf",
+   "metadata": {},
+   "source": [
+    "### Корреляция с ценой"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "bc72fe23",
+   "metadata": {},
+   "outputs": [
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+     "metadata": {
+      "needs_background": "light"
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+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "corrmat = train.loc[:, train.columns != 'Id'].corrwith(\n",
+    "    train['Price']).abs().sort_values(ascending=False)[1:]\n",
+    "plt.bar(corrmat.index, corrmat.values)\n",
+    "plt.title('Correlation to Price')\n",
+    "plt.xticks(rotation='vertical')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "8eee1a46",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>B</td>\n",
+       "      <td>168106.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>13866</td>\n",
+       "      <td>94</td>\n",
+       "      <td>2</td>\n",
+       "      <td>64.285065</td>\n",
+       "      <td>38.562515</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>16</td>\n",
+       "      <td>16</td>\n",
+       "      <td>1972</td>\n",
+       "      <td>0.282798</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>33</td>\n",
+       "      <td>8667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>B</td>\n",
+       "      <td>343995.093750</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Id  DistrictId  Rooms      Square  LifeSquare  KitchenSquare  Floor  \\\n",
+       "0  11809          27      3  115.027313         NaN           10.0      4   \n",
+       "1   3013          22      1   39.832523   23.169222            8.0      7   \n",
+       "2   8215           1      3   78.342216   47.671970           10.0      2   \n",
+       "3   2352           1      1   40.409908         NaN            1.0     10   \n",
+       "4  13866          94      2   64.285065   38.562515            9.0     16   \n",
+       "\n",
+       "   HouseFloor  HouseYear  Ecology_1 Ecology_2 Ecology_3  Social_1  Social_2  \\\n",
+       "0          10       2014   0.075424         B         B        11      3097   \n",
+       "1           8       1966   0.118537         B         B        30      6207   \n",
+       "2          17       1988   0.025609         B         B        33      5261   \n",
+       "3          22       1977   0.007122         B         B         1       264   \n",
+       "4          16       1972   0.282798         B         B        33      8667   \n",
+       "\n",
+       "   Social_3  Healthcare_1  Helthcare_2  Shops_1 Shops_2          Price  \n",
+       "0         0           NaN            0        0       B  305018.875000  \n",
+       "1         1        1183.0            1        0       B  177734.546875  \n",
+       "2         0         240.0            3        1       B  282078.718750  \n",
+       "3         0           NaN            0        1       B  168106.000000  \n",
+       "4         2           NaN            0        6       B  343995.093750  "
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c17081de",
+   "metadata": {},
+   "source": [
+    "### Кластеры ( Нормализация признаков)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "89b2336e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scaler = MinMaxScaler()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "6022b8c9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train_cluster = train.copy()\n",
+    "train_cluster = df_fix_house_year_manual(train_cluster)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "d8a943c0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train_cluster_scaled = pd.DataFrame(scaler.fit_transform(\n",
+    "    train_cluster.loc[:, ['HouseYear', 'Price']]), columns=['HouseYear', 'Price'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "c04cdc71",
+   "metadata": {},
+   "outputs": [
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+   "source": [
+    "### Использую величину inertia для определения кол-ва кластеров\n",
+    "inertias = []\n",
+    "\n",
+    "for i in range(2, 10):\n",
+    "    temp_model = KMeans(n_clusters=i, random_state=100)\n",
+    "    temp_model.fit(train_cluster_scaled)\n",
+    "    temp_inertia = temp_model.inertia_\n",
+    "    inertias.append(temp_inertia)\n",
+    "\n",
+    "plt.plot(range(2, 10), inertias)\n",
+    "plt.title('Inertia')\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "7b2c48ca",
+   "metadata": {},
+   "outputs": [
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+      ],
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(train_cluster_scaled['HouseYear'], train_cluster_scaled['Price'])\n",
+    "plt.xlabel('HouseYear')\n",
+    "plt.ylabel('Price')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7244bc95",
+   "metadata": {},
+   "source": [
+    "#####  Проверил разброс. Посмотрим по 5 кластерам. \n",
+    "(видим надлом на 3-ке. но войзьмем до 5.)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "0136e4aa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "kmeans_model = KMeans(n_clusters=5, random_state=100)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "d7eb4071",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train_labels = kmeans_model.fit_predict(train_cluster_scaled)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "a35cbd6e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Train data')"
+      ]
+     },
+     "execution_count": 44,
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+    },
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+       " </defs>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(train_cluster_scaled['HouseYear'],\n",
+    "            train_cluster_scaled['Price'], c=train_labels)\n",
+    "\n",
+    "plt.xlabel('HouseYear')\n",
+    "plt.ylabel('Price')\n",
+    "\n",
+    "plt.title('Train data')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "3a06e26f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Перейдём к иерархической кластеризации :D Обьеденим мелкие в более крупные.\n",
+    "\n",
+    "agglomerative_clustering_model = AgglomerativeClustering(n_clusters=5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "b0d463a8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train_cluster['cluster_year'] = agglomerative_clustering_model.fit_predict(\n",
+    "    train_cluster_scaled)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "788e49e1",
+   "metadata": {},
+   "outputs": [
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+      "text/plain": [
+       "Text(0.5, 1.0, 'Train')"
+      ]
+     },
+     "execution_count": 47,
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+       "    <!-- Train -->\n",
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+       " <defs>\n",
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+       "  </clipPath>\n",
+       " </defs>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(train_cluster['HouseYear'],\n",
+    "            train_cluster['Price'], c=train_cluster['cluster_year'])\n",
+    "plt.xlabel('HouseYear')\n",
+    "plt.ylabel('Price')\n",
+    "plt.title('Train')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "2fd3e0e3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "### загоняю в функцию DataFrame \n",
+    "def add_cluster_year(df):\n",
+    "    df_scaled = pd.DataFrame(scaler.fit_transform(\n",
+    "        df.loc[:, ['HouseYear']]), columns=['HouseYear'])\n",
+    "    df['cluster_year'] = agglomerative_clustering_model.fit_predict(df_scaled)\n",
+    "    return df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d550a63d",
+   "metadata": {},
+   "source": [
+    "### Средняя цена по Rooms и средняя цена по DistrictId и Rooms"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "95dc1260",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def add_mean_price(df, df_train=train):\n",
+    "    price = df_train['Price'].mean()\n",
+    "    price_mean_by_rooms = df_train.groupby(['Rooms'], as_index=False).agg({'Price': 'mean'}).\\\n",
+    "        rename(columns={'Price': 'mean_price_by_rooms'})\n",
+    "\n",
+    "    price_mean_by_distr_rooms = df_train.groupby(['DistrictId', 'Rooms'], as_index=False).agg({'Price': 'mean'}).\\\n",
+    "        rename(columns={'Price': 'mean_price_dr'})\n",
+    "\n",
+    "    df = pd.merge(df, price_mean_by_distr_rooms, on=[\n",
+    "                  'DistrictId', 'Rooms'], how='left')\n",
+    "    df = pd.merge(df, price_mean_by_rooms, on='Rooms', how='left')\n",
+    "    df['mean_price_dr'] = df['mean_price_dr'].fillna(df['mean_price_by_rooms'])\n",
+    "    df['mean_price_dr'] = df['mean_price_dr'].fillna(price)\n",
+    "    df['mean_price_by_rooms'] = df['mean_price_by_rooms'].fillna(price)\n",
+    "    return df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "3789405d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "### сделаем функцию large_district"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "84f43c2a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def add_distr_info(df):\n",
+    "    distr_info = df['DistrictId'].value_counts().reset_index().\\\n",
+    "        rename(columns={\"index\": \"DistrictId\", \"DistrictId\": 'large_district'})\n",
+    "    df = pd.merge(df, distr_info, on='DistrictId', how='left')\n",
+    "    df['large_district'] = df['large_district'].fillna(1)\n",
+    "    return df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "884a6943",
+   "metadata": {},
+   "source": [
+    "**Создадим три функции def data_prepare, def model_test, def model_top_deviation**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 112,
+   "id": "07357282",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def data_prepare(df, df_train=train):\n",
+    "    df = df_fix_square_manual(df)\n",
+    "    df = df_fix_house_year_manual(df)\n",
+    "    df = df_fix_room(df)\n",
+    "    df = df_fix_square(df)\n",
+    "    df = prepare_lifesquare(df)\n",
+    "    df = fillna_life_square(df)\n",
+    "    df = df_del_missing(df)\n",
+    "    df = add_cluster_year(df)\n",
+    "    df = add_mean_price(df, df_train)\n",
+    "    df = add_distr_info(df)\n",
+    "    df = pd.get_dummies(df)\n",
+    "    df.drop('mean_square_per_room_in_dr', axis=1, inplace=True)\n",
+    "    df.drop('mean_square_rooms_dr', axis=1, inplace=True)\n",
+    "    optimizing_df(df)\n",
+    "    return df\n",
+    "\n",
+    "\n",
+    "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()\n",
+    "\n",
+    "\n",
+    "def model_top_deviation(model, test, valid):\n",
+    "    model_pred = model.predict(test)\n",
+    "    model_test = test.copy()\n",
+    "    model_test['Price'] = model_pred\n",
+    "    model_test['Price_test'] = valid\n",
+    "    model_test['SD'] = abs(model_test['Price']\n",
+    "                           - model_test['Price_test'])\n",
+    "    return model_test.nlargest(10, 'SD')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "id": "bcd98cd9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Загружаем библиотеки\n",
+    "from sklearn.linear_model import LinearRegression\n",
+    "from sklearn.ensemble import RandomForestRegressor\n",
+    "\n",
+    "from sklearn.metrics import r2_score\n",
+    "from sklearn.metrics import mean_squared_error\n",
+    "\n",
+    "from sklearn.model_selection import train_test_split"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 114,
+   "id": "84a0371f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Обработаем данные "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "id": "65ea6feb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Index(['Id', 'DistrictId', 'Rooms', 'Square', 'LifeSquare', 'KitchenSquare',\n",
+      "       'Floor', 'HouseFloor', 'HouseYear', 'Ecology_1', 'Ecology_2',\n",
+      "       'Ecology_3', 'Social_1', 'Social_2', 'Social_3', 'Healthcare_1',\n",
+      "       'Helthcare_2', 'Shops_1', 'Shops_2', 'Price'],\n",
+      "      dtype='object')\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(train.columns)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "id": "df5868f7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "features = list(train.loc[:, train.columns != 'Id'].corrwith(\n",
+    "    train['Price']).abs().sort_values(ascending=False)[1:].index)\n",
+    "\n",
+    "target = 'Price'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "id": "e9a5508d",
+   "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",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rooms</th>\n",
+       "      <th>Square</th>\n",
+       "      <th>DistrictId</th>\n",
+       "      <th>Social_1</th>\n",
+       "      <th>Helthcare_2</th>\n",
+       "      <th>Social_2</th>\n",
+       "      <th>Shops_1</th>\n",
+       "      <th>Healthcare_1</th>\n",
+       "      <th>Floor</th>\n",
+       "      <th>HouseFloor</th>\n",
+       "      <th>LifeSquare</th>\n",
+       "      <th>Social_3</th>\n",
+       "      <th>Ecology_1</th>\n",
+       "      <th>KitchenSquare</th>\n",
+       "      <th>HouseYear</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>3</td>\n",
+       "      <td>115.027313</td>\n",
+       "      <td>27</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3097</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.075424</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>2014</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>39.832523</td>\n",
+       "      <td>22</td>\n",
+       "      <td>30</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6207</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1183.0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8</td>\n",
+       "      <td>23.169222</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.118537</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>1966</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>78.342216</td>\n",
+       "      <td>1</td>\n",
+       "      <td>33</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5261</td>\n",
+       "      <td>1</td>\n",
+       "      <td>240.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>47.671970</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.025609</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>1988</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>40.409908</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>264</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10</td>\n",
+       "      <td>22</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.007122</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1977</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2</td>\n",
+       "      <td>64.285065</td>\n",
+       "      <td>94</td>\n",
+       "      <td>33</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8667</td>\n",
+       "      <td>6</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>16</td>\n",
+       "      <td>16</td>\n",
+       "      <td>38.562515</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.282798</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>1972</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rooms      Square  DistrictId  Social_1  Helthcare_2  Social_2  Shops_1  \\\n",
+       "0      3  115.027313          27        11            0      3097        0   \n",
+       "1      1   39.832523          22        30            1      6207        0   \n",
+       "2      3   78.342216           1        33            3      5261        1   \n",
+       "3      1   40.409908           1         1            0       264        1   \n",
+       "4      2   64.285065          94        33            0      8667        6   \n",
+       "\n",
+       "   Healthcare_1  Floor  HouseFloor  LifeSquare  Social_3  Ecology_1  \\\n",
+       "0           NaN      4          10         NaN         0   0.075424   \n",
+       "1        1183.0      7           8   23.169222         1   0.118537   \n",
+       "2         240.0      2          17   47.671970         0   0.025609   \n",
+       "3           NaN     10          22         NaN         0   0.007122   \n",
+       "4           NaN     16          16   38.562515         2   0.282798   \n",
+       "\n",
+       "   KitchenSquare  HouseYear  \n",
+       "0           10.0       2014  \n",
+       "1            8.0       1966  \n",
+       "2           10.0       1988  \n",
+       "3            1.0       1977  \n",
+       "4            9.0       1972  "
+      ]
+     },
+     "execution_count": 117,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train[features].head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "id": "fa1d3431",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "models_dict = {} # здесь я создаю словарь, если например будет несколько версий, их можно сравнить в будущем. \n",
+    "# Что я и сделал но в единственном числе"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "id": "f267198d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#### Разбиваем данные на train и test\n",
+    "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": 120,
+   "id": "9fd2dabe",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_train = data_prepare(X_train, train)\n",
+    "X_test = data_prepare(X_test, train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "id": "121aa14a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 7000 entries, 0 to 6999\n",
+      "Data columns (total 18 columns):\n",
+      " #   Column               Non-Null Count  Dtype  \n",
+      "---  ------               --------------  -----  \n",
+      " 0   Rooms                7000 non-null   uint8  \n",
+      " 1   Square               7000 non-null   float32\n",
+      " 2   DistrictId           7000 non-null   uint8  \n",
+      " 3   Social_1             7000 non-null   uint8  \n",
+      " 4   Helthcare_2          7000 non-null   uint8  \n",
+      " 5   Social_2             7000 non-null   uint16 \n",
+      " 6   Shops_1              7000 non-null   uint8  \n",
+      " 7   Floor                7000 non-null   uint8  \n",
+      " 8   HouseFloor           7000 non-null   uint8  \n",
+      " 9   LifeSquare           7000 non-null   float32\n",
+      " 10  Social_3             7000 non-null   uint8  \n",
+      " 11  Ecology_1            7000 non-null   float32\n",
+      " 12  KitchenSquare        7000 non-null   float32\n",
+      " 13  HouseYear            7000 non-null   uint16 \n",
+      " 14  cluster_year         7000 non-null   uint8  \n",
+      " 15  mean_price_dr        7000 non-null   float32\n",
+      " 16  mean_price_by_rooms  7000 non-null   float32\n",
+      " 17  large_district       7000 non-null   uint16 \n",
+      "dtypes: float32(6), uint16(3), uint8(9)\n",
+      "memory usage: 321.3 KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "X_train.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "id": "c02f97fb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 3000 entries, 0 to 2999\n",
+      "Data columns (total 18 columns):\n",
+      " #   Column               Non-Null Count  Dtype  \n",
+      "---  ------               --------------  -----  \n",
+      " 0   Rooms                3000 non-null   uint8  \n",
+      " 1   Square               3000 non-null   float32\n",
+      " 2   DistrictId           3000 non-null   uint8  \n",
+      " 3   Social_1             3000 non-null   uint8  \n",
+      " 4   Helthcare_2          3000 non-null   uint8  \n",
+      " 5   Social_2             3000 non-null   uint16 \n",
+      " 6   Shops_1              3000 non-null   uint8  \n",
+      " 7   Floor                3000 non-null   uint8  \n",
+      " 8   HouseFloor           3000 non-null   uint8  \n",
+      " 9   LifeSquare           3000 non-null   float32\n",
+      " 10  Social_3             3000 non-null   uint8  \n",
+      " 11  Ecology_1            3000 non-null   float32\n",
+      " 12  KitchenSquare        3000 non-null   float32\n",
+      " 13  HouseYear            3000 non-null   uint16 \n",
+      " 14  cluster_year         3000 non-null   uint8  \n",
+      " 15  mean_price_dr        3000 non-null   float32\n",
+      " 16  mean_price_by_rooms  3000 non-null   float32\n",
+      " 17  large_district       3000 non-null   uint16 \n",
+      "dtypes: float32(6), uint16(3), uint8(9)\n",
+      "memory usage: 137.7 KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "X_test.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "id": "cd840d1e",
+   "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>Rooms</th>\n",
+       "      <th>Square</th>\n",
+       "      <th>DistrictId</th>\n",
+       "      <th>Social_1</th>\n",
+       "      <th>Helthcare_2</th>\n",
+       "      <th>Social_2</th>\n",
+       "      <th>Shops_1</th>\n",
+       "      <th>Floor</th>\n",
+       "      <th>HouseFloor</th>\n",
+       "      <th>LifeSquare</th>\n",
+       "      <th>Social_3</th>\n",
+       "      <th>Ecology_1</th>\n",
+       "      <th>KitchenSquare</th>\n",
+       "      <th>HouseYear</th>\n",
+       "      <th>cluster_year</th>\n",
+       "      <th>mean_price_dr</th>\n",
+       "      <th>mean_price_by_rooms</th>\n",
+       "      <th>large_district</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>38.234364</td>\n",
+       "      <td>31</td>\n",
+       "      <td>23</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3684</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20.008121</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>1977</td>\n",
+       "      <td>3</td>\n",
+       "      <td>234734.109375</td>\n",
+       "      <td>159850.796875</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>31.309444</td>\n",
+       "      <td>11</td>\n",
+       "      <td>28</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6533</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>24.479166</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.038693</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1969</td>\n",
+       "      <td>0</td>\n",
+       "      <td>159161.390625</td>\n",
+       "      <td>159850.796875</td>\n",
+       "      <td>88</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>47.234447</td>\n",
+       "      <td>123</td>\n",
+       "      <td>47</td>\n",
+       "      <td>3</td>\n",
+       "      <td>11319</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>12</td>\n",
+       "      <td>19.363581</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>1980</td>\n",
+       "      <td>1</td>\n",
+       "      <td>313771.312500</td>\n",
+       "      <td>215256.312500</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>63.841679</td>\n",
+       "      <td>61</td>\n",
+       "      <td>52</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10311</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>12</td>\n",
+       "      <td>38.098614</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.300323</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>1983</td>\n",
+       "      <td>1</td>\n",
+       "      <td>274123.468750</td>\n",
+       "      <td>289337.968750</td>\n",
+       "      <td>81</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1</td>\n",
+       "      <td>36.054333</td>\n",
+       "      <td>27</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>915</td>\n",
+       "      <td>0</td>\n",
+       "      <td>15</td>\n",
+       "      <td>17</td>\n",
+       "      <td>34.296082</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.011654</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>4</td>\n",
+       "      <td>122710.742188</td>\n",
+       "      <td>159850.796875</td>\n",
+       "      <td>594</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rooms     Square  DistrictId  Social_1  Helthcare_2  Social_2  Shops_1  \\\n",
+       "0      1  38.234364          31        23            0      3684        4   \n",
+       "1      1  31.309444          11        28            2      6533        5   \n",
+       "2      2  47.234447         123        47            3     11319        5   \n",
+       "3      3  63.841679          61        52            1     10311        9   \n",
+       "4      1  36.054333          27         4            0       915        0   \n",
+       "\n",
+       "   Floor  HouseFloor  LifeSquare  Social_3  Ecology_1  KitchenSquare  \\\n",
+       "0      6           3   20.008121         2   0.000000            8.0   \n",
+       "1      1           5   24.479166         1   0.038693            5.0   \n",
+       "2      2          12   19.363581         0   0.000000            6.0   \n",
+       "3      9          12   38.098614         6   0.300323            8.0   \n",
+       "4     15          17   34.296082         0   0.011654            1.0   \n",
+       "\n",
+       "   HouseYear  cluster_year  mean_price_dr  mean_price_by_rooms  large_district  \n",
+       "0       1977             3  234734.109375        159850.796875              40  \n",
+       "1       1969             0  159161.390625        159850.796875              88  \n",
+       "2       1980             1  313771.312500        215256.312500              18  \n",
+       "3       1983             1  274123.468750        289337.968750              81  \n",
+       "4       2016             4  122710.742188        159850.796875             594  "
+      ]
+     },
+     "execution_count": 123,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# посмотрели train топ 5. Видим изменения в колонках. Пропусков больше нет.\n",
+    "X_train.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "id": "2279c79a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "9069    251801.843750\n",
+       "2603    134975.000000\n",
+       "7738    153924.156250\n",
+       "1579    313853.968750\n",
+       "5058    113608.078125\n",
+       "Name: Price, dtype: float32"
+      ]
+     },
+     "execution_count": 124,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_train.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2eb98893",
+   "metadata": {},
+   "source": [
+    "**Обучение Random Forest Regressor**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 180,
+   "id": "c32a202e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "RandomForestRegressor(random_state=21)"
+      ]
+     },
+     "execution_count": 180,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "random_forest_regressor_model = RandomForestRegressor(random_state=21, criterion='squared_error')\n",
+    "random_forest_regressor_model.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 181,
+   "id": "ad9dc1e0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "models_dict['Random Forest Regressor'] = random_forest_regressor_model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 182,
+   "id": "8bb11837",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def evaluate_preds(train_true_values, train_pred_values, test_true_values, test_pred_values):\n",
+    "    print(\"Train R2:\\t\" + str(round(r2(train_true_values, train_pred_values), 3)))\n",
+    "    print(\"Test R2:\\t\" + str(round(r2(test_true_values, test_pred_values), 3)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 183,
+   "id": "18b7e302",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train R2:\t0.967\n",
+      "Test R2:\t0.743\n"
+     ]
+    }
+   ],
+   "source": [
+    "y_train_pred = random_forest_regressor_model.predict(X_train)\n",
+    "y_test_pred = random_forest_regressor_model.predict(X_test)\n",
+    "\n",
+    "evaluate_preds(y_train, y_train_pred, y_test, y_test_pred)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d99487c0",
+   "metadata": {},
+   "source": [
+    "### Оценка модели Random Forest Regressor"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 184,
+   "id": "73225bbd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
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+     "metadata": {
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+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "model_test(random_forest_regressor_model,\n",
+    "           'Random Forest Regressor', X_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 185,
+   "id": "9c9f0ccb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "  <thead>\n",
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+       "      <th></th>\n",
+       "      <th>Rooms</th>\n",
+       "      <th>Square</th>\n",
+       "      <th>DistrictId</th>\n",
+       "      <th>Social_1</th>\n",
+       "      <th>Helthcare_2</th>\n",
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+       "      <th>Ecology_1</th>\n",
+       "      <th>KitchenSquare</th>\n",
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+       "      <td>10.0</td>\n",
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+       "      <th>2436</th>\n",
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+       "    <tr>\n",
+       "      <th>964</th>\n",
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+       "      <td>21</td>\n",
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+       "      <td>4346</td>\n",
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+       "      <td>10.0</td>\n",
+       "      <td>1998</td>\n",
+       "      <td>1</td>\n",
+       "      <td>496026.656250</td>\n",
+       "      <td>410431.593750</td>\n",
+       "      <td>10</td>\n",
+       "      <td>503467.532500</td>\n",
+       "      <td>119853.828125</td>\n",
+       "      <td>383613.704375</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>1</td>\n",
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+       "      <td>93</td>\n",
+       "      <td>25</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
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+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>10 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Rooms      Square  DistrictId  Social_1  Helthcare_2  Social_2  Shops_1  \\\n",
+       "1026      1   34.382664          29        31            1      6119        2   \n",
+       "940       1   50.299168           9        11            0      2370        1   \n",
+       "2963      1   42.456928          23         6            0      1437        2   \n",
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+       "2436      1   38.704697          22        49            3     11395        4   \n",
+       "964       5  118.871948          78        21            1      4346        2   \n",
+       "68        1   41.358940          93        25            0      6149        0   \n",
+       "2906      3  129.475021          17        23            2      4635        4   \n",
+       "347       2   62.646122          27         2            0       629        0   \n",
+       "\n",
+       "      Floor  HouseFloor  LifeSquare  ...  Ecology_1  KitchenSquare  HouseYear  \\\n",
+       "1026      7           9   22.438042  ...   0.069660            5.0       1965   \n",
+       "940      11          16   24.349604  ...   0.136244            9.0       2006   \n",
+       "2963      7          17   36.527630  ...   0.075779            1.0       1977   \n",
+       "858       8          15   38.652657  ...   0.211401           10.0       2018   \n",
+       "1559      4          22   64.341759  ...   0.236108           14.0       2011   \n",
+       "2436      9          22   21.993610  ...   0.133215           10.0       1991   \n",
+       "964      15          16   69.023506  ...   0.092291           10.0       1998   \n",
+       "68        7          16   22.449837  ...   0.521867            9.0       1987   \n",
+       "2906     17          20   36.527630  ...   0.093443           10.0       1977   \n",
+       "347       4           1   36.527630  ...   0.072158            1.0       1977   \n",
+       "\n",
+       "      cluster_year  mean_price_dr  mean_price_by_rooms  large_district  \\\n",
+       "1026             2  146802.281250        159850.796875              27   \n",
+       "940              1  141847.359375        159850.796875              89   \n",
+       "2963             0  100961.812500        159850.796875             175   \n",
+       "858              3  122710.742188        159850.796875             257   \n",
+       "1559             3  465889.093750        289337.968750               7   \n",
+       "2436             0  162263.906250        159850.796875              18   \n",
+       "964              1  496026.656250        410431.593750              10   \n",
+       "68               0  143967.718750        159850.796875              22   \n",
+       "2906             0  419768.781250        289337.968750              20   \n",
+       "347              0  166014.062500        215256.312500             257   \n",
+       "\n",
+       "              Price     Price_test             SD  \n",
+       "1026  129303.481094  624156.000000  494852.518906  \n",
+       "940   144837.701563  608674.125000  463836.423438  \n",
+       "2963  119583.656953  554809.437500  435225.780547  \n",
+       "858   105194.375703  524279.250000  419084.874297  \n",
+       "1559  565732.886719  151073.703125  414659.183594  \n",
+       "2436  183186.835000  573999.437500  390812.602500  \n",
+       "964   503467.532500  119853.828125  383613.704375  \n",
+       "68    145649.191406  526817.562500  381168.371094  \n",
+       "2906  492693.489531  111787.078125  380906.411406  \n",
+       "347   214295.776172  593618.750000  379322.973828  \n",
+       "\n",
+       "[10 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 185,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model_top_deviation(random_forest_regressor_model, X_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "364b212e",
+   "metadata": {},
+   "source": [
+    "### Кросс - валидация "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 186,
+   "id": "7905ac6a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([0.75122431, 0.75507126, 0.73409273])"
+      ]
+     },
+     "execution_count": 186,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cv_score = cross_val_score(random_forest_regressor_model, X_train, y_train, scoring='r2', cv=KFold(n_splits=3, shuffle=True, random_state=21))\n",
+    "cv_score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 187,
+   "id": "385fa596",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.7467961022386547"
+      ]
+     },
+     "execution_count": 187,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cv_score.mean()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "174e0ccb",
+   "metadata": {},
+   "source": [
+    "### Прогнозирование на тестовом датасете"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 188,
+   "id": "5ce0e3a5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.metrics import r2_score\n",
+    "from sklearn.metrics import mean_squared_error"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 189,
+   "id": "fd6740c9",
+   "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",
+    "        scores = scores.append(\n",
+    "            {'name': name, 'r2': r2, 'mse': mse}, ignore_index=True)\n",
+    "    scores.sort_values('r2', ascending=False, inplace=True)\n",
+    "    return scores"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 190,
+   "id": "18411490",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/fz/wm86wzy92hqb01bn_69p5qd40000gn/T/ipykernel_85547/4277186224.py:7: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
+      "  scores = scores.append(\n",
+      "/var/folders/fz/wm86wzy92hqb01bn_69p5qd40000gn/T/ipykernel_85547/4277186224.py:7: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
+      "  scores = scores.append(\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Если бы было несколько моделий, они бы шли в словарь. \n",
+    "# и потом их можно было бы сравнить.\n",
+    "\n",
+    "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": 191,
+   "id": "85363b72",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "                      name        r2\n",
+       "0  Random Forest Regressor  0.742979"
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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='darkgrey', 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": 193,
+   "id": "c7205f0a",
+   "metadata": {},
+   "outputs": [
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+     "metadata": {
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+     "output_type": "display_data"
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+   ],
+   "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='darkgrey', 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": "code",
+   "execution_count": 194,
+   "id": "281712f1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "best_model = models_dict['Random Forest Regressor']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 195,
+   "id": "60e3c917",
+   "metadata": {},
+   "outputs": [
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+       "      <th>importances</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Rooms</td>\n",
+       "      <td>0.003979</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Square</td>\n",
+       "      <td>0.115993</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>DistrictId</td>\n",
+       "      <td>0.012385</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Social_1</td>\n",
+       "      <td>0.012872</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Helthcare_2</td>\n",
+       "      <td>0.007043</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Social_2</td>\n",
+       "      <td>0.014090</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Shops_1</td>\n",
+       "      <td>0.007765</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Floor</td>\n",
+       "      <td>0.023235</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>HouseFloor</td>\n",
+       "      <td>0.022037</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>LifeSquare</td>\n",
+       "      <td>0.023179</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Social_3</td>\n",
+       "      <td>0.015841</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Ecology_1</td>\n",
+       "      <td>0.014228</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>KitchenSquare</td>\n",
+       "      <td>0.033330</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>HouseYear</td>\n",
+       "      <td>0.028868</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>cluster_year</td>\n",
+       "      <td>0.005953</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>mean_price_dr</td>\n",
+       "      <td>0.640824</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>mean_price_by_rooms</td>\n",
+       "      <td>0.003550</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>large_district</td>\n",
+       "      <td>0.014828</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                   name  importances\n",
+       "0                 Rooms     0.003979\n",
+       "1                Square     0.115993\n",
+       "2            DistrictId     0.012385\n",
+       "3              Social_1     0.012872\n",
+       "4           Helthcare_2     0.007043\n",
+       "5              Social_2     0.014090\n",
+       "6               Shops_1     0.007765\n",
+       "7                 Floor     0.023235\n",
+       "8            HouseFloor     0.022037\n",
+       "9            LifeSquare     0.023179\n",
+       "10             Social_3     0.015841\n",
+       "11            Ecology_1     0.014228\n",
+       "12        KitchenSquare     0.033330\n",
+       "13            HouseYear     0.028868\n",
+       "14         cluster_year     0.005953\n",
+       "15        mean_price_dr     0.640824\n",
+       "16  mean_price_by_rooms     0.003550\n",
+       "17       large_district     0.014828"
+      ]
+     },
+     "execution_count": 195,
+     "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": 196,
+   "id": "ccbc444d",
+   "metadata": {},
+   "outputs": [
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+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "### вывел якобы лучшую модель из вымышленных(не указывал,есть тесты)и РандомФорест.\n",
+    "model_test(best_model, 'best_model', X_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ef6350ba",
+   "metadata": {},
+   "source": [
+    "### Output Files"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f5f1f506",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# test = data_prepare(test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 172,
+   "id": "5bf5039f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "test_features = list(X_train.columns)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 173,
+   "id": "ba27b15d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 5000 entries, 0 to 4999\n",
+      "Data columns (total 18 columns):\n",
+      " #   Column               Non-Null Count  Dtype  \n",
+      "---  ------               --------------  -----  \n",
+      " 0   Rooms                5000 non-null   uint8  \n",
+      " 1   Square               5000 non-null   float32\n",
+      " 2   DistrictId           5000 non-null   uint8  \n",
+      " 3   Social_1             5000 non-null   uint8  \n",
+      " 4   Helthcare_2          5000 non-null   uint8  \n",
+      " 5   Social_2             5000 non-null   uint16 \n",
+      " 6   Shops_1              5000 non-null   uint8  \n",
+      " 7   Floor                5000 non-null   uint8  \n",
+      " 8   HouseFloor           5000 non-null   uint8  \n",
+      " 9   LifeSquare           5000 non-null   float32\n",
+      " 10  Social_3             5000 non-null   uint8  \n",
+      " 11  Ecology_1            5000 non-null   float32\n",
+      " 12  KitchenSquare        5000 non-null   float32\n",
+      " 13  HouseYear            5000 non-null   uint16 \n",
+      " 14  cluster_year         5000 non-null   uint8  \n",
+      " 15  mean_price_dr        5000 non-null   float32\n",
+      " 16  mean_price_by_rooms  5000 non-null   float32\n",
+      " 17  large_district       5000 non-null   uint16 \n",
+      "dtypes: float32(6), uint16(3), uint8(9)\n",
+      "memory usage: 229.5 KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "test[test_features].info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 174,
+   "id": "4f7e14e8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "test['Price'] = best_model.predict(test[test_features])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 175,
+   "id": "7e7c3f2d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mu = 216613.33 and sigma = 78214.69\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/akchemp/opt/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+      "  warnings.warn(msg, FutureWarning)\n"
+     ]
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+       " </defs>\n",
+       "</svg>\n"
+      ],
+      "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",
+    "\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": 176,
+   "id": "48835fbe",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "test[['Id', 'Price']].to_csv('AKrylov_predictions.csv', index=None)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/data/sample_submission.csv b/data/sample_submission.csv
new file mode 100644
index 0000000..ccabc49
--- /dev/null
+++ b/data/sample_submission.csv
@@ -0,0 +1,5001 @@
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diff --git a/data/test.csv b/data/test.csv
new file mode 100644
index 0000000..3a979ff
--- /dev/null
+++ b/data/test.csv
@@ -0,0 +1,5001 @@
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diff --git a/data/train.csv b/data/train.csv
new file mode 100644
index 0000000..21012c8
--- /dev/null
+++ b/data/train.csv
@@ -0,0 +1,10001 @@
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