main.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 🍀Подключение необходимых библиотек для работ с данными"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import csv\n",
    "import warnings\n",
    "warnings.simplefilter('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Загружаем данные и проверяем что запарсили, также удаляю дубликаты"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>author</th>\n",
       "      <th>author_type</th>\n",
       "      <th>url</th>\n",
       "      <th>location</th>\n",
       "      <th>deal_type</th>\n",
       "      <th>accommodation_type</th>\n",
       "      <th>floor</th>\n",
       "      <th>floors_count</th>\n",
       "      <th>rooms_count</th>\n",
       "      <th>total_meters</th>\n",
       "      <th>...</th>\n",
       "      <th>heating_type</th>\n",
       "      <th>finish_type</th>\n",
       "      <th>living_meters</th>\n",
       "      <th>kitchen_meters</th>\n",
       "      <th>phone</th>\n",
       "      <th>district</th>\n",
       "      <th>street</th>\n",
       "      <th>house_number</th>\n",
       "      <th>underground</th>\n",
       "      <th>residential_complex</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ID 120271947</td>\n",
       "      <td>homeowner</td>\n",
       "      <td>https://elektrougli.cian.ru/sale/flat/305815701/</td>\n",
       "      <td>Электроугли</td>\n",
       "      <td>sale</td>\n",
       "      <td>flat</td>\n",
       "      <td>7.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>47.8</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.2</td>\n",
       "      <td>8.0</td>\n",
       "      <td>79623650661</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Школьная</td>\n",
       "      <td>40</td>\n",
       "      <td>Железнодорожная</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ОкругА</td>\n",
       "      <td>real_estate_agent</td>\n",
       "      <td>https://elektrougli.cian.ru/sale/flat/299601370/</td>\n",
       "      <td>Электроугли</td>\n",
       "      <td>sale</td>\n",
       "      <td>flat</td>\n",
       "      <td>7.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>79623638905</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Школьная</td>\n",
       "      <td>38</td>\n",
       "      <td>Железнодорожная</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ID 115031885</td>\n",
       "      <td>homeowner</td>\n",
       "      <td>https://elektrougli.cian.ru/sale/flat/307496224/</td>\n",
       "      <td>Электроугли</td>\n",
       "      <td>sale</td>\n",
       "      <td>flat</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>79660478973</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Советская</td>\n",
       "      <td>11</td>\n",
       "      <td>Железнодорожная</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ID 15867135</td>\n",
       "      <td>real_estate_agent</td>\n",
       "      <td>https://elektrougli.cian.ru/sale/flat/307048067/</td>\n",
       "      <td>Электроугли</td>\n",
       "      <td>sale</td>\n",
       "      <td>flat</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>33.3</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>79104572936</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Пионерская</td>\n",
       "      <td>6Б</td>\n",
       "      <td>Железнодорожная</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ОкругА</td>\n",
       "      <td>real_estate_agent</td>\n",
       "      <td>https://elektrougli.cian.ru/sale/flat/308257607/</td>\n",
       "      <td>Электроугли</td>\n",
       "      <td>sale</td>\n",
       "      <td>flat</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>45.8</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.7</td>\n",
       "      <td>7.0</td>\n",
       "      <td>79623638905</td>\n",
       "      <td>NaN</td>\n",
       "      <td>переулок 2-й Троицкий</td>\n",
       "      <td>3</td>\n",
       "      <td>Железнодорожная</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         author        author_type  \\\n",
       "0  ID 120271947          homeowner   \n",
       "1        ОкругА  real_estate_agent   \n",
       "2  ID 115031885          homeowner   \n",
       "3   ID 15867135  real_estate_agent   \n",
       "4        ОкругА  real_estate_agent   \n",
       "\n",
       "                                                url     location deal_type  \\\n",
       "0  https://elektrougli.cian.ru/sale/flat/305815701/  Электроугли      sale   \n",
       "1  https://elektrougli.cian.ru/sale/flat/299601370/  Электроугли      sale   \n",
       "2  https://elektrougli.cian.ru/sale/flat/307496224/  Электроугли      sale   \n",
       "3  https://elektrougli.cian.ru/sale/flat/307048067/  Электроугли      sale   \n",
       "4  https://elektrougli.cian.ru/sale/flat/308257607/  Электроугли      sale   \n",
       "\n",
       "  accommodation_type  floor  floors_count  rooms_count  total_meters  ...  \\\n",
       "0               flat    7.0           9.0          2.0          47.8  ...   \n",
       "1               flat    7.0          14.0          1.0          41.0  ...   \n",
       "2               flat    2.0           5.0          1.0          25.0  ...   \n",
       "3               flat    5.0           5.0          1.0          33.3  ...   \n",
       "4               flat    1.0           3.0          2.0          45.8  ...   \n",
       "\n",
       "   heating_type finish_type  living_meters kitchen_meters        phone  \\\n",
       "0           NaN         NaN           28.2            8.0  79623650661   \n",
       "1           NaN         NaN           18.0            9.0  79623638905   \n",
       "2           NaN         NaN           12.0            5.0  79660478973   \n",
       "3           NaN         NaN           18.0            8.0  79104572936   \n",
       "4           NaN         NaN           26.7            7.0  79623638905   \n",
       "\n",
       "  district                 street  house_number      underground  \\\n",
       "0      NaN               Школьная            40  Железнодорожная   \n",
       "1      NaN               Школьная            38  Железнодорожная   \n",
       "2      NaN              Советская            11  Железнодорожная   \n",
       "3      NaN             Пионерская            6Б  Железнодорожная   \n",
       "4      NaN  переулок 2-й Троицкий             3  Железнодорожная   \n",
       "\n",
       "  residential_complex  \n",
       "0                 NaN  \n",
       "1                 NaN  \n",
       "2                 NaN  \n",
       "3                 NaN  \n",
       "4                 NaN  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"main_df_to_yp.csv\").drop_duplicates()\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(19974, 24)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# проверяем размер файла\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 19974 entries, 0 to 20045\n",
      "Data columns (total 24 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   author                19494 non-null  object \n",
      " 1   author_type           19498 non-null  object \n",
      " 2   url                   19970 non-null  object \n",
      " 3   location              19581 non-null  object \n",
      " 4   deal_type             19973 non-null  object \n",
      " 5   accommodation_type    19973 non-null  object \n",
      " 6   floor                 19973 non-null  float64\n",
      " 7   floors_count          19973 non-null  float64\n",
      " 8   rooms_count           19827 non-null  float64\n",
      " 9   total_meters          19973 non-null  float64\n",
      " 10  price                 19896 non-null  float64\n",
      " 11  year_of_construction  15813 non-null  object \n",
      " 12  object_type           0 non-null      float64\n",
      " 13  house_material_type   2623 non-null   object \n",
      " 14  heating_type          0 non-null      float64\n",
      " 15  finish_type           3518 non-null   object \n",
      " 16  living_meters         15471 non-null  float64\n",
      " 17  kitchen_meters        17194 non-null  float64\n",
      " 18  phone                 19970 non-null  object \n",
      " 19  district              10321 non-null  object \n",
      " 20  street                16906 non-null  object \n",
      " 21  house_number          17810 non-null  object \n",
      " 22  underground           13654 non-null  object \n",
      " 23  residential_complex   9403 non-null   object \n",
      "dtypes: float64(9), object(15)\n",
      "memory usage: 3.8+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 🍀Анализ и чистка данных\n",
    "Для начала заменим все пропуски данных, которые имеют значение -1 на NaN, для дальнейшей удобной работы с этими данными.<br>\n",
    "Также заменим floor, floors_count, rooms_count с значения float на int, т.к. этаж, количество этажей в доме и количество комнат не могу быть с плавующей запятой.<br>\n",
    "В location, rooms_count, price можно заметить что нехватает данных, так что удалим строк в которых нет данных.<br>\n",
    "За одно сразу удалим лишние столбцы, которые никак не будут влиять на цену квартиры и м2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Количество столбцов после чистки 19 столбцы\n"
     ]
    }
   ],
   "source": [
    "df = df.replace(-1,np.nan)\n",
    "df = df.replace(\"-1\",np.nan)\n",
    "df = df.replace(-1.0,np.nan)\n",
    "df = df.replace(\"-1.0\",np.nan)\n",
    "df = df.dropna(subset=['location', 'price', 'rooms_count'])\n",
    "df['floor'] = df['floor'].astype(int)\n",
    "df['floors_count'] = df['floors_count'].astype(int)\n",
    "df['rooms_count'] = df['rooms_count'].astype(int)\n",
    "df.drop(['phone', 'deal_type', 'accommodation_type', 'object_type', 'heating_type'], axis=1, inplace=True)\n",
    "print(f'Количество столбцов после чистки {df.shape[1]} столбцы')\n",
    "# Необходимо в сохранённом файле изменить ��� на 0, для избежания ошибок"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "author                   object\n",
       "author_type              object\n",
       "url                      object\n",
       "location                 object\n",
       "floor                     int64\n",
       "floors_count              int64\n",
       "rooms_count               int64\n",
       "total_meters            float64\n",
       "price                   float64\n",
       "year_of_construction     object\n",
       "house_material_type      object\n",
       "finish_type              object\n",
       "living_meters           float64\n",
       "kitchen_meters          float64\n",
       "district                 object\n",
       "street                   object\n",
       "house_number             object\n",
       "underground              object\n",
       "residential_complex      object\n",
       "dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Проверим количество пропущенных значений в столбцах"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "author                    454\n",
       "author_type               447\n",
       "url                         0\n",
       "location                    0\n",
       "floor                       0\n",
       "floors_count                0\n",
       "rooms_count                 0\n",
       "total_meters                0\n",
       "price                       0\n",
       "year_of_construction     4034\n",
       "house_material_type     16846\n",
       "finish_type             16007\n",
       "living_meters            4345\n",
       "kitchen_meters           2598\n",
       "district                 9494\n",
       "street                   2937\n",
       "house_number             2024\n",
       "underground              5882\n",
       "residential_complex     10224\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 🍀Удаляем строки в которых есть некорректные значения года постройки дома, также дома которые будет построены позже"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "replace_list = [\"Напишите автору\",\"Залоговая недвижимость\",\"Аукцион\",\"Позвоните автору\",\"Подписаться на дом\",]\n",
    "for obj in replace_list:\n",
    "    df = df.replace(obj, np.nan)\n",
    "\n",
    "def filter_properties_until_2024(df):\n",
    "    df[\"year_of_construction\"] = df[\"year_of_construction\"].fillna(-1)\n",
    "    df[\"year_of_construction\"] = df[\"year_of_construction\"].astype(int)\n",
    "    filtered_df = df[df[\"year_of_construction\"] <= 2024]\n",
    "    filtered_df.to_csv(\"main1.csv\", index=False, encoding=\"utf-8\")\n",
    "\n",
    "\n",
    "output_csv_path = \"main1.csv\"\n",
    "df_filtered = filter_properties_until_2024(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 🍀Проверка пропусков данных в %"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "author - 2%\n",
      "author_type - 2%\n",
      "url - 0%\n",
      "location - 0%\n",
      "floor - 0%\n",
      "floors_count - 0%\n",
      "rooms_count - 0%\n",
      "total_meters - 0%\n",
      "price - 0%\n",
      "year_of_construction - 0%\n",
      "house_material_type - 87%\n",
      "finish_type - 83%\n",
      "living_meters - 22%\n",
      "kitchen_meters - 13%\n",
      "district - 49%\n",
      "street - 15%\n",
      "house_number - 10%\n",
      "underground - 30%\n",
      "residential_complex - 53%\n"
     ]
    }
   ],
   "source": [
    "for col in df.columns:\n",
    "    pct_missing = np.mean(df[col].isnull())\n",
    "    print('{} - {}%'.format(col, round(pct_missing*100)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 🍀Удаляём ещё несколько не нужных столбцов, которые не будут влиять на цену квартир\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(['house_material_type', 'finish_type', 'author', 'url'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "author_type - 2%\n",
      "location - 0%\n",
      "floor - 0%\n",
      "floors_count - 0%\n",
      "rooms_count - 0%\n",
      "total_meters - 0%\n",
      "price - 0%\n",
      "year_of_construction - 0%\n",
      "living_meters - 22%\n",
      "kitchen_meters - 13%\n",
      "district - 49%\n",
      "street - 15%\n",
      "house_number - 10%\n",
      "underground - 30%\n",
      "residential_complex - 53%\n"
     ]
    }
   ],
   "source": [
    "for col in df.columns:\n",
    "    pct_missing = np.mean(df[col].isnull())\n",
    "    print('{} - {}%'.format(col, round(pct_missing*100)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 🍀Нам сложно будет найти данные о ЖК (residential_complex), и номере дома (house_number)  \n",
    "Также изменим все не достующие данные в underground и street на NaN и избавлюсь от строк с названием типа автора, года постройки"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(['residential_complex', 'house_number'], axis=1, inplace=True)\n",
    "df = df.dropna(subset=['underground', 'street', 'author_type', 'year_of_construction'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "author_type - 0%\n",
      "location - 0%\n",
      "floor - 0%\n",
      "floors_count - 0%\n",
      "rooms_count - 0%\n",
      "total_meters - 0%\n",
      "price - 0%\n",
      "year_of_construction - 0%\n",
      "living_meters - 22%\n",
      "kitchen_meters - 11%\n",
      "district - 59%\n",
      "street - 0%\n",
      "underground - 0%\n"
     ]
    }
   ],
   "source": [
    "for col in df.columns:\n",
    "    pct_missing = np.mean(df[col].isnull())\n",
    "    print('{} - {}%'.format(col, round(pct_missing*100)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 🍀Сейчас нам необходимо разобраться с пропусками в living_meters и kitchen_meters  \n",
    "Эти данные буду сильно влиять на образование цены квартиры или м2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['living_meters'] = df['living_meters'].fillna(df['living_meters'].median()) \n",
    "df['kitchen_meters'] = df['kitchen_meters'].fillna(df['kitchen_meters'].median())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "author_type - 0%\n",
      "location - 0%\n",
      "floor - 0%\n",
      "floors_count - 0%\n",
      "rooms_count - 0%\n",
      "total_meters - 0%\n",
      "price - 0%\n",
      "year_of_construction - 0%\n",
      "living_meters - 0%\n",
      "kitchen_meters - 0%\n",
      "district - 59%\n",
      "street - 0%\n",
      "underground - 0%\n"
     ]
    }
   ],
   "source": [
    "# сразу проверим значения после подставки моды\n",
    "for col in df.columns:\n",
    "    pct_missing = np.mean(df[col].isnull())\n",
    "    print('{} - {}%'.format(col, round(pct_missing*100)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 🍀Создадим функцию для для замены отсутствия данных в столбце district"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['temp_district'] = df['district']\n",
    "msk_condition = (df['location'] == 'Москва') & df['district'].isna()\n",
    "df.loc[msk_condition & df['underground'].notna(), 'temp_district'] = df['underground']\n",
    "df.loc[msk_condition & df['underground'].isna(), 'temp_district'] = 'Москва'\n",
    "other_condition = df['district'].isna() & (df['location'] != 'Москва')\n",
    "df.loc[other_condition, 'temp_district'] = df['location']\n",
    "df['district'] = df['temp_district']\n",
    "df.drop(columns=['temp_district'], inplace=True)\n",
    "# Здесь сначала мы создаём временной столбец для хранения новых данных, после чего заполняем значения для Москвы, а других локаций, копируем данные из временного столбца в столбец 'distirct' нашего файла. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "author_type - 0%\n",
      "location - 0%\n",
      "floor - 0%\n",
      "floors_count - 0%\n",
      "rooms_count - 0%\n",
      "total_meters - 0%\n",
      "price - 0%\n",
      "year_of_construction - 0%\n",
      "living_meters - 0%\n",
      "kitchen_meters - 0%\n",
      "district - 0%\n",
      "street - 0%\n",
      "underground - 0%\n"
     ]
    }
   ],
   "source": [
    "for col in df.columns:\n",
    "    pct_missing = np.mean(df[col].isnull())\n",
    "    print('{} - {}%'.format(col, round(pct_missing*100)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# проверим пропуски после чистки\n",
    "sns.heatmap(df.isnull(), cmap='Blues', )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 🍀Функция для кодирования данных и проверки их на зависимости"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>author_type</th>\n",
       "      <th>location</th>\n",
       "      <th>floor</th>\n",
       "      <th>floors_count</th>\n",
       "      <th>rooms_count</th>\n",
       "      <th>total_meters</th>\n",
       "      <th>price</th>\n",
       "      <th>year_of_construction</th>\n",
       "      <th>living_meters</th>\n",
       "      <th>kitchen_meters</th>\n",
       "      <th>district</th>\n",
       "      <th>street</th>\n",
       "      <th>underground</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>44</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>47.8</td>\n",
       "      <td>6600000.0</td>\n",
       "      <td>2002</td>\n",
       "      <td>28.2</td>\n",
       "      <td>8.0</td>\n",
       "      <td>192</td>\n",
       "      <td>649</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>44</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>41.0</td>\n",
       "      <td>5350000.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>192</td>\n",
       "      <td>649</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>44</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>25.0</td>\n",
       "      <td>3250000.0</td>\n",
       "      <td>1981</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>192</td>\n",
       "      <td>559</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>44</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>33.3</td>\n",
       "      <td>3500000.0</td>\n",
       "      <td>1980</td>\n",
       "      <td>18.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>192</td>\n",
       "      <td>490</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3</td>\n",
       "      <td>44</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>45.8</td>\n",
       "      <td>4850000.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>26.7</td>\n",
       "      <td>7.0</td>\n",
       "      <td>192</td>\n",
       "      <td>1556</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   author_type  location  floor  floors_count  rooms_count  total_meters  \\\n",
       "0            1        44      7             9            2          47.8   \n",
       "1            3        44      7            14            1          41.0   \n",
       "2            1        44      2             5            1          25.0   \n",
       "3            3        44      5             5            1          33.3   \n",
       "4            3        44      1             3            2          45.8   \n",
       "\n",
       "       price  year_of_construction  living_meters  kitchen_meters  district  \\\n",
       "0  6600000.0                  2002           28.2             8.0       192   \n",
       "1  5350000.0                    -1           18.0             9.0       192   \n",
       "2  3250000.0                  1981           12.0             5.0       192   \n",
       "3  3500000.0                  1980           18.0             8.0       192   \n",
       "4  4850000.0                    -1           26.7             7.0       192   \n",
       "\n",
       "   street  underground  \n",
       "0     649           80  \n",
       "1     649           80  \n",
       "2     559           80  \n",
       "3     490           80  \n",
       "4    1556           80  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn import preprocessing\n",
    "#функция, которая принимает на вход наши данные, кодирует числовыми значениями категориальные признаки\n",
    "#и возвращает обновленный данные и сами кодировщики\n",
    "def number_encode_features(init_df):\n",
    "    result = init_df.copy() #копируем нашу исходную таблицу\n",
    "    encoders = {}\n",
    "    for column in result.columns:\n",
    "        if result.dtypes[column] == object: # np.object -- строковый тип / если тип столбца - строка, то нужно его закодировать\n",
    "            encoders[column] = preprocessing.LabelEncoder() #для колонки column создаем кодировщик\n",
    "            result[column] = encoders[column].fit_transform(result[column]) #применяем кодировщик к столбцу и перезаписываем столбец\n",
    "    return result, encoders\n",
    "\n",
    "encoded_data, encoders = number_encode_features(df) #Теперь encoded data содержит закодированные категориальные признаки\n",
    "encoded_data.head() #проверяем"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(11652, 13)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x900 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"darkgrid\")\n",
    "\n",
    "# Копируем данные и считаем корреляцию\n",
    "temp3 = encoded_data.copy()\n",
    "corr = temp3.corr()\n",
    "f, ax = plt.subplots(figsize=(16, 9))\n",
    "cmap = sns.color_palette(\"Blues\", as_cmap=True)\n",
    "# Создаем тепловую карту без маски\n",
    "sns.heatmap(corr, cmap=cmap, vmax=1, vmin=-1, center=0, annot=True,\n",
    "            square=True, linewidths=.5, cbar_kws={\"shrink\": .5})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 🍀Сделаем функцию для расчёт средней цены м²"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "dict_city = df['location'].unique()\n",
    "\n",
    "def price_for_meter(location):\n",
    "    city = df[df['location'] == location]\n",
    "    df['total_meters'] = df['total_meters'].astype(float) # с типом float будет легче обрабатывать данные\n",
    "    price_for_city = city['price'].sum()\n",
    "    \n",
    "    clean_data = city['total_meters'].sum()\n",
    "    return round(price_for_city/clean_data, 2)\n",
    "\n",
    "with open('info.csv', 'w', newline='', encoding='UTF-8') as csvfile:\n",
    "    names = ['city', 'price_for_meter']\n",
    "    writer = csv.DictWriter(csvfile, fieldnames=names)\n",
    "    writer.writeheader()\n",
    "    for city in dict_city:\n",
    "        writer.writerow({'city': city, 'price_for_meter': price_for_meter(city)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "info = pd.read_csv('info.csv')\n",
    "info.sort_values([\"price_for_meter\"], axis=0, ascending=[False], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# График для средней цены за м2 во всех городах\n",
    "sns.set_style(\"darkgrid\")\n",
    "plt.figure(figsize=(25, 8))\n",
    "sns.barplot(hue='city', legend=False, x='city', y='price_for_meter', data=info, color='m')\n",
    "plt.title('Цена за м² в разных городах')\n",
    "plt.xlabel('Города')\n",
    "plt.ylabel('Цена за м²')\n",
    "plt.xticks(rotation=70, ha='right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 🍀Влияние количества комнат на рост м²"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "custom_palette = [\"#1f77b4\", \"#a4c8e1\", \"#007acc\", \"#b2e0f9\", \"#005f99\"]\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x='rooms_count', y='total_meters', data=encoded_data, palette=custom_palette)\n",
    "plt.title(\"Влияние количества комнат на рост м²\", fontsize=16)\n",
    "plt.xlabel(\"Количество комнат\", fontsize=14)\n",
    "plt.ylabel(\"Общая площадь (м²)\", fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 🍀Средняя цена по этажам"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 6)) \n",
    "sns.lineplot(x='floor', y='price', data=encoded_data, palette='Blues') \n",
    "plt.title('Средняя цена по этажам') \n",
    "plt.xlabel('Этаж') \n",
    "plt.ylabel('Цена') \n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.lineplot(x='rooms_count', y='price', data=encoded_data, marker='o', color='blue')\n",
    "plt.title('Зависимость средней цены от количества комнат')\n",
    "plt.xlabel('Количество комнат')\n",
    "plt.ylabel('Средняя цена')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 🍀Соотношение жилой и кухонной площади "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# График: Соотношение жилой площади и цены\n",
    "plt.figure(figsize=(18, 6)) \n",
    "sns.scatterplot(x='living_meters', y='price', legend=False, data=encoded_data, palette='Blues', s=70) \n",
    "plt.title('Соотношение жилой площади и цены') \n",
    "plt.xlabel('Жилая площадь (м²)') \n",
    "plt.ylabel('Цена') \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# График: Соотношение жилой площади и цены\n",
    "plt.figure(figsize=(18, 6)) \n",
    "sns.scatterplot(x='kitchen_meters', y='price', legend=False, data=encoded_data, palette='Blues', s=70) \n",
    "plt.title('Соотношение площади кухни и цены') \n",
    "plt.xlabel('Площадь кухни (м²)') \n",
    "plt.ylabel('Цена') \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 🍀Поиск самых дорогих и дешевых квартир"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Самые дорогие квартиры:\n",
      "                  price     district  rooms_count  total_meters\n",
      "14968  2 418 390 000.00  Пресненский            4         620.1\n",
      "14974  2 361 200 000.00  Пресненский            5         590.3\n",
      "13812  1 800 000 000.00    Хамовники            5         469.9\n",
      "13568  1 635 583 643.00    Хамовники            5         423.0\n",
      "12552  1 635 113 268.00    Хамовники            5         423.0\n",
      "\n",
      "Самые дешевые квартиры:\n",
      "              price       district  rooms_count  total_meters\n",
      "3309   1 600 000.00       Тверской            1          29.7\n",
      "4688   1 935 000.00   Долгопрудный            2          39.5\n",
      "11486  1 935 000.00   Долгопрудный            2          39.5\n",
      "646    2 000 000.00  Ликино-Дулёво            1          21.7\n",
      "3767   2 290 000.00         Видное            2          31.0\n"
     ]
    }
   ],
   "source": [
    "most_expensive = df.nlargest(5, 'price')\n",
    "cheapest = df.nsmallest(5, 'price')\n",
    "\n",
    "def format_price(price):\n",
    "    return '{:,.2f}'.format(price).replace(',', ' ')\n",
    "\n",
    "most_expensive['price'] = most_expensive['price'].apply(format_price)\n",
    "cheapest['price'] = cheapest['price'].apply(format_price)\n",
    "\n",
    "print(\"Самые дорогие квартиры:\")\n",
    "print(most_expensive[['price', 'district', 'rooms_count', 'total_meters']])\n",
    "\n",
    "print(\"\\nСамые дешевые квартиры:\")\n",
    "print(cheapest[['price', 'district', 'rooms_count', 'total_meters']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Группируем данные по районам и вычисляем среднюю цену за квадратный метр\n",
    "average_price_by_district = df.groupby('district')['price'].mean().reset_index()\n",
    "\n",
    "# Сортируем данные по средней цене за квадратный метр в порядке убывания\n",
    "average_price_by_district = average_price_by_district.sort_values(by='price', ascending=False)\n",
    "top_20_districts = average_price_by_district.head(20)\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.barplot(x='district', y='price', data=top_20_districts, palette='viridis')\n",
    "plt.title('Связь между 20 самыми дорогими районами Москвы')\n",
    "plt.xlabel('Район')\n",
    "plt.ylabel('Средняя цена за квадратный метр')\n",
    "plt.xticks(rotation=90)  # Поворачиваем подписи районов на 90 градусов для лучшей читаемости\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "ML",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}