04_ten_biggest_companies_rating.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Загрузка нужных библиотек\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import re\n",
    "\n",
    "from IPython.display import Image, display\n",
    "\n",
    "from plotly.subplots import make_subplots\n",
    "import plotly.graph_objects as go"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Загрузка данных\n",
    "rate_2019 = pd.read_csv('data/rate_2019.csv')\n",
    "rate_2020 = pd.read_csv('data/rate_2020.csv')\n",
    "rate_2021 = pd.read_csv('data/rate_2021.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company</th>\n",
       "      <th>region</th>\n",
       "      <th>houses_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>«ПИК-КОМФОРТ»</td>\n",
       "      <td>[Центральный , Северный , Северо-Восточный , Ю...</td>\n",
       "      <td>534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>«ЖИЛИЩНИК ПРЕСНЕНСКОГО РАЙОНА»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>«ЖИЛИЩНИК БАСМАННОГО РАЙОНА»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ХОРОШЕВО-МНЕВНИКИ»</td>\n",
       "      <td>Северо-Западный</td>\n",
       "      <td>423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ЛЮБЛИНО»</td>\n",
       "      <td>Юго-Восточный</td>\n",
       "      <td>416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>«ЖИЛИЩНИК МОЖАЙСКОГО РАЙОНА»</td>\n",
       "      <td>Западный</td>\n",
       "      <td>388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ЮЖНОЕ БУТОВО»</td>\n",
       "      <td>Юго-Западный</td>\n",
       "      <td>383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА КУНЦЕВО»</td>\n",
       "      <td>Западный</td>\n",
       "      <td>363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>«ЖИЛИЩНИК ТАГАНСКОГО РАЙОНА»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>360</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               company  \\\n",
       "0                        «ПИК-КОМФОРТ»   \n",
       "1       «ЖИЛИЩНИК ПРЕСНЕНСКОГО РАЙОНА»   \n",
       "2         «ЖИЛИЩНИК БАСМАННОГО РАЙОНА»   \n",
       "3           «ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»   \n",
       "4  «ЖИЛИЩНИК РАЙОНА ХОРОШЕВО-МНЕВНИКИ»   \n",
       "5            «ЖИЛИЩНИК РАЙОНА ЛЮБЛИНО»   \n",
       "6         «ЖИЛИЩНИК МОЖАЙСКОГО РАЙОНА»   \n",
       "7       «ЖИЛИЩНИК РАЙОНА ЮЖНОЕ БУТОВО»   \n",
       "8            «ЖИЛИЩНИК РАЙОНА КУНЦЕВО»   \n",
       "9         «ЖИЛИЩНИК ТАГАНСКОГО РАЙОНА»   \n",
       "\n",
       "                                              region  houses_count  \n",
       "0  [Центральный , Северный , Северо-Восточный , Ю...           534  \n",
       "1                                       Центральный            512  \n",
       "2                                       Центральный            496  \n",
       "3                                       Центральный            427  \n",
       "4                                   Северо-Западный            423  \n",
       "5                                     Юго-Восточный            416  \n",
       "6                                          Западный            388  \n",
       "7                                      Юго-Западный            383  \n",
       "8                                          Западный            363  \n",
       "9                                       Центральный            360  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted_by_house_count_2019 = rate_2019.sort_values(by='houses_count', ascending=False).head(10)[['company', 'region', 'houses_count']].reset_index(drop=True)\n",
    "\n",
    "sorted_by_house_count_2019"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company</th>\n",
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       "      <th>0</th>\n",
       "      <td>«ПИК-КОМФОРТ»</td>\n",
       "      <td>[Восточный , Западный , Зеленоградский , Троиц...</td>\n",
       "      <td>531</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>«ЖИЛИЩНИК ПРЕСНЕНСКОГО РАЙОНА»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>«ЖИЛИЩНИК БАСМАННОГО РАЙОНА»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>«ЖИЛИЩНИК ЗЕЛЕНОГРАДСКОГО АДМИНИСТРАТИВНОГО ОК...</td>\n",
       "      <td>Зеленоградский</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ХОРОШЕВО-МНЕВНИКИ»</td>\n",
       "      <td>Северо-Западный</td>\n",
       "      <td>423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ЛЮБЛИНО»</td>\n",
       "      <td>Юго-Восточный</td>\n",
       "      <td>416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>«ЖИЛИЩНИК МОЖАЙСКОГО РАЙОНА»</td>\n",
       "      <td>Западный</td>\n",
       "      <td>389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ЮЖНОЕ БУТОВО»</td>\n",
       "      <td>Юго-Западный</td>\n",
       "      <td>379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>«ЖИЛИЩНИК ТАГАНСКОГО РАЙОНА»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>361</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "                                             company  \\\n",
       "0                                      «ПИК-КОМФОРТ»   \n",
       "1                     «ЖИЛИЩНИК ПРЕСНЕНСКОГО РАЙОНА»   \n",
       "2                       «ЖИЛИЩНИК БАСМАННОГО РАЙОНА»   \n",
       "3  «ЖИЛИЩНИК ЗЕЛЕНОГРАДСКОГО АДМИНИСТРАТИВНОГО ОК...   \n",
       "4                         «ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»   \n",
       "5                «ЖИЛИЩНИК РАЙОНА ХОРОШЕВО-МНЕВНИКИ»   \n",
       "6                          «ЖИЛИЩНИК РАЙОНА ЛЮБЛИНО»   \n",
       "7                       «ЖИЛИЩНИК МОЖАЙСКОГО РАЙОНА»   \n",
       "8                     «ЖИЛИЩНИК РАЙОНА ЮЖНОЕ БУТОВО»   \n",
       "9                       «ЖИЛИЩНИК ТАГАНСКОГО РАЙОНА»   \n",
       "\n",
       "                                              region  houses_count  \n",
       "0  [Восточный , Западный , Зеленоградский , Троиц...           531  \n",
       "1                                       Центральный            518  \n",
       "2                                       Центральный            504  \n",
       "3                                    Зеленоградский            477  \n",
       "4                                       Центральный            432  \n",
       "5                                   Северо-Западный            423  \n",
       "6                                     Юго-Восточный            416  \n",
       "7                                          Западный            389  \n",
       "8                                      Юго-Западный            379  \n",
       "9                                       Центральный            361  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted_by_house_count_2020 = rate_2020.sort_values(by='houses_count', ascending=False).head(10)[['company', 'region', 'houses_count']].reset_index(drop=True)\n",
    "\n",
    "sorted_by_house_count_2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company</th>\n",
       "      <th>region</th>\n",
       "      <th>houses_count</th>\n",
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       "  </thead>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>«ПИК-КОМФОРТ»</td>\n",
       "      <td>[Восточный , Западный , Зеленоградский , Север...</td>\n",
       "      <td>537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ПЕРОВО»</td>\n",
       "      <td>Восточный</td>\n",
       "      <td>529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>«ЖИЛИЩНИК ПРЕСНЕНСКОГО РАЙОНА»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>«ЖИЛИЩНИК БАСМАННОГО РАЙОНА»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>«ЖИЛИЩНИК ЗЕЛЕНОГРАДСКОГО АДМИНИСТРАТИВНОГО ОК...</td>\n",
       "      <td>Зеленоградский</td>\n",
       "      <td>485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ХОРОШЕВО-МНЕВНИКИ»</td>\n",
       "      <td>Северо-Западный</td>\n",
       "      <td>426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ЛЮБЛИНО»</td>\n",
       "      <td>Юго-Восточный</td>\n",
       "      <td>421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>«ЖИЛИЩНИК МОЖАЙСКОГО РАЙОНА»</td>\n",
       "      <td>Западный</td>\n",
       "      <td>388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ЮЖНОЕ БУТОВО»</td>\n",
       "      <td>Юго-Западный</td>\n",
       "      <td>379</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "                                             company  \\\n",
       "0                                      «ПИК-КОМФОРТ»   \n",
       "1                           «ЖИЛИЩНИК РАЙОНА ПЕРОВО»   \n",
       "2                     «ЖИЛИЩНИК ПРЕСНЕНСКОГО РАЙОНА»   \n",
       "3                       «ЖИЛИЩНИК БАСМАННОГО РАЙОНА»   \n",
       "4  «ЖИЛИЩНИК ЗЕЛЕНОГРАДСКОГО АДМИНИСТРАТИВНОГО ОК...   \n",
       "5                         «ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»   \n",
       "6                «ЖИЛИЩНИК РАЙОНА ХОРОШЕВО-МНЕВНИКИ»   \n",
       "7                          «ЖИЛИЩНИК РАЙОНА ЛЮБЛИНО»   \n",
       "8                       «ЖИЛИЩНИК МОЖАЙСКОГО РАЙОНА»   \n",
       "9                     «ЖИЛИЩНИК РАЙОНА ЮЖНОЕ БУТОВО»   \n",
       "\n",
       "                                              region  houses_count  \n",
       "0  [Восточный , Западный , Зеленоградский , Север...           537  \n",
       "1                                         Восточный            529  \n",
       "2                                       Центральный            523  \n",
       "3                                       Центральный            505  \n",
       "4                                    Зеленоградский            485  \n",
       "5                                       Центральный            431  \n",
       "6                                   Северо-Западный            426  \n",
       "7                                     Юго-Восточный            421  \n",
       "8                                          Западный            388  \n",
       "9                                      Юго-Западный            379  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted_by_house_count_2021 = rate_2021.sort_values(by='houses_count', ascending=False).head(10)[['company', 'region', 'houses_count']].reset_index(drop=True)\n",
    "\n",
    "sorted_by_house_count_2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_2019</th>\n",
       "      <th>region_2019</th>\n",
       "      <th>houses_count_2019</th>\n",
       "      <th>company_2020</th>\n",
       "      <th>region_2020</th>\n",
       "      <th>houses_count_2020</th>\n",
       "      <th>company_2021</th>\n",
       "      <th>region_2021</th>\n",
       "      <th>houses_count_2021</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>«ПИК-КОМФОРТ»</td>\n",
       "      <td>[Центральный , Северный , Северо-Восточный , Ю...</td>\n",
       "      <td>534</td>\n",
       "      <td>«ПИК-КОМФОРТ»</td>\n",
       "      <td>[Восточный , Западный , Зеленоградский , Троиц...</td>\n",
       "      <td>531</td>\n",
       "      <td>«ПИК-КОМФОРТ»</td>\n",
       "      <td>[Восточный , Западный , Зеленоградский , Север...</td>\n",
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       "      <td>«ЖИЛИЩНИК ПРЕСНЕНСКОГО РАЙОНА»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>512</td>\n",
       "      <td>«ЖИЛИЩНИК ПРЕСНЕНСКОГО РАЙОНА»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>518</td>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ПЕРОВО»</td>\n",
       "      <td>Восточный</td>\n",
       "      <td>529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>«ЖИЛИЩНИК БАСМАННОГО РАЙОНА»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>496</td>\n",
       "      <td>«ЖИЛИЩНИК БАСМАННОГО РАЙОНА»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>504</td>\n",
       "      <td>«ЖИЛИЩНИК ПРЕСНЕНСКОГО РАЙОНА»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>427</td>\n",
       "      <td>«ЖИЛИЩНИК ЗЕЛЕНОГРАДСКОГО АДМИНИСТРАТИВНОГО ОК...</td>\n",
       "      <td>Зеленоградский</td>\n",
       "      <td>477</td>\n",
       "      <td>«ЖИЛИЩНИК БАСМАННОГО РАЙОНА»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ХОРОШЕВО-МНЕВНИКИ»</td>\n",
       "      <td>Северо-Западный</td>\n",
       "      <td>423</td>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>432</td>\n",
       "      <td>«ЖИЛИЩНИК ЗЕЛЕНОГРАДСКОГО АДМИНИСТРАТИВНОГО ОК...</td>\n",
       "      <td>Зеленоградский</td>\n",
       "      <td>485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ЛЮБЛИНО»</td>\n",
       "      <td>Юго-Восточный</td>\n",
       "      <td>416</td>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ХОРОШЕВО-МНЕВНИКИ»</td>\n",
       "      <td>Северо-Западный</td>\n",
       "      <td>423</td>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>«ЖИЛИЩНИК МОЖАЙСКОГО РАЙОНА»</td>\n",
       "      <td>Западный</td>\n",
       "      <td>388</td>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ЛЮБЛИНО»</td>\n",
       "      <td>Юго-Восточный</td>\n",
       "      <td>416</td>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ХОРОШЕВО-МНЕВНИКИ»</td>\n",
       "      <td>Северо-Западный</td>\n",
       "      <td>426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ЮЖНОЕ БУТОВО»</td>\n",
       "      <td>Юго-Западный</td>\n",
       "      <td>383</td>\n",
       "      <td>«ЖИЛИЩНИК МОЖАЙСКОГО РАЙОНА»</td>\n",
       "      <td>Западный</td>\n",
       "      <td>389</td>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ЛЮБЛИНО»</td>\n",
       "      <td>Юго-Восточный</td>\n",
       "      <td>421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА КУНЦЕВО»</td>\n",
       "      <td>Западный</td>\n",
       "      <td>363</td>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ЮЖНОЕ БУТОВО»</td>\n",
       "      <td>Юго-Западный</td>\n",
       "      <td>379</td>\n",
       "      <td>«ЖИЛИЩНИК МОЖАЙСКОГО РАЙОНА»</td>\n",
       "      <td>Западный</td>\n",
       "      <td>388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>«ЖИЛИЩНИК ТАГАНСКОГО РАЙОНА»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>360</td>\n",
       "      <td>«ЖИЛИЩНИК ТАГАНСКОГО РАЙОНА»</td>\n",
       "      <td>Центральный</td>\n",
       "      <td>361</td>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ЮЖНОЕ БУТОВО»</td>\n",
       "      <td>Юго-Западный</td>\n",
       "      <td>379</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          company_2019  \\\n",
       "0                        «ПИК-КОМФОРТ»   \n",
       "1       «ЖИЛИЩНИК ПРЕСНЕНСКОГО РАЙОНА»   \n",
       "2         «ЖИЛИЩНИК БАСМАННОГО РАЙОНА»   \n",
       "3           «ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»   \n",
       "4  «ЖИЛИЩНИК РАЙОНА ХОРОШЕВО-МНЕВНИКИ»   \n",
       "5            «ЖИЛИЩНИК РАЙОНА ЛЮБЛИНО»   \n",
       "6         «ЖИЛИЩНИК МОЖАЙСКОГО РАЙОНА»   \n",
       "7       «ЖИЛИЩНИК РАЙОНА ЮЖНОЕ БУТОВО»   \n",
       "8            «ЖИЛИЩНИК РАЙОНА КУНЦЕВО»   \n",
       "9         «ЖИЛИЩНИК ТАГАНСКОГО РАЙОНА»   \n",
       "\n",
       "                                         region_2019  houses_count_2019  \\\n",
       "0  [Центральный , Северный , Северо-Восточный , Ю...                534   \n",
       "1                                       Центральный                 512   \n",
       "2                                       Центральный                 496   \n",
       "3                                       Центральный                 427   \n",
       "4                                   Северо-Западный                 423   \n",
       "5                                     Юго-Восточный                 416   \n",
       "6                                          Западный                 388   \n",
       "7                                      Юго-Западный                 383   \n",
       "8                                          Западный                 363   \n",
       "9                                       Центральный                 360   \n",
       "\n",
       "                                        company_2020  \\\n",
       "0                                      «ПИК-КОМФОРТ»   \n",
       "1                     «ЖИЛИЩНИК ПРЕСНЕНСКОГО РАЙОНА»   \n",
       "2                       «ЖИЛИЩНИК БАСМАННОГО РАЙОНА»   \n",
       "3  «ЖИЛИЩНИК ЗЕЛЕНОГРАДСКОГО АДМИНИСТРАТИВНОГО ОК...   \n",
       "4                         «ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»   \n",
       "5                «ЖИЛИЩНИК РАЙОНА ХОРОШЕВО-МНЕВНИКИ»   \n",
       "6                          «ЖИЛИЩНИК РАЙОНА ЛЮБЛИНО»   \n",
       "7                       «ЖИЛИЩНИК МОЖАЙСКОГО РАЙОНА»   \n",
       "8                     «ЖИЛИЩНИК РАЙОНА ЮЖНОЕ БУТОВО»   \n",
       "9                       «ЖИЛИЩНИК ТАГАНСКОГО РАЙОНА»   \n",
       "\n",
       "                                         region_2020  houses_count_2020  \\\n",
       "0  [Восточный , Западный , Зеленоградский , Троиц...                531   \n",
       "1                                       Центральный                 518   \n",
       "2                                       Центральный                 504   \n",
       "3                                    Зеленоградский                 477   \n",
       "4                                       Центральный                 432   \n",
       "5                                   Северо-Западный                 423   \n",
       "6                                     Юго-Восточный                 416   \n",
       "7                                          Западный                 389   \n",
       "8                                      Юго-Западный                 379   \n",
       "9                                       Центральный                 361   \n",
       "\n",
       "                                        company_2021  \\\n",
       "0                                      «ПИК-КОМФОРТ»   \n",
       "1                           «ЖИЛИЩНИК РАЙОНА ПЕРОВО»   \n",
       "2                     «ЖИЛИЩНИК ПРЕСНЕНСКОГО РАЙОНА»   \n",
       "3                       «ЖИЛИЩНИК БАСМАННОГО РАЙОНА»   \n",
       "4  «ЖИЛИЩНИК ЗЕЛЕНОГРАДСКОГО АДМИНИСТРАТИВНОГО ОК...   \n",
       "5                         «ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»   \n",
       "6                «ЖИЛИЩНИК РАЙОНА ХОРОШЕВО-МНЕВНИКИ»   \n",
       "7                          «ЖИЛИЩНИК РАЙОНА ЛЮБЛИНО»   \n",
       "8                       «ЖИЛИЩНИК МОЖАЙСКОГО РАЙОНА»   \n",
       "9                     «ЖИЛИЩНИК РАЙОНА ЮЖНОЕ БУТОВО»   \n",
       "\n",
       "                                         region_2021  houses_count_2021  \n",
       "0  [Восточный , Западный , Зеленоградский , Север...                537  \n",
       "1                                         Восточный                 529  \n",
       "2                                       Центральный                 523  \n",
       "3                                       Центральный                 505  \n",
       "4                                    Зеленоградский                 485  \n",
       "5                                       Центральный                 431  \n",
       "6                                   Северо-Западный                 426  \n",
       "7                                     Юго-Восточный                 421  \n",
       "8                                          Западный                 388  \n",
       "9                                      Юго-Западный                 379  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_companies = pd.DataFrame()\n",
    "\n",
    "top_companies['company_2019'] = sorted_by_house_count_2019['company']\n",
    "top_companies['region_2019'] = sorted_by_house_count_2019['region']\n",
    "top_companies['houses_count_2019'] = sorted_by_house_count_2019['houses_count']\n",
    "\n",
    "top_companies['company_2020'] = sorted_by_house_count_2020['company']\n",
    "top_companies['region_2020'] = sorted_by_house_count_2020['region']\n",
    "top_companies['houses_count_2020'] = sorted_by_house_count_2020['houses_count']\n",
    "\n",
    "top_companies['company_2021'] = sorted_by_house_count_2021['company']\n",
    "top_companies['region_2021'] = sorted_by_house_count_2021['region']\n",
    "top_companies['houses_count_2021'] = sorted_by_house_count_2021['houses_count']\n",
    "\n",
    "top_companies"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.4. Как менялись оценки 10 самых крупных компаний?"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Найдем названия 10 самых крупных компаний."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                        «ПИК-КОМФОРТ»\n",
       "1                             «ЖИЛИЩНИК РАЙОНА ПЕРОВО»\n",
       "2                       «ЖИЛИЩНИК ПРЕСНЕНСКОГО РАЙОНА»\n",
       "3                         «ЖИЛИЩНИК БАСМАННОГО РАЙОНА»\n",
       "4    «ЖИЛИЩНИК ЗЕЛЕНОГРАДСКОГО АДМИНИСТРАТИВНОГО ОК...\n",
       "5                           «ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»\n",
       "6                  «ЖИЛИЩНИК РАЙОНА ХОРОШЕВО-МНЕВНИКИ»\n",
       "7                            «ЖИЛИЩНИК РАЙОНА ЛЮБЛИНО»\n",
       "8                         «ЖИЛИЩНИК МОЖАЙСКОГО РАЙОНА»\n",
       "9                       «ЖИЛИЩНИК РАЙОНА ЮЖНОЕ БУТОВО»\n",
       "Name: company_2021, dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_companies_in_2021 = top_companies['company_2021']\n",
    "top_companies_in_2021"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Из рейтингов по каждому году соберем значения уровня удовлетворенности населения, уровня надежности УО и уровня нарушений в работе УО.\n",
    "\n",
    "В 2019 году не собиралась статистика по компании «ЖИЛИЩНИК ЗЕЛЕНОГРАДСКОГО АДМИНИСТРАТИВНОГО ОКРУГА», поэтому соответствующие значения заполним нулями."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>company</th>\n",
       "      <th>satisfaction_level</th>\n",
       "      <th>reliability_level</th>\n",
       "      <th>violations_level</th>\n",
       "      <th>points</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>«ЖИЛИЩНИК БАСМАННОГО РАЙОНА»</td>\n",
       "      <td>107.50</td>\n",
       "      <td>99.45</td>\n",
       "      <td>99.57</td>\n",
       "      <td>102.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>«ЖИЛИЩНИК ЗЕЛЕНОГРАДСКОГО АДМИНИСТРАТИВНОГО ОК...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>«ЖИЛИЩНИК МОЖАЙСКОГО РАЙОНА»</td>\n",
       "      <td>103.95</td>\n",
       "      <td>99.95</td>\n",
       "      <td>99.37</td>\n",
       "      <td>101.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>«ЖИЛИЩНИК ПРЕСНЕНСКОГО РАЙОНА»</td>\n",
       "      <td>107.49</td>\n",
       "      <td>99.95</td>\n",
       "      <td>99.41</td>\n",
       "      <td>102.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ЛЮБЛИНО»</td>\n",
       "      <td>101.45</td>\n",
       "      <td>98.00</td>\n",
       "      <td>99.66</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ПЕРОВО»</td>\n",
       "      <td>105.00</td>\n",
       "      <td>98.40</td>\n",
       "      <td>99.50</td>\n",
       "      <td>101.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»</td>\n",
       "      <td>107.25</td>\n",
       "      <td>100.00</td>\n",
       "      <td>99.26</td>\n",
       "      <td>102.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ХОРОШЕВО-МНЕВНИКИ»</td>\n",
       "      <td>104.85</td>\n",
       "      <td>100.00</td>\n",
       "      <td>99.44</td>\n",
       "      <td>101.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ЮЖНОЕ БУТОВО»</td>\n",
       "      <td>99.65</td>\n",
       "      <td>100.00</td>\n",
       "      <td>99.64</td>\n",
       "      <td>99.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>«ПИК-КОМФОРТ»</td>\n",
       "      <td>101.00</td>\n",
       "      <td>99.90</td>\n",
       "      <td>99.84</td>\n",
       "      <td>100.33</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               company  satisfaction_level  \\\n",
       "49                        «ЖИЛИЩНИК БАСМАННОГО РАЙОНА»              107.50   \n",
       "9    «ЖИЛИЩНИК ЗЕЛЕНОГРАДСКОГО АДМИНИСТРАТИВНОГО ОК...                0.00   \n",
       "115                       «ЖИЛИЩНИК МОЖАЙСКОГО РАЙОНА»              103.95   \n",
       "46                      «ЖИЛИЩНИК ПРЕСНЕНСКОГО РАЙОНА»              107.49   \n",
       "424                          «ЖИЛИЩНИК РАЙОНА ЛЮБЛИНО»              101.45   \n",
       "134                           «ЖИЛИЩНИК РАЙОНА ПЕРОВО»              105.00   \n",
       "158                         «ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»              107.25   \n",
       "61                 «ЖИЛИЩНИК РАЙОНА ХОРОШЕВО-МНЕВНИКИ»              104.85   \n",
       "242                     «ЖИЛИЩНИК РАЙОНА ЮЖНОЕ БУТОВО»               99.65   \n",
       "407                                      «ПИК-КОМФОРТ»              101.00   \n",
       "\n",
       "     reliability_level  violations_level  points  \n",
       "49               99.45             99.57  102.72  \n",
       "9                 0.00              0.00    0.00  \n",
       "115              99.95             99.37  101.32  \n",
       "46               99.95             99.41  102.75  \n",
       "424              98.00             99.66  100.00  \n",
       "134              98.40             99.50  101.50  \n",
       "158             100.00             99.26  102.60  \n",
       "61              100.00             99.44  101.72  \n",
       "242             100.00             99.64   99.72  \n",
       "407              99.90             99.84  100.33  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rates_for_top_companies_2019 = rate_2019[rate_2019['company'].isin(top_companies_in_2021)] \\\n",
    "                                        [['company', 'satisfaction_level', 'reliability_level', 'violations_level', 'points']]\n",
    "\n",
    "rates_for_top_companies_2019.loc[len(rates_for_top_companies_2019.index)] = ['«ЖИЛИЩНИК ЗЕЛЕНОГРАДСКОГО АДМИНИСТРАТИВНОГО ОКРУГА»', 0, 0, 0, 0]\n",
    "\n",
    "rates_for_top_companies_2019 = rates_for_top_companies_2019.sort_values(by='company')\n",
    "\n",
    "rates_for_top_companies_2019"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>company</th>\n",
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       "  <tbody>\n",
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       "      <th>433</th>\n",
       "      <td>«ЖИЛИЩНИК БАСМАННОГО РАЙОНА»</td>\n",
       "      <td>94.84</td>\n",
       "      <td>0.0</td>\n",
       "      <td>95.97</td>\n",
       "      <td>76.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>«ЖИЛИЩНИК ЗЕЛЕНОГРАДСКОГО АДМИНИСТРАТИВНОГО ОК...</td>\n",
       "      <td>100.40</td>\n",
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       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>«ЖИЛИЩНИК МОЖАЙСКОГО РАЙОНА»</td>\n",
       "      <td>92.98</td>\n",
       "      <td>0.0</td>\n",
       "      <td>96.15</td>\n",
       "      <td>75.65</td>\n",
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       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>«ЖИЛИЩНИК ПРЕСНЕНСКОГО РАЙОНА»</td>\n",
       "      <td>99.46</td>\n",
       "      <td>80.0</td>\n",
       "      <td>96.26</td>\n",
       "      <td>78.45</td>\n",
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       "    <tr>\n",
       "      <th>556</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ЛЮБЛИНО»</td>\n",
       "      <td>82.87</td>\n",
       "      <td>50.0</td>\n",
       "      <td>96.28</td>\n",
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       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ПЕРОВО»</td>\n",
       "      <td>93.55</td>\n",
       "      <td>0.0</td>\n",
       "      <td>97.62</td>\n",
       "      <td>76.47</td>\n",
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       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»</td>\n",
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       "    <tr>\n",
       "      <th>426</th>\n",
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       "      <td>93.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>98.00</td>\n",
       "      <td>76.47</td>\n",
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       "      <th>375</th>\n",
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       "      <td>96.41</td>\n",
       "      <td>0.0</td>\n",
       "      <td>98.47</td>\n",
       "      <td>77.95</td>\n",
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      "text/plain": [
       "                                               company  satisfaction_level  \\\n",
       "433                       «ЖИЛИЩНИК БАСМАННОГО РАЙОНА»               94.84   \n",
       "328  «ЖИЛИЩНИК ЗЕЛЕНОГРАДСКОГО АДМИНИСТРАТИВНОГО ОК...              100.40   \n",
       "462                       «ЖИЛИЩНИК МОЖАЙСКОГО РАЙОНА»               92.98   \n",
       "359                     «ЖИЛИЩНИК ПРЕСНЕНСКОГО РАЙОНА»               99.46   \n",
       "556                          «ЖИЛИЩНИК РАЙОНА ЛЮБЛИНО»               82.87   \n",
       "427                           «ЖИЛИЩНИК РАЙОНА ПЕРОВО»               93.55   \n",
       "441                         «ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»               96.33   \n",
       "461                «ЖИЛИЩНИК РАЙОНА ХОРОШЕВО-МНЕВНИКИ»               92.00   \n",
       "426                     «ЖИЛИЩНИК РАЙОНА ЮЖНОЕ БУТОВО»               93.18   \n",
       "375                                      «ПИК-КОМФОРТ»               96.41   \n",
       "\n",
       "     reliability_level  violations_level  points  \n",
       "433                0.0             95.97   76.32  \n",
       "328                0.0             97.42   79.13  \n",
       "462                0.0             96.15   75.65  \n",
       "359               80.0             96.26   78.45  \n",
       "556               50.0             96.28   71.76  \n",
       "427                0.0             97.62   76.47  \n",
       "441                0.0             94.10   76.17  \n",
       "461               89.0             96.58   75.65  \n",
       "426                0.0             98.00   76.47  \n",
       "375                0.0             98.47   77.95  "
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     },
     "execution_count": 9,
     "metadata": {},
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    }
   ],
   "source": [
    "rates_for_top_companies_2020 = rate_2020[rate_2020['company'].isin(top_companies_in_2021)] \\\n",
    "                                        [['company', 'satisfaction_level', 'reliability_level', 'violations_level', 'points']] \\\n",
    "                                        .sort_values(by='company')\n",
    "\n",
    "rates_for_top_companies_2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>50.0</td>\n",
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       "      <th>125</th>\n",
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       "      <td>105.00</td>\n",
       "      <td>50.0</td>\n",
       "      <td>98.55</td>\n",
       "      <td>81.55</td>\n",
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       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>«ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»</td>\n",
       "      <td>107.00</td>\n",
       "      <td>50.0</td>\n",
       "      <td>97.52</td>\n",
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       "    </tr>\n",
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       "      <th>124</th>\n",
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       "      <td>104.90</td>\n",
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       "      <td>98.50</td>\n",
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       "    <tr>\n",
       "      <th>500</th>\n",
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       "      <td>100.13</td>\n",
       "      <td>50.0</td>\n",
       "      <td>99.17</td>\n",
       "      <td>79.82</td>\n",
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       "      <th>350</th>\n",
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       "      <td>100.71</td>\n",
       "      <td>48.0</td>\n",
       "      <td>99.33</td>\n",
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       "                                               company  satisfaction_level  \\\n",
       "114                       «ЖИЛИЩНИК БАСМАННОГО РАЙОНА»              106.41   \n",
       "242  «ЖИЛИЩНИК ЗЕЛЕНОГРАДСКОГО АДМИНИСТРАТИВНОГО ОК...              102.61   \n",
       "133                       «ЖИЛИЩНИК МОЖАЙСКОГО РАЙОНА»              104.79   \n",
       "92                      «ЖИЛИЩНИК ПРЕСНЕНСКОГО РАЙОНА»              107.40   \n",
       "352                          «ЖИЛИЩНИК РАЙОНА ЛЮБЛИНО»              101.43   \n",
       "125                           «ЖИЛИЩНИК РАЙОНА ПЕРОВО»              105.00   \n",
       "96                          «ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»              107.00   \n",
       "124                «ЖИЛИЩНИК РАЙОНА ХОРОШЕВО-МНЕВНИКИ»              104.90   \n",
       "500                     «ЖИЛИЩНИК РАЙОНА ЮЖНОЕ БУТОВО»              100.13   \n",
       "350                                      «ПИК-КОМФОРТ»              100.71   \n",
       "\n",
       "     reliability_level  violations_level  points  \n",
       "114               50.0             97.48   81.65  \n",
       "242               50.0             99.00   80.77  \n",
       "133               50.0             98.58   81.45  \n",
       "92                88.0             97.12   81.98  \n",
       "352               75.0             98.45   80.10  \n",
       "125               50.0             98.55   81.55  \n",
       "96                50.0             97.52   81.94  \n",
       "124               94.0             98.50   81.55  \n",
       "500               50.0             99.17   79.82  \n",
       "350               48.0             99.33   80.11  "
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     "execution_count": 10,
     "metadata": {},
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   ],
   "source": [
    "rates_for_top_companies_2021 = rate_2021[rate_2021['company'].isin(top_companies_in_2021)] \\\n",
    "                                        [['company', 'satisfaction_level', 'reliability_level', 'violations_level', 'points']] \\\n",
    "                                        .sort_values(by='company')\n",
    "\n",
    "rates_for_top_companies_2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 800
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "years = [2019, 2020, 2021]\n",
    "\n",
    "row=1\n",
    "col=1\n",
    "\n",
    "fig = make_subplots(rows=2, cols=5)\n",
    "\n",
    "for company in top_companies_in_2021:\n",
    "    fig.add_trace(\n",
    "        go.Scatter(x=years,\n",
    "                   y=[rates_for_top_companies_2019[rates_for_top_companies_2019['company'] == company]['satisfaction_level'].iloc[0],\n",
    "                      rates_for_top_companies_2020[rates_for_top_companies_2020['company'] == company]['satisfaction_level'].iloc[0],\n",
    "                      rates_for_top_companies_2021[rates_for_top_companies_2021['company'] == company]['satisfaction_level'].iloc[0]],\n",
    "                   name=company),\n",
    "        row=row, col=col\n",
    "    )\n",
    "\n",
    "    if col == 5:\n",
    "        row+=1\n",
    "        col=0\n",
    "\n",
    "    col+=1\n",
    "\n",
    "fig.update_xaxes(range=[2019, 2021], dtick=1)\n",
    "\n",
    "fig.update_layout(\n",
    "    height=600, \n",
    "    width=1400, \n",
    "    title_text='Оценки уровня удовлетворенности населения для 10 самых крупных компаний'\n",
    ")\n",
    "\n",
    "fig.show()\n",
    "\n",
    "display(Image(filename='img/satisfaction_lvl.png', width=800))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "name": "«ПИК-КОМФОРТ»",
         "type": "scatter",
         "x": [
          2019,
          2020,
          2021
         ],
         "xaxis": "x",
         "y": [
          99.9,
          0,
          48
         ],
         "yaxis": "y"
        },
        {
         "name": "«ЖИЛИЩНИК РАЙОНА ПЕРОВО»",
         "type": "scatter",
         "x": [
          2019,
          2020,
          2021
         ],
         "xaxis": "x2",
         "y": [
          98.4,
          0,
          50
         ],
         "yaxis": "y2"
        },
        {
         "name": "«ЖИЛИЩНИК ПРЕСНЕНСКОГО РАЙОНА»",
         "type": "scatter",
         "x": [
          2019,
          2020,
          2021
         ],
         "xaxis": "x3",
         "y": [
          99.95,
          80,
          88
         ],
         "yaxis": "y3"
        },
        {
         "name": "«ЖИЛИЩНИК БАСМАННОГО РАЙОНА»",
         "type": "scatter",
         "x": [
          2019,
          2020,
          2021
         ],
         "xaxis": "x4",
         "y": [
          99.45,
          0,
          50
         ],
         "yaxis": "y4"
        },
        {
         "name": "«ЖИЛИЩНИК ЗЕЛЕНОГРАДСКОГО АДМИНИСТРАТИВНОГО ОКРУГА»",
         "type": "scatter",
         "x": [
          2019,
          2020,
          2021
         ],
         "xaxis": "x5",
         "y": [
          0,
          0,
          50
         ],
         "yaxis": "y5"
        },
        {
         "name": "«ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»",
         "type": "scatter",
         "x": [
          2019,
          2020,
          2021
         ],
         "xaxis": "x6",
         "y": [
          100,
          0,
          50
         ],
         "yaxis": "y6"
        },
        {
         "name": "«ЖИЛИЩНИК РАЙОНА ХОРОШЕВО-МНЕВНИКИ»",
         "type": "scatter",
         "x": [
          2019,
          2020,
          2021
         ],
         "xaxis": "x7",
         "y": [
          100,
          89,
          94
         ],
         "yaxis": "y7"
        },
        {
         "name": "«ЖИЛИЩНИК РАЙОНА ЛЮБЛИНО»",
         "type": "scatter",
         "x": [
          2019,
          2020,
          2021
         ],
         "xaxis": "x8",
         "y": [
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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 800
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "years = [2019, 2020, 2021]\n",
    "\n",
    "row=1\n",
    "col=1\n",
    "\n",
    "fig = make_subplots(rows=2, cols=5)\n",
    "\n",
    "for company in top_companies_in_2021:\n",
    "    fig.add_trace(\n",
    "        go.Scatter(x=years,\n",
    "                   y=[rates_for_top_companies_2019[rates_for_top_companies_2019['company'] == company]['reliability_level'].iloc[0],\n",
    "                      rates_for_top_companies_2020[rates_for_top_companies_2020['company'] == company]['reliability_level'].iloc[0],\n",
    "                      rates_for_top_companies_2021[rates_for_top_companies_2021['company'] == company]['reliability_level'].iloc[0]],\n",
    "                   name=company),\n",
    "        row=row, col=col\n",
    "    )\n",
    "\n",
    "    if col == 5:\n",
    "        row+=1\n",
    "        col=0\n",
    "\n",
    "    col+=1\n",
    "\n",
    "fig.update_xaxes(range=[2019, 2021], dtick=1)\n",
    "\n",
    "fig.update_layout(\n",
    "    height=600, \n",
    "    width=1400, \n",
    "    title_text='Оценки уровня надежности УО для 10 самых крупных компаний'\n",
    ")\n",
    "\n",
    "fig.show()\n",
    "\n",
    "display(Image(filename='img/reliability_lvl.png', width=800))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "name": "«ПИК-КОМФОРТ»",
         "type": "scatter",
         "x": [
          2019,
          2020,
          2021
         ],
         "xaxis": "x",
         "y": [
          99.84,
          98.47,
          99.33
         ],
         "yaxis": "y"
        },
        {
         "name": "«ЖИЛИЩНИК РАЙОНА ПЕРОВО»",
         "type": "scatter",
         "x": [
          2019,
          2020,
          2021
         ],
         "xaxis": "x2",
         "y": [
          99.5,
          97.62,
          98.55
         ],
         "yaxis": "y2"
        },
        {
         "name": "«ЖИЛИЩНИК ПРЕСНЕНСКОГО РАЙОНА»",
         "type": "scatter",
         "x": [
          2019,
          2020,
          2021
         ],
         "xaxis": "x3",
         "y": [
          99.41,
          96.26,
          97.12
         ],
         "yaxis": "y3"
        },
        {
         "name": "«ЖИЛИЩНИК БАСМАННОГО РАЙОНА»",
         "type": "scatter",
         "x": [
          2019,
          2020,
          2021
         ],
         "xaxis": "x4",
         "y": [
          99.57,
          95.97,
          97.48
         ],
         "yaxis": "y4"
        },
        {
         "name": "«ЖИЛИЩНИК ЗЕЛЕНОГРАДСКОГО АДМИНИСТРАТИВНОГО ОКРУГА»",
         "type": "scatter",
         "x": [
          2019,
          2020,
          2021
         ],
         "xaxis": "x5",
         "y": [
          0,
          97.42,
          99
         ],
         "yaxis": "y5"
        },
        {
         "name": "«ЖИЛИЩНИК РАЙОНА ТВЕРСКОЙ»",
         "type": "scatter",
         "x": [
          2019,
          2020,
          2021
         ],
         "xaxis": "x6",
         "y": [
          99.26,
          94.1,
          97.52
         ],
         "yaxis": "y6"
        },
        {
         "name": "«ЖИЛИЩНИК РАЙОНА ХОРОШЕВО-МНЕВНИКИ»",
         "type": "scatter",
         "x": [
          2019,
          2020,
          2021
         ],
         "xaxis": "x7",
         "y": [
          99.44,
          96.58,
          98.5
         ],
         "yaxis": "y7"
        },
        {
         "name": "«ЖИЛИЩНИК РАЙОНА ЛЮБЛИНО»",
         "type": "scatter",
         "x": [
          2019,
          2020,
          2021
         ],
         "xaxis": "x8",
         "y": [
          99.66,
          96.28,
          98.45
         ],
         "yaxis": "y8"
        },
        {
         "name": "«ЖИЛИЩНИК МОЖАЙСКОГО РАЙОНА»",
         "type": "scatter",
         "x": [
          2019,
          2020,
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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 800
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "years = [2019, 2020, 2021]\n",
    "\n",
    "row=1\n",
    "col=1\n",
    "\n",
    "fig = make_subplots(rows=2, cols=5)\n",
    "\n",
    "for company in top_companies_in_2021:\n",
    "    fig.add_trace(\n",
    "        go.Scatter(x=years,\n",
    "                   y=[rates_for_top_companies_2019[rates_for_top_companies_2019['company'] == company]['violations_level'].iloc[0],\n",
    "                      rates_for_top_companies_2020[rates_for_top_companies_2020['company'] == company]['violations_level'].iloc[0],\n",
    "                      rates_for_top_companies_2021[rates_for_top_companies_2021['company'] == company]['violations_level'].iloc[0]],\n",
    "                   name=company),\n",
    "        row=row, col=col\n",
    "    )\n",
    "\n",
    "    if col == 5:\n",
    "        row+=1\n",
    "        col=0\n",
    "\n",
    "    col+=1\n",
    "\n",
    "fig.update_xaxes(range=[2019, 2021], dtick=1)\n",
    "\n",
    "fig.update_layout(\n",
    "    height=600, \n",
    "    width=1400, \n",
    "    title_text='Оценки уровня нарушений в работе УО для 10 самых крупных компаний'\n",
    ")\n",
    "\n",
    "fig.show()\n",
    "\n",
    "display(Image(filename='img/violations_lvl.png', width=800))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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         "anchor": "x2",
         "domain": [
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        },
        "yaxis3": {
         "anchor": "x3",
         "domain": [
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         ]
        },
        "yaxis4": {
         "anchor": "x4",
         "domain": [
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         ]
        },
        "yaxis5": {
         "anchor": "x5",
         "domain": [
          0.575,
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         ]
        },
        "yaxis6": {
         "anchor": "x6",
         "domain": [
          0,
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        },
        "yaxis7": {
         "anchor": "x7",
         "domain": [
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        },
        "yaxis8": {
         "anchor": "x8",
         "domain": [
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        },
        "yaxis9": {
         "anchor": "x9",
         "domain": [
          0,
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        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 800
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "years = [2019, 2020, 2021]\n",
    "\n",
    "row=1\n",
    "col=1\n",
    "\n",
    "fig = make_subplots(rows=2, cols=5)\n",
    "\n",
    "for company in top_companies_in_2021:\n",
    "    fig.add_trace(\n",
    "        go.Scatter(x=years,\n",
    "                   y=[rates_for_top_companies_2019[rates_for_top_companies_2019['company'] == company]['points'].iloc[0],\n",
    "                      rates_for_top_companies_2020[rates_for_top_companies_2020['company'] == company]['points'].iloc[0],\n",
    "                      rates_for_top_companies_2021[rates_for_top_companies_2021['company'] == company]['points'].iloc[0]],\n",
    "                   name=company),\n",
    "        row=row, col=col\n",
    "    )\n",
    "\n",
    "    if col == 5:\n",
    "        row+=1\n",
    "        col=0\n",
    "\n",
    "    col+=1\n",
    "\n",
    "fig.update_xaxes(range=[2019, 2021], dtick=1)\n",
    "\n",
    "fig.update_layout(\n",
    "    height=600, \n",
    "    width=1400, \n",
    "    title_text='Рейтинговые баллы для 10 самых крупных компаний'\n",
    ")\n",
    "\n",
    "fig.show()\n",
    "\n",
    "display(Image(filename='img/rating.png', width=800))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "На графиках можно увидеть, что значения по каждому критерию оценки меняются по одинаковому паттерну. В 2019 году значения самые высокие, в 2020 году просадка, затем рост в 2021 году.\n",
    "\n",
    "Кроме компании «ЖИЛИЩНИК ЗЕЛЕНОГРАДСКОГО АДМИНИСТРАТИВНОГО ОКРУГА». Для данной компании отсутствуют данные по 2019 году, а в 2020 и 2021 оценки примерно одинаковы."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 800
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "years = [2019, 2020, 2021]\n",
    "\n",
    "row=1\n",
    "col=1\n",
    "\n",
    "fig = make_subplots(rows=1, cols=3)\n",
    "\n",
    "fig.add_trace(\n",
    "        go.Scatter(x=years,\n",
    "                   y=[np.mean(rates_for_top_companies_2019['satisfaction_level']),\n",
    "                      np.mean(rates_for_top_companies_2020['satisfaction_level']),\n",
    "                      np.mean(rates_for_top_companies_2021['satisfaction_level'])],\n",
    "                   name='Уровень удовлетворенности населения'),\n",
    "        row=1, col=1\n",
    ")\n",
    "\n",
    "fig.add_trace(\n",
    "        go.Scatter(x=years,\n",
    "                   y=[np.mean(rates_for_top_companies_2019['reliability_level']),\n",
    "                      np.mean(rates_for_top_companies_2020['reliability_level']),\n",
    "                      np.mean(rates_for_top_companies_2021['reliability_level'])],\n",
    "                   name='Уровень надежности УО'),\n",
    "        row=1, col=2\n",
    ")\n",
    "\n",
    "fig.add_trace(\n",
    "        go.Scatter(x=years,\n",
    "                   y=[np.mean(rates_for_top_companies_2019['violations_level']),\n",
    "                      np.mean(rates_for_top_companies_2020['violations_level']),\n",
    "                      np.mean(rates_for_top_companies_2021['violations_level'])],\n",
    "                   name='Уровень нарушений в работе УО'),\n",
    "        row=1, col=3\n",
    ")\n",
    "\n",
    "fig.update_xaxes(range=[2019, 2021], dtick=1)\n",
    "\n",
    "fig.update_layout(\n",
    "    height=600, \n",
    "    width=1400, \n",
    "    title_text='Средние показатели критериев оценки компаний по годам'\n",
    ")\n",
    "\n",
    "fig.show()\n",
    "\n",
    "display(Image(filename='img/avg_rating.png', width=800))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Можно видеть, что средний уровень удовлетворенности населения по всем компаниям растет, в то же время для крупных компаний наблюдаются высокие значения в 2019 и 2021 годах, в 2020 году наблюдается просадка.\n",
    "\n",
    "Средний уровень надежности УО по всем компаниям не отличается от уровня надежности для крупных компаний.\n",
    "\n",
    "Средняя оценка уровня нарушений по всем компаниям растет, для крупных компаний - наибольшие значения в 2019 и 2021, просадка в 2019."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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