create_org_db.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create organizations database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "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>adress</th>\n",
       "      <th>coordinates</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Москва, 4-й Кожевнический переулок, 4</td>\n",
       "      <td>55.7251837 37.6490745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Москва, улица Малая Дмитровка, 15</td>\n",
       "      <td>55.7693505 37.6049336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Москва, улица Кирпичные Выемки, 2, корп. 1</td>\n",
       "      <td>55.5870029 37.6013958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Москва, Старокалужское шоссе, 62</td>\n",
       "      <td>55.6602902 37.5377131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Москва, Болотная набережная, 15</td>\n",
       "      <td>55.7425975 37.6117717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26099</th>\n",
       "      <td>Москва, улица Борисовские Пруды, 1А</td>\n",
       "      <td>55.6363748 37.69948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26100</th>\n",
       "      <td>Москва, Нагорная улица, 15к8</td>\n",
       "      <td>55.6771498 37.6086617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26101</th>\n",
       "      <td>Москва, Люблинская улица, 76к3</td>\n",
       "      <td>55.663669 37.731443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26102</th>\n",
       "      <td>Москва, проспект Андропова, 1А</td>\n",
       "      <td>55.6967956 37.668854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26103</th>\n",
       "      <td>Москва, Старопетровский проезд, 10</td>\n",
       "      <td>55.8243642 37.5077829</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26104 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           adress            coordinates\n",
       "0           Москва, 4-й Кожевнический переулок, 4  55.7251837 37.6490745\n",
       "1               Москва, улица Малая Дмитровка, 15  55.7693505 37.6049336\n",
       "2      Москва, улица Кирпичные Выемки, 2, корп. 1  55.5870029 37.6013958\n",
       "3                Москва, Старокалужское шоссе, 62  55.6602902 37.5377131\n",
       "4                 Москва, Болотная набережная, 15  55.7425975 37.6117717\n",
       "...                                           ...                    ...\n",
       "26099         Москва, улица Борисовские Пруды, 1А    55.6363748 37.69948\n",
       "26100                Москва, Нагорная улица, 15к8  55.6771498 37.6086617\n",
       "26101              Москва, Люблинская улица, 76к3    55.663669 37.731443\n",
       "26102              Москва, проспект Андропова, 1А   55.6967956 37.668854\n",
       "26103          Москва, Старопетровский проезд, 10  55.8243642 37.5077829\n",
       "\n",
       "[26104 rows x 2 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# For Windows os\n",
    "# moscow_addresses = pd.read_csv(\"D:\\\\BMSTU_im_Baumana\\\\семестры\\\\Семестра_5\\\\nlp\\\\tg-bot-recsys\\\\addresses\\\\concat_all_moscow_addresses_with_coordinates.csv\")\n",
    "moscow_addresses = pd.read_csv(\"addresses/concat_all_moscow_addresses_with_coordinates.csv\")\n",
    "moscow_addresses = moscow_addresses.drop('Unnamed: 0', axis=1)\n",
    "moscow_addresses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "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>adress</th>\n",
       "      <th>name_ru</th>\n",
       "      <th>rating</th>\n",
       "      <th>rubrics</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Екатеринбург, ул. Московская / ул. Волгоградск...</td>\n",
       "      <td>Московский квартал</td>\n",
       "      <td>3</td>\n",
       "      <td>Жилой комплекс</td>\n",
       "      <td>Московский квартал 2.\\nШумно : летом по ночам ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Московская область, Электросталь, проспект Лен...</td>\n",
       "      <td>Продукты Ермолино</td>\n",
       "      <td>5</td>\n",
       "      <td>Магазин продуктов;Продукты глубокой заморозки;...</td>\n",
       "      <td>Замечательная сеть магазинов в общем, хороший ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Краснодар, Прикубанский внутригородской округ,...</td>\n",
       "      <td>LimeFit</td>\n",
       "      <td>1</td>\n",
       "      <td>Фитнес-клуб</td>\n",
       "      <td>Не знаю смутят ли кого-то данные правила, но я...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Санкт-Петербург, проспект Энгельса, 111, корп. 1</td>\n",
       "      <td>Snow-Express</td>\n",
       "      <td>4</td>\n",
       "      <td>Пункт проката;Прокат велосипедов;Сапсёрфинг</td>\n",
       "      <td>Хорошие условия аренды. \\nДружелюбный персонал...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Тверь, Волоколамский проспект, 39</td>\n",
       "      <td>Студия Beauty Brow</td>\n",
       "      <td>5</td>\n",
       "      <td>Салон красоты;Визажисты, стилисты;Салон бровей...</td>\n",
       "      <td>Топ мастер Ангелина топ во всех смыслах ) Немн...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499995</th>\n",
       "      <td>Москва, Южный административный округ, район Би...</td>\n",
       "      <td>Бирюлёво-Пассажирская</td>\n",
       "      <td>4</td>\n",
       "      <td>Железнодорожная станция</td>\n",
       "      <td>Охрана кривая но добрая, двери не закрываются ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499996</th>\n",
       "      <td>Москва, Южный административный округ, район Би...</td>\n",
       "      <td>Бирюлёво-Пассажирская</td>\n",
       "      <td>4</td>\n",
       "      <td>Железнодорожная станция</td>\n",
       "      <td>По сравнению со многими современными платформа...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499997</th>\n",
       "      <td>Новосибирск, Коммунистическая улица, 48А</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>Бар, паб</td>\n",
       "      <td>Приятная атмосфера, прекрасное вино, волшебная...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499998</th>\n",
       "      <td>Астраханская область, Харабалинский район</td>\n",
       "      <td>Сарай-Бату</td>\n",
       "      <td>5</td>\n",
       "      <td>Достопримечательность</td>\n",
       "      <td>Был с семьёй 13.06.23 Отличное место. Рекоменд...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499999</th>\n",
       "      <td>Астраханская область, Харабалинский район</td>\n",
       "      <td>Сарай-Бату</td>\n",
       "      <td>5</td>\n",
       "      <td>Достопримечательность</td>\n",
       "      <td>Отличные декорации... Вблизи тяп-ляп,а на фото...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>500000 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   adress  \\\n",
       "0       Екатеринбург, ул. Московская / ул. Волгоградск...   \n",
       "1       Московская область, Электросталь, проспект Лен...   \n",
       "2       Краснодар, Прикубанский внутригородской округ,...   \n",
       "3        Санкт-Петербург, проспект Энгельса, 111, корп. 1   \n",
       "4                       Тверь, Волоколамский проспект, 39   \n",
       "...                                                   ...   \n",
       "499995  Москва, Южный административный округ, район Би...   \n",
       "499996  Москва, Южный административный округ, район Би...   \n",
       "499997           Новосибирск, Коммунистическая улица, 48А   \n",
       "499998          Астраханская область, Харабалинский район   \n",
       "499999          Астраханская область, Харабалинский район   \n",
       "\n",
       "                      name_ru  rating  \\\n",
       "0          Московский квартал       3   \n",
       "1           Продукты Ермолино       5   \n",
       "2                     LimeFit       1   \n",
       "3                Snow-Express       4   \n",
       "4          Студия Beauty Brow       5   \n",
       "...                       ...     ...   \n",
       "499995  Бирюлёво-Пассажирская       4   \n",
       "499996  Бирюлёво-Пассажирская       4   \n",
       "499997                    NaN       5   \n",
       "499998             Сарай-Бату       5   \n",
       "499999             Сарай-Бату       5   \n",
       "\n",
       "                                                  rubrics  \\\n",
       "0                                          Жилой комплекс   \n",
       "1       Магазин продуктов;Продукты глубокой заморозки;...   \n",
       "2                                             Фитнес-клуб   \n",
       "3             Пункт проката;Прокат велосипедов;Сапсёрфинг   \n",
       "4       Салон красоты;Визажисты, стилисты;Салон бровей...   \n",
       "...                                                   ...   \n",
       "499995                            Железнодорожная станция   \n",
       "499996                            Железнодорожная станция   \n",
       "499997                                           Бар, паб   \n",
       "499998                              Достопримечательность   \n",
       "499999                              Достопримечательность   \n",
       "\n",
       "                                                     text  \n",
       "0       Московский квартал 2.\\nШумно : летом по ночам ...  \n",
       "1       Замечательная сеть магазинов в общем, хороший ...  \n",
       "2       Не знаю смутят ли кого-то данные правила, но я...  \n",
       "3       Хорошие условия аренды. \\nДружелюбный персонал...  \n",
       "4       Топ мастер Ангелина топ во всех смыслах ) Немн...  \n",
       "...                                                   ...  \n",
       "499995  Охрана кривая но добрая, двери не закрываются ...  \n",
       "499996  По сравнению со многими современными платформа...  \n",
       "499997  Приятная атмосфера, прекрасное вино, волшебная...  \n",
       "499998  Был с семьёй 13.06.23 Отличное место. Рекоменд...  \n",
       "499999  Отличные декорации... Вблизи тяп-ляп,а на фото...  \n",
       "\n",
       "[500000 rows x 5 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "db = pd.read_csv('d:\\\\BMSTU_im_Baumana\\\\семестры\\\\Семестра_5\\\\nlp\\\\with_parser.csv', sep='\\t')\n",
    "db = db.drop('Unnamed: 0', axis=1)\n",
    "db"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>adress</th>\n",
       "      <th>name_ru</th>\n",
       "      <th>rating</th>\n",
       "      <th>rubrics</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>54317</th>\n",
       "      <td>Тула, Рогожинская улица, 18</td>\n",
       "      <td>Воздух</td>\n",
       "      <td>5</td>\n",
       "      <td>Кондиционеры;Системы вентиляции</td>\n",
       "      <td>Спасибо сотрудникам и фирме Воздух в целом за ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54318</th>\n",
       "      <td>Тула, Рогожинская улица, 18</td>\n",
       "      <td>Воздух</td>\n",
       "      <td>5</td>\n",
       "      <td>Кондиционеры;Системы вентиляции</td>\n",
       "      <td>С полной уверенностью рекомендую эту компанию!...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57169</th>\n",
       "      <td>Ростов-на-Дону, улица Ларина, 18</td>\n",
       "      <td>Воздух</td>\n",
       "      <td>5</td>\n",
       "      <td>Кондиционеры;Системы вентиляции;Установка конд...</td>\n",
       "      <td>Отличная фирма. Эту компанию нашла случайно,в ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57170</th>\n",
       "      <td>Ростов-на-Дону, улица Ларина, 18</td>\n",
       "      <td>Воздух</td>\n",
       "      <td>5</td>\n",
       "      <td>Кондиционеры;Системы вентиляции;Установка конд...</td>\n",
       "      <td>Приобрели сплит -систему  Zerten, в компании ,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59775</th>\n",
       "      <td>Оренбург, Бассейный переулок, 9</td>\n",
       "      <td>Воздух</td>\n",
       "      <td>1</td>\n",
       "      <td>Конный клуб</td>\n",
       "      <td>Приехал покатать детей на пони. Встретил нас х...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59776</th>\n",
       "      <td>Оренбург, Бассейный переулок, 9</td>\n",
       "      <td>Воздух</td>\n",
       "      <td>5</td>\n",
       "      <td>Конный клуб</td>\n",
       "      <td>Хорошее место для совместного пребывания с дет...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184270</th>\n",
       "      <td>Калужская область, Обнинск, улица Аксёнова, 6А</td>\n",
       "      <td>Воздух</td>\n",
       "      <td>5</td>\n",
       "      <td>Кальян-бар</td>\n",
       "      <td>отличные кальяны по вкусу и по крепкости. прия...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201794</th>\n",
       "      <td>Москва, улица Вавилова, 81, корп. 1</td>\n",
       "      <td>Воздух</td>\n",
       "      <td>5</td>\n",
       "      <td>Студия йоги;Школа танцев;Фитнес-клуб</td>\n",
       "      <td>Отличное место , удобное местоположение! Очень...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252664</th>\n",
       "      <td>Ростовская область, Каменск-Шахтинский, Коммун...</td>\n",
       "      <td>Воздух</td>\n",
       "      <td>5</td>\n",
       "      <td>Студия йоги</td>\n",
       "      <td>Если вы до сих пор думаете, что йога это не ва...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252665</th>\n",
       "      <td>Ростовская область, Каменск-Шахтинский, Коммун...</td>\n",
       "      <td>Воздух</td>\n",
       "      <td>5</td>\n",
       "      <td>Студия йоги</td>\n",
       "      <td>Уютно и спокойно. Возможность расслабиться и п...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275343</th>\n",
       "      <td>Москва, Наставнический переулок, 3</td>\n",
       "      <td>Воздух</td>\n",
       "      <td>5</td>\n",
       "      <td>Курсы и мастер-классы;Школа искусств</td>\n",
       "      <td>Студия организовывала выездные мастер-классы в...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290655</th>\n",
       "      <td>​Арсеньева, 1а Моховая м-н, Петропавловск-Камч...</td>\n",
       "      <td>Воздух</td>\n",
       "      <td>5</td>\n",
       "      <td>Спортивный клуб, секция;Развлекательный центр;...</td>\n",
       "      <td>Для моего сына этот клуб стал родным. Ему очен...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328003</th>\n",
       "      <td>Москва, Московский, улица Москвитина, 3, корп. 1</td>\n",
       "      <td>Воздух</td>\n",
       "      <td>5</td>\n",
       "      <td>Салон красоты;Ногтевая студия</td>\n",
       "      <td>Сделала маникюр у мастера Дарьи.  Очень понрав...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338706</th>\n",
       "      <td>Московская область, Королёв, улица Академика Л...</td>\n",
       "      <td>Воздух</td>\n",
       "      <td>5</td>\n",
       "      <td>Салон красоты;Парикмахерская;Ногтевая студия</td>\n",
       "      <td>Прекрасный салон. Сервис выше всяческих похвал...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338707</th>\n",
       "      <td>Московская область, Королёв, улица Академика Л...</td>\n",
       "      <td>Воздух</td>\n",
       "      <td>5</td>\n",
       "      <td>Салон красоты;Парикмахерская;Ногтевая студия</td>\n",
       "      <td>Делала первый раз в этой студии, мастер Татьян...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   adress name_ru  rating  \\\n",
       "54317                         Тула, Рогожинская улица, 18  Воздух       5   \n",
       "54318                         Тула, Рогожинская улица, 18  Воздух       5   \n",
       "57169                    Ростов-на-Дону, улица Ларина, 18  Воздух       5   \n",
       "57170                    Ростов-на-Дону, улица Ларина, 18  Воздух       5   \n",
       "59775                     Оренбург, Бассейный переулок, 9  Воздух       1   \n",
       "59776                     Оренбург, Бассейный переулок, 9  Воздух       5   \n",
       "184270     Калужская область, Обнинск, улица Аксёнова, 6А  Воздух       5   \n",
       "201794                Москва, улица Вавилова, 81, корп. 1  Воздух       5   \n",
       "252664  Ростовская область, Каменск-Шахтинский, Коммун...  Воздух       5   \n",
       "252665  Ростовская область, Каменск-Шахтинский, Коммун...  Воздух       5   \n",
       "275343                 Москва, Наставнический переулок, 3  Воздух       5   \n",
       "290655  ​Арсеньева, 1а Моховая м-н, Петропавловск-Камч...  Воздух       5   \n",
       "328003   Москва, Московский, улица Москвитина, 3, корп. 1  Воздух       5   \n",
       "338706  Московская область, Королёв, улица Академика Л...  Воздух       5   \n",
       "338707  Московская область, Королёв, улица Академика Л...  Воздух       5   \n",
       "\n",
       "                                                  rubrics  \\\n",
       "54317                     Кондиционеры;Системы вентиляции   \n",
       "54318                     Кондиционеры;Системы вентиляции   \n",
       "57169   Кондиционеры;Системы вентиляции;Установка конд...   \n",
       "57170   Кондиционеры;Системы вентиляции;Установка конд...   \n",
       "59775                                         Конный клуб   \n",
       "59776                                         Конный клуб   \n",
       "184270                                         Кальян-бар   \n",
       "201794               Студия йоги;Школа танцев;Фитнес-клуб   \n",
       "252664                                        Студия йоги   \n",
       "252665                                        Студия йоги   \n",
       "275343               Курсы и мастер-классы;Школа искусств   \n",
       "290655  Спортивный клуб, секция;Развлекательный центр;...   \n",
       "328003                      Салон красоты;Ногтевая студия   \n",
       "338706       Салон красоты;Парикмахерская;Ногтевая студия   \n",
       "338707       Салон красоты;Парикмахерская;Ногтевая студия   \n",
       "\n",
       "                                                     text  \n",
       "54317   Спасибо сотрудникам и фирме Воздух в целом за ...  \n",
       "54318   С полной уверенностью рекомендую эту компанию!...  \n",
       "57169   Отличная фирма. Эту компанию нашла случайно,в ...  \n",
       "57170   Приобрели сплит -систему  Zerten, в компании ,...  \n",
       "59775   Приехал покатать детей на пони. Встретил нас х...  \n",
       "59776   Хорошее место для совместного пребывания с дет...  \n",
       "184270  отличные кальяны по вкусу и по крепкости. прия...  \n",
       "201794  Отличное место , удобное местоположение! Очень...  \n",
       "252664  Если вы до сих пор думаете, что йога это не ва...  \n",
       "252665  Уютно и спокойно. Возможность расслабиться и п...  \n",
       "275343  Студия организовывала выездные мастер-классы в...  \n",
       "290655  Для моего сына этот клуб стал родным. Ему очен...  \n",
       "328003  Сделала маникюр у мастера Дарьи.  Очень понрав...  \n",
       "338706  Прекрасный салон. Сервис выше всяческих похвал...  \n",
       "338707  Делала первый раз в этой студии, мастер Татьян...  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "db[db['name_ru'] == 'Воздух']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pandas.core.groupby.generic.DataFrameGroupBy object at 0x000002223EA06350>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "db_gb = db.groupby([\"adress\", \"name_ru\", \"rubrics\"])\n",
    "db_gb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "adress                                                                             name_ru                                                rubrics                                                       \n",
       "  Россия, Республика Дагестан, 82К-038                                             Мадигин                                                Кафе;Ресторан                                                     5.0\n",
       " Ивановская область, Приволжский район, город Плес                                 ФГБУ СПб НИИФ Минздрава России, филиал Санаторий Плёс  Санаторий                                                         5.0\n",
       " Нижегородская обл., Лысковский р-н, Бармино с., ул. Набережная, 39                Рыболовная база у Михалыча                             Рыбное хозяйство, рыбоводство;Клуб охотников и рыболовов          5.0\n",
       " Россиия,Краснодарский край, Геленджик, улица Островского, 152 А                   Ягодка                                                 Кафе                                                              4.8\n",
       " Россия, Алтайский край, Алтайский район, поселок Катунь, Айский тракт, 5 км       Алтан                                                  Турбаза                                                           1.0\n",
       "                                                                                                                                                                                                           ... \n",
       "федеральная территория Сириус                                                      Псоу бич                                               Пляж                                                              4.8\n",
       "хребет Зигальга                                                                    национальный парк Зигальга                             Заповедник                                                        5.0\n",
       "шоссе Энтузиастов, вл1К                                                            Столовая №17                                           Столовая                                                          4.0\n",
       "​Арсеньева, 1а Моховая м-н, Петропавловск-Камчатский,                              Воздух                                                 Спортивный клуб, секция;Развлекательный центр;Детская площадка    5.0\n",
       "​М-5 1705 километр, 2а пос. Березовый Мост, Саткинский район, Челябинская область  Лесная жемчужина                                       Гостиница                                                         5.0\n",
       "Name: rating, Length: 276292, dtype: float64"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "db_gb_mean = db_gb['rating'].mean()\n",
    "db_gb_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(db_gb_mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>rating</th>\n",
       "      <th>text</th>\n",
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       "    <tr>\n",
       "      <th>adress</th>\n",
       "      <th>name_ru</th>\n",
       "      <th>rubrics</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Россия, Республика Дагестан, 82К-038</th>\n",
       "      <th>Мадигин</th>\n",
       "      <th>Кафе;Ресторан</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>Ивановская область, Приволжский район, город Плес</th>\n",
       "      <th>ФГБУ СПб НИИФ Минздрава России, филиал Санаторий Плёс</th>\n",
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       "    <tr>\n",
       "      <th>Нижегородская обл., Лысковский р-н, Бармино с., ул. Набережная, 39</th>\n",
       "      <th>Рыболовная база у Михалыча</th>\n",
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       "    <tr>\n",
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       "      <th>Ягодка</th>\n",
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       "      <td>5</td>\n",
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       "      <th>Алтан</th>\n",
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       "      <td>2</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>федеральная территория Сириус</th>\n",
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       "      <td>5</td>\n",
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       "      <th>хребет Зигальга</th>\n",
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       "      <th>Заповедник</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>шоссе Энтузиастов, вл1К</th>\n",
       "      <th>Столовая №17</th>\n",
       "      <th>Столовая</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>​Арсеньева, 1а Моховая м-н, Петропавловск-Камчатский,</th>\n",
       "      <th>Воздух</th>\n",
       "      <th>Спортивный клуб, секция;Развлекательный центр;Детская площадка</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>​М-5 1705 километр, 2а пос. Березовый Мост, Саткинский район, Челябинская область</th>\n",
       "      <th>Лесная жемчужина</th>\n",
       "      <th>Гостиница</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>276292 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                          rating  \\\n",
       "adress                                             name_ru                                            rubrics                                                      \n",
       "  Россия, Республика Дагестан, 82К-038             Мадигин                                            Кафе;Ресторан                                            1   \n",
       " Ивановская область, Приволжский район, город Плес ФГБУ СПб НИИФ Минздрава России, филиал Санатори... Санаторий                                                1   \n",
       " Нижегородская обл., Лысковский р-н, Бармино с.... Рыболовная база у Михалыча                         Рыбное хозяйство, рыбоводство;Клуб охотников и ...       1   \n",
       " Россиия,Краснодарский край, Геленджик, улица О... Ягодка                                             Кафе                                                     5   \n",
       " Россия, Алтайский край, Алтайский район, посел... Алтан                                              Турбаза                                                  2   \n",
       "...                                                                                                                                                          ...   \n",
       "федеральная территория Сириус                      Псоу бич                                           Пляж                                                     5   \n",
       "хребет Зигальга                                    национальный парк Зигальга                         Заповедник                                               1   \n",
       "шоссе Энтузиастов, вл1К                            Столовая №17                                       Столовая                                                 1   \n",
       "​Арсеньева, 1а Моховая м-н, Петропавловск-Камча... Воздух                                             Спортивный клуб, секция;Развлекательный центр;Д...       1   \n",
       "​М-5 1705 километр, 2а пос. Березовый Мост, Сат... Лесная жемчужина                                   Гостиница                                                1   \n",
       "\n",
       "                                                                                                                                                          text  \n",
       "adress                                             name_ru                                            rubrics                                                   \n",
       "  Россия, Республика Дагестан, 82К-038             Мадигин                                            Кафе;Ресторан                                          1  \n",
       " Ивановская область, Приволжский район, город Плес ФГБУ СПб НИИФ Минздрава России, филиал Санатори... Санаторий                                              1  \n",
       " Нижегородская обл., Лысковский р-н, Бармино с.... Рыболовная база у Михалыча                         Рыбное хозяйство, рыбоводство;Клуб охотников и ...     1  \n",
       " Россиия,Краснодарский край, Геленджик, улица О... Ягодка                                             Кафе                                                   5  \n",
       " Россия, Алтайский край, Алтайский район, посел... Алтан                                              Турбаза                                                2  \n",
       "...                                                                                                                                                        ...  \n",
       "федеральная территория Сириус                      Псоу бич                                           Пляж                                                   5  \n",
       "хребет Зигальга                                    национальный парк Зигальга                         Заповедник                                             1  \n",
       "шоссе Энтузиастов, вл1К                            Столовая №17                                       Столовая                                               1  \n",
       "​Арсеньева, 1а Моховая м-н, Петропавловск-Камча... Воздух                                             Спортивный клуб, секция;Развлекательный центр;Д...     1  \n",
       "​М-5 1705 километр, 2а пос. Березовый Мост, Сат... Лесная жемчужина                                   Гостиница                                              1  \n",
       "\n",
       "[276292 rows x 2 columns]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "db_gb_count = db_gb.count()\n",
    "db_gb_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Утес</th>\n",
       "      <th>Турбаза;База, дом отдыха</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Россия, Санкт-Петербург, улица Савушкина, 124, корп. 1</th>\n",
       "      <th>Сырберис</th>\n",
       "      <th>Магазин продуктов;Магазин сыров</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>федеральная территория Сириус</th>\n",
       "      <th>Крылья</th>\n",
       "      <th>Спа-салон;Массажный салон;Косметология</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>хребет Зигальга</th>\n",
       "      <th>национальный парк Зигальга</th>\n",
       "      <th>Заповедник</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>шоссе Энтузиастов, вл1К</th>\n",
       "      <th>Столовая №17</th>\n",
       "      <th>Столовая</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>​Арсеньева, 1а Моховая м-н, Петропавловск-Камчатский,</th>\n",
       "      <th>Воздух</th>\n",
       "      <th>Спортивный клуб, секция;Развлекательный центр;Детская площадка</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>​М-5 1705 километр, 2а пос. Березовый Мост, Саткинский район, Челябинская область</th>\n",
       "      <th>Лесная жемчужина</th>\n",
       "      <th>Гостиница</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>195113 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                          rating  \\\n",
       "adress                                             name_ru                                            rubrics                                                      \n",
       "  Россия, Республика Дагестан, 82К-038             Мадигин                                            Кафе;Ресторан                                            1   \n",
       " Ивановская область, Приволжский район, город Плес ФГБУ СПб НИИФ Минздрава России, филиал Санатори... Санаторий                                                1   \n",
       " Нижегородская обл., Лысковский р-н, Бармино с.... Рыболовная база у Михалыча                         Рыбное хозяйство, рыбоводство;Клуб охотников и ...       1   \n",
       " Россия, Самарская область, Волжский район, пос... Утес                                               Турбаза;База, дом отдыха                                 1   \n",
       " Россия, Санкт-Петербург, улица Савушкина, 124,... Сырберис                                           Магазин продуктов;Магазин сыров                          1   \n",
       "...                                                                                                                                                          ...   \n",
       "федеральная территория Сириус                      Крылья                                             Спа-салон;Массажный салон;Косметология                   1   \n",
       "хребет Зигальга                                    национальный парк Зигальга                         Заповедник                                               1   \n",
       "шоссе Энтузиастов, вл1К                            Столовая №17                                       Столовая                                                 1   \n",
       "​Арсеньева, 1а Моховая м-н, Петропавловск-Камча... Воздух                                             Спортивный клуб, секция;Развлекательный центр;Д...       1   \n",
       "​М-5 1705 километр, 2а пос. Березовый Мост, Сат... Лесная жемчужина                                   Гостиница                                                1   \n",
       "\n",
       "                                                                                                                                                          text  \n",
       "adress                                             name_ru                                            rubrics                                                   \n",
       "  Россия, Республика Дагестан, 82К-038             Мадигин                                            Кафе;Ресторан                                          1  \n",
       " Ивановская область, Приволжский район, город Плес ФГБУ СПб НИИФ Минздрава России, филиал Санатори... Санаторий                                              1  \n",
       " Нижегородская обл., Лысковский р-н, Бармино с.... Рыболовная база у Михалыча                         Рыбное хозяйство, рыбоводство;Клуб охотников и ...     1  \n",
       " Россия, Самарская область, Волжский район, пос... Утес                                               Турбаза;База, дом отдыха                               1  \n",
       " Россия, Санкт-Петербург, улица Савушкина, 124,... Сырберис                                           Магазин продуктов;Магазин сыров                        1  \n",
       "...                                                                                                                                                        ...  \n",
       "федеральная территория Сириус                      Крылья                                             Спа-салон;Массажный салон;Косметология                 1  \n",
       "хребет Зигальга                                    национальный парк Зигальга                         Заповедник                                             1  \n",
       "шоссе Энтузиастов, вл1К                            Столовая №17                                       Столовая                                               1  \n",
       "​Арсеньева, 1а Моховая м-н, Петропавловск-Камча... Воздух                                             Спортивный клуб, секция;Развлекательный центр;Д...     1  \n",
       "​М-5 1705 километр, 2а пос. Березовый Мост, Сат... Лесная жемчужина                                   Гостиница                                              1  \n",
       "\n",
       "[195113 rows x 2 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "db_gb_count[db_gb_count['rating'] == 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Максимальное количество отзывов по одной из организаций: 226\n"
     ]
    }
   ],
   "source": [
    "print(f\"Максимальное количество отзывов по одной из организаций: {db_gb_count.rating.max()}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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></th>\n",
       "      <th></th>\n",
       "      <th>rating</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>adress</th>\n",
       "      <th>name_ru</th>\n",
       "      <th>rubrics</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Россия, Республика Дагестан, 82К-038</th>\n",
       "      <th>Мадигин</th>\n",
       "      <th>Кафе;Ресторан</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Псков, Октябрьский проспект, 36</th>\n",
       "      <th>KFC</th>\n",
       "      <th>Быстрое питание</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Псков, Октябрьский проспект, 42</th>\n",
       "      <th>Доходный дом Г.Ф. Станкевича</th>\n",
       "      <th>Достопримечательность</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Псков, Октябрьский проспект, 46</th>\n",
       "      <th>Континент-тур</th>\n",
       "      <th>Туроператор</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Псков, Октябрьский проспект, 50, корп. 1</th>\n",
       "      <th>Планка</th>\n",
       "      <th>Фитнес-клуб</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Санкт-Петербург, Пулковское шоссе, 41, лит.ЗА</th>\n",
       "      <th>Аэропорт Пулково</th>\n",
       "      <th>Аэропорт</th>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Краснодар, Городской сад</th>\n",
       "      <th>Парк Краснодар</th>\n",
       "      <th>Парк культуры и отдыха</th>\n",
       "      <td>151</td>\n",
       "      <td>151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Краснодарский край, городской округ Сочи, аэропорт Сочи имени В.И. Севастьянова</th>\n",
       "      <th>Международный аэропорт Сочи имени В. И. Севастьянова</th>\n",
       "      <th>Аэропорт</th>\n",
       "      <td>155</td>\n",
       "      <td>155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Москва, Большая Грузинская улица, 1с1</th>\n",
       "      <th>Московский зоопарк</th>\n",
       "      <th>Зоопарк</th>\n",
       "      <td>162</td>\n",
       "      <td>162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Москва, проспект Андропова, 1</th>\n",
       "      <th>Остров мечты</th>\n",
       "      <th>Парк аттракционов;Развлекательный центр;Достопримечательность</th>\n",
       "      <td>226</td>\n",
       "      <td>226</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>276292 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                          rating  \\\n",
       "adress                                             name_ru                                            rubrics                                                      \n",
       "  Россия, Республика Дагестан, 82К-038             Мадигин                                            Кафе;Ресторан                                            1   \n",
       "Псков, Октябрьский проспект, 36                    KFC                                                Быстрое питание                                          1   \n",
       "Псков, Октябрьский проспект, 42                    Доходный дом Г.Ф. Станкевича                       Достопримечательность                                    1   \n",
       "Псков, Октябрьский проспект, 46                    Континент-тур                                      Туроператор                                              1   \n",
       "Псков, Октябрьский проспект, 50, корп. 1           Планка                                             Фитнес-клуб                                              1   \n",
       "...                                                                                                                                                          ...   \n",
       "Санкт-Петербург, Пулковское шоссе, 41, лит.ЗА      Аэропорт Пулково                                   Аэропорт                                               140   \n",
       "Краснодар, Городской сад                           Парк Краснодар                                     Парк культуры и отдыха                                 151   \n",
       "Краснодарский край, городской округ Сочи, аэроп... Международный аэропорт Сочи имени В. И. Севасть... Аэропорт                                               155   \n",
       "Москва, Большая Грузинская улица, 1с1              Московский зоопарк                                 Зоопарк                                                162   \n",
       "Москва, проспект Андропова, 1                      Остров мечты                                       Парк аттракционов;Развлекательный центр;Достопр...     226   \n",
       "\n",
       "                                                                                                                                                          text  \n",
       "adress                                             name_ru                                            rubrics                                                   \n",
       "  Россия, Республика Дагестан, 82К-038             Мадигин                                            Кафе;Ресторан                                          1  \n",
       "Псков, Октябрьский проспект, 36                    KFC                                                Быстрое питание                                        1  \n",
       "Псков, Октябрьский проспект, 42                    Доходный дом Г.Ф. Станкевича                       Достопримечательность                                  1  \n",
       "Псков, Октябрьский проспект, 46                    Континент-тур                                      Туроператор                                            1  \n",
       "Псков, Октябрьский проспект, 50, корп. 1           Планка                                             Фитнес-клуб                                            1  \n",
       "...                                                                                                                                                        ...  \n",
       "Санкт-Петербург, Пулковское шоссе, 41, лит.ЗА      Аэропорт Пулково                                   Аэропорт                                             140  \n",
       "Краснодар, Городской сад                           Парк Краснодар                                     Парк культуры и отдыха                               151  \n",
       "Краснодарский край, городской округ Сочи, аэроп... Международный аэропорт Сочи имени В. И. Севасть... Аэропорт                                             155  \n",
       "Москва, Большая Грузинская улица, 1с1              Московский зоопарк                                 Зоопарк                                              162  \n",
       "Москва, проспект Андропова, 1                      Остров мечты                                       Парк аттракционов;Развлекательный центр;Достопр...   226  \n",
       "\n",
       "[276292 rows x 2 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "db_gb_count.sort_values(by=['rating'], inplace=True)\n",
    "db_gb_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1170x827 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "sns.countplot(x='rating', data=db_gb_count)\n",
    "\n",
    "sns.set(rc={'figure.figsize':(27.7, 8.27)})\n",
    "\n",
    "plt.title(\"Frequency of values in 'rating'\")\n",
    "plt.xlabel(\"Value of reviews\")\n",
    "plt.ylabel(\"Count of organizations\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2770x827 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x='rating', data=db_gb_count)\n",
    "sns.set(rc={'figure.figsize':(11.7,8.27)})\n",
    "\n",
    "plt.title(\"Frequency of values in 'rating'\")\n",
    "plt.xlabel(\"Value of reviews\")\n",
    "plt.ylabel(\"Count of organizations\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "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>adress</th>\n",
       "      <th>name_ru</th>\n",
       "      <th>rubrics</th>\n",
       "      <th>rating</th>\n",
       "      <th>text</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Россия, Республика Дагестан, 82К-038</td>\n",
       "      <td>Мадигин</td>\n",
       "      <td>Кафе;Ресторан</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ивановская область, Приволжский район, город ...</td>\n",
       "      <td>ФГБУ СПб НИИФ Минздрава России, филиал Санатор...</td>\n",
       "      <td>Санаторий</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Нижегородская обл., Лысковский р-н, Бармино с...</td>\n",
       "      <td>Рыболовная база у Михалыча</td>\n",
       "      <td>Рыбное хозяйство, рыбоводство;Клуб охотников и...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Россиия,Краснодарский край, Геленджик, улица ...</td>\n",
       "      <td>Ягодка</td>\n",
       "      <td>Кафе</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Россия, Алтайский край, Алтайский район, посе...</td>\n",
       "      <td>Алтан</td>\n",
       "      <td>Турбаза</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276287</th>\n",
       "      <td>федеральная территория Сириус</td>\n",
       "      <td>Псоу бич</td>\n",
       "      <td>Пляж</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276288</th>\n",
       "      <td>хребет Зигальга</td>\n",
       "      <td>национальный парк Зигальга</td>\n",
       "      <td>Заповедник</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276289</th>\n",
       "      <td>шоссе Энтузиастов, вл1К</td>\n",
       "      <td>Столовая №17</td>\n",
       "      <td>Столовая</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276290</th>\n",
       "      <td>​Арсеньева, 1а Моховая м-н, Петропавловск-Камч...</td>\n",
       "      <td>Воздух</td>\n",
       "      <td>Спортивный клуб, секция;Развлекательный центр;...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276291</th>\n",
       "      <td>​М-5 1705 километр, 2а пос. Березовый Мост, Са...</td>\n",
       "      <td>Лесная жемчужина</td>\n",
       "      <td>Гостиница</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>276292 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   adress  \\\n",
       "0                    Россия, Республика Дагестан, 82К-038   \n",
       "1        Ивановская область, Приволжский район, город ...   \n",
       "2        Нижегородская обл., Лысковский р-н, Бармино с...   \n",
       "3        Россиия,Краснодарский край, Геленджик, улица ...   \n",
       "4        Россия, Алтайский край, Алтайский район, посе...   \n",
       "...                                                   ...   \n",
       "276287                      федеральная территория Сириус   \n",
       "276288                                    хребет Зигальга   \n",
       "276289                            шоссе Энтузиастов, вл1К   \n",
       "276290  ​Арсеньева, 1а Моховая м-н, Петропавловск-Камч...   \n",
       "276291  ​М-5 1705 километр, 2а пос. Березовый Мост, Са...   \n",
       "\n",
       "                                                  name_ru  \\\n",
       "0                                                 Мадигин   \n",
       "1       ФГБУ СПб НИИФ Минздрава России, филиал Санатор...   \n",
       "2                              Рыболовная база у Михалыча   \n",
       "3                                                  Ягодка   \n",
       "4                                                   Алтан   \n",
       "...                                                   ...   \n",
       "276287                                           Псоу бич   \n",
       "276288                         национальный парк Зигальга   \n",
       "276289                                       Столовая №17   \n",
       "276290                                             Воздух   \n",
       "276291                                   Лесная жемчужина   \n",
       "\n",
       "                                                  rubrics  rating  text  \\\n",
       "0                                           Кафе;Ресторан       1     1   \n",
       "1                                               Санаторий       1     1   \n",
       "2       Рыбное хозяйство, рыбоводство;Клуб охотников и...       1     1   \n",
       "3                                                    Кафе       5     5   \n",
       "4                                                 Турбаза       2     2   \n",
       "...                                                   ...     ...   ...   \n",
       "276287                                               Пляж       5     5   \n",
       "276288                                         Заповедник       1     1   \n",
       "276289                                           Столовая       1     1   \n",
       "276290  Спортивный клуб, секция;Развлекательный центр;...       1     1   \n",
       "276291                                          Гостиница       1     1   \n",
       "\n",
       "        rating  \n",
       "0          5.0  \n",
       "1          5.0  \n",
       "2          5.0  \n",
       "3          4.8  \n",
       "4          1.0  \n",
       "...        ...  \n",
       "276287     4.8  \n",
       "276288     5.0  \n",
       "276289     4.0  \n",
       "276290     5.0  \n",
       "276291     5.0  \n",
       "\n",
       "[276292 rows x 6 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "concat = pd.concat([db_gb_count, db_gb_mean], axis=1).reset_index()\n",
    "concat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>adress</th>\n",
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       "      <th>276287</th>\n",
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       "      <td>4.8</td>\n",
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       "      <th>276288</th>\n",
       "      <td>хребет Зигальга</td>\n",
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       "      <th>276289</th>\n",
       "      <td>шоссе Энтузиастов, вл1К</td>\n",
       "      <td>Столовая №17</td>\n",
       "      <td>Столовая</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
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       "    <tr>\n",
       "      <th>276290</th>\n",
       "      <td>​Арсеньева, 1а Моховая м-н, Петропавловск-Камч...</td>\n",
       "      <td>Воздух</td>\n",
       "      <td>Спортивный клуб, секция;Развлекательный центр;...</td>\n",
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       "      <td>5.0</td>\n",
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       "    <tr>\n",
       "      <th>276291</th>\n",
       "      <td>​М-5 1705 километр, 2а пос. Березовый Мост, Са...</td>\n",
       "      <td>Лесная жемчужина</td>\n",
       "      <td>Гостиница</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
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      "text/plain": [
       "                                                   adress  \\\n",
       "0                    Россия, Республика Дагестан, 82К-038   \n",
       "1        Ивановская область, Приволжский район, город ...   \n",
       "2        Нижегородская обл., Лысковский р-н, Бармино с...   \n",
       "3        Россиия,Краснодарский край, Геленджик, улица ...   \n",
       "4        Россия, Алтайский край, Алтайский район, посе...   \n",
       "...                                                   ...   \n",
       "276287                      федеральная территория Сириус   \n",
       "276288                                    хребет Зигальга   \n",
       "276289                            шоссе Энтузиастов, вл1К   \n",
       "276290  ​Арсеньева, 1а Моховая м-н, Петропавловск-Камч...   \n",
       "276291  ​М-5 1705 километр, 2а пос. Березовый Мост, Са...   \n",
       "\n",
       "                                                  name_ru  \\\n",
       "0                                                 Мадигин   \n",
       "1       ФГБУ СПб НИИФ Минздрава России, филиал Санатор...   \n",
       "2                              Рыболовная база у Михалыча   \n",
       "3                                                  Ягодка   \n",
       "4                                                   Алтан   \n",
       "...                                                   ...   \n",
       "276287                                           Псоу бич   \n",
       "276288                         национальный парк Зигальга   \n",
       "276289                                       Столовая №17   \n",
       "276290                                             Воздух   \n",
       "276291                                   Лесная жемчужина   \n",
       "\n",
       "                                                  rubrics  count_reviews  \\\n",
       "0                                           Кафе;Ресторан              1   \n",
       "1                                               Санаторий              1   \n",
       "2       Рыбное хозяйство, рыбоводство;Клуб охотников и...              1   \n",
       "3                                                    Кафе              5   \n",
       "4                                                 Турбаза              2   \n",
       "...                                                   ...            ...   \n",
       "276287                                               Пляж              5   \n",
       "276288                                         Заповедник              1   \n",
       "276289                                           Столовая              1   \n",
       "276290  Спортивный клуб, секция;Развлекательный центр;...              1   \n",
       "276291                                          Гостиница              1   \n",
       "\n",
       "        mean_rating  \n",
       "0               5.0  \n",
       "1               5.0  \n",
       "2               5.0  \n",
       "3               4.8  \n",
       "4               1.0  \n",
       "...             ...  \n",
       "276287          4.8  \n",
       "276288          5.0  \n",
       "276289          4.0  \n",
       "276290          5.0  \n",
       "276291          5.0  \n",
       "\n",
       "[276292 rows x 5 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "concat.columns = ['adress', 'name_ru', 'rubrics', 'count_reviews', 'text', 'mean_rating']\n",
    "concat = concat.drop('text', axis=1)\n",
    "concat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "concat.to_csv('organizations.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Добавление координат в database organizations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>1.0</td>\n",
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       "      <th>...</th>\n",
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       "      <td>национальный парк Зигальга</td>\n",
       "      <td>Заповедник</td>\n",
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       "      <td>5.0</td>\n",
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       "    <tr>\n",
       "      <th>276289</th>\n",
       "      <td>шоссе Энтузиастов, вл1К</td>\n",
       "      <td>Столовая №17</td>\n",
       "      <td>Столовая</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
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       "    <tr>\n",
       "      <th>276290</th>\n",
       "      <td>​Арсеньева, 1а Моховая м-н, Петропавловск-Камч...</td>\n",
       "      <td>Воздух</td>\n",
       "      <td>Спортивный клуб, секция;Развлекательный центр;...</td>\n",
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       "      <td>​М-5 1705 километр, 2а пос. Березовый Мост, Са...</td>\n",
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       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
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      "text/plain": [
       "                                                   adress  \\\n",
       "0                    Россия, Республика Дагестан, 82К-038   \n",
       "1        Ивановская область, Приволжский район, город ...   \n",
       "2        Нижегородская обл., Лысковский р-н, Бармино с...   \n",
       "3        Россиия,Краснодарский край, Геленджик, улица ...   \n",
       "4        Россия, Алтайский край, Алтайский район, посе...   \n",
       "...                                                   ...   \n",
       "276287                      федеральная территория Сириус   \n",
       "276288                                    хребет Зигальга   \n",
       "276289                            шоссе Энтузиастов, вл1К   \n",
       "276290  ​Арсеньева, 1а Моховая м-н, Петропавловск-Камч...   \n",
       "276291  ​М-5 1705 километр, 2а пос. Березовый Мост, Са...   \n",
       "\n",
       "                                                  name_ru  \\\n",
       "0                                                 Мадигин   \n",
       "1       ФГБУ СПб НИИФ Минздрава России, филиал Санатор...   \n",
       "2                              Рыболовная база у Михалыча   \n",
       "3                                                  Ягодка   \n",
       "4                                                   Алтан   \n",
       "...                                                   ...   \n",
       "276287                                           Псоу бич   \n",
       "276288                         национальный парк Зигальга   \n",
       "276289                                       Столовая №17   \n",
       "276290                                             Воздух   \n",
       "276291                                   Лесная жемчужина   \n",
       "\n",
       "                                                  rubrics  count_reviews  \\\n",
       "0                                           Кафе;Ресторан              1   \n",
       "1                                               Санаторий              1   \n",
       "2       Рыбное хозяйство, рыбоводство;Клуб охотников и...              1   \n",
       "3                                                    Кафе              5   \n",
       "4                                                 Турбаза              2   \n",
       "...                                                   ...            ...   \n",
       "276287                                               Пляж              5   \n",
       "276288                                         Заповедник              1   \n",
       "276289                                           Столовая              1   \n",
       "276290  Спортивный клуб, секция;Развлекательный центр;...              1   \n",
       "276291                                          Гостиница              1   \n",
       "\n",
       "        mean_rating  \n",
       "0               5.0  \n",
       "1               5.0  \n",
       "2               5.0  \n",
       "3               4.8  \n",
       "4               1.0  \n",
       "...             ...  \n",
       "276287          4.8  \n",
       "276288          5.0  \n",
       "276289          4.0  \n",
       "276290          5.0  \n",
       "276291          5.0  \n",
       "\n",
       "[276292 rows x 5 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "concat = pd.read_csv(\"db/organizations.csv\")\n",
    "concat = concat.drop(\"Unnamed: 0\", axis=1)\n",
    "concat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>adress</th>\n",
       "      <th>name_ru</th>\n",
       "      <th>rubrics</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Россия, Республика Дагестан, 82К-038</td>\n",
       "      <td>Мадигин</td>\n",
       "      <td>Кафе;Ресторан</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ивановская область, Приволжский район, город ...</td>\n",
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       "      <td>Турбаза</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>276289</th>\n",
       "      <td>шоссе Энтузиастов, вл1К</td>\n",
       "      <td>Столовая №17</td>\n",
       "      <td>Столовая</td>\n",
       "      <td>1</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
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      "text/plain": [
       "                                                   adress  \\\n",
       "0                    Россия, Республика Дагестан, 82К-038   \n",
       "1        Ивановская область, Приволжский район, город ...   \n",
       "2        Нижегородская обл., Лысковский р-н, Бармино с...   \n",
       "3        Россиия,Краснодарский край, Геленджик, улица ...   \n",
       "4        Россия, Алтайский край, Алтайский район, посе...   \n",
       "...                                                   ...   \n",
       "276287                      федеральная территория Сириус   \n",
       "276288                                    хребет Зигальга   \n",
       "276289                            шоссе Энтузиастов, вл1К   \n",
       "276290  ​Арсеньева, 1а Моховая м-н, Петропавловск-Камч...   \n",
       "276291  ​М-5 1705 километр, 2а пос. Березовый Мост, Са...   \n",
       "\n",
       "                                                  name_ru  \\\n",
       "0                                                 Мадигин   \n",
       "1       ФГБУ СПб НИИФ Минздрава России, филиал Санатор...   \n",
       "2                              Рыболовная база у Михалыча   \n",
       "3                                                  Ягодка   \n",
       "4                                                   Алтан   \n",
       "...                                                   ...   \n",
       "276287                                           Псоу бич   \n",
       "276288                         национальный парк Зигальга   \n",
       "276289                                       Столовая №17   \n",
       "276290                                             Воздух   \n",
       "276291                                   Лесная жемчужина   \n",
       "\n",
       "                                                  rubrics  count_reviews  \\\n",
       "0                                           Кафе;Ресторан              1   \n",
       "1                                               Санаторий              1   \n",
       "2       Рыбное хозяйство, рыбоводство;Клуб охотников и...              1   \n",
       "3                                                    Кафе              5   \n",
       "4                                                 Турбаза              2   \n",
       "...                                                   ...            ...   \n",
       "276287                                               Пляж              5   \n",
       "276288                                         Заповедник              1   \n",
       "276289                                           Столовая              1   \n",
       "276290  Спортивный клуб, секция;Развлекательный центр;...              1   \n",
       "276291                                          Гостиница              1   \n",
       "\n",
       "        mean_rating coordinates  \n",
       "0               5.0         NaN  \n",
       "1               5.0         NaN  \n",
       "2               5.0         NaN  \n",
       "3               4.8         NaN  \n",
       "4               1.0         NaN  \n",
       "...             ...         ...  \n",
       "276287          4.8         NaN  \n",
       "276288          5.0         NaN  \n",
       "276289          4.0         NaN  \n",
       "276290          5.0         NaN  \n",
       "276291          5.0         NaN  \n",
       "\n",
       "[276292 rows x 6 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res2 = concat.merge(moscow_addresses[['adress', 'coordinates']], on = 'adress', how = 'left') \n",
    "res2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
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       "      <td>Заповедник</td>\n",
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       "      <td>5.0</td>\n",
       "      <td>0 0</td>\n",
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       "    <tr>\n",
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       "      <td>шоссе Энтузиастов, вл1К</td>\n",
       "      <td>Столовая №17</td>\n",
       "      <td>Столовая</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0 0</td>\n",
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       "    <tr>\n",
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       "      <td>Воздух</td>\n",
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       "      <td>0 0</td>\n",
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      "text/plain": [
       "                                                   adress  \\\n",
       "0                    Россия, Республика Дагестан, 82К-038   \n",
       "1        Ивановская область, Приволжский район, город ...   \n",
       "2        Нижегородская обл., Лысковский р-н, Бармино с...   \n",
       "3        Россиия,Краснодарский край, Геленджик, улица ...   \n",
       "4        Россия, Алтайский край, Алтайский район, посе...   \n",
       "...                                                   ...   \n",
       "276287                      федеральная территория Сириус   \n",
       "276288                                    хребет Зигальга   \n",
       "276289                            шоссе Энтузиастов, вл1К   \n",
       "276290  ​Арсеньева, 1а Моховая м-н, Петропавловск-Камч...   \n",
       "276291  ​М-5 1705 километр, 2а пос. Березовый Мост, Са...   \n",
       "\n",
       "                                                  name_ru  \\\n",
       "0                                                 Мадигин   \n",
       "1       ФГБУ СПб НИИФ Минздрава России, филиал Санатор...   \n",
       "2                              Рыболовная база у Михалыча   \n",
       "3                                                  Ягодка   \n",
       "4                                                   Алтан   \n",
       "...                                                   ...   \n",
       "276287                                           Псоу бич   \n",
       "276288                         национальный парк Зигальга   \n",
       "276289                                       Столовая №17   \n",
       "276290                                             Воздух   \n",
       "276291                                   Лесная жемчужина   \n",
       "\n",
       "                                                  rubrics  count_reviews  \\\n",
       "0                                           Кафе;Ресторан              1   \n",
       "1                                               Санаторий              1   \n",
       "2       Рыбное хозяйство, рыбоводство;Клуб охотников и...              1   \n",
       "3                                                    Кафе              5   \n",
       "4                                                 Турбаза              2   \n",
       "...                                                   ...            ...   \n",
       "276287                                               Пляж              5   \n",
       "276288                                         Заповедник              1   \n",
       "276289                                           Столовая              1   \n",
       "276290  Спортивный клуб, секция;Развлекательный центр;...              1   \n",
       "276291                                          Гостиница              1   \n",
       "\n",
       "        mean_rating coordinates  \n",
       "0               5.0         0 0  \n",
       "1               5.0         0 0  \n",
       "2               5.0         0 0  \n",
       "3               4.8         0 0  \n",
       "4               1.0         0 0  \n",
       "...             ...         ...  \n",
       "276287          4.8         0 0  \n",
       "276288          5.0         0 0  \n",
       "276289          4.0         0 0  \n",
       "276290          5.0         0 0  \n",
       "276291          5.0         0 0  \n",
       "\n",
       "[276292 rows x 6 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res2['coordinates'] = res2['coordinates'].fillna(\"0 0\")\n",
    "res2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>11</th>\n",
       "      <td>г. Москва, пр-кт Волгоградский, д. 46 Б</td>\n",
       "      <td>Стратегия Оценки</td>\n",
       "      <td>Оценочная компания;Экспертиза;Строительная экс...</td>\n",
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       "      <th>12</th>\n",
       "      <td>,Москва, Западный административный округ, райо...</td>\n",
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       "      <td>55.7272267 37.4698186</td>\n",
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       "      <th>66474</th>\n",
       "      <td>Москва</td>\n",
       "      <td>Virgin Connect</td>\n",
       "      <td>Интернет-провайдер</td>\n",
       "      <td>1</td>\n",
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       "      <td>Москва</td>\n",
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       "      <td>Интернет-магазин косметики Gen87</td>\n",
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       "    <tr>\n",
       "      <th>275131</th>\n",
       "      <td>г. Москва, ул. Рогожский Вал, 11, стр. 1</td>\n",
       "      <td>Счастье на Таганке</td>\n",
       "      <td>Жилой комплекс</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>55.7421158 37.6771081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275132</th>\n",
       "      <td>г. Москва, ул. Спартаковская площадь дом 10 ст...</td>\n",
       "      <td>Каспийские деликатесы</td>\n",
       "      <td>Рыба и морепродукты оптом;Магазин рыбы и мореп...</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>55.7772638 37.6776892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275146</th>\n",
       "      <td>город Москва, Молодогвардейская улица, 61с16</td>\n",
       "      <td>Цветы в Деталях</td>\n",
       "      <td>Курсы и мастер-классы</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>55.7320276 37.3912297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275147</th>\n",
       "      <td>город Москва, улица Исаковского, 20</td>\n",
       "      <td>Колфи</td>\n",
       "      <td>Магазин продуктов</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>55.8107455 37.4102313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275180</th>\n",
       "      <td>городской округ Брянск, посёлок Белые Берега, ...</td>\n",
       "      <td>Автозавод Бергер</td>\n",
       "      <td>Автомобильные прицепы</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>53.2419535 34.3652146</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "                                                   adress  \\\n",
       "11                г. Москва, пр-кт Волгоградский, д. 46 Б   \n",
       "12      ,Москва, Западный административный округ, райо...   \n",
       "66474                                              Москва   \n",
       "66475                                              Москва   \n",
       "66476                                              Москва   \n",
       "...                                                   ...   \n",
       "275131           г. Москва, ул. Рогожский Вал, 11, стр. 1   \n",
       "275132  г. Москва, ул. Спартаковская площадь дом 10 ст...   \n",
       "275146       город Москва, Молодогвардейская улица, 61с16   \n",
       "275147                город Москва, улица Исаковского, 20   \n",
       "275180  городской округ Брянск, посёлок Белые Берега, ...   \n",
       "\n",
       "                                 name_ru  \\\n",
       "11                      Стратегия Оценки   \n",
       "12                        One and Double   \n",
       "66474                     Virgin Connect   \n",
       "66475                            Векфото   \n",
       "66476   Интернет-магазин косметики Gen87   \n",
       "...                                  ...   \n",
       "275131                Счастье на Таганке   \n",
       "275132             Каспийские деликатесы   \n",
       "275146                   Цветы в Деталях   \n",
       "275147                             Колфи   \n",
       "275180                  Автозавод Бергер   \n",
       "\n",
       "                                                  rubrics  count_reviews  \\\n",
       "11      Оценочная компания;Экспертиза;Строительная экс...              1   \n",
       "12                                                Кофейня              1   \n",
       "66474                                  Интернет-провайдер              1   \n",
       "66475                                          Фотостудия              1   \n",
       "66476   Магазин парфюмерии и косметики;Косметология;Эп...              1   \n",
       "...                                                   ...            ...   \n",
       "275131                                     Жилой комплекс              1   \n",
       "275132  Рыба и морепродукты оптом;Магазин рыбы и мореп...              1   \n",
       "275146                              Курсы и мастер-классы              1   \n",
       "275147                                  Магазин продуктов              1   \n",
       "275180                              Автомобильные прицепы              1   \n",
       "\n",
       "        mean_rating            coordinates  \n",
       "11              5.0    55.703964 37.726208  \n",
       "12              1.0  55.7272267 37.4698186  \n",
       "66474           1.0  55.6470245 37.4118233  \n",
       "66475           5.0  55.6470245 37.4118233  \n",
       "66476           5.0  55.6470245 37.4118233  \n",
       "...             ...                    ...  \n",
       "275131          5.0  55.7421158 37.6771081  \n",
       "275132          1.0  55.7772638 37.6776892  \n",
       "275146          5.0  55.7320276 37.3912297  \n",
       "275147          4.0  55.8107455 37.4102313  \n",
       "275180          4.0  53.2419535 34.3652146  \n",
       "\n",
       "[49723 rows x 6 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res2[res2[\"coordinates\"] != \"0 0\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>Россия, Республика Дагестан, 82К-038</td>\n",
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       "      <th>276287</th>\n",
       "      <td>федеральная территория Сириус</td>\n",
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       "      <th>276288</th>\n",
       "      <td>хребет Зигальга</td>\n",
       "      <td>национальный парк Зигальга</td>\n",
       "      <td>Заповедник</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0 0</td>\n",
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       "    <tr>\n",
       "      <th>276289</th>\n",
       "      <td>шоссе Энтузиастов, вл1К</td>\n",
       "      <td>Столовая №17</td>\n",
       "      <td>Столовая</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0 0</td>\n",
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       "    <tr>\n",
       "      <th>276290</th>\n",
       "      <td>​Арсеньева, 1а Моховая м-н, Петропавловск-Камч...</td>\n",
       "      <td>Воздух</td>\n",
       "      <td>Спортивный клуб, секция;Развлекательный центр;...</td>\n",
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      "text/plain": [
       "                                                   adress  \\\n",
       "0                    Россия, Республика Дагестан, 82К-038   \n",
       "1        Ивановская область, Приволжский район, город ...   \n",
       "2        Нижегородская обл., Лысковский р-н, Бармино с...   \n",
       "3        Россиия,Краснодарский край, Геленджик, улица ...   \n",
       "4        Россия, Алтайский край, Алтайский район, посе...   \n",
       "...                                                   ...   \n",
       "276287                      федеральная территория Сириус   \n",
       "276288                                    хребет Зигальга   \n",
       "276289                            шоссе Энтузиастов, вл1К   \n",
       "276290  ​Арсеньева, 1а Моховая м-н, Петропавловск-Камч...   \n",
       "276291  ​М-5 1705 километр, 2а пос. Березовый Мост, Са...   \n",
       "\n",
       "                                                  name_ru  \\\n",
       "0                                                 Мадигин   \n",
       "1       ФГБУ СПб НИИФ Минздрава России, филиал Санатор...   \n",
       "2                              Рыболовная база у Михалыча   \n",
       "3                                                  Ягодка   \n",
       "4                                                   Алтан   \n",
       "...                                                   ...   \n",
       "276287                                           Псоу бич   \n",
       "276288                         национальный парк Зигальга   \n",
       "276289                                       Столовая №17   \n",
       "276290                                             Воздух   \n",
       "276291                                   Лесная жемчужина   \n",
       "\n",
       "                                                  rubrics  count_reviews  \\\n",
       "0                                           Кафе;Ресторан              1   \n",
       "1                                               Санаторий              1   \n",
       "2       Рыбное хозяйство, рыбоводство;Клуб охотников и...              1   \n",
       "3                                                    Кафе              5   \n",
       "4                                                 Турбаза              2   \n",
       "...                                                   ...            ...   \n",
       "276287                                               Пляж              5   \n",
       "276288                                         Заповедник              1   \n",
       "276289                                           Столовая              1   \n",
       "276290  Спортивный клуб, секция;Развлекательный центр;...              1   \n",
       "276291                                          Гостиница              1   \n",
       "\n",
       "        mean_rating coordinates  \n",
       "0               5.0         0 0  \n",
       "1               5.0         0 0  \n",
       "2               5.0         0 0  \n",
       "3               4.8         0 0  \n",
       "4               1.0         0 0  \n",
       "...             ...         ...  \n",
       "276287          4.8         0 0  \n",
       "276288          5.0         0 0  \n",
       "276289          4.0         0 0  \n",
       "276290          5.0         0 0  \n",
       "276291          5.0         0 0  \n",
       "\n",
       "[276292 rows x 6 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
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    "res2"
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  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "res2.to_csv(\"organizations_with_coordinates.csv\")"
   ]
  }
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