t-tests_exercise.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%pip install pandas\n",
    "%pip install numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rides_data = pd.read_csv(\"rides_go.csv\")\n",
    "subscription_types_data = pd.read_csv(\"subscriptions_go.csv\")\n",
    "users_data = pd.read_csv(\"users_go.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rides_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "users_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "users_data[\"subscription_type\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "subscription_types_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Будет ли помесячная выручка от пользователей с подпиской по месяцам выше, чем выручка от пользователей без подписки?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "combined_data = pd.merge(rides_data, users_data, on=\"user_id\")\n",
    "combined_data = pd.merge(combined_data, subscription_types_data, on=\"subscription_type\")\n",
    "combined_data[\"date\"] = pd.to_datetime(combined_data[\"date\"], format=\"ISO8601\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "combined_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rides_count = combined_data[\"user_id\"].value_counts()\n",
    "rides_duration = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rides_user_data = rides_count.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rides_user_data = pd.merge(rides_user_data, users_data.drop_duplicates(\"user_id\"), on=\"user_id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rides_user_data.sample(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "cd_grouped = combined_data.groupby(by=[pd.Grouper(freq=\"M\", key=\"date\")])\n",
    "cd_grouped_iter = cd_grouped.__iter__()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Timestamp('2021-01-31 00:00:00'),)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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",
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       "    }\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>user_id</th>\n",
       "      <th>distance</th>\n",
       "      <th>duration</th>\n",
       "      <th>date</th>\n",
       "      <th>name</th>\n",
       "      <th>age</th>\n",
       "      <th>city</th>\n",
       "      <th>subscription_type</th>\n",
       "      <th>minute_price</th>\n",
       "      <th>start_ride_price</th>\n",
       "      <th>subscription_fee</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>4409.919140</td>\n",
       "      <td>25.599769</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Кира</td>\n",
       "      <td>22</td>\n",
       "      <td>Тюмень</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2617.592153</td>\n",
       "      <td>15.816871</td>\n",
       "      <td>2021-01-18</td>\n",
       "      <td>Кира</td>\n",
       "      <td>22</td>\n",
       "      <td>Тюмень</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>3</td>\n",
       "      <td>3061.777147</td>\n",
       "      <td>12.654443</td>\n",
       "      <td>2021-01-31</td>\n",
       "      <td>Алексей</td>\n",
       "      <td>20</td>\n",
       "      <td>Москва</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>5</td>\n",
       "      <td>3914.646990</td>\n",
       "      <td>12.395153</td>\n",
       "      <td>2021-01-18</td>\n",
       "      <td>Адель</td>\n",
       "      <td>28</td>\n",
       "      <td>Омск</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>7</td>\n",
       "      <td>3015.259833</td>\n",
       "      <td>16.958292</td>\n",
       "      <td>2021-01-10</td>\n",
       "      <td>Игорь</td>\n",
       "      <td>23</td>\n",
       "      <td>Омск</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18310</th>\n",
       "      <td>1530</td>\n",
       "      <td>105.796106</td>\n",
       "      <td>12.244145</td>\n",
       "      <td>2021-01-21</td>\n",
       "      <td>Ростислав</td>\n",
       "      <td>29</td>\n",
       "      <td>Сочи</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18326</th>\n",
       "      <td>1531</td>\n",
       "      <td>711.666072</td>\n",
       "      <td>12.581480</td>\n",
       "      <td>2021-01-03</td>\n",
       "      <td>Никита</td>\n",
       "      <td>25</td>\n",
       "      <td>Пятигорск</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18349</th>\n",
       "      <td>1532</td>\n",
       "      <td>2615.477834</td>\n",
       "      <td>14.846434</td>\n",
       "      <td>2021-01-06</td>\n",
       "      <td>Алексей</td>\n",
       "      <td>26</td>\n",
       "      <td>Тюмень</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18362</th>\n",
       "      <td>1533</td>\n",
       "      <td>3438.600356</td>\n",
       "      <td>20.315801</td>\n",
       "      <td>2021-01-07</td>\n",
       "      <td>Степан</td>\n",
       "      <td>22</td>\n",
       "      <td>Краснодар</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18375</th>\n",
       "      <td>1534</td>\n",
       "      <td>4678.415899</td>\n",
       "      <td>15.228198</td>\n",
       "      <td>2021-01-20</td>\n",
       "      <td>Альберт</td>\n",
       "      <td>25</td>\n",
       "      <td>Краснодар</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1612 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       user_id     distance   duration       date       name  age       city  \\\n",
       "0            1  4409.919140  25.599769 2021-01-01       Кира   22     Тюмень   \n",
       "1            1  2617.592153  15.816871 2021-01-18       Кира   22     Тюмень   \n",
       "23           3  3061.777147  12.654443 2021-01-31    Алексей   20     Москва   \n",
       "49           5  3914.646990  12.395153 2021-01-18      Адель   28       Омск   \n",
       "70           7  3015.259833  16.958292 2021-01-10      Игорь   23       Омск   \n",
       "...        ...          ...        ...        ...        ...  ...        ...   \n",
       "18310     1530   105.796106  12.244145 2021-01-21  Ростислав   29       Сочи   \n",
       "18326     1531   711.666072  12.581480 2021-01-03     Никита   25  Пятигорск   \n",
       "18349     1532  2615.477834  14.846434 2021-01-06    Алексей   26     Тюмень   \n",
       "18362     1533  3438.600356  20.315801 2021-01-07     Степан   22  Краснодар   \n",
       "18375     1534  4678.415899  15.228198 2021-01-20    Альберт   25  Краснодар   \n",
       "\n",
       "      subscription_type  minute_price  start_ride_price  subscription_fee  \n",
       "0                 ultra             6                 0               199  \n",
       "1                 ultra             6                 0               199  \n",
       "23                ultra             6                 0               199  \n",
       "49                ultra             6                 0               199  \n",
       "70                ultra             6                 0               199  \n",
       "...                 ...           ...               ...               ...  \n",
       "18310              free             8                50                 0  \n",
       "18326              free             8                50                 0  \n",
       "18349              free             8                50                 0  \n",
       "18362              free             8                50                 0  \n",
       "18375              free             8                50                 0  \n",
       "\n",
       "[1612 rows x 11 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(Timestamp('2021-02-28 00:00:00'),)"
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>distance</th>\n",
       "      <th>duration</th>\n",
       "      <th>date</th>\n",
       "      <th>name</th>\n",
       "      <th>age</th>\n",
       "      <th>city</th>\n",
       "      <th>subscription_type</th>\n",
       "      <th>minute_price</th>\n",
       "      <th>start_ride_price</th>\n",
       "      <th>subscription_fee</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3</td>\n",
       "      <td>2560.495330</td>\n",
       "      <td>16.534984</td>\n",
       "      <td>2021-02-24</td>\n",
       "      <td>Алексей</td>\n",
       "      <td>20</td>\n",
       "      <td>Москва</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3</td>\n",
       "      <td>2860.656686</td>\n",
       "      <td>21.033653</td>\n",
       "      <td>2021-02-26</td>\n",
       "      <td>Алексей</td>\n",
       "      <td>20</td>\n",
       "      <td>Москва</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>4</td>\n",
       "      <td>2905.428908</td>\n",
       "      <td>27.847794</td>\n",
       "      <td>2021-02-10</td>\n",
       "      <td>Константин</td>\n",
       "      <td>26</td>\n",
       "      <td>Ростов-на-Дону</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>4</td>\n",
       "      <td>3434.267839</td>\n",
       "      <td>20.302804</td>\n",
       "      <td>2021-02-16</td>\n",
       "      <td>Константин</td>\n",
       "      <td>26</td>\n",
       "      <td>Ростов-на-Дону</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>5</td>\n",
       "      <td>2561.108241</td>\n",
       "      <td>11.087710</td>\n",
       "      <td>2021-02-24</td>\n",
       "      <td>Адель</td>\n",
       "      <td>28</td>\n",
       "      <td>Омск</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>18311</th>\n",
       "      <td>1530</td>\n",
       "      <td>2724.331740</td>\n",
       "      <td>16.859991</td>\n",
       "      <td>2021-02-23</td>\n",
       "      <td>Ростислав</td>\n",
       "      <td>29</td>\n",
       "      <td>Сочи</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>18327</th>\n",
       "      <td>1531</td>\n",
       "      <td>450.981518</td>\n",
       "      <td>15.591699</td>\n",
       "      <td>2021-02-14</td>\n",
       "      <td>Никита</td>\n",
       "      <td>25</td>\n",
       "      <td>Пятигорск</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>18328</th>\n",
       "      <td>1531</td>\n",
       "      <td>2571.497092</td>\n",
       "      <td>22.120517</td>\n",
       "      <td>2021-02-27</td>\n",
       "      <td>Никита</td>\n",
       "      <td>25</td>\n",
       "      <td>Пятигорск</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18363</th>\n",
       "      <td>1533</td>\n",
       "      <td>310.488247</td>\n",
       "      <td>10.642389</td>\n",
       "      <td>2021-02-21</td>\n",
       "      <td>Степан</td>\n",
       "      <td>22</td>\n",
       "      <td>Краснодар</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>18376</th>\n",
       "      <td>1534</td>\n",
       "      <td>2103.914120</td>\n",
       "      <td>13.425579</td>\n",
       "      <td>2021-02-28</td>\n",
       "      <td>Альберт</td>\n",
       "      <td>25</td>\n",
       "      <td>Краснодар</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1359 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       user_id     distance   duration       date        name  age  \\\n",
       "24           3  2560.495330  16.534984 2021-02-24     Алексей   20   \n",
       "25           3  2860.656686  21.033653 2021-02-26     Алексей   20   \n",
       "35           4  2905.428908  27.847794 2021-02-10  Константин   26   \n",
       "36           4  3434.267839  20.302804 2021-02-16  Константин   26   \n",
       "50           5  2561.108241  11.087710 2021-02-24       Адель   28   \n",
       "...        ...          ...        ...        ...         ...  ...   \n",
       "18311     1530  2724.331740  16.859991 2021-02-23   Ростислав   29   \n",
       "18327     1531   450.981518  15.591699 2021-02-14      Никита   25   \n",
       "18328     1531  2571.497092  22.120517 2021-02-27      Никита   25   \n",
       "18363     1533   310.488247  10.642389 2021-02-21      Степан   22   \n",
       "18376     1534  2103.914120  13.425579 2021-02-28     Альберт   25   \n",
       "\n",
       "                 city subscription_type  minute_price  start_ride_price  \\\n",
       "24             Москва             ultra             6                 0   \n",
       "25             Москва             ultra             6                 0   \n",
       "35     Ростов-на-Дону             ultra             6                 0   \n",
       "36     Ростов-на-Дону             ultra             6                 0   \n",
       "50               Омск             ultra             6                 0   \n",
       "...               ...               ...           ...               ...   \n",
       "18311            Сочи              free             8                50   \n",
       "18327       Пятигорск              free             8                50   \n",
       "18328       Пятигорск              free             8                50   \n",
       "18363       Краснодар              free             8                50   \n",
       "18376       Краснодар              free             8                50   \n",
       "\n",
       "       subscription_fee  \n",
       "24                  199  \n",
       "25                  199  \n",
       "35                  199  \n",
       "36                  199  \n",
       "50                  199  \n",
       "...                 ...  \n",
       "18311                 0  \n",
       "18327                 0  \n",
       "18328                 0  \n",
       "18363                 0  \n",
       "18376                 0  \n",
       "\n",
       "[1359 rows x 11 columns]"
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       "(Timestamp('2021-03-31 00:00:00'),)"
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       "13           2  3053.519401  11.543256 2021-03-18  Станислав   31       Омск   \n",
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       "18365     1533  2965.546552  23.687138 2021-03-23     Степан   22  Краснодар   \n",
       "18366     1533  3848.116660  27.989727 2021-03-26     Степан   22  Краснодар   \n",
       "18367     1533  2500.091900  20.714680 2021-03-26     Степан   22  Краснодар   \n",
       "\n",
       "      subscription_type  minute_price  start_ride_price  subscription_fee  \n",
       "12                ultra             6                 0               199  \n",
       "13                ultra             6                 0               199  \n",
       "14                ultra             6                 0               199  \n",
       "51                ultra             6                 0               199  \n",
       "52                ultra             6                 0               199  \n",
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       "18364              free             8                50                 0  \n",
       "18365              free             8                50                 0  \n",
       "18366              free             8                50                 0  \n",
       "18367              free             8                50                 0  \n",
       "\n",
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       "      <td>2021-04-12</td>\n",
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       "15           2  2805.786329  20.652145 2021-04-08  Станислав   31       Омск   \n",
       "16           2  3358.595495  18.396489 2021-04-13  Станислав   31       Омск   \n",
       "26           3  2956.651632  20.671364 2021-04-12    Алексей   20     Москва   \n",
       "54           5  3373.080412  14.904990 2021-04-24      Адель   28       Омск   \n",
       "...        ...          ...        ...        ...        ...  ...        ...   \n",
       "18331     1531  2792.013919  19.204475 2021-04-20     Никита   25  Пятигорск   \n",
       "18332     1531  2999.913238  19.473410 2021-04-30     Никита   25  Пятигорск   \n",
       "18350     1532   842.097458   8.608989 2021-04-01    Алексей   26     Тюмень   \n",
       "18368     1533  2514.498956  17.429371 2021-04-23     Степан   22  Краснодар   \n",
       "18377     1534  3434.290912  14.366248 2021-04-29    Альберт   25  Краснодар   \n",
       "\n",
       "      subscription_type  minute_price  start_ride_price  subscription_fee  \n",
       "2                 ultra             6                 0               199  \n",
       "15                ultra             6                 0               199  \n",
       "16                ultra             6                 0               199  \n",
       "26                ultra             6                 0               199  \n",
       "54                ultra             6                 0               199  \n",
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       "18331              free             8                50                 0  \n",
       "18332              free             8                50                 0  \n",
       "18350              free             8                50                 0  \n",
       "18368              free             8                50                 0  \n",
       "18377              free             8                50                 0  \n",
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       "[1527 rows x 11 columns]"
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       "      <th>start_ride_price</th>\n",
       "      <th>subscription_fee</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>3</td>\n",
       "      <td>2756.975841</td>\n",
       "      <td>18.519025</td>\n",
       "      <td>2021-05-07</td>\n",
       "      <td>Алексей</td>\n",
       "      <td>20</td>\n",
       "      <td>Москва</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>3</td>\n",
       "      <td>2837.317332</td>\n",
       "      <td>24.476276</td>\n",
       "      <td>2021-05-21</td>\n",
       "      <td>Алексей</td>\n",
       "      <td>20</td>\n",
       "      <td>Москва</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>3</td>\n",
       "      <td>3469.733745</td>\n",
       "      <td>18.409201</td>\n",
       "      <td>2021-05-22</td>\n",
       "      <td>Алексей</td>\n",
       "      <td>20</td>\n",
       "      <td>Москва</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>5</td>\n",
       "      <td>2579.052128</td>\n",
       "      <td>17.189725</td>\n",
       "      <td>2021-05-08</td>\n",
       "      <td>Адель</td>\n",
       "      <td>28</td>\n",
       "      <td>Омск</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>5</td>\n",
       "      <td>3244.021903</td>\n",
       "      <td>14.110055</td>\n",
       "      <td>2021-05-30</td>\n",
       "      <td>Адель</td>\n",
       "      <td>28</td>\n",
       "      <td>Омск</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18333</th>\n",
       "      <td>1531</td>\n",
       "      <td>2722.745253</td>\n",
       "      <td>17.283258</td>\n",
       "      <td>2021-05-07</td>\n",
       "      <td>Никита</td>\n",
       "      <td>25</td>\n",
       "      <td>Пятигорск</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18334</th>\n",
       "      <td>1531</td>\n",
       "      <td>4175.543693</td>\n",
       "      <td>28.702175</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>Никита</td>\n",
       "      <td>25</td>\n",
       "      <td>Пятигорск</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18335</th>\n",
       "      <td>1531</td>\n",
       "      <td>4194.794431</td>\n",
       "      <td>13.067507</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>Никита</td>\n",
       "      <td>25</td>\n",
       "      <td>Пятигорск</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18336</th>\n",
       "      <td>1531</td>\n",
       "      <td>2433.077987</td>\n",
       "      <td>11.110260</td>\n",
       "      <td>2021-05-30</td>\n",
       "      <td>Никита</td>\n",
       "      <td>25</td>\n",
       "      <td>Пятигорск</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18351</th>\n",
       "      <td>1532</td>\n",
       "      <td>303.787850</td>\n",
       "      <td>7.792490</td>\n",
       "      <td>2021-05-21</td>\n",
       "      <td>Алексей</td>\n",
       "      <td>26</td>\n",
       "      <td>Тюмень</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "<p>1592 rows × 11 columns</p>\n",
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       "       user_id     distance   duration       date     name  age       city  \\\n",
       "27           3  2756.975841  18.519025 2021-05-07  Алексей   20     Москва   \n",
       "28           3  2837.317332  24.476276 2021-05-21  Алексей   20     Москва   \n",
       "29           3  3469.733745  18.409201 2021-05-22  Алексей   20     Москва   \n",
       "55           5  2579.052128  17.189725 2021-05-08    Адель   28       Омск   \n",
       "56           5  3244.021903  14.110055 2021-05-30    Адель   28       Омск   \n",
       "...        ...          ...        ...        ...      ...  ...        ...   \n",
       "18333     1531  2722.745253  17.283258 2021-05-07   Никита   25  Пятигорск   \n",
       "18334     1531  4175.543693  28.702175 2021-05-15   Никита   25  Пятигорск   \n",
       "18335     1531  4194.794431  13.067507 2021-05-27   Никита   25  Пятигорск   \n",
       "18336     1531  2433.077987  11.110260 2021-05-30   Никита   25  Пятигорск   \n",
       "18351     1532   303.787850   7.792490 2021-05-21  Алексей   26     Тюмень   \n",
       "\n",
       "      subscription_type  minute_price  start_ride_price  subscription_fee  \n",
       "27                ultra             6                 0               199  \n",
       "28                ultra             6                 0               199  \n",
       "29                ultra             6                 0               199  \n",
       "55                ultra             6                 0               199  \n",
       "56                ultra             6                 0               199  \n",
       "...                 ...           ...               ...               ...  \n",
       "18333              free             8                50                 0  \n",
       "18334              free             8                50                 0  \n",
       "18335              free             8                50                 0  \n",
       "18336              free             8                50                 0  \n",
       "18351              free             8                50                 0  \n",
       "\n",
       "[1592 rows x 11 columns]"
      ]
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       "(Timestamp('2021-06-30 00:00:00'),)"
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       "      <th>17</th>\n",
       "      <td>2</td>\n",
       "      <td>3255.338202</td>\n",
       "      <td>13.851127</td>\n",
       "      <td>2021-06-20</td>\n",
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       "      <th>38</th>\n",
       "      <td>4</td>\n",
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       "      <td>21.143844</td>\n",
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       "      <th>76</th>\n",
       "      <td>7</td>\n",
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       "      <td>18.271385</td>\n",
       "      <td>2021-06-16</td>\n",
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       "      <th>18337</th>\n",
       "      <td>1531</td>\n",
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       "      <td>21.857366</td>\n",
       "      <td>2021-06-12</td>\n",
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       "      <td>25</td>\n",
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       "      <th>18338</th>\n",
       "      <td>1531</td>\n",
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       "      <td>5.406654</td>\n",
       "      <td>2021-06-27</td>\n",
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       "      <th>18369</th>\n",
       "      <td>1533</td>\n",
       "      <td>1034.998188</td>\n",
       "      <td>6.299996</td>\n",
       "      <td>2021-06-23</td>\n",
       "      <td>Степан</td>\n",
       "      <td>22</td>\n",
       "      <td>Краснодар</td>\n",
       "      <td>free</td>\n",
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       "       user_id     distance   duration       date        name  age  \\\n",
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       "37           4  3312.286135  22.463675 2021-06-06  Константин   26   \n",
       "38           4  3440.755671  21.143844 2021-06-27  Константин   26   \n",
       "76           7  2508.554171  18.271385 2021-06-16       Игорь   23   \n",
       "87           8  3892.720292  26.966401 2021-06-23        Юрий   23   \n",
       "...        ...          ...        ...        ...         ...  ...   \n",
       "18337     1531  3666.771016  21.857366 2021-06-12      Никита   25   \n",
       "18338     1531   375.107762   5.406654 2021-06-27      Никита   25   \n",
       "18369     1533  1034.998188   6.299996 2021-06-23      Степан   22   \n",
       "18378     1534   195.447469   6.469074 2021-06-11     Альберт   25   \n",
       "18379     1534  3214.021065  18.343604 2021-06-18     Альберт   25   \n",
       "\n",
       "                 city subscription_type  minute_price  start_ride_price  \\\n",
       "17               Омск             ultra             6                 0   \n",
       "37     Ростов-на-Дону             ultra             6                 0   \n",
       "38     Ростов-на-Дону             ultra             6                 0   \n",
       "76               Омск             ultra             6                 0   \n",
       "87          Краснодар             ultra             6                 0   \n",
       "...               ...               ...           ...               ...   \n",
       "18337       Пятигорск              free             8                50   \n",
       "18338       Пятигорск              free             8                50   \n",
       "18369       Краснодар              free             8                50   \n",
       "18378       Краснодар              free             8                50   \n",
       "18379       Краснодар              free             8                50   \n",
       "\n",
       "       subscription_fee  \n",
       "17                  199  \n",
       "37                  199  \n",
       "38                  199  \n",
       "76                  199  \n",
       "87                  199  \n",
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       "18338                 0  \n",
       "18369                 0  \n",
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       "      <td>2021-07-04</td>\n",
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       "      <th>31</th>\n",
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       "      <td>2856.729609</td>\n",
       "      <td>20.082575</td>\n",
       "      <td>2021-07-07</td>\n",
       "      <td>Алексей</td>\n",
       "      <td>20</td>\n",
       "      <td>Москва</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>3</td>\n",
       "      <td>5335.212090</td>\n",
       "      <td>25.848038</td>\n",
       "      <td>2021-07-14</td>\n",
       "      <td>Алексей</td>\n",
       "      <td>20</td>\n",
       "      <td>Москва</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
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       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>18340</th>\n",
       "      <td>1531</td>\n",
       "      <td>3009.340089</td>\n",
       "      <td>19.448586</td>\n",
       "      <td>2021-07-18</td>\n",
       "      <td>Никита</td>\n",
       "      <td>25</td>\n",
       "      <td>Пятигорск</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18352</th>\n",
       "      <td>1532</td>\n",
       "      <td>3735.879274</td>\n",
       "      <td>17.339698</td>\n",
       "      <td>2021-07-08</td>\n",
       "      <td>Алексей</td>\n",
       "      <td>26</td>\n",
       "      <td>Тюмень</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18370</th>\n",
       "      <td>1533</td>\n",
       "      <td>3574.289098</td>\n",
       "      <td>13.578294</td>\n",
       "      <td>2021-07-20</td>\n",
       "      <td>Степан</td>\n",
       "      <td>22</td>\n",
       "      <td>Краснодар</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>18371</th>\n",
       "      <td>1533</td>\n",
       "      <td>2309.366191</td>\n",
       "      <td>17.773415</td>\n",
       "      <td>2021-07-28</td>\n",
       "      <td>Степан</td>\n",
       "      <td>22</td>\n",
       "      <td>Краснодар</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>18372</th>\n",
       "      <td>1533</td>\n",
       "      <td>2888.863240</td>\n",
       "      <td>15.555453</td>\n",
       "      <td>2021-07-28</td>\n",
       "      <td>Степан</td>\n",
       "      <td>22</td>\n",
       "      <td>Краснодар</td>\n",
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       "      <td>0</td>\n",
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       "<p>1554 rows × 11 columns</p>\n",
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       "       user_id     distance   duration       date       name  age       city  \\\n",
       "18           2  3942.817648  20.142725 2021-07-02  Станислав   31       Омск   \n",
       "19           2  2837.905316  26.027432 2021-07-18  Станислав   31       Омск   \n",
       "30           3  2727.653704  19.589171 2021-07-04    Алексей   20     Москва   \n",
       "31           3  2856.729609  20.082575 2021-07-07    Алексей   20     Москва   \n",
       "32           3  5335.212090  25.848038 2021-07-14    Алексей   20     Москва   \n",
       "...        ...          ...        ...        ...        ...  ...        ...   \n",
       "18340     1531  3009.340089  19.448586 2021-07-18     Никита   25  Пятигорск   \n",
       "18352     1532  3735.879274  17.339698 2021-07-08    Алексей   26     Тюмень   \n",
       "18370     1533  3574.289098  13.578294 2021-07-20     Степан   22  Краснодар   \n",
       "18371     1533  2309.366191  17.773415 2021-07-28     Степан   22  Краснодар   \n",
       "18372     1533  2888.863240  15.555453 2021-07-28     Степан   22  Краснодар   \n",
       "\n",
       "      subscription_type  minute_price  start_ride_price  subscription_fee  \n",
       "18                ultra             6                 0               199  \n",
       "19                ultra             6                 0               199  \n",
       "30                ultra             6                 0               199  \n",
       "31                ultra             6                 0               199  \n",
       "32                ultra             6                 0               199  \n",
       "...                 ...           ...               ...               ...  \n",
       "18340              free             8                50                 0  \n",
       "18352              free             8                50                 0  \n",
       "18370              free             8                50                 0  \n",
       "18371              free             8                50                 0  \n",
       "18372              free             8                50                 0  \n",
       "\n",
       "[1554 rows x 11 columns]"
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       "(Timestamp('2021-08-31 00:00:00'),)"
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       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>2694.783254</td>\n",
       "      <td>18.511000</td>\n",
       "      <td>2021-08-11</td>\n",
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       "      <td>4171.818375</td>\n",
       "      <td>13.631348</td>\n",
       "      <td>2021-08-13</td>\n",
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       "      <td>4581.943632</td>\n",
       "      <td>21.163887</td>\n",
       "      <td>2021-08-27</td>\n",
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       "       user_id     distance   duration       date        name  age  \\\n",
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       "20           2   923.007439   6.914760 2021-08-03   Станислав   31   \n",
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       "58           5  2720.817111  17.046260 2021-08-10       Адель   28   \n",
       "...        ...          ...        ...        ...         ...  ...   \n",
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       "18354     1532  4602.642357  32.013212 2021-08-21     Алексей   26   \n",
       "18373     1533  4581.943632  21.163887 2021-08-27      Степан   22   \n",
       "18380     1534  3644.708038  20.289416 2021-08-08     Альберт   25   \n",
       "18381     1534  3977.744996  26.916544 2021-08-20     Альберт   25   \n",
       "\n",
       "                 city subscription_type  minute_price  start_ride_price  \\\n",
       "3              Тюмень             ultra             6                 0   \n",
       "4              Тюмень             ultra             6                 0   \n",
       "20               Омск             ultra             6                 0   \n",
       "42     Ростов-на-Дону             ultra             6                 0   \n",
       "58               Омск             ultra             6                 0   \n",
       "...               ...               ...           ...               ...   \n",
       "18353          Тюмень              free             8                50   \n",
       "18354          Тюмень              free             8                50   \n",
       "18373       Краснодар              free             8                50   \n",
       "18380       Краснодар              free             8                50   \n",
       "18381       Краснодар              free             8                50   \n",
       "\n",
       "       subscription_fee  \n",
       "3                   199  \n",
       "4                   199  \n",
       "20                  199  \n",
       "42                  199  \n",
       "58                  199  \n",
       "...                 ...  \n",
       "18353                 0  \n",
       "18354                 0  \n",
       "18373                 0  \n",
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       "      <th>33</th>\n",
       "      <td>3</td>\n",
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       "      <td>2021-09-04</td>\n",
       "      <td>Алексей</td>\n",
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       "      <td>2021-09-27</td>\n",
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       "      <th>96</th>\n",
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       "      <th>110</th>\n",
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       "      <td>15.796997</td>\n",
       "      <td>2021-09-01</td>\n",
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       "      <td>182.743404</td>\n",
       "      <td>3.730974</td>\n",
       "      <td>2021-09-15</td>\n",
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       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18305</th>\n",
       "      <td>1529</td>\n",
       "      <td>780.881519</td>\n",
       "      <td>6.346635</td>\n",
       "      <td>2021-09-14</td>\n",
       "      <td>Любовь</td>\n",
       "      <td>29</td>\n",
       "      <td>Москва</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18344</th>\n",
       "      <td>1531</td>\n",
       "      <td>2544.427146</td>\n",
       "      <td>20.633281</td>\n",
       "      <td>2021-09-11</td>\n",
       "      <td>Никита</td>\n",
       "      <td>25</td>\n",
       "      <td>Пятигорск</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18382</th>\n",
       "      <td>1534</td>\n",
       "      <td>4928.173852</td>\n",
       "      <td>22.560373</td>\n",
       "      <td>2021-09-13</td>\n",
       "      <td>Альберт</td>\n",
       "      <td>25</td>\n",
       "      <td>Краснодар</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1549 rows × 11 columns</p>\n",
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       "       user_id     distance   duration       date     name  age       city  \\\n",
       "33           3  2891.012822  22.390055 2021-09-04  Алексей   20     Москва   \n",
       "65           6  3346.098372  19.566626 2021-09-27   Регина   25  Краснодар   \n",
       "96           9  2536.038610  13.144154 2021-09-20       Ян   21  Пятигорск   \n",
       "110         11  2705.265237  15.796997 2021-09-01    Агата   31  Краснодар   \n",
       "127         13  4478.704937  25.143279 2021-09-23      Ева   24  Краснодар   \n",
       "...        ...          ...        ...        ...      ...  ...        ...   \n",
       "18285     1528   182.743404   3.730974 2021-09-15     Анна   25  Пятигорск   \n",
       "18286     1528  3271.361665  13.346748 2021-09-17     Анна   25  Пятигорск   \n",
       "18305     1529   780.881519   6.346635 2021-09-14   Любовь   29     Москва   \n",
       "18344     1531  2544.427146  20.633281 2021-09-11   Никита   25  Пятигорск   \n",
       "18382     1534  4928.173852  22.560373 2021-09-13  Альберт   25  Краснодар   \n",
       "\n",
       "      subscription_type  minute_price  start_ride_price  subscription_fee  \n",
       "33                ultra             6                 0               199  \n",
       "65                ultra             6                 0               199  \n",
       "96                ultra             6                 0               199  \n",
       "110               ultra             6                 0               199  \n",
       "127               ultra             6                 0               199  \n",
       "...                 ...           ...               ...               ...  \n",
       "18285              free             8                50                 0  \n",
       "18286              free             8                50                 0  \n",
       "18305              free             8                50                 0  \n",
       "18344              free             8                50                 0  \n",
       "18382              free             8                50                 0  \n",
       "\n",
       "[1549 rows x 11 columns]"
      ]
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       "(Timestamp('2021-10-31 00:00:00'),)"
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       "      <th>5</th>\n",
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       "      <td>2770.890808</td>\n",
       "      <td>16.650138</td>\n",
       "      <td>2021-10-09</td>\n",
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       "      <td>2021-10-08</td>\n",
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       "      <th>18322</th>\n",
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       "      <td>22.903847</td>\n",
       "      <td>2021-10-23</td>\n",
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       "      <th>18323</th>\n",
       "      <td>1530</td>\n",
       "      <td>1753.048349</td>\n",
       "      <td>16.207316</td>\n",
       "      <td>2021-10-28</td>\n",
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       "      <td>1531</td>\n",
       "      <td>4660.027084</td>\n",
       "      <td>17.985772</td>\n",
       "      <td>2021-10-17</td>\n",
       "      <td>Никита</td>\n",
       "      <td>25</td>\n",
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       "      <td>2021-10-07</td>\n",
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       "       user_id     distance   duration       date        name  age  \\\n",
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       "6            1  3039.020292  14.927879 2021-10-19        Кира   22   \n",
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       "43           4  2333.794808  16.779316 2021-10-08  Константин   26   \n",
       "44           4  3893.486227  21.984968 2021-10-24  Константин   26   \n",
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       "18323     1530  1753.048349  16.207316 2021-10-28   Ростислав   29   \n",
       "18345     1531  4660.027084  17.985772 2021-10-17      Никита   25   \n",
       "18346     1531  2946.866237  14.629427 2021-10-22      Никита   25   \n",
       "18355     1532  2891.115711  20.129839 2021-10-07     Алексей   26   \n",
       "\n",
       "                 city subscription_type  minute_price  start_ride_price  \\\n",
       "5              Тюмень             ultra             6                 0   \n",
       "6              Тюмень             ultra             6                 0   \n",
       "21               Омск             ultra             6                 0   \n",
       "43     Ростов-на-Дону             ultra             6                 0   \n",
       "44     Ростов-на-Дону             ultra             6                 0   \n",
       "...               ...               ...           ...               ...   \n",
       "18322            Сочи              free             8                50   \n",
       "18323            Сочи              free             8                50   \n",
       "18345       Пятигорск              free             8                50   \n",
       "18346       Пятигорск              free             8                50   \n",
       "18355          Тюмень              free             8                50   \n",
       "\n",
       "       subscription_fee  \n",
       "5                   199  \n",
       "6                   199  \n",
       "21                  199  \n",
       "43                  199  \n",
       "44                  199  \n",
       "...                 ...  \n",
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       "18323                 0  \n",
       "18345                 0  \n",
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       "18355                 0  \n",
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       "      <th>47</th>\n",
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       "    <tr>\n",
       "      <th>18374</th>\n",
       "      <td>1533</td>\n",
       "      <td>3414.448028</td>\n",
       "      <td>25.657792</td>\n",
       "      <td>2021-11-09</td>\n",
       "      <td>Степан</td>\n",
       "      <td>22</td>\n",
       "      <td>Краснодар</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
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       "    <tr>\n",
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       "      <td>1534</td>\n",
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       "      <td>19.822962</td>\n",
       "      <td>2021-11-04</td>\n",
       "      <td>Альберт</td>\n",
       "      <td>25</td>\n",
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       "      <td>1534</td>\n",
       "      <td>2840.423057</td>\n",
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       "      <td>2021-11-16</td>\n",
       "      <td>Альберт</td>\n",
       "      <td>25</td>\n",
       "      <td>Краснодар</td>\n",
       "      <td>free</td>\n",
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       "      <td>2021-11-18</td>\n",
       "      <td>Альберт</td>\n",
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       "      <td>1534</td>\n",
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       "       user_id     distance   duration       date        name  age  \\\n",
       "7            1  2842.118050  23.117468 2021-11-06        Кира   22   \n",
       "8            1  3412.690668  15.238072 2021-11-14        Кира   22   \n",
       "9            1   748.690645  15.041884 2021-11-22        Кира   22   \n",
       "47           4   724.559572  11.811399 2021-11-14  Константин   26   \n",
       "48           4  2618.465719  15.855397 2021-11-25  Константин   26   \n",
       "...        ...          ...        ...        ...         ...  ...   \n",
       "18374     1533  3414.448028  25.657792 2021-11-09      Степан   22   \n",
       "18383     1534  3781.098080  19.822962 2021-11-04     Альберт   25   \n",
       "18384     1534  2840.423057  21.409799 2021-11-16     Альберт   25   \n",
       "18385     1534  3826.185507  18.435051 2021-11-18     Альберт   25   \n",
       "18386     1534  2902.308661  16.674362 2021-11-27     Альберт   25   \n",
       "\n",
       "                 city subscription_type  minute_price  start_ride_price  \\\n",
       "7              Тюмень             ultra             6                 0   \n",
       "8              Тюмень             ultra             6                 0   \n",
       "9              Тюмень             ultra             6                 0   \n",
       "47     Ростов-на-Дону             ultra             6                 0   \n",
       "48     Ростов-на-Дону             ultra             6                 0   \n",
       "...               ...               ...           ...               ...   \n",
       "18374       Краснодар              free             8                50   \n",
       "18383       Краснодар              free             8                50   \n",
       "18384       Краснодар              free             8                50   \n",
       "18385       Краснодар              free             8                50   \n",
       "18386       Краснодар              free             8                50   \n",
       "\n",
       "       subscription_fee  \n",
       "7                   199  \n",
       "8                   199  \n",
       "9                   199  \n",
       "47                  199  \n",
       "48                  199  \n",
       "...                 ...  \n",
       "18374                 0  \n",
       "18383                 0  \n",
       "18384                 0  \n",
       "18385                 0  \n",
       "18386                 0  \n",
       "\n",
       "[1446 rows x 11 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(Timestamp('2021-12-31 00:00:00'),)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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>user_id</th>\n",
       "      <th>distance</th>\n",
       "      <th>duration</th>\n",
       "      <th>date</th>\n",
       "      <th>name</th>\n",
       "      <th>age</th>\n",
       "      <th>city</th>\n",
       "      <th>subscription_type</th>\n",
       "      <th>minute_price</th>\n",
       "      <th>start_ride_price</th>\n",
       "      <th>subscription_fee</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>4031.020195</td>\n",
       "      <td>17.674448</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Кира</td>\n",
       "      <td>22</td>\n",
       "      <td>Тюмень</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>2720.609748</td>\n",
       "      <td>9.529463</td>\n",
       "      <td>2021-12-22</td>\n",
       "      <td>Кира</td>\n",
       "      <td>22</td>\n",
       "      <td>Тюмень</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2</td>\n",
       "      <td>3828.248580</td>\n",
       "      <td>11.920514</td>\n",
       "      <td>2021-12-18</td>\n",
       "      <td>Станислав</td>\n",
       "      <td>31</td>\n",
       "      <td>Омск</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>3</td>\n",
       "      <td>2593.381928</td>\n",
       "      <td>12.984728</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Алексей</td>\n",
       "      <td>20</td>\n",
       "      <td>Москва</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>6</td>\n",
       "      <td>4281.568595</td>\n",
       "      <td>20.880543</td>\n",
       "      <td>2021-12-07</td>\n",
       "      <td>Регина</td>\n",
       "      <td>25</td>\n",
       "      <td>Краснодар</td>\n",
       "      <td>ultra</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>199</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18260</th>\n",
       "      <td>1526</td>\n",
       "      <td>3644.121544</td>\n",
       "      <td>22.665456</td>\n",
       "      <td>2021-12-19</td>\n",
       "      <td>Александра</td>\n",
       "      <td>23</td>\n",
       "      <td>Омск</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18291</th>\n",
       "      <td>1528</td>\n",
       "      <td>3998.569324</td>\n",
       "      <td>10.272902</td>\n",
       "      <td>2021-12-02</td>\n",
       "      <td>Анна</td>\n",
       "      <td>25</td>\n",
       "      <td>Пятигорск</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18360</th>\n",
       "      <td>1532</td>\n",
       "      <td>4551.698449</td>\n",
       "      <td>31.007839</td>\n",
       "      <td>2021-12-21</td>\n",
       "      <td>Алексей</td>\n",
       "      <td>26</td>\n",
       "      <td>Тюмень</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18361</th>\n",
       "      <td>1532</td>\n",
       "      <td>1560.191404</td>\n",
       "      <td>9.120383</td>\n",
       "      <td>2021-12-28</td>\n",
       "      <td>Алексей</td>\n",
       "      <td>26</td>\n",
       "      <td>Тюмень</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18387</th>\n",
       "      <td>1534</td>\n",
       "      <td>2371.711192</td>\n",
       "      <td>15.893917</td>\n",
       "      <td>2021-12-29</td>\n",
       "      <td>Альберт</td>\n",
       "      <td>25</td>\n",
       "      <td>Краснодар</td>\n",
       "      <td>free</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1552 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       user_id     distance   duration       date        name  age       city  \\\n",
       "10           1  4031.020195  17.674448 2021-12-14        Кира   22     Тюмень   \n",
       "11           1  2720.609748   9.529463 2021-12-22        Кира   22     Тюмень   \n",
       "22           2  3828.248580  11.920514 2021-12-18   Станислав   31       Омск   \n",
       "34           3  2593.381928  12.984728 2021-12-14     Алексей   20     Москва   \n",
       "68           6  4281.568595  20.880543 2021-12-07      Регина   25  Краснодар   \n",
       "...        ...          ...        ...        ...         ...  ...        ...   \n",
       "18260     1526  3644.121544  22.665456 2021-12-19  Александра   23       Омск   \n",
       "18291     1528  3998.569324  10.272902 2021-12-02        Анна   25  Пятигорск   \n",
       "18360     1532  4551.698449  31.007839 2021-12-21     Алексей   26     Тюмень   \n",
       "18361     1532  1560.191404   9.120383 2021-12-28     Алексей   26     Тюмень   \n",
       "18387     1534  2371.711192  15.893917 2021-12-29     Альберт   25  Краснодар   \n",
       "\n",
       "      subscription_type  minute_price  start_ride_price  subscription_fee  \n",
       "10                ultra             6                 0               199  \n",
       "11                ultra             6                 0               199  \n",
       "22                ultra             6                 0               199  \n",
       "34                ultra             6                 0               199  \n",
       "68                ultra             6                 0               199  \n",
       "...                 ...           ...               ...               ...  \n",
       "18260              free             8                50                 0  \n",
       "18291              free             8                50                 0  \n",
       "18360              free             8                50                 0  \n",
       "18361              free             8                50                 0  \n",
       "18387              free             8                50                 0  \n",
       "\n",
       "[1552 rows x 11 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for df in cd_grouped:\n",
    "    display(df[0])\n",
    "    display(df[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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