Engineering Data New.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "676e6fa7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import MultipleLocator, LogLocator\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "57329496",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_excel('./section-5-data.xlsx', engine='openpyxl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5ab9464a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 31 entries, 0 to 30\n",
      "Data columns (total 7 columns):\n",
      " #   Column       Non-Null Count  Dtype         \n",
      "---  ------       --------------  -----         \n",
      " 0   Unnamed: 0   31 non-null     datetime64[ns]\n",
      " 1   Choose Car   31 non-null     int64         \n",
      " 2   Search       31 non-null     int64         \n",
      " 3   Open         31 non-null     int64         \n",
      " 4   Begin Ride   31 non-null     int64         \n",
      " 5   Request Car  31 non-null     int64         \n",
      " 6   Total Event  31 non-null     int64         \n",
      "dtypes: datetime64[ns](1), int64(6)\n",
      "memory usage: 1.8 KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "82de2045",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.rename({'Unnamed: 0':'date'}, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fa576e6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.set_index('date')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "01be497f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(1, figsize=(16,10))\n",
    "fig.suptitle('Total Event, Search, Choose_Car,Request_car, Begin_Ride per day', size=16, y=0.95, weight='bold')\n",
    "\n",
    "df.plot(ax=ax, grid=True)\n",
    "\n",
    "ax.set_xlabel('DAY', fontsize=16)\n",
    "ax.set_ylabel(' Event Count', fontsize=16)\n",
    "\n",
    "def millions(x, pos):\n",
    "    \"\"\"The two args are the value and tick position.\"\"\"\n",
    "    return '{:1.1f}M'.format(x*1e-6)\n",
    "\n",
    "ax.yaxis.set_major_formatter(millions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1e40372d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(1, figsize=(16,10))\n",
    "fig.suptitle('Total Event, Search, Choose_Car,Request_car, Begin_Ride per day', size=16, y=0.95, weight='bold')\n",
    "\n",
    "df.plot(ax=ax, grid=True, logy=True)\n",
    "\n",
    "ax.set_xlabel('DAY', fontsize=16)\n",
    "ax.set_ylabel(' Log (Event Count)', fontsize=16)\n",
    "\n",
    "ax.tick_params(axis='both', which='major', labelsize=14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "38249b95",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, ' Event Count')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(1, figsize=(16,10))\n",
    "fig.suptitle('Growth of Total events from 11th Sep to 11th Oct', size=16, y=0.95, weight='bold')\n",
    "df['Total Event'].plot.bar(ax=ax, grid=True)\n",
    "\n",
    "def millions(x, pos):\n",
    "    \"\"\"The two args are the value and tick position.\"\"\"\n",
    "    return '{:1.1f}M'.format(x*1e-6)\n",
    "\n",
    "ax.yaxis.set_major_formatter(millions)\n",
    "\n",
    "ax.set_xlabel('DAY', fontsize=16)\n",
    "ax.set_ylabel(' Event Count', fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c3f46605",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['begin_ride to request_car'] = df['Begin Ride']/df['Request Car']*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7cf0289e",
   "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>Choose Car</th>\n",
       "      <th>Search</th>\n",
       "      <th>Open</th>\n",
       "      <th>Begin Ride</th>\n",
       "      <th>Request Car</th>\n",
       "      <th>Total Event</th>\n",
       "      <th>begin_ride to request_car</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-09-11</th>\n",
       "      <td>61416</td>\n",
       "      <td>140598</td>\n",
       "      <td>556714</td>\n",
       "      <td>6838</td>\n",
       "      <td>24763</td>\n",
       "      <td>790329</td>\n",
       "      <td>27.613779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-12</th>\n",
       "      <td>146620</td>\n",
       "      <td>159770</td>\n",
       "      <td>632630</td>\n",
       "      <td>7770</td>\n",
       "      <td>28140</td>\n",
       "      <td>974930</td>\n",
       "      <td>27.611940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-13</th>\n",
       "      <td>277770</td>\n",
       "      <td>292090</td>\n",
       "      <td>1166910</td>\n",
       "      <td>10390</td>\n",
       "      <td>52210</td>\n",
       "      <td>1799370</td>\n",
       "      <td>19.900402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-14</th>\n",
       "      <td>56220</td>\n",
       "      <td>66050</td>\n",
       "      <td>237120</td>\n",
       "      <td>6380</td>\n",
       "      <td>9870</td>\n",
       "      <td>375640</td>\n",
       "      <td>64.640324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-15</th>\n",
       "      <td>280840</td>\n",
       "      <td>290750</td>\n",
       "      <td>1182640</td>\n",
       "      <td>10900</td>\n",
       "      <td>52600</td>\n",
       "      <td>1817730</td>\n",
       "      <td>20.722433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-16</th>\n",
       "      <td>279370</td>\n",
       "      <td>288610</td>\n",
       "      <td>1171230</td>\n",
       "      <td>11190</td>\n",
       "      <td>52660</td>\n",
       "      <td>1803060</td>\n",
       "      <td>21.249525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-17</th>\n",
       "      <td>280030</td>\n",
       "      <td>291830</td>\n",
       "      <td>1163710</td>\n",
       "      <td>12470</td>\n",
       "      <td>52430</td>\n",
       "      <td>1800470</td>\n",
       "      <td>23.784093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-18</th>\n",
       "      <td>281060</td>\n",
       "      <td>289630</td>\n",
       "      <td>1166660</td>\n",
       "      <td>13270</td>\n",
       "      <td>52940</td>\n",
       "      <td>1803560</td>\n",
       "      <td>25.066113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-19</th>\n",
       "      <td>283871</td>\n",
       "      <td>318593</td>\n",
       "      <td>1283326</td>\n",
       "      <td>14597</td>\n",
       "      <td>58234</td>\n",
       "      <td>1958621</td>\n",
       "      <td>25.066113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-20</th>\n",
       "      <td>286709</td>\n",
       "      <td>350452</td>\n",
       "      <td>1411659</td>\n",
       "      <td>16057</td>\n",
       "      <td>64057</td>\n",
       "      <td>2128934</td>\n",
       "      <td>25.066737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-21</th>\n",
       "      <td>289576</td>\n",
       "      <td>385498</td>\n",
       "      <td>1552825</td>\n",
       "      <td>17662</td>\n",
       "      <td>70463</td>\n",
       "      <td>2316024</td>\n",
       "      <td>25.065637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-22</th>\n",
       "      <td>318534</td>\n",
       "      <td>424047</td>\n",
       "      <td>1708107</td>\n",
       "      <td>19429</td>\n",
       "      <td>77509</td>\n",
       "      <td>2547626</td>\n",
       "      <td>25.066766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-23</th>\n",
       "      <td>350387</td>\n",
       "      <td>466452</td>\n",
       "      <td>1878918</td>\n",
       "      <td>21371</td>\n",
       "      <td>85260</td>\n",
       "      <td>2802388</td>\n",
       "      <td>25.065681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-24</th>\n",
       "      <td>385426</td>\n",
       "      <td>513097</td>\n",
       "      <td>2066809</td>\n",
       "      <td>23509</td>\n",
       "      <td>93786</td>\n",
       "      <td>3082627</td>\n",
       "      <td>25.066641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-25</th>\n",
       "      <td>431677</td>\n",
       "      <td>574669</td>\n",
       "      <td>2314827</td>\n",
       "      <td>27035</td>\n",
       "      <td>107854</td>\n",
       "      <td>3456062</td>\n",
       "      <td>25.066293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-26</th>\n",
       "      <td>483479</td>\n",
       "      <td>643629</td>\n",
       "      <td>2592606</td>\n",
       "      <td>31090</td>\n",
       "      <td>124033</td>\n",
       "      <td>3874837</td>\n",
       "      <td>25.065910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-27</th>\n",
       "      <td>541496</td>\n",
       "      <td>720865</td>\n",
       "      <td>2903718</td>\n",
       "      <td>35754</td>\n",
       "      <td>142637</td>\n",
       "      <td>4344470</td>\n",
       "      <td>25.066427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-28</th>\n",
       "      <td>622720</td>\n",
       "      <td>807368</td>\n",
       "      <td>3252165</td>\n",
       "      <td>41117</td>\n",
       "      <td>164033</td>\n",
       "      <td>4887403</td>\n",
       "      <td>25.066298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-29</th>\n",
       "      <td>809537</td>\n",
       "      <td>904253</td>\n",
       "      <td>3642424</td>\n",
       "      <td>47284</td>\n",
       "      <td>188638</td>\n",
       "      <td>5592136</td>\n",
       "      <td>25.065999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-30</th>\n",
       "      <td>971444</td>\n",
       "      <td>1085103</td>\n",
       "      <td>4370909</td>\n",
       "      <td>54377</td>\n",
       "      <td>216934</td>\n",
       "      <td>6698767</td>\n",
       "      <td>25.066149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-10-01</th>\n",
       "      <td>1262877</td>\n",
       "      <td>1410634</td>\n",
       "      <td>5682182</td>\n",
       "      <td>62533</td>\n",
       "      <td>249474</td>\n",
       "      <td>8667700</td>\n",
       "      <td>25.065939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-10-02</th>\n",
       "      <td>1641740</td>\n",
       "      <td>1833824</td>\n",
       "      <td>7386836</td>\n",
       "      <td>71913</td>\n",
       "      <td>286895</td>\n",
       "      <td>11221208</td>\n",
       "      <td>25.065965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-10-03</th>\n",
       "      <td>2134262</td>\n",
       "      <td>2383972</td>\n",
       "      <td>9602887</td>\n",
       "      <td>89892</td>\n",
       "      <td>358619</td>\n",
       "      <td>14569632</td>\n",
       "      <td>25.066157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-10-04</th>\n",
       "      <td>2774541</td>\n",
       "      <td>3099163</td>\n",
       "      <td>12483754</td>\n",
       "      <td>112365</td>\n",
       "      <td>448273</td>\n",
       "      <td>18918096</td>\n",
       "      <td>25.066198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-10-05</th>\n",
       "      <td>2497087</td>\n",
       "      <td>2789247</td>\n",
       "      <td>11235378</td>\n",
       "      <td>101128</td>\n",
       "      <td>403446</td>\n",
       "      <td>17026286</td>\n",
       "      <td>25.066056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-10-06</th>\n",
       "      <td>2247378</td>\n",
       "      <td>2510322</td>\n",
       "      <td>10111840</td>\n",
       "      <td>91015</td>\n",
       "      <td>363101</td>\n",
       "      <td>15323656</td>\n",
       "      <td>25.066028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-10-07</th>\n",
       "      <td>2022640</td>\n",
       "      <td>2259290</td>\n",
       "      <td>9100656</td>\n",
       "      <td>81914</td>\n",
       "      <td>326791</td>\n",
       "      <td>13791291</td>\n",
       "      <td>25.066174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-10-08</th>\n",
       "      <td>1820376</td>\n",
       "      <td>2033361</td>\n",
       "      <td>8190591</td>\n",
       "      <td>73722</td>\n",
       "      <td>294112</td>\n",
       "      <td>12412162</td>\n",
       "      <td>25.065961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-10-09</th>\n",
       "      <td>1838580</td>\n",
       "      <td>2053694</td>\n",
       "      <td>8272497</td>\n",
       "      <td>74460</td>\n",
       "      <td>297053</td>\n",
       "      <td>12536284</td>\n",
       "      <td>25.066234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-10-10</th>\n",
       "      <td>1856966</td>\n",
       "      <td>2074231</td>\n",
       "      <td>8355222</td>\n",
       "      <td>75204</td>\n",
       "      <td>300024</td>\n",
       "      <td>12661647</td>\n",
       "      <td>25.065995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-10-11</th>\n",
       "      <td>1875536</td>\n",
       "      <td>2094974</td>\n",
       "      <td>8438774</td>\n",
       "      <td>75956</td>\n",
       "      <td>303024</td>\n",
       "      <td>12788264</td>\n",
       "      <td>25.066001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Choose Car   Search      Open  Begin Ride  Request Car  \\\n",
       "date                                                                 \n",
       "2019-09-11       61416   140598    556714        6838        24763   \n",
       "2019-09-12      146620   159770    632630        7770        28140   \n",
       "2019-09-13      277770   292090   1166910       10390        52210   \n",
       "2019-09-14       56220    66050    237120        6380         9870   \n",
       "2019-09-15      280840   290750   1182640       10900        52600   \n",
       "2019-09-16      279370   288610   1171230       11190        52660   \n",
       "2019-09-17      280030   291830   1163710       12470        52430   \n",
       "2019-09-18      281060   289630   1166660       13270        52940   \n",
       "2019-09-19      283871   318593   1283326       14597        58234   \n",
       "2019-09-20      286709   350452   1411659       16057        64057   \n",
       "2019-09-21      289576   385498   1552825       17662        70463   \n",
       "2019-09-22      318534   424047   1708107       19429        77509   \n",
       "2019-09-23      350387   466452   1878918       21371        85260   \n",
       "2019-09-24      385426   513097   2066809       23509        93786   \n",
       "2019-09-25      431677   574669   2314827       27035       107854   \n",
       "2019-09-26      483479   643629   2592606       31090       124033   \n",
       "2019-09-27      541496   720865   2903718       35754       142637   \n",
       "2019-09-28      622720   807368   3252165       41117       164033   \n",
       "2019-09-29      809537   904253   3642424       47284       188638   \n",
       "2019-09-30      971444  1085103   4370909       54377       216934   \n",
       "2019-10-01     1262877  1410634   5682182       62533       249474   \n",
       "2019-10-02     1641740  1833824   7386836       71913       286895   \n",
       "2019-10-03     2134262  2383972   9602887       89892       358619   \n",
       "2019-10-04     2774541  3099163  12483754      112365       448273   \n",
       "2019-10-05     2497087  2789247  11235378      101128       403446   \n",
       "2019-10-06     2247378  2510322  10111840       91015       363101   \n",
       "2019-10-07     2022640  2259290   9100656       81914       326791   \n",
       "2019-10-08     1820376  2033361   8190591       73722       294112   \n",
       "2019-10-09     1838580  2053694   8272497       74460       297053   \n",
       "2019-10-10     1856966  2074231   8355222       75204       300024   \n",
       "2019-10-11     1875536  2094974   8438774       75956       303024   \n",
       "\n",
       "            Total Event  begin_ride to request_car  \n",
       "date                                                \n",
       "2019-09-11       790329                  27.613779  \n",
       "2019-09-12       974930                  27.611940  \n",
       "2019-09-13      1799370                  19.900402  \n",
       "2019-09-14       375640                  64.640324  \n",
       "2019-09-15      1817730                  20.722433  \n",
       "2019-09-16      1803060                  21.249525  \n",
       "2019-09-17      1800470                  23.784093  \n",
       "2019-09-18      1803560                  25.066113  \n",
       "2019-09-19      1958621                  25.066113  \n",
       "2019-09-20      2128934                  25.066737  \n",
       "2019-09-21      2316024                  25.065637  \n",
       "2019-09-22      2547626                  25.066766  \n",
       "2019-09-23      2802388                  25.065681  \n",
       "2019-09-24      3082627                  25.066641  \n",
       "2019-09-25      3456062                  25.066293  \n",
       "2019-09-26      3874837                  25.065910  \n",
       "2019-09-27      4344470                  25.066427  \n",
       "2019-09-28      4887403                  25.066298  \n",
       "2019-09-29      5592136                  25.065999  \n",
       "2019-09-30      6698767                  25.066149  \n",
       "2019-10-01      8667700                  25.065939  \n",
       "2019-10-02     11221208                  25.065965  \n",
       "2019-10-03     14569632                  25.066157  \n",
       "2019-10-04     18918096                  25.066198  \n",
       "2019-10-05     17026286                  25.066056  \n",
       "2019-10-06     15323656                  25.066028  \n",
       "2019-10-07     13791291                  25.066174  \n",
       "2019-10-08     12412162                  25.065961  \n",
       "2019-10-09     12536284                  25.066234  \n",
       "2019-10-10     12661647                  25.065995  \n",
       "2019-10-11     12788264                  25.066001  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "66a8a16c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Choose Car</th>\n",
       "      <td>31</td>\n",
       "      <td>948715</td>\n",
       "      <td>844951</td>\n",
       "      <td>56220</td>\n",
       "      <td>282466</td>\n",
       "      <td>483479</td>\n",
       "      <td>1829478</td>\n",
       "      <td>2774541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Search</th>\n",
       "      <td>31</td>\n",
       "      <td>1082454</td>\n",
       "      <td>930308</td>\n",
       "      <td>66050</td>\n",
       "      <td>305342</td>\n",
       "      <td>643629</td>\n",
       "      <td>2043528</td>\n",
       "      <td>3099163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Open</th>\n",
       "      <td>31</td>\n",
       "      <td>4358598</td>\n",
       "      <td>3749159</td>\n",
       "      <td>237120</td>\n",
       "      <td>1232983</td>\n",
       "      <td>2592606</td>\n",
       "      <td>8231544</td>\n",
       "      <td>12483754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Begin Ride</th>\n",
       "      <td>31</td>\n",
       "      <td>43180</td>\n",
       "      <td>32900</td>\n",
       "      <td>6380</td>\n",
       "      <td>13934</td>\n",
       "      <td>31090</td>\n",
       "      <td>74091</td>\n",
       "      <td>112365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Request Car</th>\n",
       "      <td>31</td>\n",
       "      <td>172576</td>\n",
       "      <td>131097</td>\n",
       "      <td>9870</td>\n",
       "      <td>55587</td>\n",
       "      <td>124033</td>\n",
       "      <td>295582</td>\n",
       "      <td>448273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Event</th>\n",
       "      <td>31</td>\n",
       "      <td>6605523</td>\n",
       "      <td>5686316</td>\n",
       "      <td>375640</td>\n",
       "      <td>1888176</td>\n",
       "      <td>3874837</td>\n",
       "      <td>12474223</td>\n",
       "      <td>18918096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>begin_ride to request_car</th>\n",
       "      <td>31</td>\n",
       "      <td>26</td>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           count    mean     std    min     25%     50%  \\\n",
       "Choose Car                    31  948715  844951  56220  282466  483479   \n",
       "Search                        31 1082454  930308  66050  305342  643629   \n",
       "Open                          31 4358598 3749159 237120 1232983 2592606   \n",
       "Begin Ride                    31   43180   32900   6380   13934   31090   \n",
       "Request Car                   31  172576  131097   9870   55587  124033   \n",
       "Total Event                   31 6605523 5686316 375640 1888176 3874837   \n",
       "begin_ride to request_car     31      26       7     20      25      25   \n",
       "\n",
       "                               75%      max  \n",
       "Choose Car                 1829478  2774541  \n",
       "Search                     2043528  3099163  \n",
       "Open                       8231544 12483754  \n",
       "Begin Ride                   74091   112365  \n",
       "Request Car                 295582   448273  \n",
       "Total Event               12474223 18918096  \n",
       "begin_ride to request_car       25       65  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "pd.options.display.float_format = '{:.0f}'.format\n",
    "# '{:1.1f}M'.format(x*1e-6)\n",
    "df.describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eda12856",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "newenv",
   "language": "python",
   "name": "newenv"
  },
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