5.2 pandas 共享单车骑行数据分析.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2851df3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "226147e0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\luhe\\AppData\\Local\\Temp\\ipykernel_12168\\577942655.py:1: DtypeWarning: Columns (0,2,3,4,5,6,7,9,10,11,12,13) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  data = pd.read_csv('dataset/bike.csv')\n"
     ]
    }
   ],
   "source": [
    "data = pd.read_csv('dataset/bike.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8cb8af88",
   "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>MemberType</th>\n",
       "      <th>TripDurationSec</th>\n",
       "      <th>BikeID</th>\n",
       "      <th>StartDay</th>\n",
       "      <th>StartDateTime</th>\n",
       "      <th>StartDate</th>\n",
       "      <th>StartTime</th>\n",
       "      <th>StartStationName</th>\n",
       "      <th>StartStationID</th>\n",
       "      <th>EndDay</th>\n",
       "      <th>EndDateTime</th>\n",
       "      <th>EndDate</th>\n",
       "      <th>EndTime</th>\n",
       "      <th>EndStationName</th>\n",
       "      <th>EndStationID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Subscriber</td>\n",
       "      <td>235.0</td>\n",
       "      <td>C00198</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>11/27/2012 05:17:00 PM</td>\n",
       "      <td>11/27/2012</td>\n",
       "      <td>17:17</td>\n",
       "      <td>Market St &amp; ML King Blvd</td>\n",
       "      <td>1325.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>11/27/2012 05:21:00 PM</td>\n",
       "      <td>11/27/2012</td>\n",
       "      <td>17:21</td>\n",
       "      <td>Market St &amp; Cowart St</td>\n",
       "      <td>1311.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Subscriber</td>\n",
       "      <td>101.0</td>\n",
       "      <td>C00156</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>12/11/2012 04:10:00 PM</td>\n",
       "      <td>12/11/2012</td>\n",
       "      <td>16:10</td>\n",
       "      <td>Market St &amp; ML King Blvd</td>\n",
       "      <td>1325.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>12/11/2012 04:12:00 PM</td>\n",
       "      <td>12/11/2012</td>\n",
       "      <td>16:12</td>\n",
       "      <td>Market St &amp; W 12th St</td>\n",
       "      <td>1309.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Subscriber</td>\n",
       "      <td>478.0</td>\n",
       "      <td>C00092</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>11/21/2012 04:17:00 PM</td>\n",
       "      <td>11/21/2012</td>\n",
       "      <td>16:17</td>\n",
       "      <td>100 Walnut St</td>\n",
       "      <td>1319.0</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>11/21/2012 04:25:00 PM</td>\n",
       "      <td>11/21/2012</td>\n",
       "      <td>16:25</td>\n",
       "      <td>200 River St Outdoor Chattanooga</td>\n",
       "      <td>1299.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Customer</td>\n",
       "      <td>2399.0</td>\n",
       "      <td>C00061</td>\n",
       "      <td>Friday</td>\n",
       "      <td>11/23/2012 12:39:00 AM</td>\n",
       "      <td>11/23/2012</td>\n",
       "      <td>00:39</td>\n",
       "      <td>215 Broad St</td>\n",
       "      <td>1303.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>11/23/2012 01:19:00 AM</td>\n",
       "      <td>11/23/2012</td>\n",
       "      <td>01:19</td>\n",
       "      <td>215 Broad St</td>\n",
       "      <td>1303.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Customer</td>\n",
       "      <td>3412.0</td>\n",
       "      <td>C00030</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>12/08/2012 07:49:00 PM</td>\n",
       "      <td>12/08/2012</td>\n",
       "      <td>19:49</td>\n",
       "      <td>High St &amp; E 2nd St</td>\n",
       "      <td>1321.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>12/08/2012 08:46:00 PM</td>\n",
       "      <td>12/08/2012</td>\n",
       "      <td>20:46</td>\n",
       "      <td>High St &amp; E 2nd St</td>\n",
       "      <td>1321.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MemberType  TripDurationSec  BikeID   StartDay           StartDateTime  \\\n",
       "0  Subscriber            235.0  C00198    Tuesday  11/27/2012 05:17:00 PM   \n",
       "1  Subscriber            101.0  C00156    Tuesday  12/11/2012 04:10:00 PM   \n",
       "2  Subscriber            478.0  C00092  Wednesday  11/21/2012 04:17:00 PM   \n",
       "3    Customer           2399.0  C00061     Friday  11/23/2012 12:39:00 AM   \n",
       "4    Customer           3412.0  C00030   Saturday  12/08/2012 07:49:00 PM   \n",
       "\n",
       "    StartDate StartTime          StartStationName  StartStationID     EndDay  \\\n",
       "0  11/27/2012     17:17  Market St & ML King Blvd          1325.0    Tuesday   \n",
       "1  12/11/2012     16:10  Market St & ML King Blvd          1325.0    Tuesday   \n",
       "2  11/21/2012     16:17             100 Walnut St          1319.0  Wednesday   \n",
       "3  11/23/2012     00:39              215 Broad St          1303.0     Friday   \n",
       "4  12/08/2012     19:49        High St & E 2nd St          1321.0   Saturday   \n",
       "\n",
       "              EndDateTime     EndDate EndTime  \\\n",
       "0  11/27/2012 05:21:00 PM  11/27/2012   17:21   \n",
       "1  12/11/2012 04:12:00 PM  12/11/2012   16:12   \n",
       "2  11/21/2012 04:25:00 PM  11/21/2012   16:25   \n",
       "3  11/23/2012 01:19:00 AM  11/23/2012   01:19   \n",
       "4  12/08/2012 08:46:00 PM  12/08/2012   20:46   \n",
       "\n",
       "                     EndStationName  EndStationID  \n",
       "0             Market St & Cowart St        1311.0  \n",
       "1             Market St & W 12th St        1309.0  \n",
       "2  200 River St Outdoor Chattanooga        1299.0  \n",
       "3                      215 Broad St        1303.0  \n",
       "4                High St & E 2nd St        1321.0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "091ee0b2",
   "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>MemberType</th>\n",
       "      <th>TripDurationSec</th>\n",
       "      <th>BikeID</th>\n",
       "      <th>StartDay</th>\n",
       "      <th>StartDateTime</th>\n",
       "      <th>StartDate</th>\n",
       "      <th>StartTime</th>\n",
       "      <th>StartStationName</th>\n",
       "      <th>StartStationID</th>\n",
       "      <th>EndDay</th>\n",
       "      <th>EndDateTime</th>\n",
       "      <th>EndDate</th>\n",
       "      <th>EndTime</th>\n",
       "      <th>EndStationName</th>\n",
       "      <th>EndStationID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>Subscriber</td>\n",
       "      <td>2469.0</td>\n",
       "      <td>C00040</td>\n",
       "      <td>Friday</td>\n",
       "      <td>12/07/2012 11:50:00 PM</td>\n",
       "      <td>12/08/2012</td>\n",
       "      <td>23:50</td>\n",
       "      <td>Oak St &amp; University Greenway</td>\n",
       "      <td>1335.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>12/08/2012 12:31:00 AM</td>\n",
       "      <td>12/08/2012</td>\n",
       "      <td>00:31</td>\n",
       "      <td>Oak St &amp; University Greenway</td>\n",
       "      <td>1335.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>Customer</td>\n",
       "      <td>2536.0</td>\n",
       "      <td>C00304</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>12/01/2012 11:17:00 PM</td>\n",
       "      <td>12/02/2012</td>\n",
       "      <td>23:17</td>\n",
       "      <td>100 Manufacturers Rd</td>\n",
       "      <td>1297.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>12/02/2012 12:00:00 AM</td>\n",
       "      <td>12/02/2012</td>\n",
       "      <td>00:00</td>\n",
       "      <td>100 Manufacturers Rd</td>\n",
       "      <td>1297.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Subscriber</td>\n",
       "      <td>3754.0</td>\n",
       "      <td>C00107</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>11/25/2012 11:00:00 PM</td>\n",
       "      <td>11/26/2012</td>\n",
       "      <td>23:00</td>\n",
       "      <td>800 E 8th St</td>\n",
       "      <td>1333.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>11/26/2012 12:03:00 AM</td>\n",
       "      <td>11/26/2012</td>\n",
       "      <td>00:03</td>\n",
       "      <td>800 E 8th St</td>\n",
       "      <td>1333.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>Customer</td>\n",
       "      <td>1184.0</td>\n",
       "      <td>C00116</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>12/06/2012 11:40:00 PM</td>\n",
       "      <td>12/07/2012</td>\n",
       "      <td>23:40</td>\n",
       "      <td>Broad St &amp; W 4th St</td>\n",
       "      <td>1343.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>12/07/2012 12:00:00 AM</td>\n",
       "      <td>12/07/2012</td>\n",
       "      <td>00:00</td>\n",
       "      <td>215 Broad St</td>\n",
       "      <td>1303.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>Subscriber</td>\n",
       "      <td>315.0</td>\n",
       "      <td>C00114</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>11/20/2012 11:57:00 PM</td>\n",
       "      <td>11/21/2012</td>\n",
       "      <td>23:57</td>\n",
       "      <td>High St &amp; E 2nd St</td>\n",
       "      <td>1321.0</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>11/21/2012 12:02:00 AM</td>\n",
       "      <td>11/21/2012</td>\n",
       "      <td>00:02</td>\n",
       "      <td>215 Broad St</td>\n",
       "      <td>1303.0</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",
       "      <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>165831</th>\n",
       "      <td>Customer</td>\n",
       "      <td>168501.0</td>\n",
       "      <td>C00107</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>07/08/2015 10:36:00 PM</td>\n",
       "      <td>07/09/2015</td>\n",
       "      <td>22:36</td>\n",
       "      <td>Market &amp; E 4th Street</td>\n",
       "      <td>1307.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>07/10/2015 09:25:00 PM</td>\n",
       "      <td>07/11/2015</td>\n",
       "      <td>21:25</td>\n",
       "      <td>SpringHill Suites</td>\n",
       "      <td>1420.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165920</th>\n",
       "      <td>Customer</td>\n",
       "      <td>1557.0</td>\n",
       "      <td>C00036</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>02/17/2013 11:48:00 PM</td>\n",
       "      <td>02/18/2013</td>\n",
       "      <td>23:48</td>\n",
       "      <td>200 River St Outdoor Chattanooga</td>\n",
       "      <td>1299.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>02/18/2013 12:14:00 AM</td>\n",
       "      <td>02/18/2013</td>\n",
       "      <td>00:14</td>\n",
       "      <td>800 E 8th St</td>\n",
       "      <td>1333.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166050</th>\n",
       "      <td>Customer</td>\n",
       "      <td>18649.0</td>\n",
       "      <td>C00287</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>07/22/2014 09:03:00 PM</td>\n",
       "      <td>07/23/2014</td>\n",
       "      <td>21:03</td>\n",
       "      <td>100 Walnut St</td>\n",
       "      <td>1319.0</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>07/23/2014 02:14:00 AM</td>\n",
       "      <td>07/23/2014</td>\n",
       "      <td>02:14</td>\n",
       "      <td>Broad St &amp; W 4th St</td>\n",
       "      <td>1343.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166157</th>\n",
       "      <td>Customer</td>\n",
       "      <td>2359.0</td>\n",
       "      <td>C00115</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>04/21/2015 11:44:00 PM</td>\n",
       "      <td>04/22/2015</td>\n",
       "      <td>23:44</td>\n",
       "      <td>Market St &amp; ML King Blvd</td>\n",
       "      <td>1325.0</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>04/22/2015 12:23:00 AM</td>\n",
       "      <td>04/22/2015</td>\n",
       "      <td>00:23</td>\n",
       "      <td>100 Manufacturers Rd</td>\n",
       "      <td>1297.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166286</th>\n",
       "      <td>Subscriber</td>\n",
       "      <td>3067.0</td>\n",
       "      <td>C00205</td>\n",
       "      <td>Friday</td>\n",
       "      <td>05/31/2013 11:14:00 PM</td>\n",
       "      <td>06/01/2013</td>\n",
       "      <td>23:14</td>\n",
       "      <td>E Main St &amp; Rossville Ave</td>\n",
       "      <td>1341.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>06/01/2013 12:05:00 AM</td>\n",
       "      <td>06/01/2013</td>\n",
       "      <td>00:05</td>\n",
       "      <td>Broad St &amp; W 10th St</td>\n",
       "      <td>1363.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2521 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        MemberType  TripDurationSec  BikeID   StartDay  \\\n",
       "266     Subscriber           2469.0  C00040     Friday   \n",
       "433       Customer           2536.0  C00304   Saturday   \n",
       "452     Subscriber           3754.0  C00107     Sunday   \n",
       "465       Customer           1184.0  C00116   Thursday   \n",
       "515     Subscriber            315.0  C00114    Tuesday   \n",
       "...            ...              ...     ...        ...   \n",
       "165831    Customer         168501.0  C00107  Wednesday   \n",
       "165920    Customer           1557.0  C00036     Sunday   \n",
       "166050    Customer          18649.0  C00287    Tuesday   \n",
       "166157    Customer           2359.0  C00115    Tuesday   \n",
       "166286  Subscriber           3067.0  C00205     Friday   \n",
       "\n",
       "                 StartDateTime   StartDate StartTime  \\\n",
       "266     12/07/2012 11:50:00 PM  12/08/2012     23:50   \n",
       "433     12/01/2012 11:17:00 PM  12/02/2012     23:17   \n",
       "452     11/25/2012 11:00:00 PM  11/26/2012     23:00   \n",
       "465     12/06/2012 11:40:00 PM  12/07/2012     23:40   \n",
       "515     11/20/2012 11:57:00 PM  11/21/2012     23:57   \n",
       "...                        ...         ...       ...   \n",
       "165831  07/08/2015 10:36:00 PM  07/09/2015     22:36   \n",
       "165920  02/17/2013 11:48:00 PM  02/18/2013     23:48   \n",
       "166050  07/22/2014 09:03:00 PM  07/23/2014     21:03   \n",
       "166157  04/21/2015 11:44:00 PM  04/22/2015     23:44   \n",
       "166286  05/31/2013 11:14:00 PM  06/01/2013     23:14   \n",
       "\n",
       "                        StartStationName  StartStationID     EndDay  \\\n",
       "266         Oak St & University Greenway          1335.0   Saturday   \n",
       "433                 100 Manufacturers Rd          1297.0     Sunday   \n",
       "452                         800 E 8th St          1333.0     Monday   \n",
       "465                  Broad St & W 4th St          1343.0     Friday   \n",
       "515                   High St & E 2nd St          1321.0  Wednesday   \n",
       "...                                  ...             ...        ...   \n",
       "165831             Market & E 4th Street          1307.0     Friday   \n",
       "165920  200 River St Outdoor Chattanooga          1299.0     Monday   \n",
       "166050                     100 Walnut St          1319.0  Wednesday   \n",
       "166157          Market St & ML King Blvd          1325.0  Wednesday   \n",
       "166286         E Main St & Rossville Ave          1341.0   Saturday   \n",
       "\n",
       "                   EndDateTime     EndDate EndTime  \\\n",
       "266     12/08/2012 12:31:00 AM  12/08/2012   00:31   \n",
       "433     12/02/2012 12:00:00 AM  12/02/2012   00:00   \n",
       "452     11/26/2012 12:03:00 AM  11/26/2012   00:03   \n",
       "465     12/07/2012 12:00:00 AM  12/07/2012   00:00   \n",
       "515     11/21/2012 12:02:00 AM  11/21/2012   00:02   \n",
       "...                        ...         ...     ...   \n",
       "165831  07/10/2015 09:25:00 PM  07/11/2015   21:25   \n",
       "165920  02/18/2013 12:14:00 AM  02/18/2013   00:14   \n",
       "166050  07/23/2014 02:14:00 AM  07/23/2014   02:14   \n",
       "166157  04/22/2015 12:23:00 AM  04/22/2015   00:23   \n",
       "166286  06/01/2013 12:05:00 AM  06/01/2013   00:05   \n",
       "\n",
       "                      EndStationName  EndStationID  \n",
       "266     Oak St & University Greenway        1335.0  \n",
       "433             100 Manufacturers Rd        1297.0  \n",
       "452                     800 E 8th St        1333.0  \n",
       "465                     215 Broad St        1303.0  \n",
       "515                     215 Broad St        1303.0  \n",
       "...                              ...           ...  \n",
       "165831             SpringHill Suites        1420.0  \n",
       "165920                  800 E 8th St        1333.0  \n",
       "166050           Broad St & W 4th St        1343.0  \n",
       "166157          100 Manufacturers Rd        1297.0  \n",
       "166286          Broad St & W 10th St        1363.0  \n",
       "\n",
       "[2521 rows x 15 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data.StartDay != data.EndDay].dropna(how='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "63b70ce8",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.dropna(how='all', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7483eb7d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 163914 entries, 0 to 166308\n",
      "Data columns (total 15 columns):\n",
      " #   Column            Non-Null Count   Dtype  \n",
      "---  ------            --------------   -----  \n",
      " 0   MemberType        163914 non-null  object \n",
      " 1   TripDurationSec   163914 non-null  float64\n",
      " 2   BikeID            163914 non-null  object \n",
      " 3   StartDay          163914 non-null  object \n",
      " 4   StartDateTime     163914 non-null  object \n",
      " 5   StartDate         163914 non-null  object \n",
      " 6   StartTime         163914 non-null  object \n",
      " 7   StartStationName  163914 non-null  object \n",
      " 8   StartStationID    163914 non-null  float64\n",
      " 9   EndDay            163912 non-null  object \n",
      " 10  EndDateTime       163912 non-null  object \n",
      " 11  EndDate           163912 non-null  object \n",
      " 12  EndTime           163912 non-null  object \n",
      " 13  EndStationName    163912 non-null  object \n",
      " 14  EndStationID      163912 non-null  float64\n",
      "dtypes: float64(3), object(12)\n",
      "memory usage: 20.0+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "892ff28a",
   "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>MemberType</th>\n",
       "      <th>TripDurationSec</th>\n",
       "      <th>BikeID</th>\n",
       "      <th>StartDay</th>\n",
       "      <th>StartDateTime</th>\n",
       "      <th>StartDate</th>\n",
       "      <th>StartTime</th>\n",
       "      <th>StartStationName</th>\n",
       "      <th>StartStationID</th>\n",
       "      <th>EndDay</th>\n",
       "      <th>EndDateTime</th>\n",
       "      <th>EndDate</th>\n",
       "      <th>EndTime</th>\n",
       "      <th>EndStationName</th>\n",
       "      <th>EndStationID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Subscriber</td>\n",
       "      <td>235.0</td>\n",
       "      <td>C00198</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>11/27/2012 05:17:00 PM</td>\n",
       "      <td>11/27/2012</td>\n",
       "      <td>17:17</td>\n",
       "      <td>Market St &amp; ML King Blvd</td>\n",
       "      <td>1325.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>11/27/2012 05:21:00 PM</td>\n",
       "      <td>11/27/2012</td>\n",
       "      <td>17:21</td>\n",
       "      <td>Market St &amp; Cowart St</td>\n",
       "      <td>1311.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Subscriber</td>\n",
       "      <td>101.0</td>\n",
       "      <td>C00156</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>12/11/2012 04:10:00 PM</td>\n",
       "      <td>12/11/2012</td>\n",
       "      <td>16:10</td>\n",
       "      <td>Market St &amp; ML King Blvd</td>\n",
       "      <td>1325.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>12/11/2012 04:12:00 PM</td>\n",
       "      <td>12/11/2012</td>\n",
       "      <td>16:12</td>\n",
       "      <td>Market St &amp; W 12th St</td>\n",
       "      <td>1309.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Subscriber</td>\n",
       "      <td>478.0</td>\n",
       "      <td>C00092</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>11/21/2012 04:17:00 PM</td>\n",
       "      <td>11/21/2012</td>\n",
       "      <td>16:17</td>\n",
       "      <td>100 Walnut St</td>\n",
       "      <td>1319.0</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>11/21/2012 04:25:00 PM</td>\n",
       "      <td>11/21/2012</td>\n",
       "      <td>16:25</td>\n",
       "      <td>200 River St Outdoor Chattanooga</td>\n",
       "      <td>1299.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Customer</td>\n",
       "      <td>2399.0</td>\n",
       "      <td>C00061</td>\n",
       "      <td>Friday</td>\n",
       "      <td>11/23/2012 12:39:00 AM</td>\n",
       "      <td>11/23/2012</td>\n",
       "      <td>00:39</td>\n",
       "      <td>215 Broad St</td>\n",
       "      <td>1303.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>11/23/2012 01:19:00 AM</td>\n",
       "      <td>11/23/2012</td>\n",
       "      <td>01:19</td>\n",
       "      <td>215 Broad St</td>\n",
       "      <td>1303.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Customer</td>\n",
       "      <td>3412.0</td>\n",
       "      <td>C00030</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>12/08/2012 07:49:00 PM</td>\n",
       "      <td>12/08/2012</td>\n",
       "      <td>19:49</td>\n",
       "      <td>High St &amp; E 2nd St</td>\n",
       "      <td>1321.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>12/08/2012 08:46:00 PM</td>\n",
       "      <td>12/08/2012</td>\n",
       "      <td>20:46</td>\n",
       "      <td>High St &amp; E 2nd St</td>\n",
       "      <td>1321.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MemberType  TripDurationSec  BikeID   StartDay           StartDateTime  \\\n",
       "0  Subscriber            235.0  C00198    Tuesday  11/27/2012 05:17:00 PM   \n",
       "1  Subscriber            101.0  C00156    Tuesday  12/11/2012 04:10:00 PM   \n",
       "2  Subscriber            478.0  C00092  Wednesday  11/21/2012 04:17:00 PM   \n",
       "3    Customer           2399.0  C00061     Friday  11/23/2012 12:39:00 AM   \n",
       "4    Customer           3412.0  C00030   Saturday  12/08/2012 07:49:00 PM   \n",
       "\n",
       "    StartDate StartTime          StartStationName  StartStationID     EndDay  \\\n",
       "0  11/27/2012     17:17  Market St & ML King Blvd          1325.0    Tuesday   \n",
       "1  12/11/2012     16:10  Market St & ML King Blvd          1325.0    Tuesday   \n",
       "2  11/21/2012     16:17             100 Walnut St          1319.0  Wednesday   \n",
       "3  11/23/2012     00:39              215 Broad St          1303.0     Friday   \n",
       "4  12/08/2012     19:49        High St & E 2nd St          1321.0   Saturday   \n",
       "\n",
       "              EndDateTime     EndDate EndTime  \\\n",
       "0  11/27/2012 05:21:00 PM  11/27/2012   17:21   \n",
       "1  12/11/2012 04:12:00 PM  12/11/2012   16:12   \n",
       "2  11/21/2012 04:25:00 PM  11/21/2012   16:25   \n",
       "3  11/23/2012 01:19:00 AM  11/23/2012   01:19   \n",
       "4  12/08/2012 08:46:00 PM  12/08/2012   20:46   \n",
       "\n",
       "                     EndStationName  EndStationID  \n",
       "0             Market St & Cowart St        1311.0  \n",
       "1             Market St & W 12th St        1309.0  \n",
       "2  200 River St Outdoor Chattanooga        1299.0  \n",
       "3                      215 Broad St        1303.0  \n",
       "4                High St & E 2nd St        1321.0  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "20da0626",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Subscriber', 'Customer', 'Dependent'], dtype=object)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.MemberType.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ff64a293",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Customer      113229\n",
       "Subscriber     50629\n",
       "Dependent         56\n",
       "Name: MemberType, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.MemberType.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0e8de006",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data[data.MemberType != 'Dependent']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "05ed698a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Subscriber', 'Customer'], dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.MemberType.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4c5ec474",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MemberType\n",
       "Customer      17816.349645\n",
       "Subscriber     1325.880484\n",
       "Name: TripDurationSec, dtype: float64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby('MemberType')['TripDurationSec'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "595ea5c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12721.108868654566"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.TripDurationSec.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5183885e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1351369984.0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.TripDurationSec.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "73ad4d26",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data[data.TripDurationSec != data.TripDurationSec.max()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "72fcd08f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "56988700.0"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.TripDurationSec.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "76ec17c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data[data.TripDurationSec < 3*3600]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5d68bba9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MemberType\n",
       "Customer      2163.449926\n",
       "Subscriber     870.746617\n",
       "Name: TripDurationSec, dtype: float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby('MemberType')['TripDurationSec'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "3cabbb01",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='MemberType'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.groupby('MemberType')['TripDurationSec'].mean().plot.bar(rot=0)  # rot=0 x轴文字旋转0度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "7ccf5988",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.StartDay.value_counts().plot.bar(rot=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "55653a36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='StartDay,MemberType'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.groupby(['StartDay', 'MemberType']).size().plot.bar(rot=30)\n",
    "# size 对nan值也会计数，count 不会对nan值计数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "71937741",
   "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>MemberType</th>\n",
       "      <th>Customer</th>\n",
       "      <th>Subscriber</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StartDay</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Friday</th>\n",
       "      <td>13744</td>\n",
       "      <td>8165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Monday</th>\n",
       "      <td>11850</td>\n",
       "      <td>6930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Saturday</th>\n",
       "      <td>33328</td>\n",
       "      <td>6485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sunday</th>\n",
       "      <td>25850</td>\n",
       "      <td>5409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thursday</th>\n",
       "      <td>8779</td>\n",
       "      <td>7827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tuesday</th>\n",
       "      <td>9193</td>\n",
       "      <td>7615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wednesday</th>\n",
       "      <td>8312</td>\n",
       "      <td>7975</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "MemberType  Customer  Subscriber\n",
       "StartDay                        \n",
       "Friday         13744        8165\n",
       "Monday         11850        6930\n",
       "Saturday       33328        6485\n",
       "Sunday         25850        5409\n",
       "Thursday        8779        7827\n",
       "Tuesday         9193        7615\n",
       "Wednesday       8312        7975"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby(['StartDay', 'MemberType']).size().unstack()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "525bbef3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='StartDay'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.groupby(['StartDay', 'MemberType']).size().unstack().plot.bar(rot=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00870581",
   "metadata": {},
   "source": [
    "# 每周中骑行时间最长3次骑行记录"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "4a0b29d2",
   "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>MemberType</th>\n",
       "      <th>TripDurationSec</th>\n",
       "      <th>BikeID</th>\n",
       "      <th>StartDay</th>\n",
       "      <th>StartDateTime</th>\n",
       "      <th>StartDate</th>\n",
       "      <th>StartTime</th>\n",
       "      <th>StartStationName</th>\n",
       "      <th>StartStationID</th>\n",
       "      <th>EndDay</th>\n",
       "      <th>EndDateTime</th>\n",
       "      <th>EndDate</th>\n",
       "      <th>EndTime</th>\n",
       "      <th>EndStationName</th>\n",
       "      <th>EndStationID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Subscriber</td>\n",
       "      <td>235.0</td>\n",
       "      <td>C00198</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>11/27/2012 05:17:00 PM</td>\n",
       "      <td>11/27/2012</td>\n",
       "      <td>17:17</td>\n",
       "      <td>Market St &amp; ML King Blvd</td>\n",
       "      <td>1325.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>11/27/2012 05:21:00 PM</td>\n",
       "      <td>11/27/2012</td>\n",
       "      <td>17:21</td>\n",
       "      <td>Market St &amp; Cowart St</td>\n",
       "      <td>1311.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Subscriber</td>\n",
       "      <td>101.0</td>\n",
       "      <td>C00156</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>12/11/2012 04:10:00 PM</td>\n",
       "      <td>12/11/2012</td>\n",
       "      <td>16:10</td>\n",
       "      <td>Market St &amp; ML King Blvd</td>\n",
       "      <td>1325.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>12/11/2012 04:12:00 PM</td>\n",
       "      <td>12/11/2012</td>\n",
       "      <td>16:12</td>\n",
       "      <td>Market St &amp; W 12th St</td>\n",
       "      <td>1309.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Subscriber</td>\n",
       "      <td>478.0</td>\n",
       "      <td>C00092</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>11/21/2012 04:17:00 PM</td>\n",
       "      <td>11/21/2012</td>\n",
       "      <td>16:17</td>\n",
       "      <td>100 Walnut St</td>\n",
       "      <td>1319.0</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>11/21/2012 04:25:00 PM</td>\n",
       "      <td>11/21/2012</td>\n",
       "      <td>16:25</td>\n",
       "      <td>200 River St Outdoor Chattanooga</td>\n",
       "      <td>1299.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Customer</td>\n",
       "      <td>2399.0</td>\n",
       "      <td>C00061</td>\n",
       "      <td>Friday</td>\n",
       "      <td>11/23/2012 12:39:00 AM</td>\n",
       "      <td>11/23/2012</td>\n",
       "      <td>00:39</td>\n",
       "      <td>215 Broad St</td>\n",
       "      <td>1303.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>11/23/2012 01:19:00 AM</td>\n",
       "      <td>11/23/2012</td>\n",
       "      <td>01:19</td>\n",
       "      <td>215 Broad St</td>\n",
       "      <td>1303.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Customer</td>\n",
       "      <td>3412.0</td>\n",
       "      <td>C00030</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>12/08/2012 07:49:00 PM</td>\n",
       "      <td>12/08/2012</td>\n",
       "      <td>19:49</td>\n",
       "      <td>High St &amp; E 2nd St</td>\n",
       "      <td>1321.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>12/08/2012 08:46:00 PM</td>\n",
       "      <td>12/08/2012</td>\n",
       "      <td>20:46</td>\n",
       "      <td>High St &amp; E 2nd St</td>\n",
       "      <td>1321.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MemberType  TripDurationSec  BikeID   StartDay           StartDateTime  \\\n",
       "0  Subscriber            235.0  C00198    Tuesday  11/27/2012 05:17:00 PM   \n",
       "1  Subscriber            101.0  C00156    Tuesday  12/11/2012 04:10:00 PM   \n",
       "2  Subscriber            478.0  C00092  Wednesday  11/21/2012 04:17:00 PM   \n",
       "3    Customer           2399.0  C00061     Friday  11/23/2012 12:39:00 AM   \n",
       "4    Customer           3412.0  C00030   Saturday  12/08/2012 07:49:00 PM   \n",
       "\n",
       "    StartDate StartTime          StartStationName  StartStationID     EndDay  \\\n",
       "0  11/27/2012     17:17  Market St & ML King Blvd          1325.0    Tuesday   \n",
       "1  12/11/2012     16:10  Market St & ML King Blvd          1325.0    Tuesday   \n",
       "2  11/21/2012     16:17             100 Walnut St          1319.0  Wednesday   \n",
       "3  11/23/2012     00:39              215 Broad St          1303.0     Friday   \n",
       "4  12/08/2012     19:49        High St & E 2nd St          1321.0   Saturday   \n",
       "\n",
       "              EndDateTime     EndDate EndTime  \\\n",
       "0  11/27/2012 05:21:00 PM  11/27/2012   17:21   \n",
       "1  12/11/2012 04:12:00 PM  12/11/2012   16:12   \n",
       "2  11/21/2012 04:25:00 PM  11/21/2012   16:25   \n",
       "3  11/23/2012 01:19:00 AM  11/23/2012   01:19   \n",
       "4  12/08/2012 08:46:00 PM  12/08/2012   20:46   \n",
       "\n",
       "                     EndStationName  EndStationID  \n",
       "0             Market St & Cowart St        1311.0  \n",
       "1             Market St & W 12th St        1309.0  \n",
       "2  200 River St Outdoor Chattanooga        1299.0  \n",
       "3                      215 Broad St        1303.0  \n",
       "4                High St & E 2nd St        1321.0  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "bd5f6426",
   "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>MemberType</th>\n",
       "      <th>TripDurationSec</th>\n",
       "      <th>BikeID</th>\n",
       "      <th>StartDay</th>\n",
       "      <th>StartDateTime</th>\n",
       "      <th>StartDate</th>\n",
       "      <th>StartTime</th>\n",
       "      <th>StartStationName</th>\n",
       "      <th>StartStationID</th>\n",
       "      <th>EndDay</th>\n",
       "      <th>EndDateTime</th>\n",
       "      <th>EndDate</th>\n",
       "      <th>EndTime</th>\n",
       "      <th>EndStationName</th>\n",
       "      <th>EndStationID</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StartDay</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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 rowspan=\"3\" valign=\"top\">Friday</th>\n",
       "      <th>31135</th>\n",
       "      <td>Customer</td>\n",
       "      <td>10799.0</td>\n",
       "      <td>C00273</td>\n",
       "      <td>Friday</td>\n",
       "      <td>08/30/2013 06:57:00 PM</td>\n",
       "      <td>08/30/2013</td>\n",
       "      <td>18:57</td>\n",
       "      <td>Broad St &amp; W 4th St</td>\n",
       "      <td>1343.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>08/30/2013 09:57:00 PM</td>\n",
       "      <td>08/31/2013</td>\n",
       "      <td>21:57</td>\n",
       "      <td>Broad St &amp; W 6th St</td>\n",
       "      <td>1317.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128836</th>\n",
       "      <td>Customer</td>\n",
       "      <td>10789.0</td>\n",
       "      <td>C00285</td>\n",
       "      <td>Friday</td>\n",
       "      <td>08/30/2013 06:57:00 PM</td>\n",
       "      <td>08/30/2013</td>\n",
       "      <td>18:57</td>\n",
       "      <td>Broad St &amp; W 4th St</td>\n",
       "      <td>1343.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>08/30/2013 09:56:00 PM</td>\n",
       "      <td>08/31/2013</td>\n",
       "      <td>21:56</td>\n",
       "      <td>Broad St &amp; W 6th St</td>\n",
       "      <td>1317.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128622</th>\n",
       "      <td>Customer</td>\n",
       "      <td>10773.0</td>\n",
       "      <td>C00022</td>\n",
       "      <td>Friday</td>\n",
       "      <td>11/06/2015 03:59:00 PM</td>\n",
       "      <td>11/06/2015</td>\n",
       "      <td>15:59</td>\n",
       "      <td>Carter St &amp; W 12th St</td>\n",
       "      <td>1315.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>11/06/2015 06:58:00 PM</td>\n",
       "      <td>11/06/2015</td>\n",
       "      <td>18:58</td>\n",
       "      <td>Carter St &amp; W 12th St</td>\n",
       "      <td>1315.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Monday</th>\n",
       "      <th>31307</th>\n",
       "      <td>Customer</td>\n",
       "      <td>10776.0</td>\n",
       "      <td>C00082</td>\n",
       "      <td>Monday</td>\n",
       "      <td>09/01/2014 05:01:00 PM</td>\n",
       "      <td>09/01/2014</td>\n",
       "      <td>17:01</td>\n",
       "      <td>200 River St Outdoor Chattanooga</td>\n",
       "      <td>1299.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>09/01/2014 08:01:00 PM</td>\n",
       "      <td>09/01/2014</td>\n",
       "      <td>20:01</td>\n",
       "      <td>High St &amp; E 2nd St</td>\n",
       "      <td>1321.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69086</th>\n",
       "      <td>Customer</td>\n",
       "      <td>10769.0</td>\n",
       "      <td>C00237</td>\n",
       "      <td>Monday</td>\n",
       "      <td>02/03/2014 08:40:00 AM</td>\n",
       "      <td>02/03/2014</td>\n",
       "      <td>08:40</td>\n",
       "      <td>Carter St &amp; W 12th St</td>\n",
       "      <td>1315.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>02/03/2014 11:40:00 AM</td>\n",
       "      <td>02/03/2014</td>\n",
       "      <td>11:40</td>\n",
       "      <td>Carter St &amp; W 12th St</td>\n",
       "      <td>1315.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106891</th>\n",
       "      <td>Customer</td>\n",
       "      <td>10761.0</td>\n",
       "      <td>C00276</td>\n",
       "      <td>Monday</td>\n",
       "      <td>11/19/2012 03:19:00 PM</td>\n",
       "      <td>11/19/2012</td>\n",
       "      <td>15:19</td>\n",
       "      <td>Power Alley &amp; Riverfront Pkwy</td>\n",
       "      <td>1323.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>11/19/2012 06:18:00 PM</td>\n",
       "      <td>11/19/2012</td>\n",
       "      <td>18:18</td>\n",
       "      <td>Power Alley &amp; Riverfront Pkwy</td>\n",
       "      <td>1323.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Saturday</th>\n",
       "      <th>18496</th>\n",
       "      <td>Subscriber</td>\n",
       "      <td>10798.0</td>\n",
       "      <td>C00168</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>08/01/2015 12:56:00 PM</td>\n",
       "      <td>08/01/2015</td>\n",
       "      <td>12:56</td>\n",
       "      <td>100 Walnut St</td>\n",
       "      <td>1319.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>08/01/2015 03:56:00 PM</td>\n",
       "      <td>08/01/2015</td>\n",
       "      <td>15:56</td>\n",
       "      <td>High St &amp; E 2nd St</td>\n",
       "      <td>1321.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99145</th>\n",
       "      <td>Customer</td>\n",
       "      <td>10784.0</td>\n",
       "      <td>C00266</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>03/16/2013 03:18:00 PM</td>\n",
       "      <td>03/16/2013</td>\n",
       "      <td>15:18</td>\n",
       "      <td>Power Alley &amp; Riverfront Pkwy</td>\n",
       "      <td>1323.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>03/16/2013 06:17:00 PM</td>\n",
       "      <td>03/16/2013</td>\n",
       "      <td>18:17</td>\n",
       "      <td>Chestnut St &amp; Riverfront Pkwy</td>\n",
       "      <td>1313.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69506</th>\n",
       "      <td>Customer</td>\n",
       "      <td>10764.0</td>\n",
       "      <td>C00034</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>06/07/2014 12:12:00 PM</td>\n",
       "      <td>06/07/2014</td>\n",
       "      <td>12:12</td>\n",
       "      <td>Broad St &amp; W 8th St</td>\n",
       "      <td>1345.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>06/07/2014 03:12:00 PM</td>\n",
       "      <td>06/07/2014</td>\n",
       "      <td>15:12</td>\n",
       "      <td>Broad St &amp; W 8th St</td>\n",
       "      <td>1345.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Sunday</th>\n",
       "      <th>130253</th>\n",
       "      <td>Customer</td>\n",
       "      <td>10799.0</td>\n",
       "      <td>C00109</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>06/14/2015 03:38:00 PM</td>\n",
       "      <td>06/14/2015</td>\n",
       "      <td>15:38</td>\n",
       "      <td>100 Walnut St</td>\n",
       "      <td>1319.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>06/14/2015 06:38:00 PM</td>\n",
       "      <td>06/14/2015</td>\n",
       "      <td>18:38</td>\n",
       "      <td>100 Walnut St</td>\n",
       "      <td>1319.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95625</th>\n",
       "      <td>Customer</td>\n",
       "      <td>10798.0</td>\n",
       "      <td>C00031</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>04/13/2014 12:55:00 PM</td>\n",
       "      <td>04/13/2014</td>\n",
       "      <td>12:55</td>\n",
       "      <td>215 Broad St</td>\n",
       "      <td>1303.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>04/13/2014 03:55:00 PM</td>\n",
       "      <td>04/13/2014</td>\n",
       "      <td>15:55</td>\n",
       "      <td>215 Broad St</td>\n",
       "      <td>1303.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106953</th>\n",
       "      <td>Customer</td>\n",
       "      <td>10793.0</td>\n",
       "      <td>C00065</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>10/05/2014 04:07:00 PM</td>\n",
       "      <td>10/05/2014</td>\n",
       "      <td>16:07</td>\n",
       "      <td>200 River St Outdoor Chattanooga</td>\n",
       "      <td>1299.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>10/05/2014 07:07:00 PM</td>\n",
       "      <td>10/05/2014</td>\n",
       "      <td>19:07</td>\n",
       "      <td>200 River St Outdoor Chattanooga</td>\n",
       "      <td>1299.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Thursday</th>\n",
       "      <th>148040</th>\n",
       "      <td>Customer</td>\n",
       "      <td>10775.0</td>\n",
       "      <td>C00177</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>06/27/2013 01:29:00 PM</td>\n",
       "      <td>06/27/2013</td>\n",
       "      <td>13:29</td>\n",
       "      <td>215 Broad St</td>\n",
       "      <td>1303.0</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>06/27/2013 04:28:00 PM</td>\n",
       "      <td>06/27/2013</td>\n",
       "      <td>16:28</td>\n",
       "      <td>215 Broad St</td>\n",
       "      <td>1303.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97762</th>\n",
       "      <td>Customer</td>\n",
       "      <td>10724.0</td>\n",
       "      <td>C00156</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>10/16/2014 02:00:00 PM</td>\n",
       "      <td>10/16/2014</td>\n",
       "      <td>14:00</td>\n",
       "      <td>Market St &amp; W 12th St</td>\n",
       "      <td>1309.0</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>10/16/2014 04:59:00 PM</td>\n",
       "      <td>10/16/2014</td>\n",
       "      <td>16:59</td>\n",
       "      <td>Market &amp; E 4th Street</td>\n",
       "      <td>1307.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162425</th>\n",
       "      <td>Customer</td>\n",
       "      <td>10707.0</td>\n",
       "      <td>C00179</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>10/16/2014 02:01:00 PM</td>\n",
       "      <td>10/16/2014</td>\n",
       "      <td>14:01</td>\n",
       "      <td>Market St &amp; W 12th St</td>\n",
       "      <td>1309.0</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>10/16/2014 04:59:00 PM</td>\n",
       "      <td>10/16/2014</td>\n",
       "      <td>16:59</td>\n",
       "      <td>Market &amp; E 4th Street</td>\n",
       "      <td>1307.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Tuesday</th>\n",
       "      <th>137688</th>\n",
       "      <td>Customer</td>\n",
       "      <td>10797.0</td>\n",
       "      <td>C00256</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>06/23/2015 11:38:00 AM</td>\n",
       "      <td>06/23/2015</td>\n",
       "      <td>11:38</td>\n",
       "      <td>Broad St &amp; W 6th St</td>\n",
       "      <td>1317.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>06/23/2015 02:38:00 PM</td>\n",
       "      <td>06/23/2015</td>\n",
       "      <td>14:38</td>\n",
       "      <td>Broad St &amp; W 6th St</td>\n",
       "      <td>1317.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33892</th>\n",
       "      <td>Customer</td>\n",
       "      <td>10784.0</td>\n",
       "      <td>C00147</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>06/23/2015 11:38:00 AM</td>\n",
       "      <td>06/23/2015</td>\n",
       "      <td>11:38</td>\n",
       "      <td>Broad St &amp; W 6th St</td>\n",
       "      <td>1317.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>06/23/2015 02:38:00 PM</td>\n",
       "      <td>06/23/2015</td>\n",
       "      <td>14:38</td>\n",
       "      <td>Broad St &amp; W 6th St</td>\n",
       "      <td>1317.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165460</th>\n",
       "      <td>Customer</td>\n",
       "      <td>10780.0</td>\n",
       "      <td>C00196</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>09/30/2014 10:28:00 AM</td>\n",
       "      <td>09/30/2014</td>\n",
       "      <td>10:28</td>\n",
       "      <td>Carter St &amp; W 12th St</td>\n",
       "      <td>1315.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>09/30/2014 01:28:00 PM</td>\n",
       "      <td>09/30/2014</td>\n",
       "      <td>13:28</td>\n",
       "      <td>Carter St &amp; W 12th St</td>\n",
       "      <td>1315.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Wednesday</th>\n",
       "      <th>111292</th>\n",
       "      <td>Customer</td>\n",
       "      <td>10735.0</td>\n",
       "      <td>C00076</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>09/03/2014 02:56:00 PM</td>\n",
       "      <td>09/03/2014</td>\n",
       "      <td>14:56</td>\n",
       "      <td>Power Alley &amp; Riverfront Pkwy</td>\n",
       "      <td>1323.0</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>09/03/2014 05:55:00 PM</td>\n",
       "      <td>09/03/2014</td>\n",
       "      <td>17:55</td>\n",
       "      <td>ML King Blvd &amp; Lindsay St</td>\n",
       "      <td>1327.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22621</th>\n",
       "      <td>Customer</td>\n",
       "      <td>10725.0</td>\n",
       "      <td>C00053</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>06/17/2015 04:20:00 PM</td>\n",
       "      <td>06/17/2015</td>\n",
       "      <td>16:20</td>\n",
       "      <td>Market &amp; E 4th Street</td>\n",
       "      <td>1307.0</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>06/17/2015 07:19:00 PM</td>\n",
       "      <td>06/17/2015</td>\n",
       "      <td>19:19</td>\n",
       "      <td>Market &amp; E 4th Street</td>\n",
       "      <td>1307.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14618</th>\n",
       "      <td>Customer</td>\n",
       "      <td>10708.0</td>\n",
       "      <td>C00004</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>09/03/2014 02:56:00 PM</td>\n",
       "      <td>09/03/2014</td>\n",
       "      <td>14:56</td>\n",
       "      <td>Power Alley &amp; Riverfront Pkwy</td>\n",
       "      <td>1323.0</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>09/03/2014 05:55:00 PM</td>\n",
       "      <td>09/03/2014</td>\n",
       "      <td>17:55</td>\n",
       "      <td>ML King Blvd &amp; Lindsay St</td>\n",
       "      <td>1327.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  MemberType  TripDurationSec  BikeID   StartDay  \\\n",
       "StartDay                                                           \n",
       "Friday    31135     Customer          10799.0  C00273     Friday   \n",
       "          128836    Customer          10789.0  C00285     Friday   \n",
       "          128622    Customer          10773.0  C00022     Friday   \n",
       "Monday    31307     Customer          10776.0  C00082     Monday   \n",
       "          69086     Customer          10769.0  C00237     Monday   \n",
       "          106891    Customer          10761.0  C00276     Monday   \n",
       "Saturday  18496   Subscriber          10798.0  C00168   Saturday   \n",
       "          99145     Customer          10784.0  C00266   Saturday   \n",
       "          69506     Customer          10764.0  C00034   Saturday   \n",
       "Sunday    130253    Customer          10799.0  C00109     Sunday   \n",
       "          95625     Customer          10798.0  C00031     Sunday   \n",
       "          106953    Customer          10793.0  C00065     Sunday   \n",
       "Thursday  148040    Customer          10775.0  C00177   Thursday   \n",
       "          97762     Customer          10724.0  C00156   Thursday   \n",
       "          162425    Customer          10707.0  C00179   Thursday   \n",
       "Tuesday   137688    Customer          10797.0  C00256    Tuesday   \n",
       "          33892     Customer          10784.0  C00147    Tuesday   \n",
       "          165460    Customer          10780.0  C00196    Tuesday   \n",
       "Wednesday 111292    Customer          10735.0  C00076  Wednesday   \n",
       "          22621     Customer          10725.0  C00053  Wednesday   \n",
       "          14618     Customer          10708.0  C00004  Wednesday   \n",
       "\n",
       "                           StartDateTime   StartDate StartTime  \\\n",
       "StartDay                                                         \n",
       "Friday    31135   08/30/2013 06:57:00 PM  08/30/2013     18:57   \n",
       "          128836  08/30/2013 06:57:00 PM  08/30/2013     18:57   \n",
       "          128622  11/06/2015 03:59:00 PM  11/06/2015     15:59   \n",
       "Monday    31307   09/01/2014 05:01:00 PM  09/01/2014     17:01   \n",
       "          69086   02/03/2014 08:40:00 AM  02/03/2014     08:40   \n",
       "          106891  11/19/2012 03:19:00 PM  11/19/2012     15:19   \n",
       "Saturday  18496   08/01/2015 12:56:00 PM  08/01/2015     12:56   \n",
       "          99145   03/16/2013 03:18:00 PM  03/16/2013     15:18   \n",
       "          69506   06/07/2014 12:12:00 PM  06/07/2014     12:12   \n",
       "Sunday    130253  06/14/2015 03:38:00 PM  06/14/2015     15:38   \n",
       "          95625   04/13/2014 12:55:00 PM  04/13/2014     12:55   \n",
       "          106953  10/05/2014 04:07:00 PM  10/05/2014     16:07   \n",
       "Thursday  148040  06/27/2013 01:29:00 PM  06/27/2013     13:29   \n",
       "          97762   10/16/2014 02:00:00 PM  10/16/2014     14:00   \n",
       "          162425  10/16/2014 02:01:00 PM  10/16/2014     14:01   \n",
       "Tuesday   137688  06/23/2015 11:38:00 AM  06/23/2015     11:38   \n",
       "          33892   06/23/2015 11:38:00 AM  06/23/2015     11:38   \n",
       "          165460  09/30/2014 10:28:00 AM  09/30/2014     10:28   \n",
       "Wednesday 111292  09/03/2014 02:56:00 PM  09/03/2014     14:56   \n",
       "          22621   06/17/2015 04:20:00 PM  06/17/2015     16:20   \n",
       "          14618   09/03/2014 02:56:00 PM  09/03/2014     14:56   \n",
       "\n",
       "                                  StartStationName  StartStationID     EndDay  \\\n",
       "StartDay                                                                        \n",
       "Friday    31135                Broad St & W 4th St          1343.0     Friday   \n",
       "          128836               Broad St & W 4th St          1343.0     Friday   \n",
       "          128622             Carter St & W 12th St          1315.0     Friday   \n",
       "Monday    31307   200 River St Outdoor Chattanooga          1299.0     Monday   \n",
       "          69086              Carter St & W 12th St          1315.0     Monday   \n",
       "          106891     Power Alley & Riverfront Pkwy          1323.0     Monday   \n",
       "Saturday  18496                      100 Walnut St          1319.0   Saturday   \n",
       "          99145      Power Alley & Riverfront Pkwy          1323.0   Saturday   \n",
       "          69506                Broad St & W 8th St          1345.0   Saturday   \n",
       "Sunday    130253                     100 Walnut St          1319.0     Sunday   \n",
       "          95625                       215 Broad St          1303.0     Sunday   \n",
       "          106953  200 River St Outdoor Chattanooga          1299.0     Sunday   \n",
       "Thursday  148040                      215 Broad St          1303.0   Thursday   \n",
       "          97762              Market St & W 12th St          1309.0   Thursday   \n",
       "          162425             Market St & W 12th St          1309.0   Thursday   \n",
       "Tuesday   137688               Broad St & W 6th St          1317.0    Tuesday   \n",
       "          33892                Broad St & W 6th St          1317.0    Tuesday   \n",
       "          165460             Carter St & W 12th St          1315.0    Tuesday   \n",
       "Wednesday 111292     Power Alley & Riverfront Pkwy          1323.0  Wednesday   \n",
       "          22621              Market & E 4th Street          1307.0  Wednesday   \n",
       "          14618      Power Alley & Riverfront Pkwy          1323.0  Wednesday   \n",
       "\n",
       "                             EndDateTime     EndDate EndTime  \\\n",
       "StartDay                                                       \n",
       "Friday    31135   08/30/2013 09:57:00 PM  08/31/2013   21:57   \n",
       "          128836  08/30/2013 09:56:00 PM  08/31/2013   21:56   \n",
       "          128622  11/06/2015 06:58:00 PM  11/06/2015   18:58   \n",
       "Monday    31307   09/01/2014 08:01:00 PM  09/01/2014   20:01   \n",
       "          69086   02/03/2014 11:40:00 AM  02/03/2014   11:40   \n",
       "          106891  11/19/2012 06:18:00 PM  11/19/2012   18:18   \n",
       "Saturday  18496   08/01/2015 03:56:00 PM  08/01/2015   15:56   \n",
       "          99145   03/16/2013 06:17:00 PM  03/16/2013   18:17   \n",
       "          69506   06/07/2014 03:12:00 PM  06/07/2014   15:12   \n",
       "Sunday    130253  06/14/2015 06:38:00 PM  06/14/2015   18:38   \n",
       "          95625   04/13/2014 03:55:00 PM  04/13/2014   15:55   \n",
       "          106953  10/05/2014 07:07:00 PM  10/05/2014   19:07   \n",
       "Thursday  148040  06/27/2013 04:28:00 PM  06/27/2013   16:28   \n",
       "          97762   10/16/2014 04:59:00 PM  10/16/2014   16:59   \n",
       "          162425  10/16/2014 04:59:00 PM  10/16/2014   16:59   \n",
       "Tuesday   137688  06/23/2015 02:38:00 PM  06/23/2015   14:38   \n",
       "          33892   06/23/2015 02:38:00 PM  06/23/2015   14:38   \n",
       "          165460  09/30/2014 01:28:00 PM  09/30/2014   13:28   \n",
       "Wednesday 111292  09/03/2014 05:55:00 PM  09/03/2014   17:55   \n",
       "          22621   06/17/2015 07:19:00 PM  06/17/2015   19:19   \n",
       "          14618   09/03/2014 05:55:00 PM  09/03/2014   17:55   \n",
       "\n",
       "                                    EndStationName  EndStationID  \n",
       "StartDay                                                          \n",
       "Friday    31135                Broad St & W 6th St        1317.0  \n",
       "          128836               Broad St & W 6th St        1317.0  \n",
       "          128622             Carter St & W 12th St        1315.0  \n",
       "Monday    31307                 High St & E 2nd St        1321.0  \n",
       "          69086              Carter St & W 12th St        1315.0  \n",
       "          106891     Power Alley & Riverfront Pkwy        1323.0  \n",
       "Saturday  18496                 High St & E 2nd St        1321.0  \n",
       "          99145      Chestnut St & Riverfront Pkwy        1313.0  \n",
       "          69506                Broad St & W 8th St        1345.0  \n",
       "Sunday    130253                     100 Walnut St        1319.0  \n",
       "          95625                       215 Broad St        1303.0  \n",
       "          106953  200 River St Outdoor Chattanooga        1299.0  \n",
       "Thursday  148040                      215 Broad St        1303.0  \n",
       "          97762              Market & E 4th Street        1307.0  \n",
       "          162425             Market & E 4th Street        1307.0  \n",
       "Tuesday   137688               Broad St & W 6th St        1317.0  \n",
       "          33892                Broad St & W 6th St        1317.0  \n",
       "          165460             Carter St & W 12th St        1315.0  \n",
       "Wednesday 111292         ML King Blvd & Lindsay St        1327.0  \n",
       "          22621              Market & E 4th Street        1307.0  \n",
       "          14618          ML King Blvd & Lindsay St        1327.0  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# apply 对每一个分组应用\n",
    "data.groupby('StartDay').apply(lambda x:x.sort_values('TripDurationSec', ascending=False)[:3])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb48ca89",
   "metadata": {},
   "source": [
    "# 透视表 改变表的行和列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "87a27f0b",
   "metadata": {
    "scrolled": true
   },
   "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>MemberType</th>\n",
       "      <th>TripDurationSec</th>\n",
       "      <th>BikeID</th>\n",
       "      <th>StartDay</th>\n",
       "      <th>StartDateTime</th>\n",
       "      <th>StartDate</th>\n",
       "      <th>StartTime</th>\n",
       "      <th>StartStationName</th>\n",
       "      <th>StartStationID</th>\n",
       "      <th>EndDay</th>\n",
       "      <th>EndDateTime</th>\n",
       "      <th>EndDate</th>\n",
       "      <th>EndTime</th>\n",
       "      <th>EndStationName</th>\n",
       "      <th>EndStationID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Subscriber</td>\n",
       "      <td>235.0</td>\n",
       "      <td>C00198</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>11/27/2012 05:17:00 PM</td>\n",
       "      <td>11/27/2012</td>\n",
       "      <td>17:17</td>\n",
       "      <td>Market St &amp; ML King Blvd</td>\n",
       "      <td>1325.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>11/27/2012 05:21:00 PM</td>\n",
       "      <td>11/27/2012</td>\n",
       "      <td>17:21</td>\n",
       "      <td>Market St &amp; Cowart St</td>\n",
       "      <td>1311.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Subscriber</td>\n",
       "      <td>101.0</td>\n",
       "      <td>C00156</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>12/11/2012 04:10:00 PM</td>\n",
       "      <td>12/11/2012</td>\n",
       "      <td>16:10</td>\n",
       "      <td>Market St &amp; ML King Blvd</td>\n",
       "      <td>1325.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>12/11/2012 04:12:00 PM</td>\n",
       "      <td>12/11/2012</td>\n",
       "      <td>16:12</td>\n",
       "      <td>Market St &amp; W 12th St</td>\n",
       "      <td>1309.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Subscriber</td>\n",
       "      <td>478.0</td>\n",
       "      <td>C00092</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>11/21/2012 04:17:00 PM</td>\n",
       "      <td>11/21/2012</td>\n",
       "      <td>16:17</td>\n",
       "      <td>100 Walnut St</td>\n",
       "      <td>1319.0</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>11/21/2012 04:25:00 PM</td>\n",
       "      <td>11/21/2012</td>\n",
       "      <td>16:25</td>\n",
       "      <td>200 River St Outdoor Chattanooga</td>\n",
       "      <td>1299.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Customer</td>\n",
       "      <td>2399.0</td>\n",
       "      <td>C00061</td>\n",
       "      <td>Friday</td>\n",
       "      <td>11/23/2012 12:39:00 AM</td>\n",
       "      <td>11/23/2012</td>\n",
       "      <td>00:39</td>\n",
       "      <td>215 Broad St</td>\n",
       "      <td>1303.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>11/23/2012 01:19:00 AM</td>\n",
       "      <td>11/23/2012</td>\n",
       "      <td>01:19</td>\n",
       "      <td>215 Broad St</td>\n",
       "      <td>1303.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Customer</td>\n",
       "      <td>3412.0</td>\n",
       "      <td>C00030</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>12/08/2012 07:49:00 PM</td>\n",
       "      <td>12/08/2012</td>\n",
       "      <td>19:49</td>\n",
       "      <td>High St &amp; E 2nd St</td>\n",
       "      <td>1321.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>12/08/2012 08:46:00 PM</td>\n",
       "      <td>12/08/2012</td>\n",
       "      <td>20:46</td>\n",
       "      <td>High St &amp; E 2nd St</td>\n",
       "      <td>1321.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MemberType  TripDurationSec  BikeID   StartDay           StartDateTime  \\\n",
       "0  Subscriber            235.0  C00198    Tuesday  11/27/2012 05:17:00 PM   \n",
       "1  Subscriber            101.0  C00156    Tuesday  12/11/2012 04:10:00 PM   \n",
       "2  Subscriber            478.0  C00092  Wednesday  11/21/2012 04:17:00 PM   \n",
       "3    Customer           2399.0  C00061     Friday  11/23/2012 12:39:00 AM   \n",
       "4    Customer           3412.0  C00030   Saturday  12/08/2012 07:49:00 PM   \n",
       "\n",
       "    StartDate StartTime          StartStationName  StartStationID     EndDay  \\\n",
       "0  11/27/2012     17:17  Market St & ML King Blvd          1325.0    Tuesday   \n",
       "1  12/11/2012     16:10  Market St & ML King Blvd          1325.0    Tuesday   \n",
       "2  11/21/2012     16:17             100 Walnut St          1319.0  Wednesday   \n",
       "3  11/23/2012     00:39              215 Broad St          1303.0     Friday   \n",
       "4  12/08/2012     19:49        High St & E 2nd St          1321.0   Saturday   \n",
       "\n",
       "              EndDateTime     EndDate EndTime  \\\n",
       "0  11/27/2012 05:21:00 PM  11/27/2012   17:21   \n",
       "1  12/11/2012 04:12:00 PM  12/11/2012   16:12   \n",
       "2  11/21/2012 04:25:00 PM  11/21/2012   16:25   \n",
       "3  11/23/2012 01:19:00 AM  11/23/2012   01:19   \n",
       "4  12/08/2012 08:46:00 PM  12/08/2012   20:46   \n",
       "\n",
       "                     EndStationName  EndStationID  \n",
       "0             Market St & Cowart St        1311.0  \n",
       "1             Market St & W 12th St        1309.0  \n",
       "2  200 River St Outdoor Chattanooga        1299.0  \n",
       "3                      215 Broad St        1303.0  \n",
       "4                High St & E 2nd St        1321.0  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "8a0601f6",
   "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>StartDay</th>\n",
       "      <th>Friday</th>\n",
       "      <th>Monday</th>\n",
       "      <th>Saturday</th>\n",
       "      <th>Sunday</th>\n",
       "      <th>Thursday</th>\n",
       "      <th>Tuesday</th>\n",
       "      <th>Wednesday</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MemberType</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>Customer</th>\n",
       "      <td>2063.681970</td>\n",
       "      <td>2155.297637</td>\n",
       "      <td>2164.195151</td>\n",
       "      <td>2272.959807</td>\n",
       "      <td>2082.032464</td>\n",
       "      <td>2128.341238</td>\n",
       "      <td>2121.301973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Subscriber</th>\n",
       "      <td>826.752113</td>\n",
       "      <td>815.751659</td>\n",
       "      <td>1022.755127</td>\n",
       "      <td>1131.069144</td>\n",
       "      <td>803.214897</td>\n",
       "      <td>816.553381</td>\n",
       "      <td>781.432853</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "StartDay         Friday       Monday     Saturday       Sunday     Thursday  \\\n",
       "MemberType                                                                    \n",
       "Customer    2063.681970  2155.297637  2164.195151  2272.959807  2082.032464   \n",
       "Subscriber   826.752113   815.751659  1022.755127  1131.069144   803.214897   \n",
       "\n",
       "StartDay        Tuesday    Wednesday  \n",
       "MemberType                            \n",
       "Customer    2128.341238  2121.301973  \n",
       "Subscriber   816.553381   781.432853  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.pivot_table(index='MemberType', columns='StartDay', values='TripDurationSec',aggfunc=np.mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "f3763afe",
   "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>StartDay</th>\n",
       "      <th>Friday</th>\n",
       "      <th>Monday</th>\n",
       "      <th>Saturday</th>\n",
       "      <th>Sunday</th>\n",
       "      <th>Thursday</th>\n",
       "      <th>Tuesday</th>\n",
       "      <th>Wednesday</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MemberType</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>Customer</th>\n",
       "      <td>2063.681970</td>\n",
       "      <td>2155.297637</td>\n",
       "      <td>2164.195151</td>\n",
       "      <td>2272.959807</td>\n",
       "      <td>2082.032464</td>\n",
       "      <td>2128.341238</td>\n",
       "      <td>2121.301973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Subscriber</th>\n",
       "      <td>826.752113</td>\n",
       "      <td>815.751659</td>\n",
       "      <td>1022.755127</td>\n",
       "      <td>1131.069144</td>\n",
       "      <td>803.214897</td>\n",
       "      <td>816.553381</td>\n",
       "      <td>781.432853</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "StartDay         Friday       Monday     Saturday       Sunday     Thursday  \\\n",
       "MemberType                                                                    \n",
       "Customer    2063.681970  2155.297637  2164.195151  2272.959807  2082.032464   \n",
       "Subscriber   826.752113   815.751659  1022.755127  1131.069144   803.214897   \n",
       "\n",
       "StartDay        Tuesday    Wednesday  \n",
       "MemberType                            \n",
       "Customer    2128.341238  2121.301973  \n",
       "Subscriber   816.553381   781.432853  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby(['StartDay', 'MemberType'])['TripDurationSec'].mean().unstack().T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c79d49e",
   "metadata": {},
   "source": [
    "# 交叉表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "331a6f4c",
   "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>StartDay</th>\n",
       "      <th>Friday</th>\n",
       "      <th>Monday</th>\n",
       "      <th>Saturday</th>\n",
       "      <th>Sunday</th>\n",
       "      <th>Thursday</th>\n",
       "      <th>Tuesday</th>\n",
       "      <th>Wednesday</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MemberType</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>Customer</th>\n",
       "      <td>13744</td>\n",
       "      <td>11850</td>\n",
       "      <td>33328</td>\n",
       "      <td>25850</td>\n",
       "      <td>8779</td>\n",
       "      <td>9193</td>\n",
       "      <td>8312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Subscriber</th>\n",
       "      <td>8165</td>\n",
       "      <td>6930</td>\n",
       "      <td>6485</td>\n",
       "      <td>5409</td>\n",
       "      <td>7827</td>\n",
       "      <td>7615</td>\n",
       "      <td>7975</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "StartDay    Friday  Monday  Saturday  Sunday  Thursday  Tuesday  Wednesday\n",
       "MemberType                                                                \n",
       "Customer     13744   11850     33328   25850      8779     9193       8312\n",
       "Subscriber    8165    6930      6485    5409      7827     7615       7975"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(index=data.MemberType, columns=data.StartDay) # 顶级方法，返回个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "bad3d260",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='StartDay'>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.crosstab(index=data.MemberType, columns=data.StartDay).T.plot.bar(rot=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eb567fb9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}