March Fare 19-20.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# How did COVID-19 affect public transportation for essential workers in New York City? \n",
    "\n",
    "I will compare the total metro card swipes from the week of the shutdown (March 22, 2020) to the same week during the previous year to see the changes in ridership."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Import and install important packages\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>REMOTE</th>\n",
       "      <th>STATION</th>\n",
       "      <th>FF</th>\n",
       "      <th>SEN/DIS</th>\n",
       "      <th>7-D AFAS UNL</th>\n",
       "      <th>30-D AFAS/RMF UNL</th>\n",
       "      <th>JOINT RR TKT</th>\n",
       "      <th>7-D UNL</th>\n",
       "      <th>30-D UNL</th>\n",
       "      <th>7D-XBUS PASS</th>\n",
       "      <th>...</th>\n",
       "      <th>AIRTRAIN 10-T</th>\n",
       "      <th>AIRTRAIN MTHLY</th>\n",
       "      <th>STUDENTS</th>\n",
       "      <th>NICE 2-T</th>\n",
       "      <th>CUNY-120</th>\n",
       "      <th>CUNY-60</th>\n",
       "      <th>FF VALUE</th>\n",
       "      <th>FF 7-DAY</th>\n",
       "      <th>FF 30-DAY</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>R001</td>\n",
       "      <td>WHITEHALL STREET</td>\n",
       "      <td>6499</td>\n",
       "      <td>490</td>\n",
       "      <td>130</td>\n",
       "      <td>359</td>\n",
       "      <td>2</td>\n",
       "      <td>3414</td>\n",
       "      <td>3140</td>\n",
       "      <td>42</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>167</td>\n",
       "      <td>0</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>205</td>\n",
       "      <td>145</td>\n",
       "      <td>97</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>R003</td>\n",
       "      <td>CYPRESS HILLS</td>\n",
       "      <td>917</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>611</td>\n",
       "      <td>383</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>35</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>R004</td>\n",
       "      <td>75TH STREET &amp; ELDERTS LANE</td>\n",
       "      <td>2110</td>\n",
       "      <td>77</td>\n",
       "      <td>4</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>1295</td>\n",
       "      <td>803</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>106</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>68</td>\n",
       "      <td>66</td>\n",
       "      <td>39</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>R005</td>\n",
       "      <td>85TH STREET &amp; FOREST PKWAY</td>\n",
       "      <td>2163</td>\n",
       "      <td>87</td>\n",
       "      <td>31</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>1316</td>\n",
       "      <td>911</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>59</td>\n",
       "      <td>33</td>\n",
       "      <td>40</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>R006</td>\n",
       "      <td>WOODHAVEN BOULEVARD</td>\n",
       "      <td>2281</td>\n",
       "      <td>118</td>\n",
       "      <td>33</td>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "      <td>1775</td>\n",
       "      <td>1074</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>145</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>52</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  REMOTE                         STATION    FF  SEN/DIS   7-D AFAS UNL  \\\n",
       "0   R001  WHITEHALL STREET                6499      490            130   \n",
       "1   R003  CYPRESS HILLS                    917       61              0   \n",
       "2   R004  75TH STREET & ELDERTS LANE      2110       77              4   \n",
       "3   R005  85TH STREET & FOREST PKWAY      2163       87             31   \n",
       "4   R006  WOODHAVEN BOULEVARD             2281      118             33   \n",
       "\n",
       "   30-D AFAS/RMF UNL  JOINT RR TKT  7-D UNL  30-D UNL  7D-XBUS PASS  \\\n",
       "0                359             2     3414      3140            42   \n",
       "1                 18             0      611       383             0   \n",
       "2                 37             0     1295       803             0   \n",
       "3                 45             0     1316       911             3   \n",
       "4                 36             3     1775      1074             0   \n",
       "\n",
       "                                   ...                                    \\\n",
       "0                                  ...                                     \n",
       "1                                  ...                                     \n",
       "2                                  ...                                     \n",
       "3                                  ...                                     \n",
       "4                                  ...                                     \n",
       "\n",
       "   AIRTRAIN 10-T  AIRTRAIN MTHLY  STUDENTS  NICE 2-T  CUNY-120  CUNY-60  \\\n",
       "0              0               0       167         0        84        0   \n",
       "1              0               0        50         0         6        0   \n",
       "2              0               0       106         0        33        0   \n",
       "3              0               0       118         0        24        0   \n",
       "4              0               0       145         0        47        0   \n",
       "\n",
       "   FF VALUE  FF 7-DAY  FF 30-DAY  \\\n",
       "0       205       145         97   \n",
       "1        44        35         13   \n",
       "2        68        66         39   \n",
       "3        59        33         40   \n",
       "4        58        52         28   \n",
       "\n",
       "                                                                          \n",
       "0                                                ...                      \n",
       "1                                                ...                      \n",
       "2                                                ...                      \n",
       "3                                                ...                      \n",
       "4                                                ...                      \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Import csv files week of March 21 - 27, 2020\n",
    "march_fare_url = 'http://web.mta.info/developers/data/nyct/fares/fares_200404.csv'\n",
    "march2020 = pd.read_csv(march_fare_url, header = 2)\n",
    "march2020.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['REMOTE', ' STATION', 'FF', 'SEN/DIS', ' 7-D AFAS UNL',\n",
       "       '30-D AFAS/RMF UNL', 'JOINT RR TKT', '7-D UNL', '30-D UNL',\n",
       "       '7D-XBUS PASS', 'TCMC', 'RF 2 TRIP', 'RR UNL NO TRADE',\n",
       "       'TCMC ANNUAL MC', 'MR EZPAY EXP', 'MR EZPAY UNL', 'PATH 2-T',\n",
       "       'AIRTRAIN FF', 'AIRTRAIN 30-D', 'AIRTRAIN 10-T', 'AIRTRAIN MTHLY',\n",
       "       'STUDENTS', 'NICE 2-T', 'CUNY-120', 'CUNY-60', 'FF VALUE', 'FF 7-DAY',\n",
       "       'FF 30-DAY',\n",
       "       '                                                                     '],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#View unique stations\n",
    "march2020.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 485 entries, 0 to 484\n",
      "Data columns (total 29 columns):\n",
      "REMOTE                                                                   485 non-null object\n",
      " STATION                                                                 485 non-null object\n",
      "FF                                                                       485 non-null int64\n",
      "SEN/DIS                                                                  485 non-null int64\n",
      " 7-D AFAS UNL                                                            485 non-null int64\n",
      "30-D AFAS/RMF UNL                                                        485 non-null int64\n",
      "JOINT RR TKT                                                             485 non-null int64\n",
      "7-D UNL                                                                  485 non-null int64\n",
      "30-D UNL                                                                 485 non-null int64\n",
      "7D-XBUS PASS                                                             485 non-null int64\n",
      "TCMC                                                                     485 non-null int64\n",
      "RF 2 TRIP                                                                485 non-null int64\n",
      "RR UNL NO TRADE                                                          485 non-null int64\n",
      "TCMC ANNUAL MC                                                           485 non-null int64\n",
      "MR EZPAY EXP                                                             485 non-null int64\n",
      "MR EZPAY UNL                                                             485 non-null int64\n",
      "PATH 2-T                                                                 485 non-null int64\n",
      "AIRTRAIN FF                                                              485 non-null int64\n",
      "AIRTRAIN 30-D                                                            485 non-null int64\n",
      "AIRTRAIN 10-T                                                            485 non-null int64\n",
      "AIRTRAIN MTHLY                                                           485 non-null int64\n",
      "STUDENTS                                                                 485 non-null int64\n",
      "NICE 2-T                                                                 485 non-null int64\n",
      "CUNY-120                                                                 485 non-null int64\n",
      "CUNY-60                                                                  485 non-null int64\n",
      "FF VALUE                                                                 485 non-null int64\n",
      "FF 7-DAY                                                                 485 non-null int64\n",
      "FF 30-DAY                                                                485 non-null int64\n",
      "                                                                         485 non-null object\n",
      "dtypes: int64(26), object(3)\n",
      "memory usage: 110.0+ KB\n"
     ]
    }
   ],
   "source": [
    "march2020.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Simplify column names\n",
    "march2020.rename(columns = {' STATION': 'Station',\n",
    "                                    'FF': 'Full Fare', \n",
    "                                    'SEN/DIS': 'Senior Citizen / Disabled', \n",
    "                                    ' 7-D AFAS UNL': '7 Day AFAS Unlimited', \n",
    "                                    '30-D AFAS/RMF UNL': '30 Day AFAS/RMF Unlimited',\n",
    "                                    'JOINT RR TKT':'Joint Railroad Ticket', \n",
    "                                    '7-D UNL': '7 Day Unlimited', \n",
    "                                    '30-D UNL': '30 Day Unlimited',\n",
    "                                    '7D-XBUS PASS': '7 Day Express Bus Pass',\n",
    "                                    'TCMC': 'Transit Check Metrocard',\n",
    "                                    'RF 2 TRIP' : 'Reduced Fare 2 Trip',\n",
    "                                    'RR UNL NO TRADE':'Rail Road Unlimited No Trade',\n",
    "                                    'TCMC ANNUAL MC':'Transit Check Metrocard Annual Metrocard', \n",
    "                                    'MR EZPAY EXP':'Mail and Ride Easy Pay Express', \n",
    "                                    'MR EZPAY UNL':'Mail and Ride Easy Pay Unlimited', \n",
    "                                    'PATH 2-T': 'Path 2 Trip',\n",
    "                                    'AIRTRAIN FF':'Airtrain Full Faire', \n",
    "                                    'AIRTRAIN 30-D': 'Airtrain 30 Day', \n",
    "                                    'AIRTRAIN 10-T': 'Airtrain 10 Trip',\n",
    "                                    'AIRTRAIN MTHLY': 'Airtrain Monthly',\n",
    "                                    'STUDENTS': 'Student Pass', \n",
    "                                    'NICE 2-T': 'Nassau Inter-County Express 2 Trip',\n",
    "                                    'CUNY-120': 'City University of New York 120', \n",
    "                                    'CUNY-60':'City University of New York 60', \n",
    "                                    'FF VALUE':'Full Fare Value',\n",
    "                                    'FF 7-DAY': 'Full Fare 7 Day',\n",
    "                                    'FF 30-DAY': 'Full Fare 30 Day' }, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>REMOTE</th>\n",
       "      <th>Station</th>\n",
       "      <th>Full Fare</th>\n",
       "      <th>Senior Citizen / Disabled</th>\n",
       "      <th>7 Day AFAS Unlimited</th>\n",
       "      <th>30 Day AFAS/RMF Unlimited</th>\n",
       "      <th>Joint Railroad Ticket</th>\n",
       "      <th>7 Day Unlimited</th>\n",
       "      <th>30 Day Unlimited</th>\n",
       "      <th>7 Day Express Bus Pass</th>\n",
       "      <th>...</th>\n",
       "      <th>Airtrain 10 Trip</th>\n",
       "      <th>Airtrain Monthly</th>\n",
       "      <th>Student Pass</th>\n",
       "      <th>Nassau Inter-County Express 2 Trip</th>\n",
       "      <th>City University of New York 120</th>\n",
       "      <th>City University of New York 60</th>\n",
       "      <th>Full Fare Value</th>\n",
       "      <th>Full Fare 7 Day</th>\n",
       "      <th>Full Fare 30 Day</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>R001</td>\n",
       "      <td>WHITEHALL STREET</td>\n",
       "      <td>6499</td>\n",
       "      <td>490</td>\n",
       "      <td>130</td>\n",
       "      <td>359</td>\n",
       "      <td>2</td>\n",
       "      <td>3414</td>\n",
       "      <td>3140</td>\n",
       "      <td>42</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>167</td>\n",
       "      <td>0</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>205</td>\n",
       "      <td>145</td>\n",
       "      <td>97</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>R003</td>\n",
       "      <td>CYPRESS HILLS</td>\n",
       "      <td>917</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>611</td>\n",
       "      <td>383</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>35</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>R004</td>\n",
       "      <td>75TH STREET &amp; ELDERTS LANE</td>\n",
       "      <td>2110</td>\n",
       "      <td>77</td>\n",
       "      <td>4</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>1295</td>\n",
       "      <td>803</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>106</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>68</td>\n",
       "      <td>66</td>\n",
       "      <td>39</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>R005</td>\n",
       "      <td>85TH STREET &amp; FOREST PKWAY</td>\n",
       "      <td>2163</td>\n",
       "      <td>87</td>\n",
       "      <td>31</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>1316</td>\n",
       "      <td>911</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>59</td>\n",
       "      <td>33</td>\n",
       "      <td>40</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>R006</td>\n",
       "      <td>WOODHAVEN BOULEVARD</td>\n",
       "      <td>2281</td>\n",
       "      <td>118</td>\n",
       "      <td>33</td>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "      <td>1775</td>\n",
       "      <td>1074</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>145</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>52</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  REMOTE                         Station  Full Fare  \\\n",
       "0   R001  WHITEHALL STREET                     6499   \n",
       "1   R003  CYPRESS HILLS                         917   \n",
       "2   R004  75TH STREET & ELDERTS LANE           2110   \n",
       "3   R005  85TH STREET & FOREST PKWAY           2163   \n",
       "4   R006  WOODHAVEN BOULEVARD                  2281   \n",
       "\n",
       "   Senior Citizen / Disabled  7 Day AFAS Unlimited  30 Day AFAS/RMF Unlimited  \\\n",
       "0                        490                   130                        359   \n",
       "1                         61                     0                         18   \n",
       "2                         77                     4                         37   \n",
       "3                         87                    31                         45   \n",
       "4                        118                    33                         36   \n",
       "\n",
       "   Joint Railroad Ticket  7 Day Unlimited  30 Day Unlimited  \\\n",
       "0                      2             3414              3140   \n",
       "1                      0              611               383   \n",
       "2                      0             1295               803   \n",
       "3                      0             1316               911   \n",
       "4                      3             1775              1074   \n",
       "\n",
       "   7 Day Express Bus Pass  \\\n",
       "0                      42   \n",
       "1                       0   \n",
       "2                       0   \n",
       "3                       3   \n",
       "4                       0   \n",
       "\n",
       "                                   ...                                    \\\n",
       "0                                  ...                                     \n",
       "1                                  ...                                     \n",
       "2                                  ...                                     \n",
       "3                                  ...                                     \n",
       "4                                  ...                                     \n",
       "\n",
       "   Airtrain 10 Trip  Airtrain Monthly  Student Pass  \\\n",
       "0                 0                 0           167   \n",
       "1                 0                 0            50   \n",
       "2                 0                 0           106   \n",
       "3                 0                 0           118   \n",
       "4                 0                 0           145   \n",
       "\n",
       "   Nassau Inter-County Express 2 Trip  City University of New York 120  \\\n",
       "0                                   0                               84   \n",
       "1                                   0                                6   \n",
       "2                                   0                               33   \n",
       "3                                   0                               24   \n",
       "4                                   0                               47   \n",
       "\n",
       "   City University of New York 60  Full Fare Value  Full Fare 7 Day  \\\n",
       "0                               0              205              145   \n",
       "1                               0               44               35   \n",
       "2                               0               68               66   \n",
       "3                               0               59               33   \n",
       "4                               0               58               52   \n",
       "\n",
       "   Full Fare 30 Day  \\\n",
       "0                97   \n",
       "1                13   \n",
       "2                39   \n",
       "3                40   \n",
       "4                28   \n",
       "\n",
       "                                                                          \n",
       "0                                                ...                      \n",
       "1                                                ...                      \n",
       "2                                                ...                      \n",
       "3                                                ...                      \n",
       "4                                                ...                      \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Test the replacement\n",
    "march2020.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['WHITEHALL STREET              ', 'CYPRESS HILLS                 ',\n",
       "       '75TH STREET & ELDERTS LANE    ', '85TH STREET & FOREST PKWAY    ',\n",
       "       'WOODHAVEN BOULEVARD           ', '104TH STREET                  ',\n",
       "       '111TH STREET                  ', '121ST STREET                  ',\n",
       "       '42ND STREET & 8TH AVENUE      ', '34TH STREET & 8TH AVENUE      ',\n",
       "       'FULTON STREET                 ', 'FIFTH AVENUE                  ',\n",
       "       'LEXINGTON AVENUE              ', 'ROOSEVELT AVE/JACKSON HTS     ',\n",
       "       '179TH STREET & HILLSIDE AVE   ', '47-50 STREETS/ROCKEFELLER     ',\n",
       "       '42ND STREET & 6TH AVENUE      ', '34TH STREET & 6TH AVENUE      ',\n",
       "       'SUTPHIN BOULEVARD             ', 'JAMAICA CENTER-PARSONS BLVD   ',\n",
       "       'WALL STREET                   ', 'FULTON & WILLIAM STREETS      ',\n",
       "       'PARK PLACE                    ', 'CHAMBERS STREET               ',\n",
       "       '34TH STREET & 7TH AVENUE      ', '42ND STREET/TIMES SQUARE      ',\n",
       "       '125TH STREET & BROADWAY       ', '168TH STREET & BROADWAY       ',\n",
       "       'DYCKMAN STREET                ', '207TH STREET                  ',\n",
       "       '215TH STREET                  ', '225TH STREET                  ',\n",
       "       '231ST STREET                  ', 'BOWLING GREEN & BATTERY PL    ',\n",
       "       'BOWLING GREEN & BROADWAY      ', 'BROOKLYN BRIDGE               ',\n",
       "       '42ND STREET & GRAND CENTRAL   ', '42ND STREET & 3RD AVENUE      ',\n",
       "       '51ST STREET & LEXINGTON AVE   ', '59TH STREET & LEXINGTON AVE   ',\n",
       "       'WOODLAWN ROAD                 ', '149TH STREET & 3RD AVENUE     ',\n",
       "       'FIFTH AVENUE & 42ND STREET    ', 'MAIN STREET                   ',\n",
       "       'NEVINS STREET                 ', 'BARCLAYS CENTER               ',\n",
       "       'BERGEN STREET                 ', 'GRAND ARMY PLAZA              ',\n",
       "       'EASTERN PARKWAY               ', 'NOSTRAND AVENUE               ',\n",
       "       'UTICA AVENUE                  ', 'SUTTER AVENUE                 ',\n",
       "       'SARATOGA AVENUE               ', 'ROCKAWAY AVENUE               ',\n",
       "       'JUNIUS STREET                 ', 'PENNSYLVANIA AVENUE           ',\n",
       "       'VAN SICLEN AVENUE             ', 'NEW LOTS AVENUE               ',\n",
       "       'ST GEORGE TERMINAL            ', '34TH STREET - HUDSON YARDS    ',\n",
       "       'FIFTH AVENUE & 60TH STREET    ', '57TH STREET & 7TH AVENUE      ',\n",
       "       '49TH STREET & 7TH AVENUE      ', '28TH STREET & BROADWAY        ',\n",
       "       '23RD STREET & 5TH AVENUE      ', '59TH STREET/COLUMBUS CIRCLE   ',\n",
       "       '8TH STREET & BROADWAY         ', 'PRINCE STREET & BROADWAY      ',\n",
       "       'CITY HALL                     ', 'CORTLANDT STREET              ',\n",
       "       'JAY ST-METROTECH              ', '39TH AVENUE & 31ST STREET     ',\n",
       "       '36TH AVENUE & 31ST STREET     ', 'BROADWAY & 31ST STREET        ',\n",
       "       '30TH AVENUE & 31ST STREET     ', 'ASTORIA BLVD & 31ST STREET    ',\n",
       "       'DITMARS BLVD & 31ST STREET    ', '82ND STREET-JACKSON HEIGHTS   ',\n",
       "       'JUNCTION BLVD-ROOSEVELT AVE   ', 'CHURCH AVENUE                 ',\n",
       "       'DEKALB AVENUE                 ', 'METROPOLITAN AVENUE           ',\n",
       "       '145TH STREET                  ', '125TH STREET                  ',\n",
       "       'BROADWAY-EAST NEW YORK        ', '167TH ST-GRAND CONCOURSE      ',\n",
       "       '14TH STREET & 7TH AVENUE      ', 'CASTLE HILL AVENUE            ',\n",
       "       'WESTCHESTER SQUARE            ', 'BOROUGH HALL - COURT STREET   ',\n",
       "       'CHURCH AVENUE & NOSTRAND AV   ', 'FLATBUSH AVE & NOSTRAND AV    ',\n",
       "       '23RD STREET & 8TH AVENUE      ', 'FORDHAM RD/GRAND CONCOURSE    ',\n",
       "       'SEVENTH AVENUE & WEST 53RD    ', 'PARSONS BLVD & HILLSIDE AV    ',\n",
       "       '169TH STREET & HILLSIDE AVE   ', '50TH STREET & 7TH AVENUE      ',\n",
       "       '242ND STREET & BROADWAY       ', 'CANAL STREET                  ',\n",
       "       'FORDHAM ROAD & JEROME AVE     ', 'MORRISON AVE & WESTCHESTER    ',\n",
       "       'QUEENSBORO PLAZA              ', '90TH STREET/ELMHURST AVENUE   ',\n",
       "       'FRANKLIN AVE/EASTERN PKWY     ', 'KINGSTON AVE/EASTERN PKWY     ',\n",
       "       'BROAD STREET & WALL STREET    ', '175TH STREET/FT WASHINGTON    ',\n",
       "       'SUTPHIN BLVD-HILLSIDE AVE     ', 'BERGEN STREET-SMITH STREET    ',\n",
       "       'KINGS HIGHWAY-MCDONALD AVE    ', '23RD STREET-PARK AVE SOUTH    ',\n",
       "       '125TH STREET-LEXINGTON AVE    ', 'MOSHOLU PARKWAY-JEROME AVE    ',\n",
       "       'HUNTERS PT AVE-49TH AVE       ', 'NEWKIRK AVE-NOSTRAND AVE      ',\n",
       "       'SHEEPSHEAD BAY ROAD           ', 'MYRTLE AVE-GATES AVENUE       ',\n",
       "       'WEST 4TH ST-WASHINGTON SQ     ', 'CANAL STREET-LISPENARD ST     ',\n",
       "       'QUEENS PLAZA-JACKSON AVE      ', '71ST AVE-CONTINENTAL AVE      ',\n",
       "       'ESSEX ST-DELANCEY ST          ', '28TH STREET-PARK AVE SOUTH    ',\n",
       "       '96TH STREET-LEXINGTON AVE     ', '241ST ST-WHITE PLAINS RD      ',\n",
       "       'HUNTS PT AVE-SOUTHERN BLVD    ', '61ST STREET-ROOSEVELT AVE     ',\n",
       "       'PARKSIDE AVE-OCEAN AVE        ', 'NEWKIRK PLAZA                 ',\n",
       "       'AVENUE U-EAST 16TH STREET     ', 'STILLWELL AVE-CONEY ISLAND    ',\n",
       "       'ROCKAWAY PKWY-GLENWOOD RD     ', 'UTICA AVE-STUYVESANT AVE      ',\n",
       "       'TREMONT AVE-179TH ST          ', 'KINGSBRIDGE RD-196TH ST       ',\n",
       "       'BEDFORD PARK BLVD-203RD ST    ', '205TH ST-BAINBRIDGE AVE       ',\n",
       "       'UNION TURNPIKE-KEW GARDENS    ', '116TH STREET-COLUMBIA         ',\n",
       "       'ASTOR PLACE-4 AVENUE          ', 'KINGSBRIDGE RD-JEROME AVE     ',\n",
       "       'ELDER AVE-WESTCHESTER AVE     ', '14TH STREET-6TH AVENUE        ',\n",
       "       '66TH STREET-BROADWAY          ', 'TOMPKINSVILLE                 ',\n",
       "       '79TH STREET-BROADWAY          ', '86TH STREET-BROADWAY          ',\n",
       "       '96TH STREET-BROADWAY          ', '137TH STREET-BROADWAY         ',\n",
       "       '14TH STREET-UNION SQUARE      ', '7TH AVENUE-PARK PLACE         ',\n",
       "       'BRIGHTON BEACH-CONEY ISLAND   ', '207TH STREET-BROADWAY         ',\n",
       "       '181ST STREET-FT WASH AVE      ', '8TH AVENUE-14TH STREET        ',\n",
       "       '33RD STREET-PARK AVENUE       ', '68TH STREET-HUNTER COLLEGE    ',\n",
       "       '77TH STREET-LEXINGTON AVE     ', '86TH STREET-LEXINGTON AVE     ',\n",
       "       '103RD STREET-LEXINGTON AVE    ', '110TH STREET-LEXINGTON AVE    ',\n",
       "       '116TH STREET-LEXINGTON AVE    ', 'BEDFORD PARK BLVD-JEROME AV   ',\n",
       "       'CORTELYOU RD-EAST 16TH ST     ', 'DYCKMAN STREET-BROADWAY       ',\n",
       "       '86TH ST-CENTRAL PARK WEST     ', '81ST STREET-MUSEUM            ',\n",
       "       '50TH STREET-8TH AVENUE        ', 'CHRISTOPHER ST-SHERIDAN SQ    ',\n",
       "       '23RD STREET-7TH AVENUE        ', '103RD STREET-BROADWAY         ',\n",
       "       '110TH STREET-BROADWAY         ', '157TH STREET-BROADWAY         ',\n",
       "       'BLEECKER ST-LAFAYETTE ST      ', '161ST STREET-YANKEE STADIUM   ',\n",
       "       'PROSPECT PARK-EMPIRE BLVD     ', '36TH STREET-4TH AVENUE        ',\n",
       "       'NOSTRAND AVE-FULTON ST        ', 'KINGSTON AVE-THROOP AVE       ',\n",
       "       'EUCLID AVE-PITKIN AVE         ', 'WOODHAVEN BLVD-QUEENS BLVD    ',\n",
       "       '63RD DRIVE-REGO PARK          ', '23RD STREET-6TH AVENUE        ',\n",
       "       'CHURCH AVE-MCDONALD AVE       ', '149TH ST-GRAND CONCOURSE      ',\n",
       "       '125TH STREET-LENOX AVENUE     ', '135TH STREET-LENOX AVENUE     ',\n",
       "       '103RD ST-ROOSEVELT AVE        ', 'STERLING ST-NOSTRAND AVE      ',\n",
       "       'BEVERLY RD-NOSTRAND AVE       ', 'KINGS HIGHWAY-EAST 16TH ST    ',\n",
       "       '59TH STREET-4TH AVENUE        ', 'BAY RIDGE AVE-4TH AVENUE      ',\n",
       "       '77TH STREET-4TH AVENUE        ', '86TH STREET-4TH AVENUE        ',\n",
       "       'BAY RIDGE - 95TH STREET       ', 'HOYT ST-SCHERMERHORN ST       ',\n",
       "       'ELMHURST AVE-BROADWAY         ', '67TH AVENUE-QUEENS BLVD       ',\n",
       "       'CARROLL ST-PRESIDENT ST       ', '167TH STREET-RIVER AVENUE     ',\n",
       "       '177TH STREET-PARKCHESTER      ', '46TH ST-BLISS ST              ',\n",
       "       'CLARK STREET-HENRY STREET     ', 'HOYT STREET-HOYT STREET       ',\n",
       "       'GUN HILL ROAD-SEYMOUR         ', 'RECTOR STREET-CHURCH STREET   ',\n",
       "       'AVENUE J-EAST 16TH STREET     ', 'AVENUE M-EAST 16TH STREET     ',\n",
       "       'NECK ROAD-EAST 16TH STREET    ', 'UNION STREET-4TH AVENUE       ',\n",
       "       '45TH STREET-4TH AVENUE        ', '53RD STREET-4TH AVENUE        ',\n",
       "       '50TH STREET-NEW UTRECHT AVE   ', 'BEDFORD AVE-NORTH 7TH ST      ',\n",
       "       'DEKALB AVE-WYCKOFF AVE        ', '182ND STREET-183RD STREET     ',\n",
       "       'STEINWAY ST-BROADWAY          ', 'GREENPOINT AVE                ',\n",
       "       'GRAND ST-CHRISTIE ST          ', '15TH ST-PROSPECT PARK WEST    ',\n",
       "       '18TH AVE-MCDONALD AVE         ', '170TH STREET-JEROME AVENUE    ',\n",
       "       'BURNSIDE AVE-JEROME AVE       ', 'ST LAWRENCE AVE-WEST AVE      ',\n",
       "       'PROSPECT AVENUE-4TH AVENUE    ', '55TH ST-NEW UTRECHT AVE       ',\n",
       "       '1ST AVENUE-14TH STREET        ', 'GRAHAM AVE-METROPOLITAN AVE   ',\n",
       "       'GRAND ST-BUSHWICK AVE         ', '96TH ST-CENTRAL PARK WEST     ',\n",
       "       'HIGH ST-CADMAN PLAZA WEST     ', '174TH-175TH ST-GRAND CONCOU   ',\n",
       "       'GRAND AVE-QUEENS BOULEVARD    ', 'VAN WYCK BLVD-MAIN STREET     ',\n",
       "       'NASSAU AVE-MANHATTAN AVE      ', 'EAST BROADWAY-MADISON ST      ',\n",
       "       '4TH AVENUE-9TH STREET         ', 'ROOSEVELT ISLAND              ',\n",
       "       '181ST STREET-ST NICHOLAS AV   ', '40TH STREET-LOWERY STREET     ',\n",
       "       'BEVERLEY ROAD -EAST 15TH ST   ', 'AVENUE H-EAST 16TH STREET     ',\n",
       "       'OCEAN PKWAY-BRIGHTON BCH AV   ', 'MONTROSE AVENUE               ',\n",
       "       'HALSEY STREET-WYCKOFF AVE     ', '46TH STREET-BROADWAY          ',\n",
       "       'METROPOLITAN AVE-LORIMER ST   ', 'BEDFORD AVENUE-NOSTRAND AVE   ',\n",
       "       'SMITH STREET-9TH STREET       ', 'AVENUE X-MCDONALD AVENUE      ',\n",
       "       '28TH STREET-7TH AVENUE        ', '145TH STREET-BROADWAY         ',\n",
       "       '191ST STREET-ST NICHOLAS AV   ', '183RD STREET-JEROME AVENUE    ',\n",
       "       'JACKSON AVENUE-VERNON BLVD    ', 'PRESIDENT ST-NOSTRAND AVE     ',\n",
       "       '25TH STREET-4TH AVENUE        ', 'JEFFERSON STREET-WYCKOFF AV   ',\n",
       "       '190TH STREET-OVERLOOK TERR    ', '72ND STREET-CENTRAL PK WEST   ',\n",
       "       'SPRING STREET-6TH AVENUE      ', 'LAFAYETTE AVENUE-FULTON ST    ',\n",
       "       'CLINTON AVENUE-FULTON ST      ', 'MOTT AVENUE-BEACH 22ND ST     ',\n",
       "       'MYRTLE AVENUE-MARCY AVENUE    ', 'CLASSON AVENUE-LAFAYETTE AV   ',\n",
       "       '7TH AVENUE-9TH STREET         ', 'FT HAMILTON PKY-GREENWOOD     ',\n",
       "       'HOUSTON STREET-VARICK ST      ', '33RD STREET-QUEENS BLVD       ',\n",
       "       'BAYCHESTER AVE-TILLOTSON      ', '34TH STREET - PENN STATION    ',\n",
       "       'MORGAN AVENUE-HARRISON PL     ', 'WILSON AVENUE-MOFFAT STREET   ',\n",
       "       '163RD ST & AMSTERDAM AVE      ', 'FRANKLIN AVENUE-FULTON ST     ',\n",
       "       'NORTHERN BLVD-BROADWAY        ', 'BROADWAY - UNION AVENUE       ',\n",
       "       '2ND AVENUE-HOUSTON STREET     ', 'YORK STREET-JAY STREET        ',\n",
       "       '57TH STREET-6TH AVENUE        ', '21ST STREET-QUEENSBRIDGE      ',\n",
       "       'RECTOR STREET-GREENWICH ST    ', 'WTC-CORTLANDT ST              ',\n",
       "       '238TH STREET-BROADWAY         ', '138TH ST-GRAND CONCOURSE      ',\n",
       "       'MT EDEN AVENUE-JEROME AVE     ', '176TH STREET-JEROME AVENUE    ',\n",
       "       '111TH STREET-ROOSEVELT AVE    ', 'BOWERY STREET-DELANCEY ST     ',\n",
       "       'WEST 6TH STREET-SURF AVENUE   ', 'BUSHWICK AVENUE-ABERDEEN ST   ',\n",
       "       '103RD ST-CENTRAL PARK WEST    ', '155TH STREET-8TH AVENUE       ',\n",
       "       'FLUSHING AVENUE-MARCY AVE     ', 'LAFAYETTE AV-WASHINGTON AV    ',\n",
       "       'FULTON STREET-LAFAYETTE AV    ', '63RD STREET-LEXINGTON AVE     ',\n",
       "       'CANAL STREET-VARICK STREET    ', '18TH STREET-7TH AVENUE        ',\n",
       "       'SPRING STREET-LAFAYETTE ST    ', '111TH STREET-LENOX AVENUE     ',\n",
       "       '116TH STREET-LENOX AVENUE     ', 'WHITLOCK AVE-WESTCHESTER AV   ',\n",
       "       'ZEREGA AVE-WESTCHESTER AVE    ', '52ND STREET-ROOSEVELT AVE     ',\n",
       "       'WILLETS PT BLVD-ROOSEVELT     ', 'MORRIS PARK-PAULDING AVENUE   ',\n",
       "       '3RD AVENUE-14TH STREET        ', '155TH STREET-ST NICHOLAS AV   ',\n",
       "       '135TH STREET-ST NICHOLAS AV   ', '116TH STREET-8TH AVENUE       ',\n",
       "       '110TH STREET-8TH AVENUE       ', 'GASTON AVENUE-BEACH 67TH ST   ',\n",
       "       'STRAITON AVE-BEACH 60TH ST    ', 'FRANK AVENUE-BEACH 44TH ST    ',\n",
       "       'EDGEMERE-BEACH 36TH STREET    ', '36TH STREET-NORTHERN BLVD     ',\n",
       "       '65TH STREET-BROADWAY          ', '75TH AVENUE-QUEENS BLVD       ',\n",
       "       'VAN WYCK BLVD-METROPOLITAN    ', 'FRANKLIN STREET-WEST BWAY     ',\n",
       "       '145TH STREET-LENOX AVENUE     ', '148TH STREET-LENOX AVENUE     ',\n",
       "       'COURT SQ                      ', '69TH STREET-ROOSEVELT AVE     ',\n",
       "       'ATLANTIC AV-VAN SINDEREN AV   ', 'SUTTER AVE-VAN SINDEREN AVE   ',\n",
       "       'LIVONIA AVE-VAN SINDEREN AV   ', 'HEWES STREET-BROADWAY         ',\n",
       "       'LORIMER STREET-BROADWAY       ', '104TH STREET-LIBERTY AVENUE   ',\n",
       "       '109TH STREET-LIBERTY AVENUE   ', 'LEFFERTS BLVD-LIBERTY AVE     ',\n",
       "       'NORTH CONDUIT AVE-COHANCEY    ', 'BEACH 25TH STREET-WAVECREST   ',\n",
       "       'COURT SQ-23 ST                ', '21ST STREET-JACKSON AVENUE    ',\n",
       "       'PELHAM PKWY-WHITE PLAINS RD   ', 'ALLERTON AV-WHITE PLAINS RD   ',\n",
       "       'BURKE AVE-WHITE PLAINS ROAD   ', 'GUNHILL RD-WHITE PLAINS RD    ',\n",
       "       '219TH ST-WHITE PLAINS ROAD    ', '225TH ST-WHITE PLAINS ROAD    ',\n",
       "       '233RD ST-WHITE PLAINS ROAD    ', '9TH AVENUE-39TH STREET        ',\n",
       "       'FORT HAMILTON PKWY-45TH ST    ', '71ST STREET-NEW UTRECHT AVE   ',\n",
       "       '79TH STREET-17TH AVENUE       ', '18TH AVENUE-86TH STREET       ',\n",
       "       '20TH AVENUE-86TH STREET       ', 'BAY PARKWAY-86TH STREET       ',\n",
       "       'NEW LOTS AV-VAN SINDEREN AV   ', 'EAST 105TH ST-FARRAGUT ROAD   ',\n",
       "       'FLUSHING AVE-BROADWAY         ', 'MYRTLE AVENUE-BROADWAY        ',\n",
       "       'KOSCIUSZKO STREET-BROADWAY    ', 'GATES AVENUE-BROADWAY         ',\n",
       "       'HALSEY STREET-BROADWAY        ', 'GRANT AVENUE-PITKIN AVENUE    ',\n",
       "       'HUDSON STREET-78TH STREET     ', 'BOYD STREET-88TH STREET       ',\n",
       "       'ROCKAWAY BLVD-LIBERTY AVE     ', '174TH STREET-SOUTHERN BLVD    ',\n",
       "       'EAST TREMONT AVENUE-178 ST    ', 'EAST 180TH ST-MORRIS PARK     ',\n",
       "       'BRONX PARK EAST               ', '8TH AVENUE-62ND STREET        ',\n",
       "       'FORT HAMILTON PARKWAY-62ND    ', '18TH AVENUE-62ND STREET       ',\n",
       "       '20TH AVENUE-62ND STREET       ', 'BAY PARKWAY-66TH STREET       ',\n",
       "       'KINGS HIGHWAY-WEST 7TH ST     ', 'AVENUE U-WEST 7TH STREET      ',\n",
       "       '86TH STREET-AVENUE V          ', 'NEW UTRECHT AVENUE-62ND ST    ',\n",
       "       '25TH AVENUE-86TH STREET       ', 'BAY 50TH STREET-STILLWELL     ',\n",
       "       'CENTRAL AVE-MYRTLE AVE        ', 'SENECA AVENUE-PALMETTO ST     ',\n",
       "       'FOREST AVENUE-PUTNAM AVENUE   ', 'FRESH POND ROAD-68TH AVENUE   ',\n",
       "       'JACKSON AVENUE-WESTCHESTER    ', 'PROSPECT AVENUE-WESTCHESTER   ',\n",
       "       'INTERVALE 163RD STREET        ', 'SIMPSON ST-WESTCHESTER AVE    ',\n",
       "       'FREEMAN ST-SOUTHERN BLVD      ', 'PARK PLACE-FRANKLIN AVENUE    ',\n",
       "       'BOTANIC GARDEN-FRANKLIN AVE   ', 'KNICKERBOCKER AVE-MYRTLE AV   ',\n",
       "       'HOWARD BEACH-159TH AVE        ', 'BROAD CHANNEL-NOEL ROAD       ',\n",
       "       'HOLLAND-BEACH 90TH STREET     ', 'PLAYLAND-BEACH 98TH STREET    ',\n",
       "       'SEASIDE BEACH-105TH STREET    ', 'ROCKAWAY PARK-BEACH 116TH     ',\n",
       "       'DITMAS AVE-MCDONALD AVE       ', 'AVENUE I-MCDONALD AVENUE      ',\n",
       "       'MCDONALD AVE-22ND AVE         ', 'AVENUE N-MCDONALD AVENUE      ',\n",
       "       'AVENUE P-MCDONALD AVENUE      ', 'AVENUE U-MCDONALD AVENUE      ',\n",
       "       'NEPTUNE AVE-MCDONALD AVENUE   ', 'MIDDLETOWN ROAD-WESTCHESTER   ',\n",
       "       'BUHRE AVE-WESTCHESTER AVE     ', 'PELHAM BAY PARK-BRUCKNER BL   ',\n",
       "       'PELHAM PKWY-ESPLANADE         ', 'DYRE AVENUE-LIGHT STREET      ',\n",
       "       'CHAUNCEY STREET-ROCKAWAY AV   ', 'ALABAMA AVENUE-FULTON ST      ',\n",
       "       'VAN SICLEN AVENUE-FULTON ST   ', 'CLEVELAND STREET-FULTON ST    ',\n",
       "       'NORWOOD AVENUE-FULTON ST      ', 'CRESCENT STREET-FULTON ST     ',\n",
       "       'RALPH AVENUE-FULTON STREET    ', 'ROCKAWAY AVE-HOPKINSON AVE    ',\n",
       "       'LIBERTY AVE-PENNSYLVANIA AV   ', 'VAN SICLEN AVE-PITKIN AVE     ',\n",
       "       'SHEPHERD AVE-PITKIN AVE       ', '170TH STREET-GRAND CONC.      ',\n",
       "       '238TH ST-WHITE PLAINS ROAD    ', '138TH STREET-3RD AVE          ',\n",
       "       'BROOK AVENUE-138TH STREET     ', 'CYPRESS AVENUE-138TH STREET   ',\n",
       "       'EAST 143RD ST-SOUTHERN BLVD   ', 'EAST 149TH ST-SOUTHERN BLVD   ',\n",
       "       'LONGWOOD AVE-SOUTHERN BLVD    ', 'WINTHROP ST-NOSTRAND AVE      ',\n",
       "       '72ND STREET & BROADWAY        ', 'HOYT STREET-FULTON STREET     ',\n",
       "       'MARCY AVENUE-BROADWAY         ', 'BROADWAY LAFAYETTE-BLEECKER   ',\n",
       "       'CANAL STREET-BROADWAY         ', 'CANAL ST-LAFAYETTE ST EAST    ',\n",
       "       'AQUEDUCT RACE TRACK           ', 'RI TRAMWAY (MANHATTAN)        ',\n",
       "       'RI TRAMWAY (ROOSEVELT)        ', 'AIRTRAIN @ HOWARD BEACH       ',\n",
       "       'AIRTRAIN JAMAICA CENTER 1     ', 'PA-PATH WORLD TRADE CNTR      ',\n",
       "       'PA-PATH THIRTY THIRD ST       ', 'PA-PATH TWENTY THIRD ST       ',\n",
       "       'PA-PATH EXCHANGE PLACE        ', 'PA-PATH HARRISON              ',\n",
       "       'PA-PATH 14TH STREET           ', 'PA-PATH PAVONIA/NEWPORT       ',\n",
       "       'PA-PATH 9TH STREET            ', 'PA-PATH CHRISTOPHER ST        ',\n",
       "       'PA-PATH NEWARK                ', 'PA-PATH HOBOKEN               ',\n",
       "       'PA-PATH GROVE ST              ', 'PA-PATH JOURNAL SQUARE        ',\n",
       "       'SBS-M15 @ LIVINGSTON PLAZA    ', 'SBS-BX12 @ LIVINGSTON PLAZA   ',\n",
       "       'SBS-M34 @ LIVINGSTON PLAZA    ', 'SBS-BX41 @ LIVINGSTON PLAZA   ',\n",
       "       'SBS-B44 @ LIVINGSTON PLAZA    ', 'SBS-M60 @ LIVINGSTON PLAZA    ',\n",
       "       'SBS-M86 @ LIVINGSTON PLAZA    ', 'MTABC - EASTCHESTER 2         ',\n",
       "       'SBS-B46 @ LIVINGSTON PLAZA    ', 'SBS-Q44 @ LIVINGSTON PLAZA    ',\n",
       "       'SBS-M23 @ LIVINGSTON PLAZA    ', 'SBS-M79 @ LIVINGSTON PLAZA    ',\n",
       "       'SBS-BX6 @ LIVINGSTON PLAZA    ', '72ND STREET - 2 AVENUE        ',\n",
       "       '86TH STREET - 2 AVENUE        ', '96TH STREET - 2 AVENUE        ',\n",
       "       'SBS-Q52/53 @ LIVINGSTON PLAZA ', 'SBS-B82 @ LIVINGSTON PLAZA    ',\n",
       "       'SBS-M14 @ LIVINGSTON PLAZA    '], dtype=object)"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Look at the station names for MTA\n",
    "march2020['Station'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "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>REMOTE</th>\n",
       "      <th>Station</th>\n",
       "      <th>Full Fare</th>\n",
       "      <th>Senior Citizen / Disabled</th>\n",
       "      <th>7 Day AFAS Unlimited</th>\n",
       "      <th>30 Day AFAS/RMF Unlimited</th>\n",
       "      <th>Joint Railroad Ticket</th>\n",
       "      <th>7 Day Unlimited</th>\n",
       "      <th>30 Day Unlimited</th>\n",
       "      <th>7 Day Express Bus Pass</th>\n",
       "      <th>...</th>\n",
       "      <th>Airtrain Monthly</th>\n",
       "      <th>Student Pass</th>\n",
       "      <th>Nassau Inter-County Express 2 Trip</th>\n",
       "      <th>City University of New York 120</th>\n",
       "      <th>City University of New York 60</th>\n",
       "      <th>Full Fare Value</th>\n",
       "      <th>Full Fare 7 Day</th>\n",
       "      <th>Full Fare 30 Day</th>\n",
       "      <th></th>\n",
       "      <th>Total Sum of Swipes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>R001</td>\n",
       "      <td>WHITEHALL STREET</td>\n",
       "      <td>6499</td>\n",
       "      <td>490</td>\n",
       "      <td>130</td>\n",
       "      <td>359</td>\n",
       "      <td>2</td>\n",
       "      <td>3414</td>\n",
       "      <td>3140</td>\n",
       "      <td>42</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>167</td>\n",
       "      <td>0</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>205</td>\n",
       "      <td>145</td>\n",
       "      <td>97</td>\n",
       "      <td>...</td>\n",
       "      <td>15485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>R003</td>\n",
       "      <td>CYPRESS HILLS</td>\n",
       "      <td>917</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>611</td>\n",
       "      <td>383</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>35</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>2197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>R004</td>\n",
       "      <td>75TH STREET &amp; ELDERTS LANE</td>\n",
       "      <td>2110</td>\n",
       "      <td>77</td>\n",
       "      <td>4</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>1295</td>\n",
       "      <td>803</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>106</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>68</td>\n",
       "      <td>66</td>\n",
       "      <td>39</td>\n",
       "      <td>...</td>\n",
       "      <td>4876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>R005</td>\n",
       "      <td>85TH STREET &amp; FOREST PKWAY</td>\n",
       "      <td>2163</td>\n",
       "      <td>87</td>\n",
       "      <td>31</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>1316</td>\n",
       "      <td>911</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>59</td>\n",
       "      <td>33</td>\n",
       "      <td>40</td>\n",
       "      <td>...</td>\n",
       "      <td>4986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>R006</td>\n",
       "      <td>WOODHAVEN BOULEVARD</td>\n",
       "      <td>2281</td>\n",
       "      <td>118</td>\n",
       "      <td>33</td>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "      <td>1775</td>\n",
       "      <td>1074</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>145</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>52</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>5832</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  REMOTE                         Station  Full Fare  \\\n",
       "0   R001  WHITEHALL STREET                     6499   \n",
       "1   R003  CYPRESS HILLS                         917   \n",
       "2   R004  75TH STREET & ELDERTS LANE           2110   \n",
       "3   R005  85TH STREET & FOREST PKWAY           2163   \n",
       "4   R006  WOODHAVEN BOULEVARD                  2281   \n",
       "\n",
       "   Senior Citizen / Disabled  7 Day AFAS Unlimited  30 Day AFAS/RMF Unlimited  \\\n",
       "0                        490                   130                        359   \n",
       "1                         61                     0                         18   \n",
       "2                         77                     4                         37   \n",
       "3                         87                    31                         45   \n",
       "4                        118                    33                         36   \n",
       "\n",
       "   Joint Railroad Ticket  7 Day Unlimited  30 Day Unlimited  \\\n",
       "0                      2             3414              3140   \n",
       "1                      0              611               383   \n",
       "2                      0             1295               803   \n",
       "3                      0             1316               911   \n",
       "4                      3             1775              1074   \n",
       "\n",
       "   7 Day Express Bus Pass  ...  Airtrain Monthly  Student Pass  \\\n",
       "0                      42  ...                 0           167   \n",
       "1                       0  ...                 0            50   \n",
       "2                       0  ...                 0           106   \n",
       "3                       3  ...                 0           118   \n",
       "4                       0  ...                 0           145   \n",
       "\n",
       "   Nassau Inter-County Express 2 Trip  City University of New York 120  \\\n",
       "0                                   0                               84   \n",
       "1                                   0                                6   \n",
       "2                                   0                               33   \n",
       "3                                   0                               24   \n",
       "4                                   0                               47   \n",
       "\n",
       "   City University of New York 60  Full Fare Value  Full Fare 7 Day  \\\n",
       "0                               0              205              145   \n",
       "1                               0               44               35   \n",
       "2                               0               68               66   \n",
       "3                               0               59               33   \n",
       "4                               0               58               52   \n",
       "\n",
       "   Full Fare 30 Day  \\\n",
       "0                97   \n",
       "1                13   \n",
       "2                39   \n",
       "3                40   \n",
       "4                28   \n",
       "\n",
       "                                                                          \\\n",
       "0                                                ...                       \n",
       "1                                                ...                       \n",
       "2                                                ...                       \n",
       "3                                                ...                       \n",
       "4                                                ...                       \n",
       "\n",
       "   Total Sum of Swipes  \n",
       "0                15485  \n",
       "1                 2197  \n",
       "2                 4876  \n",
       "3                 4986  \n",
       "4                 5832  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate total swipes by adding all the columns\n",
    "march2020['Total Sum of Swipes'] = march2020.apply(lambda row : row['Full Fare':'Full Fare 30 Day'].sum(),axis = 1)\n",
    "march2020.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4287692"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Calculate the total number of swipes across all stations\n",
    "march2020['Total Sum of Swipes'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>REMOTE</th>\n",
       "      <th>Station</th>\n",
       "      <th>Full Fare</th>\n",
       "      <th>Senior Citizen / Disabled</th>\n",
       "      <th>7 Day AFAS Unlimited</th>\n",
       "      <th>30 Day AFAS/RMF Unlimited</th>\n",
       "      <th>Joint Railroad Ticket</th>\n",
       "      <th>7 Day Unlimited</th>\n",
       "      <th>30 Day Unlimited</th>\n",
       "      <th>7 Day Express Bus Pass</th>\n",
       "      <th>...</th>\n",
       "      <th>Airtrain Monthly</th>\n",
       "      <th>Student Pass</th>\n",
       "      <th>Nassau Inter-County Express 2 Trip</th>\n",
       "      <th>City University of New York 120</th>\n",
       "      <th>City University of New York 60</th>\n",
       "      <th>Full Fare Value</th>\n",
       "      <th>Full Fare 7 Day</th>\n",
       "      <th>Full Fare 30 Day</th>\n",
       "      <th></th>\n",
       "      <th>Total Sum of Swipes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>R170</td>\n",
       "      <td>14TH STREET-UNION SQUARE</td>\n",
       "      <td>18891</td>\n",
       "      <td>1538</td>\n",
       "      <td>436</td>\n",
       "      <td>878</td>\n",
       "      <td>19</td>\n",
       "      <td>13165</td>\n",
       "      <td>13946</td>\n",
       "      <td>64</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>586</td>\n",
       "      <td>0</td>\n",
       "      <td>295</td>\n",
       "      <td>0</td>\n",
       "      <td>601</td>\n",
       "      <td>654</td>\n",
       "      <td>509</td>\n",
       "      <td>...</td>\n",
       "      <td>54578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>R018</td>\n",
       "      <td>ROOSEVELT AVE/JACKSON HTS</td>\n",
       "      <td>18329</td>\n",
       "      <td>1334</td>\n",
       "      <td>383</td>\n",
       "      <td>848</td>\n",
       "      <td>0</td>\n",
       "      <td>11970</td>\n",
       "      <td>16198</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>509</td>\n",
       "      <td>0</td>\n",
       "      <td>207</td>\n",
       "      <td>0</td>\n",
       "      <td>320</td>\n",
       "      <td>202</td>\n",
       "      <td>392</td>\n",
       "      <td>...</td>\n",
       "      <td>53351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>R025</td>\n",
       "      <td>JAMAICA CENTER-PARSONS BLVD</td>\n",
       "      <td>19182</td>\n",
       "      <td>1374</td>\n",
       "      <td>339</td>\n",
       "      <td>554</td>\n",
       "      <td>1</td>\n",
       "      <td>13333</td>\n",
       "      <td>8003</td>\n",
       "      <td>21</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>794</td>\n",
       "      <td>0</td>\n",
       "      <td>325</td>\n",
       "      <td>0</td>\n",
       "      <td>531</td>\n",
       "      <td>371</td>\n",
       "      <td>287</td>\n",
       "      <td>...</td>\n",
       "      <td>47599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>R055</td>\n",
       "      <td>MAIN STREET</td>\n",
       "      <td>16767</td>\n",
       "      <td>1622</td>\n",
       "      <td>251</td>\n",
       "      <td>879</td>\n",
       "      <td>17</td>\n",
       "      <td>9891</td>\n",
       "      <td>11219</td>\n",
       "      <td>18</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>439</td>\n",
       "      <td>0</td>\n",
       "      <td>165</td>\n",
       "      <td>0</td>\n",
       "      <td>288</td>\n",
       "      <td>166</td>\n",
       "      <td>292</td>\n",
       "      <td>...</td>\n",
       "      <td>43762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>R011</td>\n",
       "      <td>42ND STREET &amp; 8TH AVENUE</td>\n",
       "      <td>25198</td>\n",
       "      <td>1015</td>\n",
       "      <td>222</td>\n",
       "      <td>393</td>\n",
       "      <td>5</td>\n",
       "      <td>5702</td>\n",
       "      <td>6888</td>\n",
       "      <td>43</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>367</td>\n",
       "      <td>0</td>\n",
       "      <td>127</td>\n",
       "      <td>0</td>\n",
       "      <td>318</td>\n",
       "      <td>158</td>\n",
       "      <td>163</td>\n",
       "      <td>...</td>\n",
       "      <td>42982</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    REMOTE                         Station  Full Fare  \\\n",
       "160   R170  14TH STREET-UNION SQUARE            18891   \n",
       "16    R018  ROOSEVELT AVE/JACKSON HTS           18329   \n",
       "23    R025  JAMAICA CENTER-PARSONS BLVD         19182   \n",
       "52    R055  MAIN STREET                         16767   \n",
       "9     R011  42ND STREET & 8TH AVENUE            25198   \n",
       "\n",
       "     Senior Citizen / Disabled  7 Day AFAS Unlimited  \\\n",
       "160                       1538                   436   \n",
       "16                        1334                   383   \n",
       "23                        1374                   339   \n",
       "52                        1622                   251   \n",
       "9                         1015                   222   \n",
       "\n",
       "     30 Day AFAS/RMF Unlimited  Joint Railroad Ticket  7 Day Unlimited  \\\n",
       "160                        878                     19            13165   \n",
       "16                         848                      0            11970   \n",
       "23                         554                      1            13333   \n",
       "52                         879                     17             9891   \n",
       "9                          393                      5             5702   \n",
       "\n",
       "     30 Day Unlimited  7 Day Express Bus Pass  ...  Airtrain Monthly  \\\n",
       "160             13946                      64  ...                 0   \n",
       "16              16198                       3  ...                 0   \n",
       "23               8003                      21  ...                 0   \n",
       "52              11219                      18  ...                 0   \n",
       "9                6888                      43  ...                 0   \n",
       "\n",
       "     Student Pass  Nassau Inter-County Express 2 Trip  \\\n",
       "160           586                                   0   \n",
       "16            509                                   0   \n",
       "23            794                                   0   \n",
       "52            439                                   0   \n",
       "9             367                                   0   \n",
       "\n",
       "     City University of New York 120  City University of New York 60  \\\n",
       "160                              295                               0   \n",
       "16                               207                               0   \n",
       "23                               325                               0   \n",
       "52                               165                               0   \n",
       "9                                127                               0   \n",
       "\n",
       "     Full Fare Value  Full Fare 7 Day  Full Fare 30 Day  \\\n",
       "160              601              654               509   \n",
       "16               320              202               392   \n",
       "23               531              371               287   \n",
       "52               288              166               292   \n",
       "9                318              158               163   \n",
       "\n",
       "                                                                            \\\n",
       "160                                                ...                       \n",
       "16                                                 ...                       \n",
       "23                                                 ...                       \n",
       "52                                                 ...                       \n",
       "9                                                  ...                       \n",
       "\n",
       "     Total Sum of Swipes  \n",
       "160                54578  \n",
       "16                 53351  \n",
       "23                 47599  \n",
       "52                 43762  \n",
       "9                  42982  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate stations with highest total swipes\n",
    "march2020_largest = march2020.nlargest(5, ['Total Sum of Swipes'])\n",
    "march2020_largest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the top 5 stations with largest total number of swipes\n",
    "sns.barplot(data = march2020_largest, y = 'Station', x = 'Total Sum of Swipes')\n",
    "plt.xlim(0, 600000)\n",
    "plt.title('Top 5 Most Used Stations in NYC at the Start of the Lockdown')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The top 5 busiest stations before lockdown were 14th Street-Union Square, 42nd Street & Grand Central, 59th Street/Columbus Circle, 34th Street & 6th Avenue, and 42nd Street & 8th Avenue. On the day of the official lockdown, the number of swipes decreased dramatically."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add top 5 stations to a list\n",
    "top5 = ['R170', 'R046', 'R084', 'R022', 'R011']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Separate out rows with the top 5 2019 stations to see the numbers in 2020\n",
    "top5_pc = march2020.loc[(march2020['REMOTE'].isin(top5))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>REMOTE</th>\n",
       "      <th>Station</th>\n",
       "      <th>Full Fare</th>\n",
       "      <th>Senior Citizen / Disabled</th>\n",
       "      <th>7 Day AFAS Unlimited</th>\n",
       "      <th>30 Day AFAS/RMF Unlimited</th>\n",
       "      <th>Joint Railroad Ticket</th>\n",
       "      <th>7 Day Unlimited</th>\n",
       "      <th>30 Day Unlimited</th>\n",
       "      <th>7 Day Express Bus Pass</th>\n",
       "      <th>...</th>\n",
       "      <th>Airtrain Monthly</th>\n",
       "      <th>Student Pass</th>\n",
       "      <th>Nassau Inter-County Express 2 Trip</th>\n",
       "      <th>City University of New York 120</th>\n",
       "      <th>City University of New York 60</th>\n",
       "      <th>Full Fare Value</th>\n",
       "      <th>Full Fare 7 Day</th>\n",
       "      <th>Full Fare 30 Day</th>\n",
       "      <th></th>\n",
       "      <th>Total Sum of Swipes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>R011</td>\n",
       "      <td>42ND STREET &amp; 8TH AVENUE</td>\n",
       "      <td>25198</td>\n",
       "      <td>1015</td>\n",
       "      <td>222</td>\n",
       "      <td>393</td>\n",
       "      <td>5</td>\n",
       "      <td>5702</td>\n",
       "      <td>6888</td>\n",
       "      <td>43</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>367</td>\n",
       "      <td>0</td>\n",
       "      <td>127</td>\n",
       "      <td>0</td>\n",
       "      <td>318</td>\n",
       "      <td>158</td>\n",
       "      <td>163</td>\n",
       "      <td>...</td>\n",
       "      <td>42982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>R022</td>\n",
       "      <td>34TH STREET &amp; 6TH AVENUE</td>\n",
       "      <td>10237</td>\n",
       "      <td>689</td>\n",
       "      <td>193</td>\n",
       "      <td>382</td>\n",
       "      <td>31</td>\n",
       "      <td>5541</td>\n",
       "      <td>6765</td>\n",
       "      <td>52</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>265</td>\n",
       "      <td>0</td>\n",
       "      <td>164</td>\n",
       "      <td>0</td>\n",
       "      <td>292</td>\n",
       "      <td>258</td>\n",
       "      <td>266</td>\n",
       "      <td>...</td>\n",
       "      <td>26743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>R046</td>\n",
       "      <td>42ND STREET &amp; GRAND CENTRAL</td>\n",
       "      <td>12004</td>\n",
       "      <td>609</td>\n",
       "      <td>159</td>\n",
       "      <td>279</td>\n",
       "      <td>71</td>\n",
       "      <td>4423</td>\n",
       "      <td>5591</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>130</td>\n",
       "      <td>0</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>201</td>\n",
       "      <td>134</td>\n",
       "      <td>87</td>\n",
       "      <td>...</td>\n",
       "      <td>25323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>R084</td>\n",
       "      <td>59TH STREET/COLUMBUS CIRCLE</td>\n",
       "      <td>15055</td>\n",
       "      <td>1264</td>\n",
       "      <td>238</td>\n",
       "      <td>599</td>\n",
       "      <td>13</td>\n",
       "      <td>8751</td>\n",
       "      <td>10149</td>\n",
       "      <td>27</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>424</td>\n",
       "      <td>0</td>\n",
       "      <td>232</td>\n",
       "      <td>0</td>\n",
       "      <td>487</td>\n",
       "      <td>370</td>\n",
       "      <td>354</td>\n",
       "      <td>...</td>\n",
       "      <td>40115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>R170</td>\n",
       "      <td>14TH STREET-UNION SQUARE</td>\n",
       "      <td>18891</td>\n",
       "      <td>1538</td>\n",
       "      <td>436</td>\n",
       "      <td>878</td>\n",
       "      <td>19</td>\n",
       "      <td>13165</td>\n",
       "      <td>13946</td>\n",
       "      <td>64</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>586</td>\n",
       "      <td>0</td>\n",
       "      <td>295</td>\n",
       "      <td>0</td>\n",
       "      <td>601</td>\n",
       "      <td>654</td>\n",
       "      <td>509</td>\n",
       "      <td>...</td>\n",
       "      <td>54578</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    REMOTE                         Station  Full Fare  \\\n",
       "9     R011  42ND STREET & 8TH AVENUE            25198   \n",
       "20    R022  34TH STREET & 6TH AVENUE            10237   \n",
       "43    R046  42ND STREET & GRAND CENTRAL         12004   \n",
       "74    R084  59TH STREET/COLUMBUS CIRCLE         15055   \n",
       "160   R170  14TH STREET-UNION SQUARE            18891   \n",
       "\n",
       "     Senior Citizen / Disabled  7 Day AFAS Unlimited  \\\n",
       "9                         1015                   222   \n",
       "20                         689                   193   \n",
       "43                         609                   159   \n",
       "74                        1264                   238   \n",
       "160                       1538                   436   \n",
       "\n",
       "     30 Day AFAS/RMF Unlimited  Joint Railroad Ticket  7 Day Unlimited  \\\n",
       "9                          393                      5             5702   \n",
       "20                         382                     31             5541   \n",
       "43                         279                     71             4423   \n",
       "74                         599                     13             8751   \n",
       "160                        878                     19            13165   \n",
       "\n",
       "     30 Day Unlimited  7 Day Express Bus Pass  ...  Airtrain Monthly  \\\n",
       "9                6888                      43  ...                 0   \n",
       "20               6765                      52  ...                 0   \n",
       "43               5591                      28  ...                 0   \n",
       "74              10149                      27  ...                 0   \n",
       "160             13946                      64  ...                 0   \n",
       "\n",
       "     Student Pass  Nassau Inter-County Express 2 Trip  \\\n",
       "9             367                                   0   \n",
       "20            265                                   0   \n",
       "43            130                                   0   \n",
       "74            424                                   0   \n",
       "160           586                                   0   \n",
       "\n",
       "     City University of New York 120  City University of New York 60  \\\n",
       "9                                127                               0   \n",
       "20                               164                               0   \n",
       "43                                79                               0   \n",
       "74                               232                               0   \n",
       "160                              295                               0   \n",
       "\n",
       "     Full Fare Value  Full Fare 7 Day  Full Fare 30 Day  \\\n",
       "9                318              158               163   \n",
       "20               292              258               266   \n",
       "43               201              134                87   \n",
       "74               487              370               354   \n",
       "160              601              654               509   \n",
       "\n",
       "                                                                            \\\n",
       "9                                                  ...                       \n",
       "20                                                 ...                       \n",
       "43                                                 ...                       \n",
       "74                                                 ...                       \n",
       "160                                                ...                       \n",
       "\n",
       "     Total Sum of Swipes  \n",
       "9                  42982  \n",
       "20                 26743  \n",
       "43                 25323  \n",
       "74                 40115  \n",
       "160                54578  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Test it out\n",
    "top5_pc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Re-index to match the top 5 order from 2019\n",
    "newtop = top5_pc.reindex([160, 43, 74, 20, 9])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the top 5 stations for swipes from 2019 in 2020\n",
    "sns.barplot(data = newtop, y = 'Station', x = 'Total Sum of Swipes')\n",
    "plt.xlim(0, 600000)\n",
    "plt.title('Top 5 Most Used Stations in NYC After COVID-19')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Save top stations as csv for Google Data Stu\n",
    "#newtop.to_csv(r'C:\\Users\\Andreya\\Desktop\\DS4ACases\\mta\\post.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Take a look at the top 5 essential neighborhood stops\n",
    "canarsie_after = march2020.loc[(march2020['Station'].str.contains('ROCKAWAY PKWY'))]\n",
    "jamaica_after = march2020.loc[(march2020['Station'].str.contains('JAMAICA CENTER-PARSONS BLVD'))]\n",
    "st179_after = march2020.loc[(march2020['Station'].str.contains('TREMONT AVE-179TH ST'))]\n",
    "st168_after = march2020.loc[(march2020['Station'].str.contains('168TH STREET & BROADWAY'))]\n",
    "castle_hill_after = march2020.loc[(march2020['Station'].str.contains('CASTLE HILL AVENUE'))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Add all the subsets to create a new df\n",
    "mtaframes_after = [canarsie_after, jamaica_after, st179_after, st168_after, castle_hill_after]\n",
    "pc_origins_after = pd.concat(mtaframes_after)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>REMOTE</th>\n",
       "      <th>Station</th>\n",
       "      <th>Full Fare</th>\n",
       "      <th>Senior Citizen / Disabled</th>\n",
       "      <th>7 Day AFAS Unlimited</th>\n",
       "      <th>30 Day AFAS/RMF Unlimited</th>\n",
       "      <th>Joint Railroad Ticket</th>\n",
       "      <th>7 Day Unlimited</th>\n",
       "      <th>30 Day Unlimited</th>\n",
       "      <th>7 Day Express Bus Pass</th>\n",
       "      <th>...</th>\n",
       "      <th>Airtrain Monthly</th>\n",
       "      <th>Student Pass</th>\n",
       "      <th>Nassau Inter-County Express 2 Trip</th>\n",
       "      <th>City University of New York 120</th>\n",
       "      <th>City University of New York 60</th>\n",
       "      <th>Full Fare Value</th>\n",
       "      <th>Full Fare 7 Day</th>\n",
       "      <th>Full Fare 30 Day</th>\n",
       "      <th></th>\n",
       "      <th>Total Sum of Swipes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>R152</td>\n",
       "      <td>ROCKAWAY PKWY-GLENWOOD RD</td>\n",
       "      <td>4477</td>\n",
       "      <td>346</td>\n",
       "      <td>78</td>\n",
       "      <td>144</td>\n",
       "      <td>0</td>\n",
       "      <td>3584</td>\n",
       "      <td>2719</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>241</td>\n",
       "      <td>0</td>\n",
       "      <td>78</td>\n",
       "      <td>0</td>\n",
       "      <td>132</td>\n",
       "      <td>84</td>\n",
       "      <td>90</td>\n",
       "      <td>...</td>\n",
       "      <td>12647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>R025</td>\n",
       "      <td>JAMAICA CENTER-PARSONS BLVD</td>\n",
       "      <td>19182</td>\n",
       "      <td>1374</td>\n",
       "      <td>339</td>\n",
       "      <td>554</td>\n",
       "      <td>1</td>\n",
       "      <td>13333</td>\n",
       "      <td>8003</td>\n",
       "      <td>21</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>794</td>\n",
       "      <td>0</td>\n",
       "      <td>325</td>\n",
       "      <td>0</td>\n",
       "      <td>531</td>\n",
       "      <td>371</td>\n",
       "      <td>287</td>\n",
       "      <td>...</td>\n",
       "      <td>47599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>R154</td>\n",
       "      <td>TREMONT AVE-179TH ST</td>\n",
       "      <td>5033</td>\n",
       "      <td>320</td>\n",
       "      <td>84</td>\n",
       "      <td>178</td>\n",
       "      <td>0</td>\n",
       "      <td>4738</td>\n",
       "      <td>2490</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>422</td>\n",
       "      <td>0</td>\n",
       "      <td>142</td>\n",
       "      <td>0</td>\n",
       "      <td>356</td>\n",
       "      <td>254</td>\n",
       "      <td>232</td>\n",
       "      <td>...</td>\n",
       "      <td>14845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>R035</td>\n",
       "      <td>168TH STREET &amp; BROADWAY</td>\n",
       "      <td>10520</td>\n",
       "      <td>700</td>\n",
       "      <td>137</td>\n",
       "      <td>276</td>\n",
       "      <td>5</td>\n",
       "      <td>5637</td>\n",
       "      <td>7073</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>371</td>\n",
       "      <td>0</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>329</td>\n",
       "      <td>217</td>\n",
       "      <td>216</td>\n",
       "      <td>...</td>\n",
       "      <td>27552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>R106</td>\n",
       "      <td>CASTLE HILL AVENUE</td>\n",
       "      <td>3848</td>\n",
       "      <td>208</td>\n",
       "      <td>44</td>\n",
       "      <td>77</td>\n",
       "      <td>0</td>\n",
       "      <td>2467</td>\n",
       "      <td>1759</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>188</td>\n",
       "      <td>0</td>\n",
       "      <td>78</td>\n",
       "      <td>0</td>\n",
       "      <td>190</td>\n",
       "      <td>132</td>\n",
       "      <td>112</td>\n",
       "      <td>...</td>\n",
       "      <td>9526</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    REMOTE                         Station  Full Fare  \\\n",
       "142   R152  ROCKAWAY PKWY-GLENWOOD RD            4477   \n",
       "23    R025  JAMAICA CENTER-PARSONS BLVD         19182   \n",
       "144   R154  TREMONT AVE-179TH ST                 5033   \n",
       "32    R035  168TH STREET & BROADWAY             10520   \n",
       "96    R106  CASTLE HILL AVENUE                   3848   \n",
       "\n",
       "     Senior Citizen / Disabled  7 Day AFAS Unlimited  \\\n",
       "142                        346                    78   \n",
       "23                        1374                   339   \n",
       "144                        320                    84   \n",
       "32                         700                   137   \n",
       "96                         208                    44   \n",
       "\n",
       "     30 Day AFAS/RMF Unlimited  Joint Railroad Ticket  7 Day Unlimited  \\\n",
       "142                        144                      0             3584   \n",
       "23                         554                      1            13333   \n",
       "144                        178                      0             4738   \n",
       "32                         276                      5             5637   \n",
       "96                          77                      0             2467   \n",
       "\n",
       "     30 Day Unlimited  7 Day Express Bus Pass  ...  Airtrain Monthly  \\\n",
       "142              2719                      10  ...                 0   \n",
       "23               8003                      21  ...                 0   \n",
       "144              2490                       7  ...                 0   \n",
       "32               7073                      35  ...                 0   \n",
       "96               1759                       4  ...                 0   \n",
       "\n",
       "     Student Pass  Nassau Inter-County Express 2 Trip  \\\n",
       "142           241                                   0   \n",
       "23            794                                   0   \n",
       "144           422                                   0   \n",
       "32            371                                   0   \n",
       "96            188                                   0   \n",
       "\n",
       "     City University of New York 120  City University of New York 60  \\\n",
       "142                               78                               0   \n",
       "23                               325                               0   \n",
       "144                              142                               0   \n",
       "32                                90                               0   \n",
       "96                                78                               0   \n",
       "\n",
       "     Full Fare Value  Full Fare 7 Day  Full Fare 30 Day  \\\n",
       "142              132               84                90   \n",
       "23               531              371               287   \n",
       "144              356              254               232   \n",
       "32               329              217               216   \n",
       "96               190              132               112   \n",
       "\n",
       "                                                                            \\\n",
       "142                                                ...                       \n",
       "23                                                 ...                       \n",
       "144                                                ...                       \n",
       "32                                                 ...                       \n",
       "96                                                 ...                       \n",
       "\n",
       "     Total Sum of Swipes  \n",
       "142                12647  \n",
       "23                 47599  \n",
       "144                14845  \n",
       "32                 27552  \n",
       "96                  9526  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Check it out\n",
    "pc_origins_after"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": false
   },
   "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>Station</th>\n",
       "      <th>Total Sum of Swipes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>ROCKAWAY PKWY-GLENWOOD RD</td>\n",
       "      <td>12647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>JAMAICA CENTER-PARSONS BLVD</td>\n",
       "      <td>47599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>TREMONT AVE-179TH ST</td>\n",
       "      <td>14845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>168TH STREET &amp; BROADWAY</td>\n",
       "      <td>27552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>CASTLE HILL AVENUE</td>\n",
       "      <td>9526</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            Station  Total Sum of Swipes\n",
       "142  ROCKAWAY PKWY-GLENWOOD RD                     12647\n",
       "23   JAMAICA CENTER-PARSONS BLVD                   47599\n",
       "144  TREMONT AVE-179TH ST                          14845\n",
       "32   168TH STREET & BROADWAY                       27552\n",
       "96   CASTLE HILL AVENUE                             9526"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Look at swipes per station\n",
    "pc_origins_after[['Station', 'Total Sum of Swipes']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the swipes per station in the top essential worker neighborhoods\n",
    "# sns.set(rc = {'figure.figsize':(x, y)}) resests the size of the plot if necessary\n",
    "pc_origin_plot_after = sns.barplot(data = pc_origins_after, y = 'Station', x = 'Total Sum of Swipes')\n",
    "plt.xlim(0, 140000)\n",
    "plt.title('Total Swipes in Essential Neighborhoods: Post-COVID')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Save csv for GDS\n",
    "#pc_origins_after.to_csv(r'C:\\Users\\Andreya\\Desktop\\DS4ACases\\mta.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Make a copy to add year column\n",
    "postcovid_top = newtop.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Add a year column to march 2020\n",
    "postcovid_top['Year'] = ('2020')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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>REMOTE</th>\n",
       "      <th>Station</th>\n",
       "      <th>Full Fare</th>\n",
       "      <th>Senior Citizen / Disabled</th>\n",
       "      <th>7 Day AFAS Unlimited</th>\n",
       "      <th>30 Day AFAS/RMF Unlimited</th>\n",
       "      <th>Joint Railroad Ticket</th>\n",
       "      <th>7 Day Unlimited</th>\n",
       "      <th>30 Day Unlimited</th>\n",
       "      <th>7 Day Express Bus Pass</th>\n",
       "      <th>...</th>\n",
       "      <th>Student Pass</th>\n",
       "      <th>Nassau Inter-County Express 2 Trip</th>\n",
       "      <th>City University of New York 120</th>\n",
       "      <th>City University of New York 60</th>\n",
       "      <th>Full Fare Value</th>\n",
       "      <th>Full Fare 7 Day</th>\n",
       "      <th>Full Fare 30 Day</th>\n",
       "      <th></th>\n",
       "      <th>Total Sum of Swipes</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>R170</td>\n",
       "      <td>14TH STREET-UNION SQUARE</td>\n",
       "      <td>18891</td>\n",
       "      <td>1538</td>\n",
       "      <td>436</td>\n",
       "      <td>878</td>\n",
       "      <td>19</td>\n",
       "      <td>13165</td>\n",
       "      <td>13946</td>\n",
       "      <td>64</td>\n",
       "      <td>...</td>\n",
       "      <td>586</td>\n",
       "      <td>0</td>\n",
       "      <td>295</td>\n",
       "      <td>0</td>\n",
       "      <td>601</td>\n",
       "      <td>654</td>\n",
       "      <td>509</td>\n",
       "      <td>...</td>\n",
       "      <td>54578</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>R046</td>\n",
       "      <td>42ND STREET &amp; GRAND CENTRAL</td>\n",
       "      <td>12004</td>\n",
       "      <td>609</td>\n",
       "      <td>159</td>\n",
       "      <td>279</td>\n",
       "      <td>71</td>\n",
       "      <td>4423</td>\n",
       "      <td>5591</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>130</td>\n",
       "      <td>0</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>201</td>\n",
       "      <td>134</td>\n",
       "      <td>87</td>\n",
       "      <td>...</td>\n",
       "      <td>25323</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>R084</td>\n",
       "      <td>59TH STREET/COLUMBUS CIRCLE</td>\n",
       "      <td>15055</td>\n",
       "      <td>1264</td>\n",
       "      <td>238</td>\n",
       "      <td>599</td>\n",
       "      <td>13</td>\n",
       "      <td>8751</td>\n",
       "      <td>10149</td>\n",
       "      <td>27</td>\n",
       "      <td>...</td>\n",
       "      <td>424</td>\n",
       "      <td>0</td>\n",
       "      <td>232</td>\n",
       "      <td>0</td>\n",
       "      <td>487</td>\n",
       "      <td>370</td>\n",
       "      <td>354</td>\n",
       "      <td>...</td>\n",
       "      <td>40115</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>R022</td>\n",
       "      <td>34TH STREET &amp; 6TH AVENUE</td>\n",
       "      <td>10237</td>\n",
       "      <td>689</td>\n",
       "      <td>193</td>\n",
       "      <td>382</td>\n",
       "      <td>31</td>\n",
       "      <td>5541</td>\n",
       "      <td>6765</td>\n",
       "      <td>52</td>\n",
       "      <td>...</td>\n",
       "      <td>265</td>\n",
       "      <td>0</td>\n",
       "      <td>164</td>\n",
       "      <td>0</td>\n",
       "      <td>292</td>\n",
       "      <td>258</td>\n",
       "      <td>266</td>\n",
       "      <td>...</td>\n",
       "      <td>26743</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>R011</td>\n",
       "      <td>42ND STREET &amp; 8TH AVENUE</td>\n",
       "      <td>25198</td>\n",
       "      <td>1015</td>\n",
       "      <td>222</td>\n",
       "      <td>393</td>\n",
       "      <td>5</td>\n",
       "      <td>5702</td>\n",
       "      <td>6888</td>\n",
       "      <td>43</td>\n",
       "      <td>...</td>\n",
       "      <td>367</td>\n",
       "      <td>0</td>\n",
       "      <td>127</td>\n",
       "      <td>0</td>\n",
       "      <td>318</td>\n",
       "      <td>158</td>\n",
       "      <td>163</td>\n",
       "      <td>...</td>\n",
       "      <td>42982</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    REMOTE                         Station  Full Fare  \\\n",
       "160   R170  14TH STREET-UNION SQUARE            18891   \n",
       "43    R046  42ND STREET & GRAND CENTRAL         12004   \n",
       "74    R084  59TH STREET/COLUMBUS CIRCLE         15055   \n",
       "20    R022  34TH STREET & 6TH AVENUE            10237   \n",
       "9     R011  42ND STREET & 8TH AVENUE            25198   \n",
       "\n",
       "     Senior Citizen / Disabled  7 Day AFAS Unlimited  \\\n",
       "160                       1538                   436   \n",
       "43                         609                   159   \n",
       "74                        1264                   238   \n",
       "20                         689                   193   \n",
       "9                         1015                   222   \n",
       "\n",
       "     30 Day AFAS/RMF Unlimited  Joint Railroad Ticket  7 Day Unlimited  \\\n",
       "160                        878                     19            13165   \n",
       "43                         279                     71             4423   \n",
       "74                         599                     13             8751   \n",
       "20                         382                     31             5541   \n",
       "9                          393                      5             5702   \n",
       "\n",
       "     30 Day Unlimited  7 Day Express Bus Pass  ...  Student Pass  \\\n",
       "160             13946                      64  ...           586   \n",
       "43               5591                      28  ...           130   \n",
       "74              10149                      27  ...           424   \n",
       "20               6765                      52  ...           265   \n",
       "9                6888                      43  ...           367   \n",
       "\n",
       "     Nassau Inter-County Express 2 Trip  City University of New York 120  \\\n",
       "160                                   0                              295   \n",
       "43                                    0                               79   \n",
       "74                                    0                              232   \n",
       "20                                    0                              164   \n",
       "9                                     0                              127   \n",
       "\n",
       "     City University of New York 60  Full Fare Value  Full Fare 7 Day  \\\n",
       "160                               0              601              654   \n",
       "43                                0              201              134   \n",
       "74                                0              487              370   \n",
       "20                                0              292              258   \n",
       "9                                 0              318              158   \n",
       "\n",
       "     Full Fare 30 Day  \\\n",
       "160               509   \n",
       "43                 87   \n",
       "74                354   \n",
       "20                266   \n",
       "9                 163   \n",
       "\n",
       "                                                                            \\\n",
       "160                                                ...                       \n",
       "43                                                 ...                       \n",
       "74                                                 ...                       \n",
       "20                                                 ...                       \n",
       "9                                                  ...                       \n",
       "\n",
       "     Total Sum of Swipes  Year  \n",
       "160                54578  2020  \n",
       "43                 25323  2020  \n",
       "74                 40115  2020  \n",
       "20                 26743  2020  \n",
       "9                  42982  2020  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Test it\n",
    "postcovid_top"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Subset the data to the columns I need for graphing\n",
    "post_covid5 = postcovid_top[['Station', 'Total Sum of Swipes', 'Year']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2019 MTA Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>REMOTE</th>\n",
       "      <th>STATION</th>\n",
       "      <th>FF</th>\n",
       "      <th>SEN/DIS</th>\n",
       "      <th>7-D AFAS UNL</th>\n",
       "      <th>30-D AFAS/RMF UNL</th>\n",
       "      <th>JOINT RR TKT</th>\n",
       "      <th>7-D UNL</th>\n",
       "      <th>30-D UNL</th>\n",
       "      <th>14-D RFM UNL</th>\n",
       "      <th>...</th>\n",
       "      <th>PATH 2-T</th>\n",
       "      <th>AIRTRAIN FF</th>\n",
       "      <th>AIRTRAIN 30-D</th>\n",
       "      <th>AIRTRAIN 10-T</th>\n",
       "      <th>AIRTRAIN MTHLY</th>\n",
       "      <th>STUDENTS</th>\n",
       "      <th>NICE 2-T</th>\n",
       "      <th>CUNY-120</th>\n",
       "      <th>CUNY-60</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>R001</td>\n",
       "      <td>WHITEHALL STREET</td>\n",
       "      <td>66303</td>\n",
       "      <td>2890</td>\n",
       "      <td>469</td>\n",
       "      <td>1067</td>\n",
       "      <td>243</td>\n",
       "      <td>30768</td>\n",
       "      <td>37958</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1700</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3617</td>\n",
       "      <td>0</td>\n",
       "      <td>816</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>R003</td>\n",
       "      <td>CYPRESS HILLS</td>\n",
       "      <td>2531</td>\n",
       "      <td>178</td>\n",
       "      <td>9</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>2140</td>\n",
       "      <td>1190</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>939</td>\n",
       "      <td>0</td>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>R004</td>\n",
       "      <td>75TH STREET &amp; ELDERTS LANE</td>\n",
       "      <td>5953</td>\n",
       "      <td>375</td>\n",
       "      <td>45</td>\n",
       "      <td>109</td>\n",
       "      <td>0</td>\n",
       "      <td>4265</td>\n",
       "      <td>3117</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3131</td>\n",
       "      <td>0</td>\n",
       "      <td>105</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>R005</td>\n",
       "      <td>85TH STREET &amp; FOREST PKWAY</td>\n",
       "      <td>6784</td>\n",
       "      <td>540</td>\n",
       "      <td>51</td>\n",
       "      <td>161</td>\n",
       "      <td>0</td>\n",
       "      <td>4212</td>\n",
       "      <td>3677</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>73</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1715</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>R006</td>\n",
       "      <td>WOODHAVEN BOULEVARD</td>\n",
       "      <td>6832</td>\n",
       "      <td>501</td>\n",
       "      <td>71</td>\n",
       "      <td>179</td>\n",
       "      <td>1</td>\n",
       "      <td>5896</td>\n",
       "      <td>4424</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2065</td>\n",
       "      <td>0</td>\n",
       "      <td>165</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  REMOTE                         STATION     FF  SEN/DIS   7-D AFAS UNL  \\\n",
       "0   R001  WHITEHALL STREET                66303     2890            469   \n",
       "1   R003  CYPRESS HILLS                    2531      178              9   \n",
       "2   R004  75TH STREET & ELDERTS LANE       5953      375             45   \n",
       "3   R005  85TH STREET & FOREST PKWAY       6784      540             51   \n",
       "4   R006  WOODHAVEN BOULEVARD              6832      501             71   \n",
       "\n",
       "   30-D AFAS/RMF UNL  JOINT RR TKT  7-D UNL  30-D UNL  14-D RFM UNL  ...  \\\n",
       "0               1067           243    30768     37958             0  ...   \n",
       "1                 35             0     2140      1190             0  ...   \n",
       "2                109             0     4265      3117             0  ...   \n",
       "3                161             0     4212      3677             0  ...   \n",
       "4                179             1     5896      4424             0  ...   \n",
       "\n",
       "   PATH 2-T  AIRTRAIN FF  AIRTRAIN 30-D  AIRTRAIN 10-T  AIRTRAIN MTHLY  \\\n",
       "0         0         1700              0              0               0   \n",
       "1         0           25              0              0               0   \n",
       "2         0           44              0              0               0   \n",
       "3         0           73              0              0               0   \n",
       "4         0           63              0              0               0   \n",
       "\n",
       "   STUDENTS  NICE 2-T  CUNY-120  CUNY-60  \\\n",
       "0      3617         0       816        0   \n",
       "1       939         0        67        0   \n",
       "2      3131         0       105        0   \n",
       "3      1715         0       176        0   \n",
       "4      2065         0       165        0   \n",
       "\n",
       "                                                                        \n",
       "0                                                ...                    \n",
       "1                                                ...                    \n",
       "2                                                ...                    \n",
       "3                                                ...                    \n",
       "4                                                ...                    \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Import csv files week of March 16 - 22, 2019\n",
    "march19_fare_url = 'http://web.mta.info/developers/data/nyct/fares/fares_190330.csv'\n",
    "march2019 = pd.read_csv(march19_fare_url, header = 2)\n",
    "march2019.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['REMOTE', ' STATION', 'FF', 'SEN/DIS', ' 7-D AFAS UNL',\n",
       "       '30-D AFAS/RMF UNL', 'JOINT RR TKT', '7-D UNL', '30-D UNL',\n",
       "       '14-D RFM UNL', '1-D UNL', '14-D UNL', '7D-XBUS PASS', 'TCMC',\n",
       "       'RF 2 TRIP', 'RR UNL NO TRADE', 'TCMC ANNUAL MC', 'MR EZPAY EXP',\n",
       "       'MR EZPAY UNL', 'PATH 2-T', 'AIRTRAIN FF', 'AIRTRAIN 30-D',\n",
       "       'AIRTRAIN 10-T', 'AIRTRAIN MTHLY', 'STUDENTS', 'NICE 2-T', 'CUNY-120',\n",
       "       'CUNY-60',\n",
       "       '                                                                   '],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#View columns, notably missing the 7 day pass column\n",
    "march2019.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Rename columns in the dataframe\n",
    "march2019.rename(columns = {' STATION': 'Station',\n",
    "                                    'FF': 'Full Fare', \n",
    "                                    'SEN/DIS': 'Senior Citizen / Disabled', \n",
    "                                    ' 7-D AFAS UNL': '7 Day AFAS Unlimited', \n",
    "                                    '30-D AFAS/RMF UNL': '30 Day AFAS/RMF Unlimited',\n",
    "                                    'JOINT RR TKT':'Joint Railroad Ticket', \n",
    "                                    '7-D UNL': '7 Day Unlimited', \n",
    "                                    '30-D UNL': '30 Day Unlimited',\n",
    "                                    '7D-XBUS PASS': '7 Day Express Bus Pass',\n",
    "                                    'TCMC': 'Transit Check Metrocard',\n",
    "                                    'RF 2 TRIP' : 'Reduced Fare 2 Trip',\n",
    "                                    'RR UNL NO TRADE':'Rail Road Unlimited No Trade',\n",
    "                                    'TCMC ANNUAL MC':'Transit Check Metrocard Annual Metrocard', \n",
    "                                    'MR EZPAY EXP':'Mail and Ride Easy Pay Express', \n",
    "                                    'MR EZPAY UNL':'Mail and Ride Easy Pay Unlimited', \n",
    "                                    'PATH 2-T': 'Path 2 Trip',\n",
    "                                    'AIRTRAIN FF':'Airtrain Full Faire', \n",
    "                                    'AIRTRAIN 30-D': 'Airtrain 30 Day', \n",
    "                                    'AIRTRAIN 10-T': 'Airtrain 10 Trip',\n",
    "                                    'AIRTRAIN MTHLY': 'Airtrain Monthly',\n",
    "                                    'STUDENTS': 'Student Pass', \n",
    "                                    'NICE 2-T': 'Nassau Inter-County Express 2 Trip',\n",
    "                                    'CUNY-120': 'City University of New York 120', \n",
    "                                    'CUNY-60':'City University of New York 60' }, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>REMOTE</th>\n",
       "      <th>Station</th>\n",
       "      <th>Full Fare</th>\n",
       "      <th>Senior Citizen / Disabled</th>\n",
       "      <th>7 Day AFAS Unlimited</th>\n",
       "      <th>30 Day AFAS/RMF Unlimited</th>\n",
       "      <th>Joint Railroad Ticket</th>\n",
       "      <th>7 Day Unlimited</th>\n",
       "      <th>30 Day Unlimited</th>\n",
       "      <th>14-D RFM UNL</th>\n",
       "      <th>...</th>\n",
       "      <th>Path 2 Trip</th>\n",
       "      <th>Airtrain Full Faire</th>\n",
       "      <th>Airtrain 30 Day</th>\n",
       "      <th>Airtrain 10 Trip</th>\n",
       "      <th>Airtrain Monthly</th>\n",
       "      <th>Student Pass</th>\n",
       "      <th>Nassau Inter-County Express 2 Trip</th>\n",
       "      <th>City University of New York 120</th>\n",
       "      <th>City University of New York 60</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>R001</td>\n",
       "      <td>WHITEHALL STREET</td>\n",
       "      <td>66303</td>\n",
       "      <td>2890</td>\n",
       "      <td>469</td>\n",
       "      <td>1067</td>\n",
       "      <td>243</td>\n",
       "      <td>30768</td>\n",
       "      <td>37958</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1700</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3617</td>\n",
       "      <td>0</td>\n",
       "      <td>816</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>R003</td>\n",
       "      <td>CYPRESS HILLS</td>\n",
       "      <td>2531</td>\n",
       "      <td>178</td>\n",
       "      <td>9</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>2140</td>\n",
       "      <td>1190</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>939</td>\n",
       "      <td>0</td>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>R004</td>\n",
       "      <td>75TH STREET &amp; ELDERTS LANE</td>\n",
       "      <td>5953</td>\n",
       "      <td>375</td>\n",
       "      <td>45</td>\n",
       "      <td>109</td>\n",
       "      <td>0</td>\n",
       "      <td>4265</td>\n",
       "      <td>3117</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3131</td>\n",
       "      <td>0</td>\n",
       "      <td>105</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>R005</td>\n",
       "      <td>85TH STREET &amp; FOREST PKWAY</td>\n",
       "      <td>6784</td>\n",
       "      <td>540</td>\n",
       "      <td>51</td>\n",
       "      <td>161</td>\n",
       "      <td>0</td>\n",
       "      <td>4212</td>\n",
       "      <td>3677</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>73</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1715</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>R006</td>\n",
       "      <td>WOODHAVEN BOULEVARD</td>\n",
       "      <td>6832</td>\n",
       "      <td>501</td>\n",
       "      <td>71</td>\n",
       "      <td>179</td>\n",
       "      <td>1</td>\n",
       "      <td>5896</td>\n",
       "      <td>4424</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2065</td>\n",
       "      <td>0</td>\n",
       "      <td>165</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  REMOTE                         Station  Full Fare  \\\n",
       "0   R001  WHITEHALL STREET                    66303   \n",
       "1   R003  CYPRESS HILLS                        2531   \n",
       "2   R004  75TH STREET & ELDERTS LANE           5953   \n",
       "3   R005  85TH STREET & FOREST PKWAY           6784   \n",
       "4   R006  WOODHAVEN BOULEVARD                  6832   \n",
       "\n",
       "   Senior Citizen / Disabled  7 Day AFAS Unlimited  30 Day AFAS/RMF Unlimited  \\\n",
       "0                       2890                   469                       1067   \n",
       "1                        178                     9                         35   \n",
       "2                        375                    45                        109   \n",
       "3                        540                    51                        161   \n",
       "4                        501                    71                        179   \n",
       "\n",
       "   Joint Railroad Ticket  7 Day Unlimited  30 Day Unlimited  14-D RFM UNL  \\\n",
       "0                    243            30768             37958             0   \n",
       "1                      0             2140              1190             0   \n",
       "2                      0             4265              3117             0   \n",
       "3                      0             4212              3677             0   \n",
       "4                      1             5896              4424             0   \n",
       "\n",
       "   ...  Path 2 Trip  Airtrain Full Faire  Airtrain 30 Day  Airtrain 10 Trip  \\\n",
       "0  ...            0                 1700                0                 0   \n",
       "1  ...            0                   25                0                 0   \n",
       "2  ...            0                   44                0                 0   \n",
       "3  ...            0                   73                0                 0   \n",
       "4  ...            0                   63                0                 0   \n",
       "\n",
       "   Airtrain Monthly  Student Pass  Nassau Inter-County Express 2 Trip  \\\n",
       "0                 0          3617                                   0   \n",
       "1                 0           939                                   0   \n",
       "2                 0          3131                                   0   \n",
       "3                 0          1715                                   0   \n",
       "4                 0          2065                                   0   \n",
       "\n",
       "   City University of New York 120  City University of New York 60  \\\n",
       "0                              816                               0   \n",
       "1                               67                               0   \n",
       "2                              105                               0   \n",
       "3                              176                               0   \n",
       "4                              165                               0   \n",
       "\n",
       "                                                                        \n",
       "0                                                ...                    \n",
       "1                                                ...                    \n",
       "2                                                ...                    \n",
       "3                                                ...                    \n",
       "4                                                ...                    \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Test it out\n",
    "march2019.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>REMOTE</th>\n",
       "      <th>Station</th>\n",
       "      <th>Full Fare</th>\n",
       "      <th>Senior Citizen / Disabled</th>\n",
       "      <th>7 Day AFAS Unlimited</th>\n",
       "      <th>30 Day AFAS/RMF Unlimited</th>\n",
       "      <th>Joint Railroad Ticket</th>\n",
       "      <th>7 Day Unlimited</th>\n",
       "      <th>30 Day Unlimited</th>\n",
       "      <th>14-D RFM UNL</th>\n",
       "      <th>...</th>\n",
       "      <th>Airtrain Full Faire</th>\n",
       "      <th>Airtrain 30 Day</th>\n",
       "      <th>Airtrain 10 Trip</th>\n",
       "      <th>Airtrain Monthly</th>\n",
       "      <th>Student Pass</th>\n",
       "      <th>Nassau Inter-County Express 2 Trip</th>\n",
       "      <th>City University of New York 120</th>\n",
       "      <th>City University of New York 60</th>\n",
       "      <th></th>\n",
       "      <th>Total Sum of Swipes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>R001</td>\n",
       "      <td>WHITEHALL STREET</td>\n",
       "      <td>66303</td>\n",
       "      <td>2890</td>\n",
       "      <td>469</td>\n",
       "      <td>1067</td>\n",
       "      <td>243</td>\n",
       "      <td>30768</td>\n",
       "      <td>37958</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1700</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3617</td>\n",
       "      <td>0</td>\n",
       "      <td>816</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>158139</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>R003</td>\n",
       "      <td>CYPRESS HILLS</td>\n",
       "      <td>2531</td>\n",
       "      <td>178</td>\n",
       "      <td>9</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>2140</td>\n",
       "      <td>1190</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>939</td>\n",
       "      <td>0</td>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>R004</td>\n",
       "      <td>75TH STREET &amp; ELDERTS LANE</td>\n",
       "      <td>5953</td>\n",
       "      <td>375</td>\n",
       "      <td>45</td>\n",
       "      <td>109</td>\n",
       "      <td>0</td>\n",
       "      <td>4265</td>\n",
       "      <td>3117</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3131</td>\n",
       "      <td>0</td>\n",
       "      <td>105</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>17769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>R005</td>\n",
       "      <td>85TH STREET &amp; FOREST PKWAY</td>\n",
       "      <td>6784</td>\n",
       "      <td>540</td>\n",
       "      <td>51</td>\n",
       "      <td>161</td>\n",
       "      <td>0</td>\n",
       "      <td>4212</td>\n",
       "      <td>3677</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>73</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1715</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>18018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>R006</td>\n",
       "      <td>WOODHAVEN BOULEVARD</td>\n",
       "      <td>6832</td>\n",
       "      <td>501</td>\n",
       "      <td>71</td>\n",
       "      <td>179</td>\n",
       "      <td>1</td>\n",
       "      <td>5896</td>\n",
       "      <td>4424</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2065</td>\n",
       "      <td>0</td>\n",
       "      <td>165</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>20944</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  REMOTE                         Station  Full Fare  \\\n",
       "0   R001  WHITEHALL STREET                    66303   \n",
       "1   R003  CYPRESS HILLS                        2531   \n",
       "2   R004  75TH STREET & ELDERTS LANE           5953   \n",
       "3   R005  85TH STREET & FOREST PKWAY           6784   \n",
       "4   R006  WOODHAVEN BOULEVARD                  6832   \n",
       "\n",
       "   Senior Citizen / Disabled  7 Day AFAS Unlimited  30 Day AFAS/RMF Unlimited  \\\n",
       "0                       2890                   469                       1067   \n",
       "1                        178                     9                         35   \n",
       "2                        375                    45                        109   \n",
       "3                        540                    51                        161   \n",
       "4                        501                    71                        179   \n",
       "\n",
       "   Joint Railroad Ticket  7 Day Unlimited  30 Day Unlimited  14-D RFM UNL  \\\n",
       "0                    243            30768             37958             0   \n",
       "1                      0             2140              1190             0   \n",
       "2                      0             4265              3117             0   \n",
       "3                      0             4212              3677             0   \n",
       "4                      1             5896              4424             0   \n",
       "\n",
       "   ...  Airtrain Full Faire  Airtrain 30 Day  Airtrain 10 Trip  \\\n",
       "0  ...                 1700                0                 0   \n",
       "1  ...                   25                0                 0   \n",
       "2  ...                   44                0                 0   \n",
       "3  ...                   73                0                 0   \n",
       "4  ...                   63                0                 0   \n",
       "\n",
       "   Airtrain Monthly  Student Pass  Nassau Inter-County Express 2 Trip  \\\n",
       "0                 0          3617                                   0   \n",
       "1                 0           939                                   0   \n",
       "2                 0          3131                                   0   \n",
       "3                 0          1715                                   0   \n",
       "4                 0          2065                                   0   \n",
       "\n",
       "   City University of New York 120  City University of New York 60  \\\n",
       "0                              816                               0   \n",
       "1                               67                               0   \n",
       "2                              105                               0   \n",
       "3                              176                               0   \n",
       "4                              165                               0   \n",
       "\n",
       "                                                                        \\\n",
       "0                                                ...                     \n",
       "1                                                ...                     \n",
       "2                                                ...                     \n",
       "3                                                ...                     \n",
       "4                                                ...                     \n",
       "\n",
       "   Total Sum of Swipes  \n",
       "0               158139  \n",
       "1                 7334  \n",
       "2                17769  \n",
       "3                18018  \n",
       "4                20944  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate and add the \n",
    "march2019['Total Sum of Swipes'] = march2019.apply(lambda row : row['Full Fare':'City University of New York 120'].sum(),axis = 1)\n",
    "march2019.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>REMOTE</th>\n",
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       "      <th>7-D AFAS UNL</th>\n",
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       "      <td>0</td>\n",
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       "      <td>77</td>\n",
       "      <td>4</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>1295</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>106</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>68</td>\n",
       "      <td>66</td>\n",
       "      <td>39</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>R005</td>\n",
       "      <td>85TH STREET &amp; FOREST PKWAY</td>\n",
       "      <td>2163</td>\n",
       "      <td>87</td>\n",
       "      <td>31</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>1316</td>\n",
       "      <td>911</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>59</td>\n",
       "      <td>33</td>\n",
       "      <td>40</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>R006</td>\n",
       "      <td>WOODHAVEN BOULEVARD</td>\n",
       "      <td>2281</td>\n",
       "      <td>118</td>\n",
       "      <td>33</td>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "      <td>1775</td>\n",
       "      <td>1074</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>145</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>52</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  REMOTE                         STATION    FF  SEN/DIS   7-D AFAS UNL  \\\n",
       "0   R001  WHITEHALL STREET                6499      490            130   \n",
       "1   R003  CYPRESS HILLS                    917       61              0   \n",
       "2   R004  75TH STREET & ELDERTS LANE      2110       77              4   \n",
       "3   R005  85TH STREET & FOREST PKWAY      2163       87             31   \n",
       "4   R006  WOODHAVEN BOULEVARD             2281      118             33   \n",
       "\n",
       "   30-D AFAS/RMF UNL  JOINT RR TKT  7-D UNL  30-D UNL  7D-XBUS PASS  ...  \\\n",
       "0                359             2     3414      3140            42  ...   \n",
       "1                 18             0      611       383             0  ...   \n",
       "2                 37             0     1295       803             0  ...   \n",
       "3                 45             0     1316       911             3  ...   \n",
       "4                 36             3     1775      1074             0  ...   \n",
       "\n",
       "   AIRTRAIN 10-T  AIRTRAIN MTHLY  STUDENTS  NICE 2-T  CUNY-120  CUNY-60  \\\n",
       "0              0               0       167         0        84        0   \n",
       "1              0               0        50         0         6        0   \n",
       "2              0               0       106         0        33        0   \n",
       "3              0               0       118         0        24        0   \n",
       "4              0               0       145         0        47        0   \n",
       "\n",
       "   FF VALUE  FF 7-DAY  FF 30-DAY  \\\n",
       "0       205       145         97   \n",
       "1        44        35         13   \n",
       "2        68        66         39   \n",
       "3        59        33         40   \n",
       "4        58        52         28   \n",
       "\n",
       "                                                                          \n",
       "0                                                ...                      \n",
       "1                                                ...                      \n",
       "2                                                ...                      \n",
       "3                                                ...                      \n",
       "4                                                ...                      \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "march2020.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "32171934"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Calculate the total number of swipes across all stations\n",
    "march2019['Total Sum of Swipes'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "27884242"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Compare total number of swipes 2019 - total swipes 2020\n",
    "march2019['Total Sum of Swipes'].sum() - march2020['Total Sum of Swipes'].sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There were 27,884,242 more swipes during the same week in 2019, than there were during the shutdown week in 2020."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "86.67"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate percent change in total swipes\n",
    "round(((march2019['Total Sum of Swipes'].sum() - march2020['Total Sum of Swipes'].sum())/march2019['Total Sum of Swipes'].sum())*100, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The percentage of total riders decreased by about 87% from 2019 to 2020 during the week of the shutdown."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "march2019_copy = march2019.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>REMOTE</th>\n",
       "      <th>Station</th>\n",
       "      <th>Full Fare</th>\n",
       "      <th>Senior Citizen / Disabled</th>\n",
       "      <th>7 Day AFAS Unlimited</th>\n",
       "      <th>30 Day AFAS/RMF Unlimited</th>\n",
       "      <th>Joint Railroad Ticket</th>\n",
       "      <th>7 Day Unlimited</th>\n",
       "      <th>30 Day Unlimited</th>\n",
       "      <th>14-D RFM UNL</th>\n",
       "      <th>...</th>\n",
       "      <th>Airtrain 30 Day</th>\n",
       "      <th>Airtrain 10 Trip</th>\n",
       "      <th>Airtrain Monthly</th>\n",
       "      <th>Student Pass</th>\n",
       "      <th>Nassau Inter-County Express 2 Trip</th>\n",
       "      <th>City University of New York 120</th>\n",
       "      <th>City University of New York 60</th>\n",
       "      <th></th>\n",
       "      <th>Total Sum of Swipes</th>\n",
       "      <th>Percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>R001</td>\n",
       "      <td>WHITEHALL STREET</td>\n",
       "      <td>66303</td>\n",
       "      <td>2890</td>\n",
       "      <td>469</td>\n",
       "      <td>1067</td>\n",
       "      <td>243</td>\n",
       "      <td>30768</td>\n",
       "      <td>37958</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3617</td>\n",
       "      <td>0</td>\n",
       "      <td>816</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>158139</td>\n",
       "      <td>90.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>R003</td>\n",
       "      <td>CYPRESS HILLS</td>\n",
       "      <td>2531</td>\n",
       "      <td>178</td>\n",
       "      <td>9</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>2140</td>\n",
       "      <td>1190</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>939</td>\n",
       "      <td>0</td>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7334</td>\n",
       "      <td>70.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>R004</td>\n",
       "      <td>75TH STREET &amp; ELDERTS LANE</td>\n",
       "      <td>5953</td>\n",
       "      <td>375</td>\n",
       "      <td>45</td>\n",
       "      <td>109</td>\n",
       "      <td>0</td>\n",
       "      <td>4265</td>\n",
       "      <td>3117</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3131</td>\n",
       "      <td>0</td>\n",
       "      <td>105</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>17769</td>\n",
       "      <td>72.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>R005</td>\n",
       "      <td>85TH STREET &amp; FOREST PKWAY</td>\n",
       "      <td>6784</td>\n",
       "      <td>540</td>\n",
       "      <td>51</td>\n",
       "      <td>161</td>\n",
       "      <td>0</td>\n",
       "      <td>4212</td>\n",
       "      <td>3677</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1715</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>18018</td>\n",
       "      <td>72.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>R006</td>\n",
       "      <td>WOODHAVEN BOULEVARD</td>\n",
       "      <td>6832</td>\n",
       "      <td>501</td>\n",
       "      <td>71</td>\n",
       "      <td>179</td>\n",
       "      <td>1</td>\n",
       "      <td>5896</td>\n",
       "      <td>4424</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2065</td>\n",
       "      <td>0</td>\n",
       "      <td>165</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>20944</td>\n",
       "      <td>72.15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  REMOTE                         Station  Full Fare  \\\n",
       "0   R001  WHITEHALL STREET                    66303   \n",
       "1   R003  CYPRESS HILLS                        2531   \n",
       "2   R004  75TH STREET & ELDERTS LANE           5953   \n",
       "3   R005  85TH STREET & FOREST PKWAY           6784   \n",
       "4   R006  WOODHAVEN BOULEVARD                  6832   \n",
       "\n",
       "   Senior Citizen / Disabled  7 Day AFAS Unlimited  30 Day AFAS/RMF Unlimited  \\\n",
       "0                       2890                   469                       1067   \n",
       "1                        178                     9                         35   \n",
       "2                        375                    45                        109   \n",
       "3                        540                    51                        161   \n",
       "4                        501                    71                        179   \n",
       "\n",
       "   Joint Railroad Ticket  7 Day Unlimited  30 Day Unlimited  14-D RFM UNL  \\\n",
       "0                    243            30768             37958             0   \n",
       "1                      0             2140              1190             0   \n",
       "2                      0             4265              3117             0   \n",
       "3                      0             4212              3677             0   \n",
       "4                      1             5896              4424             0   \n",
       "\n",
       "   ...  Airtrain 30 Day  Airtrain 10 Trip  Airtrain Monthly  Student Pass  \\\n",
       "0  ...                0                 0                 0          3617   \n",
       "1  ...                0                 0                 0           939   \n",
       "2  ...                0                 0                 0          3131   \n",
       "3  ...                0                 0                 0          1715   \n",
       "4  ...                0                 0                 0          2065   \n",
       "\n",
       "   Nassau Inter-County Express 2 Trip  City University of New York 120  \\\n",
       "0                                   0                              816   \n",
       "1                                   0                               67   \n",
       "2                                   0                              105   \n",
       "3                                   0                              176   \n",
       "4                                   0                              165   \n",
       "\n",
       "   City University of New York 60  \\\n",
       "0                               0   \n",
       "1                               0   \n",
       "2                               0   \n",
       "3                               0   \n",
       "4                               0   \n",
       "\n",
       "                                                                        \\\n",
       "0                                                ...                     \n",
       "1                                                ...                     \n",
       "2                                                ...                     \n",
       "3                                                ...                     \n",
       "4                                                ...                     \n",
       "\n",
       "   Total Sum of Swipes  Percent  \n",
       "0               158139    90.21  \n",
       "1                 7334    70.04  \n",
       "2                17769    72.56  \n",
       "3                18018    72.33  \n",
       "4                20944    72.15  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "march2019_copy['Percent'] = round(((march2019_copy['Total Sum of Swipes'] - march2020['Total Sum of Swipes'])/march2019_copy['Total Sum of Swipes'])*100, 2)\n",
    "march2019_copy.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>REMOTE</th>\n",
       "      <th>Station</th>\n",
       "      <th>Full Fare</th>\n",
       "      <th>Senior Citizen / Disabled</th>\n",
       "      <th>7 Day AFAS Unlimited</th>\n",
       "      <th>30 Day AFAS/RMF Unlimited</th>\n",
       "      <th>Joint Railroad Ticket</th>\n",
       "      <th>7 Day Unlimited</th>\n",
       "      <th>30 Day Unlimited</th>\n",
       "      <th>14-D RFM UNL</th>\n",
       "      <th>...</th>\n",
       "      <th>Airtrain Full Faire</th>\n",
       "      <th>Airtrain 30 Day</th>\n",
       "      <th>Airtrain 10 Trip</th>\n",
       "      <th>Airtrain Monthly</th>\n",
       "      <th>Student Pass</th>\n",
       "      <th>Nassau Inter-County Express 2 Trip</th>\n",
       "      <th>City University of New York 120</th>\n",
       "      <th>City University of New York 60</th>\n",
       "      <th></th>\n",
       "      <th>Total Sum of Swipes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>R170</td>\n",
       "      <td>14TH STREET-UNION SQUARE</td>\n",
       "      <td>217991</td>\n",
       "      <td>16122</td>\n",
       "      <td>1645</td>\n",
       "      <td>3970</td>\n",
       "      <td>489</td>\n",
       "      <td>105390</td>\n",
       "      <td>178072</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>3850</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20157</td>\n",
       "      <td>0</td>\n",
       "      <td>1348</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>592822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>R046</td>\n",
       "      <td>42ND STREET &amp; GRAND CENTRAL</td>\n",
       "      <td>228223</td>\n",
       "      <td>10976</td>\n",
       "      <td>642</td>\n",
       "      <td>1337</td>\n",
       "      <td>2553</td>\n",
       "      <td>56733</td>\n",
       "      <td>94461</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>3784</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2186</td>\n",
       "      <td>0</td>\n",
       "      <td>563</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>437114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>R084</td>\n",
       "      <td>59TH STREET/COLUMBUS CIRCLE</td>\n",
       "      <td>172949</td>\n",
       "      <td>13507</td>\n",
       "      <td>1003</td>\n",
       "      <td>2879</td>\n",
       "      <td>442</td>\n",
       "      <td>81778</td>\n",
       "      <td>114878</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>3656</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13821</td>\n",
       "      <td>0</td>\n",
       "      <td>2647</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>436879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>R022</td>\n",
       "      <td>34TH STREET &amp; 6TH AVENUE</td>\n",
       "      <td>180358</td>\n",
       "      <td>10449</td>\n",
       "      <td>935</td>\n",
       "      <td>2420</td>\n",
       "      <td>759</td>\n",
       "      <td>83910</td>\n",
       "      <td>118097</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>3684</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4017</td>\n",
       "      <td>0</td>\n",
       "      <td>1109</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>435493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>R011</td>\n",
       "      <td>42ND STREET &amp; 8TH AVENUE</td>\n",
       "      <td>249345</td>\n",
       "      <td>11603</td>\n",
       "      <td>716</td>\n",
       "      <td>1814</td>\n",
       "      <td>99</td>\n",
       "      <td>49010</td>\n",
       "      <td>70523</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>3674</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3024</td>\n",
       "      <td>0</td>\n",
       "      <td>521</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>416167</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    REMOTE                         Station  Full Fare  \\\n",
       "159   R170  14TH STREET-UNION SQUARE           217991   \n",
       "42    R046  42ND STREET & GRAND CENTRAL        228223   \n",
       "73    R084  59TH STREET/COLUMBUS CIRCLE        172949   \n",
       "19    R022  34TH STREET & 6TH AVENUE           180358   \n",
       "8     R011  42ND STREET & 8TH AVENUE           249345   \n",
       "\n",
       "     Senior Citizen / Disabled  7 Day AFAS Unlimited  \\\n",
       "159                      16122                  1645   \n",
       "42                       10976                   642   \n",
       "73                       13507                  1003   \n",
       "19                       10449                   935   \n",
       "8                        11603                   716   \n",
       "\n",
       "     30 Day AFAS/RMF Unlimited  Joint Railroad Ticket  7 Day Unlimited  \\\n",
       "159                       3970                    489           105390   \n",
       "42                        1337                   2553            56733   \n",
       "73                        2879                    442            81778   \n",
       "19                        2420                    759            83910   \n",
       "8                         1814                     99            49010   \n",
       "\n",
       "     30 Day Unlimited  14-D RFM UNL  ...  Airtrain Full Faire  \\\n",
       "159            178072             2  ...                 3850   \n",
       "42              94461             0  ...                 3784   \n",
       "73             114878             0  ...                 3656   \n",
       "19             118097             0  ...                 3684   \n",
       "8               70523             0  ...                 3674   \n",
       "\n",
       "     Airtrain 30 Day  Airtrain 10 Trip  Airtrain Monthly  Student Pass  \\\n",
       "159                0                 0                 0         20157   \n",
       "42                 0                 0                 0          2186   \n",
       "73                 0                 0                 0         13821   \n",
       "19                 0                 0                 0          4017   \n",
       "8                  0                 0                 0          3024   \n",
       "\n",
       "     Nassau Inter-County Express 2 Trip  City University of New York 120  \\\n",
       "159                                   0                             1348   \n",
       "42                                    0                              563   \n",
       "73                                    0                             2647   \n",
       "19                                    0                             1109   \n",
       "8                                     0                              521   \n",
       "\n",
       "     City University of New York 60  \\\n",
       "159                               0   \n",
       "42                                0   \n",
       "73                                0   \n",
       "19                                0   \n",
       "8                                 0   \n",
       "\n",
       "                                                                          \\\n",
       "159                                                ...                     \n",
       "42                                                 ...                     \n",
       "73                                                 ...                     \n",
       "19                                                 ...                     \n",
       "8                                                  ...                     \n",
       "\n",
       "     Total Sum of Swipes  \n",
       "159               592822  \n",
       "42                437114  \n",
       "73                436879  \n",
       "19                435493  \n",
       "8                 416167  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Look at the largest number of swipes per station in 2019\n",
    "march2019_largest = march2019.nlargest(5, ['Total Sum of Swipes'])\n",
    "march2019_largest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Save to csv for Google Data Studio\n",
    "#march2019_largest.to_csv(r'C:\\Users\\Andreya\\Desktop\\DS4ACases\\mta\\pre.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The top 5 busiest stations before lockdown were 14th Street-Union Square, 42nd Street & Grand Central, 59th Street/Columbus Circle, 34th Street & 6th Avenue, and 42nd Street & 8th Avenue."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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OAaIDq1yCFKS9mut/JwcpLYmIJ4G3gWU6sE3t9T4pIDiqSb5jge9HxNsAEXErcC/Qv5DnTODEJuWsDDxfeRIR4yPiHWAn4L85gCQiZuY2HVgZcWkkBzpfBwYAu0papE7W+4BVm5VnZmbzl1IEKvVI2gd4PiJGt+Ow/YtTAsBHpn0i4jXgr8AzkoZJ6i+p5XMhaXPgyYiYUkg+vVDv5fXaI2nRdvSlmXOB/pKWqtPOJYHFI+Lpql0jgI0Kz/8EbC5p3QZ1XQwcK+k+SafkUSVyOSOLGSPiDWAS0Ki8im2BiRExAbgD+GKNfiwI7Ex6zSrWqTqvO7RQ1xyTdKikEZJGvP/2m51ZlZmZFZRl6ucjJC0GnECa9mmP2aZaJN1RK1NEHCJpE2AXYCCwK+lTfSNHSToY+BSwd9W+9kz9tKLeCNIH6RHxhqRLgcOBGXNQR8VM4HTgeOBvNSuNGCVpbdLrsQvwoKRtWii7WT/6AVfm7SuBA4HKmplFc7C5KvAYcFvh+I916iciLiCNYLH4Smt15OiemZk1UOYRlXWAtYDReS3KasBDklbqqAoiYmxEDCYFKV9r4ZDBEbFRzntRg2mKdpP0vcLowCqkaanqqaUlgNer0s4Cvg0sXl1mHtl4KwcYRVsAj1Sl/RH4HLB6vTZGxPSI+EtE/C9wGfAF4NFcXrEvSwIrAePr9GNZYGoeKfkacFJ+jX8L7CFpiZyvskZlTUCkNSpmZvYJUtpAJQcRK0REW0S0AZOBzSPipbktW1IPSX0KSb2AZ9rRtr+Spk8Omtu2FMo8NyJ65ccLwF3AlyoXbUlfBUbnNSDF414jTd18u07RpwNnV6acJO0CbA9cUVXOe6T1QDXXvEjaTtIyeXthYEPSOfsHsFjlrpscfJwJnBMRM4AHge0qAWa+26c78BxpOmdMRKyeX+c1SaMpX6lq29ukUaMfSSrtKKCZmXW8UgQqkoaRFkuuL2mypHoX3Q6rEjhG0vg8tXAyzad9qv0M+GFhbUtxjcqofDGHj65R2baVwiNiDOlOqHtyG78DHFIn+5lAzzr7fksKFsZKGg/8BNgnBxHVLqL+dOA6wJ2SxgIPkwK1ayIiSIHFvpKeJI2gzIqIU3M/Xibd/XNz7sdZQL+ImEWa9rm2qp5rcvpsIuJhYExhX/UalcPrtNvMzOZhStcZs46RA7FhwFci4qGubk9nWHyltWKDA07u6maYmX2sRp4+d19XJWlkRHzkBpdmPIxuHSoi7iWtKTEzM5trpZj6MTMzM6vFgYqZmZmVlgMVMzMzKy0HKmZmZlZaDlTMzMystByomJmZWWk5UDEzM7PScqBiZmZmpeVAxczMzErLgYqZmZmVlr9C36ydPr3acoyYy9+8MDOz1nhExczMzErLgYqZmZmVlgMVMzMzKy0HKmZmZlZaDlTMzMystByomJmZWWk5UDEzM7PScqBiZmZmpeUvfDNrp3dffIRnf7ZJVzfDzJpY46SxXd0E6wAeUTEzM7PScqBiZmZmpeVAxczMzErLgYqZmZmVlgMVMzMzKy0HKmZmZlZaDlTMzMystByomJmZWWk5UDEzM7PScqBiZmZmpeVAxczMzErLgYqZmZmVlgMVMzMzK61ODVQkLSjpYUk3FtIulzRe0jhJF0vqltMHSJoladNC3nGS2vL2JElj8+NRSadIWqROvSdKekTSGEmjJG0l6dq8/ZSkaXl7lKRtJd2R2zRa0oOSehXKqtRbyX92Th8iaWIh/V5JBxeev1s47hc12rh1rm+spKFNzuOWuY1PSnpI0k2SNsn7Bkl6PtfzqKR+Vcd+WVJI2qCQ1pbTflBIO0fSgKq+jZb0hKRLJa1Wp23dJP2i0Lb7JO3Zwrl7XlL3/LxnzrtJIe9rhfN7e27zjEI/L628d3IZC0l6pfpc5/PWu9H5NTOz8lqok8s/AngMWLKQdjnwzbx9BXAI8Lv8fDJwIrB/nfJ2jIipknoAFwDnAwcVM0jaBtgL2Dwi3pHUE1g4Ir6S9/cBBkbEXoVjAPpHxAhJBwOnA7tW11ujPUdHxNVVaZfkMic1OA7gVODIiBguaa06eZC0IvAn4BsRcW9O2x5YB6j8hvngiDhD0nrASElXR8R7eV8/4J78708LRU8BjpB0fkS8W69vSifnSOCfkjaukff/gJWBjfP5XhH4fGF/vXMwE/gWH772RMRYoFfu4xDgxsr5zQHrhIjoJWlB4DZgP9L7CdLr9QTwdUnHR0TUqNPMzOYxnTaikj+BfxG4sJgeETdHBjwAFD+p3whsJGn9RmVHxHTgO8CXJS1btXtlYGpEvJPzTo2IF9rR9PuAVduRf069S+57RExskO/7wNBKkJLz3xMR11VnjIgngbeBZQByQLc98G2gb1X2V4B/UBXo1SgzImIw8BKwZ3GfpMWA/wF+UDjfL0fEnxqVmZ0FHCWp3cFyRMwkvXeKr1M/4DfAs8A27S3TzMzKqTOnfs4CjgFm1dqZh+0PAG4pJM8CfgWc0KzwiHgDmAisV7XrVmD1PGVxnqTPf/TohvYArqtKG16YkjiqkH56If1y2mcC8PMWpiU2Ah5qpUBJmwNPRsSUnLQPcEtEPAG8KmmLqkN+CQzMIxTNPARsUJW2LvBsfi3qqXfuniWN9BzQQt2zUZry24r83snPdwFuAIaRghYzM5sPdEqgImkvYEpEjGyQ7Tzgroi4uyr9CmDrRtMhxaqqE/JoyxbAoaRRg6sqay+auFzSRNLU07lV+3aMiF75MbiQfnQhvX8LdaRGS/sAiwFfAK6QtJ6k5SWNaOHY+yU9Juk3heSjJD0C3E+aUqroB1yZt6+k6gIeEU/nY77RSrNbyFNLvXMHcBpwNK2/D9eRNAp4GXgxIsbk9L2A4RExA7iGNNLWSvDVMkmHShohacRrb83syKLNzKyBzhpR2Q74Ul6ncSWwk6TLKjsl/RRYHvhh9YER8T5wJnBsowokLQG0kdYlVJcxMyLuiIifkqZOvtZCm/sDawNDgd+2kH9u7E4K0saSpmWuJ7Xzyhp5HwE2rzyJiK2AnwBLFfIMjoiNSP28SNIieUpsJ+DC/DocDeyX15wU/Zx0rpsFIp8hrTcqegpYQ9KSNfI3laeqRpHWmrRiQkT0Iq3P2ULSl3J6P2CX3M+RwHKkvneYiLggInpHRO9lF+/QGMjMzBrolEAlIo6PiNUioo20NuKfEfFNAEmHkC7U/SKi5rQQMIQ0lL98rZ157cV5wHUR8Z+qfevnRaUVvYBnWmx3kIKArYt3yXSCh4H9JXXPI0rXkkZyhtXIey4wQNK2hbTFahUaEX8FRpDWnewL/DEi1oyItohYnTRVtkPVMY8DjwJ71ypTyeGktT+3VB37NnAR8BtJC+f8y0v6esPez+5UYGA78pMX5x4HHJ+DpB2ANXI/24Dv4ekfM7P5Qld8j8rvgRWB+/K6hZOqM+Q7S84GVqjaNVzSONJCymeBw2qU3wMYmm9hHQNsCAxqtXF5+uBM0ghEsd7KOotLC+nFNSqjKhfrFlxEumNndJ7uWZl0sb46L1Attucl0l1QpyndWn0vKQg5p07ZPyONVPUjBUBF11D7An4qsy9qrvRtNGnE6rOkKZxadwf9mDTF9mh+bW4EimtW6p27Sv8eocU1OFWuIwVsR5EC4XcK+64H9la+/Rm4SdLk/PjzHNRlZmZdRL6L06x9Nl110bjxsHW7uhlm1sQaJ41tnsk+NpJGRkS7v9fK30xrZmZmpeVAxczMzErLgYqZmZmVlgMVMzMzKy0HKmZmZlZaDlTMzMystByomJmZWWk5UDEzM7PScqBiZmZmpeVAxczMzErLgYqZmZmVlgMVMzMzK62FuroBZvOahVfeiDVOGtHVzTAz+0TwiIqZmZmVlgMVMzMzKy0HKmZmZlZaDlTMzMystByomJmZWWk5UDEzM7PScqBiZmZmpeVAxczMzErLX/hm1k6PT3mc7X67XVc3w8ya+NcP/tXVTbAO4BEVMzMzKy0HKmZmZlZaLU39SOoOfA1oKx4TET/rnGaZmZmZtb5G5XpgGjASeKfzmmNmZmb2oVYDldUiYo9ObYmZmZlZlVbXqNwraZNObYmZmZlZlVZHVLYHBkiaSJr6ERARsWmntczMzMw+8VoNVPbs1FaYmZmZ1dDS1E9EPAMsDeydH0vnNDMzM7NO01KgIukI4HJghfy4TNIPOrNhZmZmZq1O/Xwb2Coi3gKQ9EvgPuC3ndUwMzMzs1bv+hEws/B8Zk4zMzMz6zStjqhcAtwv6dr8/MvARZ3SIjMzM7Os1cW0vwYOBl7Lj4Mj4qz2VCRpkqSxkkZJGlFI30zSfXnfDZKWlLR7zjdK0nRJ4/P2pZL6SLqxquwhkvatUefWku7Pxz4maZCkgwtlv1to0y8kDZD0Sn7+uKSjCmUNkvR84dhRkpbO7ZlWlb5/YfulquMWzuX9XtJ2eXtgrm+UpAclHZjTF5Z0lqSnJD0p6XpJqxXaNL2qv22SxlWlDZI0sHCe3pa0RGH/WZJCUs/8fGZux2hJD0naNqc3PO+S9pL0cD7uUUmH1Xkf7ClpRM7zsKQz67RzYqEdOxeO31LSXfk98bCkCyUtll+7c2rUV3zfjZJ0dq12mZlZOTUcUZG0ZES8IWlZYFJ+VPYtGxGvtbO+HSNialXahcDAiLhT0reAoyPiJ8Dfcz135P0j8vM+7ahvKLBfRIyWtCCwfkQ8ShohQtKkYpskDQCuiojvS1oOGC/p6oh4Lpc3OCLOKFYgCeDuiNirqu6r8v5BwPTq44Ctge9J+g6wK7BlPtdLAl/JeX4OLJHbPVPSwcBfJG0VEdGO81D0FLAPaUH0AsBOwPOF/TMioldu++7AacDnGxUoqRtwQe7DZKXfhmqrkW9j4BzgixHxeH5NDq1T7NERcbWkHXPZ60laEfgz0Dci7stl7ks6R43Uet+Zmdk8oNmIyhX535HAiMKj8rwjfAq4K2/fRvrxw46yAvAiQETMzEFKSyLiVdJFfeUObA8Akj4NPBERM4ETgO9GxBu53jciYqikxUijWEflfETEJaQv3NtpLqq/Etg/b/cB/gW8XyfvksB/WihzCVLQ+2pu5zsRMb5GvmOAUyPi8ZxvZkT8rknZ9wGr5u3vAUMrQUou4+qIeLmFNpqZ2TyoYaBSGSWIiLUiYu3CY62IWLuddQVwq6SRkoqfoh8hfcIH+Dqwegtl7VCcagG+VCffYNKoyLWSDpO0SKuNlbQGsAgwppB8VKHe4fXaI2mdJsXvCdySR0+WiIina+RZF3i2EsAUjAA2arUfNTwBLC9pGaAfKXApWjT34XHSaNf/NSswj6z9FXhG0jBJ/fNoTbWNSUFue+wBXDcXxwMML7w2RzXP/lGSDs1TViPem/7enBRhZmZzoNXvUflHK2lNbB8Rm5Mu0t+T9Lmc/i3gfyWNJH0yf7eFsu6OiF6VB+ki+RER8TOgN3Ar8A3glhbK3l/SGNJoynkR8d/CvsGFenes156ImNCkjt1bbEt71ZsOqk7/C9AX2Aq4u2rfjNyHDUhBwqVK81sNy46IQ4CdgQeAgcDF7W/+bE6X9ARpVO+Xc1nWjoXXZvCcFBARF0RE74jo3a1Ht7lsjpmZtaphoCJpkbw+paekZSQtmx9tfDgc35KIeD7/OwW4FtgyP388InaLiC2AYUCzi3y7RMSEPL2wM7BZXnvSyFX5N4y2BX4haaWObE+e0lk6Il7IoyXTJdUanZoArFFc+JptQRqFquVVYJmqtGWB6vUZV5FGSm6LiFn12pqnWHoCy7dSdkSMzYHArtSewnskt78VR0fEp4Bj+TDoac/xZmY2H2g2onIYaah9g/xv5XE9aVFkSyQtXrngSloc2A0Yl5+vkP9dAPgx8Pv2daFhvV/MowEA65G+/+X1Vo7Ni3f/CBzRUe3JdgSK00anAefmaSAk9ZB0YP5yvaHAr/OiU5TuBloM+GedNk8HXpS0U86/LGlU5J6qfM8AJwLnNWqopA2ABUlBypPAKnl9DZLWBDYDRuU29ykc2guo9RMLpwMnSPpULmOBvJi4kXOABfLC3nOAgyRtVWjjV/MiWzMzmw81vOsnIn4D/EbSDyJibr6FdkXg2hwzLARcERGVqY9+kr6Xt/9CviOngxwADJb0NmnBaP/KwtQW/RJ4SNLP8/OjJH2zsP/L+d8d8lqZilMi4uo6Ze4JFPf9DugBPCjpPeA94My873jgDOAJSbOAx4GvFO74WUzS5EJZvwYOJAU+v85pJ9eaioqI8+u0b9FCXwQclM/ZzNz3S/Jan/eAQyJiWg5Cj5F0PjADeAsYUKPOMZKOBIblkaUAbqzOV3VMSDoFOCYidpbUFzgjB7izSAuxK++lAZK+XDh86/zvcEmV131MRBzYqE4zMysPtXqXa761dEPSAlMAIuLSTmrXfEvSQ6SfI/CKzHlUjzV6xGZHb9bVzTCzJv71g391dROsQNLIiOjd3uNa+mZaST8l3cq6IXAzaVTgHsCBSjvlBcVmZmbWglZ/62df0mLUlyLiYNLahKU6rVVmZmZmtB6ozMh3h7yfF31OobXvOzEzMzObY63+KOEISUsDfyDd9TOd9I2hZmZmZp2mpUAlIv43b/5e0i3AkhExptExZmZmZnOr3d9MGxGT8m2m7f1mWjMzM7N2afbryYuQvmCsZ/5tmMqXpy1JO7+Z1szMzKy9mk39HAYcCazC7D8G9ybt+GZaMzMzsznRbOrnXtJv3gzMv5Z8Mumr7+8k/VicmZmZWadpFqicD7wTEb/Nv3Z8Gun3Z6YBF3R248zMzOyTrdnUz4IR8Vre3h+4ICKuAa6p+m0bMzMzsw7XNFCRtFBEvE/6ZtpD23Gs2XxpgxU28G+ImJl9TJoFG8OAOyVNJf0q7t0AktYlTf+YmZmZdZqGgUpEnJq/L2Vl4Nb48KeWFwB+0NmNMzMzs0+2ptM3EfHvGmlPdE5zzMzMzD7U6o8SmpmZmX3sHKiYmZlZaTlQMTMzs9JyoGJmZmal5UDFzMzMSstf2mbWTm+OH8+dn/t8VzfDzJr4/F13dnUTrAN4RMXMzMxKy4GKmZmZlZYDFTMzMystBypmZmZWWg5UzMzMrLQcqJiZmVlpOVAxMzOz0nKgYmZmZqXlQMXMzMxKy4GKmZmZlZYDFTMzMystBypmZmZWWg5UzMzMrLRKFahIWkTSA5JGS3pE0sk18pwtaXrePlHSqPyYWdg+XNIgSQOrjp0kqWeNMr8laaykMZLGSdpH0rm5rEclzSiUva+kIZIm5uejJe1cKOsOSeML+a/O6YMkPV9IHyVp/8L29MJxl9Zo43r53IyRdHuT87iGpFslPZbb3ybp2lz2U5KmFerdNre5d+H4NknjGpR/pKT/SloqP79E0mFVeb4s6W95u/jajJJ0XOFcjSgc01vSHXl7gKRzqsr8oJ35tRxbKPPsRufEzMzmTQt1dQOqvAPsFBHTJXUD7pH0t4j4N6QLGbBMJXNEnAqcmvdNj4helX2SBrVSoaTVgBOBzSNimqQewPIRcX3e3wbcWFX2XsDREXG1pB2BC4D1CsX2j4gRfNTgiDijKu2qXOYdwMA6xwEcB/wuIi6RtFaTbl0KnBoRt+X+zIqIr+R6+uR69ir0p0lxH9EPeBD4KnAJMAw4Hji/kKdvTgeYUTx/VVaQtGdE/K29jQB2jIipc3CcmZnNI0o1ohLJ9Py0W34EgKQFgdOBYzq42hWAN4HpuQ3TI2JiO46/D1i1g9tUy7vAagCN2idpQ2ChiLgt550eEW93VCMkrQP0AH5MClgA/gFsIGnlnGdxYBfguhaKPJ0UKJqZmX1EqQIVSAGJpFHAFOC2iLg/7/o+8NeIeLEdxR1VnHIAVqmRZzTwMjAxT2Hs3c4m78FHL8iXF+o9vU57hrezngnA4Xk0p5FPAa9L+oukhyWdnoO8Zi4vnKebG+TrC1wJ3A2sL2nFiJgJXAPsl/PsDdwREW/k54tWT3kVyrsPeDePTLXX8EKZR83B8WZmVnJlm/ohX/R6SVoauFbSxsBrwNeBPu0sbrapFkmTatUnaQ/gs8DOwGBJW0TEoCZlny7p56RRjm2q9rVn6qcpSZsDuwGfAW6T9BrpAj8BWCciopB9IWCHnPdZ0tTSAOCiJtV80ObKdFedfP2Ar0TELEnXkF6Xc0jTPGcAvyEFM38sHNNo6gfgFNIIzbGFtKiTt5j+sU39SDoUOBRgxe7dP44qzcyMEo6oVETE68Bw0ojFZ4B1gadysLGYpKc6sK6IiAci4jTSRfZrLRx2dER8inRxvbij2lLHLsC9ETEZ+AowBDgKuLkqSAGYDIyKiKcj4n3SaM/mHdEISZuQ1uLcll+Hvnw4/XMvsLKkzYBtgZtaLTci/gksCmxdSH6VwnqkbFmgS9akRMQFEdE7Inov1a1bVzTBzOwTqVSBiqTl80gKkhYFdgUej4ibImKliGiLiDbg7YhYt4PqXCWPWFT0Ap5pRxHnAAtI2r0j2lPHw8A+kpaKiMdJ6zrOBC6rkfdBYGlJy+fnOwGPdlA7+gGDKq9DRKwCrCJpzRwwXQUMBf4WEf9tZ9mnMPv6oweB7SStBB8spO4OPDfXvTAzs3lG2aZ+VgaG5jUVCwB/ioh6UxAdpRtwhqRVgP8CrwDfafXgiAhJlYvs33Py5ZJm5O2pEbFL3j5K0jcLh385Iia1UMdtki4D/i3pbWAicDAwRNIOEfFKIe9Mpduy/6F0O89I4A+t9qeJvsAXqtKuzem/JE3/HEO6Q6lo0bz2peKWiJgtT0TcLKnYj5clHQHcLGkB0mLnfhExq3DYcEkz8/aYiDhwDvtlZmYlpY/OHJhZI+svsURc8JkOmU0zs070+bvu7OomWIGkkRHRu3nO2ZVq6sfMzMysyIGKmZmZlZYDFTMzMystBypmZmZWWg5UzMzMrLQcqJiZmVlpOVAxMzOz0nKgYmZmZqXlQMXMzMxKy4GKmZmZlZYDFTMzMystBypmZmZWWmX79WSz0lti/fX9Y2dmZh8Tj6iYmZlZaTlQMTMzs9JyoGJmZmal5UDFzMzMSsuBipmZmZWWAxUzMzMrLQcqZmZmVloOVMzMzKy0/IVvZu00ZfI0zvnRDV3dDLNPpO+fuXdXN8E+Zh5RMTMzs9JyoGJmZmal5UDFzMzMSsuBipmZmZWWAxUzMzMrLQcqZmZmVloOVMzMzKy0HKiYmZlZaTlQMTMzs9JyoGJmZmal5UDFzMzMSsuBipmZmZWWAxUzMzMrrVIFKpIWlPSwpBsLaZdLGi9pnKSLJXXL6QMkzZK0aSHvOElteXuSpLH58aikUyQtUqfeEyU9ImmMpFGStpJ0bd5+StK0vD1K0raS7shtGi3pQUm9CmVV6q3kPzunD5E0sZB+r6SDC8/fLRz3ixpt3DrXN1bS0AbnsJukoTnfY5KOl7RcoZ6XJD1feL6wpOlVZQyQdE6DOq6T9O/C86clrV+V5yxJx0rqU3X+RknaJecJSWcWjhkoaVDhfO1bVeb0/G+bpBlVZR5Yr71mZjbvWqirG1DlCOAxYMlC2uXAN/P2FcAhwO/y88nAicD+dcrbMSKmSuoBXACcDxxUzCBpG2AvYPOIeEdST2DhiPhK3t8HGBgRexWOAegfESMkHQycDuxaXW+N9hwdEVdXpV2Sy5zU4DiAU4EjI2K4pLXq5AH4OtA9IjaRtBjwKDAsInrlegYB0yPijKr+tETS0sAWwHRJa0fE08CVQF/g5JxnAWBfYDtgLeDu4vkreAf4qqTTGvS7ngmVPpmZ2fyrNCMqklYDvghcWEyPiJsjAx4AVivsvhHYqPrTfLWImA58B/iypGWrdq8MTI2Id3LeqRHxQjuafh+wajvyz6l3yX2PiIkN8gWwuKSFgEXzcW90YDu+CtzAh8EJwDBmDxY/BzwTEc80Ket9UgB5VAe2z8zM5iOlCVSAs4BjgFm1duYpnwOAWwrJs4BfASc0Kzwi3gAmAutV7boVWF3SE5LOk/T5drZ7D+C6qrThhSmJ4kX49EL65e2sZwLwc0m9m+S7GngLeBF4FjgjIl5rcsyixWkU4GcN8vYjBSbD8jYRMRaYJWmznKdv3l+xQ9U0zTqFfecC/SUt1aSN1dapKnOHdh7fLpIOlTRC0ojpb0/rzKrMzKygFFM/kvYCpkTEyDzVUst5wF0RcXdV+hXAiU2mQz6oqjohIqZL2gLYAdgRuErScRExpElZl0taGOgB9Kra156pn+aNlvYBFgO+AFwj6YvA68DfIqI6cNkSmAmsAiwD3C3p9jxFU8+M4jSKpAHARwIiSSuSAr17IiIkvSdp44gYRwpM+kp6BPgy8NPCofWmfoiINyRdChwOzCjuqpW9sP2xTv1ExAWk0R/WWGm9Wm0zM7NOUJYRle2AL+V1GlcCO0m6rLJT0k+B5YEfVh8YEe8DZwLHNqpA0hJAG/BEjTJmRsQdEfFT4PvA11poc39gbWAo8NsW8s+N3UlB2ljg28D1pHZeWSPvN4BbIuK9iJgC/IsaQccc2o8U/EzMr1UbeVQlt2U/YBdgTES83I5yzyL1a/FC2qu5LgDylF1717GYmdk8rhSBSkQcHxGrRUQbadrgnxHxTQBJh5Au1P0ioua0EDCEdIFcvtbOvJj2POC6iPhP1b71JRWng3oBzdZWVNodwE+ArSVt0Moxc+hhYH9J3fOI0rWkRcTDauR9FtgJQNLiwNbA4x3Ujn7AHhHRll+rLcjrVCJiAimQ+EWddtWVp6b+RApWKu4g9Xnh/HwAMHwu2m5mZvOgUgQqTfweWBG4L69FOKk6Q0S8C5wNrFC1a7ikcaRFuM8Ch9UovwcwVOkW5jHAhsCgVhsXETNIIzpHV9VbWTtxaSG9uEZlVOEi3MxFwFhgtKQRpAXAA4Gr8509RecCPfIUzIPAJRExptX+1KN02/eawAe3JedFvdMkbZWThgEbAH+pOrx6jcq+fNSZQM9C2TcCdwMj87qZ7Zh91Kx6jcrhc9dDMzMrI6VBATNr1RorrRfH9P91VzfD7BPp+2fu3dVNsDkkaWSNdZVNzQsjKmZmZvYJ5UDFzMzMSsuBipmZmZWWAxUzMzMrLQcqZmZmVloOVMzMzKy0HKiYmZlZaTlQMTMzs9JyoGJmZmal5UDFzMzMSsuBipmZmZXWQl3dALN5zQqrLeXfGzEz+5h4RMXMzMxKy4GKmZmZlZYDFTMzMystBypmZmZWWoqIrm6D2TxF0pvA+K5uRyfoCUzt6kZ0Avdr3jE/9gncr4o1I2L59lbiu37M2m98RPTu6kZ0NEkj3K95x/zYr/mxT+B+zS1P/ZiZmVlpOVAxMzOz0nKgYtZ+F3R1AzqJ+zVvmR/7NT/2CdyvueLFtGZmZlZaHlExMzOz0nKgYmZmZqXlQMWsHSTtIWm8pKckHdfV7QGQdLGkKZLGFdKWlXSbpCfzv8vkdEk6O7d/jKTNC8cclPM/KemgQvoWksbmY86WpEZ1dGC/Vpc0XNKjkh6RdMT80DdJi0h6QNLo3K+Tc/paku7PbblK0sI5vXt+/lTe31Yo6/icPl7S7oX0mu/TenV0YN8WlPSwpBvnoz5Nyu+RUZJG5LR5+j2Yy19a0tWSHpf0mKRtStuviPDDDz9aeAALAhOAtYGFgdHAhiVo1+eAzYFxhbRfAcfl7eOAX+btLwB/AwRsDdyf05cFns7/LpO3l8n7Hsh5lY/ds1EdHdivlYHN8/YSwBPAhvN633JdPfJ2N+D+3IY/AX1z+u+B7+bt/wV+n7f7Alfl7Q3ze7A7sFZ+by7Y6H1ar44O7NsPgSuAGxvVN4/1aRLQsyptnn4P5jKHAofk7YWBpcvary75w+qHH/PiA9gG+Hvh+fHA8V3drtyWNmYPVMYDK+ftlUlfUgdwPtCvOh/QDzi/kH5+TlsZeLyQ/kG+enV0Yh+vB3adn/oGLAY8BGxF+obPharfa8DfgW3y9kI5n6rff5V89d6n+ZiadXRQX1YD/gHsBNzYqL55pU+5zEl8NFCZp9+DwFLARPINNWXvl6d+zFq3KvBc4fnknFZGK0bEi3n7JWDFvF2vD43SJ9dIb1RHh8tTA58hjT7M833LUySjgCnAbaTRgtcj4v0abfmg/Xn/NGA52t/f5RrU0RHOAo4BZuXnjeqbV/oEEMCtkkZKOjSnzevvwbWAV4BL8lTdhZIWb1Bnl/bLgYrZfC7SR5dO/R6CzqxDUg/gGuDIiHjj46q3M+uIiJkR0Ys0CrElsEFHlv9xk7QXMCUiRnZ1WzrB9hGxObAn8D1JnyvunEffgwuRpot/FxGfAd4iTcN0Zp0f0WodDlTMWvc8sHrh+Wo5rYxelrQyQP53Sk6v14dG6avVSG9UR4eR1I0UpFweEX9pUu881TeAiHgdGE6aslhaUuX314pt+aD9ef9SwKu0v7+vNqhjbm0HfEnSJOBK0vTPb+bxPgEQEc/nf6cA15ICy3n9PTgZmBwR9+fnV5MCl1L2y4GKWeseBNbLdxksTFoE+NcublM9fwUqK/APIq3vqKQfmFfxbw1My8Owfwd2k7RMXoW/G2mu/0XgDUlb51X7B1aVVauODpHruwh4LCJ+Pb/0TdLykpbO24uS1t08RgpY9q3Tr0pb9gX+mT+J/hXoq3QHzVrAeqQFjDXfp/mYenXMlYg4PiJWi4i2XN8/I6L/vNwnAEmLS1qisk1674xjHn8PRsRLwHOS1s9JOwOPlrZfHbU4xw8/PgkP0ur3J0hrCk7s6vbkNg0DXgTeI31S+jZp7v4fwJPA7cCyOa+Ac3P7xwK9C+V8C3gqPw4upPcm/XGeAJzDh99oXbOODuzX9qRh4THAqPz4wrzeN2BT4OHcr3HASTl9bdJF+Sngz0D3nL5Ifv5U3r92oawTc9vHk++qaPQ+rVdHB79uffjwrp95uk+57NH58Uil3nn9PZjL7wWMyO/D60h37ZSyX/4KfTMzMystT/2YmZlZaTlQMTMzs9JyoGJmZmal5UDFzMzMSsuBipmZmZWWAxUzM0DSckq/kDtK0kuSni88X7gq75GSFmuhzDsk9a6Rvlf+6vLRSr8OfVhH9qVJm7pLuj33a/+qfVsr/RLxKKVf1B3UYpm9JZ3dKQ22T7yFmmcxM5v/RcSrpO+WIF+gp0fEGXWyHwlcBrzd3nryt+1eAGwZEZMldSf9qOTH5TMAkb7Cv9pQYL+IGC1pQWD9Gnk+IiJGkL6Tw6zDeUTFzKwOSTvnkY+xki7OoxGHA6sAwyUNz/l+J2mEpEckndyk2CVIHxJfBYiIdyJifC5niKTKt6wiaXr+t4+kOyVdL+lpSb+Q1F/SA7lt69Ro+7KSrpM0RtK/JW0qaQVSgPXZPGpSfdwKpC8PJNLvET2ayxoraen8zaSvSjowp18qadfcvhtz2iBJf5R0n6QnJf1PoU1HS3owt+nknLa4pJvy6NK46lEeMwcqZma1LQIMAfaPiE1IwcV3I+Js4AVgx4jYMec9MSJ6k7519vOSNq1XaES8Rvoa8WckDcsBRyt/izcDvgN8GjgA+FREbAlcCPygRv6TgYcjYlPgBODSSL9Xcwhwd0T0iogJVccMBsZLulbSYZIWyen/Iv2ez0bA08AOOX0b4N4adW9K+r2fbYCTJK0iaTfSV+JvSRq52kLpB/72AF6IiM0iYmPglhbOhX2COFAxM6ttQWBiRDyRnw8FPlcn736SHiJ9Nf5GwIaNCo6IQ0i/r/IAMBC4uIX2PBgRL0bEO6SvJb81p4+l9tTR9sAfc33/BJaTtGSTdv2M9NXntwLf4MOg4W5S3z8H/A7YRNKqwH8i4q0aRV0fETMiYirpt3i2JP0OzG6kc/QQ6Rej18vt31XSLyXtEBHTmp4J+0RxoGJmNheUfjxvILBzHr24iTQa01BEjI2IwaQfJfxaTn6f/Hc5j7IUF/G+U9ieVXg+iw5cbxgREyLid6RAajNJywF3kUZRdgDuAF4h/RDg3fWKqfFcwGl5JKdXRKwbERflQHBzUsByiqSTOqovNn9woGJmVttMoE3Suvn5AcCdeftN0loTgCWBt4BpklYE9mxUqKQekvoUknoBz+TtScAWeftLQLc5bn0KIvrnOvsAUyPijSZt+2L+tVtIox0zgdcj4jmgJ7BeRDwN3EMKzu6qU9Q+khbJQU4f0q8f/x34lqQeua5VJa0gaRXg7Yi4DDidFLSYfcB3/ZiZ1fZf4GDgz5IWIl1sf5/3XQDcIumFiNhR0sPA48BzpPUcjQg4RtL5wAxSkDMg7/sDcL2k0aRpl1rTKq0aBFwsaQzp7qSDWjjmAGCwpLdJozv9I2Jm3nc/aToMUhB0GilgqWUMacqnJ/B/EfEC8IKkTwP35VhoOvBNYF3gdEmzSL8A/t32dNLmf/71ZDMz6zAt3Npt1i6e+jEzM7PS8oiKmZmZlZZHVMzMzKy0HKiYmZlZaTlQMTMzs9JyoGJmZmal5UDFzMzMSuv/AXyZNcFR6wkiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the top 5 stations with largest total number of swipes\n",
    "sns.barplot(data = march2019_largest, y = 'Station', x = 'Total Sum of Swipes')\n",
    "plt.title('Top 5 Most Used Stations in NYC Before COVID-19')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "precovid_top = march2019_largest.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add a year column to the 2019 data\n",
    "precovid_top['Year'] = ('2019')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "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>REMOTE</th>\n",
       "      <th>Station</th>\n",
       "      <th>Full Fare</th>\n",
       "      <th>Senior Citizen / Disabled</th>\n",
       "      <th>7 Day AFAS Unlimited</th>\n",
       "      <th>30 Day AFAS/RMF Unlimited</th>\n",
       "      <th>Joint Railroad Ticket</th>\n",
       "      <th>7 Day Unlimited</th>\n",
       "      <th>30 Day Unlimited</th>\n",
       "      <th>14-D RFM UNL</th>\n",
       "      <th>...</th>\n",
       "      <th>Airtrain 30 Day</th>\n",
       "      <th>Airtrain 10 Trip</th>\n",
       "      <th>Airtrain Monthly</th>\n",
       "      <th>Student Pass</th>\n",
       "      <th>Nassau Inter-County Express 2 Trip</th>\n",
       "      <th>City University of New York 120</th>\n",
       "      <th>City University of New York 60</th>\n",
       "      <th></th>\n",
       "      <th>Total Sum of Swipes</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>R170</td>\n",
       "      <td>14TH STREET-UNION SQUARE</td>\n",
       "      <td>217991</td>\n",
       "      <td>16122</td>\n",
       "      <td>1645</td>\n",
       "      <td>3970</td>\n",
       "      <td>489</td>\n",
       "      <td>105390</td>\n",
       "      <td>178072</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20157</td>\n",
       "      <td>0</td>\n",
       "      <td>1348</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>592822</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>R046</td>\n",
       "      <td>42ND STREET &amp; GRAND CENTRAL</td>\n",
       "      <td>228223</td>\n",
       "      <td>10976</td>\n",
       "      <td>642</td>\n",
       "      <td>1337</td>\n",
       "      <td>2553</td>\n",
       "      <td>56733</td>\n",
       "      <td>94461</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2186</td>\n",
       "      <td>0</td>\n",
       "      <td>563</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>437114</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>R084</td>\n",
       "      <td>59TH STREET/COLUMBUS CIRCLE</td>\n",
       "      <td>172949</td>\n",
       "      <td>13507</td>\n",
       "      <td>1003</td>\n",
       "      <td>2879</td>\n",
       "      <td>442</td>\n",
       "      <td>81778</td>\n",
       "      <td>114878</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13821</td>\n",
       "      <td>0</td>\n",
       "      <td>2647</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>436879</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>R022</td>\n",
       "      <td>34TH STREET &amp; 6TH AVENUE</td>\n",
       "      <td>180358</td>\n",
       "      <td>10449</td>\n",
       "      <td>935</td>\n",
       "      <td>2420</td>\n",
       "      <td>759</td>\n",
       "      <td>83910</td>\n",
       "      <td>118097</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4017</td>\n",
       "      <td>0</td>\n",
       "      <td>1109</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>435493</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>R011</td>\n",
       "      <td>42ND STREET &amp; 8TH AVENUE</td>\n",
       "      <td>249345</td>\n",
       "      <td>11603</td>\n",
       "      <td>716</td>\n",
       "      <td>1814</td>\n",
       "      <td>99</td>\n",
       "      <td>49010</td>\n",
       "      <td>70523</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3024</td>\n",
       "      <td>0</td>\n",
       "      <td>521</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>416167</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    REMOTE                         Station  Full Fare  \\\n",
       "159   R170  14TH STREET-UNION SQUARE           217991   \n",
       "42    R046  42ND STREET & GRAND CENTRAL        228223   \n",
       "73    R084  59TH STREET/COLUMBUS CIRCLE        172949   \n",
       "19    R022  34TH STREET & 6TH AVENUE           180358   \n",
       "8     R011  42ND STREET & 8TH AVENUE           249345   \n",
       "\n",
       "     Senior Citizen / Disabled  7 Day AFAS Unlimited  \\\n",
       "159                      16122                  1645   \n",
       "42                       10976                   642   \n",
       "73                       13507                  1003   \n",
       "19                       10449                   935   \n",
       "8                        11603                   716   \n",
       "\n",
       "     30 Day AFAS/RMF Unlimited  Joint Railroad Ticket  7 Day Unlimited  \\\n",
       "159                       3970                    489           105390   \n",
       "42                        1337                   2553            56733   \n",
       "73                        2879                    442            81778   \n",
       "19                        2420                    759            83910   \n",
       "8                         1814                     99            49010   \n",
       "\n",
       "     30 Day Unlimited  14-D RFM UNL  ...  Airtrain 30 Day  Airtrain 10 Trip  \\\n",
       "159            178072             2  ...                0                 0   \n",
       "42              94461             0  ...                0                 0   \n",
       "73             114878             0  ...                0                 0   \n",
       "19             118097             0  ...                0                 0   \n",
       "8               70523             0  ...                0                 0   \n",
       "\n",
       "     Airtrain Monthly  Student Pass  Nassau Inter-County Express 2 Trip  \\\n",
       "159                 0         20157                                   0   \n",
       "42                  0          2186                                   0   \n",
       "73                  0         13821                                   0   \n",
       "19                  0          4017                                   0   \n",
       "8                   0          3024                                   0   \n",
       "\n",
       "     City University of New York 120  City University of New York 60  \\\n",
       "159                             1348                               0   \n",
       "42                               563                               0   \n",
       "73                              2647                               0   \n",
       "19                              1109                               0   \n",
       "8                                521                               0   \n",
       "\n",
       "                                                                          \\\n",
       "159                                                ...                     \n",
       "42                                                 ...                     \n",
       "73                                                 ...                     \n",
       "19                                                 ...                     \n",
       "8                                                  ...                     \n",
       "\n",
       "     Total Sum of Swipes  Year  \n",
       "159               592822  2019  \n",
       "42                437114  2019  \n",
       "73                436879  2019  \n",
       "19                435493  2019  \n",
       "8                 416167  2019  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Test for new column\n",
    "precovid_top"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Subset the data for GDS graphs\n",
    "pre_covid5 = precovid_top[['Station', 'Total Sum of Swipes', 'Year']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Station</th>\n",
       "      <th>Total Sum of Swipes</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>14TH STREET-UNION SQUARE</td>\n",
       "      <td>592822</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42ND STREET &amp; GRAND CENTRAL</td>\n",
       "      <td>437114</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>59TH STREET/COLUMBUS CIRCLE</td>\n",
       "      <td>436879</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>34TH STREET &amp; 6TH AVENUE</td>\n",
       "      <td>435493</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>42ND STREET &amp; 8TH AVENUE</td>\n",
       "      <td>416167</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            Station  Total Sum of Swipes  Year\n",
       "159  14TH STREET-UNION SQUARE                     592822  2019\n",
       "42   42ND STREET & GRAND CENTRAL                  437114  2019\n",
       "73   59TH STREET/COLUMBUS CIRCLE                  436879  2019\n",
       "19   34TH STREET & 6TH AVENUE                     435493  2019\n",
       "8    42ND STREET & 8TH AVENUE                     416167  2019"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pre_covid5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Merge 2019 and 2020 for GDS viz\n",
    "top5_both = pre_covid5.append(post_covid5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#Reset the index to get rid of original numbers from the raw data\n",
    "top5_both.reset_index(drop = True, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "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>Station</th>\n",
       "      <th>Total Sum of Swipes</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>14TH STREET-UNION SQUARE</td>\n",
       "      <td>592822</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>42ND STREET &amp; GRAND CENTRAL</td>\n",
       "      <td>437114</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>59TH STREET/COLUMBUS CIRCLE</td>\n",
       "      <td>436879</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>34TH STREET &amp; 6TH AVENUE</td>\n",
       "      <td>435493</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>42ND STREET &amp; 8TH AVENUE</td>\n",
       "      <td>416167</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>14TH STREET-UNION SQUARE</td>\n",
       "      <td>54578</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>42ND STREET &amp; GRAND CENTRAL</td>\n",
       "      <td>25323</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>59TH STREET/COLUMBUS CIRCLE</td>\n",
       "      <td>40115</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>34TH STREET &amp; 6TH AVENUE</td>\n",
       "      <td>26743</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>42ND STREET &amp; 8TH AVENUE</td>\n",
       "      <td>42982</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Station  Total Sum of Swipes  Year\n",
       "0  14TH STREET-UNION SQUARE                     592822  2019\n",
       "1  42ND STREET & GRAND CENTRAL                  437114  2019\n",
       "2  59TH STREET/COLUMBUS CIRCLE                  436879  2019\n",
       "3  34TH STREET & 6TH AVENUE                     435493  2019\n",
       "4  42ND STREET & 8TH AVENUE                     416167  2019\n",
       "5  14TH STREET-UNION SQUARE                      54578  2020\n",
       "6  42ND STREET & GRAND CENTRAL                   25323  2020\n",
       "7  59TH STREET/COLUMBUS CIRCLE                   40115  2020\n",
       "8  34TH STREET & 6TH AVENUE                      26743  2020\n",
       "9  42ND STREET & 8TH AVENUE                      42982  2020"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top5_both"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Save the df as a csv\n",
    "#top5_both.to_csv(r'C:\\Users\\Andreya\\Desktop\\DS4ACases\\mta\\top5both.csv', index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4F/BGlc1nAz8FogWr7EoK0mbm+j/MQUpdIuJp4D2gWwu2qbk+JgUERzeR72fAERHxHkBE3Ak8AOxfyHMWcEIT5fQEppVeRMSTEfEhsC3wQQ4giYg5uU1DSiMuteRA51vAgcAOkjpVyfog0Kup8szMbNHSKCMqFUnaA5gWEePT+awu+0rasvB6zfIMEfGGpFuAFyTdDdwKXB0Rc+ts1wDg6Yh4tZA8XNIv8vPHIqIUCJS3Z/OIeL/ezjThfGCCpN9UaedSQOeIeK5s0xigX+H1dcDhkj51rAouBe6UtDdwNzAqB2z9gLHFjBHxTh7tqlVeyRbA8xHxrKR7gW8ANxQz5FGa7YARheQ1JI0rvP5hRNxXR30LRNKhwKEAvZbuwE1dh7dWVVWtctLEz71OM7OFrWEDFUlLAj8nTfs0x3xTLfnk9ykRcYik9YHtgWOAHUjf6ms5WtJBwNrAbmXbmjP1U49qI0jz0nNAcDnwI+CzBD9zgOHA8cDtFSuNGCdpddL7sT3wX0mb11F2U/0YDFyTn18DDOGTQGWJHIz0Ah4H7irs/7lO/UTExaQRLDbotURLju6ZmVkNDTH1U8UawGrA+PztvDfwiKQVW6qCiJgYEWeTgpRBdexydkT0y3lH1JimaDZJPygsDF2JNC1VPrXUFXirLO0c4GCgc3mZEfEO8L8cYBRtBDxWlnYF8FVg5WptjIhZEXFjRBwOXAl8HZicyyv2ZSlgReDJKv3oDryeR0oGASfl9/j3wM6SuuZ8pTUqqwIirVExM7MvkIYNVHIQsUJE9ImIPsBUYEBEvPJZy5bURdLWhaT+wAvNaNstpOmToZ+1LYUyz4+I/vnxMvAvYPfSSVvSXsD4vAakuN8bpKmbg6sUPRw4V9ISuZztgS2BP5WVM5u0HqjimhdJX5HULT/vCKxLOmZ3A0uWrrrJwcdZwHl5iuu/wFdKAWa+2mdx4CXSdM6EiFg5v8+rkkZT9ixr23ukUaOfSGrYUUAzM2t5DRGoSLqatFhyHUlTJVU76bZYlcBPJT2ZpxZ+SdPTPuVOAX4sqXQMh5ddLtsxp+9blr5FPYVHxATSlVD35zZ+HzikSvazgOWqbPs9KViYKOlJ4ERgjyrrZEZQfTpwDeCfkiYCj5ICtRsiIkiBxd6SniaNoMyNiFNzP2aQrv65LffjHGBwXg80GLiprJ4bcvp8IuJRYEJh2xplx/VHVdptZmZtmNJ5xqxl5EDsamDPiHhkYbenNWzQa4m49bB61gm3LC+mNbO2TNLYiPjUfc2a4mF0a1ER8QBpTYmZmdln1hBTP2ZmZmaVOFAxMzOzhuVAxczMzBqWAxUzMzNrWA5UzMzMrGE5UDEzM7OG5UDFzMzMGpYDFTMzM2tYDlTMzMysYTlQMTMzs4blW+ibNVPHnv1Y5aQxC7sZZmZfCB5RMTMzs4blQMXMzMwalgMVMzMza1gOVMzMzKxhOVAxMzOzhuVAxczMzBqWAxUzMzNrWA5UzMzMrGH5hm9mzfT41JlsdOzlC7sZZtaEscOHLOwmWAvwiIqZmZk1LAcqZmZm1rAcqJiZmVnDcqBiZmZmDcuBipmZmTUsBypmZmbWsByomJmZWcNyoGJmZmYNy4GKmZmZNSwHKmZmZtawHKiYmZlZw3KgYmZmZg3LgYqZmZk1rFYNVCS1k/SopFsLaVdJelLSJEmXSuqQ0w+UNFfSBoW8kyT1yc+nSJqYH5Ml/UpSpyr1niDpMUkTJI2TtKmkm/LzZyS9nZ+Pk7SFpHtzm8ZL+q+k/oWySvWW8p+b00dKer6Q/oCkgwqvPyrsd3qFNm6W65soaVQTx3GT3ManJT0i6a+S1s/bhkmaluuZLGlw2b7flBSSvlRI65PTflhIO0/SgWV9Gy/pKUmXS+pdpW0dJJ1eaNuDknap49hNk7R4fr1czrt+Ie8bheP799zm9wv9vLz02clltJf0WvmxzsdtYK3ja2Zmjat9K5d/JPA4sFQh7SrggPz8T8AhwAX59VTgBGDfKuVtExGvS+oCXAxcBAwtZpC0ObArMCAiPpS0HNAxIvbM27cGjomIXQv7AOwfEWMkHQQMB3Yor7dCe46NiOvL0i7LZU6psR/AqcBREXGPpNWq5EFSD+A64NsR8UBO2xJYA5iYs50dEWdKWgsYK+n6iJidtw0G7s//nlwo+lXgSEkXRcRH1fqmdHCOAv4hab0Kef8P6Amsl493D+Brhe3VjsEc4Lt88t4TEROB/rmPI4FbS8c3B6zPRkR/Se2Au4B9SJ8nSO/XU8C3JB0fEVGhTjMza2NabUQlfwP/BvDHYnpE3BYZ8DBQ/KZ+K9BP0jq1yo6IWcD3gW9K6l62uSfwekR8mPO+HhEvN6PpDwK9mpF/QX1E7ntEPF8j3xHAqFKQkvPfHxE3l2eMiKeB94BuADmg2xI4GNivLPtrwN2UBXoVyoyIOBt4BdiluE3SksD3gB8WjveMiLiuVpnZOcDRkpodLEfEHNJnp/g+DQZ+B7wIbN7cMs3MrDG15tTPOcBPgbmVNuZh++8AdxSS5wK/AX7eVOER8Q7wPLBW2aY7gZXzlMUfJH3t03vXtDNwc1naPYUpiaML6cML6VfRPM8Cp9UxLdEPeKSeAiUNAJ6OiFdz0h7AHRHxFDBT0kZlu5wBHJNHKJryCPClsrQ1gRfze1FNtWP3Immk5zt11D0fpSm/Tcmfnfx6e+AvwNWkoMXMzBYBrTL1I2lX4NWIGJunWir5A/CviLivLP1PwAm1pkOKVZUnRMSsfELeCtgGuFbScRExsomyrpLUEehCnn4oaM7UT9ONlvYAlgS+Dtwg6RvAW8DtEVEzcJH0EGkq7c6IODInH52nrNYGditkL40yAFyTX48tbYyI53J5366n2XXkqaTW9NevgdHAX+ssaw1J44DVgL9GxIScvitwT0S8L+kG4ERJR+WRlxYh6VDgUIBeS3fgpq7Dm13GKidNbDqTmZnNp7VGVL4C7J7XaVwDbCvpytJGSScDywM/Lt8xIj4GzgJ+VqsCSV2BPqR1CeVlzImIeyPiZNLUyaA62rw/sDowCvh9Hfk/i51IQdpE0rTMaFI7r6mQ9zFgQOlFRGwKnAgsXchzdkT0I/VzhKROeUpsW+CP+X04FtgnrzkpOo10rJsKRL5MWm9U9AywiqSlKuRvUp6qGkdaa1KPZyOiP2l9zkaSds/pg4Htcz/HAsuS+t5iIuLiiBgYEQO7d65nAMrMzFpCqwQqEXF8RPSOiD6ktRH/iIgDACQdQjpRD46IitNCwEjSUP7ylTbmtRd/AG6OiDfLtq2TF5WW9AdeqLPdQQoCNiteJdMKHgX2lbR4HlG6ibSI+OoKec8HDpS0RSFtyUqFRsQtwBjSupO9gSsiYtWI6BMRK5OmyrYq2+cJYDLzj8TMo+RHpLU/d5Tt+x4wAvhdHo1C0vKSvlWz9/M7FTimGfnJIzTHAcfnIGkrYJXczz7AD/D0j5nZImFh3EflQqAH8GBet3BSeYZ8Zcm5wAplm+6RNIm0kPJF4LAK5XcBRuVLWCcA6wLD6m1cRLxPGtE5tqze0jqLywvpxTUq40on6zqMIF2xM17SGFIQcAxwfV6gWmzPK6SroH6tdGn1A6Qg5LwqZZ9CGqkaTAqAim6g8gn8VOZf1Fzq23jSiNXGpCmcSlcH/YK0MHdyfm9uBYprVqodu1L/HqPONThlbiYFbEeTAuEPC9tGA7spX/4M/FXS1Pz48wLUZWZmC4l8FadZ82zQa4m49bA1m72f16iY2ReZpLFNrcOsxHemNTMzs4blQMXMzMwalgMVMzMza1gOVMzMzKxhOVAxMzOzhuVAxczMzBqWAxUzMzNrWA5UzMzMrGE5UDEzM7OG5UDFzMzMGpYDFTMzM2tYDlTMzMysYbVf2A0wa2s69uzHKieNWdjNMDP7QvCIipmZmTUsBypmZmbWsByomJmZWcNyoGJmZmYNy4GKmZmZNSwHKmZmZtawHKiYmZlZw3KgYmZmZg3LN3wza6bHp85ko2MvX9jNMLMmjB0+ZGE3wVqAR1TMzMysYTlQMTMzs4ZV19SPpMWBQUCf4j4RcUrrNMvMzMys/jUqo4G3gbHAh63XHDMzM7NP1Buo9I6InVu1JWZmZmZl6l2j8oCk9Vu1JWZmZmZl6h1R2RI4UNLzpKkfARERG7Ray8zMzOwLr95AZZdWbYWZmZlZBXVN/UTEC8AywG75sUxOMzMzM2s1dQUqko4ErgJWyI8rJf2wNRtmZmZmVu/Uz8HAphHxPwBJZwAPAr9vrYaZmZmZ1XvVj4A5hddzcpqZmZlZq6l3ROUy4CFJN+XX3wRGtEqLzMzMzLJ6F9P+FjgIeCM/DoqIc5pTkaQpkiZKGidpTCF9Q0kP5m1/kbSUpJ1yvnGSZkl6Mj+/XNLWkm4tK3ukpL0r1LmZpIfyvo9LGibpoELZHxXadLqkAyW9ll8/IenoQlnDJE0r7DtO0jK5PW+Xpe9beP5K2X4dc3kXSvpKfn5Mrm+cpP9KGpLTO0o6R9Izkp6WNFpS70KbZpX1t4+kSWVpwyQdUzhO70nqWth+jqSQtFx+PSe3Y7ykRyRtkdNrHndJu0p6NO83WdJhVT4Hu0gak/M8KumsKu18vtCO7Qr7byLpX/kz8aikP0paMr9351Wor/i5Gyfp3ErtMjOzxlRzREXSUhHxjqTuwJT8KG3rHhFvNLO+bSLi9bK0PwLHRMQ/JX0XODYiTgT+luu5N28fk19v3Yz6RgH7RMR4Se2AdSJiMmmECElTim2SdCBwbUQcIWlZ4ElJ10fES7m8syPizGIFkgDui4hdy+q+Nm8fBswq3w/YDPiBpO8DOwCb5GO9FLBnznMa0DW3e46kg4AbJW0aEdGM41D0DLAHaUH0YsC2wLTC9vcjon9u+07Ar4Gv1SpQUgfg4tyHqUq/DdWnQr71gPOAb0TEE/k9ObRKscdGxPWStsllryWpB/BnYL+IeDCXuTfpGNVS6XNnZmZtQFMjKn/K/44FxhQepdctYW3gX/n5XaQfP2wpKwDTASJiTg5S6hIRM0kn9Z4t2B4AJPUFnoqIOcDPgf8XEe/ket+JiFGSliSNYh2d8xERl5FuuLftZ6j+GmDf/Hxr4N/Ax1XyLgW8WUeZXUlB78zczg8j4skK+X4KnBoRT+R8cyLigibKfhDolZ//ABhVClJyGddHxIw62mhmZm1QzRGV0ihBRKzWAnUFcKekAC6KiItz+mOkb/g3A98CVq6jrK0kjSu8XgW4tUK+s0mjIvcCd5BOch/U01hJqwCdgAmF5KMlHZCfvxkR21Rpz6CIeLZG8bsAd+TRk64R8VyFPGsCL5YCmIIxQD/g7nr6UcFTwO6SugGDgSuZ/4Z+S+S+dCIFaU0GRRHxhqRbgBck3U16L66OiLllWdcDzmpme3cmfTZK+49q5v4A90gqLQYfFRFnN7cASYeSR396Ld2Bm7oOX4Bm1LbKSRNbvEwzs7au3vuofOqkWCmtCVtGxADSSfEHkr6a078LHC5pLOmb+Ud1lHVfRPQvPYBbKmWKiFOAgcCdwLdJwUpT9pU0gTSa8oeywObsQr3bFNLna08TQQrATnW2pbmqTQeVp98I7AdsCtxXtu393IcvkYKEy5Xmt2qWHRGHANsBDwPHAJc2v/nzGS7pKdKo3hmfsaxtCu9Ns4MUgIi4OCIGRsTA7p3bfcbmmJlZvWoGKpI65fUpy0nqJql7fvThk+H4ukTEtPzvq8BNwCb59RMRsWNEbARcDTR1km+WiHg2Ty9sB2yY157Ucm3+DaMtgNMlrdiS7clTOstExMt5tGSWpNUrZH0WWKW48DXbiDQKVclMoFtZWnegfH3GtcD/AXdVGPWYJ0+xLAcsX0/ZETExBwI7UHkK77Hc/nocGxFrAz/jk6CnOfubmdkioKkRlcNI61G+lP8tPUaTFkXWRVLn0glXUmdgR2BSfr1C/ncx4BfAhc3rQs16v5FHAwDWIt3/5a169s2Ld68Ajmyp9mTbAPcUXv8aOD9PAyGpi6Qh+eZ6o4Df5kWnKF0NtCTwjyptngVMl7Rtzt+dNCpyf1m+F4ATgD/UaqikLwHtSEHK08BKeX0NklYFNgTG5TZvXdi1P1DpJxaGAz+XtHYuY7G8mLiW84DF8sLe84ChkjYttHGvvMjWzMwWQU2tUfkd8DtJP4yIz3IX2h7ATTlmaA/8KSJKUx+DJf0gP7+RfEVOC/kOcLak90gLRvcvLUyt0xnAI5JOy6+La1Qg3U8GPr1G5VcRcX2VMncBitsuALoA/5U0G5jNJ+s4jgfOBJ6SNBd4AtizcMXPkpKmFsr6LTCEFPj8Nqf9stJUVERcVKV9SxT6ImBoPmZzct8vk9Qpt/OQiHg7B6E/lXQR8D7wP+DACnVOkHQUcHUeWQoqry0q7hOSfgX8NCK2k7QfcGYOcOeSFmKXPksHSvpmYffN8r/FNSoTImJIrTrNzKxxqN6rXPOlpeuSFlkCEBGXt1K7FlmSHiH9HMHshd0WWzAb9Foibj1szRYv14tpzWxRJmlsRAxs7n513ZlW0smkS1nXBW4jjQrcDzhQaaa8oNjMzMzqUO9v/exNWoz6SkQcRFqbsHSrtcrMzMyM+gOV9/PVIR/nRZ+vUt/9TszMzMwWWL0/SjhG0jLAJaSrfmaR7hhqZmZm1mrqClQi4vD89EJJdwBLRcSEWvuYmZmZfVbNvjNtREzJl5ku6C3czczMzOrS1K8ndyLdYGy5/NswpZunLUUz70xrZmZm1lxNTf0cBhwFrERam1LyLs24M62ZmZnZgmhq6ucB0m/eHBMRqwO/JN36/p+kH4szMzMzazVNBSoXAR9GxO/zrx3/mvT7M28DF7d248zMzOyLrampn3YR8UZ+vi9wcUTcANxQ9ts2ZmZmZi2uyUBFUvuI+Jh0Z9pDm7Gv2SKpY89+rHLSmIXdDDOzL4Smgo2rgX9Kep30q7j3AUhakzT9Y2ZmZtZqagYqEXFqvl9KT+DO+OSnlhcDftjajTMzM7MvtianbyLiPxXSnmqd5piZmZl9ot4fJTQzMzP73DlQMTMzs4blQMXMzMwalgMVMzMza1gOVMzMzKxh+aZtZs30+NSZbHTs5Qu7GWbWhLHDhyzsJlgL8IiKmZmZNSwHKmZmZtawHKiYmZlZw3KgYmZmZg3LgYqZmZk1LAcqZmZm1rAcqJiZmVnDcqBiZmZmDcuBipmZmTUsBypmZmbWsByomJmZWcNyoGJmZmYNy4GKmZmZNayGClQkdZL0sKTxkh6T9MsKec6VNCs/P0HSuPyYU3j+I0nDJB1Ttu8USctVKPO7kiZKmiBpkqQ9JJ2fy5os6f1C2XtLGinp+fx6vKTtCmXdK+nJQv7rc/owSdMK6eMk7Vt4Pquw36d+mlfSWvnYTJD09yaO4yqS7pT0eG5/H0k35bKfkfR2od4tcpsHFvbvI2lSjfKPkvSBpKXz68skHVaW55uSbs/Pi+/NOEnHFY7VmMI+AyXdm58fKOm8sjLntTO/lxMLZZ5b65iYmVnb1H5hN6DMh8C2ETFLUgfgfkm3R8R/IJ3IgG6lzBFxKnBq3jYrIvqXtkkaVk+FknoDJwADIuJtSV2A5SNidN7eB7i1rOxdgWMj4npJ2wAXA2sVit0/IsbwaWdHxJlladfmMu8FjqmyH8BxwAURcZmk1Zro1uXAqRFxV+7P3IjYM9ezda5n10J/mijuUwYD/wX2Ai4DrgaOBy4q5NkvpwO8Xzx+ZVaQtEtE3N7cRgDbRMTrC7CfmZm1EQ01ohLJrPyyQ34EgKR2wHDgpy1c7QrAu8Cs3IZZEfF8M/Z/EOjVwm2q5COgN0Ct9klaF2gfEXflvLMi4r2WaoSkNYAuwC9IAQvA3cCXJPXMeToD2wM311HkcFKgaGZm9ikNFahACkgkjQNeBe6KiIfypiOAWyJiejOKO7o45QCsVCHPeGAG8HyewtitmU3emU+fkK8q1Du8SnvuaWY9zwI/yqM5tawNvCXpRkmPShqeg7ymXFU4TrfVyLcfcA1wH7COpB4RMQe4Adgn59kNuDci3smvlyif8iqU9yDwUR6Zaq57CmUevQD7m5lZg2u0qR/ySa+/pGWAmyStB7wBfAvYupnFzTfVImlKpfok7QxsDGwHnC1po4gY1kTZwyWdRhrl2LxsW3OmfpokaQCwI/Bl4C5Jb5BO8M8Ca0REFLK3B7bKeV8kTS0dCIxoopp5bS5Nd1XJNxjYMyLmSrqB9L6cR5rmORP4HSmYuaKwT62pH4BfkUZoflZIiyp5i+mf29SPpEOBQwF6Ld2Bm7oOb2KPylY5aWJLNsvMbJHXcCMqJRHxFnAPacTiy8CawDM52FhS0jMtWFdExMMR8WvSSXZQHbsdGxFrk06ul7ZUW6rYHnggIqYCewIjgaOB28qCFICpwLiIeC4iPiaN9gxoiUZIWp+0Fueu/D7sxyfTPw8APSVtCGwB/LXeciPiH8ASwGaF5JkU1iNl3YGFsiYlIi6OiIERMbB753oGqMzMrCU0VKAiafk8koKkJYAdgCci4q8RsWJE9ImIPsB7EbFmC9W5Uh6xKOkPvNCMIs4DFpO0U0u0p4pHgT0kLR0RT5DWdZwFXFkh73+BZSQtn19vC0xuoXYMBoaV3oeIWAlYSdKqOWC6FhgF3B4RHzSz7F8x//qj/wJfkbQizFtIvTjw0mfuhZmZtRmNNvXTExiV11QsBlwXEdWmIFpKB+BMSSsBHwCvAd+vd+eICEmlk+zfcvJVkt7Pz1+PiO3z86MlHVDY/ZsRMaWOOu6SdCXwH0nvAc8DBwEjJW0VEa8V8s5Ruiz7bqXLecYCl9TbnybsB3y9LO2mnH4Gafrnp6QrlIqWyGtfSu6IiPnyRMRtkor9mCHpSOA2SYuRFjsPjoi5hd3ukTQnP58QEUMWsF9mZtag9OmZAzOrZYNeS8Sthy3YgJ7XqJjZF5WksRExsOmc82uoqR8zMzOzIgcqZmZm1rAcqJiZmVnDcqBiZmZmDcuBipmZmTUsBypmZmbWsByomJmZWcNqtBu+mZmZLVJmz57N1KlT+eCD5t6wu23q1KkTvXv3pkOHDi1SngMVMzOzVjR16lS6du1Knz59SDcMX3RFBDNnzmTq1KmsttpqLVKmp37MzMxa0QcffMCyyy67yAcpAJJYdtllW3T0yIGKmZlZK/siBCklLd1XBypmZmbWsLxGxayZOvbsxyonjVnYzTCzL6iIYKuttuKEE05gl112AeDPf/4zI0aM4I477ljIrWt5DlTMzMzaEElceOGFfOtb32Kbbbbh448/5uc///kCBykff/wx7ds3bjjgqR8zM7M2Zr311mO33XbjjDPO4JRTTuGAAw7g1FNPZZNNNuHLX/4yo0ePBmDKlClstdVWDBgwgAEDBvDAAw8AcO+997LVVlux++67s+666y7MrjSpcUMoMzMzq+rkk09mwIABdOzYkV133ZVtt92WSy+9lLfeeotNNtmE7bffnhVWWIG77rqLTp068fTTTzN48GDGjElT14888giTJk1qscuIW4sDFTMzszaoc+fO7LvvvnTp0oXrrruOv/zlL5x55plAuiT6xRdfZKWVVuKII45g3LhxtGvXjqeeemre/ptssknDByngQMXMzKzNWmyxxVhsscWICG644QbWWWed+bYPGzaMHj16MH78eObOnUunTp3mbevcufPn3dwF4jUqZmZmbdxOO+3E73//eyICgEcffRSAt99+m549e7LYYotxxRVXMGfOnIXZzAXiQMXMzKyNO/HEE5k9ezYbbLAB/fr148QTTwTg8MMPZ9SoUWy44YY88cQTbWYUpUil6MvM6jNw4MAoLUYzM2vK448/Tt++fRd2Mz5XlfosaWxEDGxuWV6jYtZMj0+dyUbHXr6wm2H2hTR2+JCF3QT7nHnqx8zMzBqWAxUzMzNrWA5UzMzMrGE5UDEzM7OG5UDFzMzMGpav+jEzM/sctfRVg01dCfXSSy8xZMgQZsyYgSQOPfRQjjzySN544w323XdfpkyZQp8+fbjuuuvo1q0bTzzxBAcddBCPPPIIp556Ksccc8y8sn73u99xySWXEBF873vf46ijjmrRvlTiERUzM7NFWPv27TnrrLOYPHky//nPfzj//POZPHkyp59+Ottttx1PP/002223HaeffjoA3bt359xzz50vQAGYNGkSl1xyCQ8//DDjx4/n1ltv5Zlnnmn19jtQMTMzW4T17NmTAQMGANC1a1f69u3LtGnTGD16NEOHDgVg6NCh3HzzzQCssMIKbLzxxnTo0GG+ch5//HE23XRTllxySdq3b8/XvvY1brzxxlZvvwMVMzOzL4gpU6bw6KOPsummmzJjxgx69uwJwIorrsiMGTNq7rveeutx3333MXPmTN577z1uu+02XnrppVZvs9eomJmZfQHMmjWLQYMGcc4557DUUkvNt00Skmru37dvX372s5+x44470rlzZ/r370+7du1as8mAR1TMzMwWebNnz2bQoEHsv//+7LXXXgD06NGD6dOnAzB9+nRWWGGFJss5+OCDGTt2LP/617/o1q0ba6+9dqu2GxyomJmZLdIigoMPPpi+ffvy4x//eF767rvvzqhRowAYNWoUe+yxR5NlvfrqqwC8+OKL3HjjjXz7299unUYXeOrHzMzsc/R5/7Div//9b6644grWX399+vfvD8Bpp53Gcccdxz777MOIESNYddVVue666wB45ZVXGDhwIO+88w6LLbYY55xzDpMnT2appZZi0KBBzJw5kw4dOnD++eezzDLLtHr7GypQkdQOGANMi4hdc9pVwEBgNvAwcFhEzJZ0IHAp0D8iJuS8k4BdI2KKpCnAu7nodsCNwK8i4oMK9Z4AfBuYA8wFDgOOA1YDugDLA8/n7IcDpwE9gQ+Aj4DvRcS4XFap3jk5/78i4keSRgJfA97O6e8BlwBH5tfrAk/m/e6IiOPK2rgZcBFpFOyRiBha5Rh2AP4IDCC9v5cDFwN35ywr5jpey683Ad6IiC6FMg4EBkbEEVXquBlYMSI2y6+fA3aJiCcLec4BpgMPAaP55PgBHBMRf5cUwG8j4id5n2OALhExLB+vWyPi+kKZsyKii6Q+wOP5eJX8NiL8k8ZmZmW23HJLIqLitrvvvvtTaSuuuCJTp06tmP++++5r0bbVo6ECFdJJ+3GguMrnKuCA/PxPwCHABfn1VOAEYN8q5W0TEa9L6kI6WV8EzHeCl7Q5sCswICI+lLQc0DEi9szbtyadWHct7AOwf0SMkXQQMBzYobzeCu05tnjizS7LZU6psR/AqcBREXGPpNWq5AH4FrB4RKwvaUlgMnB1RPTP9QwDZkXEmWX9qYukZYCNgFmSVo+I54BrgP2AX+Y8iwF7A18hBXv3FY9fwYfAXpJ+XaPf1Txb6pOZmS26GmaNiqTewDdIowHzRMRtkZFGVHoXNt8K9JO0Tq2yI2IW8H3gm5K6l23uCbweER/mvK9HxMvNaPqDQK9m5F9QH5H7HhHP18gXQGdJ7YEl8n7vtGA79gL+wifBCcDVzB8sfhV4ISJeaKKsj0kB5NEt2D4zM1uENNKIyjnAT4GulTbmKY3v8MlUCaRpmt8AP6dspKRcRLwj6XlgLdJ0RMmdwEmSngL+DlwbEf9sRrt3Bm4uS7tHUmnqZ1REnJ2fD5f0i/z8sYjYvxn1PAucJunxiBhTI9/1wB6kaZclgaMj4o0myl5C0rjC6+7ALVXyDgZOAWYANwCnRcRESXMlbRgR40kBzNWFfbYqK39QRDybn58PTJD0mybaWG6NsjJ/GBGtNiYp6VDgUIBeS3fgpq7DW6WeVU6a2Crlmpm1VQ0RqEjaFXg1IsbmqZZK/kBa71F+MvoTcEIT0yHzqipPiIhZkjYCtgK2Aa6VdFxEjGyirKskdSStYelftq05Uz9NN1ragxR0fB24QdI3gLeA2yNiYFn2TUhrUFYCugH3Sfp7nqKp5v3iNEppjUqFdvQgBXr3R0RImi1pvYiYRApM9pP0GPBN4OTCrtWmfkoB5OXAj4D3i5sqZS88/1ynfiLiYtLoDxv0WqLyZK+ZmbW4Rpn6+Qqwe16ncQ2wraQrSxslnUxa0Prj8h0j4mPgLOBntSqQ1BXoAzxVoYw5EXFvRJwMHAEMqqPN+wOrA6OA39eR/7PYiRSkTQQOJi1OPYJ0rMp9m7QYd3ZEvAr8mwpBxwLahxT8PJ/fqz6kERZyW/YBtgcmRETtWxzO7xxSvzoX0mbmugDIU3bNXcdiZmZtXEMEKhFxfET0jog+pGmDf0TEAQCSDiGdqAdHxNwqRYwknSCXr7QxL6b9A3BzRLxZtm0dSWsVkvoDTa2tKLU7gBOBzSR9qZ59FtCjwL6SFs8jSjeRFhFfXSHvi8C2AJI6A5sBT7RQOwYDO0dEn/xebURep5Kncl4HTq/Srqry1NR1pGCl5F5Snzvm1wcC93yGtpuZWRvUEFM/TbiQFDg8mK9OuTEiTilmiIiPJJ0L/K5s33uUdlqMdHL/vwrldwF+n69m+Rh4hrwWoR4R8b6ks4Bj+eREW1yjMiEiShfNF9eoAGwSER/VUc0I0pTLeEmzgAnAMcD1kraLiPcKec8HLstTMAIuK12+/VnkS4JXBf5TSouI5yW9LWnTiHiIFKCcTroUvKh8jcqvKkyBnUUaJSqVfWuekhubj+WzpAXRJeVrVC6NiHMXqHNmZp+jF09Zv0XLa2pt20svvcSQIUOYMWMGkjj00EM58sgjeeONN9h3332ZMmUKffr04brrrqNbt25cddVVnHHGGUQEXbt25YILLmDDDTcE4I477uDII49kzpw5HHLIIRx33HE1624JqnZttZlVtkGvJeLWw9ZslbK9mNZs0fP444/Tt2/fea8/70Bl+vTpTJ8+nQEDBvDuu++y0UYbcfPNNzNy5Ei6d+/Occcdx+mnn86bb77JGWecwQMPPEDfvn3p1q0bt99+O8OGDeOhhx5izpw5rL322tx111307t2bjTfemKuvvpp11123yT4DSBpbYV1lkxpi6sfMzMxaR8+ePRkwYAAAXbt2pW/fvkybNo3Ro0czdGi6YHbo0KHcfPPNAGyxxRZ065aWCG622Wbzbv728MMPs+aaa7L66qvTsWNH9ttvP0aPHt3q7XegYmZm9gUxZcoUHn30UTbddFNmzJhBz549gXQ32hkzPn0NxIgRI9hll10AmDZtGiuvvPK8bb1792batGmt3ua2sEbFzMzMPqNZs2YxaNAgzjnnHJZaaqn5tkn61F3K77nnHkaMGMH999//eTbzUzyiYmZmtoibPXs2gwYNYv/992evvfYCoEePHkyfPh1I61hWWGGFefknTJjAIYccwujRo1l22WUB6NWrFy+99NK8PFOnTqVXr9a/MbsDFTMzs0VYRHDwwQfTt29ffvzjT25HtvvuuzNq1CgARo0axR577AHAiy++yF577cUVV1zB2muvPS//xhtvzNNPP83zzz/PRx99xDXXXMPuu+/e6u331I+Zmdnn6PO+uu/f//43V1xxBeuvvz79+/cH4LTTTuO4445jn332YcSIEay66qpcd911AJxyyinMnDmTww8/HID27dszZswY2rdvz3nnncdOO+3EnDlz+O53v0u/fv1avf2+PNmsmXx5spk1R6VLdRd1vjzZzMzMvhAcqJiZmVnDcqBiZmbWyr5Iyyxauq8OVMzMzFpRp06dmDlz5hciWIkIZs6cSadOnVqsTF/1Y9ZMHXv2Y5WTxizsZphZG9G7d2+mTp3Ka6+9trCb8rno1KkTvXv3brHyHKiYmZm1og4dOrDaaqst7Ga0WZ76MTMzs4blQMXMzMwalgMVMzMza1i+M61ZM0l6F3hyYbejFSwHvL6wG9EK3K+2Y1HsE7hfJatGxPLNrcSLac2a78kFuQ10o5M0xv1qOxbFfi2KfQL367Py1I+ZmZk1LAcqZmZm1rAcqJg138ULuwGtxP1qWxbFfi2KfQL36zPxYlozMzNrWB5RMTMzs4blQMXMzMwalgMVs2aQtLOkJyU9I+m4hd0eAEmXSnpV0qRCWndJd0l6Ov/bLadL0rm5/RMkDSjsMzTnf1rS0EL6RpIm5n3OlaRadbRgv1aWdI+kyZIek3TkotA3SZ0kPSxpfO7XL3P6apIeym25VlLHnL54fv1M3t6nUNbxOf1JSTsV0it+TqvV0YJ9ayfpUUm3LkJ9mpI/I+MkjclpbfozmMtfRtL1kp6Q9LikzRu2XxHhhx9+1PEA2gHPAqsDHYHxwLoN0K6vAgOASYW03wDH5efHAWfk518HbgcEbAY8lNO7A8/lf7vl593ytodzXuV9d6lVRwv2qycwID/vCjwFrNvW+5br6pKfdwAeym24Dtgvp18I/L/8/HDgwvx8P+Da/Hzd/BlcHFgtfzbb1fqcVqujBfv2Y+BPwK216mtjfZoCLFeW1qY/g7nMUcAh+XlHYJlG7ddC+cPqhx9t8QFsDvyt8Pp44PiF3a7clj7MH6g8CfTMz3uSblIHcBEwuDwfMBi4qJB+UU7rCTxRSJ+Xr1odrdjH0cAOi1LfgCWBR4BNSXf4bF/+WQP+Bmyen7fP+VT++Svlq/Y5zftUrKOF+tIbuBvYFri1Vn1tpU+5zCl8OlBp059BYGngefIFNY3eL0/9mNWvF/BS4fXUnNaIekTE9Pz8FaBHfl6tD7XSp1ZIr1VHi8tTA18mjT60+b7lKZJxwKvAXaTRgrci4uMKbZnX/rz9bWBZmt/fZWvU0RLOAX4KzM2va9XXVvoEEMCdksZKOjSntfXP4GrAa8Blearuj5I616hzofbLgYrZIi7SV5dWvQ9Ba9YhqQtwA3BURLzzedXbmnVExJyI6E8ahdgE+FJLlv95k7Qr8GpEjF3YbWkFW0bEAGAX4AeSvlrc2EY/g+1J08UXRMSXgf+RpmFas85PqbcOBypm9ZsGrFx43TunNaIZknoC5H9fzenV+lArvXeF9Fp1tBhJHUhBylURcWMT9bapvgFExFvAPaQpi2UklX5/rdiWee3P25cGZtL8/s6sUcdn9RVgd0lTgGtI0z+/a+N9AiAipuV/XwVuIgWWbf0zOBWYGhEP5dfXkwKXhuyXAxWz+v0XWCtfZdCRtAjwloXcpmpuAUor8IeS1neU0ofkVfybAW/nYdi/ATtK6pZX4e9ImuufDrwjabO8an9IWVmV6mgRub4RwOMR8dtFpW+Slpe0TH6+BGndzeOkgGXvKv0qtWVv4B/5m+gtwH5KV9CsBqxFWsBY8XOa96lWx2cSEcdHRO+I6JPr+0dE7N+W+wQgqbOkrqXnpM/OJNr4ZzAiXgFekrROTtoOmNyw/WqpxTl++PFFeJBWvz9FWlNwwsJuT27T1cB0YDbpm9LBpLn7u4Gngb8D3XNeAefn9k8EBhbK+S7wTH4cVEgfSPrj/CxwHp/c0bpiHS3Yry1Jw8ITgHH58fW23jdgA+DR3K9JwEk5fXXSSfkZ4M/A4jm9U379TN6+eqGsE3LbnyRfVVHrc1qtjhZ+37bmk6t+2nSfctnj8+OxUr1t/TOYy+8PjMmfw5tJV+00ZL98C30zMzNrWJ76MTMzs4blQMXMzMwalgMVMzMza1gOVMzMzKxhOVAxMzOzhuVAxcwMkLSs0i/kjpP0iqRphdcdy/IeJWnJOsq8V9LACum75luXj1f6dejDWrIvTbRpcUl/z/3at2zbZkq/RDxO6Rd1h9VZ5kBJ57ZKg+0Lr33TWczMFn0RMZN0bwnyCXpWRJxZJftRwJXAe82tJ99t92Jgk4iYKmlx0o9Kfl6+DBDpFv7lRgH7RMR4Se2AdSrk+ZSIGEO6J4dZi/OIiplZFZK2yyMfEyVdmkcjfgSsBNwj6Z6c7wJJYyQ9JumXTRTblfQlcSZARHwYEU/mckZKKt1lFUmz8r9bS/qnpNGSnpN0uqT9JT2c27ZGhbZ3l3SzpAmS/iNpA0krkAKsjfOoSfl+K5BuHkik3yOanMuaKGmZfGfSmZKG5PTLJe2Q23drThsm6QpJD0p6WtL3Cm06VtJ/c5t+mdM6S/prHl2aVD7KY+ZAxcyssk7ASGDfiFifFFz8v4g4F3gZ2CYitsl5T4iIgaS7zn5N0gbVCo2IN0i3EX9B0tU54Kjnb/GGwPeBvsB3gLUjYhPgj8APK+T/JfBoRGwA/By4PNLv1RwC3BcR/SPi2bJ9zgaelHSTpMMkdcrp/yb9nk8/4Dlgq5y+OfBAhbo3IP3ez+bASZJWkrQj6Zb4m5BGrjZS+oG/nYGXI2LDiFgPuKOOY2FfIA5UzMwqawc8HxFP5dejgK9WybuPpEdIt8bvB6xbq+CIOIT0+yoPA8cAl9bRnv9GxPSI+JB0W/I7c/pEKk8dbQlckev7B7CspKWaaNcppFuf3wl8m0+ChvtIff8qcAGwvqRewJsR8b8KRY2OiPcj4nXSb/FsQvodmB1Jx+gR0i9Gr5Xbv4OkMyRtFRFvN3kk7AvFgYqZ2Weg9ON5xwDb5dGLv5JGY2qKiIkRcTbpRwkH5eSPyX+X8yhLcRHvh4Xncwuv59KC6w0j4tmIuIAUSG0oaVngX6RRlK2Ae4HXSD8EeF+1Yiq8FvDrPJLTPyLWjIgRORAcQApYfiXppJbqiy0aHKiYmVU2B+gjac38+jvAP/Pzd0lrTQCWAv4HvC2pB7BLrUIldZG0dSGpP/BCfj4F2Cg/3x3osMCtT0HE/rnOrYHXI+KdJtr2jfxrt5BGO+YAb0XES8BywFoR8RxwPyk4+1eVovaQ1CkHOVuTfv34b8B3JXXJdfWStIKklYD3IuJKYDgpaDGbx1f9mJlV9gFwEPBnSe1JJ9sL87aLgTskvRwR20h6FHgCeIm0nqMWAT+VdBHwPinIOTBvuwQYLWk8adql0rRKvYYBl0qaQLo6aWgd+3wHOFvSe6TRnf0jYk7e9hBpOgxSEPRrUsBSyQTSlM9ywP9FxMvAy5L6Ag/mWGgWcACwJjBc0lzSL4D/v+Z00hZ9/vVkMzNrMXVc2m3WLJ76MTMzs4blERUzMzNrWB5RMTMzs4blQMXMzMwalgMVMzMza1gOVMzMzKxhOVAxMzOzhvX/Acq9Muyv5TyRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Graph it using double bar graph to compare\n",
    "sns.barplot(y='Station', x='Total Sum of Swipes', hue='Year', data=top5_both)\n",
    "plt.title('Top 5 Most Used Stations Before and After COVID')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Take a look at the top 5 essential neighborhood stops before COVID, pay attention to case\n",
    "canarsie_before = march2019.loc[(march2019['Station'].str.contains('ROCKAWAY PKWY'))]\n",
    "jamaica_before = march2019.loc[(march2019['Station'].str.contains('JAMAICA CENTER-PARSONS BLVD'))]\n",
    "st179_before = march2019.loc[(march2019['Station'].str.contains('TREMONT AVE-179TH ST'))]\n",
    "st168_before = march2019.loc[(march2019['Station'].str.contains('168TH STREET & BROADWAY'))]\n",
    "castle_hill_before = march2019.loc[(march2019['Station'].str.contains('CASTLE HILL AVENUE'))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add up the dataframes\n",
    "mtaframes_before = [canarsie_before, jamaica_before, st179_before, st168_before, castle_hill_before]\n",
    "bc_origins = pd.concat(mtaframes_before)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "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>REMOTE</th>\n",
       "      <th>Station</th>\n",
       "      <th>Full Fare</th>\n",
       "      <th>Senior Citizen / Disabled</th>\n",
       "      <th>7 Day AFAS Unlimited</th>\n",
       "      <th>30 Day AFAS/RMF Unlimited</th>\n",
       "      <th>Joint Railroad Ticket</th>\n",
       "      <th>7 Day Unlimited</th>\n",
       "      <th>30 Day Unlimited</th>\n",
       "      <th>14-D RFM UNL</th>\n",
       "      <th>...</th>\n",
       "      <th>Airtrain Full Faire</th>\n",
       "      <th>Airtrain 30 Day</th>\n",
       "      <th>Airtrain 10 Trip</th>\n",
       "      <th>Airtrain Monthly</th>\n",
       "      <th>Student Pass</th>\n",
       "      <th>Nassau Inter-County Express 2 Trip</th>\n",
       "      <th>City University of New York 120</th>\n",
       "      <th>City University of New York 60</th>\n",
       "      <th></th>\n",
       "      <th>Total Sum of Swipes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>R152</td>\n",
       "      <td>ROCKAWAY PKWY-GLENWOOD RD</td>\n",
       "      <td>17428</td>\n",
       "      <td>1049</td>\n",
       "      <td>358</td>\n",
       "      <td>520</td>\n",
       "      <td>4</td>\n",
       "      <td>16514</td>\n",
       "      <td>11843</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2824</td>\n",
       "      <td>0</td>\n",
       "      <td>399</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>54036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>R025</td>\n",
       "      <td>JAMAICA CENTER-PARSONS BLVD</td>\n",
       "      <td>43627</td>\n",
       "      <td>2150</td>\n",
       "      <td>829</td>\n",
       "      <td>1605</td>\n",
       "      <td>15</td>\n",
       "      <td>49792</td>\n",
       "      <td>32460</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6925</td>\n",
       "      <td>0</td>\n",
       "      <td>1786</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>146961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>R154</td>\n",
       "      <td>TREMONT AVE-179TH ST</td>\n",
       "      <td>15727</td>\n",
       "      <td>933</td>\n",
       "      <td>280</td>\n",
       "      <td>371</td>\n",
       "      <td>8</td>\n",
       "      <td>19582</td>\n",
       "      <td>9636</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>102</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4007</td>\n",
       "      <td>0</td>\n",
       "      <td>698</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>53381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>R035</td>\n",
       "      <td>168TH STREET &amp; BROADWAY</td>\n",
       "      <td>39531</td>\n",
       "      <td>3344</td>\n",
       "      <td>425</td>\n",
       "      <td>616</td>\n",
       "      <td>62</td>\n",
       "      <td>24121</td>\n",
       "      <td>33797</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>530</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4868</td>\n",
       "      <td>0</td>\n",
       "      <td>361</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>114825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>R106</td>\n",
       "      <td>CASTLE HILL AVENUE</td>\n",
       "      <td>12392</td>\n",
       "      <td>755</td>\n",
       "      <td>113</td>\n",
       "      <td>162</td>\n",
       "      <td>1</td>\n",
       "      <td>10003</td>\n",
       "      <td>7133</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3125</td>\n",
       "      <td>0</td>\n",
       "      <td>433</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>35851</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    REMOTE                         Station  Full Fare  \\\n",
       "141   R152  ROCKAWAY PKWY-GLENWOOD RD           17428   \n",
       "22    R025  JAMAICA CENTER-PARSONS BLVD         43627   \n",
       "143   R154  TREMONT AVE-179TH ST                15727   \n",
       "31    R035  168TH STREET & BROADWAY             39531   \n",
       "95    R106  CASTLE HILL AVENUE                  12392   \n",
       "\n",
       "     Senior Citizen / Disabled  7 Day AFAS Unlimited  \\\n",
       "141                       1049                   358   \n",
       "22                        2150                   829   \n",
       "143                        933                   280   \n",
       "31                        3344                   425   \n",
       "95                         755                   113   \n",
       "\n",
       "     30 Day AFAS/RMF Unlimited  Joint Railroad Ticket  7 Day Unlimited  \\\n",
       "141                        520                      4            16514   \n",
       "22                        1605                     15            49792   \n",
       "143                        371                      8            19582   \n",
       "31                         616                     62            24121   \n",
       "95                         162                      1            10003   \n",
       "\n",
       "     30 Day Unlimited  14-D RFM UNL  ...  Airtrain Full Faire  \\\n",
       "141             11843             0  ...                   76   \n",
       "22              32460             0  ...                  400   \n",
       "143              9636             0  ...                  102   \n",
       "31              33797             0  ...                  530   \n",
       "95               7133             0  ...                   55   \n",
       "\n",
       "     Airtrain 30 Day  Airtrain 10 Trip  Airtrain Monthly  Student Pass  \\\n",
       "141                0                 0                 0          2824   \n",
       "22                 0                 0                 0          6925   \n",
       "143                0                 0                 0          4007   \n",
       "31                 0                 0                 0          4868   \n",
       "95                 0                 0                 0          3125   \n",
       "\n",
       "     Nassau Inter-County Express 2 Trip  City University of New York 120  \\\n",
       "141                                   0                              399   \n",
       "22                                    0                             1786   \n",
       "143                                   0                              698   \n",
       "31                                    0                              361   \n",
       "95                                    0                              433   \n",
       "\n",
       "     City University of New York 60  \\\n",
       "141                               0   \n",
       "22                                0   \n",
       "143                               0   \n",
       "31                                0   \n",
       "95                                0   \n",
       "\n",
       "                                                                          \\\n",
       "141                                                ...                     \n",
       "22                                                 ...                     \n",
       "143                                                ...                     \n",
       "31                                                 ...                     \n",
       "95                                                 ...                     \n",
       "\n",
       "     Total Sum of Swipes  \n",
       "141                54036  \n",
       "22                146961  \n",
       "143                53381  \n",
       "31                114825  \n",
       "95                 35851  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Check it out\n",
    "bc_origins"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "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>Station</th>\n",
       "      <th>Total Sum of Swipes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>ROCKAWAY PKWY-GLENWOOD RD</td>\n",
       "      <td>54036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>JAMAICA CENTER-PARSONS BLVD</td>\n",
       "      <td>146961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>TREMONT AVE-179TH ST</td>\n",
       "      <td>53381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>168TH STREET &amp; BROADWAY</td>\n",
       "      <td>114825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>CASTLE HILL AVENUE</td>\n",
       "      <td>35851</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            Station  Total Sum of Swipes\n",
       "141  ROCKAWAY PKWY-GLENWOOD RD                     54036\n",
       "22   JAMAICA CENTER-PARSONS BLVD                  146961\n",
       "143  TREMONT AVE-179TH ST                          53381\n",
       "31   168TH STREET & BROADWAY                      114825\n",
       "95   CASTLE HILL AVENUE                            35851"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bc_origins[['Station', 'Total Sum of Swipes']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot it \n",
    "sns.barplot(data = bc_origins, y = 'Station', x = 'Total Sum of Swipes')\n",
    "plt.title('Total Swipes in Essential Neighborhoods: Pre-COVID')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "pc_origins_after['Year'] = ('2020')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "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>REMOTE</th>\n",
       "      <th>Station</th>\n",
       "      <th>Full Fare</th>\n",
       "      <th>Senior Citizen / Disabled</th>\n",
       "      <th>7 Day AFAS Unlimited</th>\n",
       "      <th>30 Day AFAS/RMF Unlimited</th>\n",
       "      <th>Joint Railroad Ticket</th>\n",
       "      <th>7 Day Unlimited</th>\n",
       "      <th>30 Day Unlimited</th>\n",
       "      <th>7 Day Express Bus Pass</th>\n",
       "      <th>...</th>\n",
       "      <th>Student Pass</th>\n",
       "      <th>Nassau Inter-County Express 2 Trip</th>\n",
       "      <th>City University of New York 120</th>\n",
       "      <th>City University of New York 60</th>\n",
       "      <th>Full Fare Value</th>\n",
       "      <th>Full Fare 7 Day</th>\n",
       "      <th>Full Fare 30 Day</th>\n",
       "      <th></th>\n",
       "      <th>Total Sum of Swipes</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>R152</td>\n",
       "      <td>ROCKAWAY PKWY-GLENWOOD RD</td>\n",
       "      <td>4477</td>\n",
       "      <td>346</td>\n",
       "      <td>78</td>\n",
       "      <td>144</td>\n",
       "      <td>0</td>\n",
       "      <td>3584</td>\n",
       "      <td>2719</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>241</td>\n",
       "      <td>0</td>\n",
       "      <td>78</td>\n",
       "      <td>0</td>\n",
       "      <td>132</td>\n",
       "      <td>84</td>\n",
       "      <td>90</td>\n",
       "      <td>...</td>\n",
       "      <td>12647</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>R025</td>\n",
       "      <td>JAMAICA CENTER-PARSONS BLVD</td>\n",
       "      <td>19182</td>\n",
       "      <td>1374</td>\n",
       "      <td>339</td>\n",
       "      <td>554</td>\n",
       "      <td>1</td>\n",
       "      <td>13333</td>\n",
       "      <td>8003</td>\n",
       "      <td>21</td>\n",
       "      <td>...</td>\n",
       "      <td>794</td>\n",
       "      <td>0</td>\n",
       "      <td>325</td>\n",
       "      <td>0</td>\n",
       "      <td>531</td>\n",
       "      <td>371</td>\n",
       "      <td>287</td>\n",
       "      <td>...</td>\n",
       "      <td>47599</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>R154</td>\n",
       "      <td>TREMONT AVE-179TH ST</td>\n",
       "      <td>5033</td>\n",
       "      <td>320</td>\n",
       "      <td>84</td>\n",
       "      <td>178</td>\n",
       "      <td>0</td>\n",
       "      <td>4738</td>\n",
       "      <td>2490</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>422</td>\n",
       "      <td>0</td>\n",
       "      <td>142</td>\n",
       "      <td>0</td>\n",
       "      <td>356</td>\n",
       "      <td>254</td>\n",
       "      <td>232</td>\n",
       "      <td>...</td>\n",
       "      <td>14845</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>R035</td>\n",
       "      <td>168TH STREET &amp; BROADWAY</td>\n",
       "      <td>10520</td>\n",
       "      <td>700</td>\n",
       "      <td>137</td>\n",
       "      <td>276</td>\n",
       "      <td>5</td>\n",
       "      <td>5637</td>\n",
       "      <td>7073</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>371</td>\n",
       "      <td>0</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>329</td>\n",
       "      <td>217</td>\n",
       "      <td>216</td>\n",
       "      <td>...</td>\n",
       "      <td>27552</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>R106</td>\n",
       "      <td>CASTLE HILL AVENUE</td>\n",
       "      <td>3848</td>\n",
       "      <td>208</td>\n",
       "      <td>44</td>\n",
       "      <td>77</td>\n",
       "      <td>0</td>\n",
       "      <td>2467</td>\n",
       "      <td>1759</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>188</td>\n",
       "      <td>0</td>\n",
       "      <td>78</td>\n",
       "      <td>0</td>\n",
       "      <td>190</td>\n",
       "      <td>132</td>\n",
       "      <td>112</td>\n",
       "      <td>...</td>\n",
       "      <td>9526</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    REMOTE                         Station  Full Fare  \\\n",
       "142   R152  ROCKAWAY PKWY-GLENWOOD RD            4477   \n",
       "23    R025  JAMAICA CENTER-PARSONS BLVD         19182   \n",
       "144   R154  TREMONT AVE-179TH ST                 5033   \n",
       "32    R035  168TH STREET & BROADWAY             10520   \n",
       "96    R106  CASTLE HILL AVENUE                   3848   \n",
       "\n",
       "     Senior Citizen / Disabled  7 Day AFAS Unlimited  \\\n",
       "142                        346                    78   \n",
       "23                        1374                   339   \n",
       "144                        320                    84   \n",
       "32                         700                   137   \n",
       "96                         208                    44   \n",
       "\n",
       "     30 Day AFAS/RMF Unlimited  Joint Railroad Ticket  7 Day Unlimited  \\\n",
       "142                        144                      0             3584   \n",
       "23                         554                      1            13333   \n",
       "144                        178                      0             4738   \n",
       "32                         276                      5             5637   \n",
       "96                          77                      0             2467   \n",
       "\n",
       "     30 Day Unlimited  7 Day Express Bus Pass  ...  Student Pass  \\\n",
       "142              2719                      10  ...           241   \n",
       "23               8003                      21  ...           794   \n",
       "144              2490                       7  ...           422   \n",
       "32               7073                      35  ...           371   \n",
       "96               1759                       4  ...           188   \n",
       "\n",
       "     Nassau Inter-County Express 2 Trip  City University of New York 120  \\\n",
       "142                                   0                               78   \n",
       "23                                    0                              325   \n",
       "144                                   0                              142   \n",
       "32                                    0                               90   \n",
       "96                                    0                               78   \n",
       "\n",
       "     City University of New York 60  Full Fare Value  Full Fare 7 Day  \\\n",
       "142                               0              132               84   \n",
       "23                                0              531              371   \n",
       "144                               0              356              254   \n",
       "32                                0              329              217   \n",
       "96                                0              190              132   \n",
       "\n",
       "     Full Fare 30 Day  \\\n",
       "142                90   \n",
       "23                287   \n",
       "144               232   \n",
       "32                216   \n",
       "96                112   \n",
       "\n",
       "                                                                            \\\n",
       "142                                                ...                       \n",
       "23                                                 ...                       \n",
       "144                                                ...                       \n",
       "32                                                 ...                       \n",
       "96                                                 ...                       \n",
       "\n",
       "     Total Sum of Swipes  Year  \n",
       "142                12647  2020  \n",
       "23                 47599  2020  \n",
       "144                14845  2020  \n",
       "32                 27552  2020  \n",
       "96                  9526  2020  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pc_origins_after"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "bc_origins['Year'] = ('2019')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>REMOTE</th>\n",
       "      <th>Station</th>\n",
       "      <th>Full Fare</th>\n",
       "      <th>Senior Citizen / Disabled</th>\n",
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       "      <th>Airtrain 10 Trip</th>\n",
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       "      <th>Student Pass</th>\n",
       "      <th>Nassau Inter-County Express 2 Trip</th>\n",
       "      <th>City University of New York 120</th>\n",
       "      <th>City University of New York 60</th>\n",
       "      <th></th>\n",
       "      <th>Total Sum of Swipes</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>R152</td>\n",
       "      <td>ROCKAWAY PKWY-GLENWOOD RD</td>\n",
       "      <td>17428</td>\n",
       "      <td>1049</td>\n",
       "      <td>358</td>\n",
       "      <td>520</td>\n",
       "      <td>4</td>\n",
       "      <td>16514</td>\n",
       "      <td>11843</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2824</td>\n",
       "      <td>0</td>\n",
       "      <td>399</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>54036</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>R025</td>\n",
       "      <td>JAMAICA CENTER-PARSONS BLVD</td>\n",
       "      <td>43627</td>\n",
       "      <td>2150</td>\n",
       "      <td>829</td>\n",
       "      <td>1605</td>\n",
       "      <td>15</td>\n",
       "      <td>49792</td>\n",
       "      <td>32460</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6925</td>\n",
       "      <td>0</td>\n",
       "      <td>1786</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>146961</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>R154</td>\n",
       "      <td>TREMONT AVE-179TH ST</td>\n",
       "      <td>15727</td>\n",
       "      <td>933</td>\n",
       "      <td>280</td>\n",
       "      <td>371</td>\n",
       "      <td>8</td>\n",
       "      <td>19582</td>\n",
       "      <td>9636</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4007</td>\n",
       "      <td>0</td>\n",
       "      <td>698</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>53381</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>R035</td>\n",
       "      <td>168TH STREET &amp; BROADWAY</td>\n",
       "      <td>39531</td>\n",
       "      <td>3344</td>\n",
       "      <td>425</td>\n",
       "      <td>616</td>\n",
       "      <td>62</td>\n",
       "      <td>24121</td>\n",
       "      <td>33797</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4868</td>\n",
       "      <td>0</td>\n",
       "      <td>361</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>114825</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>R106</td>\n",
       "      <td>CASTLE HILL AVENUE</td>\n",
       "      <td>12392</td>\n",
       "      <td>755</td>\n",
       "      <td>113</td>\n",
       "      <td>162</td>\n",
       "      <td>1</td>\n",
       "      <td>10003</td>\n",
       "      <td>7133</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3125</td>\n",
       "      <td>0</td>\n",
       "      <td>433</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>35851</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    REMOTE                         Station  Full Fare  \\\n",
       "141   R152  ROCKAWAY PKWY-GLENWOOD RD           17428   \n",
       "22    R025  JAMAICA CENTER-PARSONS BLVD         43627   \n",
       "143   R154  TREMONT AVE-179TH ST                15727   \n",
       "31    R035  168TH STREET & BROADWAY             39531   \n",
       "95    R106  CASTLE HILL AVENUE                  12392   \n",
       "\n",
       "     Senior Citizen / Disabled  7 Day AFAS Unlimited  \\\n",
       "141                       1049                   358   \n",
       "22                        2150                   829   \n",
       "143                        933                   280   \n",
       "31                        3344                   425   \n",
       "95                         755                   113   \n",
       "\n",
       "     30 Day AFAS/RMF Unlimited  Joint Railroad Ticket  7 Day Unlimited  \\\n",
       "141                        520                      4            16514   \n",
       "22                        1605                     15            49792   \n",
       "143                        371                      8            19582   \n",
       "31                         616                     62            24121   \n",
       "95                         162                      1            10003   \n",
       "\n",
       "     30 Day Unlimited  14-D RFM UNL  ...  Airtrain 30 Day  Airtrain 10 Trip  \\\n",
       "141             11843             0  ...                0                 0   \n",
       "22              32460             0  ...                0                 0   \n",
       "143              9636             0  ...                0                 0   \n",
       "31              33797             0  ...                0                 0   \n",
       "95               7133             0  ...                0                 0   \n",
       "\n",
       "     Airtrain Monthly  Student Pass  Nassau Inter-County Express 2 Trip  \\\n",
       "141                 0          2824                                   0   \n",
       "22                  0          6925                                   0   \n",
       "143                 0          4007                                   0   \n",
       "31                  0          4868                                   0   \n",
       "95                  0          3125                                   0   \n",
       "\n",
       "     City University of New York 120  City University of New York 60  \\\n",
       "141                              399                               0   \n",
       "22                              1786                               0   \n",
       "143                              698                               0   \n",
       "31                               361                               0   \n",
       "95                               433                               0   \n",
       "\n",
       "                                                                          \\\n",
       "141                                                ...                     \n",
       "22                                                 ...                     \n",
       "143                                                ...                     \n",
       "31                                                 ...                     \n",
       "95                                                 ...                     \n",
       "\n",
       "     Total Sum of Swipes  Year  \n",
       "141                54036  2019  \n",
       "22                146961  2019  \n",
       "143                53381  2019  \n",
       "31                114825  2019  \n",
       "95                 35851  2019  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bc_origins"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "both = pd.concat([pc_origins_after, bc_origins], sort = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>Year</th>\n",
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       "      <th>1-D UNL</th>\n",
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       "      <th>142</th>\n",
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       "      <td>346</td>\n",
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       "      <td>3584</td>\n",
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       "      <td>132.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>...</td>\n",
       "      <td>12647</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>R025</td>\n",
       "      <td>JAMAICA CENTER-PARSONS BLVD</td>\n",
       "      <td>19182</td>\n",
       "      <td>1374</td>\n",
       "      <td>339</td>\n",
       "      <td>554</td>\n",
       "      <td>1</td>\n",
       "      <td>13333</td>\n",
       "      <td>8003</td>\n",
       "      <td>21</td>\n",
       "      <td>...</td>\n",
       "      <td>531.0</td>\n",
       "      <td>371.0</td>\n",
       "      <td>287.0</td>\n",
       "      <td>...</td>\n",
       "      <td>47599</td>\n",
       "      <td>2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>R154</td>\n",
       "      <td>TREMONT AVE-179TH ST</td>\n",
       "      <td>5033</td>\n",
       "      <td>320</td>\n",
       "      <td>84</td>\n",
       "      <td>178</td>\n",
       "      <td>0</td>\n",
       "      <td>4738</td>\n",
       "      <td>2490</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>356.0</td>\n",
       "      <td>254.0</td>\n",
       "      <td>232.0</td>\n",
       "      <td>...</td>\n",
       "      <td>14845</td>\n",
       "      <td>2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>R035</td>\n",
       "      <td>168TH STREET &amp; BROADWAY</td>\n",
       "      <td>10520</td>\n",
       "      <td>700</td>\n",
       "      <td>137</td>\n",
       "      <td>276</td>\n",
       "      <td>5</td>\n",
       "      <td>5637</td>\n",
       "      <td>7073</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>329.0</td>\n",
       "      <td>217.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>...</td>\n",
       "      <td>27552</td>\n",
       "      <td>2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>R106</td>\n",
       "      <td>CASTLE HILL AVENUE</td>\n",
       "      <td>3848</td>\n",
       "      <td>208</td>\n",
       "      <td>44</td>\n",
       "      <td>77</td>\n",
       "      <td>0</td>\n",
       "      <td>2467</td>\n",
       "      <td>1759</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>190.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>...</td>\n",
       "      <td>9526</td>\n",
       "      <td>2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>R152</td>\n",
       "      <td>ROCKAWAY PKWY-GLENWOOD RD</td>\n",
       "      <td>17428</td>\n",
       "      <td>1049</td>\n",
       "      <td>358</td>\n",
       "      <td>520</td>\n",
       "      <td>4</td>\n",
       "      <td>16514</td>\n",
       "      <td>11843</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>54036</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>R025</td>\n",
       "      <td>JAMAICA CENTER-PARSONS BLVD</td>\n",
       "      <td>43627</td>\n",
       "      <td>2150</td>\n",
       "      <td>829</td>\n",
       "      <td>1605</td>\n",
       "      <td>15</td>\n",
       "      <td>49792</td>\n",
       "      <td>32460</td>\n",
       "      <td>68</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>146961</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>R154</td>\n",
       "      <td>TREMONT AVE-179TH ST</td>\n",
       "      <td>15727</td>\n",
       "      <td>933</td>\n",
       "      <td>280</td>\n",
       "      <td>371</td>\n",
       "      <td>8</td>\n",
       "      <td>19582</td>\n",
       "      <td>9636</td>\n",
       "      <td>16</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>53381</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>R035</td>\n",
       "      <td>168TH STREET &amp; BROADWAY</td>\n",
       "      <td>39531</td>\n",
       "      <td>3344</td>\n",
       "      <td>425</td>\n",
       "      <td>616</td>\n",
       "      <td>62</td>\n",
       "      <td>24121</td>\n",
       "      <td>33797</td>\n",
       "      <td>88</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>114825</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>R106</td>\n",
       "      <td>CASTLE HILL AVENUE</td>\n",
       "      <td>12392</td>\n",
       "      <td>755</td>\n",
       "      <td>113</td>\n",
       "      <td>162</td>\n",
       "      <td>1</td>\n",
       "      <td>10003</td>\n",
       "      <td>7133</td>\n",
       "      <td>26</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35851</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    REMOTE                         Station  Full Fare  \\\n",
       "142   R152  ROCKAWAY PKWY-GLENWOOD RD            4477   \n",
       "23    R025  JAMAICA CENTER-PARSONS BLVD         19182   \n",
       "144   R154  TREMONT AVE-179TH ST                 5033   \n",
       "32    R035  168TH STREET & BROADWAY             10520   \n",
       "96    R106  CASTLE HILL AVENUE                   3848   \n",
       "141   R152  ROCKAWAY PKWY-GLENWOOD RD           17428   \n",
       "22    R025  JAMAICA CENTER-PARSONS BLVD         43627   \n",
       "143   R154  TREMONT AVE-179TH ST                15727   \n",
       "31    R035  168TH STREET & BROADWAY             39531   \n",
       "95    R106  CASTLE HILL AVENUE                  12392   \n",
       "\n",
       "     Senior Citizen / Disabled  7 Day AFAS Unlimited  \\\n",
       "142                        346                    78   \n",
       "23                        1374                   339   \n",
       "144                        320                    84   \n",
       "32                         700                   137   \n",
       "96                         208                    44   \n",
       "141                       1049                   358   \n",
       "22                        2150                   829   \n",
       "143                        933                   280   \n",
       "31                        3344                   425   \n",
       "95                         755                   113   \n",
       "\n",
       "     30 Day AFAS/RMF Unlimited  Joint Railroad Ticket  7 Day Unlimited  \\\n",
       "142                        144                      0             3584   \n",
       "23                         554                      1            13333   \n",
       "144                        178                      0             4738   \n",
       "32                         276                      5             5637   \n",
       "96                          77                      0             2467   \n",
       "141                        520                      4            16514   \n",
       "22                        1605                     15            49792   \n",
       "143                        371                      8            19582   \n",
       "31                         616                     62            24121   \n",
       "95                         162                      1            10003   \n",
       "\n",
       "     30 Day Unlimited  7 Day Express Bus Pass  ...  Full Fare Value  \\\n",
       "142              2719                      10  ...            132.0   \n",
       "23               8003                      21  ...            531.0   \n",
       "144              2490                       7  ...            356.0   \n",
       "32               7073                      35  ...            329.0   \n",
       "96               1759                       4  ...            190.0   \n",
       "141             11843                      33  ...              NaN   \n",
       "22              32460                      68  ...              NaN   \n",
       "143              9636                      16  ...              NaN   \n",
       "31              33797                      88  ...              NaN   \n",
       "95               7133                      26  ...              NaN   \n",
       "\n",
       "     Full Fare 7 Day  Full Fare 30 Day  \\\n",
       "142             84.0              90.0   \n",
       "23             371.0             287.0   \n",
       "144            254.0             232.0   \n",
       "32             217.0             216.0   \n",
       "96             132.0             112.0   \n",
       "141              NaN               NaN   \n",
       "22               NaN               NaN   \n",
       "143              NaN               NaN   \n",
       "31               NaN               NaN   \n",
       "95               NaN               NaN   \n",
       "\n",
       "                                                                            \\\n",
       "142                                                ...                       \n",
       "23                                                 ...                       \n",
       "144                                                ...                       \n",
       "32                                                 ...                       \n",
       "96                                                 ...                       \n",
       "141                                                NaN                       \n",
       "22                                                 NaN                       \n",
       "143                                                NaN                       \n",
       "31                                                 NaN                       \n",
       "95                                                 NaN                       \n",
       "\n",
       "     Total Sum of Swipes  Year  14-D RFM UNL  1-D UNL  14-D UNL  \\\n",
       "142                12647  2020           NaN      NaN       NaN   \n",
       "23                 47599  2020           NaN      NaN       NaN   \n",
       "144                14845  2020           NaN      NaN       NaN   \n",
       "32                 27552  2020           NaN      NaN       NaN   \n",
       "96                  9526  2020           NaN      NaN       NaN   \n",
       "141                54036  2019           0.0      0.0       0.0   \n",
       "22                146961  2019           0.0      0.0       0.0   \n",
       "143                53381  2019           0.0      0.0       0.0   \n",
       "31                114825  2019           0.0      0.0       0.0   \n",
       "95                 35851  2019           0.0      0.0       0.0   \n",
       "\n",
       "                                                                          \n",
       "142                                                NaN                    \n",
       "23                                                 NaN                    \n",
       "144                                                NaN                    \n",
       "32                                                 NaN                    \n",
       "96                                                 NaN                    \n",
       "141                                                ...                    \n",
       "22                                                 ...                    \n",
       "143                                                ...                    \n",
       "31                                                 ...                    \n",
       "95                                                 ...                    \n",
       "\n",
       "[10 rows x 35 columns]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "both"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Save file to CSV for Google Data Studio\n",
    "#both.to_csv(r'C:\\Users\\Andreya\\Desktop\\DS4ACases\\mta\\pre_and_post.csv', index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "both_grouped = both.groupby(['Year', 'Station'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "scrolled": false
   },
   "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>REMOTE</th>\n",
       "      <th>Full Fare</th>\n",
       "      <th>Senior Citizen / Disabled</th>\n",
       "      <th>7 Day AFAS Unlimited</th>\n",
       "      <th>30 Day AFAS/RMF Unlimited</th>\n",
       "      <th>Joint Railroad Ticket</th>\n",
       "      <th>7 Day Unlimited</th>\n",
       "      <th>30 Day Unlimited</th>\n",
       "      <th>7 Day Express Bus Pass</th>\n",
       "      <th>Transit Check Metrocard</th>\n",
       "      <th>...</th>\n",
       "      <th>City University of New York 60</th>\n",
       "      <th>Full Fare Value</th>\n",
       "      <th>Full Fare 7 Day</th>\n",
       "      <th>Full Fare 30 Day</th>\n",
       "      <th></th>\n",
       "      <th>Total Sum of Swipes</th>\n",
       "      <th>14-D RFM UNL</th>\n",
       "      <th>1-D UNL</th>\n",
       "      <th>14-D UNL</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <th>Station</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",
       "      <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=\"5\" valign=\"top\">2019</th>\n",
       "      <th>168TH STREET &amp; BROADWAY</th>\n",
       "      <td>R035</td>\n",
       "      <td>39531</td>\n",
       "      <td>3344</td>\n",
       "      <td>425</td>\n",
       "      <td>616</td>\n",
       "      <td>62</td>\n",
       "      <td>24121</td>\n",
       "      <td>33797</td>\n",
       "      <td>88</td>\n",
       "      <td>312</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>114825</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CASTLE HILL AVENUE</th>\n",
       "      <td>R106</td>\n",
       "      <td>12392</td>\n",
       "      <td>755</td>\n",
       "      <td>113</td>\n",
       "      <td>162</td>\n",
       "      <td>1</td>\n",
       "      <td>10003</td>\n",
       "      <td>7133</td>\n",
       "      <td>26</td>\n",
       "      <td>118</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>35851</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JAMAICA CENTER-PARSONS BLVD</th>\n",
       "      <td>R025</td>\n",
       "      <td>43627</td>\n",
       "      <td>2150</td>\n",
       "      <td>829</td>\n",
       "      <td>1605</td>\n",
       "      <td>15</td>\n",
       "      <td>49792</td>\n",
       "      <td>32460</td>\n",
       "      <td>68</td>\n",
       "      <td>325</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>146961</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ROCKAWAY PKWY-GLENWOOD RD</th>\n",
       "      <td>R152</td>\n",
       "      <td>17428</td>\n",
       "      <td>1049</td>\n",
       "      <td>358</td>\n",
       "      <td>520</td>\n",
       "      <td>4</td>\n",
       "      <td>16514</td>\n",
       "      <td>11843</td>\n",
       "      <td>33</td>\n",
       "      <td>156</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>54036</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TREMONT AVE-179TH ST</th>\n",
       "      <td>R154</td>\n",
       "      <td>15727</td>\n",
       "      <td>933</td>\n",
       "      <td>280</td>\n",
       "      <td>371</td>\n",
       "      <td>8</td>\n",
       "      <td>19582</td>\n",
       "      <td>9636</td>\n",
       "      <td>16</td>\n",
       "      <td>78</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>53381</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2020</th>\n",
       "      <th>168TH STREET &amp; BROADWAY</th>\n",
       "      <td>R035</td>\n",
       "      <td>10520</td>\n",
       "      <td>700</td>\n",
       "      <td>137</td>\n",
       "      <td>276</td>\n",
       "      <td>5</td>\n",
       "      <td>5637</td>\n",
       "      <td>7073</td>\n",
       "      <td>35</td>\n",
       "      <td>76</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>329.0</td>\n",
       "      <td>217.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>...</td>\n",
       "      <td>27552</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CASTLE HILL AVENUE</th>\n",
       "      <td>R106</td>\n",
       "      <td>3848</td>\n",
       "      <td>208</td>\n",
       "      <td>44</td>\n",
       "      <td>77</td>\n",
       "      <td>0</td>\n",
       "      <td>2467</td>\n",
       "      <td>1759</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>...</td>\n",
       "      <td>9526</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JAMAICA CENTER-PARSONS BLVD</th>\n",
       "      <td>R025</td>\n",
       "      <td>19182</td>\n",
       "      <td>1374</td>\n",
       "      <td>339</td>\n",
       "      <td>554</td>\n",
       "      <td>1</td>\n",
       "      <td>13333</td>\n",
       "      <td>8003</td>\n",
       "      <td>21</td>\n",
       "      <td>66</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>531.0</td>\n",
       "      <td>371.0</td>\n",
       "      <td>287.0</td>\n",
       "      <td>...</td>\n",
       "      <td>47599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ROCKAWAY PKWY-GLENWOOD RD</th>\n",
       "      <td>R152</td>\n",
       "      <td>4477</td>\n",
       "      <td>346</td>\n",
       "      <td>78</td>\n",
       "      <td>144</td>\n",
       "      <td>0</td>\n",
       "      <td>3584</td>\n",
       "      <td>2719</td>\n",
       "      <td>10</td>\n",
       "      <td>18</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>...</td>\n",
       "      <td>12647</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TREMONT AVE-179TH ST</th>\n",
       "      <td>R154</td>\n",
       "      <td>5033</td>\n",
       "      <td>320</td>\n",
       "      <td>84</td>\n",
       "      <td>178</td>\n",
       "      <td>0</td>\n",
       "      <td>4738</td>\n",
       "      <td>2490</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>356.0</td>\n",
       "      <td>254.0</td>\n",
       "      <td>232.0</td>\n",
       "      <td>...</td>\n",
       "      <td>14845</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    REMOTE  Full Fare  \\\n",
       "Year Station                                            \n",
       "2019 168TH STREET & BROADWAY          R035      39531   \n",
       "     CASTLE HILL AVENUE               R106      12392   \n",
       "     JAMAICA CENTER-PARSONS BLVD      R025      43627   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD        R152      17428   \n",
       "     TREMONT AVE-179TH ST             R154      15727   \n",
       "2020 168TH STREET & BROADWAY          R035      10520   \n",
       "     CASTLE HILL AVENUE               R106       3848   \n",
       "     JAMAICA CENTER-PARSONS BLVD      R025      19182   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD        R152       4477   \n",
       "     TREMONT AVE-179TH ST             R154       5033   \n",
       "\n",
       "                                     Senior Citizen / Disabled  \\\n",
       "Year Station                                                     \n",
       "2019 168TH STREET & BROADWAY                              3344   \n",
       "     CASTLE HILL AVENUE                                    755   \n",
       "     JAMAICA CENTER-PARSONS BLVD                          2150   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                            1049   \n",
       "     TREMONT AVE-179TH ST                                  933   \n",
       "2020 168TH STREET & BROADWAY                               700   \n",
       "     CASTLE HILL AVENUE                                    208   \n",
       "     JAMAICA CENTER-PARSONS BLVD                          1374   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                             346   \n",
       "     TREMONT AVE-179TH ST                                  320   \n",
       "\n",
       "                                     7 Day AFAS Unlimited  \\\n",
       "Year Station                                                \n",
       "2019 168TH STREET & BROADWAY                          425   \n",
       "     CASTLE HILL AVENUE                               113   \n",
       "     JAMAICA CENTER-PARSONS BLVD                      829   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                        358   \n",
       "     TREMONT AVE-179TH ST                             280   \n",
       "2020 168TH STREET & BROADWAY                          137   \n",
       "     CASTLE HILL AVENUE                                44   \n",
       "     JAMAICA CENTER-PARSONS BLVD                      339   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                         78   \n",
       "     TREMONT AVE-179TH ST                              84   \n",
       "\n",
       "                                     30 Day AFAS/RMF Unlimited  \\\n",
       "Year Station                                                     \n",
       "2019 168TH STREET & BROADWAY                               616   \n",
       "     CASTLE HILL AVENUE                                    162   \n",
       "     JAMAICA CENTER-PARSONS BLVD                          1605   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                             520   \n",
       "     TREMONT AVE-179TH ST                                  371   \n",
       "2020 168TH STREET & BROADWAY                               276   \n",
       "     CASTLE HILL AVENUE                                     77   \n",
       "     JAMAICA CENTER-PARSONS BLVD                           554   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                             144   \n",
       "     TREMONT AVE-179TH ST                                  178   \n",
       "\n",
       "                                     Joint Railroad Ticket  7 Day Unlimited  \\\n",
       "Year Station                                                                  \n",
       "2019 168TH STREET & BROADWAY                            62            24121   \n",
       "     CASTLE HILL AVENUE                                  1            10003   \n",
       "     JAMAICA CENTER-PARSONS BLVD                        15            49792   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                           4            16514   \n",
       "     TREMONT AVE-179TH ST                                8            19582   \n",
       "2020 168TH STREET & BROADWAY                             5             5637   \n",
       "     CASTLE HILL AVENUE                                  0             2467   \n",
       "     JAMAICA CENTER-PARSONS BLVD                         1            13333   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                           0             3584   \n",
       "     TREMONT AVE-179TH ST                                0             4738   \n",
       "\n",
       "                                     30 Day Unlimited  7 Day Express Bus Pass  \\\n",
       "Year Station                                                                    \n",
       "2019 168TH STREET & BROADWAY                    33797                      88   \n",
       "     CASTLE HILL AVENUE                          7133                      26   \n",
       "     JAMAICA CENTER-PARSONS BLVD                32460                      68   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                  11843                      33   \n",
       "     TREMONT AVE-179TH ST                        9636                      16   \n",
       "2020 168TH STREET & BROADWAY                     7073                      35   \n",
       "     CASTLE HILL AVENUE                          1759                       4   \n",
       "     JAMAICA CENTER-PARSONS BLVD                 8003                      21   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                   2719                      10   \n",
       "     TREMONT AVE-179TH ST                        2490                       7   \n",
       "\n",
       "                                     Transit Check Metrocard  ...  \\\n",
       "Year Station                                                  ...   \n",
       "2019 168TH STREET & BROADWAY                             312  ...   \n",
       "     CASTLE HILL AVENUE                                  118  ...   \n",
       "     JAMAICA CENTER-PARSONS BLVD                         325  ...   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                           156  ...   \n",
       "     TREMONT AVE-179TH ST                                 78  ...   \n",
       "2020 168TH STREET & BROADWAY                              76  ...   \n",
       "     CASTLE HILL AVENUE                                   15  ...   \n",
       "     JAMAICA CENTER-PARSONS BLVD                          66  ...   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                            18  ...   \n",
       "     TREMONT AVE-179TH ST                                  9  ...   \n",
       "\n",
       "                                     City University of New York 60  \\\n",
       "Year Station                                                          \n",
       "2019 168TH STREET & BROADWAY                                      0   \n",
       "     CASTLE HILL AVENUE                                           0   \n",
       "     JAMAICA CENTER-PARSONS BLVD                                  0   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                                    0   \n",
       "     TREMONT AVE-179TH ST                                         0   \n",
       "2020 168TH STREET & BROADWAY                                      0   \n",
       "     CASTLE HILL AVENUE                                           0   \n",
       "     JAMAICA CENTER-PARSONS BLVD                                  0   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                                    0   \n",
       "     TREMONT AVE-179TH ST                                         0   \n",
       "\n",
       "                                     Full Fare Value  Full Fare 7 Day  \\\n",
       "Year Station                                                            \n",
       "2019 168TH STREET & BROADWAY                     NaN              NaN   \n",
       "     CASTLE HILL AVENUE                          NaN              NaN   \n",
       "     JAMAICA CENTER-PARSONS BLVD                 NaN              NaN   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                   NaN              NaN   \n",
       "     TREMONT AVE-179TH ST                        NaN              NaN   \n",
       "2020 168TH STREET & BROADWAY                   329.0            217.0   \n",
       "     CASTLE HILL AVENUE                        190.0            132.0   \n",
       "     JAMAICA CENTER-PARSONS BLVD               531.0            371.0   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                 132.0             84.0   \n",
       "     TREMONT AVE-179TH ST                      356.0            254.0   \n",
       "\n",
       "                                     Full Fare 30 Day  \\\n",
       "Year Station                                            \n",
       "2019 168TH STREET & BROADWAY                      NaN   \n",
       "     CASTLE HILL AVENUE                           NaN   \n",
       "     JAMAICA CENTER-PARSONS BLVD                  NaN   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                    NaN   \n",
       "     TREMONT AVE-179TH ST                         NaN   \n",
       "2020 168TH STREET & BROADWAY                    216.0   \n",
       "     CASTLE HILL AVENUE                         112.0   \n",
       "     JAMAICA CENTER-PARSONS BLVD                287.0   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                   90.0   \n",
       "     TREMONT AVE-179TH ST                       232.0   \n",
       "\n",
       "                                                                                                            \\\n",
       "Year Station                                                                                                 \n",
       "2019 168TH STREET & BROADWAY                                                      None                       \n",
       "     CASTLE HILL AVENUE                                                           None                       \n",
       "     JAMAICA CENTER-PARSONS BLVD                                                  None                       \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                                                    None                       \n",
       "     TREMONT AVE-179TH ST                                                         None                       \n",
       "2020 168TH STREET & BROADWAY                                                       ...                       \n",
       "     CASTLE HILL AVENUE                                                            ...                       \n",
       "     JAMAICA CENTER-PARSONS BLVD                                                   ...                       \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                                                     ...                       \n",
       "     TREMONT AVE-179TH ST                                                          ...                       \n",
       "\n",
       "                                     Total Sum of Swipes  14-D RFM UNL  \\\n",
       "Year Station                                                             \n",
       "2019 168TH STREET & BROADWAY                      114825           0.0   \n",
       "     CASTLE HILL AVENUE                            35851           0.0   \n",
       "     JAMAICA CENTER-PARSONS BLVD                  146961           0.0   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                     54036           0.0   \n",
       "     TREMONT AVE-179TH ST                          53381           0.0   \n",
       "2020 168TH STREET & BROADWAY                       27552           NaN   \n",
       "     CASTLE HILL AVENUE                             9526           NaN   \n",
       "     JAMAICA CENTER-PARSONS BLVD                   47599           NaN   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                     12647           NaN   \n",
       "     TREMONT AVE-179TH ST                          14845           NaN   \n",
       "\n",
       "                                     1-D UNL  14-D UNL  \\\n",
       "Year Station                                             \n",
       "2019 168TH STREET & BROADWAY             0.0       0.0   \n",
       "     CASTLE HILL AVENUE                  0.0       0.0   \n",
       "     JAMAICA CENTER-PARSONS BLVD         0.0       0.0   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD           0.0       0.0   \n",
       "     TREMONT AVE-179TH ST                0.0       0.0   \n",
       "2020 168TH STREET & BROADWAY             NaN       NaN   \n",
       "     CASTLE HILL AVENUE                  NaN       NaN   \n",
       "     JAMAICA CENTER-PARSONS BLVD         NaN       NaN   \n",
       "     ROCKAWAY PKWY-GLENWOOD RD           NaN       NaN   \n",
       "     TREMONT AVE-179TH ST                NaN       NaN   \n",
       "\n",
       "                                                                                                          \n",
       "Year Station                                                                                              \n",
       "2019 168TH STREET & BROADWAY                                                       ...                    \n",
       "     CASTLE HILL AVENUE                                                            ...                    \n",
       "     JAMAICA CENTER-PARSONS BLVD                                                   ...                    \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                                                     ...                    \n",
       "     TREMONT AVE-179TH ST                                                          ...                    \n",
       "2020 168TH STREET & BROADWAY                                                      None                    \n",
       "     CASTLE HILL AVENUE                                                           None                    \n",
       "     JAMAICA CENTER-PARSONS BLVD                                                  None                    \n",
       "     ROCKAWAY PKWY-GLENWOOD RD                                                    None                    \n",
       "     TREMONT AVE-179TH ST                                                         None                    \n",
       "\n",
       "[10 rows x 33 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "both_grouped.first()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot both\n",
    "# sns.set(rc = {'figure.figsize':(14 , 8)})\n",
    "# sns.set_style(\"ticks\", {\"xtick.major.size\":1, \"ytick.major.size\": 1})\n",
    "sns.barplot(data = both, y = 'Station', x = 'Total Sum of Swipes', hue = 'Year')\n",
    "plt.title('Total Swipes in Essential Neighborhoods by Year')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "72.31"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Calculate the percent decrease on lockdown week 2019 vs. 2020\n",
    "round(((bc_origins['Total Sum of Swipes'].sum() - pc_origins_after['Total Sum of Swipes'].sum())/bc_origins['Total Sum of Swipes'].sum())*100, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The total sum of swipes decreased about 72% in essential worker neighborhoods on the week of March 22. This appears to be significantly less than the decrease of 87% seen at the top 5 overall subway stations, suggesting that essential workers really do live near and rely on these stations for travel."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Look at all the percentages in our essential neighbothoods\n",
    "ca = march2019_copy.loc[(march2019_copy['Station'].str.contains('ROCKAWAY PKWY'))]\n",
    "ja = march2019_copy.loc[(march2019_copy['Station'].str.contains('JAMAICA CENTER-PARSONS BLVD'))]\n",
    "st17 = march2019_copy.loc[(march2019_copy['Station'].str.contains('TREMONT AVE-179TH ST'))]\n",
    "st16 = march2019_copy.loc[(march2019_copy['Station'].str.contains('168TH STREET & BROADWAY'))]\n",
    "cas = march2019_copy.loc[(march2019_copy['Station'].str.contains('CASTLE HILL AVENUE'))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "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>REMOTE</th>\n",
       "      <th>Station</th>\n",
       "      <th>Full Fare</th>\n",
       "      <th>Senior Citizen / Disabled</th>\n",
       "      <th>7 Day AFAS Unlimited</th>\n",
       "      <th>30 Day AFAS/RMF Unlimited</th>\n",
       "      <th>Joint Railroad Ticket</th>\n",
       "      <th>7 Day Unlimited</th>\n",
       "      <th>30 Day Unlimited</th>\n",
       "      <th>14-D RFM UNL</th>\n",
       "      <th>...</th>\n",
       "      <th>Airtrain 30 Day</th>\n",
       "      <th>Airtrain 10 Trip</th>\n",
       "      <th>Airtrain Monthly</th>\n",
       "      <th>Student Pass</th>\n",
       "      <th>Nassau Inter-County Express 2 Trip</th>\n",
       "      <th>City University of New York 120</th>\n",
       "      <th>City University of New York 60</th>\n",
       "      <th></th>\n",
       "      <th>Total Sum of Swipes</th>\n",
       "      <th>Percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>R152</td>\n",
       "      <td>ROCKAWAY PKWY-GLENWOOD RD</td>\n",
       "      <td>17428</td>\n",
       "      <td>1049</td>\n",
       "      <td>358</td>\n",
       "      <td>520</td>\n",
       "      <td>4</td>\n",
       "      <td>16514</td>\n",
       "      <td>11843</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2824</td>\n",
       "      <td>0</td>\n",
       "      <td>399</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>54036</td>\n",
       "      <td>66.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>R025</td>\n",
       "      <td>JAMAICA CENTER-PARSONS BLVD</td>\n",
       "      <td>43627</td>\n",
       "      <td>2150</td>\n",
       "      <td>829</td>\n",
       "      <td>1605</td>\n",
       "      <td>15</td>\n",
       "      <td>49792</td>\n",
       "      <td>32460</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6925</td>\n",
       "      <td>0</td>\n",
       "      <td>1786</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>146961</td>\n",
       "      <td>79.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>R154</td>\n",
       "      <td>TREMONT AVE-179TH ST</td>\n",
       "      <td>15727</td>\n",
       "      <td>933</td>\n",
       "      <td>280</td>\n",
       "      <td>371</td>\n",
       "      <td>8</td>\n",
       "      <td>19582</td>\n",
       "      <td>9636</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4007</td>\n",
       "      <td>0</td>\n",
       "      <td>698</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>53381</td>\n",
       "      <td>65.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>R035</td>\n",
       "      <td>168TH STREET &amp; BROADWAY</td>\n",
       "      <td>39531</td>\n",
       "      <td>3344</td>\n",
       "      <td>425</td>\n",
       "      <td>616</td>\n",
       "      <td>62</td>\n",
       "      <td>24121</td>\n",
       "      <td>33797</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4868</td>\n",
       "      <td>0</td>\n",
       "      <td>361</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>114825</td>\n",
       "      <td>94.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>R106</td>\n",
       "      <td>CASTLE HILL AVENUE</td>\n",
       "      <td>12392</td>\n",
       "      <td>755</td>\n",
       "      <td>113</td>\n",
       "      <td>162</td>\n",
       "      <td>1</td>\n",
       "      <td>10003</td>\n",
       "      <td>7133</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3125</td>\n",
       "      <td>0</td>\n",
       "      <td>433</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>35851</td>\n",
       "      <td>66.18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    REMOTE                         Station  Full Fare  \\\n",
       "141   R152  ROCKAWAY PKWY-GLENWOOD RD           17428   \n",
       "22    R025  JAMAICA CENTER-PARSONS BLVD         43627   \n",
       "143   R154  TREMONT AVE-179TH ST                15727   \n",
       "31    R035  168TH STREET & BROADWAY             39531   \n",
       "95    R106  CASTLE HILL AVENUE                  12392   \n",
       "\n",
       "     Senior Citizen / Disabled  7 Day AFAS Unlimited  \\\n",
       "141                       1049                   358   \n",
       "22                        2150                   829   \n",
       "143                        933                   280   \n",
       "31                        3344                   425   \n",
       "95                         755                   113   \n",
       "\n",
       "     30 Day AFAS/RMF Unlimited  Joint Railroad Ticket  7 Day Unlimited  \\\n",
       "141                        520                      4            16514   \n",
       "22                        1605                     15            49792   \n",
       "143                        371                      8            19582   \n",
       "31                         616                     62            24121   \n",
       "95                         162                      1            10003   \n",
       "\n",
       "     30 Day Unlimited  14-D RFM UNL  ...  Airtrain 30 Day  Airtrain 10 Trip  \\\n",
       "141             11843             0  ...                0                 0   \n",
       "22              32460             0  ...                0                 0   \n",
       "143              9636             0  ...                0                 0   \n",
       "31              33797             0  ...                0                 0   \n",
       "95               7133             0  ...                0                 0   \n",
       "\n",
       "     Airtrain Monthly  Student Pass  Nassau Inter-County Express 2 Trip  \\\n",
       "141                 0          2824                                   0   \n",
       "22                  0          6925                                   0   \n",
       "143                 0          4007                                   0   \n",
       "31                  0          4868                                   0   \n",
       "95                  0          3125                                   0   \n",
       "\n",
       "     City University of New York 120  City University of New York 60  \\\n",
       "141                              399                               0   \n",
       "22                              1786                               0   \n",
       "143                              698                               0   \n",
       "31                               361                               0   \n",
       "95                               433                               0   \n",
       "\n",
       "                                                                          \\\n",
       "141                                                ...                     \n",
       "22                                                 ...                     \n",
       "143                                                ...                     \n",
       "31                                                 ...                     \n",
       "95                                                 ...                     \n",
       "\n",
       "     Total Sum of Swipes  Percent  \n",
       "141                54036    66.34  \n",
       "22                146961    79.86  \n",
       "143                53381    65.34  \n",
       "31                114825    94.38  \n",
       "95                 35851    66.18  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Add up the dfs with the percentages\n",
    "all = [ca, ja, st17,st16, cas]\n",
    "percentages = pd.concat(all)\n",
    "percentages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_1sampResult(statistic=14.368652685042171, pvalue=0.00013633017041594003)"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.ttest_1samp(percentages['Percent'], popmean = march2019_copy['Percent'].mean())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The t test shows that there is a statistical significance in the decrease of swipes from 2019 to 2020."
   ]
  }
 ],
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