new_york_fare_card_vis/jupyter/newyorkfarecardvis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv(\"/new_york_fare_Card/data/newyorkdat_multi_all.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>from_date</th>\n",
       "      <th>to_date</th>\n",
       "      <th>remote_station_id</th>\n",
       "      <th>station</th>\n",
       "      <th>full_fare</th>\n",
       "      <th>senior_citizen_disabled</th>\n",
       "      <th>_7_day_ada_farecard_access_system_unlimited</th>\n",
       "      <th>_30_day_ada_farecard_access_system_unlimited</th>\n",
       "      <th>joint_rail_road_ticket</th>\n",
       "      <th>_7_day_unlimited</th>\n",
       "      <th>...</th>\n",
       "      <th>lib_special_senior</th>\n",
       "      <th>rail_road_unlimited_no_trade</th>\n",
       "      <th>transit_check_metrocard_annual_metrocard</th>\n",
       "      <th>mail_and_ride_ezpay_express</th>\n",
       "      <th>mail_and_ride_unlimited</th>\n",
       "      <th>path_2_trip</th>\n",
       "      <th>airtrain_full_fare</th>\n",
       "      <th>airtrain_30_day</th>\n",
       "      <th>airtrain_10_trip</th>\n",
       "      <th>airtrain_monthly</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-07-25T00:00:00.000</td>\n",
       "      <td>2020-07-31T00:00:00.000</td>\n",
       "      <td>R001</td>\n",
       "      <td>WHITEHALL STREET</td>\n",
       "      <td>16684</td>\n",
       "      <td>1198</td>\n",
       "      <td>112</td>\n",
       "      <td>165</td>\n",
       "      <td>10</td>\n",
       "      <td>3191</td>\n",
       "      <td>...</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>368</td>\n",
       "      <td>224</td>\n",
       "      <td>124</td>\n",
       "      <td>0</td>\n",
       "      <td>112</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-07-25T00:00:00.000</td>\n",
       "      <td>2020-07-31T00:00:00.000</td>\n",
       "      <td>R003</td>\n",
       "      <td>CYPRESS HILLS</td>\n",
       "      <td>1541</td>\n",
       "      <td>84</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>534</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-07-25T00:00:00.000</td>\n",
       "      <td>2020-07-31T00:00:00.000</td>\n",
       "      <td>R004</td>\n",
       "      <td>75TH STREET &amp; ELDERTS LANE</td>\n",
       "      <td>4401</td>\n",
       "      <td>221</td>\n",
       "      <td>3</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>1341</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>107</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-07-25T00:00:00.000</td>\n",
       "      <td>2020-07-31T00:00:00.000</td>\n",
       "      <td>R005</td>\n",
       "      <td>85TH STREET &amp; FOREST PKWAY</td>\n",
       "      <td>4770</td>\n",
       "      <td>231</td>\n",
       "      <td>22</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>1341</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>53</td>\n",
       "      <td>15</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-07-25T00:00:00.000</td>\n",
       "      <td>2020-07-31T00:00:00.000</td>\n",
       "      <td>R006</td>\n",
       "      <td>WOODHAVEN BOULEVARD</td>\n",
       "      <td>5317</td>\n",
       "      <td>253</td>\n",
       "      <td>18</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>1632</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>79</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2339</th>\n",
       "      <td>2020-08-22T00:00:00.000</td>\n",
       "      <td>2020-08-28T00:00:00.000</td>\n",
       "      <td>R551</td>\n",
       "      <td>PA-PATH GROVE ST</td>\n",
       "      <td>11836</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>289</td>\n",
       "      <td>129</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2340</th>\n",
       "      <td>2020-08-22T00:00:00.000</td>\n",
       "      <td>2020-08-28T00:00:00.000</td>\n",
       "      <td>R552</td>\n",
       "      <td>PA-PATH JOURNAL SQUARE</td>\n",
       "      <td>22735</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1128</td>\n",
       "      <td>149</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2341</th>\n",
       "      <td>2020-08-22T00:00:00.000</td>\n",
       "      <td>2020-08-28T00:00:00.000</td>\n",
       "      <td>R570</td>\n",
       "      <td>72ND STREET - 2 AVENUE</td>\n",
       "      <td>29326</td>\n",
       "      <td>2150</td>\n",
       "      <td>61</td>\n",
       "      <td>147</td>\n",
       "      <td>28</td>\n",
       "      <td>4288</td>\n",
       "      <td>...</td>\n",
       "      <td>29</td>\n",
       "      <td>51</td>\n",
       "      <td>1558</td>\n",
       "      <td>828</td>\n",
       "      <td>356</td>\n",
       "      <td>0</td>\n",
       "      <td>247</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2342</th>\n",
       "      <td>2020-08-22T00:00:00.000</td>\n",
       "      <td>2020-08-28T00:00:00.000</td>\n",
       "      <td>R571</td>\n",
       "      <td>86TH STREET - 2 AVENUE</td>\n",
       "      <td>20492</td>\n",
       "      <td>1589</td>\n",
       "      <td>58</td>\n",
       "      <td>143</td>\n",
       "      <td>4</td>\n",
       "      <td>4057</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>25</td>\n",
       "      <td>610</td>\n",
       "      <td>490</td>\n",
       "      <td>292</td>\n",
       "      <td>0</td>\n",
       "      <td>189</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2343</th>\n",
       "      <td>2020-08-22T00:00:00.000</td>\n",
       "      <td>2020-08-28T00:00:00.000</td>\n",
       "      <td>R572</td>\n",
       "      <td>96TH STREET - 2 AVENUE</td>\n",
       "      <td>16182</td>\n",
       "      <td>1463</td>\n",
       "      <td>77</td>\n",
       "      <td>140</td>\n",
       "      <td>3</td>\n",
       "      <td>3276</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1176</td>\n",
       "      <td>332</td>\n",
       "      <td>237</td>\n",
       "      <td>0</td>\n",
       "      <td>131</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2344 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    from_date                  to_date remote_station_id  \\\n",
       "0     2020-07-25T00:00:00.000  2020-07-31T00:00:00.000              R001   \n",
       "1     2020-07-25T00:00:00.000  2020-07-31T00:00:00.000              R003   \n",
       "2     2020-07-25T00:00:00.000  2020-07-31T00:00:00.000              R004   \n",
       "3     2020-07-25T00:00:00.000  2020-07-31T00:00:00.000              R005   \n",
       "4     2020-07-25T00:00:00.000  2020-07-31T00:00:00.000              R006   \n",
       "...                       ...                      ...               ...   \n",
       "2339  2020-08-22T00:00:00.000  2020-08-28T00:00:00.000              R551   \n",
       "2340  2020-08-22T00:00:00.000  2020-08-28T00:00:00.000              R552   \n",
       "2341  2020-08-22T00:00:00.000  2020-08-28T00:00:00.000              R570   \n",
       "2342  2020-08-22T00:00:00.000  2020-08-28T00:00:00.000              R571   \n",
       "2343  2020-08-22T00:00:00.000  2020-08-28T00:00:00.000              R572   \n",
       "\n",
       "                         station  full_fare  senior_citizen_disabled  \\\n",
       "0               WHITEHALL STREET      16684                     1198   \n",
       "1                  CYPRESS HILLS       1541                       84   \n",
       "2     75TH STREET & ELDERTS LANE       4401                      221   \n",
       "3     85TH STREET & FOREST PKWAY       4770                      231   \n",
       "4            WOODHAVEN BOULEVARD       5317                      253   \n",
       "...                          ...        ...                      ...   \n",
       "2339            PA-PATH GROVE ST      11836                        0   \n",
       "2340      PA-PATH JOURNAL SQUARE      22735                        0   \n",
       "2341      72ND STREET - 2 AVENUE      29326                     2150   \n",
       "2342      86TH STREET - 2 AVENUE      20492                     1589   \n",
       "2343      96TH STREET - 2 AVENUE      16182                     1463   \n",
       "\n",
       "      _7_day_ada_farecard_access_system_unlimited  \\\n",
       "0                                             112   \n",
       "1                                               4   \n",
       "2                                               3   \n",
       "3                                              22   \n",
       "4                                              18   \n",
       "...                                           ...   \n",
       "2339                                            0   \n",
       "2340                                            0   \n",
       "2341                                           61   \n",
       "2342                                           58   \n",
       "2343                                           77   \n",
       "\n",
       "      _30_day_ada_farecard_access_system_unlimited  joint_rail_road_ticket  \\\n",
       "0                                              165                      10   \n",
       "1                                               11                       0   \n",
       "2                                               19                       0   \n",
       "3                                               29                       0   \n",
       "4                                               22                       1   \n",
       "...                                            ...                     ...   \n",
       "2339                                             0                       0   \n",
       "2340                                             0                       5   \n",
       "2341                                           147                      28   \n",
       "2342                                           143                       4   \n",
       "2343                                           140                       3   \n",
       "\n",
       "      _7_day_unlimited  ...  lib_special_senior  rail_road_unlimited_no_trade  \\\n",
       "0                 3191  ...                  22                             2   \n",
       "1                  534  ...                   0                             2   \n",
       "2                 1341  ...                   7                             1   \n",
       "3                 1341  ...                   4                             0   \n",
       "4                 1632  ...                   2                             1   \n",
       "...                ...  ...                 ...                           ...   \n",
       "2339                 0  ...                   0                             0   \n",
       "2340                 0  ...                   0                             0   \n",
       "2341              4288  ...                  29                            51   \n",
       "2342              4057  ...                   4                            25   \n",
       "2343              3276  ...                  12                            12   \n",
       "\n",
       "      transit_check_metrocard_annual_metrocard  mail_and_ride_ezpay_express  \\\n",
       "0                                          368                          224   \n",
       "1                                           26                            5   \n",
       "2                                          107                           16   \n",
       "3                                           53                           15   \n",
       "4                                           79                           37   \n",
       "...                                        ...                          ...   \n",
       "2339                                         0                            0   \n",
       "2340                                         0                            0   \n",
       "2341                                      1558                          828   \n",
       "2342                                       610                          490   \n",
       "2343                                      1176                          332   \n",
       "\n",
       "      mail_and_ride_unlimited  path_2_trip  airtrain_full_fare  \\\n",
       "0                         124            0                 112   \n",
       "1                          10            0                  13   \n",
       "2                          20            0                  17   \n",
       "3                          35            0                  21   \n",
       "4                          20            0                  26   \n",
       "...                       ...          ...                 ...   \n",
       "2339                        0          289                 129   \n",
       "2340                        0         1128                 149   \n",
       "2341                      356            0                 247   \n",
       "2342                      292            0                 189   \n",
       "2343                      237            0                 131   \n",
       "\n",
       "      airtrain_30_day  airtrain_10_trip  airtrain_monthly  \n",
       "0                   0                 0                 0  \n",
       "1                   0                 0                 0  \n",
       "2                   0                 0                 0  \n",
       "3                   0                 0                 0  \n",
       "4                   0                 0                 0  \n",
       "...               ...               ...               ...  \n",
       "2339                0                 0                 0  \n",
       "2340                0                 0                 0  \n",
       "2341                0                 0                 0  \n",
       "2342                0                 0                 0  \n",
       "2343                0                 0                 0  \n",
       "\n",
       "[2344 rows x 26 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#process data in format suitable to pie chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfpie=df[[\"station\"]].drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfpie=dfpie.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfpie[\"total_percentage\"]=np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>station</th>\n",
       "      <th>total_percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WHITEHALL STREET</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CYPRESS HILLS</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>75TH STREET &amp; ELDERTS LANE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>85TH STREET &amp; FOREST PKWAY</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>WOODHAVEN BOULEVARD</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>PA-PATH GROVE ST</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>PA-PATH JOURNAL SQUARE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>72ND STREET - 2 AVENUE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>86TH STREET - 2 AVENUE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>96TH STREET - 2 AVENUE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>457 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        station  total_percentage\n",
       "0              WHITEHALL STREET               NaN\n",
       "1                 CYPRESS HILLS               NaN\n",
       "2    75TH STREET & ELDERTS LANE               NaN\n",
       "3    85TH STREET & FOREST PKWAY               NaN\n",
       "4           WOODHAVEN BOULEVARD               NaN\n",
       "..                          ...               ...\n",
       "452            PA-PATH GROVE ST               NaN\n",
       "453      PA-PATH JOURNAL SQUARE               NaN\n",
       "454      72ND STREET - 2 AVENUE               NaN\n",
       "455      86TH STREET - 2 AVENUE               NaN\n",
       "456      96TH STREET - 2 AVENUE               NaN\n",
       "\n",
       "[457 rows x 2 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfpie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['from_date', 'to_date', 'remote_station_id', 'station', 'full_fare',\n",
       "       'senior_citizen_disabled',\n",
       "       '_7_day_ada_farecard_access_system_unlimited',\n",
       "       '_30_day_ada_farecard_access_system_unlimited',\n",
       "       'joint_rail_road_ticket', '_7_day_unlimited', '_30_day_unlimited',\n",
       "       '_14_day_reduced_fare_media_unlimited', '_1_day_unlimited',\n",
       "       '_14_day_unlimited', '_7_day_express_bus_pass',\n",
       "       'transit_check_metrocard', 'lib_special_senior',\n",
       "       'rail_road_unlimited_no_trade',\n",
       "       'transit_check_metrocard_annual_metrocard',\n",
       "       'mail_and_ride_ezpay_express', 'mail_and_ride_unlimited', 'path_2_trip',\n",
       "       'airtrain_full_fare', 'airtrain_30_day', 'airtrain_10_trip',\n",
       "       'airtrain_monthly'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "136687.0\n",
      "12534.0\n",
      "35646.0\n",
      "38307.0\n",
      "43515.0\n",
      "25974.0\n",
      "18536.0\n",
      "19131.0\n",
      "551114.0\n",
      "378065.0\n",
      "274199.0\n",
      "92053.0\n",
      "186594.0\n",
      "517671.0\n",
      "167564.0\n",
      "271367.0\n",
      "179437.0\n",
      "659176.0\n",
      "187487.0\n",
      "285229.0\n",
      "141666.0\n",
      "122219.0\n",
      "173922.0\n",
      "67729.0\n",
      "136038.0\n",
      "393414.0\n",
      "49097.0\n",
      "188482.0\n",
      "66644.0\n",
      "50522.0\n",
      "11355.0\n",
      "44025.0\n",
      "76493.0\n",
      "76717.0\n",
      "19316.0\n",
      "96156.0\n",
      "444852.0\n",
      "57905.0\n",
      "60563.0\n",
      "304301.0\n",
      "56127.0\n",
      "159863.0\n",
      "66673.0\n",
      "456620.0\n",
      "60330.0\n",
      "264891.0\n",
      "18310.0\n",
      "37067.0\n",
      "20593.0\n",
      "26329.0\n",
      "216850.0\n",
      "60716.0\n",
      "50617.0\n",
      "39333.0\n",
      "17057.0\n",
      "38469.0\n",
      "24885.0\n",
      "48458.0\n",
      "44248.0\n",
      "87694.0\n",
      "92929.0\n",
      "151568.0\n",
      "73151.0\n",
      "54836.0\n",
      "86969.0\n",
      "342286.0\n",
      "64068.0\n",
      "58088.0\n",
      "25092.0\n",
      "69925.0\n",
      "181531.0\n",
      "18914.0\n",
      "47985.0\n",
      "82658.0\n",
      "101947.0\n",
      "62995.0\n",
      "111691.0\n",
      "139852.0\n",
      "277417.0\n",
      "144027.0\n",
      "133905.0\n",
      "32493.0\n",
      "165543.0\n",
      "207824.0\n",
      "74528.0\n",
      "86384.0\n",
      "123371.0\n",
      "56310.0\n",
      "45635.0\n",
      "152599.0\n",
      "79890.0\n",
      "132801.0\n",
      "115161.0\n",
      "96547.0\n",
      "55966.0\n",
      "63206.0\n",
      "66917.0\n",
      "67104.0\n",
      "67597.0\n",
      "69110.0\n",
      "90253.0\n",
      "61450.0\n",
      "90969.0\n",
      "185969.0\n",
      "86566.0\n",
      "32956.0\n",
      "33072.0\n",
      "90157.0\n",
      "39244.0\n",
      "58004.0\n",
      "27041.0\n",
      "91756.0\n",
      "174567.0\n",
      "77978.0\n",
      "39317.0\n",
      "61022.0\n",
      "115637.0\n",
      "187273.0\n",
      "205732.0\n",
      "86532.0\n",
      "66449.0\n",
      "187864.0\n",
      "175459.0\n",
      "98320.0\n",
      "129650.0\n",
      "39987.0\n",
      "89661.0\n",
      "150888.0\n",
      "59330.0\n",
      "87410.0\n",
      "62180.0\n",
      "144557.0\n",
      "77729.0\n",
      "111999.0\n",
      "80245.0\n",
      "70328.0\n",
      "57149.0\n",
      "82027.0\n",
      "189948.0\n",
      "43534.0\n",
      "56452.0\n",
      "74471.0\n",
      "63239.0\n",
      "116205.0\n",
      "81336.0\n",
      "5247.0\n",
      "79970.0\n",
      "97879.0\n",
      "212547.0\n",
      "85487.0\n",
      "513831.0\n",
      "51248.0\n",
      "134182.0\n",
      "68244.0\n",
      "70993.0\n",
      "205875.0\n",
      "134557.0\n",
      "129715.0\n",
      "177292.0\n",
      "263004.0\n",
      "101741.0\n",
      "78075.0\n",
      "107179.0\n",
      "38432.0\n",
      "55602.0\n",
      "52057.0\n",
      "54447.0\n",
      "50989.0\n",
      "88324.0\n",
      "45315.0\n",
      "68540.0\n",
      "72947.0\n",
      "69750.0\n",
      "85821.0\n",
      "72139.0\n",
      "181020.0\n",
      "75931.0\n",
      "124855.0\n",
      "112760.0\n",
      "38639.0\n",
      "87694.0\n",
      "151245.0\n",
      "123268.0\n",
      "141797.0\n",
      "88905.0\n",
      "97562.0\n",
      "92095.0\n",
      "100935.0\n",
      "219127.0\n",
      "40972.0\n",
      "35909.0\n",
      "167746.0\n",
      "103193.0\n",
      "63004.0\n",
      "44468.0\n",
      "90827.0\n",
      "46881.0\n",
      "74673.0\n",
      "115631.0\n",
      "59680.0\n",
      "62072.0\n",
      "83682.0\n",
      "134665.0\n",
      "106835.0\n",
      "27291.0\n",
      "30367.0\n",
      "36708.0\n",
      "25388.0\n",
      "48737.0\n",
      "47129.0\n",
      "37087.0\n",
      "42915.0\n",
      "71017.0\n",
      "95808.0\n",
      "36788.0\n",
      "174523.0\n",
      "106876.0\n",
      "43134.0\n",
      "105944.0\n",
      "78926.0\n",
      "178258.0\n",
      "33352.0\n",
      "24392.0\n",
      "66591.0\n",
      "72687.0\n",
      "36681.0\n",
      "39313.0\n",
      "22598.0\n",
      "144811.0\n",
      "61164.0\n",
      "52717.0\n",
      "64321.0\n",
      "43319.0\n",
      "47056.0\n",
      "144702.0\n",
      "37589.0\n",
      "68557.0\n",
      "92147.0\n",
      "84275.0\n",
      "60195.0\n",
      "110467.0\n",
      "69110.0\n",
      "29531.0\n",
      "23493.0\n",
      "35983.0\n",
      "52199.0\n",
      "69332.0\n",
      "62655.0\n",
      "103773.0\n",
      "58220.0\n",
      "35666.0\n",
      "18582.0\n",
      "54956.0\n",
      "77448.0\n",
      "12965.0\n",
      "53963.0\n",
      "102019.0\n",
      "21263.0\n",
      "32457.0\n",
      "60813.0\n",
      "30746.0\n",
      "45095.0\n",
      "59739.0\n",
      "29500.0\n",
      "29685.0\n",
      "46233.0\n",
      "47066.0\n",
      "35118.0\n",
      "66000.0\n",
      "31759.0\n",
      "56579.0\n",
      "42452.0\n",
      "25853.0\n",
      "223723.0\n",
      "57504.0\n",
      "39017.0\n",
      "31895.0\n",
      "38840.0\n",
      "60319.0\n",
      "45435.0\n",
      "92127.0\n",
      "62949.0\n",
      "69789.0\n",
      "76023.0\n",
      "23492.0\n",
      "38430.0\n",
      "34119.0\n",
      "20820.0\n",
      "47008.0\n",
      "48351.0\n",
      "130602.0\n",
      "24081.0\n",
      "24817.0\n",
      "20500.0\n",
      "29577.0\n",
      "27535.0\n",
      "26853.0\n",
      "27455.0\n",
      "39179.0\n",
      "125215.0\n",
      "21461.0\n",
      "31884.0\n",
      "43079.0\n",
      "54679.0\n",
      "69999.0\n",
      "18694.0\n",
      "20857.0\n",
      "54881.0\n",
      "26883.0\n",
      "19484.0\n",
      "46172.0\n",
      "17706.0\n",
      "31174.0\n",
      "43895.0\n",
      "47904.0\n",
      "32575.0\n",
      "21242.0\n",
      "7358.0\n",
      "10121.0\n",
      "24053.0\n",
      "29865.0\n",
      "22036.0\n",
      "43594.0\n",
      "19237.0\n",
      "21987.0\n",
      "24355.0\n",
      "35422.0\n",
      "49954.0\n",
      "13709.0\n",
      "28689.0\n",
      "24212.0\n",
      "27256.0\n",
      "38291.0\n",
      "17289.0\n",
      "23442.0\n",
      "72183.0\n",
      "6453.0\n",
      "16927.0\n",
      "85122.0\n",
      "14364.0\n",
      "63927.0\n",
      "39867.0\n",
      "24771.0\n",
      "45778.0\n",
      "24181.0\n",
      "27653.0\n",
      "40115.0\n",
      "55430.0\n",
      "41916.0\n",
      "46816.0\n",
      "50314.0\n",
      "55227.0\n",
      "45471.0\n",
      "70462.0\n",
      "40191.0\n",
      "30516.0\n",
      "75757.0\n",
      "85365.0\n",
      "43265.0\n",
      "56878.0\n",
      "52157.0\n",
      "52635.0\n",
      "36396.0\n",
      "27515.0\n",
      "70226.0\n",
      "47290.0\n",
      "49156.0\n",
      "71425.0\n",
      "18672.0\n",
      "84062.0\n",
      "49742.0\n",
      "47912.0\n",
      "30651.0\n",
      "64284.0\n",
      "47674.0\n",
      "32256.0\n",
      "24134.0\n",
      "45854.0\n",
      "35800.0\n",
      "20233.0\n",
      "33046.0\n",
      "29652.0\n",
      "40260.0\n",
      "56154.0\n",
      "35813.0\n",
      "51809.0\n",
      "25190.0\n",
      "64701.0\n",
      "33200.0\n",
      "11614.0\n",
      "7782.0\n",
      "36015.0\n",
      "12874.0\n",
      "2690.0\n",
      "15379.0\n",
      "7007.0\n",
      "6832.0\n",
      "13051.0\n",
      "32034.0\n",
      "14425.0\n",
      "9645.0\n",
      "23696.0\n",
      "20684.0\n",
      "14897.0\n",
      "10557.0\n",
      "15127.0\n",
      "31844.0\n",
      "59599.0\n",
      "22428.0\n",
      "36825.0\n",
      "28764.0\n",
      "20947.0\n",
      "28398.0\n",
      "27415.0\n",
      "26253.0\n",
      "40713.0\n",
      "45517.0\n",
      "40659.0\n",
      "20109.0\n",
      "26395.0\n",
      "26870.0\n",
      "57268.0\n",
      "25544.0\n",
      "71407.0\n",
      "55014.0\n",
      "28987.0\n",
      "9567.0\n",
      "43865.0\n",
      "28349.0\n",
      "57250.0\n",
      "224154.0\n",
      "14544.0\n",
      "91523.0\n",
      "106978.0\n",
      "77191.0\n",
      "93892.0\n",
      "1141.0\n",
      "40295.0\n",
      "43979.0\n",
      "27649.0\n",
      "77945.0\n",
      "197893.0\n",
      "106353.0\n",
      "21365.0\n",
      "38635.0\n",
      "26413.0\n",
      "33698.0\n",
      "33281.0\n",
      "15196.0\n",
      "16710.0\n",
      "128020.0\n",
      "60426.0\n",
      "56640.0\n",
      "113870.0\n",
      "222195.0\n",
      "150971.0\n",
      "129677.0\n"
     ]
    }
   ],
   "source": [
    "for ind,row in dfpie.iterrows():\n",
    "    rowsum=df[df[\"station\"]==row[\"station\"]][['full_fare',\n",
    "       'senior_citizen_disabled',\n",
    "       '_7_day_ada_farecard_access_system_unlimited',\n",
    "       '_30_day_ada_farecard_access_system_unlimited',\n",
    "       'joint_rail_road_ticket', '_7_day_unlimited', '_30_day_unlimited',\n",
    "       '_14_day_reduced_fare_media_unlimited', '_1_day_unlimited',\n",
    "       '_14_day_unlimited', '_7_day_express_bus_pass',\n",
    "       'transit_check_metrocard', 'lib_special_senior',\n",
    "       'rail_road_unlimited_no_trade',\n",
    "       'transit_check_metrocard_annual_metrocard',\n",
    "       'mail_and_ride_ezpay_express', 'mail_and_ride_unlimited', 'path_2_trip',\n",
    "       'airtrain_full_fare', 'airtrain_30_day', 'airtrain_10_trip',\n",
    "       'airtrain_monthly']].sum(axis = 0, skipna = True).sum(axis = 0, skipna = True)\n",
    "    print(rowsum)\n",
    "    dfpie.iloc[ind,1]=rowsum\n"
   ]
  },
  {
   "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>station</th>\n",
       "      <th>total_percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WHITEHALL STREET</td>\n",
       "      <td>136687.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CYPRESS HILLS</td>\n",
       "      <td>12534.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>75TH STREET &amp; ELDERTS LANE</td>\n",
       "      <td>35646.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>85TH STREET &amp; FOREST PKWAY</td>\n",
       "      <td>38307.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>WOODHAVEN BOULEVARD</td>\n",
       "      <td>43515.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>PA-PATH GROVE ST</td>\n",
       "      <td>56640.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>PA-PATH JOURNAL SQUARE</td>\n",
       "      <td>113870.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>72ND STREET - 2 AVENUE</td>\n",
       "      <td>222195.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>86TH STREET - 2 AVENUE</td>\n",
       "      <td>150971.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>96TH STREET - 2 AVENUE</td>\n",
       "      <td>129677.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>457 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        station  total_percentage\n",
       "0              WHITEHALL STREET          136687.0\n",
       "1                 CYPRESS HILLS           12534.0\n",
       "2    75TH STREET & ELDERTS LANE           35646.0\n",
       "3    85TH STREET & FOREST PKWAY           38307.0\n",
       "4           WOODHAVEN BOULEVARD           43515.0\n",
       "..                          ...               ...\n",
       "452            PA-PATH GROVE ST           56640.0\n",
       "453      PA-PATH JOURNAL SQUARE          113870.0\n",
       "454      72ND STREET - 2 AVENUE          222195.0\n",
       "455      86TH STREET - 2 AVENUE          150971.0\n",
       "456      96TH STREET - 2 AVENUE          129677.0\n",
       "\n",
       "[457 rows x 2 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfpie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "35172019.0\n"
     ]
    }
   ],
   "source": [
    "total_all=dfpie[\"total_percentage\"].sum(axis = 0, skipna = True)\n",
    "print(total_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfpie[\"total_percentage\"]=dfpie[\"total_percentage\"].apply(lambda x: float(x)/total_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>station</th>\n",
       "      <th>total_percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WHITEHALL STREET</td>\n",
       "      <td>0.003886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CYPRESS HILLS</td>\n",
       "      <td>0.000356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>75TH STREET &amp; ELDERTS LANE</td>\n",
       "      <td>0.001013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>85TH STREET &amp; FOREST PKWAY</td>\n",
       "      <td>0.001089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>WOODHAVEN BOULEVARD</td>\n",
       "      <td>0.001237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>PA-PATH GROVE ST</td>\n",
       "      <td>0.001610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>PA-PATH JOURNAL SQUARE</td>\n",
       "      <td>0.003238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>72ND STREET - 2 AVENUE</td>\n",
       "      <td>0.006317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>86TH STREET - 2 AVENUE</td>\n",
       "      <td>0.004292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>96TH STREET - 2 AVENUE</td>\n",
       "      <td>0.003687</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>457 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        station  total_percentage\n",
       "0              WHITEHALL STREET          0.003886\n",
       "1                 CYPRESS HILLS          0.000356\n",
       "2    75TH STREET & ELDERTS LANE          0.001013\n",
       "3    85TH STREET & FOREST PKWAY          0.001089\n",
       "4           WOODHAVEN BOULEVARD          0.001237\n",
       "..                          ...               ...\n",
       "452            PA-PATH GROVE ST          0.001610\n",
       "453      PA-PATH JOURNAL SQUARE          0.003238\n",
       "454      72ND STREET - 2 AVENUE          0.006317\n",
       "455      86TH STREET - 2 AVENUE          0.004292\n",
       "456      96TH STREET - 2 AVENUE          0.003687\n",
       "\n",
       "[457 rows x 2 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfpie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfpie.to_csv(\"/new_york_fare_Card/data/dfpie.csv\",index=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "#process data in suitable format for bar chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfbar=df[[\"station\"]].drop_duplicates().reset_index(drop=True).copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>station</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WHITEHALL STREET</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CYPRESS HILLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>75TH STREET &amp; ELDERTS LANE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>85TH STREET &amp; FOREST PKWAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>WOODHAVEN BOULEVARD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>PA-PATH GROVE ST</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>PA-PATH JOURNAL SQUARE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>72ND STREET - 2 AVENUE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>86TH STREET - 2 AVENUE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>96TH STREET - 2 AVENUE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>457 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        station\n",
       "0              WHITEHALL STREET\n",
       "1                 CYPRESS HILLS\n",
       "2    75TH STREET & ELDERTS LANE\n",
       "3    85TH STREET & FOREST PKWAY\n",
       "4           WOODHAVEN BOULEVARD\n",
       "..                          ...\n",
       "452            PA-PATH GROVE ST\n",
       "453      PA-PATH JOURNAL SQUARE\n",
       "454      72ND STREET - 2 AVENUE\n",
       "455      86TH STREET - 2 AVENUE\n",
       "456      96TH STREET - 2 AVENUE\n",
       "\n",
       "[457 rows x 1 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfbar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfbar[['full_fare',\n",
    "       'senior_citizen_disabled',\n",
    "       '_7_day_ada_farecard_access_system_unlimited',\n",
    "       '_30_day_ada_farecard_access_system_unlimited',\n",
    "       'joint_rail_road_ticket', '_7_day_unlimited', '_30_day_unlimited',\n",
    "       '_14_day_reduced_fare_media_unlimited', '_1_day_unlimited',\n",
    "       '_14_day_unlimited', '_7_day_express_bus_pass',\n",
    "       'transit_check_metrocard', 'lib_special_senior',\n",
    "       'rail_road_unlimited_no_trade',\n",
    "       'transit_check_metrocard_annual_metrocard',\n",
    "       'mail_and_ride_ezpay_express', 'mail_and_ride_unlimited', 'path_2_trip',\n",
    "       'airtrain_full_fare', 'airtrain_30_day', 'airtrain_10_trip',\n",
    "       'airtrain_monthly']] = pd.DataFrame([[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0]], index=dfbar.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>station</th>\n",
       "      <th>full_fare</th>\n",
       "      <th>senior_citizen_disabled</th>\n",
       "      <th>_7_day_ada_farecard_access_system_unlimited</th>\n",
       "      <th>_30_day_ada_farecard_access_system_unlimited</th>\n",
       "      <th>joint_rail_road_ticket</th>\n",
       "      <th>_7_day_unlimited</th>\n",
       "      <th>_30_day_unlimited</th>\n",
       "      <th>_14_day_reduced_fare_media_unlimited</th>\n",
       "      <th>_1_day_unlimited</th>\n",
       "      <th>...</th>\n",
       "      <th>lib_special_senior</th>\n",
       "      <th>rail_road_unlimited_no_trade</th>\n",
       "      <th>transit_check_metrocard_annual_metrocard</th>\n",
       "      <th>mail_and_ride_ezpay_express</th>\n",
       "      <th>mail_and_ride_unlimited</th>\n",
       "      <th>path_2_trip</th>\n",
       "      <th>airtrain_full_fare</th>\n",
       "      <th>airtrain_30_day</th>\n",
       "      <th>airtrain_10_trip</th>\n",
       "      <th>airtrain_monthly</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WHITEHALL STREET</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CYPRESS HILLS</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>75TH STREET &amp; ELDERTS LANE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>85TH STREET &amp; FOREST PKWAY</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>WOODHAVEN BOULEVARD</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>PA-PATH GROVE ST</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>PA-PATH JOURNAL SQUARE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>72ND STREET - 2 AVENUE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>86TH STREET - 2 AVENUE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>96TH STREET - 2 AVENUE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>457 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        station  full_fare  senior_citizen_disabled  \\\n",
       "0              WHITEHALL STREET        0.0                      0.0   \n",
       "1                 CYPRESS HILLS        0.0                      0.0   \n",
       "2    75TH STREET & ELDERTS LANE        0.0                      0.0   \n",
       "3    85TH STREET & FOREST PKWAY        0.0                      0.0   \n",
       "4           WOODHAVEN BOULEVARD        0.0                      0.0   \n",
       "..                          ...        ...                      ...   \n",
       "452            PA-PATH GROVE ST        0.0                      0.0   \n",
       "453      PA-PATH JOURNAL SQUARE        0.0                      0.0   \n",
       "454      72ND STREET - 2 AVENUE        0.0                      0.0   \n",
       "455      86TH STREET - 2 AVENUE        0.0                      0.0   \n",
       "456      96TH STREET - 2 AVENUE        0.0                      0.0   \n",
       "\n",
       "     _7_day_ada_farecard_access_system_unlimited  \\\n",
       "0                                            0.0   \n",
       "1                                            0.0   \n",
       "2                                            0.0   \n",
       "3                                            0.0   \n",
       "4                                            0.0   \n",
       "..                                           ...   \n",
       "452                                          0.0   \n",
       "453                                          0.0   \n",
       "454                                          0.0   \n",
       "455                                          0.0   \n",
       "456                                          0.0   \n",
       "\n",
       "     _30_day_ada_farecard_access_system_unlimited  joint_rail_road_ticket  \\\n",
       "0                                             0.0                     0.0   \n",
       "1                                             0.0                     0.0   \n",
       "2                                             0.0                     0.0   \n",
       "3                                             0.0                     0.0   \n",
       "4                                             0.0                     0.0   \n",
       "..                                            ...                     ...   \n",
       "452                                           0.0                     0.0   \n",
       "453                                           0.0                     0.0   \n",
       "454                                           0.0                     0.0   \n",
       "455                                           0.0                     0.0   \n",
       "456                                           0.0                     0.0   \n",
       "\n",
       "     _7_day_unlimited  _30_day_unlimited  \\\n",
       "0                 0.0                0.0   \n",
       "1                 0.0                0.0   \n",
       "2                 0.0                0.0   \n",
       "3                 0.0                0.0   \n",
       "4                 0.0                0.0   \n",
       "..                ...                ...   \n",
       "452               0.0                0.0   \n",
       "453               0.0                0.0   \n",
       "454               0.0                0.0   \n",
       "455               0.0                0.0   \n",
       "456               0.0                0.0   \n",
       "\n",
       "     _14_day_reduced_fare_media_unlimited  _1_day_unlimited  ...  \\\n",
       "0                                     0.0               0.0  ...   \n",
       "1                                     0.0               0.0  ...   \n",
       "2                                     0.0               0.0  ...   \n",
       "3                                     0.0               0.0  ...   \n",
       "4                                     0.0               0.0  ...   \n",
       "..                                    ...               ...  ...   \n",
       "452                                   0.0               0.0  ...   \n",
       "453                                   0.0               0.0  ...   \n",
       "454                                   0.0               0.0  ...   \n",
       "455                                   0.0               0.0  ...   \n",
       "456                                   0.0               0.0  ...   \n",
       "\n",
       "     lib_special_senior  rail_road_unlimited_no_trade  \\\n",
       "0                   0.0                           0.0   \n",
       "1                   0.0                           0.0   \n",
       "2                   0.0                           0.0   \n",
       "3                   0.0                           0.0   \n",
       "4                   0.0                           0.0   \n",
       "..                  ...                           ...   \n",
       "452                 0.0                           0.0   \n",
       "453                 0.0                           0.0   \n",
       "454                 0.0                           0.0   \n",
       "455                 0.0                           0.0   \n",
       "456                 0.0                           0.0   \n",
       "\n",
       "     transit_check_metrocard_annual_metrocard  mail_and_ride_ezpay_express  \\\n",
       "0                                         0.0                          0.0   \n",
       "1                                         0.0                          0.0   \n",
       "2                                         0.0                          0.0   \n",
       "3                                         0.0                          0.0   \n",
       "4                                         0.0                          0.0   \n",
       "..                                        ...                          ...   \n",
       "452                                       0.0                          0.0   \n",
       "453                                       0.0                          0.0   \n",
       "454                                       0.0                          0.0   \n",
       "455                                       0.0                          0.0   \n",
       "456                                       0.0                          0.0   \n",
       "\n",
       "     mail_and_ride_unlimited  path_2_trip  airtrain_full_fare  \\\n",
       "0                        0.0          0.0                 0.0   \n",
       "1                        0.0          0.0                 0.0   \n",
       "2                        0.0          0.0                 0.0   \n",
       "3                        0.0          0.0                 0.0   \n",
       "4                        0.0          0.0                 0.0   \n",
       "..                       ...          ...                 ...   \n",
       "452                      0.0          0.0                 0.0   \n",
       "453                      0.0          0.0                 0.0   \n",
       "454                      0.0          0.0                 0.0   \n",
       "455                      0.0          0.0                 0.0   \n",
       "456                      0.0          0.0                 0.0   \n",
       "\n",
       "     airtrain_30_day  airtrain_10_trip  airtrain_monthly  \n",
       "0                0.0               0.0               0.0  \n",
       "1                0.0               0.0               0.0  \n",
       "2                0.0               0.0               0.0  \n",
       "3                0.0               0.0               0.0  \n",
       "4                0.0               0.0               0.0  \n",
       "..               ...               ...               ...  \n",
       "452              0.0               0.0               0.0  \n",
       "453              0.0               0.0               0.0  \n",
       "454              0.0               0.0               0.0  \n",
       "455              0.0               0.0               0.0  \n",
       "456              0.0               0.0               0.0  \n",
       "\n",
       "[457 rows x 23 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfbar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "full_fare                                       90076.0\n",
      "senior_citizen_disabled                          6689.0\n",
      "_7_day_ada_farecard_access_system_unlimited       535.0\n",
      "_30_day_ada_farecard_access_system_unlimited      914.0\n",
      "joint_rail_road_ticket                             48.0\n",
      "_7_day_unlimited                                17751.0\n",
      "_30_day_unlimited                               15223.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           237.0\n",
      "transit_check_metrocard                           512.0\n",
      "lib_special_senior                                 98.0\n",
      "rail_road_unlimited_no_trade                       35.0\n",
      "transit_check_metrocard_annual_metrocard         1965.0\n",
      "mail_and_ride_ezpay_express                      1288.0\n",
      "mail_and_ride_unlimited                           646.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                670.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       7819.0\n",
      "senior_citizen_disabled                          422.0\n",
      "_7_day_ada_farecard_access_system_unlimited        7.0\n",
      "_30_day_ada_farecard_access_system_unlimited      70.0\n",
      "joint_rail_road_ticket                             0.0\n",
      "_7_day_unlimited                                2663.0\n",
      "_30_day_unlimited                               1231.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            1.0\n",
      "transit_check_metrocard                           30.0\n",
      "lib_special_senior                                 0.0\n",
      "rail_road_unlimited_no_trade                       2.0\n",
      "transit_check_metrocard_annual_metrocard         142.0\n",
      "mail_and_ride_ezpay_express                       50.0\n",
      "mail_and_ride_unlimited                           53.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                                44.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       23285.0\n",
      "senior_citizen_disabled                          1172.0\n",
      "_7_day_ada_farecard_access_system_unlimited        33.0\n",
      "_30_day_ada_farecard_access_system_unlimited       57.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 6809.0\n",
      "_30_day_unlimited                                3287.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             9.0\n",
      "transit_check_metrocard                            90.0\n",
      "lib_special_senior                                 28.0\n",
      "rail_road_unlimited_no_trade                        3.0\n",
      "transit_check_metrocard_annual_metrocard          548.0\n",
      "mail_and_ride_ezpay_express                       114.0\n",
      "mail_and_ride_unlimited                           107.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                104.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       24854.0\n",
      "senior_citizen_disabled                          1224.0\n",
      "_7_day_ada_farecard_access_system_unlimited       157.0\n",
      "_30_day_ada_farecard_access_system_unlimited      147.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 7022.0\n",
      "_30_day_unlimited                                4127.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             4.0\n",
      "transit_check_metrocard                            67.0\n",
      "lib_special_senior                                 37.0\n",
      "rail_road_unlimited_no_trade                        2.0\n",
      "transit_check_metrocard_annual_metrocard          265.0\n",
      "mail_and_ride_ezpay_express                        94.0\n",
      "mail_and_ride_unlimited                           185.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                122.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       27546.0\n",
      "senior_citizen_disabled                          1454.0\n",
      "_7_day_ada_farecard_access_system_unlimited        86.0\n",
      "_30_day_ada_farecard_access_system_unlimited      113.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                 8248.0\n",
      "_30_day_unlimited                                5009.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            18.0\n",
      "transit_check_metrocard                           116.0\n",
      "lib_special_senior                                 31.0\n",
      "rail_road_unlimited_no_trade                        8.0\n",
      "transit_check_metrocard_annual_metrocard          380.0\n",
      "mail_and_ride_ezpay_express                       209.0\n",
      "mail_and_ride_unlimited                           103.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                192.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       16705.0\n",
      "senior_citizen_disabled                           813.0\n",
      "_7_day_ada_farecard_access_system_unlimited        16.0\n",
      "_30_day_ada_farecard_access_system_unlimited       48.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 5039.0\n",
      "_30_day_unlimited                                2826.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             7.0\n",
      "transit_check_metrocard                            24.0\n",
      "lib_special_senior                                  9.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          212.0\n",
      "mail_and_ride_ezpay_express                       115.0\n",
      "mail_and_ride_unlimited                            32.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                128.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       12909.0\n",
      "senior_citizen_disabled                           445.0\n",
      "_7_day_ada_farecard_access_system_unlimited        29.0\n",
      "_30_day_ada_farecard_access_system_unlimited       23.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 3075.0\n",
      "_30_day_unlimited                                1638.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            12.0\n",
      "transit_check_metrocard                            29.0\n",
      "lib_special_senior                                  5.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          177.0\n",
      "mail_and_ride_ezpay_express                        78.0\n",
      "mail_and_ride_unlimited                            62.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 54.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       12734.0\n",
      "senior_citizen_disabled                           760.0\n",
      "_7_day_ada_farecard_access_system_unlimited        16.0\n",
      "_30_day_ada_farecard_access_system_unlimited      149.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 2725.0\n",
      "_30_day_unlimited                                2220.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             2.0\n",
      "transit_check_metrocard                            55.0\n",
      "lib_special_senior                                 25.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          214.0\n",
      "mail_and_ride_ezpay_express                        70.0\n",
      "mail_and_ride_unlimited                            59.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                100.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       386529.0\n",
      "senior_citizen_disabled                          19451.0\n",
      "_7_day_ada_farecard_access_system_unlimited        998.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1760.0\n",
      "joint_rail_road_ticket                              90.0\n",
      "_7_day_unlimited                                 62678.0\n",
      "_30_day_unlimited                                59832.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            653.0\n",
      "transit_check_metrocard                           2045.0\n",
      "lib_special_senior                                 373.0\n",
      "rail_road_unlimited_no_trade                        72.0\n",
      "transit_check_metrocard_annual_metrocard          6449.0\n",
      "mail_and_ride_ezpay_express                       4311.0\n",
      "mail_and_ride_unlimited                           2691.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                3182.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       255877.0\n",
      "senior_citizen_disabled                          14253.0\n",
      "_7_day_ada_farecard_access_system_unlimited        811.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1784.0\n",
      "joint_rail_road_ticket                             782.0\n",
      "_7_day_unlimited                                 40045.0\n",
      "_30_day_unlimited                                44952.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            446.0\n",
      "transit_check_metrocard                           1443.0\n",
      "lib_special_senior                                 249.0\n",
      "rail_road_unlimited_no_trade                      1872.0\n",
      "transit_check_metrocard_annual_metrocard          5545.0\n",
      "mail_and_ride_ezpay_express                       5076.0\n",
      "mail_and_ride_unlimited                           2156.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                2774.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       191926.0\n",
      "senior_citizen_disabled                           7258.0\n",
      "_7_day_ada_farecard_access_system_unlimited        486.0\n",
      "_30_day_ada_farecard_access_system_unlimited       682.0\n",
      "joint_rail_road_ticket                             103.0\n",
      "_7_day_unlimited                                 32492.0\n",
      "_30_day_unlimited                                30111.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            419.0\n",
      "transit_check_metrocard                           1134.0\n",
      "lib_special_senior                                  49.0\n",
      "rail_road_unlimited_no_trade                       204.0\n",
      "transit_check_metrocard_annual_metrocard          4187.0\n",
      "mail_and_ride_ezpay_express                       2095.0\n",
      "mail_and_ride_unlimited                           1480.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                1573.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       61713.0\n",
      "senior_citizen_disabled                          3277.0\n",
      "_7_day_ada_farecard_access_system_unlimited        89.0\n",
      "_30_day_ada_farecard_access_system_unlimited      239.0\n",
      "joint_rail_road_ticket                            126.0\n",
      "_7_day_unlimited                                 9736.0\n",
      "_30_day_unlimited                               11293.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           217.0\n",
      "transit_check_metrocard                          1003.0\n",
      "lib_special_senior                                 21.0\n",
      "rail_road_unlimited_no_trade                      221.0\n",
      "transit_check_metrocard_annual_metrocard         1535.0\n",
      "mail_and_ride_ezpay_express                      1316.0\n",
      "mail_and_ride_unlimited                           767.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                500.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       117700.0\n",
      "senior_citizen_disabled                           7534.0\n",
      "_7_day_ada_farecard_access_system_unlimited        482.0\n",
      "_30_day_ada_farecard_access_system_unlimited       957.0\n",
      "joint_rail_road_ticket                             162.0\n",
      "_7_day_unlimited                                 23879.0\n",
      "_30_day_unlimited                                26931.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            270.0\n",
      "transit_check_metrocard                           1114.0\n",
      "lib_special_senior                                  88.0\n",
      "rail_road_unlimited_no_trade                       287.0\n",
      "transit_check_metrocard_annual_metrocard          2748.0\n",
      "mail_and_ride_ezpay_express                       2254.0\n",
      "mail_and_ride_unlimited                           1166.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                1022.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       304993.0\n",
      "senior_citizen_disabled                          22110.0\n",
      "_7_day_ada_farecard_access_system_unlimited       1442.0\n",
      "_30_day_ada_farecard_access_system_unlimited      2799.0\n",
      "joint_rail_road_ticket                              17.0\n",
      "_7_day_unlimited                                 90934.0\n",
      "_30_day_unlimited                                78463.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            102.0\n",
      "transit_check_metrocard                            971.0\n",
      "lib_special_senior                                 250.0\n",
      "rail_road_unlimited_no_trade                        75.0\n",
      "transit_check_metrocard_annual_metrocard          8426.0\n",
      "mail_and_ride_ezpay_express                       2088.0\n",
      "mail_and_ride_unlimited                           2309.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                2692.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       105716.0\n",
      "senior_citizen_disabled                           7885.0\n",
      "_7_day_ada_farecard_access_system_unlimited        488.0\n",
      "_30_day_ada_farecard_access_system_unlimited       982.0\n",
      "joint_rail_road_ticket                               8.0\n",
      "_7_day_unlimited                                 24301.0\n",
      "_30_day_unlimited                                20811.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                             66.0\n",
      "transit_check_metrocard                           1173.0\n",
      "lib_special_senior                                  91.0\n",
      "rail_road_unlimited_no_trade                         2.0\n",
      "transit_check_metrocard_annual_metrocard          3816.0\n",
      "mail_and_ride_ezpay_express                       1039.0\n",
      "mail_and_ride_unlimited                            730.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                 456.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       164225.0\n",
      "senior_citizen_disabled                          15547.0\n",
      "_7_day_ada_farecard_access_system_unlimited        464.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1487.0\n",
      "joint_rail_road_ticket                             163.0\n",
      "_7_day_unlimited                                 35436.0\n",
      "_30_day_unlimited                                40462.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            361.0\n",
      "transit_check_metrocard                           2148.0\n",
      "lib_special_senior                                  80.0\n",
      "rail_road_unlimited_no_trade                        69.0\n",
      "transit_check_metrocard_annual_metrocard          5030.0\n",
      "mail_and_ride_ezpay_express                       3273.0\n",
      "mail_and_ride_unlimited                           1544.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                1078.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       109082.0\n",
      "senior_citizen_disabled                           6332.0\n",
      "_7_day_ada_farecard_access_system_unlimited        469.0\n",
      "_30_day_ada_farecard_access_system_unlimited       964.0\n",
      "joint_rail_road_ticket                              26.0\n",
      "_7_day_unlimited                                 26832.0\n",
      "_30_day_unlimited                                26283.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            331.0\n",
      "transit_check_metrocard                           1735.0\n",
      "lib_special_senior                                  54.0\n",
      "rail_road_unlimited_no_trade                        13.0\n",
      "transit_check_metrocard_annual_metrocard          3204.0\n",
      "mail_and_ride_ezpay_express                       2004.0\n",
      "mail_and_ride_unlimited                           1222.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                 886.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       417633.0\n",
      "senior_citizen_disabled                          27227.0\n",
      "_7_day_ada_farecard_access_system_unlimited       1667.0\n",
      "_30_day_ada_farecard_access_system_unlimited      2811.0\n",
      "joint_rail_road_ticket                             333.0\n",
      "_7_day_unlimited                                 85786.0\n",
      "_30_day_unlimited                                92586.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            754.0\n",
      "transit_check_metrocard                           3553.0\n",
      "lib_special_senior                                 398.0\n",
      "rail_road_unlimited_no_trade                       569.0\n",
      "transit_check_metrocard_annual_metrocard         10250.0\n",
      "mail_and_ride_ezpay_express                       8152.0\n",
      "mail_and_ride_unlimited                           4240.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                3217.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       123526.0\n",
      "senior_citizen_disabled                           6570.0\n",
      "_7_day_ada_farecard_access_system_unlimited        488.0\n",
      "_30_day_ada_farecard_access_system_unlimited       758.0\n",
      "joint_rail_road_ticket                             164.0\n",
      "_7_day_unlimited                                 27362.0\n",
      "_30_day_unlimited                                18813.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                             43.0\n",
      "transit_check_metrocard                            472.0\n",
      "lib_special_senior                                 105.0\n",
      "rail_road_unlimited_no_trade                       285.0\n",
      "transit_check_metrocard_annual_metrocard          3000.0\n",
      "mail_and_ride_ezpay_express                        842.0\n",
      "mail_and_ride_unlimited                            780.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                4279.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       182876.0\n",
      "senior_citizen_disabled                          10997.0\n",
      "_7_day_ada_farecard_access_system_unlimited        983.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1567.0\n",
      "joint_rail_road_ticket                              33.0\n",
      "_7_day_unlimited                                 49254.0\n",
      "_30_day_unlimited                                28694.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                             82.0\n",
      "transit_check_metrocard                            714.0\n",
      "lib_special_senior                                 162.0\n",
      "rail_road_unlimited_no_trade                        43.0\n",
      "transit_check_metrocard_annual_metrocard          6164.0\n",
      "mail_and_ride_ezpay_express                        966.0\n",
      "mail_and_ride_unlimited                            944.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                1750.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       88915.0\n",
      "senior_citizen_disabled                          4538.0\n",
      "_7_day_ada_farecard_access_system_unlimited       258.0\n",
      "_30_day_ada_farecard_access_system_unlimited      479.0\n",
      "joint_rail_road_ticket                            248.0\n",
      "_7_day_unlimited                                18974.0\n",
      "_30_day_unlimited                               19779.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           602.0\n",
      "transit_check_metrocard                           582.0\n",
      "lib_special_senior                                 44.0\n",
      "rail_road_unlimited_no_trade                      659.0\n",
      "transit_check_metrocard_annual_metrocard         3096.0\n",
      "mail_and_ride_ezpay_express                      1714.0\n",
      "mail_and_ride_unlimited                          1066.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                712.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       73537.0\n",
      "senior_citizen_disabled                          5470.0\n",
      "_7_day_ada_farecard_access_system_unlimited       286.0\n",
      "_30_day_ada_farecard_access_system_unlimited      604.0\n",
      "joint_rail_road_ticket                             77.0\n",
      "_7_day_unlimited                                16802.0\n",
      "_30_day_unlimited                               18799.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            68.0\n",
      "transit_check_metrocard                           669.0\n",
      "lib_special_senior                                 50.0\n",
      "rail_road_unlimited_no_trade                      160.0\n",
      "transit_check_metrocard_annual_metrocard         2534.0\n",
      "mail_and_ride_ezpay_express                      1305.0\n",
      "mail_and_ride_unlimited                          1004.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                854.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       112085.0\n",
      "senior_citizen_disabled                           7016.0\n",
      "_7_day_ada_farecard_access_system_unlimited        400.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1091.0\n",
      "joint_rail_road_ticket                             111.0\n",
      "_7_day_unlimited                                 20945.0\n",
      "_30_day_unlimited                                23965.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                           1064.0\n",
      "transit_check_metrocard                            654.0\n",
      "lib_special_senior                                  66.0\n",
      "rail_road_unlimited_no_trade                       432.0\n",
      "transit_check_metrocard_annual_metrocard          2539.0\n",
      "mail_and_ride_ezpay_express                       1691.0\n",
      "mail_and_ride_unlimited                            937.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                 926.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       39775.0\n",
      "senior_citizen_disabled                          3484.0\n",
      "_7_day_ada_farecard_access_system_unlimited       191.0\n",
      "_30_day_ada_farecard_access_system_unlimited      456.0\n",
      "joint_rail_road_ticket                             72.0\n",
      "_7_day_unlimited                                10551.0\n",
      "_30_day_unlimited                                9664.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           241.0\n",
      "transit_check_metrocard                           281.0\n",
      "lib_special_senior                                  8.0\n",
      "rail_road_unlimited_no_trade                      107.0\n",
      "transit_check_metrocard_annual_metrocard         1206.0\n",
      "mail_and_ride_ezpay_express                       976.0\n",
      "mail_and_ride_unlimited                           415.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                302.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       86633.0\n",
      "senior_citizen_disabled                          7293.0\n",
      "_7_day_ada_farecard_access_system_unlimited       441.0\n",
      "_30_day_ada_farecard_access_system_unlimited      606.0\n",
      "joint_rail_road_ticket                            126.0\n",
      "_7_day_unlimited                                17032.0\n",
      "_30_day_unlimited                               17045.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           131.0\n",
      "transit_check_metrocard                           530.0\n",
      "lib_special_senior                                 68.0\n",
      "rail_road_unlimited_no_trade                      573.0\n",
      "transit_check_metrocard_annual_metrocard         2958.0\n",
      "mail_and_ride_ezpay_express                      1364.0\n",
      "mail_and_ride_unlimited                           735.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                503.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       246833.0\n",
      "senior_citizen_disabled                          14624.0\n",
      "_7_day_ada_farecard_access_system_unlimited       1270.0\n",
      "_30_day_ada_farecard_access_system_unlimited      2237.0\n",
      "joint_rail_road_ticket                             108.0\n",
      "_7_day_unlimited                                 56092.0\n",
      "_30_day_unlimited                                54298.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                           1190.0\n",
      "transit_check_metrocard                           2436.0\n",
      "lib_special_senior                                 165.0\n",
      "rail_road_unlimited_no_trade                       104.0\n",
      "transit_check_metrocard_annual_metrocard          6528.0\n",
      "mail_and_ride_ezpay_express                       3263.0\n",
      "mail_and_ride_unlimited                           2303.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                1963.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       29305.0\n",
      "senior_citizen_disabled                          2534.0\n",
      "_7_day_ada_farecard_access_system_unlimited       177.0\n",
      "_30_day_ada_farecard_access_system_unlimited      289.0\n",
      "joint_rail_road_ticket                              5.0\n",
      "_7_day_unlimited                                 8538.0\n",
      "_30_day_unlimited                                6388.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            10.0\n",
      "transit_check_metrocard                           119.0\n",
      "lib_special_senior                                  5.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          757.0\n",
      "mail_and_ride_ezpay_express                       298.0\n",
      "mail_and_ride_unlimited                           322.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                350.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       109807.0\n",
      "senior_citizen_disabled                           8107.0\n",
      "_7_day_ada_farecard_access_system_unlimited        371.0\n",
      "_30_day_ada_farecard_access_system_unlimited       778.0\n",
      "joint_rail_road_ticket                              48.0\n",
      "_7_day_unlimited                                 26806.0\n",
      "_30_day_unlimited                                31159.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            167.0\n",
      "transit_check_metrocard                            666.0\n",
      "lib_special_senior                                  47.0\n",
      "rail_road_unlimited_no_trade                       108.0\n",
      "transit_check_metrocard_annual_metrocard          6071.0\n",
      "mail_and_ride_ezpay_express                       1806.0\n",
      "mail_and_ride_unlimited                           1466.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                1075.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       37343.0\n",
      "senior_citizen_disabled                          4007.0\n",
      "_7_day_ada_farecard_access_system_unlimited       228.0\n",
      "_30_day_ada_farecard_access_system_unlimited      455.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                13890.0\n",
      "_30_day_unlimited                                8581.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            10.0\n",
      "transit_check_metrocard                           101.0\n",
      "lib_special_senior                                 26.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1376.0\n",
      "mail_and_ride_ezpay_express                       191.0\n",
      "mail_and_ride_unlimited                           266.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                168.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    1.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       28782.0\n",
      "senior_citizen_disabled                          2475.0\n",
      "_7_day_ada_farecard_access_system_unlimited       158.0\n",
      "_30_day_ada_farecard_access_system_unlimited      219.0\n",
      "joint_rail_road_ticket                              8.0\n",
      "_7_day_unlimited                                11512.0\n",
      "_30_day_unlimited                                5877.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            25.0\n",
      "transit_check_metrocard                            36.0\n",
      "lib_special_senior                                 13.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          941.0\n",
      "mail_and_ride_ezpay_express                        95.0\n",
      "mail_and_ride_unlimited                           193.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                187.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "full_fare                                       6354.0\n",
      "senior_citizen_disabled                          705.0\n",
      "_7_day_ada_farecard_access_system_unlimited       75.0\n",
      "_30_day_ada_farecard_access_system_unlimited     119.0\n",
      "joint_rail_road_ticket                             0.0\n",
      "_7_day_unlimited                                1645.0\n",
      "_30_day_unlimited                               1817.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            7.0\n",
      "transit_check_metrocard                           93.0\n",
      "lib_special_senior                                 4.0\n",
      "rail_road_unlimited_no_trade                       1.0\n",
      "transit_check_metrocard_annual_metrocard         329.0\n",
      "mail_and_ride_ezpay_express                       85.0\n",
      "mail_and_ride_unlimited                           56.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                                65.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       26941.0\n",
      "senior_citizen_disabled                          1836.0\n",
      "_7_day_ada_farecard_access_system_unlimited       107.0\n",
      "_30_day_ada_farecard_access_system_unlimited      163.0\n",
      "joint_rail_road_ticket                             27.0\n",
      "_7_day_unlimited                                 8330.0\n",
      "_30_day_unlimited                                5185.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            25.0\n",
      "transit_check_metrocard                            89.0\n",
      "lib_special_senior                                 12.0\n",
      "rail_road_unlimited_no_trade                       16.0\n",
      "transit_check_metrocard_annual_metrocard          753.0\n",
      "mail_and_ride_ezpay_express                       174.0\n",
      "mail_and_ride_unlimited                           221.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                146.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       44522.0\n",
      "senior_citizen_disabled                          5393.0\n",
      "_7_day_ada_farecard_access_system_unlimited       312.0\n",
      "_30_day_ada_farecard_access_system_unlimited      433.0\n",
      "joint_rail_road_ticket                              6.0\n",
      "_7_day_unlimited                                13000.0\n",
      "_30_day_unlimited                                9886.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            65.0\n",
      "transit_check_metrocard                           198.0\n",
      "lib_special_senior                                 23.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1527.0\n",
      "mail_and_ride_ezpay_express                       461.0\n",
      "mail_and_ride_unlimited                           459.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                207.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       47046.0\n",
      "senior_citizen_disabled                          3900.0\n",
      "_7_day_ada_farecard_access_system_unlimited       228.0\n",
      "_30_day_ada_farecard_access_system_unlimited      407.0\n",
      "joint_rail_road_ticket                             56.0\n",
      "_7_day_unlimited                                10660.0\n",
      "_30_day_unlimited                                9302.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                          1459.0\n",
      "transit_check_metrocard                           451.0\n",
      "lib_special_senior                                 21.0\n",
      "rail_road_unlimited_no_trade                       73.0\n",
      "transit_check_metrocard_annual_metrocard         1702.0\n",
      "mail_and_ride_ezpay_express                       738.0\n",
      "mail_and_ride_unlimited                           403.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                271.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       12395.0\n",
      "senior_citizen_disabled                           839.0\n",
      "_7_day_ada_farecard_access_system_unlimited        61.0\n",
      "_30_day_ada_farecard_access_system_unlimited       96.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                 2766.0\n",
      "_30_day_unlimited                                2085.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           166.0\n",
      "transit_check_metrocard                            36.0\n",
      "lib_special_senior                                  4.0\n",
      "rail_road_unlimited_no_trade                       25.0\n",
      "transit_check_metrocard_annual_metrocard          461.0\n",
      "mail_and_ride_ezpay_express                       167.0\n",
      "mail_and_ride_unlimited                           127.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 85.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       60287.0\n",
      "senior_citizen_disabled                          5143.0\n",
      "_7_day_ada_farecard_access_system_unlimited       160.0\n",
      "_30_day_ada_farecard_access_system_unlimited      625.0\n",
      "joint_rail_road_ticket                             23.0\n",
      "_7_day_unlimited                                11008.0\n",
      "_30_day_unlimited                               14543.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           156.0\n",
      "transit_check_metrocard                           411.0\n",
      "lib_special_senior                                 45.0\n",
      "rail_road_unlimited_no_trade                      167.0\n",
      "transit_check_metrocard_annual_metrocard         1791.0\n",
      "mail_and_ride_ezpay_express                       843.0\n",
      "mail_and_ride_unlimited                           568.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                386.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       289519.0\n",
      "senior_citizen_disabled                          16728.0\n",
      "_7_day_ada_farecard_access_system_unlimited       1000.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1934.0\n",
      "joint_rail_road_ticket                             781.0\n",
      "_7_day_unlimited                                 53021.0\n",
      "_30_day_unlimited                                58835.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            871.0\n",
      "transit_check_metrocard                           2137.0\n",
      "lib_special_senior                                 135.0\n",
      "rail_road_unlimited_no_trade                      1676.0\n",
      "transit_check_metrocard_annual_metrocard          7870.0\n",
      "mail_and_ride_ezpay_express                       5027.0\n",
      "mail_and_ride_unlimited                           3256.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                2062.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       35855.0\n",
      "senior_citizen_disabled                          2276.0\n",
      "_7_day_ada_farecard_access_system_unlimited       111.0\n",
      "_30_day_ada_farecard_access_system_unlimited      251.0\n",
      "joint_rail_road_ticket                             79.0\n",
      "_7_day_unlimited                                 6794.0\n",
      "_30_day_unlimited                                9260.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            39.0\n",
      "transit_check_metrocard                           434.0\n",
      "lib_special_senior                                 10.0\n",
      "rail_road_unlimited_no_trade                       58.0\n",
      "transit_check_metrocard_annual_metrocard         1313.0\n",
      "mail_and_ride_ezpay_express                       734.0\n",
      "mail_and_ride_unlimited                           469.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                222.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       35826.0\n",
      "senior_citizen_disabled                          2362.0\n",
      "_7_day_ada_farecard_access_system_unlimited       217.0\n",
      "_30_day_ada_farecard_access_system_unlimited      282.0\n",
      "joint_rail_road_ticket                              8.0\n",
      "_7_day_unlimited                                10080.0\n",
      "_30_day_unlimited                                8891.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           144.0\n",
      "transit_check_metrocard                           321.0\n",
      "lib_special_senior                                 10.0\n",
      "rail_road_unlimited_no_trade                       33.0\n",
      "transit_check_metrocard_annual_metrocard         1117.0\n",
      "mail_and_ride_ezpay_express                       530.0\n",
      "mail_and_ride_unlimited                           405.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                337.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       172083.0\n",
      "senior_citizen_disabled                          12304.0\n",
      "_7_day_ada_farecard_access_system_unlimited        779.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1280.0\n",
      "joint_rail_road_ticket                             151.0\n",
      "_7_day_unlimited                                 52867.0\n",
      "_30_day_unlimited                                50053.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            475.0\n",
      "transit_check_metrocard                           1388.0\n",
      "lib_special_senior                                 155.0\n",
      "rail_road_unlimited_no_trade                       218.0\n",
      "transit_check_metrocard_annual_metrocard          6455.0\n",
      "mail_and_ride_ezpay_express                       2834.0\n",
      "mail_and_ride_unlimited                           2062.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                1197.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       38675.0\n",
      "senior_citizen_disabled                          2129.0\n",
      "_7_day_ada_farecard_access_system_unlimited        66.0\n",
      "_30_day_ada_farecard_access_system_unlimited      143.0\n",
      "joint_rail_road_ticket                              6.0\n",
      "_7_day_unlimited                                 8754.0\n",
      "_30_day_unlimited                                4944.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            35.0\n",
      "transit_check_metrocard                           155.0\n",
      "lib_special_senior                                  7.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          751.0\n",
      "mail_and_ride_ezpay_express                       247.0\n",
      "mail_and_ride_unlimited                            79.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                135.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       92226.0\n",
      "senior_citizen_disabled                          6047.0\n",
      "_7_day_ada_farecard_access_system_unlimited       524.0\n",
      "_30_day_ada_farecard_access_system_unlimited      990.0\n",
      "joint_rail_road_ticket                             11.0\n",
      "_7_day_unlimited                                34075.0\n",
      "_30_day_unlimited                               19914.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            42.0\n",
      "transit_check_metrocard                           189.0\n",
      "lib_special_senior                                 91.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         4515.0\n",
      "mail_and_ride_ezpay_express                       263.0\n",
      "mail_and_ride_unlimited                           584.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                391.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       43090.0\n",
      "senior_citizen_disabled                          2253.0\n",
      "_7_day_ada_farecard_access_system_unlimited        99.0\n",
      "_30_day_ada_farecard_access_system_unlimited      238.0\n",
      "joint_rail_road_ticket                             13.0\n",
      "_7_day_unlimited                                 8487.0\n",
      "_30_day_unlimited                                9238.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           282.0\n",
      "transit_check_metrocard                           428.0\n",
      "lib_special_senior                                 12.0\n",
      "rail_road_unlimited_no_trade                       13.0\n",
      "transit_check_metrocard_annual_metrocard          973.0\n",
      "mail_and_ride_ezpay_express                       686.0\n",
      "mail_and_ride_unlimited                           458.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                403.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       286640.0\n",
      "senior_citizen_disabled                          28914.0\n",
      "_7_day_ada_farecard_access_system_unlimited        848.0\n",
      "_30_day_ada_farecard_access_system_unlimited      2658.0\n",
      "joint_rail_road_ticket                              84.0\n",
      "_7_day_unlimited                                 59511.0\n",
      "_30_day_unlimited                                65989.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            154.0\n",
      "transit_check_metrocard                           1565.0\n",
      "lib_special_senior                                 655.0\n",
      "rail_road_unlimited_no_trade                        33.0\n",
      "transit_check_metrocard_annual_metrocard          4353.0\n",
      "mail_and_ride_ezpay_express                       2448.0\n",
      "mail_and_ride_unlimited                           1442.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                1326.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       34569.0\n",
      "senior_citizen_disabled                          2997.0\n",
      "_7_day_ada_farecard_access_system_unlimited       306.0\n",
      "_30_day_ada_farecard_access_system_unlimited      487.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                10457.0\n",
      "_30_day_unlimited                                8520.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            88.0\n",
      "transit_check_metrocard                           136.0\n",
      "lib_special_senior                                 27.0\n",
      "rail_road_unlimited_no_trade                        2.0\n",
      "transit_check_metrocard_annual_metrocard         1771.0\n",
      "mail_and_ride_ezpay_express                       282.0\n",
      "mail_and_ride_unlimited                           382.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                303.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       163387.0\n",
      "senior_citizen_disabled                          12007.0\n",
      "_7_day_ada_farecard_access_system_unlimited       1130.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1426.0\n",
      "joint_rail_road_ticket                             211.0\n",
      "_7_day_unlimited                                 39894.0\n",
      "_30_day_unlimited                                34683.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            161.0\n",
      "transit_check_metrocard                            771.0\n",
      "lib_special_senior                                  74.0\n",
      "rail_road_unlimited_no_trade                       570.0\n",
      "transit_check_metrocard_annual_metrocard          5628.0\n",
      "mail_and_ride_ezpay_express                       1878.0\n",
      "mail_and_ride_unlimited                           1442.0\n",
      "path_2_trip                                          1.0\n",
      "airtrain_full_fare                                1628.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       11662.0\n",
      "senior_citizen_disabled                           743.0\n",
      "_7_day_ada_farecard_access_system_unlimited        59.0\n",
      "_30_day_ada_farecard_access_system_unlimited      197.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 2155.0\n",
      "_30_day_unlimited                                2421.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             4.0\n",
      "transit_check_metrocard                            87.0\n",
      "lib_special_senior                                  2.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          476.0\n",
      "mail_and_ride_ezpay_express                       228.0\n",
      "mail_and_ride_unlimited                           135.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                141.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       22971.0\n",
      "senior_citizen_disabled                          2188.0\n",
      "_7_day_ada_farecard_access_system_unlimited        84.0\n",
      "_30_day_ada_farecard_access_system_unlimited      207.0\n",
      "joint_rail_road_ticket                             13.0\n",
      "_7_day_unlimited                                 4359.0\n",
      "_30_day_unlimited                                5088.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            11.0\n",
      "transit_check_metrocard                           119.0\n",
      "lib_special_senior                                 16.0\n",
      "rail_road_unlimited_no_trade                       19.0\n",
      "transit_check_metrocard_annual_metrocard          949.0\n",
      "mail_and_ride_ezpay_express                       396.0\n",
      "mail_and_ride_unlimited                           343.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                304.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       13253.0\n",
      "senior_citizen_disabled                          1270.0\n",
      "_7_day_ada_farecard_access_system_unlimited       102.0\n",
      "_30_day_ada_farecard_access_system_unlimited       78.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 2463.0\n",
      "_30_day_unlimited                                2286.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             2.0\n",
      "transit_check_metrocard                            84.0\n",
      "lib_special_senior                                  3.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          572.0\n",
      "mail_and_ride_ezpay_express                        93.0\n",
      "mail_and_ride_unlimited                           196.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                190.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       16319.0\n",
      "senior_citizen_disabled                          1124.0\n",
      "_7_day_ada_farecard_access_system_unlimited       139.0\n",
      "_30_day_ada_farecard_access_system_unlimited      186.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                 4342.0\n",
      "_30_day_unlimited                                3286.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             5.0\n",
      "transit_check_metrocard                            30.0\n",
      "lib_special_senior                                  5.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          507.0\n",
      "mail_and_ride_ezpay_express                        82.0\n",
      "mail_and_ride_unlimited                           156.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                145.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       129921.0\n",
      "senior_citizen_disabled                          11090.0\n",
      "_7_day_ada_farecard_access_system_unlimited        611.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1322.0\n",
      "joint_rail_road_ticket                              21.0\n",
      "_7_day_unlimited                                 36406.0\n",
      "_30_day_unlimited                                28113.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                             53.0\n",
      "transit_check_metrocard                            538.0\n",
      "lib_special_senior                                 152.0\n",
      "rail_road_unlimited_no_trade                        67.0\n",
      "transit_check_metrocard_annual_metrocard          6177.0\n",
      "mail_and_ride_ezpay_express                        707.0\n",
      "mail_and_ride_unlimited                           1093.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                 578.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     1.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       36750.0\n",
      "senior_citizen_disabled                          3005.0\n",
      "_7_day_ada_farecard_access_system_unlimited       245.0\n",
      "_30_day_ada_farecard_access_system_unlimited      425.0\n",
      "joint_rail_road_ticket                             18.0\n",
      "_7_day_unlimited                                11002.0\n",
      "_30_day_unlimited                                7187.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             8.0\n",
      "transit_check_metrocard                            90.0\n",
      "lib_special_senior                                 53.0\n",
      "rail_road_unlimited_no_trade                        2.0\n",
      "transit_check_metrocard_annual_metrocard         1319.0\n",
      "mail_and_ride_ezpay_express                       227.0\n",
      "mail_and_ride_unlimited                           285.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                100.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       31045.0\n",
      "senior_citizen_disabled                          1708.0\n",
      "_7_day_ada_farecard_access_system_unlimited       174.0\n",
      "_30_day_ada_farecard_access_system_unlimited      251.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 8760.0\n",
      "_30_day_unlimited                                7154.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             1.0\n",
      "transit_check_metrocard                            74.0\n",
      "lib_special_senior                                 14.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          902.0\n",
      "mail_and_ride_ezpay_express                       130.0\n",
      "mail_and_ride_unlimited                           210.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                190.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    2.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       22718.0\n",
      "senior_citizen_disabled                          2114.0\n",
      "_7_day_ada_farecard_access_system_unlimited       165.0\n",
      "_30_day_ada_farecard_access_system_unlimited      297.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 7252.0\n",
      "_30_day_unlimited                                4583.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             7.0\n",
      "transit_check_metrocard                            69.0\n",
      "lib_special_senior                                205.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1221.0\n",
      "mail_and_ride_ezpay_express                       484.0\n",
      "mail_and_ride_unlimited                           128.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 83.0\n",
      "airtrain_30_day                                     3.0\n",
      "airtrain_10_trip                                    2.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       8466.0\n",
      "senior_citizen_disabled                          826.0\n",
      "_7_day_ada_farecard_access_system_unlimited       74.0\n",
      "_30_day_ada_farecard_access_system_unlimited     113.0\n",
      "joint_rail_road_ticket                             2.0\n",
      "_7_day_unlimited                                4345.0\n",
      "_30_day_unlimited                               2818.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            2.0\n",
      "transit_check_metrocard                           15.0\n",
      "lib_special_senior                                 3.0\n",
      "rail_road_unlimited_no_trade                       4.0\n",
      "transit_check_metrocard_annual_metrocard         310.0\n",
      "mail_and_ride_ezpay_express                       28.0\n",
      "mail_and_ride_unlimited                           21.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                                30.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       22639.0\n",
      "senior_citizen_disabled                          1967.0\n",
      "_7_day_ada_farecard_access_system_unlimited       236.0\n",
      "_30_day_ada_farecard_access_system_unlimited      295.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                 7697.0\n",
      "_30_day_unlimited                                4354.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            26.0\n",
      "transit_check_metrocard                            41.0\n",
      "lib_special_senior                                 22.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          906.0\n",
      "mail_and_ride_ezpay_express                       132.0\n",
      "mail_and_ride_unlimited                            81.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 71.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       14589.0\n",
      "senior_citizen_disabled                          1027.0\n",
      "_7_day_ada_farecard_access_system_unlimited        66.0\n",
      "_30_day_ada_farecard_access_system_unlimited      174.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 5227.0\n",
      "_30_day_unlimited                                2898.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             6.0\n",
      "transit_check_metrocard                            27.0\n",
      "lib_special_senior                                 11.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          630.0\n",
      "mail_and_ride_ezpay_express                       107.0\n",
      "mail_and_ride_unlimited                            63.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 54.0\n",
      "airtrain_30_day                                     2.0\n",
      "airtrain_10_trip                                    4.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       29370.0\n",
      "senior_citizen_disabled                          1970.0\n",
      "_7_day_ada_farecard_access_system_unlimited       292.0\n",
      "_30_day_ada_farecard_access_system_unlimited      261.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 9343.0\n",
      "_30_day_unlimited                                5755.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            17.0\n",
      "transit_check_metrocard                            40.0\n",
      "lib_special_senior                                 33.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          964.0\n",
      "mail_and_ride_ezpay_express                       184.0\n",
      "mail_and_ride_unlimited                           120.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                107.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    1.0\n",
      "airtrain_monthly                                    1.0\n",
      "dtype: float64\n",
      "full_fare                                       30430.0\n",
      "senior_citizen_disabled                          2369.0\n",
      "_7_day_ada_farecard_access_system_unlimited       130.0\n",
      "_30_day_ada_farecard_access_system_unlimited      338.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 4143.0\n",
      "_30_day_unlimited                                4741.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           141.0\n",
      "transit_check_metrocard                           552.0\n",
      "lib_special_senior                                 31.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          453.0\n",
      "mail_and_ride_ezpay_express                       816.0\n",
      "mail_and_ride_unlimited                            45.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 57.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       53926.0\n",
      "senior_citizen_disabled                          1865.0\n",
      "_7_day_ada_farecard_access_system_unlimited        61.0\n",
      "_30_day_ada_farecard_access_system_unlimited      219.0\n",
      "joint_rail_road_ticket                             41.0\n",
      "_7_day_unlimited                                15859.0\n",
      "_30_day_unlimited                               12024.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           258.0\n",
      "transit_check_metrocard                           219.0\n",
      "lib_special_senior                                 26.0\n",
      "rail_road_unlimited_no_trade                       27.0\n",
      "transit_check_metrocard_annual_metrocard         1455.0\n",
      "mail_and_ride_ezpay_express                       688.0\n",
      "mail_and_ride_unlimited                           623.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                403.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       59113.0\n",
      "senior_citizen_disabled                          3857.0\n",
      "_7_day_ada_farecard_access_system_unlimited       145.0\n",
      "_30_day_ada_farecard_access_system_unlimited      496.0\n",
      "joint_rail_road_ticket                             14.0\n",
      "_7_day_unlimited                                11317.0\n",
      "_30_day_unlimited                               12851.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           192.0\n",
      "transit_check_metrocard                           563.0\n",
      "lib_special_senior                                 46.0\n",
      "rail_road_unlimited_no_trade                      157.0\n",
      "transit_check_metrocard_annual_metrocard         2054.0\n",
      "mail_and_ride_ezpay_express                      1017.0\n",
      "mail_and_ride_unlimited                           611.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                496.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       88580.0\n",
      "senior_citizen_disabled                          7094.0\n",
      "_7_day_ada_farecard_access_system_unlimited       241.0\n",
      "_30_day_ada_farecard_access_system_unlimited      763.0\n",
      "joint_rail_road_ticket                              7.0\n",
      "_7_day_unlimited                                22148.0\n",
      "_30_day_unlimited                               24742.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           122.0\n",
      "transit_check_metrocard                           707.0\n",
      "lib_special_senior                                128.0\n",
      "rail_road_unlimited_no_trade                       67.0\n",
      "transit_check_metrocard_annual_metrocard         3194.0\n",
      "mail_and_ride_ezpay_express                      1873.0\n",
      "mail_and_ride_unlimited                          1087.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                815.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "full_fare                                       44429.0\n",
      "senior_citizen_disabled                          2672.0\n",
      "_7_day_ada_farecard_access_system_unlimited       208.0\n",
      "_30_day_ada_farecard_access_system_unlimited      273.0\n",
      "joint_rail_road_ticket                             11.0\n",
      "_7_day_unlimited                                11468.0\n",
      "_30_day_unlimited                               10787.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           152.0\n",
      "transit_check_metrocard                           285.0\n",
      "lib_special_senior                                 17.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1330.0\n",
      "mail_and_ride_ezpay_express                       692.0\n",
      "mail_and_ride_unlimited                           362.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                464.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       32315.0\n",
      "senior_citizen_disabled                          1591.0\n",
      "_7_day_ada_farecard_access_system_unlimited       115.0\n",
      "_30_day_ada_farecard_access_system_unlimited      242.0\n",
      "joint_rail_road_ticket                              4.0\n",
      "_7_day_unlimited                                 9831.0\n",
      "_30_day_unlimited                                8360.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            57.0\n",
      "transit_check_metrocard                           209.0\n",
      "lib_special_senior                                 10.0\n",
      "rail_road_unlimited_no_trade                        7.0\n",
      "transit_check_metrocard_annual_metrocard          791.0\n",
      "mail_and_ride_ezpay_express                       573.0\n",
      "mail_and_ride_unlimited                           409.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                322.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       49715.0\n",
      "senior_citizen_disabled                          3501.0\n",
      "_7_day_ada_farecard_access_system_unlimited       357.0\n",
      "_30_day_ada_farecard_access_system_unlimited      506.0\n",
      "joint_rail_road_ticket                             14.0\n",
      "_7_day_unlimited                                14107.0\n",
      "_30_day_unlimited                               14482.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           400.0\n",
      "transit_check_metrocard                           369.0\n",
      "lib_special_senior                                 18.0\n",
      "rail_road_unlimited_no_trade                        9.0\n",
      "transit_check_metrocard_annual_metrocard         1367.0\n",
      "mail_and_ride_ezpay_express                       901.0\n",
      "mail_and_ride_unlimited                           677.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                546.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       203824.0\n",
      "senior_citizen_disabled                          16137.0\n",
      "_7_day_ada_farecard_access_system_unlimited        935.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1928.0\n",
      "joint_rail_road_ticket                             101.0\n",
      "_7_day_unlimited                                 53127.0\n",
      "_30_day_unlimited                                49447.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            378.0\n",
      "transit_check_metrocard                           1124.0\n",
      "lib_special_senior                                 121.0\n",
      "rail_road_unlimited_no_trade                       405.0\n",
      "transit_check_metrocard_annual_metrocard          7092.0\n",
      "mail_and_ride_ezpay_express                       3520.0\n",
      "mail_and_ride_unlimited                           2203.0\n",
      "path_2_trip                                          1.0\n",
      "airtrain_full_fare                                1943.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       39348.0\n",
      "senior_citizen_disabled                          2638.0\n",
      "_7_day_ada_farecard_access_system_unlimited       196.0\n",
      "_30_day_ada_farecard_access_system_unlimited      431.0\n",
      "joint_rail_road_ticket                             15.0\n",
      "_7_day_unlimited                                 9114.0\n",
      "_30_day_unlimited                                9250.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            79.0\n",
      "transit_check_metrocard                           305.0\n",
      "lib_special_senior                                 15.0\n",
      "rail_road_unlimited_no_trade                       27.0\n",
      "transit_check_metrocard_annual_metrocard         1036.0\n",
      "mail_and_ride_ezpay_express                       763.0\n",
      "mail_and_ride_unlimited                           391.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                460.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       36709.0\n",
      "senior_citizen_disabled                          1522.0\n",
      "_7_day_ada_farecard_access_system_unlimited        87.0\n",
      "_30_day_ada_farecard_access_system_unlimited      172.0\n",
      "joint_rail_road_ticket                              9.0\n",
      "_7_day_unlimited                                 8928.0\n",
      "_30_day_unlimited                                8186.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           132.0\n",
      "transit_check_metrocard                           188.0\n",
      "lib_special_senior                                 11.0\n",
      "rail_road_unlimited_no_trade                        7.0\n",
      "transit_check_metrocard_annual_metrocard          806.0\n",
      "mail_and_ride_ezpay_express                       576.0\n",
      "mail_and_ride_unlimited                           371.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                384.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       15532.0\n",
      "senior_citizen_disabled                          1495.0\n",
      "_7_day_ada_farecard_access_system_unlimited        82.0\n",
      "_30_day_ada_farecard_access_system_unlimited      160.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                 2851.0\n",
      "_30_day_unlimited                                3695.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            96.0\n",
      "transit_check_metrocard                           194.0\n",
      "lib_special_senior                                  8.0\n",
      "rail_road_unlimited_no_trade                        6.0\n",
      "transit_check_metrocard_annual_metrocard          348.0\n",
      "mail_and_ride_ezpay_express                       254.0\n",
      "mail_and_ride_unlimited                           245.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                123.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       49712.0\n",
      "senior_citizen_disabled                          2283.0\n",
      "_7_day_ada_farecard_access_system_unlimited       120.0\n",
      "_30_day_ada_farecard_access_system_unlimited      219.0\n",
      "joint_rail_road_ticket                              5.0\n",
      "_7_day_unlimited                                 6870.0\n",
      "_30_day_unlimited                                7869.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           129.0\n",
      "transit_check_metrocard                           263.0\n",
      "lib_special_senior                                 13.0\n",
      "rail_road_unlimited_no_trade                        4.0\n",
      "transit_check_metrocard_annual_metrocard          815.0\n",
      "mail_and_ride_ezpay_express                       714.0\n",
      "mail_and_ride_unlimited                           475.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                434.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       111052.0\n",
      "senior_citizen_disabled                           9090.0\n",
      "_7_day_ada_farecard_access_system_unlimited        854.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1124.0\n",
      "joint_rail_road_ticket                              11.0\n",
      "_7_day_unlimited                                 26638.0\n",
      "_30_day_unlimited                                24841.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                             88.0\n",
      "transit_check_metrocard                            473.0\n",
      "lib_special_senior                                  86.0\n",
      "rail_road_unlimited_no_trade                        27.0\n",
      "transit_check_metrocard_annual_metrocard          3873.0\n",
      "mail_and_ride_ezpay_express                       1392.0\n",
      "mail_and_ride_unlimited                            956.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                1026.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       11275.0\n",
      "senior_citizen_disabled                           532.0\n",
      "_7_day_ada_farecard_access_system_unlimited        42.0\n",
      "_30_day_ada_farecard_access_system_unlimited      149.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                 3531.0\n",
      "_30_day_unlimited                                2768.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            16.0\n",
      "transit_check_metrocard                            59.0\n",
      "lib_special_senior                                 25.0\n",
      "rail_road_unlimited_no_trade                        3.0\n",
      "transit_check_metrocard_annual_metrocard          212.0\n",
      "mail_and_ride_ezpay_express                       104.0\n",
      "mail_and_ride_unlimited                           120.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 76.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       28968.0\n",
      "senior_citizen_disabled                          2042.0\n",
      "_7_day_ada_farecard_access_system_unlimited       106.0\n",
      "_30_day_ada_farecard_access_system_unlimited      159.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 7741.0\n",
      "_30_day_unlimited                                6948.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            36.0\n",
      "transit_check_metrocard                           131.0\n",
      "lib_special_senior                                  6.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          940.0\n",
      "mail_and_ride_ezpay_express                       354.0\n",
      "mail_and_ride_unlimited                           321.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                233.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       52059.0\n",
      "senior_citizen_disabled                          3658.0\n",
      "_7_day_ada_farecard_access_system_unlimited       185.0\n",
      "_30_day_ada_farecard_access_system_unlimited      212.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                10457.0\n",
      "_30_day_unlimited                               12044.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            20.0\n",
      "transit_check_metrocard                           351.0\n",
      "lib_special_senior                                 59.0\n",
      "rail_road_unlimited_no_trade                        3.0\n",
      "transit_check_metrocard_annual_metrocard         1684.0\n",
      "mail_and_ride_ezpay_express                       659.0\n",
      "mail_and_ride_unlimited                           707.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                557.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       63561.0\n",
      "senior_citizen_disabled                          3542.0\n",
      "_7_day_ada_farecard_access_system_unlimited       182.0\n",
      "_30_day_ada_farecard_access_system_unlimited      249.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                14901.0\n",
      "_30_day_unlimited                               15018.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            20.0\n",
      "transit_check_metrocard                           308.0\n",
      "lib_special_senior                                 39.0\n",
      "rail_road_unlimited_no_trade                       10.0\n",
      "transit_check_metrocard_annual_metrocard         1851.0\n",
      "mail_and_ride_ezpay_express                       711.0\n",
      "mail_and_ride_unlimited                           986.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                566.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       39528.0\n",
      "senior_citizen_disabled                          2012.0\n",
      "_7_day_ada_farecard_access_system_unlimited       124.0\n",
      "_30_day_ada_farecard_access_system_unlimited      215.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                 9335.0\n",
      "_30_day_unlimited                                8884.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            12.0\n",
      "transit_check_metrocard                           257.0\n",
      "lib_special_senior                                 29.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1235.0\n",
      "mail_and_ride_ezpay_express                       569.0\n",
      "mail_and_ride_unlimited                           465.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                326.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       71526.0\n",
      "senior_citizen_disabled                          3956.0\n",
      "_7_day_ada_farecard_access_system_unlimited       212.0\n",
      "_30_day_ada_farecard_access_system_unlimited      385.0\n",
      "joint_rail_road_ticket                             26.0\n",
      "_7_day_unlimited                                15590.0\n",
      "_30_day_unlimited                               14995.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            17.0\n",
      "transit_check_metrocard                           504.0\n",
      "lib_special_senior                                 89.0\n",
      "rail_road_unlimited_no_trade                        3.0\n",
      "transit_check_metrocard_annual_metrocard         2241.0\n",
      "mail_and_ride_ezpay_express                       888.0\n",
      "mail_and_ride_unlimited                           718.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                541.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       83027.0\n",
      "senior_citizen_disabled                          7119.0\n",
      "_7_day_ada_farecard_access_system_unlimited       364.0\n",
      "_30_day_ada_farecard_access_system_unlimited      626.0\n",
      "joint_rail_road_ticket                              5.0\n",
      "_7_day_unlimited                                29435.0\n",
      "_30_day_unlimited                               15678.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            21.0\n",
      "transit_check_metrocard                           304.0\n",
      "lib_special_senior                                 73.0\n",
      "rail_road_unlimited_no_trade                       23.0\n",
      "transit_check_metrocard_annual_metrocard         1781.0\n",
      "mail_and_ride_ezpay_express                       512.0\n",
      "mail_and_ride_unlimited                           373.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                511.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       150612.0\n",
      "senior_citizen_disabled                           4611.0\n",
      "_7_day_ada_farecard_access_system_unlimited        318.0\n",
      "_30_day_ada_farecard_access_system_unlimited       496.0\n",
      "joint_rail_road_ticket                               1.0\n",
      "_7_day_unlimited                                 95095.0\n",
      "_30_day_unlimited                                21122.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            111.0\n",
      "transit_check_metrocard                            334.0\n",
      "lib_special_senior                                  54.0\n",
      "rail_road_unlimited_no_trade                         4.0\n",
      "transit_check_metrocard_annual_metrocard          1488.0\n",
      "mail_and_ride_ezpay_express                       1246.0\n",
      "mail_and_ride_unlimited                           1377.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                 548.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       87626.0\n",
      "senior_citizen_disabled                          6287.0\n",
      "_7_day_ada_farecard_access_system_unlimited       703.0\n",
      "_30_day_ada_farecard_access_system_unlimited      917.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                23768.0\n",
      "_30_day_unlimited                               18432.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            84.0\n",
      "transit_check_metrocard                           320.0\n",
      "lib_special_senior                                 36.0\n",
      "rail_road_unlimited_no_trade                        4.0\n",
      "transit_check_metrocard_annual_metrocard         3864.0\n",
      "mail_and_ride_ezpay_express                       586.0\n",
      "mail_and_ride_unlimited                           813.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                585.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       82549.0\n",
      "senior_citizen_disabled                          5508.0\n",
      "_7_day_ada_farecard_access_system_unlimited       412.0\n",
      "_30_day_ada_farecard_access_system_unlimited      804.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                17019.0\n",
      "_30_day_unlimited                               21436.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           134.0\n",
      "transit_check_metrocard                           386.0\n",
      "lib_special_senior                                 68.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         2723.0\n",
      "mail_and_ride_ezpay_express                      1329.0\n",
      "mail_and_ride_unlimited                           692.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                842.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       22453.0\n",
      "senior_citizen_disabled                          1398.0\n",
      "_7_day_ada_farecard_access_system_unlimited        66.0\n",
      "_30_day_ada_farecard_access_system_unlimited      233.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                 3546.0\n",
      "_30_day_unlimited                                3563.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            10.0\n",
      "transit_check_metrocard                           127.0\n",
      "lib_special_senior                                 13.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          564.0\n",
      "mail_and_ride_ezpay_express                       284.0\n",
      "mail_and_ride_unlimited                            93.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                141.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       92744.0\n",
      "senior_citizen_disabled                          5023.0\n",
      "_7_day_ada_farecard_access_system_unlimited       490.0\n",
      "_30_day_ada_farecard_access_system_unlimited      875.0\n",
      "joint_rail_road_ticket                              5.0\n",
      "_7_day_unlimited                                35951.0\n",
      "_30_day_unlimited                               24070.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            16.0\n",
      "transit_check_metrocard                           220.0\n",
      "lib_special_senior                                 50.0\n",
      "rail_road_unlimited_no_trade                       49.0\n",
      "transit_check_metrocard_annual_metrocard         3680.0\n",
      "mail_and_ride_ezpay_express                       554.0\n",
      "mail_and_ride_unlimited                           957.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                859.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       117582.0\n",
      "senior_citizen_disabled                           9052.0\n",
      "_7_day_ada_farecard_access_system_unlimited       1125.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1369.0\n",
      "joint_rail_road_ticket                              37.0\n",
      "_7_day_unlimited                                 42686.0\n",
      "_30_day_unlimited                                27468.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                             95.0\n",
      "transit_check_metrocard                            366.0\n",
      "lib_special_senior                                 124.0\n",
      "rail_road_unlimited_no_trade                        10.0\n",
      "transit_check_metrocard_annual_metrocard          4530.0\n",
      "mail_and_ride_ezpay_express                        935.0\n",
      "mail_and_ride_unlimited                           1185.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                1260.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       45808.0\n",
      "senior_citizen_disabled                          3414.0\n",
      "_7_day_ada_farecard_access_system_unlimited       313.0\n",
      "_30_day_ada_farecard_access_system_unlimited      425.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                14326.0\n",
      "_30_day_unlimited                                7630.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            30.0\n",
      "transit_check_metrocard                           109.0\n",
      "lib_special_senior                                 35.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1648.0\n",
      "mail_and_ride_ezpay_express                       122.0\n",
      "mail_and_ride_unlimited                           317.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                350.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       48136.0\n",
      "senior_citizen_disabled                          2702.0\n",
      "_7_day_ada_farecard_access_system_unlimited       324.0\n",
      "_30_day_ada_farecard_access_system_unlimited      368.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                21725.0\n",
      "_30_day_unlimited                               10759.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            12.0\n",
      "transit_check_metrocard                           108.0\n",
      "lib_special_senior                                 22.0\n",
      "rail_road_unlimited_no_trade                        7.0\n",
      "transit_check_metrocard_annual_metrocard         1495.0\n",
      "mail_and_ride_ezpay_express                       203.0\n",
      "mail_and_ride_unlimited                           253.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                269.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       69446.0\n",
      "senior_citizen_disabled                          7584.0\n",
      "_7_day_ada_farecard_access_system_unlimited       486.0\n",
      "_30_day_ada_farecard_access_system_unlimited      838.0\n",
      "joint_rail_road_ticket                             30.0\n",
      "_7_day_unlimited                                21260.0\n",
      "_30_day_unlimited                               17785.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           157.0\n",
      "transit_check_metrocard                           453.0\n",
      "lib_special_senior                                 27.0\n",
      "rail_road_unlimited_no_trade                       74.0\n",
      "transit_check_metrocard_annual_metrocard         2196.0\n",
      "mail_and_ride_ezpay_express                      1446.0\n",
      "mail_and_ride_unlimited                           866.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                723.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       35011.0\n",
      "senior_citizen_disabled                          1741.0\n",
      "_7_day_ada_farecard_access_system_unlimited       138.0\n",
      "_30_day_ada_farecard_access_system_unlimited      168.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                10355.0\n",
      "_30_day_unlimited                                7033.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            22.0\n",
      "transit_check_metrocard                            88.0\n",
      "lib_special_senior                                 12.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1324.0\n",
      "mail_and_ride_ezpay_express                       146.0\n",
      "mail_and_ride_unlimited                           118.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                152.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       28795.0\n",
      "senior_citizen_disabled                          2196.0\n",
      "_7_day_ada_farecard_access_system_unlimited       128.0\n",
      "_30_day_ada_farecard_access_system_unlimited      236.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 7023.0\n",
      "_30_day_unlimited                                5121.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            65.0\n",
      "transit_check_metrocard                            97.0\n",
      "lib_special_senior                                 29.0\n",
      "rail_road_unlimited_no_trade                        3.0\n",
      "transit_check_metrocard_annual_metrocard         1320.0\n",
      "mail_and_ride_ezpay_express                       329.0\n",
      "mail_and_ride_unlimited                           205.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 87.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       94334.0\n",
      "senior_citizen_disabled                          9438.0\n",
      "_7_day_ada_farecard_access_system_unlimited       681.0\n",
      "_30_day_ada_farecard_access_system_unlimited     1066.0\n",
      "joint_rail_road_ticket                             57.0\n",
      "_7_day_unlimited                                19811.0\n",
      "_30_day_unlimited                               19718.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           333.0\n",
      "transit_check_metrocard                           642.0\n",
      "lib_special_senior                                 50.0\n",
      "rail_road_unlimited_no_trade                      112.0\n",
      "transit_check_metrocard_annual_metrocard         3391.0\n",
      "mail_and_ride_ezpay_express                      1320.0\n",
      "mail_and_ride_unlimited                           911.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                735.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       49870.0\n",
      "senior_citizen_disabled                          3827.0\n",
      "_7_day_ada_farecard_access_system_unlimited       525.0\n",
      "_30_day_ada_farecard_access_system_unlimited      630.0\n",
      "joint_rail_road_ticket                              9.0\n",
      "_7_day_unlimited                                12515.0\n",
      "_30_day_unlimited                                9392.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            43.0\n",
      "transit_check_metrocard                           155.0\n",
      "lib_special_senior                                 45.0\n",
      "rail_road_unlimited_no_trade                       12.0\n",
      "transit_check_metrocard_annual_metrocard         2027.0\n",
      "mail_and_ride_ezpay_express                       205.0\n",
      "mail_and_ride_unlimited                           345.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                290.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       84916.0\n",
      "senior_citizen_disabled                          6908.0\n",
      "_7_day_ada_farecard_access_system_unlimited       640.0\n",
      "_30_day_ada_farecard_access_system_unlimited      946.0\n",
      "joint_rail_road_ticket                              5.0\n",
      "_7_day_unlimited                                18601.0\n",
      "_30_day_unlimited                               15005.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            47.0\n",
      "transit_check_metrocard                           428.0\n",
      "lib_special_senior                                 50.0\n",
      "rail_road_unlimited_no_trade                        2.0\n",
      "transit_check_metrocard_annual_metrocard         3837.0\n",
      "mail_and_ride_ezpay_express                       509.0\n",
      "mail_and_ride_unlimited                           635.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                272.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       65881.0\n",
      "senior_citizen_disabled                          6757.0\n",
      "_7_day_ada_farecard_access_system_unlimited       365.0\n",
      "_30_day_ada_farecard_access_system_unlimited      838.0\n",
      "joint_rail_road_ticket                             28.0\n",
      "_7_day_unlimited                                17837.0\n",
      "_30_day_unlimited                               18287.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           105.0\n",
      "transit_check_metrocard                           431.0\n",
      "lib_special_senior                                 58.0\n",
      "rail_road_unlimited_no_trade                       13.0\n",
      "transit_check_metrocard_annual_metrocard         1939.0\n",
      "mail_and_ride_ezpay_express                      1014.0\n",
      "mail_and_ride_unlimited                           820.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                788.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       57521.0\n",
      "senior_citizen_disabled                          2939.0\n",
      "_7_day_ada_farecard_access_system_unlimited       250.0\n",
      "_30_day_ada_farecard_access_system_unlimited      414.0\n",
      "joint_rail_road_ticket                              4.0\n",
      "_7_day_unlimited                                22631.0\n",
      "_30_day_unlimited                               10288.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            24.0\n",
      "transit_check_metrocard                           116.0\n",
      "lib_special_senior                                 45.0\n",
      "rail_road_unlimited_no_trade                       25.0\n",
      "transit_check_metrocard_annual_metrocard         1433.0\n",
      "mail_and_ride_ezpay_express                       203.0\n",
      "mail_and_ride_unlimited                           351.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                296.0\n",
      "airtrain_30_day                                     2.0\n",
      "airtrain_10_trip                                    5.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "full_fare                                       32920.0\n",
      "senior_citizen_disabled                          1894.0\n",
      "_7_day_ada_farecard_access_system_unlimited       148.0\n",
      "_30_day_ada_farecard_access_system_unlimited      299.0\n",
      "joint_rail_road_ticket                             20.0\n",
      "_7_day_unlimited                                 8518.0\n",
      "_30_day_unlimited                                9477.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            55.0\n",
      "transit_check_metrocard                           251.0\n",
      "lib_special_senior                                 14.0\n",
      "rail_road_unlimited_no_trade                       32.0\n",
      "transit_check_metrocard_annual_metrocard          919.0\n",
      "mail_and_ride_ezpay_express                       708.0\n",
      "mail_and_ride_unlimited                           403.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                308.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       39997.0\n",
      "senior_citizen_disabled                          2299.0\n",
      "_7_day_ada_farecard_access_system_unlimited       265.0\n",
      "_30_day_ada_farecard_access_system_unlimited      448.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                11263.0\n",
      "_30_day_unlimited                                6794.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             9.0\n",
      "transit_check_metrocard                           165.0\n",
      "lib_special_senior                                 29.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1067.0\n",
      "mail_and_ride_ezpay_express                       274.0\n",
      "mail_and_ride_unlimited                           245.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                351.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       43725.0\n",
      "senior_citizen_disabled                          2800.0\n",
      "_7_day_ada_farecard_access_system_unlimited       179.0\n",
      "_30_day_ada_farecard_access_system_unlimited      351.0\n",
      "joint_rail_road_ticket                              5.0\n",
      "_7_day_unlimited                                10083.0\n",
      "_30_day_unlimited                                7852.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             8.0\n",
      "transit_check_metrocard                           257.0\n",
      "lib_special_senior                                 79.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          589.0\n",
      "mail_and_ride_ezpay_express                       308.0\n",
      "mail_and_ride_unlimited                           283.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                398.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       38293.0\n",
      "senior_citizen_disabled                          2896.0\n",
      "_7_day_ada_farecard_access_system_unlimited       202.0\n",
      "_30_day_ada_farecard_access_system_unlimited      495.0\n",
      "joint_rail_road_ticket                            103.0\n",
      "_7_day_unlimited                                11848.0\n",
      "_30_day_unlimited                                9591.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           115.0\n",
      "transit_check_metrocard                           178.0\n",
      "lib_special_senior                                 11.0\n",
      "rail_road_unlimited_no_trade                      173.0\n",
      "transit_check_metrocard_annual_metrocard         1650.0\n",
      "mail_and_ride_ezpay_express                       724.0\n",
      "mail_and_ride_unlimited                           480.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                345.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       46772.0\n",
      "senior_citizen_disabled                          2230.0\n",
      "_7_day_ada_farecard_access_system_unlimited       166.0\n",
      "_30_day_ada_farecard_access_system_unlimited      319.0\n",
      "joint_rail_road_ticket                             19.0\n",
      "_7_day_unlimited                                10066.0\n",
      "_30_day_unlimited                                6044.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            33.0\n",
      "transit_check_metrocard                           261.0\n",
      "lib_special_senior                                  9.0\n",
      "rail_road_unlimited_no_trade                        3.0\n",
      "transit_check_metrocard_annual_metrocard          849.0\n",
      "mail_and_ride_ezpay_express                       329.0\n",
      "mail_and_ride_unlimited                           220.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                277.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       38018.0\n",
      "senior_citizen_disabled                          7080.0\n",
      "_7_day_ada_farecard_access_system_unlimited       147.0\n",
      "_30_day_ada_farecard_access_system_unlimited      706.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 4816.0\n",
      "_30_day_unlimited                               16027.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            33.0\n",
      "transit_check_metrocard                           267.0\n",
      "lib_special_senior                                142.0\n",
      "rail_road_unlimited_no_trade                        2.0\n",
      "transit_check_metrocard_annual_metrocard          876.0\n",
      "mail_and_ride_ezpay_express                       460.0\n",
      "mail_and_ride_unlimited                           227.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                308.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       51985.0\n",
      "senior_citizen_disabled                          3330.0\n",
      "_7_day_ada_farecard_access_system_unlimited       275.0\n",
      "_30_day_ada_farecard_access_system_unlimited      455.0\n",
      "joint_rail_road_ticket                             11.0\n",
      "_7_day_unlimited                                21228.0\n",
      "_30_day_unlimited                                9840.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            27.0\n",
      "transit_check_metrocard                            94.0\n",
      "lib_special_senior                                 87.0\n",
      "rail_road_unlimited_no_trade                       11.0\n",
      "transit_check_metrocard_annual_metrocard         1935.0\n",
      "mail_and_ride_ezpay_express                       433.0\n",
      "mail_and_ride_unlimited                           259.0\n",
      "path_2_trip                                         2.0\n",
      "airtrain_full_fare                                269.0\n",
      "airtrain_30_day                                     3.0\n",
      "airtrain_10_trip                                    9.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       37343.0\n",
      "senior_citizen_disabled                          1692.0\n",
      "_7_day_ada_farecard_access_system_unlimited        84.0\n",
      "_30_day_ada_farecard_access_system_unlimited      173.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                14795.0\n",
      "_30_day_unlimited                                6077.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            13.0\n",
      "transit_check_metrocard                            99.0\n",
      "lib_special_senior                                 26.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          806.0\n",
      "mail_and_ride_ezpay_express                       116.0\n",
      "mail_and_ride_unlimited                           122.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                104.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       56260.0\n",
      "senior_citizen_disabled                          2103.0\n",
      "_7_day_ada_farecard_access_system_unlimited       128.0\n",
      "_30_day_ada_farecard_access_system_unlimited      392.0\n",
      "joint_rail_road_ticket                             38.0\n",
      "_7_day_unlimited                                14902.0\n",
      "_30_day_unlimited                               13012.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            35.0\n",
      "transit_check_metrocard                           231.0\n",
      "lib_special_senior                                 33.0\n",
      "rail_road_unlimited_no_trade                       16.0\n",
      "transit_check_metrocard_annual_metrocard         2010.0\n",
      "mail_and_ride_ezpay_express                       614.0\n",
      "mail_and_ride_unlimited                           624.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                571.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       114171.0\n",
      "senior_citizen_disabled                           5415.0\n",
      "_7_day_ada_farecard_access_system_unlimited        192.0\n",
      "_30_day_ada_farecard_access_system_unlimited       480.0\n",
      "joint_rail_road_ticket                               4.0\n",
      "_7_day_unlimited                                 43418.0\n",
      "_30_day_unlimited                                18860.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                             44.0\n",
      "transit_check_metrocard                            267.0\n",
      "lib_special_senior                                  95.0\n",
      "rail_road_unlimited_no_trade                         5.0\n",
      "transit_check_metrocard_annual_metrocard          1481.0\n",
      "mail_and_ride_ezpay_express                        309.0\n",
      "mail_and_ride_unlimited                            516.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                 712.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       53208.0\n",
      "senior_citizen_disabled                          3784.0\n",
      "_7_day_ada_farecard_access_system_unlimited       313.0\n",
      "_30_day_ada_farecard_access_system_unlimited      592.0\n",
      "joint_rail_road_ticket                              5.0\n",
      "_7_day_unlimited                                13235.0\n",
      "_30_day_unlimited                               11464.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            30.0\n",
      "transit_check_metrocard                           147.0\n",
      "lib_special_senior                                 22.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         2572.0\n",
      "mail_and_ride_ezpay_express                       321.0\n",
      "mail_and_ride_unlimited                           398.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                474.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       20584.0\n",
      "senior_citizen_disabled                          1961.0\n",
      "_7_day_ada_farecard_access_system_unlimited       107.0\n",
      "_30_day_ada_farecard_access_system_unlimited      178.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                 4999.0\n",
      "_30_day_unlimited                                3794.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             9.0\n",
      "transit_check_metrocard                           129.0\n",
      "lib_special_senior                                 19.0\n",
      "rail_road_unlimited_no_trade                       16.0\n",
      "transit_check_metrocard_annual_metrocard          585.0\n",
      "mail_and_ride_ezpay_express                       218.0\n",
      "mail_and_ride_unlimited                           184.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                171.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       21770.0\n",
      "senior_citizen_disabled                           942.0\n",
      "_7_day_ada_farecard_access_system_unlimited        53.0\n",
      "_30_day_ada_farecard_access_system_unlimited       82.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 4227.0\n",
      "_30_day_unlimited                                4325.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           109.0\n",
      "transit_check_metrocard                           127.0\n",
      "lib_special_senior                                 11.0\n",
      "rail_road_unlimited_no_trade                        5.0\n",
      "transit_check_metrocard_annual_metrocard          687.0\n",
      "mail_and_ride_ezpay_express                       401.0\n",
      "mail_and_ride_unlimited                           105.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                227.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       58079.0\n",
      "senior_citizen_disabled                          3831.0\n",
      "_7_day_ada_farecard_access_system_unlimited       281.0\n",
      "_30_day_ada_farecard_access_system_unlimited      580.0\n",
      "joint_rail_road_ticket                              7.0\n",
      "_7_day_unlimited                                13478.0\n",
      "_30_day_unlimited                               10553.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            62.0\n",
      "transit_check_metrocard                           274.0\n",
      "lib_special_senior                                 40.0\n",
      "rail_road_unlimited_no_trade                        4.0\n",
      "transit_check_metrocard_annual_metrocard         1622.0\n",
      "mail_and_ride_ezpay_express                       493.0\n",
      "mail_and_ride_unlimited                           463.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                390.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       25254.0\n",
      "senior_citizen_disabled                          1324.0\n",
      "_7_day_ada_farecard_access_system_unlimited       116.0\n",
      "_30_day_ada_farecard_access_system_unlimited      127.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 6445.0\n",
      "_30_day_unlimited                                4875.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             9.0\n",
      "transit_check_metrocard                           153.0\n",
      "lib_special_senior                                 40.0\n",
      "rail_road_unlimited_no_trade                        2.0\n",
      "transit_check_metrocard_annual_metrocard          350.0\n",
      "mail_and_ride_ezpay_express                       145.0\n",
      "mail_and_ride_unlimited                           144.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                259.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       37653.0\n",
      "senior_citizen_disabled                          2154.0\n",
      "_7_day_ada_farecard_access_system_unlimited        54.0\n",
      "_30_day_ada_farecard_access_system_unlimited      211.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 8086.0\n",
      "_30_day_unlimited                                7309.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             8.0\n",
      "transit_check_metrocard                           261.0\n",
      "lib_special_senior                                 24.0\n",
      "rail_road_unlimited_no_trade                        5.0\n",
      "transit_check_metrocard_annual_metrocard          846.0\n",
      "mail_and_ride_ezpay_express                       562.0\n",
      "mail_and_ride_unlimited                           344.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                486.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       17119.0\n",
      "senior_citizen_disabled                          1438.0\n",
      "_7_day_ada_farecard_access_system_unlimited        71.0\n",
      "_30_day_ada_farecard_access_system_unlimited      245.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 3344.0\n",
      "_30_day_unlimited                                4125.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             5.0\n",
      "transit_check_metrocard                            78.0\n",
      "lib_special_senior                                 15.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          247.0\n",
      "mail_and_ride_ezpay_express                       193.0\n",
      "mail_and_ride_unlimited                            89.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 72.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       52749.0\n",
      "senior_citizen_disabled                          4788.0\n",
      "_7_day_ada_farecard_access_system_unlimited       352.0\n",
      "_30_day_ada_farecard_access_system_unlimited      558.0\n",
      "joint_rail_road_ticket                             33.0\n",
      "_7_day_unlimited                                13814.0\n",
      "_30_day_unlimited                               14937.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           541.0\n",
      "transit_check_metrocard                           273.0\n",
      "lib_special_senior                                 42.0\n",
      "rail_road_unlimited_no_trade                      109.0\n",
      "transit_check_metrocard_annual_metrocard         1735.0\n",
      "mail_and_ride_ezpay_express                       822.0\n",
      "mail_and_ride_unlimited                           617.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                386.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       97760.0\n",
      "senior_citizen_disabled                          7452.0\n",
      "_7_day_ada_farecard_access_system_unlimited       695.0\n",
      "_30_day_ada_farecard_access_system_unlimited     1483.0\n",
      "joint_rail_road_ticket                             93.0\n",
      "_7_day_unlimited                                34131.0\n",
      "_30_day_unlimited                               23381.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           131.0\n",
      "transit_check_metrocard                           232.0\n",
      "lib_special_senior                                202.0\n",
      "rail_road_unlimited_no_trade                      216.0\n",
      "transit_check_metrocard_annual_metrocard         5883.0\n",
      "mail_and_ride_ezpay_express                      1573.0\n",
      "mail_and_ride_unlimited                           718.0\n",
      "path_2_trip                                         5.0\n",
      "airtrain_full_fare                                595.0\n",
      "airtrain_30_day                                     8.0\n",
      "airtrain_10_trip                                    8.0\n",
      "airtrain_monthly                                    1.0\n",
      "dtype: float64\n",
      "full_fare                                       43285.0\n",
      "senior_citizen_disabled                          3052.0\n",
      "_7_day_ada_farecard_access_system_unlimited        91.0\n",
      "_30_day_ada_farecard_access_system_unlimited      424.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                14537.0\n",
      "_30_day_unlimited                               11888.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            45.0\n",
      "transit_check_metrocard                           170.0\n",
      "lib_special_senior                                 20.0\n",
      "rail_road_unlimited_no_trade                        4.0\n",
      "transit_check_metrocard_annual_metrocard         3730.0\n",
      "mail_and_ride_ezpay_express                       264.0\n",
      "mail_and_ride_unlimited                           285.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                181.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       23112.0\n",
      "senior_citizen_disabled                          1090.0\n",
      "_7_day_ada_farecard_access_system_unlimited       146.0\n",
      "_30_day_ada_farecard_access_system_unlimited       97.0\n",
      "joint_rail_road_ticket                             38.0\n",
      "_7_day_unlimited                                 5216.0\n",
      "_30_day_unlimited                                4356.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            87.0\n",
      "transit_check_metrocard                           127.0\n",
      "lib_special_senior                                 10.0\n",
      "rail_road_unlimited_no_trade                      128.0\n",
      "transit_check_metrocard_annual_metrocard         4271.0\n",
      "mail_and_ride_ezpay_express                       354.0\n",
      "mail_and_ride_unlimited                           181.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                104.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       37355.0\n",
      "senior_citizen_disabled                          2882.0\n",
      "_7_day_ada_farecard_access_system_unlimited       331.0\n",
      "_30_day_ada_farecard_access_system_unlimited      393.0\n",
      "joint_rail_road_ticket                              5.0\n",
      "_7_day_unlimited                                10308.0\n",
      "_30_day_unlimited                                7422.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            36.0\n",
      "transit_check_metrocard                           111.0\n",
      "lib_special_senior                                 24.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1744.0\n",
      "mail_and_ride_ezpay_express                        93.0\n",
      "mail_and_ride_unlimited                           206.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                111.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       73764.0\n",
      "senior_citizen_disabled                          7504.0\n",
      "_7_day_ada_farecard_access_system_unlimited       167.0\n",
      "_30_day_ada_farecard_access_system_unlimited      787.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                10847.0\n",
      "_30_day_unlimited                               17231.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            24.0\n",
      "transit_check_metrocard                           493.0\n",
      "lib_special_senior                                 63.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         3039.0\n",
      "mail_and_ride_ezpay_express                       878.0\n",
      "mail_and_ride_unlimited                           495.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                343.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       121037.0\n",
      "senior_citizen_disabled                           4666.0\n",
      "_7_day_ada_farecard_access_system_unlimited        186.0\n",
      "_30_day_ada_farecard_access_system_unlimited       713.0\n",
      "joint_rail_road_ticket                              10.0\n",
      "_7_day_unlimited                                 33607.0\n",
      "_30_day_unlimited                                21801.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                             22.0\n",
      "transit_check_metrocard                            355.0\n",
      "lib_special_senior                                  40.0\n",
      "rail_road_unlimited_no_trade                         2.0\n",
      "transit_check_metrocard_annual_metrocard          2519.0\n",
      "mail_and_ride_ezpay_express                        611.0\n",
      "mail_and_ride_unlimited                            899.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                 802.0\n",
      "airtrain_30_day                                      3.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       123392.0\n",
      "senior_citizen_disabled                           7268.0\n",
      "_7_day_ada_farecard_access_system_unlimited        386.0\n",
      "_30_day_ada_farecard_access_system_unlimited       983.0\n",
      "joint_rail_road_ticket                              33.0\n",
      "_7_day_unlimited                                 34538.0\n",
      "_30_day_unlimited                                30025.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            343.0\n",
      "transit_check_metrocard                            705.0\n",
      "lib_special_senior                                  37.0\n",
      "rail_road_unlimited_no_trade                       115.0\n",
      "transit_check_metrocard_annual_metrocard          2865.0\n",
      "mail_and_ride_ezpay_express                       2166.0\n",
      "mail_and_ride_unlimited                           1339.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                1537.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       53466.0\n",
      "senior_citizen_disabled                          3071.0\n",
      "_7_day_ada_farecard_access_system_unlimited       216.0\n",
      "_30_day_ada_farecard_access_system_unlimited      381.0\n",
      "joint_rail_road_ticket                             67.0\n",
      "_7_day_unlimited                                13417.0\n",
      "_30_day_unlimited                               12153.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            75.0\n",
      "transit_check_metrocard                           373.0\n",
      "lib_special_senior                                 31.0\n",
      "rail_road_unlimited_no_trade                      203.0\n",
      "transit_check_metrocard_annual_metrocard         1041.0\n",
      "mail_and_ride_ezpay_express                       859.0\n",
      "mail_and_ride_unlimited                           539.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                640.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       39626.0\n",
      "senior_citizen_disabled                          1896.0\n",
      "_7_day_ada_farecard_access_system_unlimited        89.0\n",
      "_30_day_ada_farecard_access_system_unlimited      244.0\n",
      "joint_rail_road_ticket                             35.0\n",
      "_7_day_unlimited                                10092.0\n",
      "_30_day_unlimited                               11005.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           102.0\n",
      "transit_check_metrocard                           213.0\n",
      "lib_special_senior                                 10.0\n",
      "rail_road_unlimited_no_trade                        4.0\n",
      "transit_check_metrocard_annual_metrocard         1621.0\n",
      "mail_and_ride_ezpay_express                       533.0\n",
      "mail_and_ride_unlimited                           431.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                548.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       119402.0\n",
      "senior_citizen_disabled                          12352.0\n",
      "_7_day_ada_farecard_access_system_unlimited        494.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1461.0\n",
      "joint_rail_road_ticket                              33.0\n",
      "_7_day_unlimited                                 19978.0\n",
      "_30_day_unlimited                                25261.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                             84.0\n",
      "transit_check_metrocard                           1148.0\n",
      "lib_special_senior                                 172.0\n",
      "rail_road_unlimited_no_trade                         6.0\n",
      "transit_check_metrocard_annual_metrocard          3109.0\n",
      "mail_and_ride_ezpay_express                       2437.0\n",
      "mail_and_ride_unlimited                            999.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                 928.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       109460.0\n",
      "senior_citizen_disabled                           7221.0\n",
      "_7_day_ada_farecard_access_system_unlimited        433.0\n",
      "_30_day_ada_farecard_access_system_unlimited       813.0\n",
      "joint_rail_road_ticket                              19.0\n",
      "_7_day_unlimited                                 27123.0\n",
      "_30_day_unlimited                                23659.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            151.0\n",
      "transit_check_metrocard                            480.0\n",
      "lib_special_senior                                  91.0\n",
      "rail_road_unlimited_no_trade                         3.0\n",
      "transit_check_metrocard_annual_metrocard          2981.0\n",
      "mail_and_ride_ezpay_express                       1122.0\n",
      "mail_and_ride_unlimited                            803.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                1100.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       57630.0\n",
      "senior_citizen_disabled                          3949.0\n",
      "_7_day_ada_farecard_access_system_unlimited       147.0\n",
      "_30_day_ada_farecard_access_system_unlimited      351.0\n",
      "joint_rail_road_ticket                             40.0\n",
      "_7_day_unlimited                                15328.0\n",
      "_30_day_unlimited                               13276.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            78.0\n",
      "transit_check_metrocard                           434.0\n",
      "lib_special_senior                                 35.0\n",
      "rail_road_unlimited_no_trade                       72.0\n",
      "transit_check_metrocard_annual_metrocard         5256.0\n",
      "mail_and_ride_ezpay_express                       844.0\n",
      "mail_and_ride_unlimited                           451.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                429.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       78479.0\n",
      "senior_citizen_disabled                          5386.0\n",
      "_7_day_ada_farecard_access_system_unlimited       327.0\n",
      "_30_day_ada_farecard_access_system_unlimited      453.0\n",
      "joint_rail_road_ticket                             34.0\n",
      "_7_day_unlimited                                17419.0\n",
      "_30_day_unlimited                               19652.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           283.0\n",
      "transit_check_metrocard                           433.0\n",
      "lib_special_senior                                 49.0\n",
      "rail_road_unlimited_no_trade                       53.0\n",
      "transit_check_metrocard_annual_metrocard         3828.0\n",
      "mail_and_ride_ezpay_express                      1568.0\n",
      "mail_and_ride_unlimited                          1098.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                588.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       26746.0\n",
      "senior_citizen_disabled                          1411.0\n",
      "_7_day_ada_farecard_access_system_unlimited       154.0\n",
      "_30_day_ada_farecard_access_system_unlimited       69.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 6733.0\n",
      "_30_day_unlimited                                3678.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            31.0\n",
      "transit_check_metrocard                            64.0\n",
      "lib_special_senior                                 10.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          787.0\n",
      "mail_and_ride_ezpay_express                       151.0\n",
      "mail_and_ride_unlimited                            50.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                101.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       52800.0\n",
      "senior_citizen_disabled                          3020.0\n",
      "_7_day_ada_farecard_access_system_unlimited       268.0\n",
      "_30_day_ada_farecard_access_system_unlimited      426.0\n",
      "joint_rail_road_ticket                              9.0\n",
      "_7_day_unlimited                                19428.0\n",
      "_30_day_unlimited                               10874.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            22.0\n",
      "transit_check_metrocard                           125.0\n",
      "lib_special_senior                                 85.0\n",
      "rail_road_unlimited_no_trade                        4.0\n",
      "transit_check_metrocard_annual_metrocard         1826.0\n",
      "mail_and_ride_ezpay_express                       404.0\n",
      "mail_and_ride_unlimited                           217.0\n",
      "path_2_trip                                         2.0\n",
      "airtrain_full_fare                                143.0\n",
      "airtrain_30_day                                     6.0\n",
      "airtrain_10_trip                                    1.0\n",
      "airtrain_monthly                                    1.0\n",
      "dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "full_fare                                       92525.0\n",
      "senior_citizen_disabled                          6384.0\n",
      "_7_day_ada_farecard_access_system_unlimited       439.0\n",
      "_30_day_ada_farecard_access_system_unlimited      837.0\n",
      "joint_rail_road_ticket                             77.0\n",
      "_7_day_unlimited                                25201.0\n",
      "_30_day_unlimited                               20769.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            65.0\n",
      "transit_check_metrocard                           346.0\n",
      "lib_special_senior                                 74.0\n",
      "rail_road_unlimited_no_trade                       99.0\n",
      "transit_check_metrocard_annual_metrocard         1850.0\n",
      "mail_and_ride_ezpay_express                       819.0\n",
      "mail_and_ride_unlimited                           701.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                702.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       38007.0\n",
      "senior_citizen_disabled                          2635.0\n",
      "_7_day_ada_farecard_access_system_unlimited       208.0\n",
      "_30_day_ada_farecard_access_system_unlimited      263.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 8360.0\n",
      "_30_day_unlimited                                7169.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            10.0\n",
      "transit_check_metrocard                           128.0\n",
      "lib_special_senior                                  8.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1597.0\n",
      "mail_and_ride_ezpay_express                       192.0\n",
      "mail_and_ride_unlimited                           367.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                385.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       54765.0\n",
      "senior_citizen_disabled                          4168.0\n",
      "_7_day_ada_farecard_access_system_unlimited       322.0\n",
      "_30_day_ada_farecard_access_system_unlimited      588.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                12121.0\n",
      "_30_day_unlimited                               12162.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            22.0\n",
      "transit_check_metrocard                           273.0\n",
      "lib_special_senior                                 35.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1829.0\n",
      "mail_and_ride_ezpay_express                       383.0\n",
      "mail_and_ride_unlimited                           364.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                378.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       38456.0\n",
      "senior_citizen_disabled                          3864.0\n",
      "_7_day_ada_farecard_access_system_unlimited       206.0\n",
      "_30_day_ada_farecard_access_system_unlimited      555.0\n",
      "joint_rail_road_ticket                             15.0\n",
      "_7_day_unlimited                                 6745.0\n",
      "_30_day_unlimited                               10290.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            16.0\n",
      "transit_check_metrocard                           265.0\n",
      "lib_special_senior                                 87.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          686.0\n",
      "mail_and_ride_ezpay_express                       473.0\n",
      "mail_and_ride_unlimited                           322.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                200.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       95061.0\n",
      "senior_citizen_disabled                          8769.0\n",
      "_7_day_ada_farecard_access_system_unlimited       429.0\n",
      "_30_day_ada_farecard_access_system_unlimited      818.0\n",
      "joint_rail_road_ticket                              7.0\n",
      "_7_day_unlimited                                20752.0\n",
      "_30_day_unlimited                               15438.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            46.0\n",
      "transit_check_metrocard                           289.0\n",
      "lib_special_senior                                 85.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1266.0\n",
      "mail_and_ride_ezpay_express                       614.0\n",
      "mail_and_ride_unlimited                           378.0\n",
      "path_2_trip                                         1.0\n",
      "airtrain_full_fare                                603.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       50650.0\n",
      "senior_citizen_disabled                          2786.0\n",
      "_7_day_ada_farecard_access_system_unlimited       114.0\n",
      "_30_day_ada_farecard_access_system_unlimited      467.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                11211.0\n",
      "_30_day_unlimited                                8756.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            62.0\n",
      "transit_check_metrocard                           178.0\n",
      "lib_special_senior                                 16.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         2686.0\n",
      "mail_and_ride_ezpay_express                       291.0\n",
      "mail_and_ride_unlimited                           333.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                179.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       66778.0\n",
      "senior_citizen_disabled                          3858.0\n",
      "_7_day_ada_farecard_access_system_unlimited       433.0\n",
      "_30_day_ada_farecard_access_system_unlimited      665.0\n",
      "joint_rail_road_ticket                              6.0\n",
      "_7_day_unlimited                                21392.0\n",
      "_30_day_unlimited                               14176.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            58.0\n",
      "transit_check_metrocard                           210.0\n",
      "lib_special_senior                                 57.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         2755.0\n",
      "mail_and_ride_ezpay_express                       394.0\n",
      "mail_and_ride_unlimited                           644.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                573.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       45546.0\n",
      "senior_citizen_disabled                          2789.0\n",
      "_7_day_ada_farecard_access_system_unlimited       364.0\n",
      "_30_day_ada_farecard_access_system_unlimited      313.0\n",
      "joint_rail_road_ticket                              9.0\n",
      "_7_day_unlimited                                19755.0\n",
      "_30_day_unlimited                                9289.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            12.0\n",
      "transit_check_metrocard                           159.0\n",
      "lib_special_senior                                 24.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1299.0\n",
      "mail_and_ride_ezpay_express                       231.0\n",
      "mail_and_ride_unlimited                           303.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                152.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       40353.0\n",
      "senior_citizen_disabled                          2049.0\n",
      "_7_day_ada_farecard_access_system_unlimited       168.0\n",
      "_30_day_ada_farecard_access_system_unlimited      391.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                16236.0\n",
      "_30_day_unlimited                                9077.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             7.0\n",
      "transit_check_metrocard                            73.0\n",
      "lib_special_senior                                 38.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1233.0\n",
      "mail_and_ride_ezpay_express                       253.0\n",
      "mail_and_ride_unlimited                           268.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                177.0\n",
      "airtrain_30_day                                     1.0\n",
      "airtrain_10_trip                                    2.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       32873.0\n",
      "senior_citizen_disabled                          2138.0\n",
      "_7_day_ada_farecard_access_system_unlimited       139.0\n",
      "_30_day_ada_farecard_access_system_unlimited      276.0\n",
      "joint_rail_road_ticket                              8.0\n",
      "_7_day_unlimited                                11671.0\n",
      "_30_day_unlimited                                8028.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            12.0\n",
      "transit_check_metrocard                           186.0\n",
      "lib_special_senior                                  9.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1157.0\n",
      "mail_and_ride_ezpay_express                       322.0\n",
      "mail_and_ride_unlimited                           219.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                111.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       48255.0\n",
      "senior_citizen_disabled                          2804.0\n",
      "_7_day_ada_farecard_access_system_unlimited       256.0\n",
      "_30_day_ada_farecard_access_system_unlimited      389.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                16696.0\n",
      "_30_day_unlimited                               10623.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            28.0\n",
      "transit_check_metrocard                           123.0\n",
      "lib_special_senior                                 21.0\n",
      "rail_road_unlimited_no_trade                       23.0\n",
      "transit_check_metrocard_annual_metrocard         1908.0\n",
      "mail_and_ride_ezpay_express                       346.0\n",
      "mail_and_ride_unlimited                           375.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                180.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       120207.0\n",
      "senior_citizen_disabled                          10372.0\n",
      "_7_day_ada_farecard_access_system_unlimited        662.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1368.0\n",
      "joint_rail_road_ticket                              68.0\n",
      "_7_day_unlimited                                 23361.0\n",
      "_30_day_unlimited                                25522.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                             60.0\n",
      "transit_check_metrocard                           1237.0\n",
      "lib_special_senior                                 130.0\n",
      "rail_road_unlimited_no_trade                         0.0\n",
      "transit_check_metrocard_annual_metrocard          3216.0\n",
      "mail_and_ride_ezpay_express                       1857.0\n",
      "mail_and_ride_unlimited                            969.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                 919.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       27207.0\n",
      "senior_citizen_disabled                          1869.0\n",
      "_7_day_ada_farecard_access_system_unlimited        94.0\n",
      "_30_day_ada_farecard_access_system_unlimited      165.0\n",
      "joint_rail_road_ticket                             30.0\n",
      "_7_day_unlimited                                 5514.0\n",
      "_30_day_unlimited                                5988.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            71.0\n",
      "transit_check_metrocard                           133.0\n",
      "lib_special_senior                                  5.0\n",
      "rail_road_unlimited_no_trade                       75.0\n",
      "transit_check_metrocard_annual_metrocard         1029.0\n",
      "mail_and_ride_ezpay_express                       647.0\n",
      "mail_and_ride_unlimited                           402.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                305.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       33529.0\n",
      "senior_citizen_disabled                          2709.0\n",
      "_7_day_ada_farecard_access_system_unlimited       135.0\n",
      "_30_day_ada_farecard_access_system_unlimited      453.0\n",
      "joint_rail_road_ticket                             12.0\n",
      "_7_day_unlimited                                 9113.0\n",
      "_30_day_unlimited                                7957.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            33.0\n",
      "transit_check_metrocard                           298.0\n",
      "lib_special_senior                                 14.0\n",
      "rail_road_unlimited_no_trade                       19.0\n",
      "transit_check_metrocard_annual_metrocard          988.0\n",
      "mail_and_ride_ezpay_express                       481.0\n",
      "mail_and_ride_unlimited                           396.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                315.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       43126.0\n",
      "senior_citizen_disabled                          2441.0\n",
      "_7_day_ada_farecard_access_system_unlimited       174.0\n",
      "_30_day_ada_farecard_access_system_unlimited      414.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                16907.0\n",
      "_30_day_unlimited                                9062.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            45.0\n",
      "transit_check_metrocard                           154.0\n",
      "lib_special_senior                                 60.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1322.0\n",
      "mail_and_ride_ezpay_express                        98.0\n",
      "mail_and_ride_unlimited                           502.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                164.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       37717.0\n",
      "senior_citizen_disabled                          1435.0\n",
      "_7_day_ada_farecard_access_system_unlimited       167.0\n",
      "_30_day_ada_farecard_access_system_unlimited      294.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                15560.0\n",
      "_30_day_unlimited                                6633.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             9.0\n",
      "transit_check_metrocard                            62.0\n",
      "lib_special_senior                                 24.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          720.0\n",
      "mail_and_ride_ezpay_express                       187.0\n",
      "mail_and_ride_unlimited                           236.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                194.0\n",
      "airtrain_30_day                                     1.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       73938.0\n",
      "senior_citizen_disabled                          4837.0\n",
      "_7_day_ada_farecard_access_system_unlimited       268.0\n",
      "_30_day_ada_farecard_access_system_unlimited      657.0\n",
      "joint_rail_road_ticket                             10.0\n",
      "_7_day_unlimited                                16200.0\n",
      "_30_day_unlimited                               15045.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           203.0\n",
      "transit_check_metrocard                           620.0\n",
      "lib_special_senior                                 21.0\n",
      "rail_road_unlimited_no_trade                        8.0\n",
      "transit_check_metrocard_annual_metrocard         1853.0\n",
      "mail_and_ride_ezpay_express                      1204.0\n",
      "mail_and_ride_unlimited                           752.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                589.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       47336.0\n",
      "senior_citizen_disabled                          5499.0\n",
      "_7_day_ada_farecard_access_system_unlimited       224.0\n",
      "_30_day_ada_farecard_access_system_unlimited      529.0\n",
      "joint_rail_road_ticket                             35.0\n",
      "_7_day_unlimited                                11695.0\n",
      "_30_day_unlimited                               11935.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            84.0\n",
      "transit_check_metrocard                           426.0\n",
      "lib_special_senior                                 44.0\n",
      "rail_road_unlimited_no_trade                       90.0\n",
      "transit_check_metrocard_annual_metrocard         1535.0\n",
      "mail_and_ride_ezpay_express                       810.0\n",
      "mail_and_ride_unlimited                           746.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                348.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       4649.0\n",
      "senior_citizen_disabled                          103.0\n",
      "_7_day_ada_farecard_access_system_unlimited        1.0\n",
      "_30_day_ada_farecard_access_system_unlimited       2.0\n",
      "joint_rail_road_ticket                             0.0\n",
      "_7_day_unlimited                                 366.0\n",
      "_30_day_unlimited                                 31.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            4.0\n",
      "transit_check_metrocard                            1.0\n",
      "lib_special_senior                                 0.0\n",
      "rail_road_unlimited_no_trade                       0.0\n",
      "transit_check_metrocard_annual_metrocard          25.0\n",
      "mail_and_ride_ezpay_express                       65.0\n",
      "mail_and_ride_unlimited                            0.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                                 0.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       45789.0\n",
      "senior_citizen_disabled                          5017.0\n",
      "_7_day_ada_farecard_access_system_unlimited       293.0\n",
      "_30_day_ada_farecard_access_system_unlimited      560.0\n",
      "joint_rail_road_ticket                              5.0\n",
      "_7_day_unlimited                                13155.0\n",
      "_30_day_unlimited                               11735.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            44.0\n",
      "transit_check_metrocard                           328.0\n",
      "lib_special_senior                                 16.0\n",
      "rail_road_unlimited_no_trade                       49.0\n",
      "transit_check_metrocard_annual_metrocard         1273.0\n",
      "mail_and_ride_ezpay_express                       767.0\n",
      "mail_and_ride_unlimited                           535.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                404.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       54903.0\n",
      "senior_citizen_disabled                          6957.0\n",
      "_7_day_ada_farecard_access_system_unlimited       580.0\n",
      "_30_day_ada_farecard_access_system_unlimited      676.0\n",
      "joint_rail_road_ticket                             31.0\n",
      "_7_day_unlimited                                15823.0\n",
      "_30_day_unlimited                               14839.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            78.0\n",
      "transit_check_metrocard                           278.0\n",
      "lib_special_senior                                 58.0\n",
      "rail_road_unlimited_no_trade                       26.0\n",
      "transit_check_metrocard_annual_metrocard         1512.0\n",
      "mail_and_ride_ezpay_express                      1113.0\n",
      "mail_and_ride_unlimited                           641.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                364.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       120016.0\n",
      "senior_citizen_disabled                          15453.0\n",
      "_7_day_ada_farecard_access_system_unlimited        744.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1760.0\n",
      "joint_rail_road_ticket                              27.0\n",
      "_7_day_unlimited                                 34753.0\n",
      "_30_day_unlimited                                29891.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            137.0\n",
      "transit_check_metrocard                            705.0\n",
      "lib_special_senior                                 154.0\n",
      "rail_road_unlimited_no_trade                        33.0\n",
      "transit_check_metrocard_annual_metrocard          4290.0\n",
      "mail_and_ride_ezpay_express                       1925.0\n",
      "mail_and_ride_unlimited                           1665.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                 994.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       47725.0\n",
      "senior_citizen_disabled                          3868.0\n",
      "_7_day_ada_farecard_access_system_unlimited       235.0\n",
      "_30_day_ada_farecard_access_system_unlimited      546.0\n",
      "joint_rail_road_ticket                              5.0\n",
      "_7_day_unlimited                                18274.0\n",
      "_30_day_unlimited                               12050.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            10.0\n",
      "transit_check_metrocard                            78.0\n",
      "lib_special_senior                                 28.0\n",
      "rail_road_unlimited_no_trade                        2.0\n",
      "transit_check_metrocard_annual_metrocard         1579.0\n",
      "mail_and_ride_ezpay_express                       305.0\n",
      "mail_and_ride_unlimited                           431.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                350.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    1.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       303409.0\n",
      "senior_citizen_disabled                          26349.0\n",
      "_7_day_ada_farecard_access_system_unlimited       1757.0\n",
      "_30_day_ada_farecard_access_system_unlimited      3270.0\n",
      "joint_rail_road_ticket                             103.0\n",
      "_7_day_unlimited                                 82274.0\n",
      "_30_day_unlimited                                73595.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            577.0\n",
      "transit_check_metrocard                           1758.0\n",
      "lib_special_senior                                 158.0\n",
      "rail_road_unlimited_no_trade                       150.0\n",
      "transit_check_metrocard_annual_metrocard         10027.0\n",
      "mail_and_ride_ezpay_express                       4563.0\n",
      "mail_and_ride_unlimited                           3105.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                2736.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       34598.0\n",
      "senior_citizen_disabled                          2421.0\n",
      "_7_day_ada_farecard_access_system_unlimited       115.0\n",
      "_30_day_ada_farecard_access_system_unlimited      207.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 4533.0\n",
      "_30_day_unlimited                                6375.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             9.0\n",
      "transit_check_metrocard                           261.0\n",
      "lib_special_senior                                 13.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1067.0\n",
      "mail_and_ride_ezpay_express                       833.0\n",
      "mail_and_ride_unlimited                           353.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                462.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       85473.0\n",
      "senior_citizen_disabled                          9910.0\n",
      "_7_day_ada_farecard_access_system_unlimited       365.0\n",
      "_30_day_ada_farecard_access_system_unlimited     1373.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                13983.0\n",
      "_30_day_unlimited                               19490.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            26.0\n",
      "transit_check_metrocard                           303.0\n",
      "lib_special_senior                                 89.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1086.0\n",
      "mail_and_ride_ezpay_express                       879.0\n",
      "mail_and_ride_unlimited                           545.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                657.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       39596.0\n",
      "senior_citizen_disabled                          4325.0\n",
      "_7_day_ada_farecard_access_system_unlimited       222.0\n",
      "_30_day_ada_farecard_access_system_unlimited      414.0\n",
      "joint_rail_road_ticket                              7.0\n",
      "_7_day_unlimited                                11612.0\n",
      "_30_day_unlimited                                9197.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            17.0\n",
      "transit_check_metrocard                           140.0\n",
      "lib_special_senior                                 19.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1576.0\n",
      "mail_and_ride_ezpay_express                       439.0\n",
      "mail_and_ride_unlimited                           411.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                268.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       42007.0\n",
      "senior_citizen_disabled                          4283.0\n",
      "_7_day_ada_farecard_access_system_unlimited       150.0\n",
      "_30_day_ada_farecard_access_system_unlimited      476.0\n",
      "joint_rail_road_ticket                             12.0\n",
      "_7_day_unlimited                                10620.0\n",
      "_30_day_unlimited                               10439.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             1.0\n",
      "transit_check_metrocard                           221.0\n",
      "lib_special_senior                                 44.0\n",
      "rail_road_unlimited_no_trade                       14.0\n",
      "transit_check_metrocard_annual_metrocard         1321.0\n",
      "mail_and_ride_ezpay_express                       476.0\n",
      "mail_and_ride_unlimited                           426.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                503.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       123132.0\n",
      "senior_citizen_disabled                           7851.0\n",
      "_7_day_ada_farecard_access_system_unlimited        473.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1145.0\n",
      "joint_rail_road_ticket                              74.0\n",
      "_7_day_unlimited                                 35240.0\n",
      "_30_day_unlimited                                28854.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            239.0\n",
      "transit_check_metrocard                            594.0\n",
      "lib_special_senior                                  41.0\n",
      "rail_road_unlimited_no_trade                        52.0\n",
      "transit_check_metrocard_annual_metrocard          3317.0\n",
      "mail_and_ride_ezpay_express                       2174.0\n",
      "mail_and_ride_unlimited                           1321.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                1368.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       80556.0\n",
      "senior_citizen_disabled                          6311.0\n",
      "_7_day_ada_farecard_access_system_unlimited       344.0\n",
      "_30_day_ada_farecard_access_system_unlimited      613.0\n",
      "joint_rail_road_ticket                             52.0\n",
      "_7_day_unlimited                                18022.0\n",
      "_30_day_unlimited                               20957.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           369.0\n",
      "transit_check_metrocard                           827.0\n",
      "lib_special_senior                                 66.0\n",
      "rail_road_unlimited_no_trade                       82.0\n",
      "transit_check_metrocard_annual_metrocard         3613.0\n",
      "mail_and_ride_ezpay_express                      1373.0\n",
      "mail_and_ride_unlimited                           767.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                605.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       78780.0\n",
      "senior_citizen_disabled                          6381.0\n",
      "_7_day_ada_farecard_access_system_unlimited       184.0\n",
      "_30_day_ada_farecard_access_system_unlimited      715.0\n",
      "joint_rail_road_ticket                            147.0\n",
      "_7_day_unlimited                                17546.0\n",
      "_30_day_unlimited                               19151.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           239.0\n",
      "transit_check_metrocard                           589.0\n",
      "lib_special_senior                                 24.0\n",
      "rail_road_unlimited_no_trade                      149.0\n",
      "transit_check_metrocard_annual_metrocard         3390.0\n",
      "mail_and_ride_ezpay_express                      1150.0\n",
      "mail_and_ride_unlimited                           813.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                457.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "full_fare                                       109242.0\n",
      "senior_citizen_disabled                           8653.0\n",
      "_7_day_ada_farecard_access_system_unlimited        356.0\n",
      "_30_day_ada_farecard_access_system_unlimited       793.0\n",
      "joint_rail_road_ticket                              97.0\n",
      "_7_day_unlimited                                 25511.0\n",
      "_30_day_unlimited                                25317.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            416.0\n",
      "transit_check_metrocard                            722.0\n",
      "lib_special_senior                                  39.0\n",
      "rail_road_unlimited_no_trade                       216.0\n",
      "transit_check_metrocard_annual_metrocard          2171.0\n",
      "mail_and_ride_ezpay_express                       1798.0\n",
      "mail_and_ride_unlimited                           1330.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                 631.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       154723.0\n",
      "senior_citizen_disabled                          11354.0\n",
      "_7_day_ada_farecard_access_system_unlimited        682.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1042.0\n",
      "joint_rail_road_ticket                              37.0\n",
      "_7_day_unlimited                                 44594.0\n",
      "_30_day_unlimited                                37858.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            529.0\n",
      "transit_check_metrocard                            949.0\n",
      "lib_special_senior                                 123.0\n",
      "rail_road_unlimited_no_trade                       152.0\n",
      "transit_check_metrocard_annual_metrocard          5436.0\n",
      "mail_and_ride_ezpay_express                       2746.0\n",
      "mail_and_ride_unlimited                           1768.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                1011.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       59327.0\n",
      "senior_citizen_disabled                          4409.0\n",
      "_7_day_ada_farecard_access_system_unlimited       360.0\n",
      "_30_day_ada_farecard_access_system_unlimited      483.0\n",
      "joint_rail_road_ticket                             23.0\n",
      "_7_day_unlimited                                19064.0\n",
      "_30_day_unlimited                               14554.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            75.0\n",
      "transit_check_metrocard                           160.0\n",
      "lib_special_senior                                 85.0\n",
      "rail_road_unlimited_no_trade                       47.0\n",
      "transit_check_metrocard_annual_metrocard         1565.0\n",
      "mail_and_ride_ezpay_express                       633.0\n",
      "mail_and_ride_unlimited                           626.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                328.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    2.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       45006.0\n",
      "senior_citizen_disabled                          3088.0\n",
      "_7_day_ada_farecard_access_system_unlimited       204.0\n",
      "_30_day_ada_farecard_access_system_unlimited      537.0\n",
      "joint_rail_road_ticket                              4.0\n",
      "_7_day_unlimited                                15231.0\n",
      "_30_day_unlimited                               10847.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            38.0\n",
      "transit_check_metrocard                           248.0\n",
      "lib_special_senior                                 25.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1773.0\n",
      "mail_and_ride_ezpay_express                       344.0\n",
      "mail_and_ride_unlimited                           532.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                198.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       59006.0\n",
      "senior_citizen_disabled                          4817.0\n",
      "_7_day_ada_farecard_access_system_unlimited       365.0\n",
      "_30_day_ada_farecard_access_system_unlimited      831.0\n",
      "joint_rail_road_ticket                              5.0\n",
      "_7_day_unlimited                                23558.0\n",
      "_30_day_unlimited                               14624.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            60.0\n",
      "transit_check_metrocard                           164.0\n",
      "lib_special_senior                                 59.0\n",
      "rail_road_unlimited_no_trade                        5.0\n",
      "transit_check_metrocard_annual_metrocard         2080.0\n",
      "mail_and_ride_ezpay_express                       496.0\n",
      "mail_and_ride_unlimited                           631.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                472.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    6.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       23816.0\n",
      "senior_citizen_disabled                          1250.0\n",
      "_7_day_ada_farecard_access_system_unlimited       102.0\n",
      "_30_day_ada_farecard_access_system_unlimited       86.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                 7397.0\n",
      "_30_day_unlimited                                4541.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            21.0\n",
      "transit_check_metrocard                            43.0\n",
      "lib_special_senior                                 14.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          860.0\n",
      "mail_and_ride_ezpay_express                        75.0\n",
      "mail_and_ride_unlimited                           171.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 54.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       36438.0\n",
      "senior_citizen_disabled                          2402.0\n",
      "_7_day_ada_farecard_access_system_unlimited       168.0\n",
      "_30_day_ada_farecard_access_system_unlimited      220.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 7357.0\n",
      "_30_day_unlimited                                7031.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            20.0\n",
      "transit_check_metrocard                           143.0\n",
      "lib_special_senior                                 14.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1023.0\n",
      "mail_and_ride_ezpay_express                       333.0\n",
      "mail_and_ride_unlimited                           248.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                204.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       31391.0\n",
      "senior_citizen_disabled                          2445.0\n",
      "_7_day_ada_farecard_access_system_unlimited       159.0\n",
      "_30_day_ada_farecard_access_system_unlimited      202.0\n",
      "joint_rail_road_ticket                              4.0\n",
      "_7_day_unlimited                                 8905.0\n",
      "_30_day_unlimited                                6832.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            11.0\n",
      "transit_check_metrocard                            92.0\n",
      "lib_special_senior                                 15.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1059.0\n",
      "mail_and_ride_ezpay_express                       200.0\n",
      "mail_and_ride_unlimited                           340.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                401.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       32383.0\n",
      "senior_citizen_disabled                          2978.0\n",
      "_7_day_ada_farecard_access_system_unlimited       150.0\n",
      "_30_day_ada_farecard_access_system_unlimited      311.0\n",
      "joint_rail_road_ticket                              6.0\n",
      "_7_day_unlimited                                 8161.0\n",
      "_30_day_unlimited                                7805.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            25.0\n",
      "transit_check_metrocard                           252.0\n",
      "lib_special_senior                                 26.0\n",
      "rail_road_unlimited_no_trade                       65.0\n",
      "transit_check_metrocard_annual_metrocard         1034.0\n",
      "mail_and_ride_ezpay_express                       619.0\n",
      "mail_and_ride_unlimited                           328.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                304.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       30433.0\n",
      "senior_citizen_disabled                          2632.0\n",
      "_7_day_ada_farecard_access_system_unlimited       123.0\n",
      "_30_day_ada_farecard_access_system_unlimited      241.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                 7117.0\n",
      "_30_day_unlimited                                7589.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            34.0\n",
      "transit_check_metrocard                           199.0\n",
      "lib_special_senior                                 16.0\n",
      "rail_road_unlimited_no_trade                       20.0\n",
      "transit_check_metrocard_annual_metrocard         1322.0\n",
      "mail_and_ride_ezpay_express                       646.0\n",
      "mail_and_ride_unlimited                           279.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                335.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       54016.0\n",
      "senior_citizen_disabled                          3364.0\n",
      "_7_day_ada_farecard_access_system_unlimited       358.0\n",
      "_30_day_ada_farecard_access_system_unlimited      421.0\n",
      "joint_rail_road_ticket                             10.0\n",
      "_7_day_unlimited                                14293.0\n",
      "_30_day_unlimited                               12079.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            36.0\n",
      "transit_check_metrocard                           249.0\n",
      "lib_special_senior                                 26.0\n",
      "rail_road_unlimited_no_trade                       33.0\n",
      "transit_check_metrocard_annual_metrocard         1243.0\n",
      "mail_and_ride_ezpay_express                       877.0\n",
      "mail_and_ride_unlimited                           572.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                747.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       26724.0\n",
      "senior_citizen_disabled                          2780.0\n",
      "_7_day_ada_farecard_access_system_unlimited       164.0\n",
      "_30_day_ada_farecard_access_system_unlimited      376.0\n",
      "joint_rail_road_ticket                             16.0\n",
      "_7_day_unlimited                                 7237.0\n",
      "_30_day_unlimited                                6063.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            97.0\n",
      "transit_check_metrocard                           160.0\n",
      "lib_special_senior                                  7.0\n",
      "rail_road_unlimited_no_trade                       36.0\n",
      "transit_check_metrocard_annual_metrocard          476.0\n",
      "mail_and_ride_ezpay_express                       494.0\n",
      "mail_and_ride_unlimited                           342.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                343.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       37843.0\n",
      "senior_citizen_disabled                          4699.0\n",
      "_7_day_ada_farecard_access_system_unlimited       273.0\n",
      "_30_day_ada_farecard_access_system_unlimited      603.0\n",
      "joint_rail_road_ticket                              4.0\n",
      "_7_day_unlimited                                11668.0\n",
      "_30_day_unlimited                               10099.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            94.0\n",
      "transit_check_metrocard                           211.0\n",
      "lib_special_senior                                 34.0\n",
      "rail_road_unlimited_no_trade                       22.0\n",
      "transit_check_metrocard_annual_metrocard         1374.0\n",
      "mail_and_ride_ezpay_express                       725.0\n",
      "mail_and_ride_unlimited                           489.0\n",
      "path_2_trip                                         1.0\n",
      "airtrain_full_fare                                401.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       40944.0\n",
      "senior_citizen_disabled                          5919.0\n",
      "_7_day_ada_farecard_access_system_unlimited       264.0\n",
      "_30_day_ada_farecard_access_system_unlimited      847.0\n",
      "joint_rail_road_ticket                             10.0\n",
      "_7_day_unlimited                                11799.0\n",
      "_30_day_unlimited                               10014.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            29.0\n",
      "transit_check_metrocard                           145.0\n",
      "lib_special_senior                                 29.0\n",
      "rail_road_unlimited_no_trade                        6.0\n",
      "transit_check_metrocard_annual_metrocard         1508.0\n",
      "mail_and_ride_ezpay_express                       599.0\n",
      "mail_and_ride_unlimited                           384.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                450.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       40719.0\n",
      "senior_citizen_disabled                          4618.0\n",
      "_7_day_ada_farecard_access_system_unlimited       243.0\n",
      "_30_day_ada_farecard_access_system_unlimited      510.0\n",
      "joint_rail_road_ticket                             17.0\n",
      "_7_day_unlimited                                11252.0\n",
      "_30_day_unlimited                                8835.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            54.0\n",
      "transit_check_metrocard                           162.0\n",
      "lib_special_senior                                 26.0\n",
      "rail_road_unlimited_no_trade                        6.0\n",
      "transit_check_metrocard_annual_metrocard         1776.0\n",
      "mail_and_ride_ezpay_express                       629.0\n",
      "mail_and_ride_unlimited                           501.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                402.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       48184.0\n",
      "senior_citizen_disabled                          4248.0\n",
      "_7_day_ada_farecard_access_system_unlimited       212.0\n",
      "_30_day_ada_farecard_access_system_unlimited      492.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                17811.0\n",
      "_30_day_unlimited                               11789.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            14.0\n",
      "transit_check_metrocard                           168.0\n",
      "lib_special_senior                                 19.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1640.0\n",
      "mail_and_ride_ezpay_express                       352.0\n",
      "mail_and_ride_unlimited                           580.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                311.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       42173.0\n",
      "senior_citizen_disabled                          2059.0\n",
      "_7_day_ada_farecard_access_system_unlimited       136.0\n",
      "_30_day_ada_farecard_access_system_unlimited      317.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                13199.0\n",
      "_30_day_unlimited                               10955.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            44.0\n",
      "transit_check_metrocard                           296.0\n",
      "lib_special_senior                                 16.0\n",
      "rail_road_unlimited_no_trade                       87.0\n",
      "transit_check_metrocard_annual_metrocard         1199.0\n",
      "mail_and_ride_ezpay_express                       686.0\n",
      "mail_and_ride_unlimited                           495.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                476.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       102399.0\n",
      "senior_citizen_disabled                           7323.0\n",
      "_7_day_ada_farecard_access_system_unlimited        649.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1242.0\n",
      "joint_rail_road_ticket                               5.0\n",
      "_7_day_unlimited                                 40007.0\n",
      "_30_day_unlimited                                23036.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                             52.0\n",
      "transit_check_metrocard                            338.0\n",
      "lib_special_senior                                 108.0\n",
      "rail_road_unlimited_no_trade                        40.0\n",
      "transit_check_metrocard_annual_metrocard          4271.0\n",
      "mail_and_ride_ezpay_express                        370.0\n",
      "mail_and_ride_unlimited                            685.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                 487.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     8.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       46631.0\n",
      "senior_citizen_disabled                          3439.0\n",
      "_7_day_ada_farecard_access_system_unlimited       368.0\n",
      "_30_day_ada_farecard_access_system_unlimited      450.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                11411.0\n",
      "_30_day_unlimited                               10170.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            33.0\n",
      "transit_check_metrocard                           112.0\n",
      "lib_special_senior                                 19.0\n",
      "rail_road_unlimited_no_trade                       16.0\n",
      "transit_check_metrocard_annual_metrocard         1970.0\n",
      "mail_and_ride_ezpay_express                       423.0\n",
      "mail_and_ride_unlimited                           478.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                410.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       75775.0\n",
      "senior_citizen_disabled                          4031.0\n",
      "_7_day_ada_farecard_access_system_unlimited       286.0\n",
      "_30_day_ada_farecard_access_system_unlimited      609.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                21210.0\n",
      "_30_day_unlimited                               19273.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            66.0\n",
      "transit_check_metrocard                           252.0\n",
      "lib_special_senior                                 41.0\n",
      "rail_road_unlimited_no_trade                       26.0\n",
      "transit_check_metrocard_annual_metrocard         1587.0\n",
      "mail_and_ride_ezpay_express                       548.0\n",
      "mail_and_ride_unlimited                           693.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                457.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       68728.0\n",
      "senior_citizen_disabled                          4006.0\n",
      "_7_day_ada_farecard_access_system_unlimited       696.0\n",
      "_30_day_ada_farecard_access_system_unlimited      547.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                19928.0\n",
      "_30_day_unlimited                               14656.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            47.0\n",
      "transit_check_metrocard                           170.0\n",
      "lib_special_senior                                 39.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         2319.0\n",
      "mail_and_ride_ezpay_express                       418.0\n",
      "mail_and_ride_unlimited                           405.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                800.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       24069.0\n",
      "senior_citizen_disabled                          1094.0\n",
      "_7_day_ada_farecard_access_system_unlimited       109.0\n",
      "_30_day_ada_farecard_access_system_unlimited      162.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 6691.0\n",
      "_30_day_unlimited                                4845.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            17.0\n",
      "transit_check_metrocard                            80.0\n",
      "lib_special_senior                                  9.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1020.0\n",
      "mail_and_ride_ezpay_express                       129.0\n",
      "mail_and_ride_unlimited                           156.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                257.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       52387.0\n",
      "senior_citizen_disabled                          3367.0\n",
      "_7_day_ada_farecard_access_system_unlimited       361.0\n",
      "_30_day_ada_farecard_access_system_unlimited      514.0\n",
      "joint_rail_road_ticket                              6.0\n",
      "_7_day_unlimited                                17100.0\n",
      "_30_day_unlimited                               11201.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            36.0\n",
      "transit_check_metrocard                           185.0\n",
      "lib_special_senior                                 45.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1438.0\n",
      "mail_and_ride_ezpay_express                       468.0\n",
      "mail_and_ride_unlimited                           325.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                260.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    1.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       94229.0\n",
      "senior_citizen_disabled                          6966.0\n",
      "_7_day_ada_farecard_access_system_unlimited       309.0\n",
      "_30_day_ada_farecard_access_system_unlimited      565.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                22343.0\n",
      "_30_day_unlimited                               21376.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            34.0\n",
      "transit_check_metrocard                           595.0\n",
      "lib_special_senior                                104.0\n",
      "rail_road_unlimited_no_trade                       38.0\n",
      "transit_check_metrocard_annual_metrocard         2335.0\n",
      "mail_and_ride_ezpay_express                       930.0\n",
      "mail_and_ride_unlimited                           881.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                538.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       73365.0\n",
      "senior_citizen_disabled                         10363.0\n",
      "_7_day_ada_farecard_access_system_unlimited       403.0\n",
      "_30_day_ada_farecard_access_system_unlimited      999.0\n",
      "joint_rail_road_ticket                             14.0\n",
      "_7_day_unlimited                                14156.0\n",
      "_30_day_unlimited                               18830.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            33.0\n",
      "transit_check_metrocard                           722.0\n",
      "lib_special_senior                                168.0\n",
      "rail_road_unlimited_no_trade                       35.0\n",
      "transit_check_metrocard_annual_metrocard         1998.0\n",
      "mail_and_ride_ezpay_express                       849.0\n",
      "mail_and_ride_unlimited                           815.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                518.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       82588.0\n",
      "senior_citizen_disabled                          6527.0\n",
      "_7_day_ada_farecard_access_system_unlimited       541.0\n",
      "_30_day_ada_farecard_access_system_unlimited      935.0\n",
      "joint_rail_road_ticket                             11.0\n",
      "_7_day_unlimited                                22797.0\n",
      "_30_day_unlimited                               22101.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           163.0\n",
      "transit_check_metrocard                           519.0\n",
      "lib_special_senior                                 35.0\n",
      "rail_road_unlimited_no_trade                       58.0\n",
      "transit_check_metrocard_annual_metrocard         2568.0\n",
      "mail_and_ride_ezpay_express                      1188.0\n",
      "mail_and_ride_unlimited                          1036.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                730.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       58536.0\n",
      "senior_citizen_disabled                          4387.0\n",
      "_7_day_ada_farecard_access_system_unlimited       162.0\n",
      "_30_day_ada_farecard_access_system_unlimited      528.0\n",
      "joint_rail_road_ticket                             15.0\n",
      "_7_day_unlimited                                12545.0\n",
      "_30_day_unlimited                               10508.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            16.0\n",
      "transit_check_metrocard                           127.0\n",
      "lib_special_senior                                 63.0\n",
      "rail_road_unlimited_no_trade                       23.0\n",
      "transit_check_metrocard_annual_metrocard          908.0\n",
      "mail_and_ride_ezpay_express                       435.0\n",
      "mail_and_ride_unlimited                           317.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                335.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       54587.0\n",
      "senior_citizen_disabled                          3141.0\n",
      "_7_day_ada_farecard_access_system_unlimited       390.0\n",
      "_30_day_ada_farecard_access_system_unlimited      451.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                17535.0\n",
      "_30_day_unlimited                               12592.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            46.0\n",
      "transit_check_metrocard                           186.0\n",
      "lib_special_senior                                 30.0\n",
      "rail_road_unlimited_no_trade                       11.0\n",
      "transit_check_metrocard_annual_metrocard         7827.0\n",
      "mail_and_ride_ezpay_express                       236.0\n",
      "mail_and_ride_unlimited                           324.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                203.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       51488.0\n",
      "senior_citizen_disabled                          4660.0\n",
      "_7_day_ada_farecard_access_system_unlimited       670.0\n",
      "_30_day_ada_farecard_access_system_unlimited      834.0\n",
      "joint_rail_road_ticket                              7.0\n",
      "_7_day_unlimited                                17372.0\n",
      "_30_day_unlimited                               12580.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            48.0\n",
      "transit_check_metrocard                           129.0\n",
      "lib_special_senior                                 43.0\n",
      "rail_road_unlimited_no_trade                        5.0\n",
      "transit_check_metrocard_annual_metrocard         2908.0\n",
      "mail_and_ride_ezpay_express                       366.0\n",
      "mail_and_ride_unlimited                           554.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                430.0\n",
      "airtrain_30_day                                     1.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       53360.0\n",
      "senior_citizen_disabled                          5086.0\n",
      "_7_day_ada_farecard_access_system_unlimited       618.0\n",
      "_30_day_ada_farecard_access_system_unlimited      899.0\n",
      "joint_rail_road_ticket                             13.0\n",
      "_7_day_unlimited                                17149.0\n",
      "_30_day_unlimited                               14663.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            64.0\n",
      "transit_check_metrocard                            93.0\n",
      "lib_special_senior                                 42.0\n",
      "rail_road_unlimited_no_trade                       41.0\n",
      "transit_check_metrocard_annual_metrocard         7733.0\n",
      "mail_and_ride_ezpay_express                       442.0\n",
      "mail_and_ride_unlimited                           387.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                345.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       115851.0\n",
      "senior_citizen_disabled                           3188.0\n",
      "_7_day_ada_farecard_access_system_unlimited        277.0\n",
      "_30_day_ada_farecard_access_system_unlimited       289.0\n",
      "joint_rail_road_ticket                               5.0\n",
      "_7_day_unlimited                                 79586.0\n",
      "_30_day_unlimited                                14261.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                             32.0\n",
      "transit_check_metrocard                            180.0\n",
      "lib_special_senior                                  82.0\n",
      "rail_road_unlimited_no_trade                        12.0\n",
      "transit_check_metrocard_annual_metrocard          1343.0\n",
      "mail_and_ride_ezpay_express                       2351.0\n",
      "mail_and_ride_unlimited                           1237.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                 433.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       25326.0\n",
      "senior_citizen_disabled                          2382.0\n",
      "_7_day_ada_farecard_access_system_unlimited       185.0\n",
      "_30_day_ada_farecard_access_system_unlimited      194.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 6234.0\n",
      "_30_day_unlimited                                4822.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             5.0\n",
      "transit_check_metrocard                           145.0\n",
      "lib_special_senior                                  8.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1162.0\n",
      "mail_and_ride_ezpay_express                       146.0\n",
      "mail_and_ride_unlimited                           222.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                141.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "full_fare                                       22363.0\n",
      "senior_citizen_disabled                          1482.0\n",
      "_7_day_ada_farecard_access_system_unlimited       179.0\n",
      "_30_day_ada_farecard_access_system_unlimited      211.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 5816.0\n",
      "_30_day_unlimited                                4320.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             1.0\n",
      "transit_check_metrocard                           110.0\n",
      "lib_special_senior                                  4.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1005.0\n",
      "mail_and_ride_ezpay_express                       167.0\n",
      "mail_and_ride_unlimited                           150.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                100.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       107480.0\n",
      "senior_citizen_disabled                          10799.0\n",
      "_7_day_ada_farecard_access_system_unlimited        318.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1167.0\n",
      "joint_rail_road_ticket                               8.0\n",
      "_7_day_unlimited                                 17995.0\n",
      "_30_day_unlimited                                24333.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                             69.0\n",
      "transit_check_metrocard                            846.0\n",
      "lib_special_senior                                 102.0\n",
      "rail_road_unlimited_no_trade                        12.0\n",
      "transit_check_metrocard_annual_metrocard          2241.0\n",
      "mail_and_ride_ezpay_express                       1560.0\n",
      "mail_and_ride_unlimited                            466.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                 350.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       64763.0\n",
      "senior_citizen_disabled                          3614.0\n",
      "_7_day_ada_farecard_access_system_unlimited       172.0\n",
      "_30_day_ada_farecard_access_system_unlimited      525.0\n",
      "joint_rail_road_ticket                             22.0\n",
      "_7_day_unlimited                                16847.0\n",
      "_30_day_unlimited                               14884.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            25.0\n",
      "transit_check_metrocard                           234.0\n",
      "lib_special_senior                                 34.0\n",
      "rail_road_unlimited_no_trade                       10.0\n",
      "transit_check_metrocard_annual_metrocard         1209.0\n",
      "mail_and_ride_ezpay_express                       285.0\n",
      "mail_and_ride_unlimited                           337.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                232.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       40258.0\n",
      "senior_citizen_disabled                          2934.0\n",
      "_7_day_ada_farecard_access_system_unlimited       128.0\n",
      "_30_day_ada_farecard_access_system_unlimited      371.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 8364.0\n",
      "_30_day_unlimited                                8873.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            30.0\n",
      "transit_check_metrocard                           169.0\n",
      "lib_special_senior                                 25.0\n",
      "rail_road_unlimited_no_trade                        6.0\n",
      "transit_check_metrocard_annual_metrocard          872.0\n",
      "mail_and_ride_ezpay_express                       454.0\n",
      "mail_and_ride_unlimited                           304.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                215.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       29747.0\n",
      "senior_citizen_disabled                          2118.0\n",
      "_7_day_ada_farecard_access_system_unlimited        73.0\n",
      "_30_day_ada_farecard_access_system_unlimited      269.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 4842.0\n",
      "_30_day_unlimited                                5747.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            32.0\n",
      "transit_check_metrocard                           216.0\n",
      "lib_special_senior                                 21.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          591.0\n",
      "mail_and_ride_ezpay_express                       302.0\n",
      "mail_and_ride_unlimited                           289.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                219.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       59416.0\n",
      "senior_citizen_disabled                          4513.0\n",
      "_7_day_ada_farecard_access_system_unlimited       273.0\n",
      "_30_day_ada_farecard_access_system_unlimited      512.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                11795.0\n",
      "_30_day_unlimited                               11259.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           105.0\n",
      "transit_check_metrocard                           312.0\n",
      "lib_special_senior                                 46.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1152.0\n",
      "mail_and_ride_ezpay_express                       736.0\n",
      "mail_and_ride_unlimited                           488.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                218.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       30257.0\n",
      "senior_citizen_disabled                          2683.0\n",
      "_7_day_ada_farecard_access_system_unlimited       111.0\n",
      "_30_day_ada_farecard_access_system_unlimited      210.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 4972.0\n",
      "_30_day_unlimited                                6640.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            24.0\n",
      "transit_check_metrocard                           173.0\n",
      "lib_special_senior                                 25.0\n",
      "rail_road_unlimited_no_trade                       23.0\n",
      "transit_check_metrocard_annual_metrocard          763.0\n",
      "mail_and_ride_ezpay_express                       638.0\n",
      "mail_and_ride_unlimited                           223.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                139.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       49247.0\n",
      "senior_citizen_disabled                          2272.0\n",
      "_7_day_ada_farecard_access_system_unlimited       236.0\n",
      "_30_day_ada_farecard_access_system_unlimited      220.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                11221.0\n",
      "_30_day_unlimited                                8389.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             6.0\n",
      "transit_check_metrocard                           188.0\n",
      "lib_special_senior                                  8.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1433.0\n",
      "mail_and_ride_ezpay_express                       488.0\n",
      "mail_and_ride_unlimited                           411.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                551.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       64575.0\n",
      "senior_citizen_disabled                          5809.0\n",
      "_7_day_ada_farecard_access_system_unlimited       349.0\n",
      "_30_day_ada_farecard_access_system_unlimited      613.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                18587.0\n",
      "_30_day_unlimited                               22294.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            15.0\n",
      "transit_check_metrocard                           272.0\n",
      "lib_special_senior                                111.0\n",
      "rail_road_unlimited_no_trade                        2.0\n",
      "transit_check_metrocard_annual_metrocard         1834.0\n",
      "mail_and_ride_ezpay_express                       331.0\n",
      "mail_and_ride_unlimited                           374.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                465.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       37049.0\n",
      "senior_citizen_disabled                          4223.0\n",
      "_7_day_ada_farecard_access_system_unlimited       159.0\n",
      "_30_day_ada_farecard_access_system_unlimited      536.0\n",
      "joint_rail_road_ticket                              8.0\n",
      "_7_day_unlimited                                 5345.0\n",
      "_30_day_unlimited                                9521.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             8.0\n",
      "transit_check_metrocard                           327.0\n",
      "lib_special_senior                                102.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1115.0\n",
      "mail_and_ride_ezpay_express                       565.0\n",
      "mail_and_ride_unlimited                           450.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                272.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       40590.0\n",
      "senior_citizen_disabled                          2269.0\n",
      "_7_day_ada_farecard_access_system_unlimited        98.0\n",
      "_30_day_ada_farecard_access_system_unlimited      353.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 8341.0\n",
      "_30_day_unlimited                                7636.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             3.0\n",
      "transit_check_metrocard                           221.0\n",
      "lib_special_senior                                 22.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          991.0\n",
      "mail_and_ride_ezpay_express                       588.0\n",
      "mail_and_ride_unlimited                           570.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                388.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       46846.0\n",
      "senior_citizen_disabled                          2104.0\n",
      "_7_day_ada_farecard_access_system_unlimited       213.0\n",
      "_30_day_ada_farecard_access_system_unlimited      335.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                21233.0\n",
      "_30_day_unlimited                               10194.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             7.0\n",
      "transit_check_metrocard                           144.0\n",
      "lib_special_senior                                 17.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         2127.0\n",
      "mail_and_ride_ezpay_express                       144.0\n",
      "mail_and_ride_unlimited                           182.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                134.0\n",
      "airtrain_30_day                                     1.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       81491.0\n",
      "senior_citizen_disabled                          6085.0\n",
      "_7_day_ada_farecard_access_system_unlimited       315.0\n",
      "_30_day_ada_farecard_access_system_unlimited      624.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                23672.0\n",
      "_30_day_unlimited                               17894.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           110.0\n",
      "transit_check_metrocard                           261.0\n",
      "lib_special_senior                                 60.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         3112.0\n",
      "mail_and_ride_ezpay_express                       331.0\n",
      "mail_and_ride_unlimited                           354.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                353.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       63459.0\n",
      "senior_citizen_disabled                          4447.0\n",
      "_7_day_ada_farecard_access_system_unlimited       219.0\n",
      "_30_day_ada_farecard_access_system_unlimited      489.0\n",
      "joint_rail_road_ticket                              7.0\n",
      "_7_day_unlimited                                18464.0\n",
      "_30_day_unlimited                               16157.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            38.0\n",
      "transit_check_metrocard                           305.0\n",
      "lib_special_senior                                 32.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1698.0\n",
      "mail_and_ride_ezpay_express                       434.0\n",
      "mail_and_ride_unlimited                           499.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                586.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       17562.0\n",
      "senior_citizen_disabled                          1767.0\n",
      "_7_day_ada_farecard_access_system_unlimited        87.0\n",
      "_30_day_ada_farecard_access_system_unlimited      171.0\n",
      "joint_rail_road_ticket                              9.0\n",
      "_7_day_unlimited                                 3523.0\n",
      "_30_day_unlimited                                2911.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            14.0\n",
      "transit_check_metrocard                           115.0\n",
      "lib_special_senior                                  1.0\n",
      "rail_road_unlimited_no_trade                        2.0\n",
      "transit_check_metrocard_annual_metrocard          340.0\n",
      "mail_and_ride_ezpay_express                       293.0\n",
      "mail_and_ride_unlimited                           219.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                277.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       17909.0\n",
      "senior_citizen_disabled                          1598.0\n",
      "_7_day_ada_farecard_access_system_unlimited       140.0\n",
      "_30_day_ada_farecard_access_system_unlimited      193.0\n",
      "joint_rail_road_ticket                             12.0\n",
      "_7_day_unlimited                                 4831.0\n",
      "_30_day_unlimited                                4120.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             5.0\n",
      "transit_check_metrocard                            54.0\n",
      "lib_special_senior                                  4.0\n",
      "rail_road_unlimited_no_trade                       18.0\n",
      "transit_check_metrocard_annual_metrocard         1095.0\n",
      "mail_and_ride_ezpay_express                       126.0\n",
      "mail_and_ride_unlimited                           112.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                150.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       23152.0\n",
      "senior_citizen_disabled                          1604.0\n",
      "_7_day_ada_farecard_access_system_unlimited       161.0\n",
      "_30_day_ada_farecard_access_system_unlimited      141.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 6077.0\n",
      "_30_day_unlimited                                3888.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            23.0\n",
      "transit_check_metrocard                            83.0\n",
      "lib_special_senior                                 38.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1224.0\n",
      "mail_and_ride_ezpay_express                       130.0\n",
      "mail_and_ride_unlimited                           118.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 69.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       15353.0\n",
      "senior_citizen_disabled                           941.0\n",
      "_7_day_ada_farecard_access_system_unlimited        17.0\n",
      "_30_day_ada_farecard_access_system_unlimited      178.0\n",
      "joint_rail_road_ticket                             11.0\n",
      "_7_day_unlimited                                 3107.0\n",
      "_30_day_unlimited                                3866.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           716.0\n",
      "transit_check_metrocard                           151.0\n",
      "lib_special_senior                                  5.0\n",
      "rail_road_unlimited_no_trade                        4.0\n",
      "transit_check_metrocard_annual_metrocard          446.0\n",
      "mail_and_ride_ezpay_express                       315.0\n",
      "mail_and_ride_unlimited                           138.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                140.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       29322.0\n",
      "senior_citizen_disabled                          2878.0\n",
      "_7_day_ada_farecard_access_system_unlimited       104.0\n",
      "_30_day_ada_farecard_access_system_unlimited      445.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 6516.0\n",
      "_30_day_unlimited                                7785.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             2.0\n",
      "transit_check_metrocard                           233.0\n",
      "lib_special_senior                                 42.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          747.0\n",
      "mail_and_ride_ezpay_express                       350.0\n",
      "mail_and_ride_unlimited                           183.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                130.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       29628.0\n",
      "senior_citizen_disabled                          2648.0\n",
      "_7_day_ada_farecard_access_system_unlimited        74.0\n",
      "_30_day_ada_farecard_access_system_unlimited      417.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 5741.0\n",
      "_30_day_unlimited                                7189.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            36.0\n",
      "transit_check_metrocard                           120.0\n",
      "lib_special_senior                                 30.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          440.0\n",
      "mail_and_ride_ezpay_express                       538.0\n",
      "mail_and_ride_unlimited                           128.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                140.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       23085.0\n",
      "senior_citizen_disabled                          2219.0\n",
      "_7_day_ada_farecard_access_system_unlimited        42.0\n",
      "_30_day_ada_farecard_access_system_unlimited      311.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 3085.0\n",
      "_30_day_unlimited                                6998.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             2.0\n",
      "transit_check_metrocard                           212.0\n",
      "lib_special_senior                                 40.0\n",
      "rail_road_unlimited_no_trade                        3.0\n",
      "transit_check_metrocard_annual_metrocard          496.0\n",
      "mail_and_ride_ezpay_express                       318.0\n",
      "mail_and_ride_unlimited                           205.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 71.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       28204.0\n",
      "senior_citizen_disabled                          1460.0\n",
      "_7_day_ada_farecard_access_system_unlimited       142.0\n",
      "_30_day_ada_farecard_access_system_unlimited      109.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 6085.0\n",
      "_30_day_unlimited                                4919.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            45.0\n",
      "transit_check_metrocard                           185.0\n",
      "lib_special_senior                                 26.0\n",
      "rail_road_unlimited_no_trade                        3.0\n",
      "transit_check_metrocard_annual_metrocard          678.0\n",
      "mail_and_ride_ezpay_express                       451.0\n",
      "mail_and_ride_unlimited                           348.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                260.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       47695.0\n",
      "senior_citizen_disabled                          2177.0\n",
      "_7_day_ada_farecard_access_system_unlimited       104.0\n",
      "_30_day_ada_farecard_access_system_unlimited      259.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                11865.0\n",
      "_30_day_unlimited                                7432.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             9.0\n",
      "transit_check_metrocard                            68.0\n",
      "lib_special_senior                                 32.0\n",
      "rail_road_unlimited_no_trade                        2.0\n",
      "transit_check_metrocard_annual_metrocard          677.0\n",
      "mail_and_ride_ezpay_express                       293.0\n",
      "mail_and_ride_unlimited                           243.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                161.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       62758.0\n",
      "senior_citizen_disabled                          3315.0\n",
      "_7_day_ada_farecard_access_system_unlimited       136.0\n",
      "_30_day_ada_farecard_access_system_unlimited      235.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                15239.0\n",
      "_30_day_unlimited                               11845.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            24.0\n",
      "transit_check_metrocard                           196.0\n",
      "lib_special_senior                                 25.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1166.0\n",
      "mail_and_ride_ezpay_express                       248.0\n",
      "mail_and_ride_unlimited                           341.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                278.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       24686.0\n",
      "senior_citizen_disabled                          1981.0\n",
      "_7_day_ada_farecard_access_system_unlimited       203.0\n",
      "_30_day_ada_farecard_access_system_unlimited      221.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 4794.0\n",
      "_30_day_unlimited                                4142.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             7.0\n",
      "transit_check_metrocard                            70.0\n",
      "lib_special_senior                                 11.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          181.0\n",
      "mail_and_ride_ezpay_express                       238.0\n",
      "mail_and_ride_unlimited                           174.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 79.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       122614.0\n",
      "senior_citizen_disabled                           2856.0\n",
      "_7_day_ada_farecard_access_system_unlimited        131.0\n",
      "_30_day_ada_farecard_access_system_unlimited       345.0\n",
      "joint_rail_road_ticket                              26.0\n",
      "_7_day_unlimited                                 22187.0\n",
      "_30_day_unlimited                                18361.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            106.0\n",
      "transit_check_metrocard                            580.0\n",
      "lib_special_senior                                  17.0\n",
      "rail_road_unlimited_no_trade                        41.0\n",
      "transit_check_metrocard_annual_metrocard          2571.0\n",
      "mail_and_ride_ezpay_express                       1883.0\n",
      "mail_and_ride_unlimited                           1046.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                1759.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       70379.0\n",
      "senior_citizen_disabled                          2257.0\n",
      "_7_day_ada_farecard_access_system_unlimited        83.0\n",
      "_30_day_ada_farecard_access_system_unlimited      414.0\n",
      "joint_rail_road_ticket                              4.0\n",
      "_7_day_unlimited                                16698.0\n",
      "_30_day_unlimited                               13193.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            26.0\n",
      "transit_check_metrocard                           315.0\n",
      "lib_special_senior                                 31.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1945.0\n",
      "mail_and_ride_ezpay_express                       475.0\n",
      "mail_and_ride_unlimited                           439.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                615.0\n",
      "airtrain_30_day                                     1.0\n",
      "airtrain_10_trip                                    1.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       24910.0\n",
      "senior_citizen_disabled                          1229.0\n",
      "_7_day_ada_farecard_access_system_unlimited        66.0\n",
      "_30_day_ada_farecard_access_system_unlimited      191.0\n",
      "joint_rail_road_ticket                              9.0\n",
      "_7_day_unlimited                                10861.0\n",
      "_30_day_unlimited                                4889.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             4.0\n",
      "transit_check_metrocard                            40.0\n",
      "lib_special_senior                                  7.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          612.0\n",
      "mail_and_ride_ezpay_express                        93.0\n",
      "mail_and_ride_unlimited                           104.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                119.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       64711.0\n",
      "senior_citizen_disabled                          4189.0\n",
      "_7_day_ada_farecard_access_system_unlimited       182.0\n",
      "_30_day_ada_farecard_access_system_unlimited      434.0\n",
      "joint_rail_road_ticket                              4.0\n",
      "_7_day_unlimited                                17335.0\n",
      "_30_day_unlimited                               15526.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            25.0\n",
      "transit_check_metrocard                           263.0\n",
      "lib_special_senior                                 41.0\n",
      "rail_road_unlimited_no_trade                       34.0\n",
      "transit_check_metrocard_annual_metrocard         1427.0\n",
      "mail_and_ride_ezpay_express                       536.0\n",
      "mail_and_ride_unlimited                           636.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                601.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       50937.0\n",
      "senior_citizen_disabled                          3047.0\n",
      "_7_day_ada_farecard_access_system_unlimited       157.0\n",
      "_30_day_ada_farecard_access_system_unlimited      396.0\n",
      "joint_rail_road_ticket                             25.0\n",
      "_7_day_unlimited                                12053.0\n",
      "_30_day_unlimited                                9759.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            49.0\n",
      "transit_check_metrocard                           188.0\n",
      "lib_special_senior                                 15.0\n",
      "rail_road_unlimited_no_trade                       17.0\n",
      "transit_check_metrocard_annual_metrocard          966.0\n",
      "mail_and_ride_ezpay_express                       501.0\n",
      "mail_and_ride_unlimited                           293.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                523.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       95871.0\n",
      "senior_citizen_disabled                         19377.0\n",
      "_7_day_ada_farecard_access_system_unlimited       352.0\n",
      "_30_day_ada_farecard_access_system_unlimited     2501.0\n",
      "joint_rail_road_ticket                             22.0\n",
      "_7_day_unlimited                                13624.0\n",
      "_30_day_unlimited                               41416.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            52.0\n",
      "transit_check_metrocard                           483.0\n",
      "lib_special_senior                                371.0\n",
      "rail_road_unlimited_no_trade                      103.0\n",
      "transit_check_metrocard_annual_metrocard         1746.0\n",
      "mail_and_ride_ezpay_express                       891.0\n",
      "mail_and_ride_unlimited                           509.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                940.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dtype: float64\n",
      "full_fare                                       22403.0\n",
      "senior_citizen_disabled                          1772.0\n",
      "_7_day_ada_farecard_access_system_unlimited        41.0\n",
      "_30_day_ada_farecard_access_system_unlimited      159.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 3518.0\n",
      "_30_day_unlimited                                3937.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            17.0\n",
      "transit_check_metrocard                           128.0\n",
      "lib_special_senior                                 13.0\n",
      "rail_road_unlimited_no_trade                        4.0\n",
      "transit_check_metrocard_annual_metrocard          421.0\n",
      "mail_and_ride_ezpay_express                       402.0\n",
      "mail_and_ride_unlimited                           350.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                187.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       16416.0\n",
      "senior_citizen_disabled                          1358.0\n",
      "_7_day_ada_farecard_access_system_unlimited        64.0\n",
      "_30_day_ada_farecard_access_system_unlimited      145.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 3108.0\n",
      "_30_day_unlimited                                2718.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             1.0\n",
      "transit_check_metrocard                            66.0\n",
      "lib_special_senior                                 49.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          206.0\n",
      "mail_and_ride_ezpay_express                       141.0\n",
      "mail_and_ride_unlimited                            73.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 47.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       37224.0\n",
      "senior_citizen_disabled                          2106.0\n",
      "_7_day_ada_farecard_access_system_unlimited       216.0\n",
      "_30_day_ada_farecard_access_system_unlimited      287.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                16328.0\n",
      "_30_day_unlimited                                8299.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             5.0\n",
      "transit_check_metrocard                           102.0\n",
      "lib_special_senior                                146.0\n",
      "rail_road_unlimited_no_trade                        4.0\n",
      "transit_check_metrocard_annual_metrocard         1322.0\n",
      "mail_and_ride_ezpay_express                       207.0\n",
      "mail_and_ride_unlimited                           193.0\n",
      "path_2_trip                                         2.0\n",
      "airtrain_full_fare                                146.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    3.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       41772.0\n",
      "senior_citizen_disabled                          2728.0\n",
      "_7_day_ada_farecard_access_system_unlimited       164.0\n",
      "_30_day_ada_farecard_access_system_unlimited      298.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                17551.0\n",
      "_30_day_unlimited                                8051.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            22.0\n",
      "transit_check_metrocard                            38.0\n",
      "lib_special_senior                                 62.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1535.0\n",
      "mail_and_ride_ezpay_express                        96.0\n",
      "mail_and_ride_unlimited                           240.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                125.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    5.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       22487.0\n",
      "senior_citizen_disabled                          1030.0\n",
      "_7_day_ada_farecard_access_system_unlimited        22.0\n",
      "_30_day_ada_farecard_access_system_unlimited       68.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 8535.0\n",
      "_30_day_unlimited                                3909.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             8.0\n",
      "transit_check_metrocard                            88.0\n",
      "lib_special_senior                                  6.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          425.0\n",
      "mail_and_ride_ezpay_express                        46.0\n",
      "mail_and_ride_unlimited                            33.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 24.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       25071.0\n",
      "senior_citizen_disabled                          1094.0\n",
      "_7_day_ada_farecard_access_system_unlimited       142.0\n",
      "_30_day_ada_farecard_access_system_unlimited       70.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                 6072.0\n",
      "_30_day_unlimited                                5383.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            29.0\n",
      "transit_check_metrocard                           169.0\n",
      "lib_special_senior                                  8.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          480.0\n",
      "mail_and_ride_ezpay_express                       322.0\n",
      "mail_and_ride_unlimited                           247.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                223.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       15057.0\n",
      "senior_citizen_disabled                          1531.0\n",
      "_7_day_ada_farecard_access_system_unlimited        52.0\n",
      "_30_day_ada_farecard_access_system_unlimited      201.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 3221.0\n",
      "_30_day_unlimited                                2173.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             3.0\n",
      "transit_check_metrocard                            54.0\n",
      "lib_special_senior                                  2.0\n",
      "rail_road_unlimited_no_trade                       19.0\n",
      "transit_check_metrocard_annual_metrocard           64.0\n",
      "mail_and_ride_ezpay_express                       173.0\n",
      "mail_and_ride_unlimited                            15.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 33.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       96369.0\n",
      "senior_citizen_disabled                          4758.0\n",
      "_7_day_ada_farecard_access_system_unlimited       215.0\n",
      "_30_day_ada_farecard_access_system_unlimited      568.0\n",
      "joint_rail_road_ticket                             29.0\n",
      "_7_day_unlimited                                16892.0\n",
      "_30_day_unlimited                               18084.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            62.0\n",
      "transit_check_metrocard                           588.0\n",
      "lib_special_senior                                 37.0\n",
      "rail_road_unlimited_no_trade                       19.0\n",
      "transit_check_metrocard_annual_metrocard         3719.0\n",
      "mail_and_ride_ezpay_express                      1338.0\n",
      "mail_and_ride_unlimited                           901.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                               1232.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       41412.0\n",
      "senior_citizen_disabled                          1397.0\n",
      "_7_day_ada_farecard_access_system_unlimited       115.0\n",
      "_30_day_ada_farecard_access_system_unlimited      136.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                 8121.0\n",
      "_30_day_unlimited                                7627.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            26.0\n",
      "transit_check_metrocard                           156.0\n",
      "lib_special_senior                                  7.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          905.0\n",
      "mail_and_ride_ezpay_express                       483.0\n",
      "mail_and_ride_unlimited                           347.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                429.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       34820.0\n",
      "senior_citizen_disabled                          1875.0\n",
      "_7_day_ada_farecard_access_system_unlimited        78.0\n",
      "_30_day_ada_farecard_access_system_unlimited      187.0\n",
      "joint_rail_road_ticket                              4.0\n",
      "_7_day_unlimited                                 7763.0\n",
      "_30_day_unlimited                                6499.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            12.0\n",
      "transit_check_metrocard                            74.0\n",
      "lib_special_senior                                  2.0\n",
      "rail_road_unlimited_no_trade                       17.0\n",
      "transit_check_metrocard_annual_metrocard          638.0\n",
      "mail_and_ride_ezpay_express                       284.0\n",
      "mail_and_ride_unlimited                           204.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                260.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       37938.0\n",
      "senior_citizen_disabled                          4136.0\n",
      "_7_day_ada_farecard_access_system_unlimited       197.0\n",
      "_30_day_ada_farecard_access_system_unlimited      396.0\n",
      "joint_rail_road_ticket                             11.0\n",
      "_7_day_unlimited                                 8103.0\n",
      "_30_day_unlimited                                9615.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            42.0\n",
      "transit_check_metrocard                           230.0\n",
      "lib_special_senior                                 19.0\n",
      "rail_road_unlimited_no_trade                       35.0\n",
      "transit_check_metrocard_annual_metrocard         1644.0\n",
      "mail_and_ride_ezpay_express                       976.0\n",
      "mail_and_ride_unlimited                           573.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                406.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       28642.0\n",
      "senior_citizen_disabled                          1568.0\n",
      "_7_day_ada_farecard_access_system_unlimited        42.0\n",
      "_30_day_ada_farecard_access_system_unlimited      158.0\n",
      "joint_rail_road_ticket                             10.0\n",
      "_7_day_unlimited                                 6023.0\n",
      "_30_day_unlimited                                4886.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            20.0\n",
      "transit_check_metrocard                           201.0\n",
      "lib_special_senior                                 12.0\n",
      "rail_road_unlimited_no_trade                       12.0\n",
      "transit_check_metrocard_annual_metrocard          567.0\n",
      "mail_and_ride_ezpay_express                       519.0\n",
      "mail_and_ride_unlimited                           263.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                396.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       25826.0\n",
      "senior_citizen_disabled                          1419.0\n",
      "_7_day_ada_farecard_access_system_unlimited       120.0\n",
      "_30_day_ada_farecard_access_system_unlimited      186.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                11180.0\n",
      "_30_day_unlimited                                7043.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             5.0\n",
      "transit_check_metrocard                           150.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          675.0\n",
      "mail_and_ride_ezpay_express                       130.0\n",
      "mail_and_ride_unlimited                           161.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                158.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       88746.0\n",
      "senior_citizen_disabled                          5652.0\n",
      "_7_day_ada_farecard_access_system_unlimited       241.0\n",
      "_30_day_ada_farecard_access_system_unlimited      764.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                20461.0\n",
      "_30_day_unlimited                               23651.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             6.0\n",
      "transit_check_metrocard                           633.0\n",
      "lib_special_senior                                143.0\n",
      "rail_road_unlimited_no_trade                        3.0\n",
      "transit_check_metrocard_annual_metrocard         2234.0\n",
      "mail_and_ride_ezpay_express                       734.0\n",
      "mail_and_ride_unlimited                           820.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                612.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       23630.0\n",
      "senior_citizen_disabled                          1813.0\n",
      "_7_day_ada_farecard_access_system_unlimited       101.0\n",
      "_30_day_ada_farecard_access_system_unlimited      119.0\n",
      "joint_rail_road_ticket                             10.0\n",
      "_7_day_unlimited                                 4644.0\n",
      "_30_day_unlimited                                6065.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            12.0\n",
      "transit_check_metrocard                           118.0\n",
      "lib_special_senior                                 55.0\n",
      "rail_road_unlimited_no_trade                        2.0\n",
      "transit_check_metrocard_annual_metrocard          495.0\n",
      "mail_and_ride_ezpay_express                       239.0\n",
      "mail_and_ride_unlimited                            94.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                192.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       44902.0\n",
      "senior_citizen_disabled                          2601.0\n",
      "_7_day_ada_farecard_access_system_unlimited       107.0\n",
      "_30_day_ada_farecard_access_system_unlimited      321.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                 9639.0\n",
      "_30_day_unlimited                                8541.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            16.0\n",
      "transit_check_metrocard                           181.0\n",
      "lib_special_senior                                  5.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          849.0\n",
      "mail_and_ride_ezpay_express                       540.0\n",
      "mail_and_ride_unlimited                           336.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                517.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       53899.0\n",
      "senior_citizen_disabled                          6252.0\n",
      "_7_day_ada_farecard_access_system_unlimited       223.0\n",
      "_30_day_ada_farecard_access_system_unlimited      677.0\n",
      "joint_rail_road_ticket                             15.0\n",
      "_7_day_unlimited                                10535.0\n",
      "_30_day_unlimited                               15155.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            41.0\n",
      "transit_check_metrocard                           270.0\n",
      "lib_special_senior                                139.0\n",
      "rail_road_unlimited_no_trade                       23.0\n",
      "transit_check_metrocard_annual_metrocard         3383.0\n",
      "mail_and_ride_ezpay_express                       716.0\n",
      "mail_and_ride_unlimited                           380.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                439.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       54606.0\n",
      "senior_citizen_disabled                          3257.0\n",
      "_7_day_ada_farecard_access_system_unlimited       181.0\n",
      "_30_day_ada_farecard_access_system_unlimited      323.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                11712.0\n",
      "_30_day_unlimited                               10699.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            28.0\n",
      "transit_check_metrocard                           294.0\n",
      "lib_special_senior                                 24.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1385.0\n",
      "mail_and_ride_ezpay_express                       748.0\n",
      "mail_and_ride_unlimited                           441.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                577.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       34320.0\n",
      "senior_citizen_disabled                          3352.0\n",
      "_7_day_ada_farecard_access_system_unlimited       346.0\n",
      "_30_day_ada_farecard_access_system_unlimited      433.0\n",
      "joint_rail_road_ticket                             10.0\n",
      "_7_day_unlimited                                 6715.0\n",
      "_30_day_unlimited                               10630.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            55.0\n",
      "transit_check_metrocard                           102.0\n",
      "lib_special_senior                                 18.0\n",
      "rail_road_unlimited_no_trade                       19.0\n",
      "transit_check_metrocard_annual_metrocard         2765.0\n",
      "mail_and_ride_ezpay_express                       524.0\n",
      "mail_and_ride_unlimited                           426.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                480.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       64726.0\n",
      "senior_citizen_disabled                          5347.0\n",
      "_7_day_ada_farecard_access_system_unlimited       376.0\n",
      "_30_day_ada_farecard_access_system_unlimited      422.0\n",
      "joint_rail_road_ticket                             20.0\n",
      "_7_day_unlimited                                22704.0\n",
      "_30_day_unlimited                               13524.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            14.0\n",
      "transit_check_metrocard                           128.0\n",
      "lib_special_senior                                 56.0\n",
      "rail_road_unlimited_no_trade                       16.0\n",
      "transit_check_metrocard_annual_metrocard         1932.0\n",
      "mail_and_ride_ezpay_express                       312.0\n",
      "mail_and_ride_unlimited                           438.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                452.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       42943.0\n",
      "senior_citizen_disabled                          2954.0\n",
      "_7_day_ada_farecard_access_system_unlimited       106.0\n",
      "_30_day_ada_farecard_access_system_unlimited      471.0\n",
      "joint_rail_road_ticket                              8.0\n",
      "_7_day_unlimited                                10316.0\n",
      "_30_day_unlimited                                9759.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            17.0\n",
      "transit_check_metrocard                           218.0\n",
      "lib_special_senior                                 35.0\n",
      "rail_road_unlimited_no_trade                        7.0\n",
      "transit_check_metrocard_annual_metrocard         1105.0\n",
      "mail_and_ride_ezpay_express                       435.0\n",
      "mail_and_ride_unlimited                           299.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                437.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       18697.0\n",
      "senior_citizen_disabled                          1091.0\n",
      "_7_day_ada_farecard_access_system_unlimited        78.0\n",
      "_30_day_ada_farecard_access_system_unlimited      175.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 4528.0\n",
      "_30_day_unlimited                                3707.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            18.0\n",
      "transit_check_metrocard                           103.0\n",
      "lib_special_senior                                 18.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          665.0\n",
      "mail_and_ride_ezpay_express                       142.0\n",
      "mail_and_ride_unlimited                           138.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                170.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       13680.0\n",
      "senior_citizen_disabled                          1392.0\n",
      "_7_day_ada_farecard_access_system_unlimited        88.0\n",
      "_30_day_ada_farecard_access_system_unlimited      206.0\n",
      "joint_rail_road_ticket                              4.0\n",
      "_7_day_unlimited                                 3413.0\n",
      "_30_day_unlimited                                3958.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             2.0\n",
      "transit_check_metrocard                            81.0\n",
      "lib_special_senior                                 26.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          362.0\n",
      "mail_and_ride_ezpay_express                       151.0\n",
      "mail_and_ride_unlimited                            66.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 63.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       23637.0\n",
      "senior_citizen_disabled                          3117.0\n",
      "_7_day_ada_farecard_access_system_unlimited       129.0\n",
      "_30_day_ada_farecard_access_system_unlimited      280.0\n",
      "joint_rail_road_ticket                              7.0\n",
      "_7_day_unlimited                                 3215.0\n",
      "_30_day_unlimited                                4702.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             5.0\n",
      "transit_check_metrocard                            59.0\n",
      "lib_special_senior                                 27.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          315.0\n",
      "mail_and_ride_ezpay_express                       272.0\n",
      "mail_and_ride_unlimited                            88.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                129.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       33563.0\n",
      "senior_citizen_disabled                          1351.0\n",
      "_7_day_ada_farecard_access_system_unlimited        65.0\n",
      "_30_day_ada_farecard_access_system_unlimited      246.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 7468.0\n",
      "_30_day_unlimited                                7402.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             2.0\n",
      "transit_check_metrocard                           112.0\n",
      "lib_special_senior                                 10.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          906.0\n",
      "mail_and_ride_ezpay_express                       269.0\n",
      "mail_and_ride_unlimited                           309.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                494.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       45013.0\n",
      "senior_citizen_disabled                          1330.0\n",
      "_7_day_ada_farecard_access_system_unlimited        83.0\n",
      "_30_day_ada_farecard_access_system_unlimited      224.0\n",
      "joint_rail_road_ticket                              8.0\n",
      "_7_day_unlimited                                11371.0\n",
      "_30_day_unlimited                                9177.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             4.0\n",
      "transit_check_metrocard                           139.0\n",
      "lib_special_senior                                 18.0\n",
      "rail_road_unlimited_no_trade                       16.0\n",
      "transit_check_metrocard_annual_metrocard         1009.0\n",
      "mail_and_ride_ezpay_express                       327.0\n",
      "mail_and_ride_unlimited                           324.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                289.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       37418.0\n",
      "senior_citizen_disabled                          2804.0\n",
      "_7_day_ada_farecard_access_system_unlimited       131.0\n",
      "_30_day_ada_farecard_access_system_unlimited      284.0\n",
      "joint_rail_road_ticket                              4.0\n",
      "_7_day_unlimited                                 9735.0\n",
      "_30_day_unlimited                                9637.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             7.0\n",
      "transit_check_metrocard                           156.0\n",
      "lib_special_senior                                 23.0\n",
      "rail_road_unlimited_no_trade                        9.0\n",
      "transit_check_metrocard_annual_metrocard         1177.0\n",
      "mail_and_ride_ezpay_express                       487.0\n",
      "mail_and_ride_unlimited                           374.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                409.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       70889.0\n",
      "senior_citizen_disabled                          1982.0\n",
      "_7_day_ada_farecard_access_system_unlimited       107.0\n",
      "_30_day_ada_farecard_access_system_unlimited      204.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                14278.0\n",
      "_30_day_unlimited                               11998.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            18.0\n",
      "transit_check_metrocard                           336.0\n",
      "lib_special_senior                                  6.0\n",
      "rail_road_unlimited_no_trade                        7.0\n",
      "transit_check_metrocard_annual_metrocard         1483.0\n",
      "mail_and_ride_ezpay_express                       783.0\n",
      "mail_and_ride_unlimited                           671.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                               1009.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       37992.0\n",
      "senior_citizen_disabled                          1373.0\n",
      "_7_day_ada_farecard_access_system_unlimited        97.0\n",
      "_30_day_ada_farecard_access_system_unlimited      256.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 9537.0\n",
      "_30_day_unlimited                                6344.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            10.0\n",
      "transit_check_metrocard                           122.0\n",
      "lib_special_senior                                 20.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1116.0\n",
      "mail_and_ride_ezpay_express                       350.0\n",
      "mail_and_ride_unlimited                           507.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                494.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "full_fare                                       22480.0\n",
      "senior_citizen_disabled                          1216.0\n",
      "_7_day_ada_farecard_access_system_unlimited        87.0\n",
      "_30_day_ada_farecard_access_system_unlimited      231.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                 6663.0\n",
      "_30_day_unlimited                                3921.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            27.0\n",
      "transit_check_metrocard                            74.0\n",
      "lib_special_senior                                  6.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          426.0\n",
      "mail_and_ride_ezpay_express                       220.0\n",
      "mail_and_ride_unlimited                           122.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                191.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       11997.0\n",
      "senior_citizen_disabled                          1058.0\n",
      "_7_day_ada_farecard_access_system_unlimited        53.0\n",
      "_30_day_ada_farecard_access_system_unlimited      173.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 2132.0\n",
      "_30_day_unlimited                                2471.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             1.0\n",
      "transit_check_metrocard                            67.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          342.0\n",
      "mail_and_ride_ezpay_express                       146.0\n",
      "mail_and_ride_unlimited                            86.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 56.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       29396.0\n",
      "senior_citizen_disabled                          3012.0\n",
      "_7_day_ada_farecard_access_system_unlimited       216.0\n",
      "_30_day_ada_farecard_access_system_unlimited      392.0\n",
      "joint_rail_road_ticket                             21.0\n",
      "_7_day_unlimited                                 9010.0\n",
      "_30_day_unlimited                               10207.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           112.0\n",
      "transit_check_metrocard                           301.0\n",
      "lib_special_senior                                 32.0\n",
      "rail_road_unlimited_no_trade                      112.0\n",
      "transit_check_metrocard_annual_metrocard          944.0\n",
      "mail_and_ride_ezpay_express                       445.0\n",
      "mail_and_ride_unlimited                           485.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                271.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       43973.0\n",
      "senior_citizen_disabled                          3200.0\n",
      "_7_day_ada_farecard_access_system_unlimited       362.0\n",
      "_30_day_ada_farecard_access_system_unlimited      461.0\n",
      "joint_rail_road_ticket                              8.0\n",
      "_7_day_unlimited                                17488.0\n",
      "_30_day_unlimited                                9237.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             7.0\n",
      "transit_check_metrocard                           112.0\n",
      "lib_special_senior                                 18.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1422.0\n",
      "mail_and_ride_ezpay_express                       285.0\n",
      "mail_and_ride_unlimited                           493.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                381.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       7805.0\n",
      "senior_citizen_disabled                          621.0\n",
      "_7_day_ada_farecard_access_system_unlimited      108.0\n",
      "_30_day_ada_farecard_access_system_unlimited      90.0\n",
      "joint_rail_road_ticket                             0.0\n",
      "_7_day_unlimited                                2120.0\n",
      "_30_day_unlimited                               1615.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            1.0\n",
      "transit_check_metrocard                           40.0\n",
      "lib_special_senior                                 4.0\n",
      "rail_road_unlimited_no_trade                       0.0\n",
      "transit_check_metrocard_annual_metrocard         285.0\n",
      "mail_and_ride_ezpay_express                       86.0\n",
      "mail_and_ride_unlimited                          109.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                                81.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       30251.0\n",
      "senior_citizen_disabled                          1585.0\n",
      "_7_day_ada_farecard_access_system_unlimited       139.0\n",
      "_30_day_ada_farecard_access_system_unlimited      254.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                14153.0\n",
      "_30_day_unlimited                                5987.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            53.0\n",
      "transit_check_metrocard                            94.0\n",
      "lib_special_senior                                 24.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          916.0\n",
      "mail_and_ride_ezpay_express                       228.0\n",
      "mail_and_ride_unlimited                           109.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                167.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    2.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       64164.0\n",
      "senior_citizen_disabled                          2981.0\n",
      "_7_day_ada_farecard_access_system_unlimited       137.0\n",
      "_30_day_ada_farecard_access_system_unlimited      447.0\n",
      "joint_rail_road_ticket                             40.0\n",
      "_7_day_unlimited                                13826.0\n",
      "_30_day_unlimited                               15133.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           116.0\n",
      "transit_check_metrocard                           490.0\n",
      "lib_special_senior                                 45.0\n",
      "rail_road_unlimited_no_trade                       60.0\n",
      "transit_check_metrocard_annual_metrocard         1753.0\n",
      "mail_and_ride_ezpay_express                      1309.0\n",
      "mail_and_ride_unlimited                           885.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                633.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       12987.0\n",
      "senior_citizen_disabled                           913.0\n",
      "_7_day_ada_farecard_access_system_unlimited       109.0\n",
      "_30_day_ada_farecard_access_system_unlimited      102.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 3293.0\n",
      "_30_day_unlimited                                3115.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             2.0\n",
      "transit_check_metrocard                            28.0\n",
      "lib_special_senior                                  2.0\n",
      "rail_road_unlimited_no_trade                        2.0\n",
      "transit_check_metrocard_annual_metrocard          418.0\n",
      "mail_and_ride_ezpay_express                        90.0\n",
      "mail_and_ride_unlimited                           131.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 71.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       20206.0\n",
      "senior_citizen_disabled                          1163.0\n",
      "_7_day_ada_farecard_access_system_unlimited       111.0\n",
      "_30_day_ada_farecard_access_system_unlimited      171.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 5983.0\n",
      "_30_day_unlimited                                3967.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             7.0\n",
      "transit_check_metrocard                            37.0\n",
      "lib_special_senior                                 10.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          278.0\n",
      "mail_and_ride_ezpay_express                       260.0\n",
      "mail_and_ride_unlimited                           144.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                120.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       41582.0\n",
      "senior_citizen_disabled                           871.0\n",
      "_7_day_ada_farecard_access_system_unlimited        43.0\n",
      "_30_day_ada_farecard_access_system_unlimited      128.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 9935.0\n",
      "_30_day_unlimited                                6448.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            34.0\n",
      "transit_check_metrocard                           171.0\n",
      "lib_special_senior                                  2.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          630.0\n",
      "mail_and_ride_ezpay_express                       231.0\n",
      "mail_and_ride_unlimited                           277.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                459.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       17719.0\n",
      "senior_citizen_disabled                          2113.0\n",
      "_7_day_ada_farecard_access_system_unlimited       168.0\n",
      "_30_day_ada_farecard_access_system_unlimited      300.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 4114.0\n",
      "_30_day_unlimited                                4780.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            10.0\n",
      "transit_check_metrocard                           118.0\n",
      "lib_special_senior                                 20.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          575.0\n",
      "mail_and_ride_ezpay_express                       281.0\n",
      "mail_and_ride_unlimited                           341.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                206.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       28111.0\n",
      "senior_citizen_disabled                          2519.0\n",
      "_7_day_ada_farecard_access_system_unlimited       140.0\n",
      "_30_day_ada_farecard_access_system_unlimited      214.0\n",
      "joint_rail_road_ticket                              7.0\n",
      "_7_day_unlimited                                 6048.0\n",
      "_30_day_unlimited                                5827.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            24.0\n",
      "transit_check_metrocard                           227.0\n",
      "lib_special_senior                                  9.0\n",
      "rail_road_unlimited_no_trade                       15.0\n",
      "transit_check_metrocard_annual_metrocard          725.0\n",
      "mail_and_ride_ezpay_express                       528.0\n",
      "mail_and_ride_unlimited                           368.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                333.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       36186.0\n",
      "senior_citizen_disabled                          1926.0\n",
      "_7_day_ada_farecard_access_system_unlimited       147.0\n",
      "_30_day_ada_farecard_access_system_unlimited      269.0\n",
      "joint_rail_road_ticket                              6.0\n",
      "_7_day_unlimited                                 9743.0\n",
      "_30_day_unlimited                                8542.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            55.0\n",
      "transit_check_metrocard                           173.0\n",
      "lib_special_senior                                  6.0\n",
      "rail_road_unlimited_no_trade                       43.0\n",
      "transit_check_metrocard_annual_metrocard         1135.0\n",
      "mail_and_ride_ezpay_express                       661.0\n",
      "mail_and_ride_unlimited                           433.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                414.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       18703.0\n",
      "senior_citizen_disabled                           911.0\n",
      "_7_day_ada_farecard_access_system_unlimited       182.0\n",
      "_30_day_ada_farecard_access_system_unlimited      105.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                 4809.0\n",
      "_30_day_unlimited                                3455.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            27.0\n",
      "transit_check_metrocard                            91.0\n",
      "lib_special_senior                                 22.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          612.0\n",
      "mail_and_ride_ezpay_express                       131.0\n",
      "mail_and_ride_unlimited                           162.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                287.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       18981.0\n",
      "senior_citizen_disabled                           899.0\n",
      "_7_day_ada_farecard_access_system_unlimited       117.0\n",
      "_30_day_ada_farecard_access_system_unlimited       72.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                 4170.0\n",
      "_30_day_unlimited                                3878.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             7.0\n",
      "transit_check_metrocard                           124.0\n",
      "lib_special_senior                                  6.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          511.0\n",
      "mail_and_ride_ezpay_express                       295.0\n",
      "mail_and_ride_unlimited                           257.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                364.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       31520.0\n",
      "senior_citizen_disabled                          1991.0\n",
      "_7_day_ada_farecard_access_system_unlimited       288.0\n",
      "_30_day_ada_farecard_access_system_unlimited      194.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 7346.0\n",
      "_30_day_unlimited                                3977.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            12.0\n",
      "transit_check_metrocard                            74.0\n",
      "lib_special_senior                                 20.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          334.0\n",
      "mail_and_ride_ezpay_express                        97.0\n",
      "mail_and_ride_unlimited                            73.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                306.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       31767.0\n",
      "senior_citizen_disabled                           883.0\n",
      "_7_day_ada_farecard_access_system_unlimited        70.0\n",
      "_30_day_ada_farecard_access_system_unlimited       43.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 7558.0\n",
      "_30_day_unlimited                                5101.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             9.0\n",
      "transit_check_metrocard                           102.0\n",
      "lib_special_senior                                  5.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          781.0\n",
      "mail_and_ride_ezpay_express                       119.0\n",
      "mail_and_ride_unlimited                           276.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                350.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       22933.0\n",
      "senior_citizen_disabled                           699.0\n",
      "_7_day_ada_farecard_access_system_unlimited        27.0\n",
      "_30_day_ada_farecard_access_system_unlimited       60.0\n",
      "joint_rail_road_ticket                             20.0\n",
      "_7_day_unlimited                                 5846.0\n",
      "_30_day_unlimited                                4316.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             8.0\n",
      "transit_check_metrocard                            91.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          591.0\n",
      "mail_and_ride_ezpay_express                       150.0\n",
      "mail_and_ride_unlimited                           120.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                256.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       43188.0\n",
      "senior_citizen_disabled                          3083.0\n",
      "_7_day_ada_farecard_access_system_unlimited       127.0\n",
      "_30_day_ada_farecard_access_system_unlimited      322.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 6040.0\n",
      "_30_day_unlimited                                8931.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            31.0\n",
      "transit_check_metrocard                           296.0\n",
      "lib_special_senior                                 31.0\n",
      "rail_road_unlimited_no_trade                        4.0\n",
      "transit_check_metrocard_annual_metrocard         1705.0\n",
      "mail_and_ride_ezpay_express                      1122.0\n",
      "mail_and_ride_unlimited                           528.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                592.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       21013.0\n",
      "senior_citizen_disabled                          1987.0\n",
      "_7_day_ada_farecard_access_system_unlimited        80.0\n",
      "_30_day_ada_farecard_access_system_unlimited      233.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 3044.0\n",
      "_30_day_unlimited                                3880.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             6.0\n",
      "transit_check_metrocard                           193.0\n",
      "lib_special_senior                                 17.0\n",
      "rail_road_unlimited_no_trade                        2.0\n",
      "transit_check_metrocard_annual_metrocard          533.0\n",
      "mail_and_ride_ezpay_express                       380.0\n",
      "mail_and_ride_unlimited                           161.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                230.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       35549.0\n",
      "senior_citizen_disabled                          2147.0\n",
      "_7_day_ada_farecard_access_system_unlimited       169.0\n",
      "_30_day_ada_farecard_access_system_unlimited      320.0\n",
      "joint_rail_road_ticket                            103.0\n",
      "_7_day_unlimited                                 8697.0\n",
      "_30_day_unlimited                                7124.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           178.0\n",
      "transit_check_metrocard                           168.0\n",
      "lib_special_senior                                  5.0\n",
      "rail_road_unlimited_no_trade                       50.0\n",
      "transit_check_metrocard_annual_metrocard          917.0\n",
      "mail_and_ride_ezpay_express                       468.0\n",
      "mail_and_ride_unlimited                           413.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                271.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       25480.0\n",
      "senior_citizen_disabled                          1388.0\n",
      "_7_day_ada_farecard_access_system_unlimited        29.0\n",
      "_30_day_ada_farecard_access_system_unlimited      210.0\n",
      "joint_rail_road_ticket                              8.0\n",
      "_7_day_unlimited                                 6775.0\n",
      "_30_day_unlimited                                5925.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            92.0\n",
      "transit_check_metrocard                           221.0\n",
      "lib_special_senior                                 22.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1632.0\n",
      "mail_and_ride_ezpay_express                       176.0\n",
      "mail_and_ride_unlimited                           337.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                156.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       16776.0\n",
      "senior_citizen_disabled                           916.0\n",
      "_7_day_ada_farecard_access_system_unlimited        32.0\n",
      "_30_day_ada_farecard_access_system_unlimited      120.0\n",
      "joint_rail_road_ticket                              8.0\n",
      "_7_day_unlimited                                 4518.0\n",
      "_30_day_unlimited                                2645.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             5.0\n",
      "transit_check_metrocard                            28.0\n",
      "lib_special_senior                                 10.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          639.0\n",
      "mail_and_ride_ezpay_express                        59.0\n",
      "mail_and_ride_unlimited                            57.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 39.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       152739.0\n",
      "senior_citizen_disabled                          10068.0\n",
      "_7_day_ada_farecard_access_system_unlimited        707.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1127.0\n",
      "joint_rail_road_ticket                             904.0\n",
      "_7_day_unlimited                                 22209.0\n",
      "_30_day_unlimited                                23537.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            209.0\n",
      "transit_check_metrocard                            802.0\n",
      "lib_special_senior                                 102.0\n",
      "rail_road_unlimited_no_trade                      1646.0\n",
      "transit_check_metrocard_annual_metrocard          3966.0\n",
      "mail_and_ride_ezpay_express                       3213.0\n",
      "mail_and_ride_unlimited                           1073.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                1421.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       39486.0\n",
      "senior_citizen_disabled                           672.0\n",
      "_7_day_ada_farecard_access_system_unlimited        16.0\n",
      "_30_day_ada_farecard_access_system_unlimited      202.0\n",
      "joint_rail_road_ticket                              6.0\n",
      "_7_day_unlimited                                 8110.0\n",
      "_30_day_unlimited                                7042.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            21.0\n",
      "transit_check_metrocard                           155.0\n",
      "lib_special_senior                                  6.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          662.0\n",
      "mail_and_ride_ezpay_express                       347.0\n",
      "mail_and_ride_unlimited                           317.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                462.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       24541.0\n",
      "senior_citizen_disabled                           578.0\n",
      "_7_day_ada_farecard_access_system_unlimited        36.0\n",
      "_30_day_ada_farecard_access_system_unlimited       71.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                 7832.0\n",
      "_30_day_unlimited                                4793.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             3.0\n",
      "transit_check_metrocard                            45.0\n",
      "lib_special_senior                                 17.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          534.0\n",
      "mail_and_ride_ezpay_express                        65.0\n",
      "mail_and_ride_unlimited                           248.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                252.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       18863.0\n",
      "senior_citizen_disabled                          1320.0\n",
      "_7_day_ada_farecard_access_system_unlimited        96.0\n",
      "_30_day_ada_farecard_access_system_unlimited      170.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 6911.0\n",
      "_30_day_unlimited                                3601.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            35.0\n",
      "transit_check_metrocard                            37.0\n",
      "lib_special_senior                                  8.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          532.0\n",
      "mail_and_ride_ezpay_express                        78.0\n",
      "mail_and_ride_unlimited                           108.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                135.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       22729.0\n",
      "senior_citizen_disabled                          1491.0\n",
      "_7_day_ada_farecard_access_system_unlimited       239.0\n",
      "_30_day_ada_farecard_access_system_unlimited      334.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 7597.0\n",
      "_30_day_unlimited                                5021.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             7.0\n",
      "transit_check_metrocard                            45.0\n",
      "lib_special_senior                                 14.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          736.0\n",
      "mail_and_ride_ezpay_express                       182.0\n",
      "mail_and_ride_unlimited                           181.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                264.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       36340.0\n",
      "senior_citizen_disabled                          2853.0\n",
      "_7_day_ada_farecard_access_system_unlimited       166.0\n",
      "_30_day_ada_farecard_access_system_unlimited      335.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                 9251.0\n",
      "_30_day_unlimited                                9305.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             4.0\n",
      "transit_check_metrocard                           358.0\n",
      "lib_special_senior                                 26.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          788.0\n",
      "mail_and_ride_ezpay_express                       364.0\n",
      "mail_and_ride_unlimited                           265.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                260.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "full_fare                                       27620.0\n",
      "senior_citizen_disabled                          1310.0\n",
      "_7_day_ada_farecard_access_system_unlimited        55.0\n",
      "_30_day_ada_farecard_access_system_unlimited      259.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                 8595.0\n",
      "_30_day_unlimited                                6278.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             2.0\n",
      "transit_check_metrocard                            59.0\n",
      "lib_special_senior                                 33.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          624.0\n",
      "mail_and_ride_ezpay_express                       133.0\n",
      "mail_and_ride_unlimited                           152.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                311.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       58976.0\n",
      "senior_citizen_disabled                          3680.0\n",
      "_7_day_ada_farecard_access_system_unlimited       298.0\n",
      "_30_day_ada_farecard_access_system_unlimited      430.0\n",
      "joint_rail_road_ticket                              6.0\n",
      "_7_day_unlimited                                13253.0\n",
      "_30_day_unlimited                               11667.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            26.0\n",
      "transit_check_metrocard                           272.0\n",
      "lib_special_senior                                 53.0\n",
      "rail_road_unlimited_no_trade                       12.0\n",
      "transit_check_metrocard_annual_metrocard         1439.0\n",
      "mail_and_ride_ezpay_express                       854.0\n",
      "mail_and_ride_unlimited                           487.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                674.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       40659.0\n",
      "senior_citizen_disabled                          1600.0\n",
      "_7_day_ada_farecard_access_system_unlimited       147.0\n",
      "_30_day_ada_farecard_access_system_unlimited      181.0\n",
      "joint_rail_road_ticket                              8.0\n",
      "_7_day_unlimited                                10333.0\n",
      "_30_day_unlimited                                7682.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            27.0\n",
      "transit_check_metrocard                           201.0\n",
      "lib_special_senior                                 22.0\n",
      "rail_road_unlimited_no_trade                       20.0\n",
      "transit_check_metrocard_annual_metrocard          572.0\n",
      "mail_and_ride_ezpay_express                       575.0\n",
      "mail_and_ride_unlimited                           455.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                467.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       43890.0\n",
      "senior_citizen_disabled                          3032.0\n",
      "_7_day_ada_farecard_access_system_unlimited       123.0\n",
      "_30_day_ada_farecard_access_system_unlimited      278.0\n",
      "joint_rail_road_ticket                             11.0\n",
      "_7_day_unlimited                                 9575.0\n",
      "_30_day_unlimited                                9243.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           112.0\n",
      "transit_check_metrocard                           322.0\n",
      "lib_special_senior                                 11.0\n",
      "rail_road_unlimited_no_trade                        5.0\n",
      "transit_check_metrocard_annual_metrocard         1418.0\n",
      "mail_and_ride_ezpay_express                       871.0\n",
      "mail_and_ride_unlimited                           424.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                474.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       45917.0\n",
      "senior_citizen_disabled                          3831.0\n",
      "_7_day_ada_farecard_access_system_unlimited       309.0\n",
      "_30_day_ada_farecard_access_system_unlimited      689.0\n",
      "joint_rail_road_ticket                             22.0\n",
      "_7_day_unlimited                                12899.0\n",
      "_30_day_unlimited                               10209.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            43.0\n",
      "transit_check_metrocard                           118.0\n",
      "lib_special_senior                                 39.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1078.0\n",
      "mail_and_ride_ezpay_express                       280.0\n",
      "mail_and_ride_unlimited                           255.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                333.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       14154.0\n",
      "senior_citizen_disabled                          1150.0\n",
      "_7_day_ada_farecard_access_system_unlimited        21.0\n",
      "_30_day_ada_farecard_access_system_unlimited      102.0\n",
      "joint_rail_road_ticket                             77.0\n",
      "_7_day_unlimited                                 2992.0\n",
      "_30_day_unlimited                                3400.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           282.0\n",
      "transit_check_metrocard                           172.0\n",
      "lib_special_senior                                  6.0\n",
      "rail_road_unlimited_no_trade                      103.0\n",
      "transit_check_metrocard_annual_metrocard          385.0\n",
      "mail_and_ride_ezpay_express                       316.0\n",
      "mail_and_ride_unlimited                           204.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                128.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       27627.0\n",
      "senior_citizen_disabled                          1091.0\n",
      "_7_day_ada_farecard_access_system_unlimited        74.0\n",
      "_30_day_ada_farecard_access_system_unlimited      207.0\n",
      "joint_rail_road_ticket                             36.0\n",
      "_7_day_unlimited                                 4002.0\n",
      "_30_day_unlimited                                3833.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            15.0\n",
      "transit_check_metrocard                           139.0\n",
      "lib_special_senior                                  5.0\n",
      "rail_road_unlimited_no_trade                       43.0\n",
      "transit_check_metrocard_annual_metrocard          464.0\n",
      "mail_and_ride_ezpay_express                       500.0\n",
      "mail_and_ride_unlimited                           233.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                161.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       20749.0\n",
      "senior_citizen_disabled                          1409.0\n",
      "_7_day_ada_farecard_access_system_unlimited       112.0\n",
      "_30_day_ada_farecard_access_system_unlimited       94.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                 5598.0\n",
      "_30_day_unlimited                                4844.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             9.0\n",
      "transit_check_metrocard                            95.0\n",
      "lib_special_senior                                 14.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          594.0\n",
      "mail_and_ride_ezpay_express                       325.0\n",
      "mail_and_ride_unlimited                           175.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 98.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       12774.0\n",
      "senior_citizen_disabled                           538.0\n",
      "_7_day_ada_farecard_access_system_unlimited        34.0\n",
      "_30_day_ada_farecard_access_system_unlimited       67.0\n",
      "joint_rail_road_ticket                              4.0\n",
      "_7_day_unlimited                                 4397.0\n",
      "_30_day_unlimited                                2192.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            12.0\n",
      "transit_check_metrocard                            14.0\n",
      "lib_special_senior                                  2.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          434.0\n",
      "mail_and_ride_ezpay_express                        94.0\n",
      "mail_and_ride_unlimited                           167.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 91.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       26746.0\n",
      "senior_citizen_disabled                          1580.0\n",
      "_7_day_ada_farecard_access_system_unlimited       146.0\n",
      "_30_day_ada_farecard_access_system_unlimited      384.0\n",
      "joint_rail_road_ticket                              9.0\n",
      "_7_day_unlimited                                10866.0\n",
      "_30_day_unlimited                                5806.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             8.0\n",
      "transit_check_metrocard                            52.0\n",
      "lib_special_senior                                  6.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          987.0\n",
      "mail_and_ride_ezpay_express                        78.0\n",
      "mail_and_ride_unlimited                           200.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                140.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       26290.0\n",
      "senior_citizen_disabled                          1238.0\n",
      "_7_day_ada_farecard_access_system_unlimited       226.0\n",
      "_30_day_ada_farecard_access_system_unlimited      158.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                12841.0\n",
      "_30_day_unlimited                                6260.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             5.0\n",
      "transit_check_metrocard                            31.0\n",
      "lib_special_senior                                 26.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          958.0\n",
      "mail_and_ride_ezpay_express                        67.0\n",
      "mail_and_ride_unlimited                           127.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                124.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       85045.0\n",
      "senior_citizen_disabled                          1392.0\n",
      "_7_day_ada_farecard_access_system_unlimited        44.0\n",
      "_30_day_ada_farecard_access_system_unlimited      245.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                32137.0\n",
      "_30_day_unlimited                               10412.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             1.0\n",
      "transit_check_metrocard                           186.0\n",
      "lib_special_senior                                 13.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          647.0\n",
      "mail_and_ride_ezpay_express                       147.0\n",
      "mail_and_ride_unlimited                           109.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                223.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       14252.0\n",
      "senior_citizen_disabled                          1389.0\n",
      "_7_day_ada_farecard_access_system_unlimited        27.0\n",
      "_30_day_ada_farecard_access_system_unlimited      127.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 3600.0\n",
      "_30_day_unlimited                                3879.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             7.0\n",
      "transit_check_metrocard                            48.0\n",
      "lib_special_senior                                 24.0\n",
      "rail_road_unlimited_no_trade                        3.0\n",
      "transit_check_metrocard_annual_metrocard          294.0\n",
      "mail_and_ride_ezpay_express                       137.0\n",
      "mail_and_ride_unlimited                           128.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                166.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       16779.0\n",
      "senior_citizen_disabled                          1964.0\n",
      "_7_day_ada_farecard_access_system_unlimited        25.0\n",
      "_30_day_ada_farecard_access_system_unlimited      224.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 2018.0\n",
      "_30_day_unlimited                                2898.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             3.0\n",
      "transit_check_metrocard                            80.0\n",
      "lib_special_senior                                 10.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          250.0\n",
      "mail_and_ride_ezpay_express                       238.0\n",
      "mail_and_ride_unlimited                           145.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                182.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       12383.0\n",
      "senior_citizen_disabled                           414.0\n",
      "_7_day_ada_farecard_access_system_unlimited        51.0\n",
      "_30_day_ada_farecard_access_system_unlimited       60.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 4332.0\n",
      "_30_day_unlimited                                2602.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             0.0\n",
      "transit_check_metrocard                            21.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          314.0\n",
      "mail_and_ride_ezpay_express                        76.0\n",
      "mail_and_ride_unlimited                            75.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                171.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       17719.0\n",
      "senior_citizen_disabled                          1854.0\n",
      "_7_day_ada_farecard_access_system_unlimited        65.0\n",
      "_30_day_ada_farecard_access_system_unlimited      207.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 4572.0\n",
      "_30_day_unlimited                                3895.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             4.0\n",
      "transit_check_metrocard                            74.0\n",
      "lib_special_senior                                  3.0\n",
      "rail_road_unlimited_no_trade                        8.0\n",
      "transit_check_metrocard_annual_metrocard          612.0\n",
      "mail_and_ride_ezpay_express                       243.0\n",
      "mail_and_ride_unlimited                           126.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                194.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       15508.0\n",
      "senior_citizen_disabled                          1544.0\n",
      "_7_day_ada_farecard_access_system_unlimited        55.0\n",
      "_30_day_ada_farecard_access_system_unlimited      130.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 5999.0\n",
      "_30_day_unlimited                                3553.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             3.0\n",
      "transit_check_metrocard                            71.0\n",
      "lib_special_senior                                 10.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          478.0\n",
      "mail_and_ride_ezpay_express                        62.0\n",
      "mail_and_ride_unlimited                            34.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 88.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       17039.0\n",
      "senior_citizen_disabled                           518.0\n",
      "_7_day_ada_farecard_access_system_unlimited        15.0\n",
      "_30_day_ada_farecard_access_system_unlimited      122.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 5400.0\n",
      "_30_day_unlimited                                2918.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             4.0\n",
      "transit_check_metrocard                            40.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          564.0\n",
      "mail_and_ride_ezpay_express                        95.0\n",
      "mail_and_ride_unlimited                            38.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                100.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       17638.0\n",
      "senior_citizen_disabled                           686.0\n",
      "_7_day_ada_farecard_access_system_unlimited        52.0\n",
      "_30_day_ada_farecard_access_system_unlimited       37.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 4659.0\n",
      "_30_day_unlimited                                3083.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            14.0\n",
      "transit_check_metrocard                            85.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                       11.0\n",
      "transit_check_metrocard_annual_metrocard          497.0\n",
      "mail_and_ride_ezpay_express                       302.0\n",
      "mail_and_ride_unlimited                           173.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                218.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       22458.0\n",
      "senior_citizen_disabled                           894.0\n",
      "_7_day_ada_farecard_access_system_unlimited        71.0\n",
      "_30_day_ada_farecard_access_system_unlimited       99.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                 7946.0\n",
      "_30_day_unlimited                                5990.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             6.0\n",
      "transit_check_metrocard                            74.0\n",
      "lib_special_senior                                  5.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          682.0\n",
      "mail_and_ride_ezpay_express                       298.0\n",
      "mail_and_ride_unlimited                           319.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                334.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       73593.0\n",
      "senior_citizen_disabled                          5710.0\n",
      "_7_day_ada_farecard_access_system_unlimited       304.0\n",
      "_30_day_ada_farecard_access_system_unlimited      621.0\n",
      "joint_rail_road_ticket                             69.0\n",
      "_7_day_unlimited                                18184.0\n",
      "_30_day_unlimited                               20564.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            82.0\n",
      "transit_check_metrocard                           642.0\n",
      "lib_special_senior                                 46.0\n",
      "rail_road_unlimited_no_trade                       74.0\n",
      "transit_check_metrocard_annual_metrocard         2365.0\n",
      "mail_and_ride_ezpay_express                      1522.0\n",
      "mail_and_ride_unlimited                           779.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                660.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       13105.0\n",
      "senior_citizen_disabled                           660.0\n",
      "_7_day_ada_farecard_access_system_unlimited        41.0\n",
      "_30_day_ada_farecard_access_system_unlimited       90.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 3759.0\n",
      "_30_day_unlimited                                2883.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            49.0\n",
      "transit_check_metrocard                           100.0\n",
      "lib_special_senior                                  3.0\n",
      "rail_road_unlimited_no_trade                       10.0\n",
      "transit_check_metrocard_annual_metrocard          213.0\n",
      "mail_and_ride_ezpay_express                       229.0\n",
      "mail_and_ride_unlimited                           156.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                162.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       18848.0\n",
      "senior_citizen_disabled                          2130.0\n",
      "_7_day_ada_farecard_access_system_unlimited        57.0\n",
      "_30_day_ada_farecard_access_system_unlimited      157.0\n",
      "joint_rail_road_ticket                             13.0\n",
      "_7_day_unlimited                                 4878.0\n",
      "_30_day_unlimited                                4186.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            69.0\n",
      "transit_check_metrocard                           170.0\n",
      "lib_special_senior                                 10.0\n",
      "rail_road_unlimited_no_trade                       13.0\n",
      "transit_check_metrocard_annual_metrocard          560.0\n",
      "mail_and_ride_ezpay_express                       297.0\n",
      "mail_and_ride_unlimited                           296.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                200.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       25931.0\n",
      "senior_citizen_disabled                          1619.0\n",
      "_7_day_ada_farecard_access_system_unlimited        45.0\n",
      "_30_day_ada_farecard_access_system_unlimited      172.0\n",
      "joint_rail_road_ticket                              6.0\n",
      "_7_day_unlimited                                 7314.0\n",
      "_30_day_unlimited                                6224.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            60.0\n",
      "transit_check_metrocard                           116.0\n",
      "lib_special_senior                                 11.0\n",
      "rail_road_unlimited_no_trade                        5.0\n",
      "transit_check_metrocard_annual_metrocard          735.0\n",
      "mail_and_ride_ezpay_express                       402.0\n",
      "mail_and_ride_unlimited                           221.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                218.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       30544.0\n",
      "senior_citizen_disabled                          2514.0\n",
      "_7_day_ada_farecard_access_system_unlimited       205.0\n",
      "_30_day_ada_farecard_access_system_unlimited      333.0\n",
      "joint_rail_road_ticket                              6.0\n",
      "_7_day_unlimited                                10092.0\n",
      "_30_day_unlimited                                8444.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            38.0\n",
      "transit_check_metrocard                           119.0\n",
      "lib_special_senior                                 12.0\n",
      "rail_road_unlimited_no_trade                       35.0\n",
      "transit_check_metrocard_annual_metrocard         1349.0\n",
      "mail_and_ride_ezpay_express                       319.0\n",
      "mail_and_ride_unlimited                           353.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                316.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       38484.0\n",
      "senior_citizen_disabled                          3421.0\n",
      "_7_day_ada_farecard_access_system_unlimited       327.0\n",
      "_30_day_ada_farecard_access_system_unlimited      802.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                12762.0\n",
      "_30_day_unlimited                               10665.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            42.0\n",
      "transit_check_metrocard                           212.0\n",
      "lib_special_senior                                 30.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         2009.0\n",
      "mail_and_ride_ezpay_express                       422.0\n",
      "mail_and_ride_unlimited                           523.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                298.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       10880.0\n",
      "senior_citizen_disabled                           527.0\n",
      "_7_day_ada_farecard_access_system_unlimited       102.0\n",
      "_30_day_ada_farecard_access_system_unlimited       86.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 4345.0\n",
      "_30_day_unlimited                                2339.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             2.0\n",
      "transit_check_metrocard                             9.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          284.0\n",
      "mail_and_ride_ezpay_express                        39.0\n",
      "mail_and_ride_unlimited                            34.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 47.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       13346.0\n",
      "senior_citizen_disabled                           700.0\n",
      "_7_day_ada_farecard_access_system_unlimited        22.0\n",
      "_30_day_ada_farecard_access_system_unlimited       81.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 3860.0\n",
      "_30_day_unlimited                                2163.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             8.0\n",
      "transit_check_metrocard                            90.0\n",
      "lib_special_senior                                  2.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          439.0\n",
      "mail_and_ride_ezpay_express                       117.0\n",
      "mail_and_ride_unlimited                            20.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                  9.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       32400.0\n",
      "senior_citizen_disabled                          2456.0\n",
      "_7_day_ada_farecard_access_system_unlimited        53.0\n",
      "_30_day_ada_farecard_access_system_unlimited      188.0\n",
      "joint_rail_road_ticket                              4.0\n",
      "_7_day_unlimited                                10332.0\n",
      "_30_day_unlimited                                7975.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             2.0\n",
      "transit_check_metrocard                           156.0\n",
      "lib_special_senior                                 17.0\n",
      "rail_road_unlimited_no_trade                       12.0\n",
      "transit_check_metrocard_annual_metrocard          700.0\n",
      "mail_and_ride_ezpay_express                       206.0\n",
      "mail_and_ride_unlimited                           208.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                172.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       17924.0\n",
      "senior_citizen_disabled                           787.0\n",
      "_7_day_ada_farecard_access_system_unlimited        31.0\n",
      "_30_day_ada_farecard_access_system_unlimited      106.0\n",
      "joint_rail_road_ticket                             15.0\n",
      "_7_day_unlimited                                 5295.0\n",
      "_30_day_unlimited                                1981.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            10.0\n",
      "transit_check_metrocard                            45.0\n",
      "lib_special_senior                                  7.0\n",
      "rail_road_unlimited_no_trade                        4.0\n",
      "transit_check_metrocard_annual_metrocard          280.0\n",
      "mail_and_ride_ezpay_express                       200.0\n",
      "mail_and_ride_unlimited                           111.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 87.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "full_fare                                       12762.0\n",
      "senior_citizen_disabled                           481.0\n",
      "_7_day_ada_farecard_access_system_unlimited         5.0\n",
      "_30_day_ada_farecard_access_system_unlimited       25.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 2624.0\n",
      "_30_day_unlimited                                2696.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             9.0\n",
      "transit_check_metrocard                           107.0\n",
      "lib_special_senior                                 11.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          562.0\n",
      "mail_and_ride_ezpay_express                        76.0\n",
      "mail_and_ride_unlimited                            62.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 64.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       29716.0\n",
      "senior_citizen_disabled                          1516.0\n",
      "_7_day_ada_farecard_access_system_unlimited       132.0\n",
      "_30_day_ada_farecard_access_system_unlimited      240.0\n",
      "joint_rail_road_ticket                             17.0\n",
      "_7_day_unlimited                                 5575.0\n",
      "_30_day_unlimited                                6216.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            25.0\n",
      "transit_check_metrocard                           178.0\n",
      "lib_special_senior                                 25.0\n",
      "rail_road_unlimited_no_trade                        7.0\n",
      "transit_check_metrocard_annual_metrocard         1490.0\n",
      "mail_and_ride_ezpay_express                       422.0\n",
      "mail_and_ride_unlimited                           283.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                329.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    1.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       9960.0\n",
      "senior_citizen_disabled                         1007.0\n",
      "_7_day_ada_farecard_access_system_unlimited       70.0\n",
      "_30_day_ada_farecard_access_system_unlimited      94.0\n",
      "joint_rail_road_ticket                             0.0\n",
      "_7_day_unlimited                                3423.0\n",
      "_30_day_unlimited                               2418.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            4.0\n",
      "transit_check_metrocard                           11.0\n",
      "lib_special_senior                                 8.0\n",
      "rail_road_unlimited_no_trade                       0.0\n",
      "transit_check_metrocard_annual_metrocard         420.0\n",
      "mail_and_ride_ezpay_express                       38.0\n",
      "mail_and_ride_unlimited                          145.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                               108.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       17673.0\n",
      "senior_citizen_disabled                          1304.0\n",
      "_7_day_ada_farecard_access_system_unlimited        88.0\n",
      "_30_day_ada_farecard_access_system_unlimited      235.0\n",
      "joint_rail_road_ticket                              4.0\n",
      "_7_day_unlimited                                 5125.0\n",
      "_30_day_unlimited                                5025.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            19.0\n",
      "transit_check_metrocard                            62.0\n",
      "lib_special_senior                                 12.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1011.0\n",
      "mail_and_ride_ezpay_express                       196.0\n",
      "mail_and_ride_unlimited                           225.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                195.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       24949.0\n",
      "senior_citizen_disabled                          1630.0\n",
      "_7_day_ada_farecard_access_system_unlimited       226.0\n",
      "_30_day_ada_farecard_access_system_unlimited      337.0\n",
      "joint_rail_road_ticket                              6.0\n",
      "_7_day_unlimited                                 7902.0\n",
      "_30_day_unlimited                                6221.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            36.0\n",
      "transit_check_metrocard                           102.0\n",
      "lib_special_senior                                 10.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1375.0\n",
      "mail_and_ride_ezpay_express                       339.0\n",
      "mail_and_ride_unlimited                           424.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                338.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       28257.0\n",
      "senior_citizen_disabled                          2290.0\n",
      "_7_day_ada_farecard_access_system_unlimited       125.0\n",
      "_30_day_ada_farecard_access_system_unlimited      271.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 7598.0\n",
      "_30_day_unlimited                                6989.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            30.0\n",
      "transit_check_metrocard                           128.0\n",
      "lib_special_senior                                 24.0\n",
      "rail_road_unlimited_no_trade                        5.0\n",
      "transit_check_metrocard_annual_metrocard          941.0\n",
      "mail_and_ride_ezpay_express                       434.0\n",
      "mail_and_ride_unlimited                           519.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                293.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       22956.0\n",
      "senior_citizen_disabled                          1270.0\n",
      "_7_day_ada_farecard_access_system_unlimited       175.0\n",
      "_30_day_ada_farecard_access_system_unlimited      111.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                 3854.0\n",
      "_30_day_unlimited                                2772.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             7.0\n",
      "transit_check_metrocard                            98.0\n",
      "lib_special_senior                                  6.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          435.0\n",
      "mail_and_ride_ezpay_express                       263.0\n",
      "mail_and_ride_unlimited                           179.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                446.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       14088.0\n",
      "senior_citizen_disabled                           939.0\n",
      "_7_day_ada_farecard_access_system_unlimited       158.0\n",
      "_30_day_ada_farecard_access_system_unlimited       15.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 3409.0\n",
      "_30_day_unlimited                                1806.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             0.0\n",
      "transit_check_metrocard                            19.0\n",
      "lib_special_senior                                  7.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          552.0\n",
      "mail_and_ride_ezpay_express                        35.0\n",
      "mail_and_ride_unlimited                            47.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                167.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       5169.0\n",
      "senior_citizen_disabled                          210.0\n",
      "_7_day_ada_farecard_access_system_unlimited       31.0\n",
      "_30_day_ada_farecard_access_system_unlimited      34.0\n",
      "joint_rail_road_ticket                             0.0\n",
      "_7_day_unlimited                                1124.0\n",
      "_30_day_unlimited                                582.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            0.0\n",
      "transit_check_metrocard                            5.0\n",
      "lib_special_senior                                 2.0\n",
      "rail_road_unlimited_no_trade                       0.0\n",
      "transit_check_metrocard_annual_metrocard          95.0\n",
      "mail_and_ride_ezpay_express                       22.0\n",
      "mail_and_ride_unlimited                           29.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                                55.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       6668.0\n",
      "senior_citizen_disabled                          591.0\n",
      "_7_day_ada_farecard_access_system_unlimited       76.0\n",
      "_30_day_ada_farecard_access_system_unlimited      41.0\n",
      "joint_rail_road_ticket                             0.0\n",
      "_7_day_unlimited                                1510.0\n",
      "_30_day_unlimited                                853.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            8.0\n",
      "transit_check_metrocard                            3.0\n",
      "lib_special_senior                                 7.0\n",
      "rail_road_unlimited_no_trade                       0.0\n",
      "transit_check_metrocard_annual_metrocard         195.0\n",
      "mail_and_ride_ezpay_express                       32.0\n",
      "mail_and_ride_unlimited                           57.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                                80.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       14182.0\n",
      "senior_citizen_disabled                          1060.0\n",
      "_7_day_ada_farecard_access_system_unlimited        76.0\n",
      "_30_day_ada_farecard_access_system_unlimited      257.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                 3809.0\n",
      "_30_day_unlimited                                3737.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             2.0\n",
      "transit_check_metrocard                           101.0\n",
      "lib_special_senior                                 25.0\n",
      "rail_road_unlimited_no_trade                        2.0\n",
      "transit_check_metrocard_annual_metrocard          304.0\n",
      "mail_and_ride_ezpay_express                       122.0\n",
      "mail_and_ride_unlimited                           250.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                124.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       18158.0\n",
      "senior_citizen_disabled                          1051.0\n",
      "_7_day_ada_farecard_access_system_unlimited        66.0\n",
      "_30_day_ada_farecard_access_system_unlimited       99.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 5547.0\n",
      "_30_day_unlimited                                4241.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             1.0\n",
      "transit_check_metrocard                            27.0\n",
      "lib_special_senior                                  8.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          374.0\n",
      "mail_and_ride_ezpay_express                        89.0\n",
      "mail_and_ride_unlimited                            89.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                114.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       13445.0\n",
      "senior_citizen_disabled                          1730.0\n",
      "_7_day_ada_farecard_access_system_unlimited        70.0\n",
      "_30_day_ada_farecard_access_system_unlimited      105.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 2243.0\n",
      "_30_day_unlimited                                3403.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             3.0\n",
      "transit_check_metrocard                           113.0\n",
      "lib_special_senior                                 15.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          358.0\n",
      "mail_and_ride_ezpay_express                       216.0\n",
      "mail_and_ride_unlimited                           186.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                148.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       29367.0\n",
      "senior_citizen_disabled                          1470.0\n",
      "_7_day_ada_farecard_access_system_unlimited        64.0\n",
      "_30_day_ada_farecard_access_system_unlimited      143.0\n",
      "joint_rail_road_ticket                              4.0\n",
      "_7_day_unlimited                                 6197.0\n",
      "_30_day_unlimited                                5164.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             1.0\n",
      "transit_check_metrocard                            70.0\n",
      "lib_special_senior                                 56.0\n",
      "rail_road_unlimited_no_trade                       48.0\n",
      "transit_check_metrocard_annual_metrocard          463.0\n",
      "mail_and_ride_ezpay_express                       232.0\n",
      "mail_and_ride_unlimited                           104.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                211.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       11626.0\n",
      "senior_citizen_disabled                          1101.0\n",
      "_7_day_ada_farecard_access_system_unlimited        37.0\n",
      "_30_day_ada_farecard_access_system_unlimited       97.0\n",
      "joint_rail_road_ticket                             19.0\n",
      "_7_day_unlimited                                 2776.0\n",
      "_30_day_unlimited                                2683.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            32.0\n",
      "transit_check_metrocard                            48.0\n",
      "lib_special_senior                                 12.0\n",
      "rail_road_unlimited_no_trade                       28.0\n",
      "transit_check_metrocard_annual_metrocard          203.0\n",
      "mail_and_ride_ezpay_express                       283.0\n",
      "mail_and_ride_unlimited                           195.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 97.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       12662.0\n",
      "senior_citizen_disabled                          1157.0\n",
      "_7_day_ada_farecard_access_system_unlimited       143.0\n",
      "_30_day_ada_farecard_access_system_unlimited      123.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 3784.0\n",
      "_30_day_unlimited                                3219.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             9.0\n",
      "transit_check_metrocard                            22.0\n",
      "lib_special_senior                                  5.0\n",
      "rail_road_unlimited_no_trade                        2.0\n",
      "transit_check_metrocard_annual_metrocard          668.0\n",
      "mail_and_ride_ezpay_express                        60.0\n",
      "mail_and_ride_unlimited                            64.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 69.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       13471.0\n",
      "senior_citizen_disabled                          1366.0\n",
      "_7_day_ada_farecard_access_system_unlimited       132.0\n",
      "_30_day_ada_farecard_access_system_unlimited      127.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 4561.0\n",
      "_30_day_unlimited                                3623.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             2.0\n",
      "transit_check_metrocard                            57.0\n",
      "lib_special_senior                                 22.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          725.0\n",
      "mail_and_ride_ezpay_express                       112.0\n",
      "mail_and_ride_unlimited                           106.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 51.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       21414.0\n",
      "senior_citizen_disabled                           914.0\n",
      "_7_day_ada_farecard_access_system_unlimited       124.0\n",
      "_30_day_ada_farecard_access_system_unlimited      176.0\n",
      "joint_rail_road_ticket                              4.0\n",
      "_7_day_unlimited                                 7094.0\n",
      "_30_day_unlimited                                4680.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            20.0\n",
      "transit_check_metrocard                            94.0\n",
      "lib_special_senior                                  7.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          452.0\n",
      "mail_and_ride_ezpay_express                       205.0\n",
      "mail_and_ride_unlimited                           127.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                110.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       30611.0\n",
      "senior_citizen_disabled                          1903.0\n",
      "_7_day_ada_farecard_access_system_unlimited       108.0\n",
      "_30_day_ada_farecard_access_system_unlimited      163.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                10003.0\n",
      "_30_day_unlimited                                5963.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             8.0\n",
      "transit_check_metrocard                            75.0\n",
      "lib_special_senior                                 52.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          542.0\n",
      "mail_and_ride_ezpay_express                       130.0\n",
      "mail_and_ride_unlimited                           207.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                186.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       9097.0\n",
      "senior_citizen_disabled                          240.0\n",
      "_7_day_ada_farecard_access_system_unlimited       16.0\n",
      "_30_day_ada_farecard_access_system_unlimited      79.0\n",
      "joint_rail_road_ticket                             2.0\n",
      "_7_day_unlimited                                2457.0\n",
      "_30_day_unlimited                               1323.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            1.0\n",
      "transit_check_metrocard                           19.0\n",
      "lib_special_senior                                 2.0\n",
      "rail_road_unlimited_no_trade                      40.0\n",
      "transit_check_metrocard_annual_metrocard         222.0\n",
      "mail_and_ride_ezpay_express                       76.0\n",
      "mail_and_ride_unlimited                           59.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                                75.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   1.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       16811.0\n",
      "senior_citizen_disabled                           834.0\n",
      "_7_day_ada_farecard_access_system_unlimited        96.0\n",
      "_30_day_ada_farecard_access_system_unlimited      106.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 6820.0\n",
      "_30_day_unlimited                                3375.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            11.0\n",
      "transit_check_metrocard                            38.0\n",
      "lib_special_senior                                 17.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          423.0\n",
      "mail_and_ride_ezpay_express                        20.0\n",
      "mail_and_ride_unlimited                            83.0\n",
      "path_2_trip                                         1.0\n",
      "airtrain_full_fare                                 54.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       12459.0\n",
      "senior_citizen_disabled                           775.0\n",
      "_7_day_ada_farecard_access_system_unlimited        93.0\n",
      "_30_day_ada_farecard_access_system_unlimited      198.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 6477.0\n",
      "_30_day_unlimited                                3439.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             6.0\n",
      "transit_check_metrocard                            28.0\n",
      "lib_special_senior                                  9.0\n",
      "rail_road_unlimited_no_trade                       11.0\n",
      "transit_check_metrocard_annual_metrocard          629.0\n",
      "mail_and_ride_ezpay_express                        26.0\n",
      "mail_and_ride_unlimited                            16.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 46.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       18000.0\n",
      "senior_citizen_disabled                           901.0\n",
      "_7_day_ada_farecard_access_system_unlimited        80.0\n",
      "_30_day_ada_farecard_access_system_unlimited       39.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 4396.0\n",
      "_30_day_unlimited                                2973.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            13.0\n",
      "transit_check_metrocard                            58.0\n",
      "lib_special_senior                                  9.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          316.0\n",
      "mail_and_ride_ezpay_express                       129.0\n",
      "mail_and_ride_unlimited                            86.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                255.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       20564.0\n",
      "senior_citizen_disabled                          2482.0\n",
      "_7_day_ada_farecard_access_system_unlimited        91.0\n",
      "_30_day_ada_farecard_access_system_unlimited      378.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 6542.0\n",
      "_30_day_unlimited                                6932.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             1.0\n",
      "transit_check_metrocard                            96.0\n",
      "lib_special_senior                                 74.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          504.0\n",
      "mail_and_ride_ezpay_express                       220.0\n",
      "mail_and_ride_unlimited                           192.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                214.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       11908.0\n",
      "senior_citizen_disabled                           571.0\n",
      "_7_day_ada_farecard_access_system_unlimited        45.0\n",
      "_30_day_ada_farecard_access_system_unlimited       61.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 2532.0\n",
      "_30_day_unlimited                                1568.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             7.0\n",
      "transit_check_metrocard                           136.0\n",
      "lib_special_senior                                 15.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          157.0\n",
      "mail_and_ride_ezpay_express                        63.0\n",
      "mail_and_ride_unlimited                           168.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 58.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       16559.0\n",
      "senior_citizen_disabled                           839.0\n",
      "_7_day_ada_farecard_access_system_unlimited        14.0\n",
      "_30_day_ada_farecard_access_system_unlimited       48.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 2886.0\n",
      "_30_day_unlimited                                2362.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             6.0\n",
      "transit_check_metrocard                           131.0\n",
      "lib_special_senior                                 11.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          232.0\n",
      "mail_and_ride_ezpay_express                       200.0\n",
      "mail_and_ride_unlimited                            99.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 54.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       50159.0\n",
      "senior_citizen_disabled                          2577.0\n",
      "_7_day_ada_farecard_access_system_unlimited       358.0\n",
      "_30_day_ada_farecard_access_system_unlimited      302.0\n",
      "joint_rail_road_ticket                              4.0\n",
      "_7_day_unlimited                                 9066.0\n",
      "_30_day_unlimited                                7473.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            22.0\n",
      "transit_check_metrocard                           438.0\n",
      "lib_special_senior                                 34.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          800.0\n",
      "mail_and_ride_ezpay_express                       265.0\n",
      "mail_and_ride_unlimited                           516.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                169.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       5027.0\n",
      "senior_citizen_disabled                          261.0\n",
      "_7_day_ada_farecard_access_system_unlimited       14.0\n",
      "_30_day_ada_farecard_access_system_unlimited      30.0\n",
      "joint_rail_road_ticket                             0.0\n",
      "_7_day_unlimited                                 551.0\n",
      "_30_day_unlimited                                312.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            1.0\n",
      "transit_check_metrocard                           48.0\n",
      "lib_special_senior                                 0.0\n",
      "rail_road_unlimited_no_trade                       0.0\n",
      "transit_check_metrocard_annual_metrocard          59.0\n",
      "mail_and_ride_ezpay_express                       31.0\n",
      "mail_and_ride_unlimited                           29.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                                90.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       11454.0\n",
      "senior_citizen_disabled                           662.0\n",
      "_7_day_ada_farecard_access_system_unlimited        65.0\n",
      "_30_day_ada_farecard_access_system_unlimited       62.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 2584.0\n",
      "_30_day_unlimited                                1567.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            10.0\n",
      "transit_check_metrocard                            46.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          141.0\n",
      "mail_and_ride_ezpay_express                        49.0\n",
      "mail_and_ride_unlimited                            71.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                216.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       51749.0\n",
      "senior_citizen_disabled                          2756.0\n",
      "_7_day_ada_farecard_access_system_unlimited       289.0\n",
      "_30_day_ada_farecard_access_system_unlimited      407.0\n",
      "joint_rail_road_ticket                              5.0\n",
      "_7_day_unlimited                                12686.0\n",
      "_30_day_unlimited                               13197.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            98.0\n",
      "transit_check_metrocard                           379.0\n",
      "lib_special_senior                                 14.0\n",
      "rail_road_unlimited_no_trade                       63.0\n",
      "transit_check_metrocard_annual_metrocard         1489.0\n",
      "mail_and_ride_ezpay_express                       784.0\n",
      "mail_and_ride_unlimited                           764.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                442.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       8885.0\n",
      "senior_citizen_disabled                          197.0\n",
      "_7_day_ada_farecard_access_system_unlimited        2.0\n",
      "_30_day_ada_farecard_access_system_unlimited      60.0\n",
      "joint_rail_road_ticket                             0.0\n",
      "_7_day_unlimited                                2407.0\n",
      "_30_day_unlimited                               1935.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            0.0\n",
      "transit_check_metrocard                           21.0\n",
      "lib_special_senior                                 4.0\n",
      "rail_road_unlimited_no_trade                       1.0\n",
      "transit_check_metrocard_annual_metrocard         486.0\n",
      "mail_and_ride_ezpay_express                       99.0\n",
      "mail_and_ride_unlimited                          183.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                                84.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "full_fare                                       38078.0\n",
      "senior_citizen_disabled                          2868.0\n",
      "_7_day_ada_farecard_access_system_unlimited       232.0\n",
      "_30_day_ada_farecard_access_system_unlimited      461.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                11149.0\n",
      "_30_day_unlimited                                8005.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            59.0\n",
      "transit_check_metrocard                           138.0\n",
      "lib_special_senior                                 16.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         2193.0\n",
      "mail_and_ride_ezpay_express                       240.0\n",
      "mail_and_ride_unlimited                           298.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                187.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       23944.0\n",
      "senior_citizen_disabled                          1622.0\n",
      "_7_day_ada_farecard_access_system_unlimited       106.0\n",
      "_30_day_ada_farecard_access_system_unlimited      349.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 8073.0\n",
      "_30_day_unlimited                                4557.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            59.0\n",
      "transit_check_metrocard                            68.0\n",
      "lib_special_senior                                 18.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          760.0\n",
      "mail_and_ride_ezpay_express                       105.0\n",
      "mail_and_ride_unlimited                           100.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                106.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       14986.0\n",
      "senior_citizen_disabled                           913.0\n",
      "_7_day_ada_farecard_access_system_unlimited        81.0\n",
      "_30_day_ada_farecard_access_system_unlimited       97.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 5006.0\n",
      "_30_day_unlimited                                2692.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            50.0\n",
      "transit_check_metrocard                           123.0\n",
      "lib_special_senior                                  5.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          676.0\n",
      "mail_and_ride_ezpay_express                        53.0\n",
      "mail_and_ride_unlimited                            20.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 69.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       27668.0\n",
      "senior_citizen_disabled                          2224.0\n",
      "_7_day_ada_farecard_access_system_unlimited       232.0\n",
      "_30_day_ada_farecard_access_system_unlimited      316.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 8665.0\n",
      "_30_day_unlimited                                5043.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            26.0\n",
      "transit_check_metrocard                            63.0\n",
      "lib_special_senior                                 36.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1152.0\n",
      "mail_and_ride_ezpay_express                       116.0\n",
      "mail_and_ride_unlimited                           166.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 68.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    3.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       15096.0\n",
      "senior_citizen_disabled                          1016.0\n",
      "_7_day_ada_farecard_access_system_unlimited       118.0\n",
      "_30_day_ada_farecard_access_system_unlimited      132.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 4493.0\n",
      "_30_day_unlimited                                2576.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             3.0\n",
      "transit_check_metrocard                            25.0\n",
      "lib_special_senior                                  3.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          603.0\n",
      "mail_and_ride_ezpay_express                        35.0\n",
      "mail_and_ride_unlimited                            32.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 48.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       16751.0\n",
      "senior_citizen_disabled                           870.0\n",
      "_7_day_ada_farecard_access_system_unlimited        86.0\n",
      "_30_day_ada_farecard_access_system_unlimited      129.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                 5788.0\n",
      "_30_day_unlimited                                3104.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             8.0\n",
      "transit_check_metrocard                            89.0\n",
      "lib_special_senior                                  5.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          631.0\n",
      "mail_and_ride_ezpay_express                        91.0\n",
      "mail_and_ride_unlimited                            70.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 28.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       25008.0\n",
      "senior_citizen_disabled                          1985.0\n",
      "_7_day_ada_farecard_access_system_unlimited       144.0\n",
      "_30_day_ada_farecard_access_system_unlimited      161.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                 7530.0\n",
      "_30_day_unlimited                                4001.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             2.0\n",
      "transit_check_metrocard                           135.0\n",
      "lib_special_senior                                 19.0\n",
      "rail_road_unlimited_no_trade                        4.0\n",
      "transit_check_metrocard_annual_metrocard          878.0\n",
      "mail_and_ride_ezpay_express                        56.0\n",
      "mail_and_ride_unlimited                            98.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 91.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       36188.0\n",
      "senior_citizen_disabled                          1880.0\n",
      "_7_day_ada_farecard_access_system_unlimited        65.0\n",
      "_30_day_ada_farecard_access_system_unlimited      178.0\n",
      "joint_rail_road_ticket                              5.0\n",
      "_7_day_unlimited                                 7641.0\n",
      "_30_day_unlimited                                8611.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            20.0\n",
      "transit_check_metrocard                            78.0\n",
      "lib_special_senior                                 55.0\n",
      "rail_road_unlimited_no_trade                       21.0\n",
      "transit_check_metrocard_annual_metrocard          197.0\n",
      "mail_and_ride_ezpay_express                       124.0\n",
      "mail_and_ride_unlimited                           175.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                192.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       25979.0\n",
      "senior_citizen_disabled                          1846.0\n",
      "_7_day_ada_farecard_access_system_unlimited        90.0\n",
      "_30_day_ada_farecard_access_system_unlimited      239.0\n",
      "joint_rail_road_ticket                             18.0\n",
      "_7_day_unlimited                                 6102.0\n",
      "_30_day_unlimited                                6735.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            18.0\n",
      "transit_check_metrocard                            65.0\n",
      "lib_special_senior                                 30.0\n",
      "rail_road_unlimited_no_trade                       23.0\n",
      "transit_check_metrocard_annual_metrocard          245.0\n",
      "mail_and_ride_ezpay_express                       281.0\n",
      "mail_and_ride_unlimited                           121.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                124.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       27695.0\n",
      "senior_citizen_disabled                          1628.0\n",
      "_7_day_ada_farecard_access_system_unlimited        86.0\n",
      "_30_day_ada_farecard_access_system_unlimited      326.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 6056.0\n",
      "_30_day_unlimited                               10019.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             4.0\n",
      "transit_check_metrocard                           243.0\n",
      "lib_special_senior                                 35.0\n",
      "rail_road_unlimited_no_trade                        2.0\n",
      "transit_check_metrocard_annual_metrocard          355.0\n",
      "mail_and_ride_ezpay_express                       162.0\n",
      "mail_and_ride_unlimited                           120.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 85.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       31046.0\n",
      "senior_citizen_disabled                          1969.0\n",
      "_7_day_ada_farecard_access_system_unlimited       100.0\n",
      "_30_day_ada_farecard_access_system_unlimited      313.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                 5509.0\n",
      "_30_day_unlimited                               10333.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            64.0\n",
      "transit_check_metrocard                           184.0\n",
      "lib_special_senior                                 76.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          331.0\n",
      "mail_and_ride_ezpay_express                       184.0\n",
      "mail_and_ride_unlimited                            95.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                107.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       34705.0\n",
      "senior_citizen_disabled                          2602.0\n",
      "_7_day_ada_farecard_access_system_unlimited        78.0\n",
      "_30_day_ada_farecard_access_system_unlimited      288.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 6134.0\n",
      "_30_day_unlimited                               10036.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            27.0\n",
      "transit_check_metrocard                           304.0\n",
      "lib_special_senior                                 43.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          460.0\n",
      "mail_and_ride_ezpay_express                       267.0\n",
      "mail_and_ride_unlimited                           140.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                143.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       29818.0\n",
      "senior_citizen_disabled                          1876.0\n",
      "_7_day_ada_farecard_access_system_unlimited        28.0\n",
      "_30_day_ada_farecard_access_system_unlimited      123.0\n",
      "joint_rail_road_ticket                             17.0\n",
      "_7_day_unlimited                                 5623.0\n",
      "_30_day_unlimited                                7122.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            18.0\n",
      "transit_check_metrocard                           141.0\n",
      "lib_special_senior                                 16.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          257.0\n",
      "mail_and_ride_ezpay_express                       189.0\n",
      "mail_and_ride_unlimited                           126.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                117.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       43475.0\n",
      "senior_citizen_disabled                          4339.0\n",
      "_7_day_ada_farecard_access_system_unlimited       133.0\n",
      "_30_day_ada_farecard_access_system_unlimited      495.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 8009.0\n",
      "_30_day_unlimited                               12479.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            25.0\n",
      "transit_check_metrocard                           181.0\n",
      "lib_special_senior                                 62.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          371.0\n",
      "mail_and_ride_ezpay_express                       393.0\n",
      "mail_and_ride_unlimited                           276.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                224.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       24677.0\n",
      "senior_citizen_disabled                          1441.0\n",
      "_7_day_ada_farecard_access_system_unlimited       114.0\n",
      "_30_day_ada_farecard_access_system_unlimited      153.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                 7962.0\n",
      "_30_day_unlimited                                4352.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             1.0\n",
      "transit_check_metrocard                            51.0\n",
      "lib_special_senior                                  8.0\n",
      "rail_road_unlimited_no_trade                       23.0\n",
      "transit_check_metrocard_annual_metrocard         1124.0\n",
      "mail_and_ride_ezpay_express                        87.0\n",
      "mail_and_ride_unlimited                            75.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                121.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       19981.0\n",
      "senior_citizen_disabled                           945.0\n",
      "_7_day_ada_farecard_access_system_unlimited        51.0\n",
      "_30_day_ada_farecard_access_system_unlimited      121.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 4949.0\n",
      "_30_day_unlimited                                3332.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            33.0\n",
      "transit_check_metrocard                            84.0\n",
      "lib_special_senior                                  7.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          721.0\n",
      "mail_and_ride_ezpay_express                       149.0\n",
      "mail_and_ride_unlimited                            91.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 52.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       45365.0\n",
      "senior_citizen_disabled                          3193.0\n",
      "_7_day_ada_farecard_access_system_unlimited       303.0\n",
      "_30_day_ada_farecard_access_system_unlimited      382.0\n",
      "joint_rail_road_ticket                              7.0\n",
      "_7_day_unlimited                                12518.0\n",
      "_30_day_unlimited                                7998.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            27.0\n",
      "transit_check_metrocard                           153.0\n",
      "lib_special_senior                                 15.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         4822.0\n",
      "mail_and_ride_ezpay_express                       437.0\n",
      "mail_and_ride_unlimited                           195.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                342.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       55386.0\n",
      "senior_citizen_disabled                          1698.0\n",
      "_7_day_ada_farecard_access_system_unlimited        92.0\n",
      "_30_day_ada_farecard_access_system_unlimited      360.0\n",
      "joint_rail_road_ticket                              6.0\n",
      "_7_day_unlimited                                14570.0\n",
      "_30_day_unlimited                               10198.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            39.0\n",
      "transit_check_metrocard                           185.0\n",
      "lib_special_senior                                 35.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1373.0\n",
      "mail_and_ride_ezpay_express                       280.0\n",
      "mail_and_ride_unlimited                           512.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                630.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    1.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       29537.0\n",
      "senior_citizen_disabled                           828.0\n",
      "_7_day_ada_farecard_access_system_unlimited        61.0\n",
      "_30_day_ada_farecard_access_system_unlimited      130.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 6775.0\n",
      "_30_day_unlimited                                4683.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             6.0\n",
      "transit_check_metrocard                            41.0\n",
      "lib_special_senior                                  6.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          519.0\n",
      "mail_and_ride_ezpay_express                       184.0\n",
      "mail_and_ride_unlimited                           162.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                332.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       38052.0\n",
      "senior_citizen_disabled                          1542.0\n",
      "_7_day_ada_farecard_access_system_unlimited       142.0\n",
      "_30_day_ada_farecard_access_system_unlimited      179.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                 9436.0\n",
      "_30_day_unlimited                                5780.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             6.0\n",
      "transit_check_metrocard                            98.0\n",
      "lib_special_senior                                  9.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          840.0\n",
      "mail_and_ride_ezpay_express                       228.0\n",
      "mail_and_ride_unlimited                           206.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                358.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       33269.0\n",
      "senior_citizen_disabled                          1237.0\n",
      "_7_day_ada_farecard_access_system_unlimited        67.0\n",
      "_30_day_ada_farecard_access_system_unlimited      191.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 9536.0\n",
      "_30_day_unlimited                                6102.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             0.0\n",
      "transit_check_metrocard                           147.0\n",
      "lib_special_senior                                 15.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          754.0\n",
      "mail_and_ride_ezpay_express                       119.0\n",
      "mail_and_ride_unlimited                           294.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                425.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       34989.0\n",
      "senior_citizen_disabled                          1682.0\n",
      "_7_day_ada_farecard_access_system_unlimited       113.0\n",
      "_30_day_ada_farecard_access_system_unlimited      202.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 8338.0\n",
      "_30_day_unlimited                                5808.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             9.0\n",
      "transit_check_metrocard                           155.0\n",
      "lib_special_senior                                 23.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          898.0\n",
      "mail_and_ride_ezpay_express                       101.0\n",
      "mail_and_ride_unlimited                           168.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                149.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       24617.0\n",
      "senior_citizen_disabled                          1087.0\n",
      "_7_day_ada_farecard_access_system_unlimited       155.0\n",
      "_30_day_ada_farecard_access_system_unlimited       42.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 5389.0\n",
      "_30_day_unlimited                                4216.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            17.0\n",
      "transit_check_metrocard                           107.0\n",
      "lib_special_senior                                  5.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          392.0\n",
      "mail_and_ride_ezpay_express                       118.0\n",
      "mail_and_ride_unlimited                           120.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                131.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       18286.0\n",
      "senior_citizen_disabled                          1037.0\n",
      "_7_day_ada_farecard_access_system_unlimited        77.0\n",
      "_30_day_ada_farecard_access_system_unlimited      149.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 3696.0\n",
      "_30_day_unlimited                                3246.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             6.0\n",
      "transit_check_metrocard                           118.0\n",
      "lib_special_senior                                 13.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          516.0\n",
      "mail_and_ride_ezpay_express                       144.0\n",
      "mail_and_ride_unlimited                           153.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 74.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       46921.0\n",
      "senior_citizen_disabled                          2348.0\n",
      "_7_day_ada_farecard_access_system_unlimited       179.0\n",
      "_30_day_ada_farecard_access_system_unlimited      248.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                11110.0\n",
      "_30_day_unlimited                                7342.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            21.0\n",
      "transit_check_metrocard                           208.0\n",
      "lib_special_senior                                 36.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          924.0\n",
      "mail_and_ride_ezpay_express                       330.0\n",
      "mail_and_ride_unlimited                           272.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                287.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       26947.0\n",
      "senior_citizen_disabled                          1876.0\n",
      "_7_day_ada_farecard_access_system_unlimited       148.0\n",
      "_30_day_ada_farecard_access_system_unlimited      251.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                 9874.0\n",
      "_30_day_unlimited                                6117.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            13.0\n",
      "transit_check_metrocard                           161.0\n",
      "lib_special_senior                                 40.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1427.0\n",
      "mail_and_ride_ezpay_express                       224.0\n",
      "mail_and_ride_unlimited                           123.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 86.0\n",
      "airtrain_30_day                                     1.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       29840.0\n",
      "senior_citizen_disabled                          1847.0\n",
      "_7_day_ada_farecard_access_system_unlimited       234.0\n",
      "_30_day_ada_farecard_access_system_unlimited      269.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                10010.0\n",
      "_30_day_unlimited                                5191.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             8.0\n",
      "transit_check_metrocard                            87.0\n",
      "lib_special_senior                                 38.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1082.0\n",
      "mail_and_ride_ezpay_express                       151.0\n",
      "mail_and_ride_unlimited                           264.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                133.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       44129.0\n",
      "senior_citizen_disabled                          2015.0\n",
      "_7_day_ada_farecard_access_system_unlimited       166.0\n",
      "_30_day_ada_farecard_access_system_unlimited      221.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                15301.0\n",
      "_30_day_unlimited                                7559.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            46.0\n",
      "transit_check_metrocard                           133.0\n",
      "lib_special_senior                                 23.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1265.0\n",
      "mail_and_ride_ezpay_express                       219.0\n",
      "mail_and_ride_unlimited                           177.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                170.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       11533.0\n",
      "senior_citizen_disabled                           522.0\n",
      "_7_day_ada_farecard_access_system_unlimited        47.0\n",
      "_30_day_ada_farecard_access_system_unlimited       81.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 3353.0\n",
      "_30_day_unlimited                                2443.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             5.0\n",
      "transit_check_metrocard                            31.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          495.0\n",
      "mail_and_ride_ezpay_express                        78.0\n",
      "mail_and_ride_unlimited                            46.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 38.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       49270.0\n",
      "senior_citizen_disabled                          7560.0\n",
      "_7_day_ada_farecard_access_system_unlimited        71.0\n",
      "_30_day_ada_farecard_access_system_unlimited      660.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 5125.0\n",
      "_30_day_unlimited                               19571.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            31.0\n",
      "transit_check_metrocard                           211.0\n",
      "lib_special_senior                                272.0\n",
      "rail_road_unlimited_no_trade                       52.0\n",
      "transit_check_metrocard_annual_metrocard          608.0\n",
      "mail_and_ride_ezpay_express                       297.0\n",
      "mail_and_ride_unlimited                           151.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                182.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       31507.0\n",
      "senior_citizen_disabled                          2189.0\n",
      "_7_day_ada_farecard_access_system_unlimited        37.0\n",
      "_30_day_ada_farecard_access_system_unlimited      185.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 4502.0\n",
      "_30_day_unlimited                               10216.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            13.0\n",
      "transit_check_metrocard                           162.0\n",
      "lib_special_senior                                 73.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          396.0\n",
      "mail_and_ride_ezpay_express                       215.0\n",
      "mail_and_ride_unlimited                           135.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                111.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       29348.0\n",
      "senior_citizen_disabled                          2286.0\n",
      "_7_day_ada_farecard_access_system_unlimited       204.0\n",
      "_30_day_ada_farecard_access_system_unlimited      326.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 6357.0\n",
      "_30_day_unlimited                                8505.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             5.0\n",
      "transit_check_metrocard                           129.0\n",
      "lib_special_senior                                 30.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          346.0\n",
      "mail_and_ride_ezpay_express                       164.0\n",
      "mail_and_ride_unlimited                            73.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                139.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       18433.0\n",
      "senior_citizen_disabled                          1265.0\n",
      "_7_day_ada_farecard_access_system_unlimited        39.0\n",
      "_30_day_ada_farecard_access_system_unlimited      120.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 3194.0\n",
      "_30_day_unlimited                                6907.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             0.0\n",
      "transit_check_metrocard                           153.0\n",
      "lib_special_senior                                 29.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          266.0\n",
      "mail_and_ride_ezpay_express                       158.0\n",
      "mail_and_ride_unlimited                            47.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 40.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       37506.0\n",
      "senior_citizen_disabled                          3549.0\n",
      "_7_day_ada_farecard_access_system_unlimited        58.0\n",
      "_30_day_ada_farecard_access_system_unlimited      386.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 7406.0\n",
      "_30_day_unlimited                               13559.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             4.0\n",
      "transit_check_metrocard                           226.0\n",
      "lib_special_senior                                 75.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          635.0\n",
      "mail_and_ride_ezpay_express                       567.0\n",
      "mail_and_ride_unlimited                           105.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                207.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dtype: float64\n",
      "full_fare                                       27888.0\n",
      "senior_citizen_disabled                          2517.0\n",
      "_7_day_ada_farecard_access_system_unlimited       109.0\n",
      "_30_day_ada_farecard_access_system_unlimited      230.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 5340.0\n",
      "_30_day_unlimited                               10464.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             6.0\n",
      "transit_check_metrocard                           198.0\n",
      "lib_special_senior                                 56.0\n",
      "rail_road_unlimited_no_trade                        2.0\n",
      "transit_check_metrocard_annual_metrocard          323.0\n",
      "mail_and_ride_ezpay_express                       298.0\n",
      "mail_and_ride_unlimited                           102.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                141.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       18957.0\n",
      "senior_citizen_disabled                          1975.0\n",
      "_7_day_ada_farecard_access_system_unlimited        30.0\n",
      "_30_day_ada_farecard_access_system_unlimited      173.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 3022.0\n",
      "_30_day_unlimited                                7130.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             6.0\n",
      "transit_check_metrocard                           193.0\n",
      "lib_special_senior                                 72.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          282.0\n",
      "mail_and_ride_ezpay_express                       212.0\n",
      "mail_and_ride_unlimited                           153.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 50.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       14354.0\n",
      "senior_citizen_disabled                          1631.0\n",
      "_7_day_ada_farecard_access_system_unlimited       106.0\n",
      "_30_day_ada_farecard_access_system_unlimited      297.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 3273.0\n",
      "_30_day_unlimited                                3959.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             3.0\n",
      "transit_check_metrocard                            70.0\n",
      "lib_special_senior                                 20.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          260.0\n",
      "mail_and_ride_ezpay_express                        59.0\n",
      "mail_and_ride_unlimited                            43.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 59.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       27922.0\n",
      "senior_citizen_disabled                          1688.0\n",
      "_7_day_ada_farecard_access_system_unlimited        65.0\n",
      "_30_day_ada_farecard_access_system_unlimited      372.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 7293.0\n",
      "_30_day_unlimited                                7689.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             4.0\n",
      "transit_check_metrocard                           115.0\n",
      "lib_special_senior                                 26.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          266.0\n",
      "mail_and_ride_ezpay_express                       173.0\n",
      "mail_and_ride_unlimited                           184.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 57.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       22062.0\n",
      "senior_citizen_disabled                          1615.0\n",
      "_7_day_ada_farecard_access_system_unlimited        13.0\n",
      "_30_day_ada_farecard_access_system_unlimited      235.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 3125.0\n",
      "_30_day_unlimited                                7933.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             2.0\n",
      "transit_check_metrocard                            99.0\n",
      "lib_special_senior                                 74.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          316.0\n",
      "mail_and_ride_ezpay_express                       181.0\n",
      "mail_and_ride_unlimited                            85.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 60.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       11761.0\n",
      "senior_citizen_disabled                          1135.0\n",
      "_7_day_ada_farecard_access_system_unlimited        20.0\n",
      "_30_day_ada_farecard_access_system_unlimited      160.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 2552.0\n",
      "_30_day_unlimited                                4212.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             2.0\n",
      "transit_check_metrocard                            62.0\n",
      "lib_special_senior                                  6.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          160.0\n",
      "mail_and_ride_ezpay_express                        97.0\n",
      "mail_and_ride_unlimited                            33.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 33.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       23054.0\n",
      "senior_citizen_disabled                           518.0\n",
      "_7_day_ada_farecard_access_system_unlimited         6.0\n",
      "_30_day_ada_farecard_access_system_unlimited       30.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 5285.0\n",
      "_30_day_unlimited                                3329.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             2.0\n",
      "transit_check_metrocard                            40.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          381.0\n",
      "mail_and_ride_ezpay_express                       135.0\n",
      "mail_and_ride_unlimited                            84.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                182.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       20069.0\n",
      "senior_citizen_disabled                           596.0\n",
      "_7_day_ada_farecard_access_system_unlimited        12.0\n",
      "_30_day_ada_farecard_access_system_unlimited       80.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 4649.0\n",
      "_30_day_unlimited                                3577.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             0.0\n",
      "transit_check_metrocard                            33.0\n",
      "lib_special_senior                                  7.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          330.0\n",
      "mail_and_ride_ezpay_express                        66.0\n",
      "mail_and_ride_unlimited                            68.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                165.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       27486.0\n",
      "senior_citizen_disabled                          1230.0\n",
      "_7_day_ada_farecard_access_system_unlimited        52.0\n",
      "_30_day_ada_farecard_access_system_unlimited      216.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 5386.0\n",
      "_30_day_unlimited                                4781.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             8.0\n",
      "transit_check_metrocard                           177.0\n",
      "lib_special_senior                                 30.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          374.0\n",
      "mail_and_ride_ezpay_express                       219.0\n",
      "mail_and_ride_unlimited                           133.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                168.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       37164.0\n",
      "senior_citizen_disabled                          1788.0\n",
      "_7_day_ada_farecard_access_system_unlimited        48.0\n",
      "_30_day_ada_farecard_access_system_unlimited      247.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                 7800.0\n",
      "_30_day_unlimited                                7351.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            38.0\n",
      "transit_check_metrocard                           184.0\n",
      "lib_special_senior                                 21.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          693.0\n",
      "mail_and_ride_ezpay_express                       304.0\n",
      "mail_and_ride_unlimited                           342.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                172.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       20957.0\n",
      "senior_citizen_disabled                           920.0\n",
      "_7_day_ada_farecard_access_system_unlimited       105.0\n",
      "_30_day_ada_farecard_access_system_unlimited      180.0\n",
      "joint_rail_road_ticket                              4.0\n",
      "_7_day_unlimited                                 8516.0\n",
      "_30_day_unlimited                                4246.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             4.0\n",
      "transit_check_metrocard                            96.0\n",
      "lib_special_senior                                 28.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          463.0\n",
      "mail_and_ride_ezpay_express                        96.0\n",
      "mail_and_ride_unlimited                           137.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 61.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       29011.0\n",
      "senior_citizen_disabled                          1653.0\n",
      "_7_day_ada_farecard_access_system_unlimited       170.0\n",
      "_30_day_ada_farecard_access_system_unlimited      287.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                12748.0\n",
      "_30_day_unlimited                                6359.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            11.0\n",
      "transit_check_metrocard                            40.0\n",
      "lib_special_senior                                 38.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1122.0\n",
      "mail_and_ride_ezpay_express                       139.0\n",
      "mail_and_ride_unlimited                           118.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                111.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    2.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       15214.0\n",
      "senior_citizen_disabled                           649.0\n",
      "_7_day_ada_farecard_access_system_unlimited        32.0\n",
      "_30_day_ada_farecard_access_system_unlimited       54.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 5678.0\n",
      "_30_day_unlimited                                2857.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             1.0\n",
      "transit_check_metrocard                             7.0\n",
      "lib_special_senior                                  4.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          512.0\n",
      "mail_and_ride_ezpay_express                        49.0\n",
      "mail_and_ride_unlimited                            58.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 74.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       37348.0\n",
      "senior_citizen_disabled                          2283.0\n",
      "_7_day_ada_farecard_access_system_unlimited       270.0\n",
      "_30_day_ada_farecard_access_system_unlimited      424.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                15099.0\n",
      "_30_day_unlimited                                7534.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            17.0\n",
      "transit_check_metrocard                            59.0\n",
      "lib_special_senior                                 25.0\n",
      "rail_road_unlimited_no_trade                        3.0\n",
      "transit_check_metrocard_annual_metrocard         1226.0\n",
      "mail_and_ride_ezpay_express                       136.0\n",
      "mail_and_ride_unlimited                           120.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                153.0\n",
      "airtrain_30_day                                     1.0\n",
      "airtrain_10_trip                                    3.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       20033.0\n",
      "senior_citizen_disabled                          1108.0\n",
      "_7_day_ada_farecard_access_system_unlimited        52.0\n",
      "_30_day_ada_farecard_access_system_unlimited      173.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 6996.0\n",
      "_30_day_unlimited                                3978.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             1.0\n",
      "transit_check_metrocard                            19.0\n",
      "lib_special_senior                                 11.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard          501.0\n",
      "mail_and_ride_ezpay_express                        99.0\n",
      "mail_and_ride_unlimited                           153.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 71.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    4.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       7306.0\n",
      "senior_citizen_disabled                          585.0\n",
      "_7_day_ada_farecard_access_system_unlimited       22.0\n",
      "_30_day_ada_farecard_access_system_unlimited      73.0\n",
      "joint_rail_road_ticket                             1.0\n",
      "_7_day_unlimited                                1671.0\n",
      "_30_day_unlimited                               1434.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            2.0\n",
      "transit_check_metrocard                           24.0\n",
      "lib_special_senior                                 1.0\n",
      "rail_road_unlimited_no_trade                       0.0\n",
      "transit_check_metrocard_annual_metrocard         224.0\n",
      "mail_and_ride_ezpay_express                      111.0\n",
      "mail_and_ride_unlimited                           83.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                                77.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       4563.0\n",
      "senior_citizen_disabled                          521.0\n",
      "_7_day_ada_farecard_access_system_unlimited       65.0\n",
      "_30_day_ada_farecard_access_system_unlimited      72.0\n",
      "joint_rail_road_ticket                             0.0\n",
      "_7_day_unlimited                                1285.0\n",
      "_30_day_unlimited                                931.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            4.0\n",
      "transit_check_metrocard                            6.0\n",
      "lib_special_senior                                 2.0\n",
      "rail_road_unlimited_no_trade                       0.0\n",
      "transit_check_metrocard_annual_metrocard         166.0\n",
      "mail_and_ride_ezpay_express                       52.0\n",
      "mail_and_ride_unlimited                           45.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                                70.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       24692.0\n",
      "senior_citizen_disabled                           853.0\n",
      "_7_day_ada_farecard_access_system_unlimited        45.0\n",
      "_30_day_ada_farecard_access_system_unlimited       38.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 6260.0\n",
      "_30_day_unlimited                                3342.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             1.0\n",
      "transit_check_metrocard                            20.0\n",
      "lib_special_senior                                 15.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          427.0\n",
      "mail_and_ride_ezpay_express                        74.0\n",
      "mail_and_ride_unlimited                            61.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                186.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       6970.0\n",
      "senior_citizen_disabled                          427.0\n",
      "_7_day_ada_farecard_access_system_unlimited       27.0\n",
      "_30_day_ada_farecard_access_system_unlimited     108.0\n",
      "joint_rail_road_ticket                             0.0\n",
      "_7_day_unlimited                                1286.0\n",
      "_30_day_unlimited                               2389.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            2.0\n",
      "transit_check_metrocard                           34.0\n",
      "lib_special_senior                                 6.0\n",
      "rail_road_unlimited_no_trade                       0.0\n",
      "transit_check_metrocard_annual_metrocard          63.0\n",
      "mail_and_ride_ezpay_express                      154.0\n",
      "mail_and_ride_unlimited                           33.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                              1375.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       2107.0\n",
      "senior_citizen_disabled                           79.0\n",
      "_7_day_ada_farecard_access_system_unlimited       50.0\n",
      "_30_day_ada_farecard_access_system_unlimited      27.0\n",
      "joint_rail_road_ticket                             0.0\n",
      "_7_day_unlimited                                 139.0\n",
      "_30_day_unlimited                                133.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            0.0\n",
      "transit_check_metrocard                           24.0\n",
      "lib_special_senior                                 2.0\n",
      "rail_road_unlimited_no_trade                       0.0\n",
      "transit_check_metrocard_annual_metrocard          76.0\n",
      "mail_and_ride_ezpay_express                       12.0\n",
      "mail_and_ride_unlimited                            1.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                                40.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       11536.0\n",
      "senior_citizen_disabled                           421.0\n",
      "_7_day_ada_farecard_access_system_unlimited        10.0\n",
      "_30_day_ada_farecard_access_system_unlimited       32.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 1632.0\n",
      "_30_day_unlimited                                1085.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             1.0\n",
      "transit_check_metrocard                            51.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          198.0\n",
      "mail_and_ride_ezpay_express                       132.0\n",
      "mail_and_ride_unlimited                            49.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                231.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       5357.0\n",
      "senior_citizen_disabled                          157.0\n",
      "_7_day_ada_farecard_access_system_unlimited        5.0\n",
      "_30_day_ada_farecard_access_system_unlimited      23.0\n",
      "joint_rail_road_ticket                             0.0\n",
      "_7_day_unlimited                                 689.0\n",
      "_30_day_unlimited                                433.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            0.0\n",
      "transit_check_metrocard                           39.0\n",
      "lib_special_senior                                 1.0\n",
      "rail_road_unlimited_no_trade                       0.0\n",
      "transit_check_metrocard_annual_metrocard         114.0\n",
      "mail_and_ride_ezpay_express                       89.0\n",
      "mail_and_ride_unlimited                           14.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                                86.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       5527.0\n",
      "senior_citizen_disabled                          179.0\n",
      "_7_day_ada_farecard_access_system_unlimited        8.0\n",
      "_30_day_ada_farecard_access_system_unlimited       4.0\n",
      "joint_rail_road_ticket                             0.0\n",
      "_7_day_unlimited                                 403.0\n",
      "_30_day_unlimited                                440.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            3.0\n",
      "transit_check_metrocard                           15.0\n",
      "lib_special_senior                                 0.0\n",
      "rail_road_unlimited_no_trade                       0.0\n",
      "transit_check_metrocard_annual_metrocard          60.0\n",
      "mail_and_ride_ezpay_express                       63.0\n",
      "mail_and_ride_unlimited                           22.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                               108.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       9622.0\n",
      "senior_citizen_disabled                          727.0\n",
      "_7_day_ada_farecard_access_system_unlimited      101.0\n",
      "_30_day_ada_farecard_access_system_unlimited      53.0\n",
      "joint_rail_road_ticket                             1.0\n",
      "_7_day_unlimited                                1232.0\n",
      "_30_day_unlimited                                758.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            5.0\n",
      "transit_check_metrocard                           32.0\n",
      "lib_special_senior                                 5.0\n",
      "rail_road_unlimited_no_trade                       0.0\n",
      "transit_check_metrocard_annual_metrocard         145.0\n",
      "mail_and_ride_ezpay_express                       98.0\n",
      "mail_and_ride_unlimited                           50.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                               222.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       21771.0\n",
      "senior_citizen_disabled                          1506.0\n",
      "_7_day_ada_farecard_access_system_unlimited        24.0\n",
      "_30_day_ada_farecard_access_system_unlimited      179.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 4241.0\n",
      "_30_day_unlimited                                3601.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             0.0\n",
      "transit_check_metrocard                            36.0\n",
      "lib_special_senior                                 16.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          242.0\n",
      "mail_and_ride_ezpay_express                       105.0\n",
      "mail_and_ride_unlimited                           163.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                150.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       9487.0\n",
      "senior_citizen_disabled                         1212.0\n",
      "_7_day_ada_farecard_access_system_unlimited       36.0\n",
      "_30_day_ada_farecard_access_system_unlimited     291.0\n",
      "joint_rail_road_ticket                             0.0\n",
      "_7_day_unlimited                                1533.0\n",
      "_30_day_unlimited                               1447.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            0.0\n",
      "transit_check_metrocard                           60.0\n",
      "lib_special_senior                                17.0\n",
      "rail_road_unlimited_no_trade                       0.0\n",
      "transit_check_metrocard_annual_metrocard         168.0\n",
      "mail_and_ride_ezpay_express                      108.0\n",
      "mail_and_ride_unlimited                           29.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                                37.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       6401.0\n",
      "senior_citizen_disabled                          397.0\n",
      "_7_day_ada_farecard_access_system_unlimited        6.0\n",
      "_30_day_ada_farecard_access_system_unlimited      65.0\n",
      "joint_rail_road_ticket                             0.0\n",
      "_7_day_unlimited                                1135.0\n",
      "_30_day_unlimited                               1369.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            0.0\n",
      "transit_check_metrocard                           26.0\n",
      "lib_special_senior                                10.0\n",
      "rail_road_unlimited_no_trade                       0.0\n",
      "transit_check_metrocard_annual_metrocard         120.0\n",
      "mail_and_ride_ezpay_express                       43.0\n",
      "mail_and_ride_unlimited                           42.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                                31.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       15964.0\n",
      "senior_citizen_disabled                          1247.0\n",
      "_7_day_ada_farecard_access_system_unlimited        43.0\n",
      "_30_day_ada_farecard_access_system_unlimited       91.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 2949.0\n",
      "_30_day_unlimited                                2827.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             0.0\n",
      "transit_check_metrocard                            92.0\n",
      "lib_special_senior                                 12.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          211.0\n",
      "mail_and_ride_ezpay_express                       136.0\n",
      "mail_and_ride_unlimited                            54.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 70.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       13324.0\n",
      "senior_citizen_disabled                           996.0\n",
      "_7_day_ada_farecard_access_system_unlimited        18.0\n",
      "_30_day_ada_farecard_access_system_unlimited       64.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 2726.0\n",
      "_30_day_unlimited                                2883.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             0.0\n",
      "transit_check_metrocard                            83.0\n",
      "lib_special_senior                                  9.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          317.0\n",
      "mail_and_ride_ezpay_express                        81.0\n",
      "mail_and_ride_unlimited                           147.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 35.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       10166.0\n",
      "senior_citizen_disabled                           729.0\n",
      "_7_day_ada_farecard_access_system_unlimited        26.0\n",
      "_30_day_ada_farecard_access_system_unlimited       54.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 1534.0\n",
      "_30_day_unlimited                                1991.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             3.0\n",
      "transit_check_metrocard                            53.0\n",
      "lib_special_senior                                 18.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          117.0\n",
      "mail_and_ride_ezpay_express                       133.0\n",
      "mail_and_ride_unlimited                            46.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 27.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       6872.0\n",
      "senior_citizen_disabled                         1127.0\n",
      "_7_day_ada_farecard_access_system_unlimited       22.0\n",
      "_30_day_ada_farecard_access_system_unlimited      36.0\n",
      "joint_rail_road_ticket                             0.0\n",
      "_7_day_unlimited                                 916.0\n",
      "_30_day_unlimited                               1305.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            2.0\n",
      "transit_check_metrocard                           41.0\n",
      "lib_special_senior                                 2.0\n",
      "rail_road_unlimited_no_trade                       0.0\n",
      "transit_check_metrocard_annual_metrocard          73.0\n",
      "mail_and_ride_ezpay_express                       90.0\n",
      "mail_and_ride_unlimited                           45.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                                26.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dtype: float64\n",
      "full_fare                                       9883.0\n",
      "senior_citizen_disabled                          548.0\n",
      "_7_day_ada_farecard_access_system_unlimited       65.0\n",
      "_30_day_ada_farecard_access_system_unlimited      34.0\n",
      "joint_rail_road_ticket                             0.0\n",
      "_7_day_unlimited                                2485.0\n",
      "_30_day_unlimited                               1537.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            9.0\n",
      "transit_check_metrocard                           33.0\n",
      "lib_special_senior                                 6.0\n",
      "rail_road_unlimited_no_trade                       0.0\n",
      "transit_check_metrocard_annual_metrocard         362.0\n",
      "mail_and_ride_ezpay_express                      134.0\n",
      "mail_and_ride_unlimited                           17.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                                14.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       20842.0\n",
      "senior_citizen_disabled                          1154.0\n",
      "_7_day_ada_farecard_access_system_unlimited        40.0\n",
      "_30_day_ada_farecard_access_system_unlimited       91.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 4906.0\n",
      "_30_day_unlimited                                3609.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            30.0\n",
      "transit_check_metrocard                           141.0\n",
      "lib_special_senior                                 15.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          598.0\n",
      "mail_and_ride_ezpay_express                       197.0\n",
      "mail_and_ride_unlimited                           148.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 72.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       37504.0\n",
      "senior_citizen_disabled                          3489.0\n",
      "_7_day_ada_farecard_access_system_unlimited       160.0\n",
      "_30_day_ada_farecard_access_system_unlimited      396.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                 8327.0\n",
      "_30_day_unlimited                                6684.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           140.0\n",
      "transit_check_metrocard                           124.0\n",
      "lib_special_senior                                 34.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1897.0\n",
      "mail_and_ride_ezpay_express                       530.0\n",
      "mail_and_ride_unlimited                           167.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                142.0\n",
      "airtrain_30_day                                     1.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       14906.0\n",
      "senior_citizen_disabled                           852.0\n",
      "_7_day_ada_farecard_access_system_unlimited        24.0\n",
      "_30_day_ada_farecard_access_system_unlimited       54.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                 2197.0\n",
      "_30_day_unlimited                                3012.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            22.0\n",
      "transit_check_metrocard                           119.0\n",
      "lib_special_senior                                  6.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          950.0\n",
      "mail_and_ride_ezpay_express                       171.0\n",
      "mail_and_ride_unlimited                            46.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 67.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       24658.0\n",
      "senior_citizen_disabled                          1213.0\n",
      "_7_day_ada_farecard_access_system_unlimited        87.0\n",
      "_30_day_ada_farecard_access_system_unlimited       63.0\n",
      "joint_rail_road_ticket                              4.0\n",
      "_7_day_unlimited                                 5462.0\n",
      "_30_day_unlimited                                4256.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            24.0\n",
      "transit_check_metrocard                            78.0\n",
      "lib_special_senior                                  6.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          693.0\n",
      "mail_and_ride_ezpay_express                        81.0\n",
      "mail_and_ride_unlimited                           113.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 87.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       18013.0\n",
      "senior_citizen_disabled                           678.0\n",
      "_7_day_ada_farecard_access_system_unlimited        33.0\n",
      "_30_day_ada_farecard_access_system_unlimited      160.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                 6126.0\n",
      "_30_day_unlimited                                3082.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             1.0\n",
      "transit_check_metrocard                            36.0\n",
      "lib_special_senior                                  5.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          270.0\n",
      "mail_and_ride_ezpay_express                        40.0\n",
      "mail_and_ride_unlimited                           129.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                189.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       13457.0\n",
      "senior_citizen_disabled                           832.0\n",
      "_7_day_ada_farecard_access_system_unlimited       105.0\n",
      "_30_day_ada_farecard_access_system_unlimited      122.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                 3958.0\n",
      "_30_day_unlimited                                1816.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             2.0\n",
      "transit_check_metrocard                            24.0\n",
      "lib_special_senior                                 13.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          371.0\n",
      "mail_and_ride_ezpay_express                        43.0\n",
      "mail_and_ride_unlimited                            58.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                144.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       18291.0\n",
      "senior_citizen_disabled                           723.0\n",
      "_7_day_ada_farecard_access_system_unlimited        70.0\n",
      "_30_day_ada_farecard_access_system_unlimited      106.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 5902.0\n",
      "_30_day_unlimited                                2667.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             0.0\n",
      "transit_check_metrocard                            26.0\n",
      "lib_special_senior                                 10.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          368.0\n",
      "mail_and_ride_ezpay_express                        79.0\n",
      "mail_and_ride_unlimited                            59.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 97.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       17201.0\n",
      "senior_citizen_disabled                           813.0\n",
      "_7_day_ada_farecard_access_system_unlimited        55.0\n",
      "_30_day_ada_farecard_access_system_unlimited      102.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 5802.0\n",
      "_30_day_unlimited                                2772.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             1.0\n",
      "transit_check_metrocard                            49.0\n",
      "lib_special_senior                                  9.0\n",
      "rail_road_unlimited_no_trade                        2.0\n",
      "transit_check_metrocard_annual_metrocard          409.0\n",
      "mail_and_ride_ezpay_express                        68.0\n",
      "mail_and_ride_unlimited                            42.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 90.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       15607.0\n",
      "senior_citizen_disabled                           858.0\n",
      "_7_day_ada_farecard_access_system_unlimited        49.0\n",
      "_30_day_ada_farecard_access_system_unlimited       92.0\n",
      "joint_rail_road_ticket                             14.0\n",
      "_7_day_unlimited                                 6064.0\n",
      "_30_day_unlimited                                2841.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             2.0\n",
      "transit_check_metrocard                            25.0\n",
      "lib_special_senior                                  1.0\n",
      "rail_road_unlimited_no_trade                       23.0\n",
      "transit_check_metrocard_annual_metrocard          464.0\n",
      "mail_and_ride_ezpay_express                        45.0\n",
      "mail_and_ride_unlimited                            97.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 71.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       25631.0\n",
      "senior_citizen_disabled                          1312.0\n",
      "_7_day_ada_farecard_access_system_unlimited        87.0\n",
      "_30_day_ada_farecard_access_system_unlimited      232.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 8111.0\n",
      "_30_day_unlimited                                4080.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            36.0\n",
      "transit_check_metrocard                            38.0\n",
      "lib_special_senior                                 19.0\n",
      "rail_road_unlimited_no_trade                        4.0\n",
      "transit_check_metrocard_annual_metrocard          682.0\n",
      "mail_and_ride_ezpay_express                       154.0\n",
      "mail_and_ride_unlimited                           207.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                120.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       28211.0\n",
      "senior_citizen_disabled                          1569.0\n",
      "_7_day_ada_farecard_access_system_unlimited       136.0\n",
      "_30_day_ada_farecard_access_system_unlimited      304.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                 8038.0\n",
      "_30_day_unlimited                                5630.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             9.0\n",
      "transit_check_metrocard                            56.0\n",
      "lib_special_senior                                 16.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1058.0\n",
      "mail_and_ride_ezpay_express                        88.0\n",
      "mail_and_ride_unlimited                           185.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                215.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       23579.0\n",
      "senior_citizen_disabled                          1553.0\n",
      "_7_day_ada_farecard_access_system_unlimited       179.0\n",
      "_30_day_ada_farecard_access_system_unlimited      347.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 8357.0\n",
      "_30_day_unlimited                                5128.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            11.0\n",
      "transit_check_metrocard                            32.0\n",
      "lib_special_senior                                 50.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          922.0\n",
      "mail_and_ride_ezpay_express                        86.0\n",
      "mail_and_ride_unlimited                           206.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                209.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       12564.0\n",
      "senior_citizen_disabled                           939.0\n",
      "_7_day_ada_farecard_access_system_unlimited        87.0\n",
      "_30_day_ada_farecard_access_system_unlimited      141.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 3555.0\n",
      "_30_day_unlimited                                2053.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             3.0\n",
      "transit_check_metrocard                            58.0\n",
      "lib_special_senior                                 10.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          526.0\n",
      "mail_and_ride_ezpay_express                        37.0\n",
      "mail_and_ride_unlimited                            79.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 57.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       15928.0\n",
      "senior_citizen_disabled                           847.0\n",
      "_7_day_ada_farecard_access_system_unlimited       102.0\n",
      "_30_day_ada_farecard_access_system_unlimited      192.0\n",
      "joint_rail_road_ticket                              4.0\n",
      "_7_day_unlimited                                 5548.0\n",
      "_30_day_unlimited                                2918.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             0.0\n",
      "transit_check_metrocard                            69.0\n",
      "lib_special_senior                                  6.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          576.0\n",
      "mail_and_ride_ezpay_express                        65.0\n",
      "mail_and_ride_unlimited                            69.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 71.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       16721.0\n",
      "senior_citizen_disabled                           871.0\n",
      "_7_day_ada_farecard_access_system_unlimited       113.0\n",
      "_30_day_ada_farecard_access_system_unlimited       67.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 5170.0\n",
      "_30_day_unlimited                                3112.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             8.0\n",
      "transit_check_metrocard                            42.0\n",
      "lib_special_senior                                  4.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          476.0\n",
      "mail_and_ride_ezpay_express                       117.0\n",
      "mail_and_ride_unlimited                           105.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 64.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       31710.0\n",
      "senior_citizen_disabled                          1995.0\n",
      "_7_day_ada_farecard_access_system_unlimited       122.0\n",
      "_30_day_ada_farecard_access_system_unlimited      348.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                14135.0\n",
      "_30_day_unlimited                                7387.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            15.0\n",
      "transit_check_metrocard                            67.0\n",
      "lib_special_senior                                 12.0\n",
      "rail_road_unlimited_no_trade                       10.0\n",
      "transit_check_metrocard_annual_metrocard         1124.0\n",
      "mail_and_ride_ezpay_express                        98.0\n",
      "mail_and_ride_unlimited                           102.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                143.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       16922.0\n",
      "senior_citizen_disabled                          1059.0\n",
      "_7_day_ada_farecard_access_system_unlimited        79.0\n",
      "_30_day_ada_farecard_access_system_unlimited       79.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 3996.0\n",
      "_30_day_unlimited                                2439.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            18.0\n",
      "transit_check_metrocard                           102.0\n",
      "lib_special_senior                                  2.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          659.0\n",
      "mail_and_ride_ezpay_express                        85.0\n",
      "mail_and_ride_unlimited                            59.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 44.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       40983.0\n",
      "senior_citizen_disabled                          2118.0\n",
      "_7_day_ada_farecard_access_system_unlimited       167.0\n",
      "_30_day_ada_farecard_access_system_unlimited      256.0\n",
      "joint_rail_road_ticket                              2.0\n",
      "_7_day_unlimited                                16878.0\n",
      "_30_day_unlimited                                8687.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            18.0\n",
      "transit_check_metrocard                            70.0\n",
      "lib_special_senior                                 13.0\n",
      "rail_road_unlimited_no_trade                        2.0\n",
      "transit_check_metrocard_annual_metrocard         1567.0\n",
      "mail_and_ride_ezpay_express                       209.0\n",
      "mail_and_ride_unlimited                           306.0\n",
      "path_2_trip                                         2.0\n",
      "airtrain_full_fare                                126.0\n",
      "airtrain_30_day                                     2.0\n",
      "airtrain_10_trip                                    1.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       32754.0\n",
      "senior_citizen_disabled                          1823.0\n",
      "_7_day_ada_farecard_access_system_unlimited        75.0\n",
      "_30_day_ada_farecard_access_system_unlimited      223.0\n",
      "joint_rail_road_ticket                              7.0\n",
      "_7_day_unlimited                                13817.0\n",
      "_30_day_unlimited                                5114.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             3.0\n",
      "transit_check_metrocard                            27.0\n",
      "lib_special_senior                                 19.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          847.0\n",
      "mail_and_ride_ezpay_express                       106.0\n",
      "mail_and_ride_unlimited                           142.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 57.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       16621.0\n",
      "senior_citizen_disabled                           849.0\n",
      "_7_day_ada_farecard_access_system_unlimited        69.0\n",
      "_30_day_ada_farecard_access_system_unlimited       64.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 7385.0\n",
      "_30_day_unlimited                                3331.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            29.0\n",
      "transit_check_metrocard                            51.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          465.0\n",
      "mail_and_ride_ezpay_express                        47.0\n",
      "mail_and_ride_unlimited                            41.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 35.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       5491.0\n",
      "senior_citizen_disabled                          240.0\n",
      "_7_day_ada_farecard_access_system_unlimited        9.0\n",
      "_30_day_ada_farecard_access_system_unlimited      12.0\n",
      "joint_rail_road_ticket                             0.0\n",
      "_7_day_unlimited                                2268.0\n",
      "_30_day_unlimited                               1363.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            2.0\n",
      "transit_check_metrocard                            5.0\n",
      "lib_special_senior                                 1.0\n",
      "rail_road_unlimited_no_trade                       0.0\n",
      "transit_check_metrocard_annual_metrocard         100.0\n",
      "mail_and_ride_ezpay_express                       19.0\n",
      "mail_and_ride_unlimited                           29.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                                28.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       25208.0\n",
      "senior_citizen_disabled                          1422.0\n",
      "_7_day_ada_farecard_access_system_unlimited       138.0\n",
      "_30_day_ada_farecard_access_system_unlimited      125.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                10307.0\n",
      "_30_day_unlimited                                5269.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            11.0\n",
      "transit_check_metrocard                            49.0\n",
      "lib_special_senior                                  8.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1037.0\n",
      "mail_and_ride_ezpay_express                        38.0\n",
      "mail_and_ride_unlimited                           176.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 77.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       16896.0\n",
      "senior_citizen_disabled                           803.0\n",
      "_7_day_ada_farecard_access_system_unlimited        68.0\n",
      "_30_day_ada_farecard_access_system_unlimited       36.0\n",
      "joint_rail_road_ticket                             10.0\n",
      "_7_day_unlimited                                 6826.0\n",
      "_30_day_unlimited                                3110.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            11.0\n",
      "transit_check_metrocard                            24.0\n",
      "lib_special_senior                                  5.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard          449.0\n",
      "mail_and_ride_ezpay_express                        33.0\n",
      "mail_and_ride_unlimited                            41.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                 37.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       33279.0\n",
      "senior_citizen_disabled                          2260.0\n",
      "_7_day_ada_farecard_access_system_unlimited       175.0\n",
      "_30_day_ada_farecard_access_system_unlimited      394.0\n",
      "joint_rail_road_ticket                             23.0\n",
      "_7_day_unlimited                                 6853.0\n",
      "_30_day_unlimited                                8632.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             7.0\n",
      "transit_check_metrocard                            70.0\n",
      "lib_special_senior                                 24.0\n",
      "rail_road_unlimited_no_trade                       18.0\n",
      "transit_check_metrocard_annual_metrocard         4652.0\n",
      "mail_and_ride_ezpay_express                       365.0\n",
      "mail_and_ride_unlimited                           253.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                245.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       129775.0\n",
      "senior_citizen_disabled                          14204.0\n",
      "_7_day_ada_farecard_access_system_unlimited        587.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1821.0\n",
      "joint_rail_road_ticket                              37.0\n",
      "_7_day_unlimited                                 34877.0\n",
      "_30_day_unlimited                                32369.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            344.0\n",
      "transit_check_metrocard                            913.0\n",
      "lib_special_senior                                  92.0\n",
      "rail_road_unlimited_no_trade                       163.0\n",
      "transit_check_metrocard_annual_metrocard          4024.0\n",
      "mail_and_ride_ezpay_express                       1991.0\n",
      "mail_and_ride_unlimited                           1777.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                1180.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       8364.0\n",
      "senior_citizen_disabled                          580.0\n",
      "_7_day_ada_farecard_access_system_unlimited       63.0\n",
      "_30_day_ada_farecard_access_system_unlimited      82.0\n",
      "joint_rail_road_ticket                             5.0\n",
      "_7_day_unlimited                                2601.0\n",
      "_30_day_unlimited                               2239.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                           14.0\n",
      "transit_check_metrocard                           61.0\n",
      "lib_special_senior                                 0.0\n",
      "rail_road_unlimited_no_trade                       5.0\n",
      "transit_check_metrocard_annual_metrocard         278.0\n",
      "mail_and_ride_ezpay_express                      129.0\n",
      "mail_and_ride_unlimited                           61.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                                62.0\n",
      "airtrain_30_day                                    0.0\n",
      "airtrain_10_trip                                   0.0\n",
      "airtrain_monthly                                   0.0\n",
      "dtype: float64\n",
      "full_fare                                       59033.0\n",
      "senior_citizen_disabled                          3532.0\n",
      "_7_day_ada_farecard_access_system_unlimited       322.0\n",
      "_30_day_ada_farecard_access_system_unlimited      360.0\n",
      "joint_rail_road_ticket                              3.0\n",
      "_7_day_unlimited                                14702.0\n",
      "_30_day_unlimited                               10649.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            17.0\n",
      "transit_check_metrocard                           305.0\n",
      "lib_special_senior                                 22.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard         1169.0\n",
      "mail_and_ride_ezpay_express                       532.0\n",
      "mail_and_ride_unlimited                           301.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                576.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       66965.0\n",
      "senior_citizen_disabled                          2363.0\n",
      "_7_day_ada_farecard_access_system_unlimited       267.0\n",
      "_30_day_ada_farecard_access_system_unlimited      209.0\n",
      "joint_rail_road_ticket                             62.0\n",
      "_7_day_unlimited                                17379.0\n",
      "_30_day_unlimited                               15014.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            45.0\n",
      "transit_check_metrocard                           375.0\n",
      "lib_special_senior                                 21.0\n",
      "rail_road_unlimited_no_trade                       80.0\n",
      "transit_check_metrocard_annual_metrocard         1838.0\n",
      "mail_and_ride_ezpay_express                       914.0\n",
      "mail_and_ride_unlimited                           797.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                647.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    2.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "full_fare                                       49169.0\n",
      "senior_citizen_disabled                          2537.0\n",
      "_7_day_ada_farecard_access_system_unlimited        95.0\n",
      "_30_day_ada_farecard_access_system_unlimited      270.0\n",
      "joint_rail_road_ticket                             13.0\n",
      "_7_day_unlimited                                10476.0\n",
      "_30_day_unlimited                               11257.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           162.0\n",
      "transit_check_metrocard                           331.0\n",
      "lib_special_senior                                 22.0\n",
      "rail_road_unlimited_no_trade                        3.0\n",
      "transit_check_metrocard_annual_metrocard         1045.0\n",
      "mail_and_ride_ezpay_express                       867.0\n",
      "mail_and_ride_unlimited                           439.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                505.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       52872.0\n",
      "senior_citizen_disabled                          8997.0\n",
      "_7_day_ada_farecard_access_system_unlimited       241.0\n",
      "_30_day_ada_farecard_access_system_unlimited     1205.0\n",
      "joint_rail_road_ticket                             21.0\n",
      "_7_day_unlimited                                 9696.0\n",
      "_30_day_unlimited                               17056.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           180.0\n",
      "transit_check_metrocard                           358.0\n",
      "lib_special_senior                                142.0\n",
      "rail_road_unlimited_no_trade                       71.0\n",
      "transit_check_metrocard_annual_metrocard         1307.0\n",
      "mail_and_ride_ezpay_express                       817.0\n",
      "mail_and_ride_unlimited                           440.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                489.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       660.0\n",
      "senior_citizen_disabled                          73.0\n",
      "_7_day_ada_farecard_access_system_unlimited       1.0\n",
      "_30_day_ada_farecard_access_system_unlimited      1.0\n",
      "joint_rail_road_ticket                            0.0\n",
      "_7_day_unlimited                                204.0\n",
      "_30_day_unlimited                               136.0\n",
      "_14_day_reduced_fare_media_unlimited              0.0\n",
      "_1_day_unlimited                                  0.0\n",
      "_14_day_unlimited                                 0.0\n",
      "_7_day_express_bus_pass                           2.0\n",
      "transit_check_metrocard                           9.0\n",
      "lib_special_senior                                0.0\n",
      "rail_road_unlimited_no_trade                      0.0\n",
      "transit_check_metrocard_annual_metrocard         50.0\n",
      "mail_and_ride_ezpay_express                       1.0\n",
      "mail_and_ride_unlimited                           0.0\n",
      "path_2_trip                                       0.0\n",
      "airtrain_full_fare                                4.0\n",
      "airtrain_30_day                                   0.0\n",
      "airtrain_10_trip                                  0.0\n",
      "airtrain_monthly                                  0.0\n",
      "dtype: float64\n",
      "full_fare                                       25268.0\n",
      "senior_citizen_disabled                          1789.0\n",
      "_7_day_ada_farecard_access_system_unlimited        84.0\n",
      "_30_day_ada_farecard_access_system_unlimited      132.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                 2931.0\n",
      "_30_day_unlimited                                7413.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            41.0\n",
      "transit_check_metrocard                           104.0\n",
      "lib_special_senior                                  6.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1075.0\n",
      "mail_and_ride_ezpay_express                       552.0\n",
      "mail_and_ride_unlimited                           463.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                436.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       28803.0\n",
      "senior_citizen_disabled                          2070.0\n",
      "_7_day_ada_farecard_access_system_unlimited        68.0\n",
      "_30_day_ada_farecard_access_system_unlimited      123.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                 2918.0\n",
      "_30_day_unlimited                                7190.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            29.0\n",
      "transit_check_metrocard                           137.0\n",
      "lib_special_senior                                  5.0\n",
      "rail_road_unlimited_no_trade                        1.0\n",
      "transit_check_metrocard_annual_metrocard         1067.0\n",
      "mail_and_ride_ezpay_express                       582.0\n",
      "mail_and_ride_unlimited                           506.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                479.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       9849.0\n",
      "senior_citizen_disabled                          156.0\n",
      "_7_day_ada_farecard_access_system_unlimited        0.0\n",
      "_30_day_ada_farecard_access_system_unlimited       0.0\n",
      "joint_rail_road_ticket                             2.0\n",
      "_7_day_unlimited                                   0.0\n",
      "_30_day_unlimited                                  0.0\n",
      "_14_day_reduced_fare_media_unlimited               0.0\n",
      "_1_day_unlimited                                   0.0\n",
      "_14_day_unlimited                                  0.0\n",
      "_7_day_express_bus_pass                            0.0\n",
      "transit_check_metrocard                           62.0\n",
      "lib_special_senior                                 0.0\n",
      "rail_road_unlimited_no_trade                       0.0\n",
      "transit_check_metrocard_annual_metrocard           0.0\n",
      "mail_and_ride_ezpay_express                      156.0\n",
      "mail_and_ride_unlimited                            0.0\n",
      "path_2_trip                                        0.0\n",
      "airtrain_full_fare                              5646.0\n",
      "airtrain_30_day                                 9655.0\n",
      "airtrain_10_trip                                2122.0\n",
      "airtrain_monthly                                   1.0\n",
      "dtype: float64\n",
      "full_fare                                       16001.0\n",
      "senior_citizen_disabled                           244.0\n",
      "_7_day_ada_farecard_access_system_unlimited         0.0\n",
      "_30_day_ada_farecard_access_system_unlimited        0.0\n",
      "joint_rail_road_ticket                              5.0\n",
      "_7_day_unlimited                                    0.0\n",
      "_30_day_unlimited                                   0.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             0.0\n",
      "transit_check_metrocard                            97.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard            0.0\n",
      "mail_and_ride_ezpay_express                       375.0\n",
      "mail_and_ride_unlimited                             0.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                              16704.0\n",
      "airtrain_30_day                                 35798.0\n",
      "airtrain_10_trip                                 7476.0\n",
      "airtrain_monthly                                 1245.0\n",
      "dtype: float64\n",
      "full_fare                                       192944.0\n",
      "senior_citizen_disabled                              0.0\n",
      "_7_day_ada_farecard_access_system_unlimited          0.0\n",
      "_30_day_ada_farecard_access_system_unlimited         0.0\n",
      "joint_rail_road_ticket                              16.0\n",
      "_7_day_unlimited                                     0.0\n",
      "_30_day_unlimited                                    0.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                              0.0\n",
      "transit_check_metrocard                            822.0\n",
      "lib_special_senior                                   0.0\n",
      "rail_road_unlimited_no_trade                         0.0\n",
      "transit_check_metrocard_annual_metrocard             0.0\n",
      "mail_and_ride_ezpay_express                          0.0\n",
      "mail_and_ride_unlimited                              0.0\n",
      "path_2_trip                                       2836.0\n",
      "airtrain_full_fare                                1275.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       101056.0\n",
      "senior_citizen_disabled                              0.0\n",
      "_7_day_ada_farecard_access_system_unlimited          0.0\n",
      "_30_day_ada_farecard_access_system_unlimited         0.0\n",
      "joint_rail_road_ticket                               8.0\n",
      "_7_day_unlimited                                     0.0\n",
      "_30_day_unlimited                                    0.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                              0.0\n",
      "transit_check_metrocard                            491.0\n",
      "lib_special_senior                                   0.0\n",
      "rail_road_unlimited_no_trade                         0.0\n",
      "transit_check_metrocard_annual_metrocard             0.0\n",
      "mail_and_ride_ezpay_express                          0.0\n",
      "mail_and_ride_unlimited                              0.0\n",
      "path_2_trip                                       3878.0\n",
      "airtrain_full_fare                                 920.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       20659.0\n",
      "senior_citizen_disabled                             0.0\n",
      "_7_day_ada_farecard_access_system_unlimited         0.0\n",
      "_30_day_ada_farecard_access_system_unlimited        0.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                    0.0\n",
      "_30_day_unlimited                                   0.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             0.0\n",
      "transit_check_metrocard                           222.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard            0.0\n",
      "mail_and_ride_ezpay_express                         0.0\n",
      "mail_and_ride_unlimited                             0.0\n",
      "path_2_trip                                       269.0\n",
      "airtrain_full_fare                                214.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       37501.0\n",
      "senior_citizen_disabled                             0.0\n",
      "_7_day_ada_farecard_access_system_unlimited         0.0\n",
      "_30_day_ada_farecard_access_system_unlimited        0.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                    0.0\n",
      "_30_day_unlimited                                   0.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             0.0\n",
      "transit_check_metrocard                           211.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard            0.0\n",
      "mail_and_ride_ezpay_express                         0.0\n",
      "mail_and_ride_unlimited                             0.0\n",
      "path_2_trip                                       669.0\n",
      "airtrain_full_fare                                254.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       25452.0\n",
      "senior_citizen_disabled                             0.0\n",
      "_7_day_ada_farecard_access_system_unlimited         0.0\n",
      "_30_day_ada_farecard_access_system_unlimited        0.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                    0.0\n",
      "_30_day_unlimited                                   0.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             0.0\n",
      "transit_check_metrocard                            98.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard            0.0\n",
      "mail_and_ride_ezpay_express                         0.0\n",
      "mail_and_ride_unlimited                             0.0\n",
      "path_2_trip                                       717.0\n",
      "airtrain_full_fare                                146.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       32646.0\n",
      "senior_citizen_disabled                             0.0\n",
      "_7_day_ada_farecard_access_system_unlimited         0.0\n",
      "_30_day_ada_farecard_access_system_unlimited        0.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                    0.0\n",
      "_30_day_unlimited                                   0.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             0.0\n",
      "transit_check_metrocard                           201.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard            0.0\n",
      "mail_and_ride_ezpay_express                         0.0\n",
      "mail_and_ride_unlimited                             0.0\n",
      "path_2_trip                                       558.0\n",
      "airtrain_full_fare                                292.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       32297.0\n",
      "senior_citizen_disabled                             0.0\n",
      "_7_day_ada_farecard_access_system_unlimited         0.0\n",
      "_30_day_ada_farecard_access_system_unlimited        0.0\n",
      "joint_rail_road_ticket                              4.0\n",
      "_7_day_unlimited                                    0.0\n",
      "_30_day_unlimited                                   0.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             0.0\n",
      "transit_check_metrocard                           273.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard            0.0\n",
      "mail_and_ride_ezpay_express                         0.0\n",
      "mail_and_ride_unlimited                             0.0\n",
      "path_2_trip                                       319.0\n",
      "airtrain_full_fare                                388.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       14685.0\n",
      "senior_citizen_disabled                             0.0\n",
      "_7_day_ada_farecard_access_system_unlimited         0.0\n",
      "_30_day_ada_farecard_access_system_unlimited        0.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                    0.0\n",
      "_30_day_unlimited                                   0.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             0.0\n",
      "transit_check_metrocard                            89.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard            0.0\n",
      "mail_and_ride_ezpay_express                         0.0\n",
      "mail_and_ride_unlimited                             0.0\n",
      "path_2_trip                                       257.0\n",
      "airtrain_full_fare                                165.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       16295.0\n",
      "senior_citizen_disabled                             0.0\n",
      "_7_day_ada_farecard_access_system_unlimited         0.0\n",
      "_30_day_ada_farecard_access_system_unlimited        0.0\n",
      "joint_rail_road_ticket                              0.0\n",
      "_7_day_unlimited                                    0.0\n",
      "_30_day_unlimited                                   0.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             0.0\n",
      "transit_check_metrocard                            77.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard            0.0\n",
      "mail_and_ride_ezpay_express                         0.0\n",
      "mail_and_ride_unlimited                             0.0\n",
      "path_2_trip                                       147.0\n",
      "airtrain_full_fare                                191.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       122870.0\n",
      "senior_citizen_disabled                              0.0\n",
      "_7_day_ada_farecard_access_system_unlimited          0.0\n",
      "_30_day_ada_farecard_access_system_unlimited         0.0\n",
      "joint_rail_road_ticket                               3.0\n",
      "_7_day_unlimited                                     0.0\n",
      "_30_day_unlimited                                    0.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                              0.0\n",
      "transit_check_metrocard                            322.0\n",
      "lib_special_senior                                   0.0\n",
      "rail_road_unlimited_no_trade                         0.0\n",
      "transit_check_metrocard_annual_metrocard             0.0\n",
      "mail_and_ride_ezpay_express                          0.0\n",
      "mail_and_ride_unlimited                              0.0\n",
      "path_2_trip                                       4228.0\n",
      "airtrain_full_fare                                 597.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       58632.0\n",
      "senior_citizen_disabled                             0.0\n",
      "_7_day_ada_farecard_access_system_unlimited         0.0\n",
      "_30_day_ada_farecard_access_system_unlimited        0.0\n",
      "joint_rail_road_ticket                              5.0\n",
      "_7_day_unlimited                                    0.0\n",
      "_30_day_unlimited                                   0.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             0.0\n",
      "transit_check_metrocard                           418.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard            0.0\n",
      "mail_and_ride_ezpay_express                         0.0\n",
      "mail_and_ride_unlimited                             0.0\n",
      "path_2_trip                                       818.0\n",
      "airtrain_full_fare                                553.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       54087.0\n",
      "senior_citizen_disabled                             0.0\n",
      "_7_day_ada_farecard_access_system_unlimited         0.0\n",
      "_30_day_ada_farecard_access_system_unlimited        0.0\n",
      "joint_rail_road_ticket                              1.0\n",
      "_7_day_unlimited                                    0.0\n",
      "_30_day_unlimited                                   0.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                             0.0\n",
      "transit_check_metrocard                           351.0\n",
      "lib_special_senior                                  0.0\n",
      "rail_road_unlimited_no_trade                        0.0\n",
      "transit_check_metrocard_annual_metrocard            0.0\n",
      "mail_and_ride_ezpay_express                         0.0\n",
      "mail_and_ride_unlimited                             0.0\n",
      "path_2_trip                                      1569.0\n",
      "airtrain_full_fare                                632.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       107223.0\n",
      "senior_citizen_disabled                              0.0\n",
      "_7_day_ada_farecard_access_system_unlimited          0.0\n",
      "_30_day_ada_farecard_access_system_unlimited         0.0\n",
      "joint_rail_road_ticket                              14.0\n",
      "_7_day_unlimited                                     0.0\n",
      "_30_day_unlimited                                    0.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                              0.0\n",
      "transit_check_metrocard                            523.0\n",
      "lib_special_senior                                   0.0\n",
      "rail_road_unlimited_no_trade                         0.0\n",
      "transit_check_metrocard_annual_metrocard             0.0\n",
      "mail_and_ride_ezpay_express                          0.0\n",
      "mail_and_ride_unlimited                              0.0\n",
      "path_2_trip                                       5453.0\n",
      "airtrain_full_fare                                 657.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       138951.0\n",
      "senior_citizen_disabled                           9888.0\n",
      "_7_day_ada_farecard_access_system_unlimited        316.0\n",
      "_30_day_ada_farecard_access_system_unlimited       759.0\n",
      "joint_rail_road_ticket                             118.0\n",
      "_7_day_unlimited                                 20455.0\n",
      "_30_day_unlimited                                35294.0\n",
      "_14_day_reduced_fare_media_unlimited                 0.0\n",
      "_1_day_unlimited                                     0.0\n",
      "_14_day_unlimited                                    0.0\n",
      "_7_day_express_bus_pass                            277.0\n",
      "transit_check_metrocard                           1314.0\n",
      "lib_special_senior                                  99.0\n",
      "rail_road_unlimited_no_trade                       219.0\n",
      "transit_check_metrocard_annual_metrocard          7706.0\n",
      "mail_and_ride_ezpay_express                       4019.0\n",
      "mail_and_ride_unlimited                           1677.0\n",
      "path_2_trip                                          0.0\n",
      "airtrain_full_fare                                1103.0\n",
      "airtrain_30_day                                      0.0\n",
      "airtrain_10_trip                                     0.0\n",
      "airtrain_monthly                                     0.0\n",
      "dtype: float64\n",
      "full_fare                                       94083.0\n",
      "senior_citizen_disabled                          7074.0\n",
      "_7_day_ada_farecard_access_system_unlimited       343.0\n",
      "_30_day_ada_farecard_access_system_unlimited      629.0\n",
      "joint_rail_road_ticket                             11.0\n",
      "_7_day_unlimited                                18268.0\n",
      "_30_day_unlimited                               22361.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                           145.0\n",
      "transit_check_metrocard                           801.0\n",
      "lib_special_senior                                 43.0\n",
      "rail_road_unlimited_no_trade                      102.0\n",
      "transit_check_metrocard_annual_metrocard         2707.0\n",
      "mail_and_ride_ezpay_express                      2296.0\n",
      "mail_and_ride_unlimited                          1257.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                851.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n",
      "full_fare                                       76301.0\n",
      "senior_citizen_disabled                          7227.0\n",
      "_7_day_ada_farecard_access_system_unlimited       356.0\n",
      "_30_day_ada_farecard_access_system_unlimited      737.0\n",
      "joint_rail_road_ticket                             20.0\n",
      "_7_day_unlimited                                15524.0\n",
      "_30_day_unlimited                               19573.0\n",
      "_14_day_reduced_fare_media_unlimited                0.0\n",
      "_1_day_unlimited                                    0.0\n",
      "_14_day_unlimited                                   0.0\n",
      "_7_day_express_bus_pass                            68.0\n",
      "transit_check_metrocard                           528.0\n",
      "lib_special_senior                                 57.0\n",
      "rail_road_unlimited_no_trade                       67.0\n",
      "transit_check_metrocard_annual_metrocard         5755.0\n",
      "mail_and_ride_ezpay_express                      1724.0\n",
      "mail_and_ride_unlimited                          1131.0\n",
      "path_2_trip                                         0.0\n",
      "airtrain_full_fare                                609.0\n",
      "airtrain_30_day                                     0.0\n",
      "airtrain_10_trip                                    0.0\n",
      "airtrain_monthly                                    0.0\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "for ind,row in dfpie.iterrows():\n",
    "    rowsum=df[df[\"station\"]==row[\"station\"]][['full_fare',\n",
    "       'senior_citizen_disabled',\n",
    "       '_7_day_ada_farecard_access_system_unlimited',\n",
    "       '_30_day_ada_farecard_access_system_unlimited',\n",
    "       'joint_rail_road_ticket', '_7_day_unlimited', '_30_day_unlimited',\n",
    "       '_14_day_reduced_fare_media_unlimited', '_1_day_unlimited',\n",
    "       '_14_day_unlimited', '_7_day_express_bus_pass',\n",
    "       'transit_check_metrocard', 'lib_special_senior',\n",
    "       'rail_road_unlimited_no_trade',\n",
    "       'transit_check_metrocard_annual_metrocard',\n",
    "       'mail_and_ride_ezpay_express', 'mail_and_ride_unlimited', 'path_2_trip',\n",
    "       'airtrain_full_fare', 'airtrain_30_day', 'airtrain_10_trip',\n",
    "       'airtrain_monthly']].sum(axis = 0)\n",
    "    print(rowsum)\n",
    "    dfbar.iloc[ind,1:22]=rowsum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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>station</th>\n",
       "      <th>full_fare</th>\n",
       "      <th>senior_citizen_disabled</th>\n",
       "      <th>_7_day_ada_farecard_access_system_unlimited</th>\n",
       "      <th>_30_day_ada_farecard_access_system_unlimited</th>\n",
       "      <th>joint_rail_road_ticket</th>\n",
       "      <th>_7_day_unlimited</th>\n",
       "      <th>_30_day_unlimited</th>\n",
       "      <th>_14_day_reduced_fare_media_unlimited</th>\n",
       "      <th>_1_day_unlimited</th>\n",
       "      <th>...</th>\n",
       "      <th>lib_special_senior</th>\n",
       "      <th>rail_road_unlimited_no_trade</th>\n",
       "      <th>transit_check_metrocard_annual_metrocard</th>\n",
       "      <th>mail_and_ride_ezpay_express</th>\n",
       "      <th>mail_and_ride_unlimited</th>\n",
       "      <th>path_2_trip</th>\n",
       "      <th>airtrain_full_fare</th>\n",
       "      <th>airtrain_30_day</th>\n",
       "      <th>airtrain_10_trip</th>\n",
       "      <th>airtrain_monthly</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WHITEHALL STREET</td>\n",
       "      <td>90076.0</td>\n",
       "      <td>6689.0</td>\n",
       "      <td>535.0</td>\n",
       "      <td>914.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>17751.0</td>\n",
       "      <td>15223.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>98.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>1288.0</td>\n",
       "      <td>646.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>670.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CYPRESS HILLS</td>\n",
       "      <td>7819.0</td>\n",
       "      <td>422.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2663.0</td>\n",
       "      <td>1231.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>75TH STREET &amp; ELDERTS LANE</td>\n",
       "      <td>23285.0</td>\n",
       "      <td>1172.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6809.0</td>\n",
       "      <td>3287.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>28.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>548.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>85TH STREET &amp; FOREST PKWAY</td>\n",
       "      <td>24854.0</td>\n",
       "      <td>1224.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7022.0</td>\n",
       "      <td>4127.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>37.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>WOODHAVEN BOULEVARD</td>\n",
       "      <td>27546.0</td>\n",
       "      <td>1454.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8248.0</td>\n",
       "      <td>5009.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>31.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>380.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>192.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>PA-PATH GROVE ST</td>\n",
       "      <td>54087.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1569.0</td>\n",
       "      <td>632.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>PA-PATH JOURNAL SQUARE</td>\n",
       "      <td>107223.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5453.0</td>\n",
       "      <td>657.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>72ND STREET - 2 AVENUE</td>\n",
       "      <td>138951.0</td>\n",
       "      <td>9888.0</td>\n",
       "      <td>316.0</td>\n",
       "      <td>759.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>20455.0</td>\n",
       "      <td>35294.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>99.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>7706.0</td>\n",
       "      <td>4019.0</td>\n",
       "      <td>1677.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1103.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>86TH STREET - 2 AVENUE</td>\n",
       "      <td>94083.0</td>\n",
       "      <td>7074.0</td>\n",
       "      <td>343.0</td>\n",
       "      <td>629.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>18268.0</td>\n",
       "      <td>22361.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>43.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>2707.0</td>\n",
       "      <td>2296.0</td>\n",
       "      <td>1257.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>851.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>96TH STREET - 2 AVENUE</td>\n",
       "      <td>76301.0</td>\n",
       "      <td>7227.0</td>\n",
       "      <td>356.0</td>\n",
       "      <td>737.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>15524.0</td>\n",
       "      <td>19573.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>57.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>5755.0</td>\n",
       "      <td>1724.0</td>\n",
       "      <td>1131.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>609.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>457 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        station  full_fare  senior_citizen_disabled  \\\n",
       "0              WHITEHALL STREET    90076.0                   6689.0   \n",
       "1                 CYPRESS HILLS     7819.0                    422.0   \n",
       "2    75TH STREET & ELDERTS LANE    23285.0                   1172.0   \n",
       "3    85TH STREET & FOREST PKWAY    24854.0                   1224.0   \n",
       "4           WOODHAVEN BOULEVARD    27546.0                   1454.0   \n",
       "..                          ...        ...                      ...   \n",
       "452            PA-PATH GROVE ST    54087.0                      0.0   \n",
       "453      PA-PATH JOURNAL SQUARE   107223.0                      0.0   \n",
       "454      72ND STREET - 2 AVENUE   138951.0                   9888.0   \n",
       "455      86TH STREET - 2 AVENUE    94083.0                   7074.0   \n",
       "456      96TH STREET - 2 AVENUE    76301.0                   7227.0   \n",
       "\n",
       "     _7_day_ada_farecard_access_system_unlimited  \\\n",
       "0                                          535.0   \n",
       "1                                            7.0   \n",
       "2                                           33.0   \n",
       "3                                          157.0   \n",
       "4                                           86.0   \n",
       "..                                           ...   \n",
       "452                                          0.0   \n",
       "453                                          0.0   \n",
       "454                                        316.0   \n",
       "455                                        343.0   \n",
       "456                                        356.0   \n",
       "\n",
       "     _30_day_ada_farecard_access_system_unlimited  joint_rail_road_ticket  \\\n",
       "0                                           914.0                    48.0   \n",
       "1                                            70.0                     0.0   \n",
       "2                                            57.0                     0.0   \n",
       "3                                           147.0                     0.0   \n",
       "4                                           113.0                     2.0   \n",
       "..                                            ...                     ...   \n",
       "452                                           0.0                     1.0   \n",
       "453                                           0.0                    14.0   \n",
       "454                                         759.0                   118.0   \n",
       "455                                         629.0                    11.0   \n",
       "456                                         737.0                    20.0   \n",
       "\n",
       "     _7_day_unlimited  _30_day_unlimited  \\\n",
       "0             17751.0            15223.0   \n",
       "1              2663.0             1231.0   \n",
       "2              6809.0             3287.0   \n",
       "3              7022.0             4127.0   \n",
       "4              8248.0             5009.0   \n",
       "..                ...                ...   \n",
       "452               0.0                0.0   \n",
       "453               0.0                0.0   \n",
       "454           20455.0            35294.0   \n",
       "455           18268.0            22361.0   \n",
       "456           15524.0            19573.0   \n",
       "\n",
       "     _14_day_reduced_fare_media_unlimited  _1_day_unlimited  ...  \\\n",
       "0                                     0.0               0.0  ...   \n",
       "1                                     0.0               0.0  ...   \n",
       "2                                     0.0               0.0  ...   \n",
       "3                                     0.0               0.0  ...   \n",
       "4                                     0.0               0.0  ...   \n",
       "..                                    ...               ...  ...   \n",
       "452                                   0.0               0.0  ...   \n",
       "453                                   0.0               0.0  ...   \n",
       "454                                   0.0               0.0  ...   \n",
       "455                                   0.0               0.0  ...   \n",
       "456                                   0.0               0.0  ...   \n",
       "\n",
       "     lib_special_senior  rail_road_unlimited_no_trade  \\\n",
       "0                  98.0                          35.0   \n",
       "1                   0.0                           2.0   \n",
       "2                  28.0                           3.0   \n",
       "3                  37.0                           2.0   \n",
       "4                  31.0                           8.0   \n",
       "..                  ...                           ...   \n",
       "452                 0.0                           0.0   \n",
       "453                 0.0                           0.0   \n",
       "454                99.0                         219.0   \n",
       "455                43.0                         102.0   \n",
       "456                57.0                          67.0   \n",
       "\n",
       "     transit_check_metrocard_annual_metrocard  mail_and_ride_ezpay_express  \\\n",
       "0                                      1965.0                       1288.0   \n",
       "1                                       142.0                         50.0   \n",
       "2                                       548.0                        114.0   \n",
       "3                                       265.0                         94.0   \n",
       "4                                       380.0                        209.0   \n",
       "..                                        ...                          ...   \n",
       "452                                       0.0                          0.0   \n",
       "453                                       0.0                          0.0   \n",
       "454                                    7706.0                       4019.0   \n",
       "455                                    2707.0                       2296.0   \n",
       "456                                    5755.0                       1724.0   \n",
       "\n",
       "     mail_and_ride_unlimited  path_2_trip  airtrain_full_fare  \\\n",
       "0                      646.0          0.0               670.0   \n",
       "1                       53.0          0.0                44.0   \n",
       "2                      107.0          0.0               104.0   \n",
       "3                      185.0          0.0               122.0   \n",
       "4                      103.0          0.0               192.0   \n",
       "..                       ...          ...                 ...   \n",
       "452                      0.0       1569.0               632.0   \n",
       "453                      0.0       5453.0               657.0   \n",
       "454                   1677.0          0.0              1103.0   \n",
       "455                   1257.0          0.0               851.0   \n",
       "456                   1131.0          0.0               609.0   \n",
       "\n",
       "     airtrain_30_day  airtrain_10_trip  airtrain_monthly  \n",
       "0                0.0               0.0               0.0  \n",
       "1                0.0               0.0               0.0  \n",
       "2                0.0               0.0               0.0  \n",
       "3                0.0               0.0               0.0  \n",
       "4                0.0               0.0               0.0  \n",
       "..               ...               ...               ...  \n",
       "452              0.0               0.0               0.0  \n",
       "453              0.0               0.0               0.0  \n",
       "454              0.0               0.0               0.0  \n",
       "455              0.0               0.0               0.0  \n",
       "456              0.0               0.0               0.0  \n",
       "\n",
       "[457 rows x 23 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfbar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfbar.to_csv('/new_york_fare_Card/data/dfbar.csv',index=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfline=df[[\"from_date\",\"to_date\",\"station\"]].drop_duplicates().reset_index(drop=True).copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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>from_date</th>\n",
       "      <th>to_date</th>\n",
       "      <th>station</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-07-25T00:00:00.000</td>\n",
       "      <td>2020-07-31T00:00:00.000</td>\n",
       "      <td>WHITEHALL STREET</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-07-25T00:00:00.000</td>\n",
       "      <td>2020-07-31T00:00:00.000</td>\n",
       "      <td>CYPRESS HILLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-07-25T00:00:00.000</td>\n",
       "      <td>2020-07-31T00:00:00.000</td>\n",
       "      <td>75TH STREET &amp; ELDERTS LANE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-07-25T00:00:00.000</td>\n",
       "      <td>2020-07-31T00:00:00.000</td>\n",
       "      <td>85TH STREET &amp; FOREST PKWAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-07-25T00:00:00.000</td>\n",
       "      <td>2020-07-31T00:00:00.000</td>\n",
       "      <td>WOODHAVEN BOULEVARD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2280</th>\n",
       "      <td>2020-08-22T00:00:00.000</td>\n",
       "      <td>2020-08-28T00:00:00.000</td>\n",
       "      <td>PA-PATH GROVE ST</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2281</th>\n",
       "      <td>2020-08-22T00:00:00.000</td>\n",
       "      <td>2020-08-28T00:00:00.000</td>\n",
       "      <td>PA-PATH JOURNAL SQUARE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2282</th>\n",
       "      <td>2020-08-22T00:00:00.000</td>\n",
       "      <td>2020-08-28T00:00:00.000</td>\n",
       "      <td>72ND STREET - 2 AVENUE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2283</th>\n",
       "      <td>2020-08-22T00:00:00.000</td>\n",
       "      <td>2020-08-28T00:00:00.000</td>\n",
       "      <td>86TH STREET - 2 AVENUE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2284</th>\n",
       "      <td>2020-08-22T00:00:00.000</td>\n",
       "      <td>2020-08-28T00:00:00.000</td>\n",
       "      <td>96TH STREET - 2 AVENUE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2285 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    from_date                  to_date  \\\n",
       "0     2020-07-25T00:00:00.000  2020-07-31T00:00:00.000   \n",
       "1     2020-07-25T00:00:00.000  2020-07-31T00:00:00.000   \n",
       "2     2020-07-25T00:00:00.000  2020-07-31T00:00:00.000   \n",
       "3     2020-07-25T00:00:00.000  2020-07-31T00:00:00.000   \n",
       "4     2020-07-25T00:00:00.000  2020-07-31T00:00:00.000   \n",
       "...                       ...                      ...   \n",
       "2280  2020-08-22T00:00:00.000  2020-08-28T00:00:00.000   \n",
       "2281  2020-08-22T00:00:00.000  2020-08-28T00:00:00.000   \n",
       "2282  2020-08-22T00:00:00.000  2020-08-28T00:00:00.000   \n",
       "2283  2020-08-22T00:00:00.000  2020-08-28T00:00:00.000   \n",
       "2284  2020-08-22T00:00:00.000  2020-08-28T00:00:00.000   \n",
       "\n",
       "                         station  \n",
       "0               WHITEHALL STREET  \n",
       "1                  CYPRESS HILLS  \n",
       "2     75TH STREET & ELDERTS LANE  \n",
       "3     85TH STREET & FOREST PKWAY  \n",
       "4            WOODHAVEN BOULEVARD  \n",
       "...                          ...  \n",
       "2280            PA-PATH GROVE ST  \n",
       "2281      PA-PATH JOURNAL SQUARE  \n",
       "2282      72ND STREET - 2 AVENUE  \n",
       "2283      86TH STREET - 2 AVENUE  \n",
       "2284      96TH STREET - 2 AVENUE  \n",
       "\n",
       "[2285 rows x 3 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfline[\"stat_time_tot\"]=np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "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>from_date</th>\n",
       "      <th>to_date</th>\n",
       "      <th>station</th>\n",
       "      <th>stat_time_tot</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-07-25T00:00:00.000</td>\n",
       "      <td>2020-07-31T00:00:00.000</td>\n",
       "      <td>WHITEHALL STREET</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-07-25T00:00:00.000</td>\n",
       "      <td>2020-07-31T00:00:00.000</td>\n",
       "      <td>CYPRESS HILLS</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-07-25T00:00:00.000</td>\n",
       "      <td>2020-07-31T00:00:00.000</td>\n",
       "      <td>75TH STREET &amp; ELDERTS LANE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-07-25T00:00:00.000</td>\n",
       "      <td>2020-07-31T00:00:00.000</td>\n",
       "      <td>85TH STREET &amp; FOREST PKWAY</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-07-25T00:00:00.000</td>\n",
       "      <td>2020-07-31T00:00:00.000</td>\n",
       "      <td>WOODHAVEN BOULEVARD</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2280</th>\n",
       "      <td>2020-08-22T00:00:00.000</td>\n",
       "      <td>2020-08-28T00:00:00.000</td>\n",
       "      <td>PA-PATH GROVE ST</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2281</th>\n",
       "      <td>2020-08-22T00:00:00.000</td>\n",
       "      <td>2020-08-28T00:00:00.000</td>\n",
       "      <td>PA-PATH JOURNAL SQUARE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2282</th>\n",
       "      <td>2020-08-22T00:00:00.000</td>\n",
       "      <td>2020-08-28T00:00:00.000</td>\n",
       "      <td>72ND STREET - 2 AVENUE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2283</th>\n",
       "      <td>2020-08-22T00:00:00.000</td>\n",
       "      <td>2020-08-28T00:00:00.000</td>\n",
       "      <td>86TH STREET - 2 AVENUE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2284</th>\n",
       "      <td>2020-08-22T00:00:00.000</td>\n",
       "      <td>2020-08-28T00:00:00.000</td>\n",
       "      <td>96TH STREET - 2 AVENUE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2285 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    from_date                  to_date  \\\n",
       "0     2020-07-25T00:00:00.000  2020-07-31T00:00:00.000   \n",
       "1     2020-07-25T00:00:00.000  2020-07-31T00:00:00.000   \n",
       "2     2020-07-25T00:00:00.000  2020-07-31T00:00:00.000   \n",
       "3     2020-07-25T00:00:00.000  2020-07-31T00:00:00.000   \n",
       "4     2020-07-25T00:00:00.000  2020-07-31T00:00:00.000   \n",
       "...                       ...                      ...   \n",
       "2280  2020-08-22T00:00:00.000  2020-08-28T00:00:00.000   \n",
       "2281  2020-08-22T00:00:00.000  2020-08-28T00:00:00.000   \n",
       "2282  2020-08-22T00:00:00.000  2020-08-28T00:00:00.000   \n",
       "2283  2020-08-22T00:00:00.000  2020-08-28T00:00:00.000   \n",
       "2284  2020-08-22T00:00:00.000  2020-08-28T00:00:00.000   \n",
       "\n",
       "                         station  stat_time_tot  \n",
       "0               WHITEHALL STREET            NaN  \n",
       "1                  CYPRESS HILLS            NaN  \n",
       "2     75TH STREET & ELDERTS LANE            NaN  \n",
       "3     85TH STREET & FOREST PKWAY            NaN  \n",
       "4            WOODHAVEN BOULEVARD            NaN  \n",
       "...                          ...            ...  \n",
       "2280            PA-PATH GROVE ST            NaN  \n",
       "2281      PA-PATH JOURNAL SQUARE            NaN  \n",
       "2282      72ND STREET - 2 AVENUE            NaN  \n",
       "2283      86TH STREET - 2 AVENUE            NaN  \n",
       "2284      96TH STREET - 2 AVENUE            NaN  \n",
       "\n",
       "[2285 rows x 4 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "25175.0\n",
      "0\n",
      "2435.0\n",
      "1\n",
      "6794.0\n",
      "2\n",
      "7296.0\n",
      "3\n",
      "8394.0\n",
      "4\n",
      "5031.0\n",
      "5\n",
      "3656.0\n",
      "6\n",
      "3642.0\n",
      "7\n",
      "106785.0\n",
      "8\n",
      "72555.0\n",
      "9\n",
      "54760.0\n",
      "10\n",
      "17887.0\n",
      "11\n",
      "35721.0\n",
      "12\n",
      "103298.0\n",
      "13\n",
      "32011.0\n",
      "14\n",
      "52221.0\n",
      "15\n",
      "34678.0\n",
      "16\n",
      "124481.0\n",
      "17\n",
      "34526.0\n",
      "18\n",
      "55928.0\n",
      "19\n",
      "28538.0\n",
      "20\n",
      "21796.0\n",
      "21\n",
      "33491.0\n",
      "22\n",
      "13199.0\n",
      "23\n",
      "26716.0\n",
      "24\n",
      "73503.0\n",
      "25\n",
      "9376.0\n",
      "26\n",
      "36330.0\n",
      "27\n",
      "12672.0\n",
      "28\n",
      "9769.0\n",
      "29\n",
      "2289.0\n",
      "30\n",
      "8993.0\n",
      "31\n",
      "15280.0\n",
      "32\n",
      "16406.0\n",
      "33\n",
      "4202.0\n",
      "34\n",
      "17278.0\n",
      "35\n",
      "85010.0\n",
      "36\n",
      "10715.0\n",
      "37\n",
      "12283.0\n",
      "38\n",
      "59339.0\n",
      "39\n",
      "11249.0\n",
      "40\n",
      "32608.0\n",
      "41\n",
      "12886.0\n",
      "42\n",
      "89272.0\n",
      "43\n",
      "12248.0\n",
      "44\n",
      "51862.0\n",
      "45\n",
      "3490.0\n",
      "46\n",
      "7079.0\n",
      "47\n",
      "3763.0\n",
      "48\n",
      "5118.0\n",
      "49\n",
      "42832.0\n",
      "50\n",
      "12320.0\n",
      "51\n",
      "10299.0\n",
      "52\n",
      "8219.0\n",
      "53\n",
      "3400.0\n",
      "54\n",
      "7484.0\n",
      "55\n",
      "5030.0\n",
      "56\n",
      "9696.0\n",
      "57\n",
      "8613.0\n",
      "58\n",
      "16554.0\n",
      "59\n",
      "17681.0\n",
      "60\n",
      "28825.0\n",
      "61\n",
      "13726.0\n",
      "62\n",
      "9692.0\n",
      "63\n",
      "15470.0\n",
      "64\n",
      "65467.0\n",
      "65\n",
      "10408.0\n",
      "66\n",
      "10078.0\n",
      "67\n",
      "4411.0\n",
      "68\n",
      "12968.0\n",
      "69\n",
      "34628.0\n",
      "70\n",
      "3745.0\n",
      "71\n",
      "9306.0\n",
      "72\n",
      "15971.0\n",
      "73\n",
      "19878.0\n",
      "74\n",
      "12080.0\n",
      "75\n",
      "21680.0\n",
      "76\n",
      "26996.0\n",
      "77\n",
      "54962.0\n",
      "78\n",
      "28887.0\n",
      "79\n",
      "25797.0\n",
      "80\n",
      "6257.0\n",
      "81\n",
      "32200.0\n",
      "82\n",
      "40705.0\n",
      "83\n",
      "15068.0\n",
      "84\n",
      "17002.0\n",
      "85\n",
      "22947.0\n",
      "86\n",
      "11435.0\n",
      "87\n",
      "9360.0\n",
      "88\n",
      "29990.0\n",
      "89\n",
      "15799.0\n",
      "90\n",
      "26295.0\n",
      "91\n",
      "22414.0\n",
      "92\n",
      "16324.0\n",
      "93\n",
      "10839.0\n",
      "94\n",
      "12789.0\n",
      "95\n",
      "12905.0\n",
      "96\n",
      "12845.0\n",
      "97\n",
      "12860.0\n",
      "98\n",
      "11879.0\n",
      "99\n",
      "18354.0\n",
      "100\n",
      "12339.0\n",
      "101\n",
      "17695.0\n",
      "102\n",
      "35878.0\n",
      "103\n",
      "16426.0\n",
      "104\n",
      "6208.0\n",
      "105\n",
      "5705.0\n",
      "106\n",
      "17366.0\n",
      "107\n",
      "7250.0\n",
      "108\n",
      "11206.0\n",
      "109\n",
      "4979.0\n",
      "110\n",
      "19794.0\n",
      "111\n",
      "34437.0\n",
      "112\n",
      "15524.0\n",
      "113\n",
      "7828.0\n",
      "114\n",
      "12268.0\n",
      "115\n",
      "22886.0\n",
      "116\n",
      "36285.0\n",
      "117\n",
      "38971.0\n",
      "118\n",
      "15892.0\n",
      "119\n",
      "12483.0\n",
      "120\n",
      "37191.0\n",
      "121\n",
      "33394.0\n",
      "122\n",
      "21041.0\n",
      "123\n",
      "25522.0\n",
      "124\n",
      "6822.0\n",
      "125\n",
      "17842.0\n",
      "126\n",
      "29565.0\n",
      "127\n",
      "11694.0\n",
      "128\n",
      "17223.0\n",
      "129\n",
      "12006.0\n",
      "130\n",
      "27855.0\n",
      "131\n",
      "16018.0\n",
      "132\n",
      "22074.0\n",
      "133\n",
      "15991.0\n",
      "134\n",
      "13889.0\n",
      "135\n",
      "11277.0\n",
      "136\n",
      "16431.0\n",
      "137\n",
      "36990.0\n",
      "138\n",
      "7962.0\n",
      "139\n",
      "12809.0\n",
      "140\n",
      "14662.0\n",
      "141\n",
      "12622.0\n",
      "142\n",
      "22106.0\n",
      "143\n",
      "15139.0\n",
      "144\n",
      "1032.0\n",
      "145\n",
      "14942.0\n",
      "146\n",
      "18214.0\n",
      "147\n",
      "40639.0\n",
      "148\n",
      "16646.0\n",
      "149\n",
      "97746.0\n",
      "150\n",
      "9359.0\n",
      "151\n",
      "28040.0\n",
      "152\n",
      "12954.0\n",
      "153\n",
      "13406.0\n",
      "154\n",
      "39276.0\n",
      "155\n",
      "29199.0\n",
      "156\n",
      "25855.0\n",
      "157\n",
      "35029.0\n",
      "158\n",
      "52729.0\n",
      "159\n",
      "20212.0\n",
      "160\n",
      "15491.0\n",
      "161\n",
      "22012.0\n",
      "162\n",
      "7754.0\n",
      "163\n",
      "10807.0\n",
      "164\n",
      "10006.0\n",
      "165\n",
      "10601.0\n",
      "166\n",
      "9461.0\n",
      "167\n",
      "17378.0\n",
      "168\n",
      "8507.0\n",
      "169\n",
      "12887.0\n",
      "170\n",
      "14074.0\n",
      "171\n",
      "13191.0\n",
      "172\n",
      "16537.0\n",
      "173\n",
      "14489.0\n",
      "174\n",
      "35638.0\n",
      "175\n",
      "14424.0\n",
      "176\n",
      "23559.0\n",
      "177\n",
      "22399.0\n",
      "178\n",
      "7260.0\n",
      "179\n",
      "17100.0\n",
      "180\n",
      "29132.0\n",
      "181\n",
      "23831.0\n",
      "182\n",
      "26497.0\n",
      "183\n",
      "17206.0\n",
      "184\n",
      "19610.0\n",
      "185\n",
      "17700.0\n",
      "186\n",
      "20171.0\n",
      "187\n",
      "44990.0\n",
      "188\n",
      "8148.0\n",
      "189\n",
      "7184.0\n",
      "190\n",
      "32605.0\n",
      "191\n",
      "21133.0\n",
      "192\n",
      "12122.0\n",
      "193\n",
      "8239.0\n",
      "194\n",
      "17420.0\n",
      "195\n",
      "9133.0\n",
      "196\n",
      "14802.0\n",
      "197\n",
      "21225.0\n",
      "198\n",
      "11223.0\n",
      "199\n",
      "11875.0\n",
      "200\n",
      "16807.0\n",
      "201\n",
      "25951.0\n",
      "202\n",
      "21019.0\n",
      "203\n",
      "5313.0\n",
      "204\n",
      "5874.0\n",
      "205\n",
      "7328.0\n",
      "206\n",
      "4474.0\n",
      "207\n",
      "9050.0\n",
      "208\n",
      "8962.0\n",
      "209\n",
      "7264.0\n",
      "210\n",
      "8201.0\n",
      "211\n",
      "14066.0\n",
      "212\n",
      "18137.0\n",
      "213\n",
      "6627.0\n",
      "214\n",
      "33022.0\n",
      "215\n",
      "21272.0\n",
      "216\n",
      "8758.0\n",
      "217\n",
      "20443.0\n",
      "218\n",
      "15420.0\n",
      "219\n",
      "34589.0\n",
      "220\n",
      "6509.0\n",
      "221\n",
      "5678.0\n",
      "222\n",
      "13540.0\n",
      "223\n",
      "15768.0\n",
      "224\n",
      "7271.0\n",
      "225\n",
      "7538.0\n",
      "226\n",
      "4025.0\n",
      "227\n",
      "27478.0\n",
      "228\n",
      "11897.0\n",
      "229\n",
      "10559.0\n",
      "230\n",
      "12344.0\n",
      "231\n",
      "6532.0\n",
      "232\n",
      "9180.0\n",
      "233\n",
      "27411.0\n",
      "234\n",
      "6934.0\n",
      "235\n",
      "13053.0\n",
      "236\n",
      "17760.0\n",
      "237\n",
      "15956.0\n",
      "238\n",
      "11071.0\n",
      "239\n",
      "21111.0\n",
      "240\n",
      "13586.0\n",
      "241\n",
      "5768.0\n",
      "242\n",
      "4525.0\n",
      "243\n",
      "7574.0\n",
      "244\n",
      "10576.0\n",
      "245\n",
      "13543.0\n",
      "246\n",
      "12600.0\n",
      "247\n",
      "20398.0\n",
      "248\n",
      "10899.0\n",
      "249\n",
      "6891.0\n",
      "250\n",
      "3576.0\n",
      "251\n",
      "10391.0\n",
      "252\n",
      "15141.0\n",
      "253\n",
      "2810.0\n",
      "254\n",
      "10680.0\n",
      "255\n",
      "19500.0\n",
      "256\n",
      "4314.0\n",
      "257\n",
      "6330.0\n",
      "258\n",
      "11805.0\n",
      "259\n",
      "6084.0\n",
      "260\n",
      "8655.0\n",
      "261\n",
      "10738.0\n",
      "262\n",
      "5725.0\n",
      "263\n",
      "5635.0\n",
      "264\n",
      "9295.0\n",
      "265\n",
      "9032.0\n",
      "266\n",
      "6592.0\n",
      "267\n",
      "12498.0\n",
      "268\n",
      "5952.0\n",
      "269\n",
      "11148.0\n",
      "270\n",
      "8369.0\n",
      "271\n",
      "5305.0\n",
      "272\n",
      "43229.0\n",
      "273\n",
      "11346.0\n",
      "274\n",
      "7609.0\n",
      "275\n",
      "6387.0\n",
      "276\n",
      "7513.0\n",
      "277\n",
      "11878.0\n",
      "278\n",
      "8872.0\n",
      "279\n",
      "18703.0\n",
      "280\n",
      "13203.0\n",
      "281\n",
      "14114.0\n",
      "282\n",
      "15166.0\n",
      "283\n",
      "4434.0\n",
      "284\n",
      "7213.0\n",
      "285\n",
      "7066.0\n",
      "286\n",
      "3310.0\n",
      "287\n",
      "9667.0\n",
      "288\n",
      "9661.0\n",
      "289\n",
      "25914.0\n",
      "290\n",
      "3481.0\n",
      "291\n",
      "5202.0\n",
      "292\n",
      "4012.0\n",
      "293\n",
      "5732.0\n",
      "294\n",
      "5898.0\n",
      "295\n",
      "5042.0\n",
      "296\n",
      "5162.0\n",
      "297\n",
      "7719.0\n",
      "298\n",
      "23758.0\n",
      "299\n",
      "4084.0\n",
      "300\n",
      "6002.0\n",
      "301\n",
      "9717.0\n",
      "302\n",
      "10321.0\n",
      "303\n",
      "13335.0\n",
      "304\n",
      "3837.0\n",
      "305\n",
      "4175.0\n",
      "306\n",
      "10568.0\n",
      "307\n",
      "4866.0\n",
      "308\n",
      "3953.0\n",
      "309\n",
      "8638.0\n",
      "310\n",
      "3429.0\n",
      "311\n",
      "6361.0\n",
      "312\n",
      "8761.0\n",
      "313\n",
      "9298.0\n",
      "314\n",
      "6891.0\n",
      "315\n",
      "4448.0\n",
      "316\n",
      "1512.0\n",
      "317\n",
      "2049.0\n",
      "318\n",
      "4418.0\n",
      "319\n",
      "5746.0\n",
      "320\n",
      "4023.0\n",
      "321\n",
      "8759.0\n",
      "322\n",
      "3639.0\n",
      "323\n",
      "3680.0\n",
      "324\n",
      "3956.0\n",
      "325\n",
      "6678.0\n",
      "326\n",
      "9504.0\n",
      "327\n",
      "2721.0\n",
      "328\n",
      "5581.0\n",
      "329\n",
      "4777.0\n",
      "330\n",
      "5517.0\n",
      "331\n",
      "6712.0\n",
      "332\n",
      "3006.0\n",
      "333\n",
      "3963.0\n",
      "334\n",
      "12644.0\n",
      "335\n",
      "1250.0\n",
      "336\n",
      "3436.0\n",
      "337\n",
      "16002.0\n",
      "338\n",
      "2679.0\n",
      "339\n",
      "11044.0\n",
      "340\n",
      "7028.0\n",
      "341\n",
      "4394.0\n",
      "342\n",
      "7954.0\n",
      "343\n",
      "4088.0\n",
      "344\n",
      "4604.0\n",
      "345\n",
      "6795.0\n",
      "346\n",
      "11164.0\n",
      "347\n",
      "7876.0\n",
      "348\n",
      "9210.0\n",
      "349\n",
      "9057.0\n",
      "350\n",
      "10878.0\n",
      "351\n",
      "9072.0\n",
      "352\n",
      "13653.0\n",
      "353\n",
      "7765.0\n",
      "354\n",
      "5986.0\n",
      "355\n",
      "13848.0\n",
      "356\n",
      "15714.0\n",
      "357\n",
      "7969.0\n",
      "358\n",
      "10659.0\n",
      "359\n",
      "9670.0\n",
      "360\n",
      "10069.0\n",
      "361\n",
      "6937.0\n",
      "362\n",
      "5119.0\n",
      "363\n",
      "15043.0\n",
      "364\n",
      "9318.0\n",
      "365\n",
      "10018.0\n",
      "366\n",
      "16129.0\n",
      "367\n",
      "3455.0\n",
      "368\n",
      "15671.0\n",
      "369\n",
      "9607.0\n",
      "370\n",
      "8786.0\n",
      "371\n",
      "5925.0\n",
      "372\n",
      "12609.0\n",
      "373\n",
      "9257.0\n",
      "374\n",
      "6086.0\n",
      "375\n",
      "4567.0\n",
      "376\n",
      "8522.0\n",
      "377\n",
      "6740.0\n",
      "378\n",
      "3945.0\n",
      "379\n",
      "6066.0\n",
      "380\n",
      "5497.0\n",
      "381\n",
      "7759.0\n",
      "382\n",
      "10993.0\n",
      "383\n",
      "7268.0\n",
      "384\n",
      "10359.0\n",
      "385\n",
      "4788.0\n",
      "386\n",
      "13491.0\n",
      "387\n",
      "6676.0\n",
      "388\n",
      "2284.0\n",
      "389\n",
      "1476.0\n",
      "390\n",
      "7100.0\n",
      "391\n",
      "2399.0\n",
      "392\n",
      "532.0\n",
      "393\n",
      "3438.0\n",
      "394\n",
      "1597.0\n",
      "395\n",
      "1626.0\n",
      "396\n",
      "2990.0\n",
      "397\n",
      "5868.0\n",
      "398\n",
      "2661.0\n",
      "399\n",
      "1819.0\n",
      "400\n",
      "4408.0\n",
      "401\n",
      "4024.0\n",
      "402\n",
      "2832.0\n",
      "403\n",
      "1988.0\n",
      "404\n",
      "3050.0\n",
      "405\n",
      "6425.0\n",
      "406\n",
      "12082.0\n",
      "407\n",
      "4678.0\n",
      "408\n",
      "7955.0\n",
      "409\n",
      "5425.0\n",
      "410\n",
      "4105.0\n",
      "411\n",
      "5415.0\n",
      "412\n",
      "5263.0\n",
      "413\n",
      "5531.0\n",
      "414\n",
      "7870.0\n",
      "415\n",
      "8832.0\n",
      "416\n",
      "8452.0\n",
      "417\n",
      "3977.0\n",
      "418\n",
      "5444.0\n",
      "419\n",
      "5317.0\n",
      "420\n",
      "11190.0\n",
      "421\n",
      "4376.0\n",
      "422\n",
      "14696.0\n",
      "423\n",
      "11053.0\n",
      "424\n",
      "5750.0\n",
      "425\n",
      "1846.0\n",
      "426\n",
      "9101.0\n",
      "427\n",
      "5561.0\n",
      "428\n",
      "11521.0\n",
      "429\n",
      "42132.0\n",
      "430\n",
      "2885.0\n",
      "431\n",
      "14239.0\n",
      "432\n",
      "21078.0\n",
      "433\n",
      "13550.0\n",
      "434\n",
      "18124.0\n",
      "435\n",
      "234.0\n",
      "436\n",
      "8122.0\n",
      "437\n",
      "8773.0\n",
      "438\n",
      "4997.0\n",
      "439\n",
      "14446.0\n",
      "440\n",
      "36971.0\n",
      "441\n",
      "19503.0\n",
      "442\n",
      "3976.0\n",
      "443\n",
      "7824.0\n",
      "444\n",
      "4998.0\n",
      "445\n",
      "6472.0\n",
      "446\n",
      "6225.0\n",
      "447\n",
      "3009.0\n",
      "448\n",
      "3082.0\n",
      "449\n",
      "23682.0\n",
      "450\n",
      "11190.0\n",
      "451\n",
      "10221.0\n",
      "452\n",
      "22098.0\n",
      "453\n",
      "41389.0\n",
      "454\n",
      "26894.0\n",
      "455\n",
      "24267.0\n",
      "456\n",
      "24660.0\n",
      "457\n",
      "2598.0\n",
      "458\n",
      "6894.0\n",
      "459\n",
      "7511.0\n",
      "460\n",
      "8552.0\n",
      "461\n",
      "5023.0\n",
      "462\n",
      "3738.0\n",
      "463\n",
      "3765.0\n",
      "464\n",
      "106680.0\n",
      "465\n",
      "72394.0\n",
      "466\n",
      "54101.0\n",
      "467\n",
      "17417.0\n",
      "468\n",
      "36041.0\n",
      "469\n",
      "101030.0\n",
      "470\n",
      "32574.0\n",
      "471\n",
      "52215.0\n",
      "472\n",
      "34306.0\n",
      "473\n",
      "125928.0\n",
      "474\n",
      "37012.0\n",
      "475\n",
      "56131.0\n",
      "476\n",
      "27333.0\n",
      "477\n",
      "23018.0\n",
      "478\n",
      "33326.0\n",
      "479\n",
      "12586.0\n",
      "480\n",
      "24905.0\n",
      "481\n",
      "75479.0\n",
      "482\n",
      "9110.0\n",
      "483\n",
      "36543.0\n",
      "484\n",
      "13102.0\n",
      "485\n",
      "8853.0\n",
      "486\n",
      "1983.0\n",
      "487\n",
      "7445.0\n",
      "488\n",
      "13811.0\n",
      "489\n",
      "15952.0\n",
      "490\n",
      "3955.0\n",
      "491\n",
      "18881.0\n",
      "492\n",
      "83503.0\n",
      "493\n",
      "10792.0\n",
      "494\n",
      "12005.0\n",
      "495\n",
      "59555.0\n",
      "496\n",
      "11380.0\n",
      "497\n",
      "32061.0\n",
      "498\n",
      "12739.0\n",
      "499\n",
      "87209.0\n",
      "500\n",
      "12162.0\n",
      "501\n",
      "51521.0\n",
      "502\n",
      "3576.0\n",
      "503\n",
      "7156.0\n",
      "504\n",
      "3658.0\n",
      "505\n",
      "5187.0\n",
      "506\n",
      "41980.0\n",
      "507\n",
      "11990.0\n",
      "508\n",
      "9962.0\n",
      "509\n",
      "7695.0\n",
      "510\n",
      "3298.0\n",
      "511\n",
      "7974.0\n",
      "512\n",
      "4945.0\n",
      "513\n",
      "9700.0\n",
      "514\n",
      "7878.0\n",
      "515\n",
      "16359.0\n",
      "516\n",
      "17334.0\n",
      "517\n",
      "29358.0\n",
      "518\n",
      "14118.0\n",
      "519\n",
      "9844.0\n",
      "520\n",
      "15727.0\n",
      "521\n",
      "64954.0\n",
      "522\n",
      "11032.0\n",
      "523\n",
      "10181.0\n",
      "524\n",
      "4383.0\n",
      "525\n",
      "13057.0\n",
      "526\n",
      "34746.0\n",
      "527\n",
      "3560.0\n",
      "528\n",
      "9200.0\n",
      "529\n",
      "15477.0\n",
      "530\n",
      "19479.0\n",
      "531\n",
      "11941.0\n",
      "532\n",
      "21425.0\n",
      "533\n",
      "27118.0\n",
      "534\n",
      "52005.0\n",
      "535\n",
      "28158.0\n",
      "536\n",
      "25724.0\n",
      "537\n",
      "6115.0\n",
      "538\n",
      "31854.0\n",
      "539\n",
      "40287.0\n",
      "540\n",
      "14974.0\n",
      "541\n",
      "17020.0\n",
      "542\n",
      "22895.0\n",
      "543\n",
      "11423.0\n",
      "544\n",
      "9201.0\n",
      "545\n",
      "29771.0\n",
      "546\n",
      "16091.0\n",
      "547\n",
      "26589.0\n",
      "548\n",
      "22092.0\n",
      "549\n",
      "18861.0\n",
      "550\n",
      "10750.0\n",
      "551\n",
      "12810.0\n",
      "552\n",
      "13088.0\n",
      "553\n",
      "12773.0\n",
      "554\n",
      "13347.0\n",
      "555\n",
      "13216.0\n",
      "556\n",
      "18428.0\n",
      "557\n",
      "12260.0\n",
      "558\n",
      "17619.0\n",
      "559\n",
      "35664.0\n",
      "560\n",
      "16225.0\n",
      "561\n",
      "6519.0\n",
      "562\n",
      "6510.0\n",
      "563\n",
      "17260.0\n",
      "564\n",
      "7715.0\n",
      "565\n",
      "11513.0\n",
      "566\n",
      "5485.0\n",
      "567\n",
      "18639.0\n",
      "568\n",
      "34275.0\n",
      "569\n",
      "15406.0\n",
      "570\n",
      "7417.0\n",
      "571\n",
      "12362.0\n",
      "572\n",
      "21324.0\n",
      "573\n",
      "36869.0\n",
      "574\n",
      "39022.0\n",
      "575\n",
      "16445.0\n",
      "576\n",
      "14022.0\n",
      "577\n",
      "37218.0\n",
      "578\n",
      "34563.0\n",
      "579\n",
      "20708.0\n",
      "580\n",
      "25510.0\n",
      "581\n",
      "8332.0\n",
      "582\n",
      "17973.0\n",
      "583\n",
      "28171.0\n",
      "584\n",
      "11118.0\n",
      "585\n",
      "16432.0\n",
      "586\n",
      "11724.0\n",
      "587\n",
      "28671.0\n",
      "588\n",
      "15228.0\n",
      "589\n",
      "21381.0\n",
      "590\n",
      "16129.0\n",
      "591\n",
      "13969.0\n",
      "592\n",
      "10887.0\n",
      "593\n",
      "16138.0\n",
      "594\n",
      "37547.0\n",
      "595\n",
      "7969.0\n",
      "596\n",
      "11916.0\n",
      "597\n",
      "15095.0\n",
      "598\n",
      "12951.0\n",
      "599\n",
      "22023.0\n",
      "600\n",
      "15433.0\n",
      "601\n",
      "1019.0\n",
      "602\n",
      "15190.0\n",
      "603\n",
      "18655.0\n",
      "604\n",
      "40084.0\n",
      "605\n",
      "16502.0\n",
      "606\n",
      "99069.0\n",
      "607\n",
      "9605.0\n",
      "608\n",
      "24869.0\n",
      "609\n",
      "14316.0\n",
      "610\n",
      "13410.0\n",
      "611\n",
      "39306.0\n",
      "612\n",
      "28244.0\n",
      "613\n",
      "25328.0\n",
      "614\n",
      "34590.0\n",
      "615\n",
      "51097.0\n",
      "616\n",
      "20322.0\n",
      "617\n",
      "15592.0\n",
      "618\n",
      "21191.0\n",
      "619\n",
      "7905.0\n",
      "620\n",
      "10211.0\n",
      "621\n",
      "10227.0\n",
      "622\n",
      "10245.0\n",
      "623\n",
      "9710.0\n",
      "624\n",
      "17011.0\n",
      "625\n",
      "8368.0\n",
      "626\n",
      "13172.0\n",
      "627\n",
      "13814.0\n",
      "628\n",
      "13515.0\n",
      "629\n",
      "16594.0\n",
      "630\n",
      "14396.0\n",
      "631\n",
      "35784.0\n",
      "632\n",
      "14509.0\n",
      "633\n",
      "25333.0\n",
      "634\n",
      "21802.0\n",
      "635\n",
      "7407.0\n",
      "636\n",
      "17360.0\n",
      "637\n",
      "29676.0\n",
      "638\n",
      "24069.0\n",
      "639\n",
      "27144.0\n",
      "640\n",
      "17875.0\n",
      "641\n",
      "19528.0\n",
      "642\n",
      "17867.0\n",
      "643\n",
      "18913.0\n",
      "644\n",
      "44693.0\n",
      "645\n",
      "8249.0\n",
      "646\n",
      "7064.0\n",
      "647\n",
      "31436.0\n",
      "648\n",
      "20609.0\n",
      "649\n",
      "12251.0\n",
      "650\n",
      "8672.0\n",
      "651\n",
      "17795.0\n",
      "652\n",
      "8973.0\n",
      "653\n",
      "14575.0\n",
      "654\n",
      "22374.0\n",
      "655\n",
      "11678.0\n",
      "656\n",
      "11892.0\n",
      "657\n",
      "16345.0\n",
      "658\n",
      "26570.0\n",
      "659\n",
      "20567.0\n",
      "660\n",
      "5015.0\n",
      "661\n",
      "5799.0\n",
      "662\n",
      "7019.0\n",
      "663\n",
      "4456.0\n",
      "664\n",
      "9426.0\n",
      "665\n",
      "8599.0\n",
      "666\n",
      "7020.0\n",
      "667\n",
      "8464.0\n",
      "668\n",
      "13346.0\n",
      "669\n",
      "18934.0\n",
      "670\n",
      "6867.0\n",
      "671\n",
      "32941.0\n",
      "672\n",
      "20729.0\n",
      "673\n",
      "8013.0\n",
      "674\n",
      "21071.0\n",
      "675\n",
      "15483.0\n",
      "676\n",
      "33593.0\n",
      "677\n",
      "6519.0\n",
      "678\n",
      "5612.0\n",
      "679\n",
      "13621.0\n",
      "680\n",
      "14417.0\n",
      "681\n",
      "7352.0\n",
      "682\n",
      "7524.0\n",
      "683\n",
      "4308.0\n",
      "684\n",
      "27523.0\n",
      "685\n",
      "11631.0\n",
      "686\n",
      "10249.0\n",
      "687\n",
      "12452.0\n",
      "688\n",
      "8435.0\n",
      "689\n",
      "9254.0\n",
      "690\n",
      "28547.0\n",
      "691\n",
      "7481.0\n",
      "692\n",
      "13384.0\n",
      "693\n",
      "18128.0\n",
      "694\n",
      "16099.0\n",
      "695\n",
      "11351.0\n",
      "696\n",
      "21722.0\n",
      "697\n",
      "13189.0\n",
      "698\n",
      "5629.0\n",
      "699\n",
      "4508.0\n",
      "700\n",
      "6523.0\n",
      "701\n",
      "10266.0\n",
      "702\n",
      "13793.0\n",
      "703\n",
      "12343.0\n",
      "704\n",
      "19333.0\n",
      "705\n",
      "11169.0\n",
      "706\n",
      "6876.0\n",
      "707\n",
      "3337.0\n",
      "708\n",
      "10386.0\n",
      "709\n",
      "14932.0\n",
      "710\n",
      "2423.0\n",
      "711\n",
      "11214.0\n",
      "712\n",
      "18963.0\n",
      "713\n",
      "4085.0\n",
      "714\n",
      "6446.0\n",
      "715\n",
      "11718.0\n",
      "716\n",
      "5753.0\n",
      "717\n",
      "8316.0\n",
      "718\n",
      "11482.0\n",
      "719\n",
      "5746.0\n",
      "720\n",
      "5625.0\n",
      "721\n",
      "8707.0\n",
      "722\n",
      "9158.0\n",
      "723\n",
      "6651.0\n",
      "724\n",
      "12739.0\n",
      "725\n",
      "6254.0\n",
      "726\n",
      "10606.0\n",
      "727\n",
      "7531.0\n",
      "728\n",
      "5019.0\n",
      "729\n",
      "41142.0\n",
      "730\n",
      "11130.0\n",
      "731\n",
      "7523.0\n",
      "732\n",
      "6440.0\n",
      "733\n",
      "7288.0\n",
      "734\n",
      "11954.0\n",
      "735\n",
      "8502.0\n",
      "736\n",
      "17767.0\n",
      "737\n",
      "12165.0\n",
      "738\n",
      "13603.0\n",
      "739\n",
      "15501.0\n",
      "740\n",
      "4335.0\n",
      "741\n",
      "7302.0\n",
      "742\n",
      "5923.0\n",
      "743\n",
      "3886.0\n",
      "744\n",
      "9523.0\n",
      "745\n",
      "9506.0\n",
      "746\n",
      "25824.0\n",
      "747\n",
      "4817.0\n",
      "748\n",
      "4508.0\n",
      "749\n",
      "3967.0\n",
      "750\n",
      "5709.0\n",
      "751\n",
      "5813.0\n",
      "752\n",
      "5306.0\n",
      "753\n",
      "5211.0\n",
      "754\n",
      "7534.0\n",
      "755\n",
      "23259.0\n",
      "756\n",
      "3950.0\n",
      "757\n",
      "5936.0\n",
      "758\n",
      "9199.0\n",
      "759\n",
      "10478.0\n",
      "760\n",
      "13593.0\n",
      "761\n",
      "3792.0\n",
      "762\n",
      "4084.0\n",
      "763\n",
      "10598.0\n",
      "764\n",
      "4421.0\n",
      "765\n",
      "3637.0\n",
      "766\n",
      "8797.0\n",
      "767\n",
      "3538.0\n",
      "768\n",
      "6226.0\n",
      "769\n",
      "8537.0\n",
      "770\n",
      "9142.0\n",
      "771\n",
      "6220.0\n",
      "772\n",
      "3960.0\n",
      "773\n",
      "1329.0\n",
      "774\n",
      "1925.0\n",
      "775\n",
      "4797.0\n",
      "776\n",
      "6044.0\n",
      "777\n",
      "4043.0\n",
      "778\n",
      "8202.0\n",
      "779\n",
      "3559.0\n",
      "780\n",
      "4324.0\n",
      "781\n",
      "4779.0\n",
      "782\n",
      "6704.0\n",
      "783\n",
      "9598.0\n",
      "784\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2773.0\n",
      "785\n",
      "5573.0\n",
      "786\n",
      "4894.0\n",
      "787\n",
      "5117.0\n",
      "788\n",
      "7399.0\n",
      "789\n",
      "3537.0\n",
      "790\n",
      "4593.0\n",
      "791\n",
      "14437.0\n",
      "792\n",
      "1244.0\n",
      "793\n",
      "3205.0\n",
      "794\n",
      "16926.0\n",
      "795\n",
      "2789.0\n",
      "796\n",
      "12877.0\n",
      "797\n",
      "8103.0\n",
      "798\n",
      "4920.0\n",
      "799\n",
      "9605.0\n",
      "800\n",
      "4842.0\n",
      "801\n",
      "5664.0\n",
      "802\n",
      "8088.0\n",
      "803\n",
      "9585.0\n",
      "804\n",
      "7756.0\n",
      "805\n",
      "8309.0\n",
      "806\n",
      "9243.0\n",
      "807\n",
      "9637.0\n",
      "808\n",
      "8139.0\n",
      "809\n",
      "12911.0\n",
      "810\n",
      "7773.0\n",
      "811\n",
      "5808.0\n",
      "812\n",
      "14628.0\n",
      "813\n",
      "16594.0\n",
      "814\n",
      "8315.0\n",
      "815\n",
      "11212.0\n",
      "816\n",
      "10147.0\n",
      "817\n",
      "10360.0\n",
      "818\n",
      "7040.0\n",
      "819\n",
      "5296.0\n",
      "820\n",
      "13215.0\n",
      "821\n",
      "9674.0\n",
      "822\n",
      "9718.0\n",
      "823\n",
      "13918.0\n",
      "824\n",
      "3890.0\n",
      "825\n",
      "15868.0\n",
      "826\n",
      "9485.0\n",
      "827\n",
      "9805.0\n",
      "828\n",
      "6111.0\n",
      "829\n",
      "13192.0\n",
      "830\n",
      "9331.0\n",
      "831\n",
      "6443.0\n",
      "832\n",
      "4781.0\n",
      "833\n",
      "9536.0\n",
      "834\n",
      "6351.0\n",
      "835\n",
      "3614.0\n",
      "836\n",
      "6171.0\n",
      "837\n",
      "5754.0\n",
      "838\n",
      "7889.0\n",
      "839\n",
      "9525.0\n",
      "840\n",
      "7025.0\n",
      "841\n",
      "10229.0\n",
      "842\n",
      "4860.0\n",
      "843\n",
      "12645.0\n",
      "844\n",
      "6504.0\n",
      "845\n",
      "2173.0\n",
      "846\n",
      "1482.0\n",
      "847\n",
      "6584.0\n",
      "848\n",
      "2454.0\n",
      "849\n",
      "472.0\n",
      "850\n",
      "2793.0\n",
      "851\n",
      "1234.0\n",
      "852\n",
      "1055.0\n",
      "853\n",
      "2333.0\n",
      "854\n",
      "6175.0\n",
      "855\n",
      "2779.0\n",
      "856\n",
      "1989.0\n",
      "857\n",
      "4704.0\n",
      "858\n",
      "4127.0\n",
      "859\n",
      "2921.0\n",
      "860\n",
      "2116.0\n",
      "861\n",
      "3073.0\n",
      "862\n",
      "6097.0\n",
      "863\n",
      "11691.0\n",
      "864\n",
      "4326.0\n",
      "865\n",
      "6271.0\n",
      "866\n",
      "5474.0\n",
      "867\n",
      "4297.0\n",
      "868\n",
      "5519.0\n",
      "869\n",
      "5453.0\n",
      "870\n",
      "4954.0\n",
      "871\n",
      "8308.0\n",
      "872\n",
      "8898.0\n",
      "873\n",
      "8083.0\n",
      "874\n",
      "4030.0\n",
      "875\n",
      "5207.0\n",
      "876\n",
      "5492.0\n",
      "877\n",
      "11428.0\n",
      "878\n",
      "5069.0\n",
      "879\n",
      "14389.0\n",
      "880\n",
      "11070.0\n",
      "881\n",
      "5874.0\n",
      "882\n",
      "1886.0\n",
      "883\n",
      "9162.0\n",
      "884\n",
      "5780.0\n",
      "885\n",
      "11193.0\n",
      "886\n",
      "42972.0\n",
      "887\n",
      "2820.0\n",
      "888\n",
      "18162.0\n",
      "889\n",
      "19902.0\n",
      "890\n",
      "14190.0\n",
      "891\n",
      "18488.0\n",
      "892\n",
      "219.0\n",
      "893\n",
      "7831.0\n",
      "894\n",
      "8352.0\n",
      "895\n",
      "5310.0\n",
      "896\n",
      "15402.0\n",
      "897\n",
      "38149.0\n",
      "898\n",
      "21097.0\n",
      "899\n",
      "4025.0\n",
      "900\n",
      "7351.0\n",
      "901\n",
      "4998.0\n",
      "902\n",
      "6429.0\n",
      "903\n",
      "6037.0\n",
      "904\n",
      "2730.0\n",
      "905\n",
      "3045.0\n",
      "906\n",
      "26740.0\n",
      "907\n",
      "10639.0\n",
      "908\n",
      "10370.0\n",
      "909\n",
      "21610.0\n",
      "910\n",
      "42624.0\n",
      "911\n",
      "28583.0\n",
      "912\n",
      "24866.0\n",
      "913\n",
      "26862.0\n",
      "914\n",
      "2668.0\n",
      "915\n",
      "7192.0\n",
      "916\n",
      "7722.0\n",
      "917\n",
      "8657.0\n",
      "918\n",
      "5337.0\n",
      "919\n",
      "3899.0\n",
      "920\n",
      "3910.0\n",
      "921\n",
      "110524.0\n",
      "922\n",
      "75594.0\n",
      "923\n",
      "56900.0\n",
      "924\n",
      "18792.0\n",
      "925\n",
      "37895.0\n",
      "926\n",
      "104503.0\n",
      "927\n",
      "33591.0\n",
      "928\n",
      "55459.0\n",
      "929\n",
      "36061.0\n",
      "930\n",
      "132141.0\n",
      "931\n",
      "38216.0\n",
      "932\n",
      "58376.0\n",
      "933\n",
      "28863.0\n",
      "934\n",
      "24646.0\n",
      "935\n",
      "32945.0\n",
      "936\n",
      "13565.0\n",
      "937\n",
      "27537.0\n",
      "938\n",
      "78736.0\n",
      "939\n",
      "9838.0\n",
      "940\n",
      "37860.0\n",
      "941\n",
      "13420.0\n",
      "942\n",
      "10199.0\n",
      "943\n",
      "2325.0\n",
      "944\n",
      "8804.0\n",
      "945\n",
      "15549.0\n",
      "946\n",
      "15987.0\n",
      "947\n",
      "4170.0\n",
      "948\n",
      "20155.0\n",
      "949\n",
      "89270.0\n",
      "950\n",
      "11533.0\n",
      "951\n",
      "12331.0\n",
      "952\n",
      "61273.0\n",
      "953\n",
      "11165.0\n",
      "954\n",
      "32020.0\n",
      "955\n",
      "13245.0\n",
      "956\n",
      "92979.0\n",
      "957\n",
      "11963.0\n",
      "958\n",
      "53858.0\n",
      "959\n",
      "3478.0\n",
      "960\n",
      "7322.0\n",
      "961\n",
      "4169.0\n",
      "962\n",
      "5384.0\n",
      "963\n",
      "43943.0\n",
      "964\n",
      "11883.0\n",
      "965\n",
      "10242.0\n",
      "966\n",
      "7719.0\n",
      "967\n",
      "3500.0\n",
      "968\n",
      "7868.0\n",
      "969\n",
      "4957.0\n",
      "970\n",
      "10006.0\n",
      "971\n",
      "9054.0\n",
      "972\n",
      "17439.0\n",
      "973\n",
      "18563.0\n",
      "974\n",
      "30567.0\n",
      "975\n",
      "14956.0\n",
      "976\n",
      "10712.0\n",
      "977\n",
      "17002.0\n",
      "978\n",
      "68621.0\n",
      "979\n",
      "12295.0\n",
      "980\n",
      "11236.0\n",
      "981\n",
      "4721.0\n",
      "982\n",
      "13864.0\n",
      "983\n",
      "36097.0\n",
      "984\n",
      "3908.0\n",
      "985\n",
      "9630.0\n",
      "986\n",
      "16536.0\n",
      "987\n",
      "20482.0\n",
      "988\n",
      "12727.0\n",
      "989\n",
      "22460.0\n",
      "990\n",
      "27369.0\n",
      "991\n",
      "57213.0\n",
      "992\n",
      "28511.0\n",
      "993\n",
      "26759.0\n",
      "994\n",
      "6583.0\n",
      "995\n",
      "33358.0\n",
      "996\n",
      "41512.0\n",
      "997\n",
      "15130.0\n",
      "998\n",
      "17257.0\n",
      "999\n",
      "24575.0\n",
      "1000\n",
      "11525.0\n",
      "1001\n",
      "8948.0\n",
      "1002\n",
      "30729.0\n",
      "1003\n",
      "15043.0\n",
      "1004\n",
      "25142.0\n",
      "1005\n",
      "22929.0\n",
      "1006\n",
      "20117.0\n",
      "1007\n",
      "11267.0\n",
      "1008\n",
      "12465.0\n",
      "1009\n",
      "13438.0\n",
      "1010\n",
      "13614.0\n",
      "1011\n",
      "13430.0\n",
      "1012\n",
      "14448.0\n",
      "1013\n",
      "18073.0\n",
      "1014\n",
      "12438.0\n",
      "1015\n",
      "17850.0\n",
      "1016\n",
      "36905.0\n",
      "1017\n",
      "19571.0\n",
      "1018\n",
      "6420.0\n",
      "1019\n",
      "6825.0\n",
      "1020\n",
      "18355.0\n",
      "1021\n",
      "8021.0\n",
      "1022\n",
      "11278.0\n",
      "1023\n",
      "5313.0\n",
      "1024\n",
      "19233.0\n",
      "1025\n",
      "34095.0\n",
      "1026\n",
      "15695.0\n",
      "1027\n",
      "8065.0\n",
      "1028\n",
      "11384.0\n",
      "1029\n",
      "23964.0\n",
      "1030\n",
      "37786.0\n",
      "1031\n",
      "40555.0\n",
      "1032\n",
      "17733.0\n",
      "1033\n",
      "13046.0\n",
      "1034\n",
      "37704.0\n",
      "1035\n",
      "35758.0\n",
      "1036\n",
      "20450.0\n",
      "1037\n",
      "26306.0\n",
      "1038\n",
      "7797.0\n",
      "1039\n",
      "17867.0\n",
      "1040\n",
      "30700.0\n",
      "1041\n",
      "12296.0\n",
      "1042\n",
      "17609.0\n",
      "1043\n",
      "12866.0\n",
      "1044\n",
      "29599.0\n",
      "1045\n",
      "15784.0\n",
      "1046\n",
      "22363.0\n",
      "1047\n",
      "15957.0\n",
      "1048\n",
      "13990.0\n",
      "1049\n",
      "11675.0\n",
      "1050\n",
      "16668.0\n",
      "1051\n",
      "38687.0\n",
      "1052\n",
      "8462.0\n",
      "1053\n",
      "11936.0\n",
      "1054\n",
      "15045.0\n",
      "1055\n",
      "12989.0\n",
      "1056\n",
      "23164.0\n",
      "1057\n",
      "16607.0\n",
      "1058\n",
      "1048.0\n",
      "1059\n",
      "16128.0\n",
      "1060\n",
      "19902.0\n",
      "1061\n",
      "43053.0\n",
      "1062\n",
      "17072.0\n",
      "1063\n",
      "104263.0\n",
      "1064\n",
      "10527.0\n",
      "1065\n",
      "27342.0\n",
      "1066\n",
      "13417.0\n",
      "1067\n",
      "14340.0\n",
      "1068\n",
      "41441.0\n",
      "1069\n",
      "28379.0\n",
      "1070\n",
      "26239.0\n",
      "1071\n",
      "35507.0\n",
      "1072\n",
      "52590.0\n",
      "1073\n",
      "20684.0\n",
      "1074\n",
      "15750.0\n",
      "1075\n",
      "21474.0\n",
      "1076\n",
      "7558.0\n",
      "1077\n",
      "11118.0\n",
      "1078\n",
      "10626.0\n",
      "1079\n",
      "10621.0\n",
      "1080\n",
      "10406.0\n",
      "1081\n",
      "17558.0\n",
      "1082\n",
      "9075.0\n",
      "1083\n",
      "13379.0\n",
      "1084\n",
      "14639.0\n",
      "1085\n",
      "13934.0\n",
      "1086\n",
      "17531.0\n",
      "1087\n",
      "15023.0\n",
      "1088\n",
      "36027.0\n",
      "1089\n",
      "15547.0\n",
      "1090\n",
      "24737.0\n",
      "1091\n",
      "22477.0\n",
      "1092\n",
      "7719.0\n",
      "1093\n",
      "17671.0\n",
      "1094\n",
      "30434.0\n",
      "1095\n",
      "24930.0\n",
      "1096\n",
      "28595.0\n",
      "1097\n",
      "17689.0\n",
      "1098\n",
      "19567.0\n",
      "1099\n",
      "18435.0\n",
      "1100\n",
      "20494.0\n",
      "1101\n",
      "42554.0\n",
      "1102\n",
      "7671.0\n",
      "1103\n",
      "6799.0\n",
      "1104\n",
      "34424.0\n",
      "1105\n",
      "21035.0\n",
      "1106\n",
      "12747.0\n",
      "1107\n",
      "8973.0\n",
      "1108\n",
      "18318.0\n",
      "1109\n",
      "9381.0\n",
      "1110\n",
      "14781.0\n",
      "1111\n",
      "23867.0\n",
      "1112\n",
      "12103.0\n",
      "1113\n",
      "12386.0\n",
      "1114\n",
      "17312.0\n",
      "1115\n",
      "27294.0\n",
      "1116\n",
      "21516.0\n",
      "1117\n",
      "5283.0\n",
      "1118\n",
      "6080.0\n",
      "1119\n",
      "7589.0\n",
      "1120\n",
      "4898.0\n",
      "1121\n",
      "9777.0\n",
      "1122\n",
      "9689.0\n",
      "1123\n",
      "7425.0\n",
      "1124\n",
      "8473.0\n",
      "1125\n",
      "14309.0\n",
      "1126\n",
      "19127.0\n",
      "1127\n",
      "7628.0\n",
      "1128\n",
      "33548.0\n",
      "1129\n",
      "19696.0\n",
      "1130\n",
      "8397.0\n",
      "1131\n",
      "21329.0\n",
      "1132\n",
      "15573.0\n",
      "1133\n",
      "36299.0\n",
      "1134\n",
      "7016.0\n",
      "1135\n",
      "3432.0\n",
      "1136\n",
      "12986.0\n",
      "1137\n",
      "13713.0\n",
      "1138\n",
      "7235.0\n",
      "1139\n",
      "7849.0\n",
      "1140\n",
      "4560.0\n",
      "1141\n",
      "28529.0\n",
      "1142\n",
      "11226.0\n",
      "1143\n",
      "9979.0\n",
      "1144\n",
      "13020.0\n",
      "1145\n",
      "9367.0\n",
      "1146\n",
      "9569.0\n",
      "1147\n",
      "29695.0\n",
      "1148\n",
      "7842.0\n",
      "1149\n",
      "13619.0\n",
      "1150\n",
      "18083.0\n",
      "1151\n",
      "16891.0\n",
      "1152\n",
      "12076.0\n",
      "1153\n",
      "22140.0\n",
      "1154\n",
      "13863.0\n",
      "1155\n",
      "5764.0\n",
      "1156\n",
      "4781.0\n",
      "1157\n",
      "7096.0\n",
      "1158\n",
      "9303.0\n",
      "1159\n",
      "13232.0\n",
      "1160\n",
      "12599.0\n",
      "1161\n",
      "22142.0\n",
      "1162\n",
      "11484.0\n",
      "1163\n",
      "7102.0\n",
      "1164\n",
      "3840.0\n",
      "1165\n",
      "11294.0\n",
      "1166\n",
      "15339.0\n",
      "1167\n",
      "2481.0\n",
      "1168\n",
      "10471.0\n",
      "1169\n",
      "20833.0\n",
      "1170\n",
      "3898.0\n",
      "1171\n",
      "6359.0\n",
      "1172\n",
      "11113.0\n",
      "1173\n",
      "6310.0\n",
      "1174\n",
      "8985.0\n",
      "1175\n",
      "12181.0\n",
      "1176\n",
      "5893.0\n",
      "1177\n",
      "6176.0\n",
      "1178\n",
      "9647.0\n",
      "1179\n",
      "9466.0\n",
      "1180\n",
      "7136.0\n",
      "1181\n",
      "13388.0\n",
      "1182\n",
      "6342.0\n",
      "1183\n",
      "11277.0\n",
      "1184\n",
      "8660.0\n",
      "1185\n",
      "5136.0\n",
      "1186\n",
      "44777.0\n",
      "1187\n",
      "10669.0\n",
      "1188\n",
      "7542.0\n",
      "1189\n",
      "5899.0\n",
      "1190\n",
      "7962.0\n",
      "1191\n",
      "11948.0\n",
      "1192\n",
      "9238.0\n",
      "1193\n",
      "17507.0\n",
      "1194\n",
      "11820.0\n",
      "1195\n",
      "14117.0\n",
      "1196\n",
      "15804.0\n",
      "1197\n",
      "4783.0\n",
      "1198\n",
      "7776.0\n",
      "1199\n",
      "7118.0\n",
      "1200\n",
      "4349.0\n",
      "1201\n",
      "9304.0\n",
      "1202\n",
      "9346.0\n",
      "1203\n",
      "26098.0\n",
      "1204\n",
      "5365.0\n",
      "1205\n",
      "4994.0\n",
      "1206\n",
      "3920.0\n",
      "1207\n",
      "6000.0\n",
      "1208\n",
      "5994.0\n",
      "1209\n",
      "5343.0\n",
      "1210\n",
      "5552.0\n",
      "1211\n",
      "7800.0\n",
      "1212\n",
      "24926.0\n",
      "1213\n",
      "4255.0\n",
      "1214\n",
      "6431.0\n",
      "1215\n",
      "9385.0\n",
      "1216\n",
      "11187.0\n",
      "1217\n",
      "14201.0\n",
      "1218\n",
      "3752.0\n",
      "1219\n",
      "4322.0\n",
      "1220\n",
      "11067.0\n",
      "1221\n",
      "5288.0\n",
      "1222\n",
      "4297.0\n",
      "1223\n",
      "9023.0\n",
      "1224\n",
      "3149.0\n",
      "1225\n",
      "5560.0\n",
      "1226\n",
      "8938.0\n",
      "1227\n",
      "9596.0\n",
      "1228\n",
      "6469.0\n",
      "1229\n",
      "4410.0\n",
      "1230\n",
      "1497.0\n",
      "1231\n",
      "2081.0\n",
      "1232\n",
      "4817.0\n",
      "1233\n",
      "5962.0\n",
      "1234\n",
      "4542.0\n",
      "1235\n",
      "8994.0\n",
      "1236\n",
      "3804.0\n",
      "1237\n",
      "4619.0\n",
      "1238\n",
      "5181.0\n",
      "1239\n",
      "6968.0\n",
      "1240\n",
      "9945.0\n",
      "1241\n",
      "2741.0\n",
      "1242\n",
      "5888.0\n",
      "1243\n",
      "4953.0\n",
      "1244\n",
      "5676.0\n",
      "1245\n",
      "8044.0\n",
      "1246\n",
      "3631.0\n",
      "1247\n",
      "4910.0\n",
      "1248\n",
      "14743.0\n",
      "1249\n",
      "1280.0\n",
      "1250\n",
      "3482.0\n",
      "1251\n",
      "16874.0\n",
      "1252\n",
      "2804.0\n",
      "1253\n",
      "12787.0\n",
      "1254\n",
      "8373.0\n",
      "1255\n",
      "5028.0\n",
      "1256\n",
      "8965.0\n",
      "1257\n",
      "5070.0\n",
      "1258\n",
      "5699.0\n",
      "1259\n",
      "8289.0\n",
      "1260\n",
      "11406.0\n",
      "1261\n",
      "8627.0\n",
      "1262\n",
      "9439.0\n",
      "1263\n",
      "10083.0\n",
      "1264\n",
      "11423.0\n",
      "1265\n",
      "9042.0\n",
      "1266\n",
      "14313.0\n",
      "1267\n",
      "8250.0\n",
      "1268\n",
      "6225.0\n",
      "1269\n",
      "15925.0\n",
      "1270\n",
      "17535.0\n",
      "1271\n",
      "8862.0\n",
      "1272\n",
      "11749.0\n",
      "1273\n",
      "11054.0\n",
      "1274\n",
      "10576.0\n",
      "1275\n",
      "7347.0\n",
      "1276\n",
      "5686.0\n",
      "1277\n",
      "13854.0\n",
      "1278\n",
      "9483.0\n",
      "1279\n",
      "10016.0\n",
      "1280\n",
      "14069.0\n",
      "1281\n",
      "3557.0\n",
      "1282\n",
      "17247.0\n",
      "1283\n",
      "10081.0\n",
      "1284\n",
      "9441.0\n",
      "1285\n",
      "6058.0\n",
      "1286\n",
      "12832.0\n",
      "1287\n",
      "9299.0\n",
      "1288\n",
      "6347.0\n",
      "1289\n",
      "4895.0\n",
      "1290\n",
      "9069.0\n",
      "1291\n",
      "7526.0\n",
      "1292\n",
      "4168.0\n",
      "1293\n",
      "6957.0\n",
      "1294\n",
      "6117.0\n",
      "1295\n",
      "7990.0\n",
      "1296\n",
      "11687.0\n",
      "1297\n",
      "7119.0\n",
      "1298\n",
      "10783.0\n",
      "1299\n",
      "5100.0\n",
      "1300\n",
      "12638.0\n",
      "1301\n",
      "6576.0\n",
      "1302\n",
      "2272.0\n",
      "1303\n",
      "1579.0\n",
      "1304\n",
      "7511.0\n",
      "1305\n",
      "2629.0\n",
      "1306\n",
      "567.0\n",
      "1307\n",
      "2986.0\n",
      "1308\n",
      "1373.0\n",
      "1309\n",
      "1320.0\n",
      "1310\n",
      "2707.0\n",
      "1311\n",
      "6463.0\n",
      "1312\n",
      "2889.0\n",
      "1313\n",
      "1877.0\n",
      "1314\n",
      "4786.0\n",
      "1315\n",
      "4264.0\n",
      "1316\n",
      "2988.0\n",
      "1317\n",
      "2172.0\n",
      "1318\n",
      "3031.0\n",
      "1319\n",
      "6445.0\n",
      "1320\n",
      "11958.0\n",
      "1321\n",
      "4586.0\n",
      "1322\n",
      "7752.0\n",
      "1323\n",
      "5960.0\n",
      "1324\n",
      "4147.0\n",
      "1325\n",
      "5674.0\n",
      "1326\n",
      "5349.0\n",
      "1327\n",
      "5303.0\n",
      "1328\n",
      "7343.0\n",
      "1329\n",
      "9112.0\n",
      "1330\n",
      "8039.0\n",
      "1331\n",
      "4032.0\n",
      "1332\n",
      "5158.0\n",
      "1333\n",
      "5446.0\n",
      "1334\n",
      "11722.0\n",
      "1335\n",
      "5332.0\n",
      "1336\n",
      "14208.0\n",
      "1337\n",
      "10930.0\n",
      "1338\n",
      "5765.0\n",
      "1339\n",
      "1911.0\n",
      "1340\n",
      "8746.0\n",
      "1341\n",
      "5610.0\n",
      "1342\n",
      "10969.0\n",
      "1343\n",
      "45196.0\n",
      "1344\n",
      "2942.0\n",
      "1345\n",
      "19447.0\n",
      "1346\n",
      "20471.0\n",
      "1347\n",
      "15331.0\n",
      "1348\n",
      "19455.0\n",
      "1349\n",
      "225.0\n",
      "1350\n",
      "8485.0\n",
      "1351\n",
      "8968.0\n",
      "1352\n",
      "5849.0\n",
      "1353\n",
      "16025.0\n",
      "1354\n",
      "40580.0\n",
      "1355\n",
      "21240.0\n",
      "1356\n",
      "4240.0\n",
      "1357\n",
      "7886.0\n",
      "1358\n",
      "5352.0\n",
      "1359\n",
      "6602.0\n",
      "1360\n",
      "6749.0\n",
      "1361\n",
      "3045.0\n",
      "1362\n",
      "3453.0\n",
      "1363\n",
      "25414.0\n",
      "1364\n",
      "12086.0\n",
      "1365\n",
      "11772.0\n",
      "1366\n",
      "22551.0\n",
      "1367\n",
      "45041.0\n",
      "1368\n",
      "30633.0\n",
      "1369\n",
      "26333.0\n",
      "1370\n",
      "29204.0\n",
      "1371\n",
      "2569.0\n",
      "1372\n",
      "7405.0\n",
      "1373\n",
      "7748.0\n",
      "1374\n",
      "8852.0\n",
      "1375\n",
      "5270.0\n",
      "1376\n",
      "3854.0\n",
      "1377\n",
      "3927.0\n",
      "1378\n",
      "112746.0\n",
      "1379\n",
      "77999.0\n",
      "1380\n",
      "55021.0\n",
      "1381\n",
      "18895.0\n",
      "1382\n",
      "38251.0\n",
      "1383\n",
      "102575.0\n",
      "1384\n",
      "34479.0\n",
      "1385\n",
      "55772.0\n",
      "1386\n",
      "37121.0\n",
      "1387\n",
      "137315.0\n",
      "1388\n",
      "39453.0\n",
      "1389\n",
      "57797.0\n",
      "1390\n",
      "28008.0\n",
      "1391\n",
      "25807.0\n",
      "1392\n",
      "36705.0\n",
      "1393\n",
      "13840.0\n",
      "1394\n",
      "27981.0\n",
      "1395\n",
      "81900.0\n",
      "1396\n",
      "10169.0\n",
      "1397\n",
      "38326.0\n",
      "1398\n",
      "13483.0\n",
      "1399\n",
      "10809.0\n",
      "1400\n",
      "2257.0\n",
      "1401\n",
      "9279.0\n",
      "1402\n",
      "15601.0\n",
      "1403\n",
      "14186.0\n",
      "1404\n",
      "3575.0\n",
      "1405\n",
      "19462.0\n",
      "1406\n",
      "92262.0\n",
      "1407\n",
      "12091.0\n",
      "1408\n",
      "11578.0\n",
      "1409\n",
      "61879.0\n",
      "1410\n",
      "10993.0\n",
      "1411\n",
      "30830.0\n",
      "1412\n",
      "13827.0\n",
      "1413\n",
      "92856.0\n",
      "1414\n",
      "11871.0\n",
      "1415\n",
      "53516.0\n",
      "1416\n",
      "3698.0\n",
      "1417\n",
      "7572.0\n",
      "1418\n",
      "4430.0\n",
      "1419\n",
      "5214.0\n",
      "1420\n",
      "43407.0\n",
      "1421\n",
      "12235.0\n",
      "1422\n",
      "9960.0\n",
      "1423\n",
      "7595.0\n",
      "1424\n",
      "3420.0\n",
      "1425\n",
      "7578.0\n",
      "1426\n",
      "5001.0\n",
      "1427\n",
      "9396.0\n",
      "1428\n",
      "9315.0\n",
      "1429\n",
      "18017.0\n",
      "1430\n",
      "19369.0\n",
      "1431\n",
      "30841.0\n",
      "1432\n",
      "15063.0\n",
      "1433\n",
      "11931.0\n",
      "1434\n",
      "19057.0\n",
      "1435\n",
      "70885.0\n",
      "1436\n",
      "14682.0\n",
      "1437\n",
      "12954.0\n",
      "1438\n",
      "5719.0\n",
      "1439\n",
      "13989.0\n",
      "1440\n",
      "37226.0\n",
      "1441\n",
      "3924.0\n",
      "1442\n",
      "9715.0\n",
      "1443\n",
      "17203.0\n",
      "1444\n",
      "20806.0\n",
      "1445\n",
      "12981.0\n",
      "1446\n",
      "22804.0\n",
      "1447\n",
      "29474.0\n",
      "1448\n",
      "54868.0\n",
      "1449\n",
      "28804.0\n",
      "1450\n",
      "27569.0\n",
      "1451\n",
      "6666.0\n",
      "1452\n",
      "33916.0\n",
      "1453\n",
      "42734.0\n",
      "1454\n",
      "14874.0\n",
      "1455\n",
      "17629.0\n",
      "1456\n",
      "26052.0\n",
      "1457\n",
      "11276.0\n",
      "1458\n",
      "9278.0\n",
      "1459\n",
      "30935.0\n",
      "1460\n",
      "16042.0\n",
      "1461\n",
      "27057.0\n",
      "1462\n",
      "23658.0\n",
      "1463\n",
      "20445.0\n",
      "1464\n",
      "11586.0\n",
      "1465\n",
      "12486.0\n",
      "1466\n",
      "13498.0\n",
      "1467\n",
      "13754.0\n",
      "1468\n",
      "13549.0\n",
      "1469\n",
      "14751.0\n",
      "1470\n",
      "17631.0\n",
      "1471\n",
      "12250.0\n",
      "1472\n",
      "18261.0\n",
      "1473\n",
      "38797.0\n",
      "1474\n",
      "16750.0\n",
      "1475\n",
      "6528.0\n",
      "1476\n",
      "6928.0\n",
      "1477\n",
      "18283.0\n",
      "1478\n",
      "8017.0\n",
      "1479\n",
      "11847.0\n",
      "1480\n",
      "5596.0\n",
      "1481\n",
      "16896.0\n",
      "1482\n",
      "35757.0\n",
      "1483\n",
      "15529.0\n",
      "1484\n",
      "7708.0\n",
      "1485\n",
      "12252.0\n",
      "1486\n",
      "23594.0\n",
      "1487\n",
      "37752.0\n",
      "1488\n",
      "42519.0\n",
      "1489\n",
      "17935.0\n",
      "1490\n",
      "13051.0\n",
      "1491\n",
      "37792.0\n",
      "1492\n",
      "35785.0\n",
      "1493\n",
      "17826.0\n",
      "1494\n",
      "26013.0\n",
      "1495\n",
      "8351.0\n",
      "1496\n",
      "17684.0\n",
      "1497\n",
      "30844.0\n",
      "1498\n",
      "11943.0\n",
      "1499\n",
      "18341.0\n",
      "1500\n",
      "12599.0\n",
      "1501\n",
      "28029.0\n",
      "1502\n",
      "15701.0\n",
      "1503\n",
      "23015.0\n",
      "1504\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "15896.0\n",
      "1505\n",
      "13947.0\n",
      "1506\n",
      "11511.0\n",
      "1507\n",
      "16075.0\n",
      "1508\n",
      "37799.0\n",
      "1509\n",
      "9172.0\n",
      "1510\n",
      "9809.0\n",
      "1511\n",
      "14634.0\n",
      "1512\n",
      "12068.0\n",
      "1513\n",
      "24064.0\n",
      "1514\n",
      "16908.0\n",
      "1515\n",
      "1117.0\n",
      "1516\n",
      "16729.0\n",
      "1517\n",
      "20433.0\n",
      "1518\n",
      "43710.0\n",
      "1519\n",
      "17229.0\n",
      "1520\n",
      "104869.0\n",
      "1521\n",
      "10491.0\n",
      "1522\n",
      "26230.0\n",
      "1523\n",
      "13342.0\n",
      "1524\n",
      "14821.0\n",
      "1525\n",
      "42274.0\n",
      "1526\n",
      "24397.0\n",
      "1527\n",
      "26094.0\n",
      "1528\n",
      "35588.0\n",
      "1529\n",
      "52402.0\n",
      "1530\n",
      "20039.0\n",
      "1531\n",
      "15660.0\n",
      "1532\n",
      "21119.0\n",
      "1533\n",
      "7494.0\n",
      "1534\n",
      "11625.0\n",
      "1535\n",
      "10534.0\n",
      "1536\n",
      "10890.0\n",
      "1537\n",
      "10173.0\n",
      "1538\n",
      "17683.0\n",
      "1539\n",
      "9416.0\n",
      "1540\n",
      "14340.0\n",
      "1541\n",
      "15164.0\n",
      "1542\n",
      "14201.0\n",
      "1543\n",
      "17147.0\n",
      "1544\n",
      "14059.0\n",
      "1545\n",
      "36331.0\n",
      "1546\n",
      "15567.0\n",
      "1547\n",
      "25518.0\n",
      "1548\n",
      "23088.0\n",
      "1549\n",
      "8068.0\n",
      "1550\n",
      "17597.0\n",
      "1551\n",
      "30742.0\n",
      "1552\n",
      "25290.0\n",
      "1553\n",
      "29497.0\n",
      "1554\n",
      "17919.0\n",
      "1555\n",
      "19246.0\n",
      "1556\n",
      "18702.0\n",
      "1557\n",
      "20476.0\n",
      "1558\n",
      "43720.0\n",
      "1559\n",
      "8215.0\n",
      "1560\n",
      "7369.0\n",
      "1561\n",
      "34834.0\n",
      "1562\n",
      "20722.0\n",
      "1563\n",
      "12891.0\n",
      "1564\n",
      "9153.0\n",
      "1565\n",
      "18600.0\n",
      "1566\n",
      "9559.0\n",
      "1567\n",
      "15136.0\n",
      "1568\n",
      "23891.0\n",
      "1569\n",
      "12323.0\n",
      "1570\n",
      "13027.0\n",
      "1571\n",
      "16436.0\n",
      "1572\n",
      "26344.0\n",
      "1573\n",
      "22004.0\n",
      "1574\n",
      "5734.0\n",
      "1575\n",
      "6156.0\n",
      "1576\n",
      "7411.0\n",
      "1577\n",
      "5627.0\n",
      "1578\n",
      "10160.0\n",
      "1579\n",
      "9811.0\n",
      "1580\n",
      "7636.0\n",
      "1581\n",
      "8804.0\n",
      "1582\n",
      "14641.0\n",
      "1583\n",
      "19715.0\n",
      "1584\n",
      "7662.0\n",
      "1585\n",
      "36749.0\n",
      "1586\n",
      "22523.0\n",
      "1587\n",
      "9146.0\n",
      "1588\n",
      "21793.0\n",
      "1589\n",
      "15771.0\n",
      "1590\n",
      "36966.0\n",
      "1591\n",
      "6644.0\n",
      "1592\n",
      "6122.0\n",
      "1593\n",
      "12929.0\n",
      "1594\n",
      "13424.0\n",
      "1595\n",
      "7300.0\n",
      "1596\n",
      "7996.0\n",
      "1597\n",
      "4709.0\n",
      "1598\n",
      "30483.0\n",
      "1599\n",
      "13060.0\n",
      "1600\n",
      "10853.0\n",
      "1601\n",
      "12957.0\n",
      "1602\n",
      "9310.0\n",
      "1603\n",
      "9549.0\n",
      "1604\n",
      "29188.0\n",
      "1605\n",
      "7555.0\n",
      "1606\n",
      "13955.0\n",
      "1607\n",
      "18890.0\n",
      "1608\n",
      "17258.0\n",
      "1609\n",
      "12881.0\n",
      "1610\n",
      "22527.0\n",
      "1611\n",
      "14032.0\n",
      "1612\n",
      "6117.0\n",
      "1613\n",
      "4794.0\n",
      "1614\n",
      "7184.0\n",
      "1615\n",
      "10697.0\n",
      "1616\n",
      "14380.0\n",
      "1617\n",
      "12306.0\n",
      "1618\n",
      "20594.0\n",
      "1619\n",
      "12055.0\n",
      "1620\n",
      "7435.0\n",
      "1621\n",
      "3972.0\n",
      "1622\n",
      "11263.0\n",
      "1623\n",
      "15555.0\n",
      "1624\n",
      "2610.0\n",
      "1625\n",
      "10683.0\n",
      "1626\n",
      "21090.0\n",
      "1627\n",
      "4440.0\n",
      "1628\n",
      "6625.0\n",
      "1629\n",
      "12886.0\n",
      "1630\n",
      "6325.0\n",
      "1631\n",
      "9040.0\n",
      "1632\n",
      "12300.0\n",
      "1633\n",
      "6016.0\n",
      "1634\n",
      "6071.0\n",
      "1635\n",
      "9672.0\n",
      "1636\n",
      "9607.0\n",
      "1637\n",
      "7299.0\n",
      "1638\n",
      "13765.0\n",
      "1639\n",
      "6357.0\n",
      "1640\n",
      "11502.0\n",
      "1641\n",
      "8903.0\n",
      "1642\n",
      "5068.0\n",
      "1643\n",
      "46261.0\n",
      "1644\n",
      "12073.0\n",
      "1645\n",
      "8032.0\n",
      "1646\n",
      "6601.0\n",
      "1647\n",
      "7918.0\n",
      "1648\n",
      "11949.0\n",
      "1649\n",
      "9172.0\n",
      "1650\n",
      "19352.0\n",
      "1651\n",
      "12822.0\n",
      "1652\n",
      "13898.0\n",
      "1653\n",
      "15937.0\n",
      "1654\n",
      "4956.0\n",
      "1655\n",
      "7842.0\n",
      "1656\n",
      "6517.0\n",
      "1657\n",
      "4560.0\n",
      "1658\n",
      "9340.0\n",
      "1659\n",
      "9736.0\n",
      "1660\n",
      "26702.0\n",
      "1661\n",
      "5222.0\n",
      "1662\n",
      "4806.0\n",
      "1663\n",
      "4203.0\n",
      "1664\n",
      "5865.0\n",
      "1665\n",
      "4717.0\n",
      "1666\n",
      "5583.0\n",
      "1667\n",
      "5637.0\n",
      "1668\n",
      "7922.0\n",
      "1669\n",
      "26484.0\n",
      "1670\n",
      "4527.0\n",
      "1671\n",
      "6569.0\n",
      "1672\n",
      "7236.0\n",
      "1673\n",
      "11176.0\n",
      "1674\n",
      "14051.0\n",
      "1675\n",
      "3626.0\n",
      "1676\n",
      "4204.0\n",
      "1677\n",
      "11211.0\n",
      "1678\n",
      "5938.0\n",
      "1679\n",
      "4088.0\n",
      "1680\n",
      "9987.0\n",
      "1681\n",
      "3730.0\n",
      "1682\n",
      "6439.0\n",
      "1683\n",
      "8524.0\n",
      "1684\n",
      "9746.0\n",
      "1685\n",
      "6378.0\n",
      "1686\n",
      "4247.0\n",
      "1687\n",
      "1476.0\n",
      "1688\n",
      "1975.0\n",
      "1689\n",
      "5068.0\n",
      "1690\n",
      "5983.0\n",
      "1691\n",
      "4653.0\n",
      "1692\n",
      "8632.0\n",
      "1693\n",
      "4018.0\n",
      "1694\n",
      "4560.0\n",
      "1695\n",
      "5139.0\n",
      "1696\n",
      "7351.0\n",
      "1697\n",
      "10211.0\n",
      "1698\n",
      "2780.0\n",
      "1699\n",
      "5766.0\n",
      "1700\n",
      "4833.0\n",
      "1701\n",
      "5345.0\n",
      "1702\n",
      "7859.0\n",
      "1703\n",
      "3557.0\n",
      "1704\n",
      "4911.0\n",
      "1705\n",
      "14992.0\n",
      "1706\n",
      "1352.0\n",
      "1707\n",
      "3370.0\n",
      "1708\n",
      "17407.0\n",
      "1709\n",
      "2966.0\n",
      "1710\n",
      "13036.0\n",
      "1711\n",
      "7584.0\n",
      "1712\n",
      "5129.0\n",
      "1713\n",
      "9563.0\n",
      "1714\n",
      "5056.0\n",
      "1715\n",
      "5682.0\n",
      "1716\n",
      "8396.0\n",
      "1717\n",
      "11435.0\n",
      "1718\n",
      "8536.0\n",
      "1719\n",
      "9887.0\n",
      "1720\n",
      "10898.0\n",
      "1721\n",
      "11868.0\n",
      "1722\n",
      "9389.0\n",
      "1723\n",
      "14720.0\n",
      "1724\n",
      "8247.0\n",
      "1725\n",
      "6353.0\n",
      "1726\n",
      "15926.0\n",
      "1727\n",
      "17620.0\n",
      "1728\n",
      "9128.0\n",
      "1729\n",
      "11375.0\n",
      "1730\n",
      "10505.0\n",
      "1731\n",
      "10741.0\n",
      "1732\n",
      "7484.0\n",
      "1733\n",
      "5689.0\n",
      "1734\n",
      "13995.0\n",
      "1735\n",
      "9377.0\n",
      "1736\n",
      "9396.0\n",
      "1737\n",
      "13683.0\n",
      "1738\n",
      "3673.0\n",
      "1739\n",
      "17075.0\n",
      "1740\n",
      "10202.0\n",
      "1741\n",
      "9691.0\n",
      "1742\n",
      "6253.0\n",
      "1743\n",
      "12676.0\n",
      "1744\n",
      "9777.0\n",
      "1745\n",
      "6500.0\n",
      "1746\n",
      "4820.0\n",
      "1747\n",
      "9339.0\n",
      "1748\n",
      "7467.0\n",
      "1749\n",
      "4383.0\n",
      "1750\n",
      "6743.0\n",
      "1751\n",
      "6020.0\n",
      "1752\n",
      "8099.0\n",
      "1753\n",
      "11825.0\n",
      "1754\n",
      "7248.0\n",
      "1755\n",
      "10464.0\n",
      "1756\n",
      "5113.0\n",
      "1757\n",
      "13296.0\n",
      "1758\n",
      "6483.0\n",
      "1759\n",
      "2423.0\n",
      "1760\n",
      "1588.0\n",
      "1761\n",
      "7466.0\n",
      "1762\n",
      "2682.0\n",
      "1763\n",
      "528.0\n",
      "1764\n",
      "2970.0\n",
      "1765\n",
      "1308.0\n",
      "1766\n",
      "1301.0\n",
      "1767\n",
      "2392.0\n",
      "1768\n",
      "6747.0\n",
      "1769\n",
      "3080.0\n",
      "1770\n",
      "2005.0\n",
      "1771\n",
      "4811.0\n",
      "1772\n",
      "4309.0\n",
      "1773\n",
      "3102.0\n",
      "1774\n",
      "2152.0\n",
      "1775\n",
      "2945.0\n",
      "1776\n",
      "6360.0\n",
      "1777\n",
      "11578.0\n",
      "1778\n",
      "4466.0\n",
      "1779\n",
      "7293.0\n",
      "1780\n",
      "5891.0\n",
      "1781\n",
      "4067.0\n",
      "1782\n",
      "5807.0\n",
      "1783\n",
      "5779.0\n",
      "1784\n",
      "5576.0\n",
      "1785\n",
      "8489.0\n",
      "1786\n",
      "9365.0\n",
      "1787\n",
      "8163.0\n",
      "1788\n",
      "3919.0\n",
      "1789\n",
      "5296.0\n",
      "1790\n",
      "5110.0\n",
      "1791\n",
      "11506.0\n",
      "1792\n",
      "5168.0\n",
      "1793\n",
      "14250.0\n",
      "1794\n",
      "10897.0\n",
      "1795\n",
      "5786.0\n",
      "1796\n",
      "1893.0\n",
      "1797\n",
      "8652.0\n",
      "1798\n",
      "5720.0\n",
      "1799\n",
      "11798.0\n",
      "1800\n",
      "46078.0\n",
      "1801\n",
      "3168.0\n",
      "1802\n",
      "19751.0\n",
      "1803\n",
      "22355.0\n",
      "1804\n",
      "16589.0\n",
      "1805\n",
      "18853.0\n",
      "1806\n",
      "234.0\n",
      "1807\n",
      "7546.0\n",
      "1808\n",
      "8637.0\n",
      "1809\n",
      "5796.0\n",
      "1810\n",
      "16119.0\n",
      "1811\n",
      "40446.0\n",
      "1812\n",
      "21817.0\n",
      "1813\n",
      "4464.0\n",
      "1814\n",
      "7579.0\n",
      "1815\n",
      "5533.0\n",
      "1816\n",
      "6953.0\n",
      "1817\n",
      "6921.0\n",
      "1818\n",
      "3134.0\n",
      "1819\n",
      "3515.0\n",
      "1820\n",
      "25696.0\n",
      "1821\n",
      "12825.0\n",
      "1822\n",
      "11948.0\n",
      "1823\n",
      "23482.0\n",
      "1824\n",
      "46252.0\n",
      "1825\n",
      "31946.0\n",
      "1826\n",
      "27021.0\n",
      "1827\n",
      "30786.0\n",
      "1828\n",
      "2264.0\n",
      "1829\n",
      "7361.0\n",
      "1830\n",
      "8030.0\n",
      "1831\n",
      "9060.0\n",
      "1832\n",
      "5313.0\n",
      "1833\n",
      "3389.0\n",
      "1834\n",
      "3887.0\n",
      "1835\n",
      "114379.0\n",
      "1836\n",
      "79523.0\n",
      "1837\n",
      "53417.0\n",
      "1838\n",
      "19062.0\n",
      "1839\n",
      "38686.0\n",
      "1840\n",
      "106265.0\n",
      "1841\n",
      "34909.0\n",
      "1842\n",
      "55700.0\n",
      "1843\n",
      "37271.0\n",
      "1844\n",
      "139311.0\n",
      "1845\n",
      "38280.0\n",
      "1846\n",
      "56997.0\n",
      "1847\n",
      "28924.0\n",
      "1848\n",
      "26952.0\n",
      "1849\n",
      "37455.0\n",
      "1850\n",
      "14539.0\n",
      "1851\n",
      "28899.0\n",
      "1852\n",
      "83796.0\n",
      "1853\n",
      "10604.0\n",
      "1854\n",
      "39423.0\n",
      "1855\n",
      "13967.0\n",
      "1856\n",
      "10892.0\n",
      "1857\n",
      "2501.0\n",
      "1858\n",
      "9504.0\n",
      "1859\n",
      "16252.0\n",
      "1860\n",
      "14186.0\n",
      "1861\n",
      "3414.0\n",
      "1862\n",
      "20380.0\n",
      "1863\n",
      "94807.0\n",
      "1864\n",
      "12774.0\n",
      "1865\n",
      "12366.0\n",
      "1866\n",
      "62255.0\n",
      "1867\n",
      "11340.0\n",
      "1868\n",
      "32344.0\n",
      "1869\n",
      "13976.0\n",
      "1870\n",
      "94304.0\n",
      "1871\n",
      "12086.0\n",
      "1872\n",
      "54134.0\n",
      "1873\n",
      "4068.0\n",
      "1874\n",
      "7938.0\n",
      "1875\n",
      "4573.0\n",
      "1876\n",
      "5426.0\n",
      "1877\n",
      "44688.0\n",
      "1878\n",
      "12288.0\n",
      "1879\n",
      "10154.0\n",
      "1880\n",
      "8105.0\n",
      "1881\n",
      "3439.0\n",
      "1882\n",
      "7565.0\n",
      "1883\n",
      "4952.0\n",
      "1884\n",
      "9660.0\n",
      "1885\n",
      "9388.0\n",
      "1886\n",
      "19325.0\n",
      "1887\n",
      "19982.0\n",
      "1888\n",
      "31977.0\n",
      "1889\n",
      "15288.0\n",
      "1890\n",
      "12657.0\n",
      "1891\n",
      "19713.0\n",
      "1892\n",
      "72359.0\n",
      "1893\n",
      "15651.0\n",
      "1894\n",
      "13639.0\n",
      "1895\n",
      "5858.0\n",
      "1896\n",
      "16047.0\n",
      "1897\n",
      "38834.0\n",
      "1898\n",
      "3777.0\n",
      "1899\n",
      "10134.0\n",
      "1900\n",
      "17471.0\n",
      "1901\n",
      "21302.0\n",
      "1902\n",
      "13266.0\n",
      "1903\n",
      "23322.0\n",
      "1904\n",
      "28895.0\n",
      "1905\n",
      "58369.0\n",
      "1906\n",
      "29667.0\n",
      "1907\n",
      "28056.0\n",
      "1908\n",
      "6872.0\n",
      "1909\n",
      "34215.0\n",
      "1910\n",
      "42586.0\n",
      "1911\n",
      "14482.0\n",
      "1912\n",
      "17476.0\n",
      "1913\n",
      "26902.0\n",
      "1914\n",
      "10651.0\n",
      "1915\n",
      "8848.0\n",
      "1916\n",
      "31174.0\n",
      "1917\n",
      "16915.0\n",
      "1918\n",
      "27718.0\n",
      "1919\n",
      "24068.0\n",
      "1920\n",
      "20800.0\n",
      "1921\n",
      "11524.0\n",
      "1922\n",
      "12656.0\n",
      "1923\n",
      "13988.0\n",
      "1924\n",
      "14118.0\n",
      "1925\n",
      "14411.0\n",
      "1926\n",
      "14816.0\n",
      "1927\n",
      "17767.0\n",
      "1928\n",
      "12163.0\n",
      "1929\n",
      "19544.0\n",
      "1930\n",
      "38725.0\n",
      "1931\n",
      "17594.0\n",
      "1932\n",
      "7281.0\n",
      "1933\n",
      "7104.0\n",
      "1934\n",
      "18893.0\n",
      "1935\n",
      "8241.0\n",
      "1936\n",
      "12160.0\n",
      "1937\n",
      "5668.0\n",
      "1938\n",
      "17194.0\n",
      "1939\n",
      "36003.0\n",
      "1940\n",
      "15824.0\n",
      "1941\n",
      "8299.0\n",
      "1942\n",
      "12756.0\n",
      "1943\n",
      "23869.0\n",
      "1944\n",
      "38581.0\n",
      "1945\n",
      "44665.0\n",
      "1946\n",
      "18527.0\n",
      "1947\n",
      "13847.0\n",
      "1948\n",
      "37959.0\n",
      "1949\n",
      "35959.0\n",
      "1950\n",
      "18295.0\n",
      "1951\n",
      "26299.0\n",
      "1952\n",
      "8685.0\n",
      "1953\n",
      "18295.0\n",
      "1954\n",
      "31608.0\n",
      "1955\n",
      "12279.0\n",
      "1956\n",
      "17805.0\n",
      "1957\n",
      "12985.0\n",
      "1958\n",
      "30403.0\n",
      "1959\n",
      "14998.0\n",
      "1960\n",
      "23166.0\n",
      "1961\n",
      "16272.0\n",
      "1962\n",
      "14533.0\n",
      "1963\n",
      "11799.0\n",
      "1964\n",
      "16715.0\n",
      "1965\n",
      "38925.0\n",
      "1966\n",
      "9969.0\n",
      "1967\n",
      "9982.0\n",
      "1968\n",
      "15035.0\n",
      "1969\n",
      "12609.0\n",
      "1970\n",
      "24848.0\n",
      "1971\n",
      "17249.0\n",
      "1972\n",
      "1031.0\n",
      "1973\n",
      "16981.0\n",
      "1974\n",
      "20675.0\n",
      "1975\n",
      "45061.0\n",
      "1976\n",
      "18038.0\n",
      "1977\n",
      "107884.0\n",
      "1978\n",
      "11266.0\n",
      "1979\n",
      "27701.0\n",
      "1980\n",
      "14215.0\n",
      "1981\n",
      "15016.0\n",
      "1982\n",
      "43578.0\n",
      "1983\n",
      "24338.0\n",
      "1984\n",
      "26199.0\n",
      "1985\n",
      "36578.0\n",
      "1986\n",
      "54186.0\n",
      "1987\n",
      "20484.0\n",
      "1988\n",
      "15582.0\n",
      "1989\n",
      "21383.0\n",
      "1990\n",
      "7721.0\n",
      "1991\n",
      "11841.0\n",
      "1992\n",
      "10664.0\n",
      "1993\n",
      "12090.0\n",
      "1994\n",
      "11239.0\n",
      "1995\n",
      "18694.0\n",
      "1996\n",
      "9949.0\n",
      "1997\n",
      "14762.0\n",
      "1998\n",
      "15256.0\n",
      "1999\n",
      "14909.0\n",
      "2000\n",
      "18012.0\n",
      "2001\n",
      "14172.0\n",
      "2002\n",
      "37240.0\n",
      "2003\n",
      "15884.0\n",
      "2004\n",
      "25708.0\n",
      "2005\n",
      "22994.0\n",
      "2006\n",
      "8185.0\n",
      "2007\n",
      "17966.0\n",
      "2008\n",
      "31261.0\n",
      "2009\n",
      "25148.0\n",
      "2010\n",
      "30064.0\n",
      "2011\n",
      "18216.0\n",
      "2012\n",
      "19611.0\n",
      "2013\n",
      "19391.0\n",
      "2014\n",
      "20881.0\n",
      "2015\n",
      "43170.0\n",
      "2016\n",
      "8689.0\n",
      "2017\n",
      "7493.0\n",
      "2018\n",
      "34447.0\n",
      "2019\n",
      "19694.0\n",
      "2020\n",
      "12993.0\n",
      "2021\n",
      "9431.0\n",
      "2022\n",
      "18694.0\n",
      "2023\n",
      "9835.0\n",
      "2024\n",
      "15379.0\n",
      "2025\n",
      "24274.0\n",
      "2026\n",
      "12353.0\n",
      "2027\n",
      "12892.0\n",
      "2028\n",
      "16782.0\n",
      "2029\n",
      "28506.0\n",
      "2030\n",
      "21729.0\n",
      "2031\n",
      "5946.0\n",
      "2032\n",
      "6458.0\n",
      "2033\n",
      "7361.0\n",
      "2034\n",
      "5933.0\n",
      "2035\n",
      "10324.0\n",
      "2036\n",
      "10068.0\n",
      "2037\n",
      "7742.0\n",
      "2038\n",
      "8973.0\n",
      "2039\n",
      "14655.0\n",
      "2040\n",
      "19895.0\n",
      "2041\n",
      "8004.0\n",
      "2042\n",
      "38263.0\n",
      "2043\n",
      "22656.0\n",
      "2044\n",
      "8820.0\n",
      "2045\n",
      "21308.0\n",
      "2046\n",
      "16679.0\n",
      "2047\n",
      "36811.0\n",
      "2048\n",
      "6664.0\n",
      "2049\n",
      "3548.0\n",
      "2050\n",
      "13515.0\n",
      "2051\n",
      "15365.0\n",
      "2052\n",
      "7523.0\n",
      "2053\n",
      "8406.0\n",
      "2054\n",
      "4996.0\n",
      "2055\n",
      "30798.0\n",
      "2056\n",
      "13350.0\n",
      "2057\n",
      "11077.0\n",
      "2058\n",
      "13548.0\n",
      "2059\n",
      "9675.0\n",
      "2060\n",
      "9504.0\n",
      "2061\n",
      "29861.0\n",
      "2062\n",
      "7777.0\n",
      "2063\n",
      "14546.0\n",
      "2064\n",
      "19286.0\n",
      "2065\n",
      "18071.0\n",
      "2066\n",
      "12816.0\n",
      "2067\n",
      "22967.0\n",
      "2068\n",
      "14440.0\n",
      "2069\n",
      "6253.0\n",
      "2070\n",
      "4885.0\n",
      "2071\n",
      "7606.0\n",
      "2072\n",
      "11357.0\n",
      "2073\n",
      "14384.0\n",
      "2074\n",
      "12807.0\n",
      "2075\n",
      "21306.0\n",
      "2076\n",
      "12613.0\n",
      "2077\n",
      "7362.0\n",
      "2078\n",
      "3857.0\n",
      "2079\n",
      "11622.0\n",
      "2080\n",
      "16481.0\n",
      "2081\n",
      "2641.0\n",
      "2082\n",
      "10915.0\n",
      "2083\n",
      "21633.0\n",
      "2084\n",
      "4526.0\n",
      "2085\n",
      "6697.0\n",
      "2086\n",
      "13291.0\n",
      "2087\n",
      "6274.0\n",
      "2088\n",
      "10099.0\n",
      "2089\n",
      "13038.0\n",
      "2090\n",
      "6120.0\n",
      "2091\n",
      "6178.0\n",
      "2092\n",
      "8912.0\n",
      "2093\n",
      "9803.0\n",
      "2094\n",
      "7440.0\n",
      "2095\n",
      "13610.0\n",
      "2096\n",
      "6854.0\n",
      "2097\n",
      "12046.0\n",
      "2098\n",
      "8989.0\n",
      "2099\n",
      "5325.0\n",
      "2100\n",
      "48314.0\n",
      "2101\n",
      "12286.0\n",
      "2102\n",
      "8311.0\n",
      "2103\n",
      "6568.0\n",
      "2104\n",
      "8159.0\n",
      "2105\n",
      "12590.0\n",
      "2106\n",
      "9651.0\n",
      "2107\n",
      "18798.0\n",
      "2108\n",
      "12939.0\n",
      "2109\n",
      "14057.0\n",
      "2110\n",
      "13615.0\n",
      "2111\n",
      "4984.0\n",
      "2112\n",
      "8297.0\n",
      "2113\n",
      "7495.0\n",
      "2114\n",
      "4715.0\n",
      "2115\n",
      "9174.0\n",
      "2116\n",
      "10102.0\n",
      "2117\n",
      "26064.0\n",
      "2118\n",
      "5196.0\n",
      "2119\n",
      "5307.0\n",
      "2120\n",
      "4398.0\n",
      "2121\n",
      "6271.0\n",
      "2122\n",
      "5113.0\n",
      "2123\n",
      "5579.0\n",
      "2124\n",
      "5893.0\n",
      "2125\n",
      "8204.0\n",
      "2126\n",
      "26788.0\n",
      "2127\n",
      "4645.0\n",
      "2128\n",
      "6946.0\n",
      "2129\n",
      "7542.0\n",
      "2130\n",
      "11517.0\n",
      "2131\n",
      "14819.0\n",
      "2132\n",
      "3687.0\n",
      "2133\n",
      "4072.0\n",
      "2134\n",
      "11437.0\n",
      "2135\n",
      "6370.0\n",
      "2136\n",
      "3509.0\n",
      "2137\n",
      "9727.0\n",
      "2138\n",
      "3860.0\n",
      "2139\n",
      "6588.0\n",
      "2140\n",
      "9135.0\n",
      "2141\n",
      "10122.0\n",
      "2142\n",
      "6617.0\n",
      "2143\n",
      "4177.0\n",
      "2144\n",
      "1544.0\n",
      "2145\n",
      "2091.0\n",
      "2146\n",
      "4953.0\n",
      "2147\n",
      "6130.0\n",
      "2148\n",
      "4775.0\n",
      "2149\n",
      "9007.0\n",
      "2150\n",
      "4217.0\n",
      "2151\n",
      "4804.0\n",
      "2152\n",
      "5300.0\n",
      "2153\n",
      "7721.0\n",
      "2154\n",
      "10696.0\n",
      "2155\n",
      "2694.0\n",
      "2156\n",
      "5881.0\n",
      "2157\n",
      "4755.0\n",
      "2158\n",
      "5601.0\n",
      "2159\n",
      "8277.0\n",
      "2160\n",
      "3558.0\n",
      "2161\n",
      "5065.0\n",
      "2162\n",
      "15367.0\n",
      "2163\n",
      "1327.0\n",
      "2164\n",
      "3434.0\n",
      "2165\n",
      "17913.0\n",
      "2166\n",
      "3126.0\n",
      "2167\n",
      "14183.0\n",
      "2168\n",
      "8779.0\n",
      "2169\n",
      "5300.0\n",
      "2170\n",
      "9691.0\n",
      "2171\n",
      "5125.0\n",
      "2172\n",
      "6004.0\n",
      "2173\n",
      "8547.0\n",
      "2174\n",
      "11840.0\n",
      "2175\n",
      "9121.0\n",
      "2176\n",
      "9971.0\n",
      "2177\n",
      "11033.0\n",
      "2178\n",
      "11421.0\n",
      "2179\n",
      "9829.0\n",
      "2180\n",
      "14865.0\n",
      "2181\n",
      "8156.0\n",
      "2182\n",
      "6144.0\n",
      "2183\n",
      "15430.0\n",
      "2184\n",
      "17902.0\n",
      "2185\n",
      "8991.0\n",
      "2186\n",
      "11883.0\n",
      "2187\n",
      "10781.0\n",
      "2188\n",
      "10889.0\n",
      "2189\n",
      "7588.0\n",
      "2190\n",
      "5725.0\n",
      "2191\n",
      "14119.0\n",
      "2192\n",
      "9438.0\n",
      "2193\n",
      "10008.0\n",
      "2194\n",
      "13626.0\n",
      "2195\n",
      "4097.0\n",
      "2196\n",
      "18201.0\n",
      "2197\n",
      "10367.0\n",
      "2198\n",
      "10189.0\n",
      "2199\n",
      "6304.0\n",
      "2200\n",
      "12975.0\n",
      "2201\n",
      "10010.0\n",
      "2202\n",
      "6880.0\n",
      "2203\n",
      "5071.0\n",
      "2204\n",
      "9388.0\n",
      "2205\n",
      "7716.0\n",
      "2206\n",
      "4123.0\n",
      "2207\n",
      "7109.0\n",
      "2208\n",
      "6264.0\n",
      "2209\n",
      "8523.0\n",
      "2210\n",
      "12124.0\n",
      "2211\n",
      "7153.0\n",
      "2212\n",
      "9974.0\n",
      "2213\n",
      "5329.0\n",
      "2214\n",
      "12631.0\n",
      "2215\n",
      "6961.0\n",
      "2216\n",
      "2462.0\n",
      "2217\n",
      "1657.0\n",
      "2218\n",
      "7354.0\n",
      "2219\n",
      "2710.0\n",
      "2220\n",
      "591.0\n",
      "2221\n",
      "3192.0\n",
      "2222\n",
      "1495.0\n",
      "2223\n",
      "1530.0\n",
      "2224\n",
      "2629.0\n",
      "2225\n",
      "6781.0\n",
      "2226\n",
      "3016.0\n",
      "2227\n",
      "1955.0\n",
      "2228\n",
      "4987.0\n",
      "2229\n",
      "3960.0\n",
      "2230\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3054.0\n",
      "2231\n",
      "2129.0\n",
      "2232\n",
      "3028.0\n",
      "2233\n",
      "6517.0\n",
      "2234\n",
      "12290.0\n",
      "2235\n",
      "4372.0\n",
      "2236\n",
      "7554.0\n",
      "2237\n",
      "6014.0\n",
      "2238\n",
      "4331.0\n",
      "2239\n",
      "5983.0\n",
      "2240\n",
      "5571.0\n",
      "2241\n",
      "4889.0\n",
      "2242\n",
      "8703.0\n",
      "2243\n",
      "9310.0\n",
      "2244\n",
      "7922.0\n",
      "2245\n",
      "4151.0\n",
      "2246\n",
      "5290.0\n",
      "2247\n",
      "5505.0\n",
      "2248\n",
      "11422.0\n",
      "2249\n",
      "5599.0\n",
      "2250\n",
      "13864.0\n",
      "2251\n",
      "11064.0\n",
      "2252\n",
      "5812.0\n",
      "2253\n",
      "2031.0\n",
      "2254\n",
      "8204.0\n",
      "2255\n",
      "5678.0\n",
      "2256\n",
      "11769.0\n",
      "2257\n",
      "47776.0\n",
      "2258\n",
      "2729.0\n",
      "2259\n",
      "19924.0\n",
      "2260\n",
      "23172.0\n",
      "2261\n",
      "17531.0\n",
      "2262\n",
      "18972.0\n",
      "2263\n",
      "229.0\n",
      "2264\n",
      "8311.0\n",
      "2265\n",
      "9249.0\n",
      "2266\n",
      "5697.0\n",
      "2267\n",
      "15953.0\n",
      "2268\n",
      "41747.0\n",
      "2269\n",
      "22696.0\n",
      "2270\n",
      "4660.0\n",
      "2271\n",
      "7995.0\n",
      "2272\n",
      "5532.0\n",
      "2273\n",
      "7242.0\n",
      "2274\n",
      "7349.0\n",
      "2275\n",
      "3278.0\n",
      "2276\n",
      "3615.0\n",
      "2277\n",
      "26488.0\n",
      "2278\n",
      "13686.0\n",
      "2279\n",
      "12329.0\n",
      "2280\n",
      "24129.0\n",
      "2281\n",
      "46889.0\n",
      "2282\n",
      "32915.0\n",
      "2283\n",
      "27190.0\n",
      "2284\n"
     ]
    }
   ],
   "source": [
    "for ind,row in dfline.iterrows():\n",
    "    rowsum=df[(df[\"station\"]==row[\"station\"]) & (df[\"from_date\"]==row[\"from_date\"])][['full_fare',\n",
    "       'senior_citizen_disabled',\n",
    "       '_7_day_ada_farecard_access_system_unlimited',\n",
    "       '_30_day_ada_farecard_access_system_unlimited',\n",
    "       'joint_rail_road_ticket', '_7_day_unlimited', '_30_day_unlimited',\n",
    "       '_14_day_reduced_fare_media_unlimited', '_1_day_unlimited',\n",
    "       '_14_day_unlimited', '_7_day_express_bus_pass',\n",
    "       'transit_check_metrocard', 'lib_special_senior',\n",
    "       'rail_road_unlimited_no_trade',\n",
    "       'transit_check_metrocard_annual_metrocard',\n",
    "       'mail_and_ride_ezpay_express', 'mail_and_ride_unlimited', 'path_2_trip',\n",
    "       'airtrain_full_fare', 'airtrain_30_day', 'airtrain_10_trip',\n",
    "       'airtrain_monthly']].sum(axis = 0).sum(axis = 0, skipna = True).sum(axis = 0)\n",
    "    print(rowsum)\n",
    "    print(ind)\n",
    "    dfline.iloc[ind,3]=rowsum\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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>from_date</th>\n",
       "      <th>to_date</th>\n",
       "      <th>station</th>\n",
       "      <th>stat_time_tot</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-07-25T00:00:00.000</td>\n",
       "      <td>2020-07-31T00:00:00.000</td>\n",
       "      <td>WHITEHALL STREET</td>\n",
       "      <td>25175.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-07-25T00:00:00.000</td>\n",
       "      <td>2020-07-31T00:00:00.000</td>\n",
       "      <td>CYPRESS HILLS</td>\n",
       "      <td>2435.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-07-25T00:00:00.000</td>\n",
       "      <td>2020-07-31T00:00:00.000</td>\n",
       "      <td>75TH STREET &amp; ELDERTS LANE</td>\n",
       "      <td>6794.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-07-25T00:00:00.000</td>\n",
       "      <td>2020-07-31T00:00:00.000</td>\n",
       "      <td>85TH STREET &amp; FOREST PKWAY</td>\n",
       "      <td>7296.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-07-25T00:00:00.000</td>\n",
       "      <td>2020-07-31T00:00:00.000</td>\n",
       "      <td>WOODHAVEN BOULEVARD</td>\n",
       "      <td>8394.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2280</th>\n",
       "      <td>2020-08-22T00:00:00.000</td>\n",
       "      <td>2020-08-28T00:00:00.000</td>\n",
       "      <td>PA-PATH GROVE ST</td>\n",
       "      <td>12329.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2281</th>\n",
       "      <td>2020-08-22T00:00:00.000</td>\n",
       "      <td>2020-08-28T00:00:00.000</td>\n",
       "      <td>PA-PATH JOURNAL SQUARE</td>\n",
       "      <td>24129.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2282</th>\n",
       "      <td>2020-08-22T00:00:00.000</td>\n",
       "      <td>2020-08-28T00:00:00.000</td>\n",
       "      <td>72ND STREET - 2 AVENUE</td>\n",
       "      <td>46889.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2283</th>\n",
       "      <td>2020-08-22T00:00:00.000</td>\n",
       "      <td>2020-08-28T00:00:00.000</td>\n",
       "      <td>86TH STREET - 2 AVENUE</td>\n",
       "      <td>32915.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2284</th>\n",
       "      <td>2020-08-22T00:00:00.000</td>\n",
       "      <td>2020-08-28T00:00:00.000</td>\n",
       "      <td>96TH STREET - 2 AVENUE</td>\n",
       "      <td>27190.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2285 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    from_date                  to_date  \\\n",
       "0     2020-07-25T00:00:00.000  2020-07-31T00:00:00.000   \n",
       "1     2020-07-25T00:00:00.000  2020-07-31T00:00:00.000   \n",
       "2     2020-07-25T00:00:00.000  2020-07-31T00:00:00.000   \n",
       "3     2020-07-25T00:00:00.000  2020-07-31T00:00:00.000   \n",
       "4     2020-07-25T00:00:00.000  2020-07-31T00:00:00.000   \n",
       "...                       ...                      ...   \n",
       "2280  2020-08-22T00:00:00.000  2020-08-28T00:00:00.000   \n",
       "2281  2020-08-22T00:00:00.000  2020-08-28T00:00:00.000   \n",
       "2282  2020-08-22T00:00:00.000  2020-08-28T00:00:00.000   \n",
       "2283  2020-08-22T00:00:00.000  2020-08-28T00:00:00.000   \n",
       "2284  2020-08-22T00:00:00.000  2020-08-28T00:00:00.000   \n",
       "\n",
       "                         station  stat_time_tot  \n",
       "0               WHITEHALL STREET        25175.0  \n",
       "1                  CYPRESS HILLS         2435.0  \n",
       "2     75TH STREET & ELDERTS LANE         6794.0  \n",
       "3     85TH STREET & FOREST PKWAY         7296.0  \n",
       "4            WOODHAVEN BOULEVARD         8394.0  \n",
       "...                          ...            ...  \n",
       "2280            PA-PATH GROVE ST        12329.0  \n",
       "2281      PA-PATH JOURNAL SQUARE        24129.0  \n",
       "2282      72ND STREET - 2 AVENUE        46889.0  \n",
       "2283      86TH STREET - 2 AVENUE        32915.0  \n",
       "2284      96TH STREET - 2 AVENUE        27190.0  \n",
       "\n",
       "[2285 rows x 4 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfline.to_csv(\"/new_york_fare_Card/data/dfline.csv\",index=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}