full_data_master.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": [
    {
     "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>tripduration</th>\n",
       "      <th>starttime</th>\n",
       "      <th>stoptime</th>\n",
       "      <th>start station id</th>\n",
       "      <th>start station name</th>\n",
       "      <th>start station latitude</th>\n",
       "      <th>start station longitude</th>\n",
       "      <th>end station id</th>\n",
       "      <th>end station name</th>\n",
       "      <th>end station latitude</th>\n",
       "      <th>end station longitude</th>\n",
       "      <th>bikeid</th>\n",
       "      <th>usertype</th>\n",
       "      <th>birth year</th>\n",
       "      <th>gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>226.0</td>\n",
       "      <td>3/7/2014 14:45</td>\n",
       "      <td>3/7/2014 14:49</td>\n",
       "      <td>151.0</td>\n",
       "      <td>Cleveland Pl &amp; Spring St</td>\n",
       "      <td>40.721816</td>\n",
       "      <td>-73.997203</td>\n",
       "      <td>403.0</td>\n",
       "      <td>E 2 St &amp; 2 Ave</td>\n",
       "      <td>40.725029</td>\n",
       "      <td>-73.990697</td>\n",
       "      <td>16542.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>719.0</td>\n",
       "      <td>3/13/2014 20:05</td>\n",
       "      <td>3/13/2014 20:17</td>\n",
       "      <td>308.0</td>\n",
       "      <td>St James Pl &amp; Oliver St</td>\n",
       "      <td>40.713079</td>\n",
       "      <td>-73.998512</td>\n",
       "      <td>259.0</td>\n",
       "      <td>South St &amp; Whitehall St</td>\n",
       "      <td>40.701221</td>\n",
       "      <td>-74.012342</td>\n",
       "      <td>21318.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1348.0</td>\n",
       "      <td>3/15/2014 12:32</td>\n",
       "      <td>3/15/2014 12:54</td>\n",
       "      <td>403.0</td>\n",
       "      <td>E 2 St &amp; 2 Ave</td>\n",
       "      <td>40.725029</td>\n",
       "      <td>-73.990697</td>\n",
       "      <td>450.0</td>\n",
       "      <td>W 49 St &amp; 8 Ave</td>\n",
       "      <td>40.762272</td>\n",
       "      <td>-73.987882</td>\n",
       "      <td>15450.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1075.0</td>\n",
       "      <td>3/16/2014 15:23</td>\n",
       "      <td>3/16/2014 15:41</td>\n",
       "      <td>263.0</td>\n",
       "      <td>Elizabeth St &amp; Hester St</td>\n",
       "      <td>40.717290</td>\n",
       "      <td>-73.996375</td>\n",
       "      <td>259.0</td>\n",
       "      <td>South St &amp; Whitehall St</td>\n",
       "      <td>40.701221</td>\n",
       "      <td>-74.012342</td>\n",
       "      <td>17974.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>289.0</td>\n",
       "      <td>3/20/2014 8:48</td>\n",
       "      <td>3/20/2014 8:53</td>\n",
       "      <td>403.0</td>\n",
       "      <td>E 2 St &amp; 2 Ave</td>\n",
       "      <td>40.725029</td>\n",
       "      <td>-73.990697</td>\n",
       "      <td>268.0</td>\n",
       "      <td>Howard St &amp; Centre St</td>\n",
       "      <td>40.719105</td>\n",
       "      <td>-73.999733</td>\n",
       "      <td>16117.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1743.0</td>\n",
       "      <td>3/20/2014 17:30</td>\n",
       "      <td>3/20/2014 17:59</td>\n",
       "      <td>259.0</td>\n",
       "      <td>South St &amp; Whitehall St</td>\n",
       "      <td>40.701221</td>\n",
       "      <td>-74.012342</td>\n",
       "      <td>300.0</td>\n",
       "      <td>Shevchenko Pl &amp; E 6 St</td>\n",
       "      <td>40.728145</td>\n",
       "      <td>-73.990214</td>\n",
       "      <td>15597.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1484.0</td>\n",
       "      <td>3/20/2014 19:21</td>\n",
       "      <td>3/20/2014 19:46</td>\n",
       "      <td>300.0</td>\n",
       "      <td>Shevchenko Pl &amp; E 6 St</td>\n",
       "      <td>40.728145</td>\n",
       "      <td>-73.990214</td>\n",
       "      <td>259.0</td>\n",
       "      <td>South St &amp; Whitehall St</td>\n",
       "      <td>40.701221</td>\n",
       "      <td>-74.012342</td>\n",
       "      <td>14787.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>306.0</td>\n",
       "      <td>3/21/2014 15:31</td>\n",
       "      <td>3/21/2014 15:36</td>\n",
       "      <td>268.0</td>\n",
       "      <td>Howard St &amp; Centre St</td>\n",
       "      <td>40.719105</td>\n",
       "      <td>-73.999733</td>\n",
       "      <td>403.0</td>\n",
       "      <td>E 2 St &amp; 2 Ave</td>\n",
       "      <td>40.725029</td>\n",
       "      <td>-73.990697</td>\n",
       "      <td>15151.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>783.0</td>\n",
       "      <td>3/22/2014 15:08</td>\n",
       "      <td>3/22/2014 15:21</td>\n",
       "      <td>347.0</td>\n",
       "      <td>W Houston St &amp; Hudson St</td>\n",
       "      <td>40.728739</td>\n",
       "      <td>-74.007488</td>\n",
       "      <td>404.0</td>\n",
       "      <td>9 Ave &amp; W 14 St</td>\n",
       "      <td>40.740583</td>\n",
       "      <td>-74.005509</td>\n",
       "      <td>21365.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1977.0</td>\n",
       "      <td>3/23/2014 14:57</td>\n",
       "      <td>3/23/2014 15:30</td>\n",
       "      <td>427.0</td>\n",
       "      <td>State St</td>\n",
       "      <td>40.702515</td>\n",
       "      <td>-74.014270</td>\n",
       "      <td>225.0</td>\n",
       "      <td>W 14 St &amp; The High Line</td>\n",
       "      <td>40.741951</td>\n",
       "      <td>-74.008030</td>\n",
       "      <td>18644.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>761.0</td>\n",
       "      <td>3/23/2014 15:32</td>\n",
       "      <td>3/23/2014 15:44</td>\n",
       "      <td>225.0</td>\n",
       "      <td>W 14 St &amp; The High Line</td>\n",
       "      <td>40.741951</td>\n",
       "      <td>-74.008030</td>\n",
       "      <td>521.0</td>\n",
       "      <td>8 Ave &amp; W 31 St</td>\n",
       "      <td>40.750450</td>\n",
       "      <td>-73.994811</td>\n",
       "      <td>18644.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1964.0</td>\n",
       "      <td>3/23/2014 16:31</td>\n",
       "      <td>3/23/2014 17:03</td>\n",
       "      <td>521.0</td>\n",
       "      <td>8 Ave &amp; W 31 St</td>\n",
       "      <td>40.750450</td>\n",
       "      <td>-73.994811</td>\n",
       "      <td>263.0</td>\n",
       "      <td>Elizabeth St &amp; Hester St</td>\n",
       "      <td>40.717290</td>\n",
       "      <td>-73.996375</td>\n",
       "      <td>18644.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>888.0</td>\n",
       "      <td>3/23/2014 17:21</td>\n",
       "      <td>3/23/2014 17:36</td>\n",
       "      <td>263.0</td>\n",
       "      <td>Elizabeth St &amp; Hester St</td>\n",
       "      <td>40.717290</td>\n",
       "      <td>-73.996375</td>\n",
       "      <td>534.0</td>\n",
       "      <td>Water - Whitehall Plaza</td>\n",
       "      <td>40.702551</td>\n",
       "      <td>-74.012723</td>\n",
       "      <td>18644.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>807.0</td>\n",
       "      <td>3/24/2014 20:16</td>\n",
       "      <td>3/24/2014 20:30</td>\n",
       "      <td>308.0</td>\n",
       "      <td>St James Pl &amp; Oliver St</td>\n",
       "      <td>40.713079</td>\n",
       "      <td>-73.998512</td>\n",
       "      <td>259.0</td>\n",
       "      <td>South St &amp; Whitehall St</td>\n",
       "      <td>40.701221</td>\n",
       "      <td>-74.012342</td>\n",
       "      <td>16592.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>372.0</td>\n",
       "      <td>3/1/2014 17:13</td>\n",
       "      <td>3/1/2014 17:20</td>\n",
       "      <td>528.0</td>\n",
       "      <td>2 Ave &amp; E 31 St</td>\n",
       "      <td>40.742909</td>\n",
       "      <td>-73.977061</td>\n",
       "      <td>160.0</td>\n",
       "      <td>E 37 St &amp; Lexington Ave</td>\n",
       "      <td>40.748238</td>\n",
       "      <td>-73.978311</td>\n",
       "      <td>17032.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>596.0</td>\n",
       "      <td>3/1/2014 21:55</td>\n",
       "      <td>3/1/2014 22:05</td>\n",
       "      <td>511.0</td>\n",
       "      <td>E 14 St &amp; Avenue B</td>\n",
       "      <td>40.729387</td>\n",
       "      <td>-73.977724</td>\n",
       "      <td>223.0</td>\n",
       "      <td>W 13 St &amp; 7 Ave</td>\n",
       "      <td>40.737815</td>\n",
       "      <td>-73.999947</td>\n",
       "      <td>17525.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1271.0</td>\n",
       "      <td>3/2/2014 13:17</td>\n",
       "      <td>3/2/2014 13:38</td>\n",
       "      <td>3002.0</td>\n",
       "      <td>South End Ave &amp; Liberty St</td>\n",
       "      <td>40.711512</td>\n",
       "      <td>-74.015756</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>6 Ave &amp; Broome St</td>\n",
       "      <td>40.724399</td>\n",
       "      <td>-74.004704</td>\n",
       "      <td>19197.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>635.0</td>\n",
       "      <td>3/2/2014 13:48</td>\n",
       "      <td>3/2/2014 13:59</td>\n",
       "      <td>488.0</td>\n",
       "      <td>W 39 St &amp; 9 Ave</td>\n",
       "      <td>40.756458</td>\n",
       "      <td>-73.993722</td>\n",
       "      <td>294.0</td>\n",
       "      <td>Washington Square E</td>\n",
       "      <td>40.730494</td>\n",
       "      <td>-73.995721</td>\n",
       "      <td>17771.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1436.0</td>\n",
       "      <td>3/2/2014 14:30</td>\n",
       "      <td>3/2/2014 14:54</td>\n",
       "      <td>481.0</td>\n",
       "      <td>S 3 St &amp; Bedford Ave</td>\n",
       "      <td>40.712605</td>\n",
       "      <td>-73.962644</td>\n",
       "      <td>306.0</td>\n",
       "      <td>Cliff St &amp; Fulton St</td>\n",
       "      <td>40.708235</td>\n",
       "      <td>-74.005301</td>\n",
       "      <td>21133.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>688.0</td>\n",
       "      <td>3/2/2014 15:14</td>\n",
       "      <td>3/2/2014 15:25</td>\n",
       "      <td>252.0</td>\n",
       "      <td>MacDougal St &amp; Washington Sq</td>\n",
       "      <td>40.732264</td>\n",
       "      <td>-73.998522</td>\n",
       "      <td>511.0</td>\n",
       "      <td>E 14 St &amp; Avenue B</td>\n",
       "      <td>40.729387</td>\n",
       "      <td>-73.977724</td>\n",
       "      <td>14538.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1435.0</td>\n",
       "      <td>3/2/2014 18:08</td>\n",
       "      <td>3/2/2014 18:32</td>\n",
       "      <td>306.0</td>\n",
       "      <td>Cliff St &amp; Fulton St</td>\n",
       "      <td>40.708235</td>\n",
       "      <td>-74.005301</td>\n",
       "      <td>342.0</td>\n",
       "      <td>Columbia St &amp; Rivington St</td>\n",
       "      <td>40.717400</td>\n",
       "      <td>-73.980166</td>\n",
       "      <td>16698.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1927.0</td>\n",
       "      <td>3/3/2014 8:40</td>\n",
       "      <td>3/3/2014 9:12</td>\n",
       "      <td>504.0</td>\n",
       "      <td>1 Ave &amp; E 15 St</td>\n",
       "      <td>40.732219</td>\n",
       "      <td>-73.981656</td>\n",
       "      <td>358.0</td>\n",
       "      <td>Christopher St &amp; Greenwich St</td>\n",
       "      <td>40.732916</td>\n",
       "      <td>-74.007114</td>\n",
       "      <td>16732.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>245.0</td>\n",
       "      <td>3/3/2014 18:37</td>\n",
       "      <td>3/3/2014 18:41</td>\n",
       "      <td>519.0</td>\n",
       "      <td>E 42 St &amp; Vanderbilt Ave</td>\n",
       "      <td>40.752416</td>\n",
       "      <td>-73.978370</td>\n",
       "      <td>160.0</td>\n",
       "      <td>E 37 St &amp; Lexington Ave</td>\n",
       "      <td>40.748238</td>\n",
       "      <td>-73.978311</td>\n",
       "      <td>15316.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1290.0</td>\n",
       "      <td>3/4/2014 8:12</td>\n",
       "      <td>3/4/2014 8:33</td>\n",
       "      <td>511.0</td>\n",
       "      <td>E 14 St &amp; Avenue B</td>\n",
       "      <td>40.729387</td>\n",
       "      <td>-73.977724</td>\n",
       "      <td>337.0</td>\n",
       "      <td>Old Slip &amp; Front St</td>\n",
       "      <td>40.703799</td>\n",
       "      <td>-74.008387</td>\n",
       "      <td>15899.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1227.0</td>\n",
       "      <td>3/4/2014 17:36</td>\n",
       "      <td>3/4/2014 17:56</td>\n",
       "      <td>337.0</td>\n",
       "      <td>Old Slip &amp; Front St</td>\n",
       "      <td>40.703799</td>\n",
       "      <td>-74.008387</td>\n",
       "      <td>511.0</td>\n",
       "      <td>E 14 St &amp; Avenue B</td>\n",
       "      <td>40.729387</td>\n",
       "      <td>-73.977724</td>\n",
       "      <td>19285.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1481.0</td>\n",
       "      <td>3/5/2014 8:11</td>\n",
       "      <td>3/5/2014 8:36</td>\n",
       "      <td>511.0</td>\n",
       "      <td>E 14 St &amp; Avenue B</td>\n",
       "      <td>40.729387</td>\n",
       "      <td>-73.977724</td>\n",
       "      <td>360.0</td>\n",
       "      <td>William St &amp; Pine St</td>\n",
       "      <td>40.707179</td>\n",
       "      <td>-74.008873</td>\n",
       "      <td>19285.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1133.0</td>\n",
       "      <td>3/5/2014 17:20</td>\n",
       "      <td>3/5/2014 17:39</td>\n",
       "      <td>337.0</td>\n",
       "      <td>Old Slip &amp; Front St</td>\n",
       "      <td>40.703799</td>\n",
       "      <td>-74.008387</td>\n",
       "      <td>511.0</td>\n",
       "      <td>E 14 St &amp; Avenue B</td>\n",
       "      <td>40.729387</td>\n",
       "      <td>-73.977724</td>\n",
       "      <td>17800.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1489.0</td>\n",
       "      <td>3/5/2014 17:22</td>\n",
       "      <td>3/5/2014 17:47</td>\n",
       "      <td>481.0</td>\n",
       "      <td>S 3 St &amp; Bedford Ave</td>\n",
       "      <td>40.712605</td>\n",
       "      <td>-73.962644</td>\n",
       "      <td>224.0</td>\n",
       "      <td>Spruce St &amp; Nassau St</td>\n",
       "      <td>40.711464</td>\n",
       "      <td>-74.005524</td>\n",
       "      <td>21275.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>715.0</td>\n",
       "      <td>3/5/2014 22:05</td>\n",
       "      <td>3/5/2014 22:17</td>\n",
       "      <td>324.0</td>\n",
       "      <td>DeKalb Ave &amp; Hudson Ave</td>\n",
       "      <td>40.689888</td>\n",
       "      <td>-73.981013</td>\n",
       "      <td>354.0</td>\n",
       "      <td>Emerson Pl &amp; Myrtle Ave</td>\n",
       "      <td>40.693631</td>\n",
       "      <td>-73.962236</td>\n",
       "      <td>18246.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>487.0</td>\n",
       "      <td>3/6/2014 0:19</td>\n",
       "      <td>3/6/2014 0:28</td>\n",
       "      <td>354.0</td>\n",
       "      <td>Emerson Pl &amp; Myrtle Ave</td>\n",
       "      <td>40.693631</td>\n",
       "      <td>-73.962236</td>\n",
       "      <td>324.0</td>\n",
       "      <td>DeKalb Ave &amp; Hudson Ave</td>\n",
       "      <td>40.689888</td>\n",
       "      <td>-73.981013</td>\n",
       "      <td>18500.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439087</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439088</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439089</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439090</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439091</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439092</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439093</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439094</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439095</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439096</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439097</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439098</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439099</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439100</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439101</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439102</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439103</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439104</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439105</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439106</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439107</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439108</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439109</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439110</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439111</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439112</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439113</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439114</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439115</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439116</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>439117 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        tripduration        starttime         stoptime  start station id  \\\n",
       "0              226.0   3/7/2014 14:45   3/7/2014 14:49             151.0   \n",
       "1              719.0  3/13/2014 20:05  3/13/2014 20:17             308.0   \n",
       "2             1348.0  3/15/2014 12:32  3/15/2014 12:54             403.0   \n",
       "3             1075.0  3/16/2014 15:23  3/16/2014 15:41             263.0   \n",
       "4              289.0   3/20/2014 8:48   3/20/2014 8:53             403.0   \n",
       "5             1743.0  3/20/2014 17:30  3/20/2014 17:59             259.0   \n",
       "6             1484.0  3/20/2014 19:21  3/20/2014 19:46             300.0   \n",
       "7              306.0  3/21/2014 15:31  3/21/2014 15:36             268.0   \n",
       "8              783.0  3/22/2014 15:08  3/22/2014 15:21             347.0   \n",
       "9             1977.0  3/23/2014 14:57  3/23/2014 15:30             427.0   \n",
       "10             761.0  3/23/2014 15:32  3/23/2014 15:44             225.0   \n",
       "11            1964.0  3/23/2014 16:31  3/23/2014 17:03             521.0   \n",
       "12             888.0  3/23/2014 17:21  3/23/2014 17:36             263.0   \n",
       "13             807.0  3/24/2014 20:16  3/24/2014 20:30             308.0   \n",
       "14             372.0   3/1/2014 17:13   3/1/2014 17:20             528.0   \n",
       "15             596.0   3/1/2014 21:55   3/1/2014 22:05             511.0   \n",
       "16            1271.0   3/2/2014 13:17   3/2/2014 13:38            3002.0   \n",
       "17             635.0   3/2/2014 13:48   3/2/2014 13:59             488.0   \n",
       "18            1436.0   3/2/2014 14:30   3/2/2014 14:54             481.0   \n",
       "19             688.0   3/2/2014 15:14   3/2/2014 15:25             252.0   \n",
       "20            1435.0   3/2/2014 18:08   3/2/2014 18:32             306.0   \n",
       "21            1927.0    3/3/2014 8:40    3/3/2014 9:12             504.0   \n",
       "22             245.0   3/3/2014 18:37   3/3/2014 18:41             519.0   \n",
       "23            1290.0    3/4/2014 8:12    3/4/2014 8:33             511.0   \n",
       "24            1227.0   3/4/2014 17:36   3/4/2014 17:56             337.0   \n",
       "25            1481.0    3/5/2014 8:11    3/5/2014 8:36             511.0   \n",
       "26            1133.0   3/5/2014 17:20   3/5/2014 17:39             337.0   \n",
       "27            1489.0   3/5/2014 17:22   3/5/2014 17:47             481.0   \n",
       "28             715.0   3/5/2014 22:05   3/5/2014 22:17             324.0   \n",
       "29             487.0    3/6/2014 0:19    3/6/2014 0:28             354.0   \n",
       "...              ...              ...              ...               ...   \n",
       "439087           NaN              NaN              NaN               NaN   \n",
       "439088           NaN              NaN              NaN               NaN   \n",
       "439089           NaN              NaN              NaN               NaN   \n",
       "439090           NaN              NaN              NaN               NaN   \n",
       "439091           NaN              NaN              NaN               NaN   \n",
       "439092           NaN              NaN              NaN               NaN   \n",
       "439093           NaN              NaN              NaN               NaN   \n",
       "439094           NaN              NaN              NaN               NaN   \n",
       "439095           NaN              NaN              NaN               NaN   \n",
       "439096           NaN              NaN              NaN               NaN   \n",
       "439097           NaN              NaN              NaN               NaN   \n",
       "439098           NaN              NaN              NaN               NaN   \n",
       "439099           NaN              NaN              NaN               NaN   \n",
       "439100           NaN              NaN              NaN               NaN   \n",
       "439101           NaN              NaN              NaN               NaN   \n",
       "439102           NaN              NaN              NaN               NaN   \n",
       "439103           NaN              NaN              NaN               NaN   \n",
       "439104           NaN              NaN              NaN               NaN   \n",
       "439105           NaN              NaN              NaN               NaN   \n",
       "439106           NaN              NaN              NaN               NaN   \n",
       "439107           NaN              NaN              NaN               NaN   \n",
       "439108           NaN              NaN              NaN               NaN   \n",
       "439109           NaN              NaN              NaN               NaN   \n",
       "439110           NaN              NaN              NaN               NaN   \n",
       "439111           NaN              NaN              NaN               NaN   \n",
       "439112           NaN              NaN              NaN               NaN   \n",
       "439113           NaN              NaN              NaN               NaN   \n",
       "439114           NaN              NaN              NaN               NaN   \n",
       "439115           NaN              NaN              NaN               NaN   \n",
       "439116           NaN              NaN              NaN               NaN   \n",
       "\n",
       "                  start station name  start station latitude  \\\n",
       "0           Cleveland Pl & Spring St               40.721816   \n",
       "1            St James Pl & Oliver St               40.713079   \n",
       "2                     E 2 St & 2 Ave               40.725029   \n",
       "3           Elizabeth St & Hester St               40.717290   \n",
       "4                     E 2 St & 2 Ave               40.725029   \n",
       "5            South St & Whitehall St               40.701221   \n",
       "6             Shevchenko Pl & E 6 St               40.728145   \n",
       "7              Howard St & Centre St               40.719105   \n",
       "8           W Houston St & Hudson St               40.728739   \n",
       "9                           State St               40.702515   \n",
       "10           W 14 St & The High Line               40.741951   \n",
       "11                   8 Ave & W 31 St               40.750450   \n",
       "12          Elizabeth St & Hester St               40.717290   \n",
       "13           St James Pl & Oliver St               40.713079   \n",
       "14                   2 Ave & E 31 St               40.742909   \n",
       "15                E 14 St & Avenue B               40.729387   \n",
       "16        South End Ave & Liberty St               40.711512   \n",
       "17                   W 39 St & 9 Ave               40.756458   \n",
       "18              S 3 St & Bedford Ave               40.712605   \n",
       "19      MacDougal St & Washington Sq               40.732264   \n",
       "20              Cliff St & Fulton St               40.708235   \n",
       "21                   1 Ave & E 15 St               40.732219   \n",
       "22          E 42 St & Vanderbilt Ave               40.752416   \n",
       "23                E 14 St & Avenue B               40.729387   \n",
       "24               Old Slip & Front St               40.703799   \n",
       "25                E 14 St & Avenue B               40.729387   \n",
       "26               Old Slip & Front St               40.703799   \n",
       "27              S 3 St & Bedford Ave               40.712605   \n",
       "28           DeKalb Ave & Hudson Ave               40.689888   \n",
       "29           Emerson Pl & Myrtle Ave               40.693631   \n",
       "...                              ...                     ...   \n",
       "439087                           NaN                     NaN   \n",
       "439088                           NaN                     NaN   \n",
       "439089                           NaN                     NaN   \n",
       "439090                           NaN                     NaN   \n",
       "439091                           NaN                     NaN   \n",
       "439092                           NaN                     NaN   \n",
       "439093                           NaN                     NaN   \n",
       "439094                           NaN                     NaN   \n",
       "439095                           NaN                     NaN   \n",
       "439096                           NaN                     NaN   \n",
       "439097                           NaN                     NaN   \n",
       "439098                           NaN                     NaN   \n",
       "439099                           NaN                     NaN   \n",
       "439100                           NaN                     NaN   \n",
       "439101                           NaN                     NaN   \n",
       "439102                           NaN                     NaN   \n",
       "439103                           NaN                     NaN   \n",
       "439104                           NaN                     NaN   \n",
       "439105                           NaN                     NaN   \n",
       "439106                           NaN                     NaN   \n",
       "439107                           NaN                     NaN   \n",
       "439108                           NaN                     NaN   \n",
       "439109                           NaN                     NaN   \n",
       "439110                           NaN                     NaN   \n",
       "439111                           NaN                     NaN   \n",
       "439112                           NaN                     NaN   \n",
       "439113                           NaN                     NaN   \n",
       "439114                           NaN                     NaN   \n",
       "439115                           NaN                     NaN   \n",
       "439116                           NaN                     NaN   \n",
       "\n",
       "        start station longitude  end station id  \\\n",
       "0                    -73.997203           403.0   \n",
       "1                    -73.998512           259.0   \n",
       "2                    -73.990697           450.0   \n",
       "3                    -73.996375           259.0   \n",
       "4                    -73.990697           268.0   \n",
       "5                    -74.012342           300.0   \n",
       "6                    -73.990214           259.0   \n",
       "7                    -73.999733           403.0   \n",
       "8                    -74.007488           404.0   \n",
       "9                    -74.014270           225.0   \n",
       "10                   -74.008030           521.0   \n",
       "11                   -73.994811           263.0   \n",
       "12                   -73.996375           534.0   \n",
       "13                   -73.998512           259.0   \n",
       "14                   -73.977061           160.0   \n",
       "15                   -73.977724           223.0   \n",
       "16                   -74.015756          2004.0   \n",
       "17                   -73.993722           294.0   \n",
       "18                   -73.962644           306.0   \n",
       "19                   -73.998522           511.0   \n",
       "20                   -74.005301           342.0   \n",
       "21                   -73.981656           358.0   \n",
       "22                   -73.978370           160.0   \n",
       "23                   -73.977724           337.0   \n",
       "24                   -74.008387           511.0   \n",
       "25                   -73.977724           360.0   \n",
       "26                   -74.008387           511.0   \n",
       "27                   -73.962644           224.0   \n",
       "28                   -73.981013           354.0   \n",
       "29                   -73.962236           324.0   \n",
       "...                         ...             ...   \n",
       "439087                      NaN             NaN   \n",
       "439088                      NaN             NaN   \n",
       "439089                      NaN             NaN   \n",
       "439090                      NaN             NaN   \n",
       "439091                      NaN             NaN   \n",
       "439092                      NaN             NaN   \n",
       "439093                      NaN             NaN   \n",
       "439094                      NaN             NaN   \n",
       "439095                      NaN             NaN   \n",
       "439096                      NaN             NaN   \n",
       "439097                      NaN             NaN   \n",
       "439098                      NaN             NaN   \n",
       "439099                      NaN             NaN   \n",
       "439100                      NaN             NaN   \n",
       "439101                      NaN             NaN   \n",
       "439102                      NaN             NaN   \n",
       "439103                      NaN             NaN   \n",
       "439104                      NaN             NaN   \n",
       "439105                      NaN             NaN   \n",
       "439106                      NaN             NaN   \n",
       "439107                      NaN             NaN   \n",
       "439108                      NaN             NaN   \n",
       "439109                      NaN             NaN   \n",
       "439110                      NaN             NaN   \n",
       "439111                      NaN             NaN   \n",
       "439112                      NaN             NaN   \n",
       "439113                      NaN             NaN   \n",
       "439114                      NaN             NaN   \n",
       "439115                      NaN             NaN   \n",
       "439116                      NaN             NaN   \n",
       "\n",
       "                     end station name  end station latitude  \\\n",
       "0                      E 2 St & 2 Ave             40.725029   \n",
       "1             South St & Whitehall St             40.701221   \n",
       "2                     W 49 St & 8 Ave             40.762272   \n",
       "3             South St & Whitehall St             40.701221   \n",
       "4               Howard St & Centre St             40.719105   \n",
       "5              Shevchenko Pl & E 6 St             40.728145   \n",
       "6             South St & Whitehall St             40.701221   \n",
       "7                      E 2 St & 2 Ave             40.725029   \n",
       "8                     9 Ave & W 14 St             40.740583   \n",
       "9             W 14 St & The High Line             40.741951   \n",
       "10                    8 Ave & W 31 St             40.750450   \n",
       "11           Elizabeth St & Hester St             40.717290   \n",
       "12            Water - Whitehall Plaza             40.702551   \n",
       "13            South St & Whitehall St             40.701221   \n",
       "14            E 37 St & Lexington Ave             40.748238   \n",
       "15                    W 13 St & 7 Ave             40.737815   \n",
       "16                  6 Ave & Broome St             40.724399   \n",
       "17                Washington Square E             40.730494   \n",
       "18               Cliff St & Fulton St             40.708235   \n",
       "19                 E 14 St & Avenue B             40.729387   \n",
       "20         Columbia St & Rivington St             40.717400   \n",
       "21      Christopher St & Greenwich St             40.732916   \n",
       "22            E 37 St & Lexington Ave             40.748238   \n",
       "23                Old Slip & Front St             40.703799   \n",
       "24                 E 14 St & Avenue B             40.729387   \n",
       "25               William St & Pine St             40.707179   \n",
       "26                 E 14 St & Avenue B             40.729387   \n",
       "27              Spruce St & Nassau St             40.711464   \n",
       "28            Emerson Pl & Myrtle Ave             40.693631   \n",
       "29            DeKalb Ave & Hudson Ave             40.689888   \n",
       "...                               ...                   ...   \n",
       "439087                            NaN                   NaN   \n",
       "439088                            NaN                   NaN   \n",
       "439089                            NaN                   NaN   \n",
       "439090                            NaN                   NaN   \n",
       "439091                            NaN                   NaN   \n",
       "439092                            NaN                   NaN   \n",
       "439093                            NaN                   NaN   \n",
       "439094                            NaN                   NaN   \n",
       "439095                            NaN                   NaN   \n",
       "439096                            NaN                   NaN   \n",
       "439097                            NaN                   NaN   \n",
       "439098                            NaN                   NaN   \n",
       "439099                            NaN                   NaN   \n",
       "439100                            NaN                   NaN   \n",
       "439101                            NaN                   NaN   \n",
       "439102                            NaN                   NaN   \n",
       "439103                            NaN                   NaN   \n",
       "439104                            NaN                   NaN   \n",
       "439105                            NaN                   NaN   \n",
       "439106                            NaN                   NaN   \n",
       "439107                            NaN                   NaN   \n",
       "439108                            NaN                   NaN   \n",
       "439109                            NaN                   NaN   \n",
       "439110                            NaN                   NaN   \n",
       "439111                            NaN                   NaN   \n",
       "439112                            NaN                   NaN   \n",
       "439113                            NaN                   NaN   \n",
       "439114                            NaN                   NaN   \n",
       "439115                            NaN                   NaN   \n",
       "439116                            NaN                   NaN   \n",
       "\n",
       "        end station longitude   bikeid    usertype  birth year  gender  \n",
       "0                  -73.990697  16542.0  Subscriber      1899.0     1.0  \n",
       "1                  -74.012342  21318.0  Subscriber      1899.0     1.0  \n",
       "2                  -73.987882  15450.0  Subscriber      1899.0     1.0  \n",
       "3                  -74.012342  17974.0  Subscriber      1899.0     1.0  \n",
       "4                  -73.999733  16117.0  Subscriber      1899.0     1.0  \n",
       "5                  -73.990214  15597.0  Subscriber      1899.0     1.0  \n",
       "6                  -74.012342  14787.0  Subscriber      1899.0     1.0  \n",
       "7                  -73.990697  15151.0  Subscriber      1899.0     1.0  \n",
       "8                  -74.005509  21365.0  Subscriber      1899.0     1.0  \n",
       "9                  -74.008030  18644.0  Subscriber      1899.0     1.0  \n",
       "10                 -73.994811  18644.0  Subscriber      1899.0     1.0  \n",
       "11                 -73.996375  18644.0  Subscriber      1899.0     1.0  \n",
       "12                 -74.012723  18644.0  Subscriber      1899.0     1.0  \n",
       "13                 -74.012342  16592.0  Subscriber      1899.0     1.0  \n",
       "14                 -73.978311  17032.0  Subscriber      1900.0     1.0  \n",
       "15                 -73.999947  17525.0  Subscriber      1900.0     1.0  \n",
       "16                 -74.004704  19197.0  Subscriber      1900.0     1.0  \n",
       "17                 -73.995721  17771.0  Subscriber      1900.0     1.0  \n",
       "18                 -74.005301  21133.0  Subscriber      1900.0     1.0  \n",
       "19                 -73.977724  14538.0  Subscriber      1900.0     1.0  \n",
       "20                 -73.980166  16698.0  Subscriber      1900.0     1.0  \n",
       "21                 -74.007114  16732.0  Subscriber      1900.0     1.0  \n",
       "22                 -73.978311  15316.0  Subscriber      1900.0     1.0  \n",
       "23                 -74.008387  15899.0  Subscriber      1900.0     1.0  \n",
       "24                 -73.977724  19285.0  Subscriber      1900.0     1.0  \n",
       "25                 -74.008873  19285.0  Subscriber      1900.0     1.0  \n",
       "26                 -73.977724  17800.0  Subscriber      1900.0     1.0  \n",
       "27                 -74.005524  21275.0  Subscriber      1900.0     1.0  \n",
       "28                 -73.962236  18246.0  Subscriber      1900.0     1.0  \n",
       "29                 -73.981013  18500.0  Subscriber      1900.0     1.0  \n",
       "...                       ...      ...         ...         ...     ...  \n",
       "439087                    NaN      NaN         NaN         NaN     NaN  \n",
       "439088                    NaN      NaN         NaN         NaN     NaN  \n",
       "439089                    NaN      NaN         NaN         NaN     NaN  \n",
       "439090                    NaN      NaN         NaN         NaN     NaN  \n",
       "439091                    NaN      NaN         NaN         NaN     NaN  \n",
       "439092                    NaN      NaN         NaN         NaN     NaN  \n",
       "439093                    NaN      NaN         NaN         NaN     NaN  \n",
       "439094                    NaN      NaN         NaN         NaN     NaN  \n",
       "439095                    NaN      NaN         NaN         NaN     NaN  \n",
       "439096                    NaN      NaN         NaN         NaN     NaN  \n",
       "439097                    NaN      NaN         NaN         NaN     NaN  \n",
       "439098                    NaN      NaN         NaN         NaN     NaN  \n",
       "439099                    NaN      NaN         NaN         NaN     NaN  \n",
       "439100                    NaN      NaN         NaN         NaN     NaN  \n",
       "439101                    NaN      NaN         NaN         NaN     NaN  \n",
       "439102                    NaN      NaN         NaN         NaN     NaN  \n",
       "439103                    NaN      NaN         NaN         NaN     NaN  \n",
       "439104                    NaN      NaN         NaN         NaN     NaN  \n",
       "439105                    NaN      NaN         NaN         NaN     NaN  \n",
       "439106                    NaN      NaN         NaN         NaN     NaN  \n",
       "439107                    NaN      NaN         NaN         NaN     NaN  \n",
       "439108                    NaN      NaN         NaN         NaN     NaN  \n",
       "439109                    NaN      NaN         NaN         NaN     NaN  \n",
       "439110                    NaN      NaN         NaN         NaN     NaN  \n",
       "439111                    NaN      NaN         NaN         NaN     NaN  \n",
       "439112                    NaN      NaN         NaN         NaN     NaN  \n",
       "439113                    NaN      NaN         NaN         NaN     NaN  \n",
       "439114                    NaN      NaN         NaN         NaN     NaN  \n",
       "439115                    NaN      NaN         NaN         NaN     NaN  \n",
       "439116                    NaN      NaN         NaN         NaN     NaN  \n",
       "\n",
       "[439117 rows x 15 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2014 = pd.read_csv('fulldata/201403.csv')\n",
    "df2014.dropna()\n",
    "df2014"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2014['tripduration']= df2014['tripduration']/60"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>tripduration</th>\n",
       "      <th>starttime</th>\n",
       "      <th>stoptime</th>\n",
       "      <th>start station id</th>\n",
       "      <th>start station name</th>\n",
       "      <th>start station latitude</th>\n",
       "      <th>start station longitude</th>\n",
       "      <th>end station id</th>\n",
       "      <th>end station name</th>\n",
       "      <th>end station latitude</th>\n",
       "      <th>end station longitude</th>\n",
       "      <th>bikeid</th>\n",
       "      <th>usertype</th>\n",
       "      <th>birth year</th>\n",
       "      <th>gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.766667</td>\n",
       "      <td>3/7/2014 14:45</td>\n",
       "      <td>3/7/2014 14:49</td>\n",
       "      <td>151.0</td>\n",
       "      <td>Cleveland Pl &amp; Spring St</td>\n",
       "      <td>40.721816</td>\n",
       "      <td>-73.997203</td>\n",
       "      <td>403.0</td>\n",
       "      <td>E 2 St &amp; 2 Ave</td>\n",
       "      <td>40.725029</td>\n",
       "      <td>-73.990697</td>\n",
       "      <td>16542.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11.983333</td>\n",
       "      <td>3/13/2014 20:05</td>\n",
       "      <td>3/13/2014 20:17</td>\n",
       "      <td>308.0</td>\n",
       "      <td>St James Pl &amp; Oliver St</td>\n",
       "      <td>40.713079</td>\n",
       "      <td>-73.998512</td>\n",
       "      <td>259.0</td>\n",
       "      <td>South St &amp; Whitehall St</td>\n",
       "      <td>40.701221</td>\n",
       "      <td>-74.012342</td>\n",
       "      <td>21318.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22.466667</td>\n",
       "      <td>3/15/2014 12:32</td>\n",
       "      <td>3/15/2014 12:54</td>\n",
       "      <td>403.0</td>\n",
       "      <td>E 2 St &amp; 2 Ave</td>\n",
       "      <td>40.725029</td>\n",
       "      <td>-73.990697</td>\n",
       "      <td>450.0</td>\n",
       "      <td>W 49 St &amp; 8 Ave</td>\n",
       "      <td>40.762272</td>\n",
       "      <td>-73.987882</td>\n",
       "      <td>15450.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>17.916667</td>\n",
       "      <td>3/16/2014 15:23</td>\n",
       "      <td>3/16/2014 15:41</td>\n",
       "      <td>263.0</td>\n",
       "      <td>Elizabeth St &amp; Hester St</td>\n",
       "      <td>40.717290</td>\n",
       "      <td>-73.996375</td>\n",
       "      <td>259.0</td>\n",
       "      <td>South St &amp; Whitehall St</td>\n",
       "      <td>40.701221</td>\n",
       "      <td>-74.012342</td>\n",
       "      <td>17974.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.816667</td>\n",
       "      <td>3/20/2014 8:48</td>\n",
       "      <td>3/20/2014 8:53</td>\n",
       "      <td>403.0</td>\n",
       "      <td>E 2 St &amp; 2 Ave</td>\n",
       "      <td>40.725029</td>\n",
       "      <td>-73.990697</td>\n",
       "      <td>268.0</td>\n",
       "      <td>Howard St &amp; Centre St</td>\n",
       "      <td>40.719105</td>\n",
       "      <td>-73.999733</td>\n",
       "      <td>16117.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   tripduration        starttime         stoptime  start station id  \\\n",
       "0      3.766667   3/7/2014 14:45   3/7/2014 14:49             151.0   \n",
       "1     11.983333  3/13/2014 20:05  3/13/2014 20:17             308.0   \n",
       "2     22.466667  3/15/2014 12:32  3/15/2014 12:54             403.0   \n",
       "3     17.916667  3/16/2014 15:23  3/16/2014 15:41             263.0   \n",
       "4      4.816667   3/20/2014 8:48   3/20/2014 8:53             403.0   \n",
       "\n",
       "         start station name  start station latitude  start station longitude  \\\n",
       "0  Cleveland Pl & Spring St               40.721816               -73.997203   \n",
       "1   St James Pl & Oliver St               40.713079               -73.998512   \n",
       "2            E 2 St & 2 Ave               40.725029               -73.990697   \n",
       "3  Elizabeth St & Hester St               40.717290               -73.996375   \n",
       "4            E 2 St & 2 Ave               40.725029               -73.990697   \n",
       "\n",
       "   end station id         end station name  end station latitude  \\\n",
       "0           403.0           E 2 St & 2 Ave             40.725029   \n",
       "1           259.0  South St & Whitehall St             40.701221   \n",
       "2           450.0          W 49 St & 8 Ave             40.762272   \n",
       "3           259.0  South St & Whitehall St             40.701221   \n",
       "4           268.0    Howard St & Centre St             40.719105   \n",
       "\n",
       "   end station longitude   bikeid    usertype  birth year gender  \n",
       "0             -73.990697  16542.0  Subscriber      1899.0   male  \n",
       "1             -74.012342  21318.0  Subscriber      1899.0   male  \n",
       "2             -73.987882  15450.0  Subscriber      1899.0   male  \n",
       "3             -74.012342  17974.0  Subscriber      1899.0   male  \n",
       "4             -73.999733  16117.0  Subscriber      1899.0   male  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2014['gender'].replace(0,'unknown', inplace= True)\n",
    "df2014['gender'].replace(1,'male', inplace= True)\n",
    "df2014['gender'].replace(2,'female', inplace= True)\n",
    "df2014.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>tripduration</th>\n",
       "      <th>starttime</th>\n",
       "      <th>stoptime</th>\n",
       "      <th>start station id</th>\n",
       "      <th>start station name</th>\n",
       "      <th>start station latitude</th>\n",
       "      <th>start station longitude</th>\n",
       "      <th>end station id</th>\n",
       "      <th>end station name</th>\n",
       "      <th>end station latitude</th>\n",
       "      <th>end station longitude</th>\n",
       "      <th>bikeid</th>\n",
       "      <th>usertype</th>\n",
       "      <th>birth year</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.766667</td>\n",
       "      <td>3/7/2014 14:45</td>\n",
       "      <td>3/7/2014 14:49</td>\n",
       "      <td>151.0</td>\n",
       "      <td>Cleveland Pl &amp; Spring St</td>\n",
       "      <td>40.721816</td>\n",
       "      <td>-73.997203</td>\n",
       "      <td>403.0</td>\n",
       "      <td>E 2 St &amp; 2 Ave</td>\n",
       "      <td>40.725029</td>\n",
       "      <td>-73.990697</td>\n",
       "      <td>16542.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>male</td>\n",
       "      <td>115.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11.983333</td>\n",
       "      <td>3/13/2014 20:05</td>\n",
       "      <td>3/13/2014 20:17</td>\n",
       "      <td>308.0</td>\n",
       "      <td>St James Pl &amp; Oliver St</td>\n",
       "      <td>40.713079</td>\n",
       "      <td>-73.998512</td>\n",
       "      <td>259.0</td>\n",
       "      <td>South St &amp; Whitehall St</td>\n",
       "      <td>40.701221</td>\n",
       "      <td>-74.012342</td>\n",
       "      <td>21318.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>male</td>\n",
       "      <td>115.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22.466667</td>\n",
       "      <td>3/15/2014 12:32</td>\n",
       "      <td>3/15/2014 12:54</td>\n",
       "      <td>403.0</td>\n",
       "      <td>E 2 St &amp; 2 Ave</td>\n",
       "      <td>40.725029</td>\n",
       "      <td>-73.990697</td>\n",
       "      <td>450.0</td>\n",
       "      <td>W 49 St &amp; 8 Ave</td>\n",
       "      <td>40.762272</td>\n",
       "      <td>-73.987882</td>\n",
       "      <td>15450.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>male</td>\n",
       "      <td>115.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>17.916667</td>\n",
       "      <td>3/16/2014 15:23</td>\n",
       "      <td>3/16/2014 15:41</td>\n",
       "      <td>263.0</td>\n",
       "      <td>Elizabeth St &amp; Hester St</td>\n",
       "      <td>40.717290</td>\n",
       "      <td>-73.996375</td>\n",
       "      <td>259.0</td>\n",
       "      <td>South St &amp; Whitehall St</td>\n",
       "      <td>40.701221</td>\n",
       "      <td>-74.012342</td>\n",
       "      <td>17974.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>male</td>\n",
       "      <td>115.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.816667</td>\n",
       "      <td>3/20/2014 8:48</td>\n",
       "      <td>3/20/2014 8:53</td>\n",
       "      <td>403.0</td>\n",
       "      <td>E 2 St &amp; 2 Ave</td>\n",
       "      <td>40.725029</td>\n",
       "      <td>-73.990697</td>\n",
       "      <td>268.0</td>\n",
       "      <td>Howard St &amp; Centre St</td>\n",
       "      <td>40.719105</td>\n",
       "      <td>-73.999733</td>\n",
       "      <td>16117.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>male</td>\n",
       "      <td>115.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   tripduration        starttime         stoptime  start station id  \\\n",
       "0      3.766667   3/7/2014 14:45   3/7/2014 14:49             151.0   \n",
       "1     11.983333  3/13/2014 20:05  3/13/2014 20:17             308.0   \n",
       "2     22.466667  3/15/2014 12:32  3/15/2014 12:54             403.0   \n",
       "3     17.916667  3/16/2014 15:23  3/16/2014 15:41             263.0   \n",
       "4      4.816667   3/20/2014 8:48   3/20/2014 8:53             403.0   \n",
       "\n",
       "         start station name  start station latitude  start station longitude  \\\n",
       "0  Cleveland Pl & Spring St               40.721816               -73.997203   \n",
       "1   St James Pl & Oliver St               40.713079               -73.998512   \n",
       "2            E 2 St & 2 Ave               40.725029               -73.990697   \n",
       "3  Elizabeth St & Hester St               40.717290               -73.996375   \n",
       "4            E 2 St & 2 Ave               40.725029               -73.990697   \n",
       "\n",
       "   end station id         end station name  end station latitude  \\\n",
       "0           403.0           E 2 St & 2 Ave             40.725029   \n",
       "1           259.0  South St & Whitehall St             40.701221   \n",
       "2           450.0          W 49 St & 8 Ave             40.762272   \n",
       "3           259.0  South St & Whitehall St             40.701221   \n",
       "4           268.0    Howard St & Centre St             40.719105   \n",
       "\n",
       "   end station longitude   bikeid    usertype  birth year gender    age  \n",
       "0             -73.990697  16542.0  Subscriber      1899.0   male  115.0  \n",
       "1             -74.012342  21318.0  Subscriber      1899.0   male  115.0  \n",
       "2             -73.987882  15450.0  Subscriber      1899.0   male  115.0  \n",
       "3             -74.012342  17974.0  Subscriber      1899.0   male  115.0  \n",
       "4             -73.999733  16117.0  Subscriber      1899.0   male  115.0  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2014['age'] = 2014- df2014['birth year']\n",
    "df2014.rename(columns={'Gender': 'gender', \n",
    "                       'Birth Year': 'birth year', \n",
    "                       'Trip Duration': 'tripduration',\n",
    "                      'Start Time': 'starttime',\n",
    "                      'Stop Time': 'stoptime',\n",
    "                      'Start Station ID': 'start station id',\n",
    "                      'Start Station Latitude': 'start station latitude',\n",
    "                      'Start Station Longitude': 'start station longitude',\n",
    "                      'End Station ID': 'end station id',\n",
    "                      'End Station Name': 'end station name',\n",
    "                      'End Station Latitude': 'end station latitude',\n",
    "                      'End Station Longitude': 'end station longitude',\n",
    "                      'Bike ID': 'bikeid',\n",
    "                      'User Type': 'usertype',\n",
    "                      'Start Station Name': 'start station name'}, inplace = True)\n",
    "df2014.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2015 = pd.read_csv('fulldata/201503.csv')\n",
    "df2015.dropna()\n",
    "df2015['tripduration']= df2015['tripduration']/60\n",
    "df2015['gender'].replace(0,'unknown', inplace= True)\n",
    "df2015['gender'].replace(1,'male', inplace= True)\n",
    "df2015['gender'].replace(2,'female', inplace= True)\n",
    "df2015['age'] = 2015- df2015['birth year']\n",
    "df2015.rename(columns={'Gender': 'gender', \n",
    "                       'Birth Year': 'birth year', \n",
    "                       'Trip Duration': 'tripduration',\n",
    "                      'Start Time': 'starttime',\n",
    "                      'Stop Time': 'stoptime',\n",
    "                      'Start Station ID': 'start station id',\n",
    "                      'Start Station Latitude': 'start station latitude',\n",
    "                      'Start Station Longitude': 'start station longitude',\n",
    "                      'End Station ID': 'end station id',\n",
    "                      'End Station Name': 'end station name',\n",
    "                      'End Station Latitude': 'end station latitude',\n",
    "                      'End Station Longitude': 'end station longitude',\n",
    "                      'Bike ID': 'bikeid',\n",
    "                      'User Type': 'usertype',\n",
    "                      'Start Station Name': 'start station name'}, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>tripduration</th>\n",
       "      <th>starttime</th>\n",
       "      <th>stoptime</th>\n",
       "      <th>start station id</th>\n",
       "      <th>start station name</th>\n",
       "      <th>start station latitude</th>\n",
       "      <th>start station longitude</th>\n",
       "      <th>end station id</th>\n",
       "      <th>end station name</th>\n",
       "      <th>end station latitude</th>\n",
       "      <th>end station longitude</th>\n",
       "      <th>bikeid</th>\n",
       "      <th>usertype</th>\n",
       "      <th>birth year</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>24.850000</td>\n",
       "      <td>3/1/2016 06:52:42</td>\n",
       "      <td>3/1/2016 07:17:33</td>\n",
       "      <td>72</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>427</td>\n",
       "      <td>Bus Slip &amp; State St</td>\n",
       "      <td>40.701907</td>\n",
       "      <td>-74.013942</td>\n",
       "      <td>23914</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>17.400000</td>\n",
       "      <td>3/1/2016 07:05:50</td>\n",
       "      <td>3/1/2016 07:23:15</td>\n",
       "      <td>72</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>254</td>\n",
       "      <td>W 11 St &amp; 6 Ave</td>\n",
       "      <td>40.735324</td>\n",
       "      <td>-73.998004</td>\n",
       "      <td>23697</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1978.0</td>\n",
       "      <td>male</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11.900000</td>\n",
       "      <td>3/1/2016 07:15:05</td>\n",
       "      <td>3/1/2016 07:26:59</td>\n",
       "      <td>72</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>493</td>\n",
       "      <td>W 45 St &amp; 6 Ave</td>\n",
       "      <td>40.756800</td>\n",
       "      <td>-73.982912</td>\n",
       "      <td>21447</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>female</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5.483333</td>\n",
       "      <td>3/1/2016 07:26:04</td>\n",
       "      <td>3/1/2016 07:31:34</td>\n",
       "      <td>72</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>478</td>\n",
       "      <td>11 Ave &amp; W 41 St</td>\n",
       "      <td>40.760301</td>\n",
       "      <td>-73.998842</td>\n",
       "      <td>22351</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>male</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>31.183333</td>\n",
       "      <td>3/1/2016 07:31:30</td>\n",
       "      <td>3/1/2016 08:02:41</td>\n",
       "      <td>72</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>151</td>\n",
       "      <td>Cleveland Pl &amp; Spring St</td>\n",
       "      <td>40.722104</td>\n",
       "      <td>-73.997249</td>\n",
       "      <td>20985</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1978.0</td>\n",
       "      <td>male</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   tripduration          starttime           stoptime  start station id  \\\n",
       "0     24.850000  3/1/2016 06:52:42  3/1/2016 07:17:33                72   \n",
       "1     17.400000  3/1/2016 07:05:50  3/1/2016 07:23:15                72   \n",
       "2     11.900000  3/1/2016 07:15:05  3/1/2016 07:26:59                72   \n",
       "3      5.483333  3/1/2016 07:26:04  3/1/2016 07:31:34                72   \n",
       "4     31.183333  3/1/2016 07:31:30  3/1/2016 08:02:41                72   \n",
       "\n",
       "  start station name  start station latitude  start station longitude  \\\n",
       "0   W 52 St & 11 Ave               40.767272               -73.993929   \n",
       "1   W 52 St & 11 Ave               40.767272               -73.993929   \n",
       "2   W 52 St & 11 Ave               40.767272               -73.993929   \n",
       "3   W 52 St & 11 Ave               40.767272               -73.993929   \n",
       "4   W 52 St & 11 Ave               40.767272               -73.993929   \n",
       "\n",
       "   end station id          end station name  end station latitude  \\\n",
       "0             427       Bus Slip & State St             40.701907   \n",
       "1             254           W 11 St & 6 Ave             40.735324   \n",
       "2             493           W 45 St & 6 Ave             40.756800   \n",
       "3             478          11 Ave & W 41 St             40.760301   \n",
       "4             151  Cleveland Pl & Spring St             40.722104   \n",
       "\n",
       "   end station longitude  bikeid    usertype  birth year  gender   age  \n",
       "0             -74.013942   23914  Subscriber      1982.0    male  34.0  \n",
       "1             -73.998004   23697  Subscriber      1978.0    male  38.0  \n",
       "2             -73.982912   21447  Subscriber      1960.0  female  56.0  \n",
       "3             -73.998842   22351  Subscriber      1986.0    male  30.0  \n",
       "4             -73.997249   20985  Subscriber      1978.0    male  38.0  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2016 = pd.read_csv('fulldata/201603.csv')\n",
    "df2016.dropna()\n",
    "df2016['tripduration']= df2016['tripduration']/60\n",
    "df2016['gender'].replace(0,'unknown', inplace= True)\n",
    "df2016['gender'].replace(1,'male', inplace= True)\n",
    "df2016['gender'].replace(2,'female', inplace= True)\n",
    "df2016['age'] = 2016- df2016['birth year']\n",
    "df2016.rename(columns={'Gender': 'gender', \n",
    "                       'Birth Year': 'birth year', \n",
    "                       'Trip Duration': 'tripduration',\n",
    "                      'Start Time': 'starttime',\n",
    "                      'Stop Time': 'stoptime',\n",
    "                      'Start Station ID': 'start station id',\n",
    "                      'Start Station Latitude': 'start station latitude',\n",
    "                      'Start Station Longitude': 'start station longitude',\n",
    "                      'End Station ID': 'end station id',\n",
    "                      'End Station Name': 'end station name',\n",
    "                      'End Station Latitude': 'end station latitude',\n",
    "                      'End Station Longitude': 'end station longitude',\n",
    "                      'Bike ID': 'bikeid',\n",
    "                      'User Type': 'usertype',\n",
    "                      'Start Station Name': 'start station name'}, inplace = True)\n",
    "df2016.head()"
   ]
  },
  {
   "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>tripduration</th>\n",
       "      <th>starttime</th>\n",
       "      <th>stoptime</th>\n",
       "      <th>start station id</th>\n",
       "      <th>start station name</th>\n",
       "      <th>start station latitude</th>\n",
       "      <th>start station longitude</th>\n",
       "      <th>end station id</th>\n",
       "      <th>end station name</th>\n",
       "      <th>end station latitude</th>\n",
       "      <th>end station longitude</th>\n",
       "      <th>bikeid</th>\n",
       "      <th>usertype</th>\n",
       "      <th>birth year</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>31.550000</td>\n",
       "      <td>2017-03-01 00:00:32</td>\n",
       "      <td>2017-03-01 00:32:06</td>\n",
       "      <td>2009</td>\n",
       "      <td>Catherine St &amp; Monroe St</td>\n",
       "      <td>40.711174</td>\n",
       "      <td>-73.996826</td>\n",
       "      <td>527</td>\n",
       "      <td>E 33 St &amp; 2 Ave</td>\n",
       "      <td>40.744023</td>\n",
       "      <td>-73.976056</td>\n",
       "      <td>27291</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>female</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.716667</td>\n",
       "      <td>2017-03-01 00:01:09</td>\n",
       "      <td>2017-03-01 00:04:53</td>\n",
       "      <td>127</td>\n",
       "      <td>Barrow St &amp; Hudson St</td>\n",
       "      <td>40.731724</td>\n",
       "      <td>-74.006744</td>\n",
       "      <td>284</td>\n",
       "      <td>Greenwich Ave &amp; 8 Ave</td>\n",
       "      <td>40.739017</td>\n",
       "      <td>-74.002638</td>\n",
       "      <td>19387</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>female</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>27.750000</td>\n",
       "      <td>2017-03-01 00:01:27</td>\n",
       "      <td>2017-03-01 00:29:12</td>\n",
       "      <td>174</td>\n",
       "      <td>E 25 St &amp; 1 Ave</td>\n",
       "      <td>40.738177</td>\n",
       "      <td>-73.977387</td>\n",
       "      <td>307</td>\n",
       "      <td>Canal St &amp; Rutgers St</td>\n",
       "      <td>40.714275</td>\n",
       "      <td>-73.989900</td>\n",
       "      <td>15809</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>male</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.666667</td>\n",
       "      <td>2017-03-01 00:01:29</td>\n",
       "      <td>2017-03-01 00:03:10</td>\n",
       "      <td>316</td>\n",
       "      <td>Fulton St &amp; William St</td>\n",
       "      <td>40.709560</td>\n",
       "      <td>-74.006536</td>\n",
       "      <td>306</td>\n",
       "      <td>Cliff St &amp; Fulton St</td>\n",
       "      <td>40.708235</td>\n",
       "      <td>-74.005301</td>\n",
       "      <td>18956</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>male</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20.483333</td>\n",
       "      <td>2017-03-01 00:01:33</td>\n",
       "      <td>2017-03-01 00:22:02</td>\n",
       "      <td>536</td>\n",
       "      <td>1 Ave &amp; E 30 St</td>\n",
       "      <td>40.741444</td>\n",
       "      <td>-73.975361</td>\n",
       "      <td>259</td>\n",
       "      <td>South St &amp; Whitehall St</td>\n",
       "      <td>40.701221</td>\n",
       "      <td>-74.012342</td>\n",
       "      <td>25728</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1963.0</td>\n",
       "      <td>male</td>\n",
       "      <td>54.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   tripduration            starttime             stoptime  start station id  \\\n",
       "0     31.550000  2017-03-01 00:00:32  2017-03-01 00:32:06              2009   \n",
       "1      3.716667  2017-03-01 00:01:09  2017-03-01 00:04:53               127   \n",
       "2     27.750000  2017-03-01 00:01:27  2017-03-01 00:29:12               174   \n",
       "3      1.666667  2017-03-01 00:01:29  2017-03-01 00:03:10               316   \n",
       "4     20.483333  2017-03-01 00:01:33  2017-03-01 00:22:02               536   \n",
       "\n",
       "         start station name  start station latitude  start station longitude  \\\n",
       "0  Catherine St & Monroe St               40.711174               -73.996826   \n",
       "1     Barrow St & Hudson St               40.731724               -74.006744   \n",
       "2           E 25 St & 1 Ave               40.738177               -73.977387   \n",
       "3    Fulton St & William St               40.709560               -74.006536   \n",
       "4           1 Ave & E 30 St               40.741444               -73.975361   \n",
       "\n",
       "   end station id         end station name  end station latitude  \\\n",
       "0             527          E 33 St & 2 Ave             40.744023   \n",
       "1             284    Greenwich Ave & 8 Ave             40.739017   \n",
       "2             307    Canal St & Rutgers St             40.714275   \n",
       "3             306     Cliff St & Fulton St             40.708235   \n",
       "4             259  South St & Whitehall St             40.701221   \n",
       "\n",
       "   end station longitude  bikeid    usertype  birth year  gender   age  \n",
       "0             -73.976056   27291  Subscriber      1973.0  female  44.0  \n",
       "1             -74.002638   19387  Subscriber      1985.0  female  32.0  \n",
       "2             -73.989900   15809  Subscriber      1988.0    male  29.0  \n",
       "3             -74.005301   18956  Subscriber      1991.0    male  26.0  \n",
       "4             -74.012342   25728  Subscriber      1963.0    male  54.0  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2017 = pd.read_csv('fulldata/201703.csv')\n",
    "df2017.dropna()\n",
    "df2017.rename(columns={'Gender': 'gender', \n",
    "                       'Birth Year': 'birth year', \n",
    "                       'Trip Duration': 'tripduration',\n",
    "                      'Start Time': 'starttime',\n",
    "                      'Stop Time': 'stoptime',\n",
    "                      'Start Station ID': 'start station id',\n",
    "                      'Start Station Latitude': 'start station latitude',\n",
    "                      'Start Station Longitude': 'start station longitude',\n",
    "                      'End Station ID': 'end station id',\n",
    "                      'End Station Name': 'end station name',\n",
    "                      'End Station Latitude': 'end station latitude',\n",
    "                      'End Station Longitude': 'end station longitude',\n",
    "                      'Bike ID': 'bikeid',\n",
    "                      'User Type': 'usertype',\n",
    "                      'Start Station Name': 'start station name'}, inplace = True)\n",
    "df2017['tripduration']= df2017['tripduration']/60\n",
    "df2017['gender'].replace(0,'unknown', inplace= True)\n",
    "df2017['gender'].replace(1,'male', inplace= True)\n",
    "df2017['gender'].replace(2,'female', inplace= True)\n",
    "df2017['age'] = 2017- df2017['birth year']\n",
    "df2017.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>tripduration</th>\n",
       "      <th>starttime</th>\n",
       "      <th>stoptime</th>\n",
       "      <th>start station id</th>\n",
       "      <th>start station name</th>\n",
       "      <th>start station latitude</th>\n",
       "      <th>start station longitude</th>\n",
       "      <th>end station id</th>\n",
       "      <th>end station name</th>\n",
       "      <th>end station latitude</th>\n",
       "      <th>end station longitude</th>\n",
       "      <th>bikeid</th>\n",
       "      <th>usertype</th>\n",
       "      <th>birth year</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13.600000</td>\n",
       "      <td>2018-03-01 02:29:13.7270</td>\n",
       "      <td>2018-03-01 02:42:50.1460</td>\n",
       "      <td>72</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>379</td>\n",
       "      <td>W 31 St &amp; 7 Ave</td>\n",
       "      <td>40.749156</td>\n",
       "      <td>-73.991600</td>\n",
       "      <td>31413</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1973</td>\n",
       "      <td>male</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.916667</td>\n",
       "      <td>2018-03-01 05:12:37.0320</td>\n",
       "      <td>2018-03-01 05:16:32.1010</td>\n",
       "      <td>72</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>478</td>\n",
       "      <td>11 Ave &amp; W 41 St</td>\n",
       "      <td>40.760301</td>\n",
       "      <td>-73.998842</td>\n",
       "      <td>33202</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1965</td>\n",
       "      <td>male</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20.833333</td>\n",
       "      <td>2018-03-01 05:45:49.9000</td>\n",
       "      <td>2018-03-01 06:06:39.9080</td>\n",
       "      <td>72</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3664</td>\n",
       "      <td>North Moore St &amp; Greenwich St</td>\n",
       "      <td>40.720195</td>\n",
       "      <td>-74.010301</td>\n",
       "      <td>26675</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1984</td>\n",
       "      <td>male</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12.350000</td>\n",
       "      <td>2018-03-01 06:54:19.6150</td>\n",
       "      <td>2018-03-01 07:06:40.9790</td>\n",
       "      <td>72</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>459</td>\n",
       "      <td>W 20 St &amp; 11 Ave</td>\n",
       "      <td>40.746745</td>\n",
       "      <td>-74.007756</td>\n",
       "      <td>31011</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1981</td>\n",
       "      <td>male</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12.116667</td>\n",
       "      <td>2018-03-01 07:08:38.8610</td>\n",
       "      <td>2018-03-01 07:20:46.8500</td>\n",
       "      <td>72</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>2006</td>\n",
       "      <td>Central Park S &amp; 6 Ave</td>\n",
       "      <td>40.765909</td>\n",
       "      <td>-73.976342</td>\n",
       "      <td>30616</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1990</td>\n",
       "      <td>female</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   tripduration                 starttime                  stoptime  \\\n",
       "0     13.600000  2018-03-01 02:29:13.7270  2018-03-01 02:42:50.1460   \n",
       "1      3.916667  2018-03-01 05:12:37.0320  2018-03-01 05:16:32.1010   \n",
       "2     20.833333  2018-03-01 05:45:49.9000  2018-03-01 06:06:39.9080   \n",
       "3     12.350000  2018-03-01 06:54:19.6150  2018-03-01 07:06:40.9790   \n",
       "4     12.116667  2018-03-01 07:08:38.8610  2018-03-01 07:20:46.8500   \n",
       "\n",
       "   start station id start station name  start station latitude  \\\n",
       "0                72   W 52 St & 11 Ave               40.767272   \n",
       "1                72   W 52 St & 11 Ave               40.767272   \n",
       "2                72   W 52 St & 11 Ave               40.767272   \n",
       "3                72   W 52 St & 11 Ave               40.767272   \n",
       "4                72   W 52 St & 11 Ave               40.767272   \n",
       "\n",
       "   start station longitude  end station id               end station name  \\\n",
       "0               -73.993929             379                W 31 St & 7 Ave   \n",
       "1               -73.993929             478               11 Ave & W 41 St   \n",
       "2               -73.993929            3664  North Moore St & Greenwich St   \n",
       "3               -73.993929             459               W 20 St & 11 Ave   \n",
       "4               -73.993929            2006         Central Park S & 6 Ave   \n",
       "\n",
       "   end station latitude  end station longitude  bikeid    usertype  \\\n",
       "0             40.749156             -73.991600   31413  Subscriber   \n",
       "1             40.760301             -73.998842   33202  Subscriber   \n",
       "2             40.720195             -74.010301   26675  Subscriber   \n",
       "3             40.746745             -74.007756   31011  Subscriber   \n",
       "4             40.765909             -73.976342   30616  Subscriber   \n",
       "\n",
       "   birth year  gender  age  \n",
       "0        1973    male   45  \n",
       "1        1965    male   53  \n",
       "2        1984    male   34  \n",
       "3        1981    male   37  \n",
       "4        1990  female   28  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2018 = pd.read_csv('fulldata/201803.csv')\n",
    "df2018.dropna()\n",
    "df2018.rename(columns={'Gender': 'gender', \n",
    "                       'Birth Year': 'birth year', \n",
    "                       'Trip Duration': 'tripduration',\n",
    "                      'Start Time': 'starttime',\n",
    "                      'Stop Time': 'stoptime',\n",
    "                      'Start Station ID': 'start station id',\n",
    "                      'Start Station Latitude': 'start station latitude',\n",
    "                      'Start Station Longitude': 'start station longitude',\n",
    "                      'End Station ID': 'end station id',\n",
    "                      'End Station Name': 'end station name',\n",
    "                      'End Station Latitude': 'end station latitude',\n",
    "                      'End Station Longitude': 'end station longitude',\n",
    "                      'Bike ID': 'bikeid',\n",
    "                      'User Type': 'usertype',\n",
    "                      'Start Station Name': 'start station name'}, inplace = True)\n",
    "df2018['tripduration']= df2018['tripduration']/60\n",
    "df2018['gender'].replace(0,'unknown', inplace= True)\n",
    "df2018['gender'].replace(1,'male', inplace= True)\n",
    "df2018['gender'].replace(2,'female', inplace= True)\n",
    "df2018['age'] = 2018- df2018['birth year']\n",
    "df2018.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>tripduration</th>\n",
       "      <th>starttime</th>\n",
       "      <th>stoptime</th>\n",
       "      <th>start station id</th>\n",
       "      <th>start station name</th>\n",
       "      <th>start station latitude</th>\n",
       "      <th>start station longitude</th>\n",
       "      <th>end station id</th>\n",
       "      <th>end station name</th>\n",
       "      <th>end station latitude</th>\n",
       "      <th>end station longitude</th>\n",
       "      <th>bikeid</th>\n",
       "      <th>usertype</th>\n",
       "      <th>birth year</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13.600000</td>\n",
       "      <td>2018-03-01 02:29:13.7270</td>\n",
       "      <td>2018-03-01 02:42:50.1460</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>379.0</td>\n",
       "      <td>W 31 St &amp; 7 Ave</td>\n",
       "      <td>40.749156</td>\n",
       "      <td>-73.991600</td>\n",
       "      <td>31413.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>male</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.916667</td>\n",
       "      <td>2018-03-01 05:12:37.0320</td>\n",
       "      <td>2018-03-01 05:16:32.1010</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>478.0</td>\n",
       "      <td>11 Ave &amp; W 41 St</td>\n",
       "      <td>40.760301</td>\n",
       "      <td>-73.998842</td>\n",
       "      <td>33202.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>male</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20.833333</td>\n",
       "      <td>2018-03-01 05:45:49.9000</td>\n",
       "      <td>2018-03-01 06:06:39.9080</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3664.0</td>\n",
       "      <td>North Moore St &amp; Greenwich St</td>\n",
       "      <td>40.720195</td>\n",
       "      <td>-74.010301</td>\n",
       "      <td>26675.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12.350000</td>\n",
       "      <td>2018-03-01 06:54:19.6150</td>\n",
       "      <td>2018-03-01 07:06:40.9790</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>459.0</td>\n",
       "      <td>W 20 St &amp; 11 Ave</td>\n",
       "      <td>40.746745</td>\n",
       "      <td>-74.007756</td>\n",
       "      <td>31011.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>male</td>\n",
       "      <td>37.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12.116667</td>\n",
       "      <td>2018-03-01 07:08:38.8610</td>\n",
       "      <td>2018-03-01 07:20:46.8500</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Central Park S &amp; 6 Ave</td>\n",
       "      <td>40.765909</td>\n",
       "      <td>-73.976342</td>\n",
       "      <td>30616.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>female</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.683333</td>\n",
       "      <td>2018-03-01 07:22:50.3340</td>\n",
       "      <td>2018-03-01 07:28:31.9040</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>479.0</td>\n",
       "      <td>9 Ave &amp; W 45 St</td>\n",
       "      <td>40.760193</td>\n",
       "      <td>-73.991255</td>\n",
       "      <td>33112.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1974.0</td>\n",
       "      <td>male</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>11.616667</td>\n",
       "      <td>2018-03-01 07:22:51.8030</td>\n",
       "      <td>2018-03-01 07:34:29.2430</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>520.0</td>\n",
       "      <td>W 52 St &amp; 5 Ave</td>\n",
       "      <td>40.759923</td>\n",
       "      <td>-73.976485</td>\n",
       "      <td>19139.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1953.0</td>\n",
       "      <td>male</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6.783333</td>\n",
       "      <td>2018-03-01 07:33:26.7530</td>\n",
       "      <td>2018-03-01 07:40:14.1560</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Broadway &amp; W 49 St</td>\n",
       "      <td>40.760683</td>\n",
       "      <td>-73.984527</td>\n",
       "      <td>27960.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>male</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>16.300000</td>\n",
       "      <td>2018-03-01 07:45:31.9580</td>\n",
       "      <td>2018-03-01 08:01:50.6420</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>498.0</td>\n",
       "      <td>Broadway &amp; W 32 St</td>\n",
       "      <td>40.748549</td>\n",
       "      <td>-73.988084</td>\n",
       "      <td>24956.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6.600000</td>\n",
       "      <td>2018-03-01 07:46:59.3130</td>\n",
       "      <td>2018-03-01 07:53:35.5640</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Broadway &amp; W 49 St</td>\n",
       "      <td>40.760683</td>\n",
       "      <td>-73.984527</td>\n",
       "      <td>16765.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1983.0</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4.733333</td>\n",
       "      <td>2018-03-01 07:48:39.7560</td>\n",
       "      <td>2018-03-01 07:53:24.6560</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>514.0</td>\n",
       "      <td>12 Ave &amp; W 40 St</td>\n",
       "      <td>40.760875</td>\n",
       "      <td>-74.002777</td>\n",
       "      <td>25864.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>female</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>20.766667</td>\n",
       "      <td>2018-03-01 08:19:17.5790</td>\n",
       "      <td>2018-03-01 08:40:03.9350</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>347.0</td>\n",
       "      <td>Greenwich St &amp; W Houston St</td>\n",
       "      <td>40.728846</td>\n",
       "      <td>-74.008591</td>\n",
       "      <td>31053.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>male</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1.300000</td>\n",
       "      <td>2018-03-01 08:27:09.2360</td>\n",
       "      <td>2018-03-01 08:28:27.2780</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>18350.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>21.733333</td>\n",
       "      <td>2018-03-01 08:28:59.6670</td>\n",
       "      <td>2018-03-01 08:50:44.2980</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>336.0</td>\n",
       "      <td>Sullivan St &amp; Washington Sq</td>\n",
       "      <td>40.730477</td>\n",
       "      <td>-73.999061</td>\n",
       "      <td>21466.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>female</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>21.183333</td>\n",
       "      <td>2018-03-01 08:31:30.3630</td>\n",
       "      <td>2018-03-01 08:52:41.5290</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>328.0</td>\n",
       "      <td>Watts St &amp; Greenwich St</td>\n",
       "      <td>40.724055</td>\n",
       "      <td>-74.009660</td>\n",
       "      <td>32956.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>12.600000</td>\n",
       "      <td>2018-03-01 08:31:43.9830</td>\n",
       "      <td>2018-03-01 08:44:20.8510</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>484.0</td>\n",
       "      <td>W 44 St &amp; 5 Ave</td>\n",
       "      <td>40.755003</td>\n",
       "      <td>-73.980144</td>\n",
       "      <td>19366.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>female</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>11.650000</td>\n",
       "      <td>2018-03-01 08:38:19.6500</td>\n",
       "      <td>2018-03-01 08:49:58.9280</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3235.0</td>\n",
       "      <td>E 41 St &amp; Madison Ave</td>\n",
       "      <td>40.752165</td>\n",
       "      <td>-73.979922</td>\n",
       "      <td>32803.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1956.0</td>\n",
       "      <td>male</td>\n",
       "      <td>62.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5.283333</td>\n",
       "      <td>2018-03-01 08:45:18.2830</td>\n",
       "      <td>2018-03-01 08:50:36.1900</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>514.0</td>\n",
       "      <td>12 Ave &amp; W 40 St</td>\n",
       "      <td>40.760875</td>\n",
       "      <td>-74.002777</td>\n",
       "      <td>33336.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>7.900000</td>\n",
       "      <td>2018-03-01 08:47:38.2860</td>\n",
       "      <td>2018-03-01 08:55:32.4200</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>458.0</td>\n",
       "      <td>11 Ave &amp; W 27 St</td>\n",
       "      <td>40.751396</td>\n",
       "      <td>-74.005226</td>\n",
       "      <td>17877.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>male</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>7.500000</td>\n",
       "      <td>2018-03-01 08:47:38.7210</td>\n",
       "      <td>2018-03-01 08:55:09.2340</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>523.0</td>\n",
       "      <td>W 38 St &amp; 8 Ave</td>\n",
       "      <td>40.754666</td>\n",
       "      <td>-73.991382</td>\n",
       "      <td>18101.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>male</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>11.300000</td>\n",
       "      <td>2018-03-01 08:54:20.3590</td>\n",
       "      <td>2018-03-01 09:05:38.7380</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3224.0</td>\n",
       "      <td>W 13 St &amp; Hudson St</td>\n",
       "      <td>40.739974</td>\n",
       "      <td>-74.005139</td>\n",
       "      <td>28109.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>male</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>18.550000</td>\n",
       "      <td>2018-03-01 09:10:38.1740</td>\n",
       "      <td>2018-03-01 09:29:12.1260</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>284.0</td>\n",
       "      <td>Greenwich Ave &amp; 8 Ave</td>\n",
       "      <td>40.739017</td>\n",
       "      <td>-74.002638</td>\n",
       "      <td>31990.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>male</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>18.350000</td>\n",
       "      <td>2018-03-01 09:10:47.4480</td>\n",
       "      <td>2018-03-01 09:29:09.1870</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>284.0</td>\n",
       "      <td>Greenwich Ave &amp; 8 Ave</td>\n",
       "      <td>40.739017</td>\n",
       "      <td>-74.002638</td>\n",
       "      <td>18350.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>male</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>12.833333</td>\n",
       "      <td>2018-03-01 09:44:08.7150</td>\n",
       "      <td>2018-03-01 09:56:59.4530</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>442.0</td>\n",
       "      <td>W 27 St &amp; 7 Ave</td>\n",
       "      <td>40.746647</td>\n",
       "      <td>-73.993915</td>\n",
       "      <td>32635.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>9.800000</td>\n",
       "      <td>2018-03-01 09:56:24.6780</td>\n",
       "      <td>2018-03-01 10:06:13.4980</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>459.0</td>\n",
       "      <td>W 20 St &amp; 11 Ave</td>\n",
       "      <td>40.746745</td>\n",
       "      <td>-74.007756</td>\n",
       "      <td>32313.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>male</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5.950000</td>\n",
       "      <td>2018-03-01 10:13:16.4520</td>\n",
       "      <td>2018-03-01 10:19:14.2300</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>477.0</td>\n",
       "      <td>W 41 St &amp; 8 Ave</td>\n",
       "      <td>40.756405</td>\n",
       "      <td>-73.990026</td>\n",
       "      <td>29005.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>male</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>15.583333</td>\n",
       "      <td>2018-03-01 10:34:25.7340</td>\n",
       "      <td>2018-03-01 10:50:01.3550</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>466.0</td>\n",
       "      <td>W 25 St &amp; 6 Ave</td>\n",
       "      <td>40.743954</td>\n",
       "      <td>-73.991449</td>\n",
       "      <td>25931.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1967.0</td>\n",
       "      <td>male</td>\n",
       "      <td>51.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>11.216667</td>\n",
       "      <td>2018-03-01 10:44:25.2350</td>\n",
       "      <td>2018-03-01 10:55:38.9930</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3635.0</td>\n",
       "      <td>W 36 St &amp; 9 Ave</td>\n",
       "      <td>40.754623</td>\n",
       "      <td>-73.995168</td>\n",
       "      <td>29168.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>male</td>\n",
       "      <td>37.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>12.516667</td>\n",
       "      <td>2018-03-01 10:54:55.3200</td>\n",
       "      <td>2018-03-01 11:07:27.2220</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3175.0</td>\n",
       "      <td>W 70 St &amp; Amsterdam Ave</td>\n",
       "      <td>40.777480</td>\n",
       "      <td>-73.982886</td>\n",
       "      <td>17381.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>female</td>\n",
       "      <td>52.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>24.016667</td>\n",
       "      <td>2018-03-01 11:46:12.1620</td>\n",
       "      <td>2018-03-01 12:10:13.7340</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>426.0</td>\n",
       "      <td>West St &amp; Chambers St</td>\n",
       "      <td>40.717548</td>\n",
       "      <td>-74.013221</td>\n",
       "      <td>16021.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439087</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439088</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439089</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439090</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439091</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439092</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439093</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439094</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439095</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439096</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439097</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439098</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439099</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439100</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439101</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439102</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439103</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439104</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439105</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439106</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439107</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439108</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439109</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439110</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439111</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439112</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439113</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439114</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439115</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439116</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3405201 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        tripduration                 starttime                  stoptime  \\\n",
       "0          13.600000  2018-03-01 02:29:13.7270  2018-03-01 02:42:50.1460   \n",
       "1           3.916667  2018-03-01 05:12:37.0320  2018-03-01 05:16:32.1010   \n",
       "2          20.833333  2018-03-01 05:45:49.9000  2018-03-01 06:06:39.9080   \n",
       "3          12.350000  2018-03-01 06:54:19.6150  2018-03-01 07:06:40.9790   \n",
       "4          12.116667  2018-03-01 07:08:38.8610  2018-03-01 07:20:46.8500   \n",
       "5           5.683333  2018-03-01 07:22:50.3340  2018-03-01 07:28:31.9040   \n",
       "6          11.616667  2018-03-01 07:22:51.8030  2018-03-01 07:34:29.2430   \n",
       "7           6.783333  2018-03-01 07:33:26.7530  2018-03-01 07:40:14.1560   \n",
       "8          16.300000  2018-03-01 07:45:31.9580  2018-03-01 08:01:50.6420   \n",
       "9           6.600000  2018-03-01 07:46:59.3130  2018-03-01 07:53:35.5640   \n",
       "10          4.733333  2018-03-01 07:48:39.7560  2018-03-01 07:53:24.6560   \n",
       "11         20.766667  2018-03-01 08:19:17.5790  2018-03-01 08:40:03.9350   \n",
       "12          1.300000  2018-03-01 08:27:09.2360  2018-03-01 08:28:27.2780   \n",
       "13         21.733333  2018-03-01 08:28:59.6670  2018-03-01 08:50:44.2980   \n",
       "14         21.183333  2018-03-01 08:31:30.3630  2018-03-01 08:52:41.5290   \n",
       "15         12.600000  2018-03-01 08:31:43.9830  2018-03-01 08:44:20.8510   \n",
       "16         11.650000  2018-03-01 08:38:19.6500  2018-03-01 08:49:58.9280   \n",
       "17          5.283333  2018-03-01 08:45:18.2830  2018-03-01 08:50:36.1900   \n",
       "18          7.900000  2018-03-01 08:47:38.2860  2018-03-01 08:55:32.4200   \n",
       "19          7.500000  2018-03-01 08:47:38.7210  2018-03-01 08:55:09.2340   \n",
       "20         11.300000  2018-03-01 08:54:20.3590  2018-03-01 09:05:38.7380   \n",
       "21         18.550000  2018-03-01 09:10:38.1740  2018-03-01 09:29:12.1260   \n",
       "22         18.350000  2018-03-01 09:10:47.4480  2018-03-01 09:29:09.1870   \n",
       "23         12.833333  2018-03-01 09:44:08.7150  2018-03-01 09:56:59.4530   \n",
       "24          9.800000  2018-03-01 09:56:24.6780  2018-03-01 10:06:13.4980   \n",
       "25          5.950000  2018-03-01 10:13:16.4520  2018-03-01 10:19:14.2300   \n",
       "26         15.583333  2018-03-01 10:34:25.7340  2018-03-01 10:50:01.3550   \n",
       "27         11.216667  2018-03-01 10:44:25.2350  2018-03-01 10:55:38.9930   \n",
       "28         12.516667  2018-03-01 10:54:55.3200  2018-03-01 11:07:27.2220   \n",
       "29         24.016667  2018-03-01 11:46:12.1620  2018-03-01 12:10:13.7340   \n",
       "...              ...                       ...                       ...   \n",
       "439087           NaN                       NaN                       NaN   \n",
       "439088           NaN                       NaN                       NaN   \n",
       "439089           NaN                       NaN                       NaN   \n",
       "439090           NaN                       NaN                       NaN   \n",
       "439091           NaN                       NaN                       NaN   \n",
       "439092           NaN                       NaN                       NaN   \n",
       "439093           NaN                       NaN                       NaN   \n",
       "439094           NaN                       NaN                       NaN   \n",
       "439095           NaN                       NaN                       NaN   \n",
       "439096           NaN                       NaN                       NaN   \n",
       "439097           NaN                       NaN                       NaN   \n",
       "439098           NaN                       NaN                       NaN   \n",
       "439099           NaN                       NaN                       NaN   \n",
       "439100           NaN                       NaN                       NaN   \n",
       "439101           NaN                       NaN                       NaN   \n",
       "439102           NaN                       NaN                       NaN   \n",
       "439103           NaN                       NaN                       NaN   \n",
       "439104           NaN                       NaN                       NaN   \n",
       "439105           NaN                       NaN                       NaN   \n",
       "439106           NaN                       NaN                       NaN   \n",
       "439107           NaN                       NaN                       NaN   \n",
       "439108           NaN                       NaN                       NaN   \n",
       "439109           NaN                       NaN                       NaN   \n",
       "439110           NaN                       NaN                       NaN   \n",
       "439111           NaN                       NaN                       NaN   \n",
       "439112           NaN                       NaN                       NaN   \n",
       "439113           NaN                       NaN                       NaN   \n",
       "439114           NaN                       NaN                       NaN   \n",
       "439115           NaN                       NaN                       NaN   \n",
       "439116           NaN                       NaN                       NaN   \n",
       "\n",
       "        start station id start station name  start station latitude  \\\n",
       "0                   72.0   W 52 St & 11 Ave               40.767272   \n",
       "1                   72.0   W 52 St & 11 Ave               40.767272   \n",
       "2                   72.0   W 52 St & 11 Ave               40.767272   \n",
       "3                   72.0   W 52 St & 11 Ave               40.767272   \n",
       "4                   72.0   W 52 St & 11 Ave               40.767272   \n",
       "5                   72.0   W 52 St & 11 Ave               40.767272   \n",
       "6                   72.0   W 52 St & 11 Ave               40.767272   \n",
       "7                   72.0   W 52 St & 11 Ave               40.767272   \n",
       "8                   72.0   W 52 St & 11 Ave               40.767272   \n",
       "9                   72.0   W 52 St & 11 Ave               40.767272   \n",
       "10                  72.0   W 52 St & 11 Ave               40.767272   \n",
       "11                  72.0   W 52 St & 11 Ave               40.767272   \n",
       "12                  72.0   W 52 St & 11 Ave               40.767272   \n",
       "13                  72.0   W 52 St & 11 Ave               40.767272   \n",
       "14                  72.0   W 52 St & 11 Ave               40.767272   \n",
       "15                  72.0   W 52 St & 11 Ave               40.767272   \n",
       "16                  72.0   W 52 St & 11 Ave               40.767272   \n",
       "17                  72.0   W 52 St & 11 Ave               40.767272   \n",
       "18                  72.0   W 52 St & 11 Ave               40.767272   \n",
       "19                  72.0   W 52 St & 11 Ave               40.767272   \n",
       "20                  72.0   W 52 St & 11 Ave               40.767272   \n",
       "21                  72.0   W 52 St & 11 Ave               40.767272   \n",
       "22                  72.0   W 52 St & 11 Ave               40.767272   \n",
       "23                  72.0   W 52 St & 11 Ave               40.767272   \n",
       "24                  72.0   W 52 St & 11 Ave               40.767272   \n",
       "25                  72.0   W 52 St & 11 Ave               40.767272   \n",
       "26                  72.0   W 52 St & 11 Ave               40.767272   \n",
       "27                  72.0   W 52 St & 11 Ave               40.767272   \n",
       "28                  72.0   W 52 St & 11 Ave               40.767272   \n",
       "29                  72.0   W 52 St & 11 Ave               40.767272   \n",
       "...                  ...                ...                     ...   \n",
       "439087               NaN                NaN                     NaN   \n",
       "439088               NaN                NaN                     NaN   \n",
       "439089               NaN                NaN                     NaN   \n",
       "439090               NaN                NaN                     NaN   \n",
       "439091               NaN                NaN                     NaN   \n",
       "439092               NaN                NaN                     NaN   \n",
       "439093               NaN                NaN                     NaN   \n",
       "439094               NaN                NaN                     NaN   \n",
       "439095               NaN                NaN                     NaN   \n",
       "439096               NaN                NaN                     NaN   \n",
       "439097               NaN                NaN                     NaN   \n",
       "439098               NaN                NaN                     NaN   \n",
       "439099               NaN                NaN                     NaN   \n",
       "439100               NaN                NaN                     NaN   \n",
       "439101               NaN                NaN                     NaN   \n",
       "439102               NaN                NaN                     NaN   \n",
       "439103               NaN                NaN                     NaN   \n",
       "439104               NaN                NaN                     NaN   \n",
       "439105               NaN                NaN                     NaN   \n",
       "439106               NaN                NaN                     NaN   \n",
       "439107               NaN                NaN                     NaN   \n",
       "439108               NaN                NaN                     NaN   \n",
       "439109               NaN                NaN                     NaN   \n",
       "439110               NaN                NaN                     NaN   \n",
       "439111               NaN                NaN                     NaN   \n",
       "439112               NaN                NaN                     NaN   \n",
       "439113               NaN                NaN                     NaN   \n",
       "439114               NaN                NaN                     NaN   \n",
       "439115               NaN                NaN                     NaN   \n",
       "439116               NaN                NaN                     NaN   \n",
       "\n",
       "        start station longitude  end station id  \\\n",
       "0                    -73.993929           379.0   \n",
       "1                    -73.993929           478.0   \n",
       "2                    -73.993929          3664.0   \n",
       "3                    -73.993929           459.0   \n",
       "4                    -73.993929          2006.0   \n",
       "5                    -73.993929           479.0   \n",
       "6                    -73.993929           520.0   \n",
       "7                    -73.993929           173.0   \n",
       "8                    -73.993929           498.0   \n",
       "9                    -73.993929           173.0   \n",
       "10                   -73.993929           514.0   \n",
       "11                   -73.993929           347.0   \n",
       "12                   -73.993929            72.0   \n",
       "13                   -73.993929           336.0   \n",
       "14                   -73.993929           328.0   \n",
       "15                   -73.993929           484.0   \n",
       "16                   -73.993929          3235.0   \n",
       "17                   -73.993929           514.0   \n",
       "18                   -73.993929           458.0   \n",
       "19                   -73.993929           523.0   \n",
       "20                   -73.993929          3224.0   \n",
       "21                   -73.993929           284.0   \n",
       "22                   -73.993929           284.0   \n",
       "23                   -73.993929           442.0   \n",
       "24                   -73.993929           459.0   \n",
       "25                   -73.993929           477.0   \n",
       "26                   -73.993929           466.0   \n",
       "27                   -73.993929          3635.0   \n",
       "28                   -73.993929          3175.0   \n",
       "29                   -73.993929           426.0   \n",
       "...                         ...             ...   \n",
       "439087                      NaN             NaN   \n",
       "439088                      NaN             NaN   \n",
       "439089                      NaN             NaN   \n",
       "439090                      NaN             NaN   \n",
       "439091                      NaN             NaN   \n",
       "439092                      NaN             NaN   \n",
       "439093                      NaN             NaN   \n",
       "439094                      NaN             NaN   \n",
       "439095                      NaN             NaN   \n",
       "439096                      NaN             NaN   \n",
       "439097                      NaN             NaN   \n",
       "439098                      NaN             NaN   \n",
       "439099                      NaN             NaN   \n",
       "439100                      NaN             NaN   \n",
       "439101                      NaN             NaN   \n",
       "439102                      NaN             NaN   \n",
       "439103                      NaN             NaN   \n",
       "439104                      NaN             NaN   \n",
       "439105                      NaN             NaN   \n",
       "439106                      NaN             NaN   \n",
       "439107                      NaN             NaN   \n",
       "439108                      NaN             NaN   \n",
       "439109                      NaN             NaN   \n",
       "439110                      NaN             NaN   \n",
       "439111                      NaN             NaN   \n",
       "439112                      NaN             NaN   \n",
       "439113                      NaN             NaN   \n",
       "439114                      NaN             NaN   \n",
       "439115                      NaN             NaN   \n",
       "439116                      NaN             NaN   \n",
       "\n",
       "                     end station name  end station latitude  \\\n",
       "0                     W 31 St & 7 Ave             40.749156   \n",
       "1                    11 Ave & W 41 St             40.760301   \n",
       "2       North Moore St & Greenwich St             40.720195   \n",
       "3                    W 20 St & 11 Ave             40.746745   \n",
       "4              Central Park S & 6 Ave             40.765909   \n",
       "5                     9 Ave & W 45 St             40.760193   \n",
       "6                     W 52 St & 5 Ave             40.759923   \n",
       "7                  Broadway & W 49 St             40.760683   \n",
       "8                  Broadway & W 32 St             40.748549   \n",
       "9                  Broadway & W 49 St             40.760683   \n",
       "10                   12 Ave & W 40 St             40.760875   \n",
       "11        Greenwich St & W Houston St             40.728846   \n",
       "12                   W 52 St & 11 Ave             40.767272   \n",
       "13        Sullivan St & Washington Sq             40.730477   \n",
       "14            Watts St & Greenwich St             40.724055   \n",
       "15                    W 44 St & 5 Ave             40.755003   \n",
       "16              E 41 St & Madison Ave             40.752165   \n",
       "17                   12 Ave & W 40 St             40.760875   \n",
       "18                   11 Ave & W 27 St             40.751396   \n",
       "19                    W 38 St & 8 Ave             40.754666   \n",
       "20                W 13 St & Hudson St             40.739974   \n",
       "21              Greenwich Ave & 8 Ave             40.739017   \n",
       "22              Greenwich Ave & 8 Ave             40.739017   \n",
       "23                    W 27 St & 7 Ave             40.746647   \n",
       "24                   W 20 St & 11 Ave             40.746745   \n",
       "25                    W 41 St & 8 Ave             40.756405   \n",
       "26                    W 25 St & 6 Ave             40.743954   \n",
       "27                    W 36 St & 9 Ave             40.754623   \n",
       "28            W 70 St & Amsterdam Ave             40.777480   \n",
       "29              West St & Chambers St             40.717548   \n",
       "...                               ...                   ...   \n",
       "439087                            NaN                   NaN   \n",
       "439088                            NaN                   NaN   \n",
       "439089                            NaN                   NaN   \n",
       "439090                            NaN                   NaN   \n",
       "439091                            NaN                   NaN   \n",
       "439092                            NaN                   NaN   \n",
       "439093                            NaN                   NaN   \n",
       "439094                            NaN                   NaN   \n",
       "439095                            NaN                   NaN   \n",
       "439096                            NaN                   NaN   \n",
       "439097                            NaN                   NaN   \n",
       "439098                            NaN                   NaN   \n",
       "439099                            NaN                   NaN   \n",
       "439100                            NaN                   NaN   \n",
       "439101                            NaN                   NaN   \n",
       "439102                            NaN                   NaN   \n",
       "439103                            NaN                   NaN   \n",
       "439104                            NaN                   NaN   \n",
       "439105                            NaN                   NaN   \n",
       "439106                            NaN                   NaN   \n",
       "439107                            NaN                   NaN   \n",
       "439108                            NaN                   NaN   \n",
       "439109                            NaN                   NaN   \n",
       "439110                            NaN                   NaN   \n",
       "439111                            NaN                   NaN   \n",
       "439112                            NaN                   NaN   \n",
       "439113                            NaN                   NaN   \n",
       "439114                            NaN                   NaN   \n",
       "439115                            NaN                   NaN   \n",
       "439116                            NaN                   NaN   \n",
       "\n",
       "        end station longitude   bikeid    usertype  birth year  gender   age  \n",
       "0                  -73.991600  31413.0  Subscriber      1973.0    male  45.0  \n",
       "1                  -73.998842  33202.0  Subscriber      1965.0    male  53.0  \n",
       "2                  -74.010301  26675.0  Subscriber      1984.0    male  34.0  \n",
       "3                  -74.007756  31011.0  Subscriber      1981.0    male  37.0  \n",
       "4                  -73.976342  30616.0  Subscriber      1990.0  female  28.0  \n",
       "5                  -73.991255  33112.0  Subscriber      1974.0    male  44.0  \n",
       "6                  -73.976485  19139.0  Subscriber      1953.0    male  65.0  \n",
       "7                  -73.984527  27960.0  Subscriber      1987.0    male  31.0  \n",
       "8                  -73.988084  24956.0  Subscriber      1980.0  female  38.0  \n",
       "9                  -73.984527  16765.0  Subscriber      1983.0    male  35.0  \n",
       "10                 -74.002777  25864.0  Subscriber      1991.0  female  27.0  \n",
       "11                 -74.008591  31053.0  Subscriber      1982.0    male  36.0  \n",
       "12                 -73.993929  18350.0  Subscriber      1984.0    male  34.0  \n",
       "13                 -73.999061  21466.0  Subscriber      1988.0  female  30.0  \n",
       "14                 -74.009660  32956.0  Subscriber      1984.0    male  34.0  \n",
       "15                 -73.980144  19366.0  Subscriber      1960.0  female  58.0  \n",
       "16                 -73.979922  32803.0  Subscriber      1956.0    male  62.0  \n",
       "17                 -74.002777  33336.0  Subscriber      1990.0    male  28.0  \n",
       "18                 -74.005226  17877.0  Subscriber      1982.0    male  36.0  \n",
       "19                 -73.991382  18101.0  Subscriber      1989.0    male  29.0  \n",
       "20                 -74.005139  28109.0  Subscriber      1973.0    male  45.0  \n",
       "21                 -74.002638  31990.0  Subscriber      1992.0    male  26.0  \n",
       "22                 -74.002638  18350.0  Subscriber      1992.0    male  26.0  \n",
       "23                 -73.993915  32635.0  Subscriber      1984.0    male  34.0  \n",
       "24                 -74.007756  32313.0  Subscriber      1989.0    male  29.0  \n",
       "25                 -73.990026  29005.0  Subscriber      1986.0    male  32.0  \n",
       "26                 -73.991449  25931.0  Subscriber      1967.0    male  51.0  \n",
       "27                 -73.995168  29168.0  Subscriber      1981.0    male  37.0  \n",
       "28                 -73.982886  17381.0  Subscriber      1966.0  female  52.0  \n",
       "29                 -74.013221  16021.0  Subscriber      1992.0  female  26.0  \n",
       "...                       ...      ...         ...         ...     ...   ...  \n",
       "439087                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439088                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439089                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439090                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439091                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439092                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439093                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439094                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439095                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439096                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439097                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439098                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439099                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439100                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439101                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439102                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439103                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439104                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439105                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439106                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439107                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439108                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439109                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439110                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439111                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439112                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439113                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439114                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439115                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "439116                    NaN      NaN         NaN         NaN     NaN   NaN  \n",
       "\n",
       "[3405201 rows x 16 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frames = [df2018,df2017,df2016, df2015, df2014]\n",
    "master_df = pd.concat(frames, sort = False)\n",
    "master_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>tripduration</th>\n",
       "      <th>starttime</th>\n",
       "      <th>stoptime</th>\n",
       "      <th>start station id</th>\n",
       "      <th>start station name</th>\n",
       "      <th>start station latitude</th>\n",
       "      <th>start station longitude</th>\n",
       "      <th>end station id</th>\n",
       "      <th>end station name</th>\n",
       "      <th>end station latitude</th>\n",
       "      <th>end station longitude</th>\n",
       "      <th>bikeid</th>\n",
       "      <th>usertype</th>\n",
       "      <th>birth year</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13.600000</td>\n",
       "      <td>2018-03-01 02:29:13.7270</td>\n",
       "      <td>2018-03-01 02:42:50.1460</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>379.0</td>\n",
       "      <td>W 31 St &amp; 7 Ave</td>\n",
       "      <td>40.749156</td>\n",
       "      <td>-73.991600</td>\n",
       "      <td>31413.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>male</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.916667</td>\n",
       "      <td>2018-03-01 05:12:37.0320</td>\n",
       "      <td>2018-03-01 05:16:32.1010</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>478.0</td>\n",
       "      <td>11 Ave &amp; W 41 St</td>\n",
       "      <td>40.760301</td>\n",
       "      <td>-73.998842</td>\n",
       "      <td>33202.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>male</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20.833333</td>\n",
       "      <td>2018-03-01 05:45:49.9000</td>\n",
       "      <td>2018-03-01 06:06:39.9080</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3664.0</td>\n",
       "      <td>North Moore St &amp; Greenwich St</td>\n",
       "      <td>40.720195</td>\n",
       "      <td>-74.010301</td>\n",
       "      <td>26675.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12.350000</td>\n",
       "      <td>2018-03-01 06:54:19.6150</td>\n",
       "      <td>2018-03-01 07:06:40.9790</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>459.0</td>\n",
       "      <td>W 20 St &amp; 11 Ave</td>\n",
       "      <td>40.746745</td>\n",
       "      <td>-74.007756</td>\n",
       "      <td>31011.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>male</td>\n",
       "      <td>37.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12.116667</td>\n",
       "      <td>2018-03-01 07:08:38.8610</td>\n",
       "      <td>2018-03-01 07:20:46.8500</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Central Park S &amp; 6 Ave</td>\n",
       "      <td>40.765909</td>\n",
       "      <td>-73.976342</td>\n",
       "      <td>30616.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>female</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.683333</td>\n",
       "      <td>2018-03-01 07:22:50.3340</td>\n",
       "      <td>2018-03-01 07:28:31.9040</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>479.0</td>\n",
       "      <td>9 Ave &amp; W 45 St</td>\n",
       "      <td>40.760193</td>\n",
       "      <td>-73.991255</td>\n",
       "      <td>33112.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1974.0</td>\n",
       "      <td>male</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>11.616667</td>\n",
       "      <td>2018-03-01 07:22:51.8030</td>\n",
       "      <td>2018-03-01 07:34:29.2430</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>520.0</td>\n",
       "      <td>W 52 St &amp; 5 Ave</td>\n",
       "      <td>40.759923</td>\n",
       "      <td>-73.976485</td>\n",
       "      <td>19139.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1953.0</td>\n",
       "      <td>male</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6.783333</td>\n",
       "      <td>2018-03-01 07:33:26.7530</td>\n",
       "      <td>2018-03-01 07:40:14.1560</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Broadway &amp; W 49 St</td>\n",
       "      <td>40.760683</td>\n",
       "      <td>-73.984527</td>\n",
       "      <td>27960.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>male</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>16.300000</td>\n",
       "      <td>2018-03-01 07:45:31.9580</td>\n",
       "      <td>2018-03-01 08:01:50.6420</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>498.0</td>\n",
       "      <td>Broadway &amp; W 32 St</td>\n",
       "      <td>40.748549</td>\n",
       "      <td>-73.988084</td>\n",
       "      <td>24956.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6.600000</td>\n",
       "      <td>2018-03-01 07:46:59.3130</td>\n",
       "      <td>2018-03-01 07:53:35.5640</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Broadway &amp; W 49 St</td>\n",
       "      <td>40.760683</td>\n",
       "      <td>-73.984527</td>\n",
       "      <td>16765.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1983.0</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4.733333</td>\n",
       "      <td>2018-03-01 07:48:39.7560</td>\n",
       "      <td>2018-03-01 07:53:24.6560</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>514.0</td>\n",
       "      <td>12 Ave &amp; W 40 St</td>\n",
       "      <td>40.760875</td>\n",
       "      <td>-74.002777</td>\n",
       "      <td>25864.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>female</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>20.766667</td>\n",
       "      <td>2018-03-01 08:19:17.5790</td>\n",
       "      <td>2018-03-01 08:40:03.9350</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>347.0</td>\n",
       "      <td>Greenwich St &amp; W Houston St</td>\n",
       "      <td>40.728846</td>\n",
       "      <td>-74.008591</td>\n",
       "      <td>31053.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>male</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1.300000</td>\n",
       "      <td>2018-03-01 08:27:09.2360</td>\n",
       "      <td>2018-03-01 08:28:27.2780</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>18350.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>21.733333</td>\n",
       "      <td>2018-03-01 08:28:59.6670</td>\n",
       "      <td>2018-03-01 08:50:44.2980</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>336.0</td>\n",
       "      <td>Sullivan St &amp; Washington Sq</td>\n",
       "      <td>40.730477</td>\n",
       "      <td>-73.999061</td>\n",
       "      <td>21466.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>female</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>21.183333</td>\n",
       "      <td>2018-03-01 08:31:30.3630</td>\n",
       "      <td>2018-03-01 08:52:41.5290</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>328.0</td>\n",
       "      <td>Watts St &amp; Greenwich St</td>\n",
       "      <td>40.724055</td>\n",
       "      <td>-74.009660</td>\n",
       "      <td>32956.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>12.600000</td>\n",
       "      <td>2018-03-01 08:31:43.9830</td>\n",
       "      <td>2018-03-01 08:44:20.8510</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>484.0</td>\n",
       "      <td>W 44 St &amp; 5 Ave</td>\n",
       "      <td>40.755003</td>\n",
       "      <td>-73.980144</td>\n",
       "      <td>19366.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>female</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>11.650000</td>\n",
       "      <td>2018-03-01 08:38:19.6500</td>\n",
       "      <td>2018-03-01 08:49:58.9280</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3235.0</td>\n",
       "      <td>E 41 St &amp; Madison Ave</td>\n",
       "      <td>40.752165</td>\n",
       "      <td>-73.979922</td>\n",
       "      <td>32803.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1956.0</td>\n",
       "      <td>male</td>\n",
       "      <td>62.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5.283333</td>\n",
       "      <td>2018-03-01 08:45:18.2830</td>\n",
       "      <td>2018-03-01 08:50:36.1900</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>514.0</td>\n",
       "      <td>12 Ave &amp; W 40 St</td>\n",
       "      <td>40.760875</td>\n",
       "      <td>-74.002777</td>\n",
       "      <td>33336.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>7.900000</td>\n",
       "      <td>2018-03-01 08:47:38.2860</td>\n",
       "      <td>2018-03-01 08:55:32.4200</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>458.0</td>\n",
       "      <td>11 Ave &amp; W 27 St</td>\n",
       "      <td>40.751396</td>\n",
       "      <td>-74.005226</td>\n",
       "      <td>17877.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>male</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>7.500000</td>\n",
       "      <td>2018-03-01 08:47:38.7210</td>\n",
       "      <td>2018-03-01 08:55:09.2340</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>523.0</td>\n",
       "      <td>W 38 St &amp; 8 Ave</td>\n",
       "      <td>40.754666</td>\n",
       "      <td>-73.991382</td>\n",
       "      <td>18101.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>male</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>11.300000</td>\n",
       "      <td>2018-03-01 08:54:20.3590</td>\n",
       "      <td>2018-03-01 09:05:38.7380</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3224.0</td>\n",
       "      <td>W 13 St &amp; Hudson St</td>\n",
       "      <td>40.739974</td>\n",
       "      <td>-74.005139</td>\n",
       "      <td>28109.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>male</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>18.550000</td>\n",
       "      <td>2018-03-01 09:10:38.1740</td>\n",
       "      <td>2018-03-01 09:29:12.1260</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>284.0</td>\n",
       "      <td>Greenwich Ave &amp; 8 Ave</td>\n",
       "      <td>40.739017</td>\n",
       "      <td>-74.002638</td>\n",
       "      <td>31990.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>male</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>18.350000</td>\n",
       "      <td>2018-03-01 09:10:47.4480</td>\n",
       "      <td>2018-03-01 09:29:09.1870</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>284.0</td>\n",
       "      <td>Greenwich Ave &amp; 8 Ave</td>\n",
       "      <td>40.739017</td>\n",
       "      <td>-74.002638</td>\n",
       "      <td>18350.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>male</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>12.833333</td>\n",
       "      <td>2018-03-01 09:44:08.7150</td>\n",
       "      <td>2018-03-01 09:56:59.4530</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>442.0</td>\n",
       "      <td>W 27 St &amp; 7 Ave</td>\n",
       "      <td>40.746647</td>\n",
       "      <td>-73.993915</td>\n",
       "      <td>32635.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>9.800000</td>\n",
       "      <td>2018-03-01 09:56:24.6780</td>\n",
       "      <td>2018-03-01 10:06:13.4980</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>459.0</td>\n",
       "      <td>W 20 St &amp; 11 Ave</td>\n",
       "      <td>40.746745</td>\n",
       "      <td>-74.007756</td>\n",
       "      <td>32313.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>male</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5.950000</td>\n",
       "      <td>2018-03-01 10:13:16.4520</td>\n",
       "      <td>2018-03-01 10:19:14.2300</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>477.0</td>\n",
       "      <td>W 41 St &amp; 8 Ave</td>\n",
       "      <td>40.756405</td>\n",
       "      <td>-73.990026</td>\n",
       "      <td>29005.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>male</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>15.583333</td>\n",
       "      <td>2018-03-01 10:34:25.7340</td>\n",
       "      <td>2018-03-01 10:50:01.3550</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>466.0</td>\n",
       "      <td>W 25 St &amp; 6 Ave</td>\n",
       "      <td>40.743954</td>\n",
       "      <td>-73.991449</td>\n",
       "      <td>25931.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1967.0</td>\n",
       "      <td>male</td>\n",
       "      <td>51.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>11.216667</td>\n",
       "      <td>2018-03-01 10:44:25.2350</td>\n",
       "      <td>2018-03-01 10:55:38.9930</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3635.0</td>\n",
       "      <td>W 36 St &amp; 9 Ave</td>\n",
       "      <td>40.754623</td>\n",
       "      <td>-73.995168</td>\n",
       "      <td>29168.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>male</td>\n",
       "      <td>37.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>12.516667</td>\n",
       "      <td>2018-03-01 10:54:55.3200</td>\n",
       "      <td>2018-03-01 11:07:27.2220</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3175.0</td>\n",
       "      <td>W 70 St &amp; Amsterdam Ave</td>\n",
       "      <td>40.777480</td>\n",
       "      <td>-73.982886</td>\n",
       "      <td>17381.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>female</td>\n",
       "      <td>52.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>24.016667</td>\n",
       "      <td>2018-03-01 11:46:12.1620</td>\n",
       "      <td>2018-03-01 12:10:13.7340</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>426.0</td>\n",
       "      <td>West St &amp; Chambers St</td>\n",
       "      <td>40.717548</td>\n",
       "      <td>-74.013221</td>\n",
       "      <td>16021.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416205</th>\n",
       "      <td>3.800000</td>\n",
       "      <td>3/29/2014 20:07</td>\n",
       "      <td>3/29/2014 20:10</td>\n",
       "      <td>275.0</td>\n",
       "      <td>Washington Ave &amp; Greene Ave</td>\n",
       "      <td>40.686501</td>\n",
       "      <td>-73.965633</td>\n",
       "      <td>271.0</td>\n",
       "      <td>Ashland Pl &amp; Hanson Pl</td>\n",
       "      <td>40.685282</td>\n",
       "      <td>-73.978058</td>\n",
       "      <td>18466.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416206</th>\n",
       "      <td>5.916667</td>\n",
       "      <td>3/29/2014 20:13</td>\n",
       "      <td>3/29/2014 20:19</td>\n",
       "      <td>382.0</td>\n",
       "      <td>University Pl &amp; E 14 St</td>\n",
       "      <td>40.734927</td>\n",
       "      <td>-73.992005</td>\n",
       "      <td>504.0</td>\n",
       "      <td>1 Ave &amp; E 15 St</td>\n",
       "      <td>40.732219</td>\n",
       "      <td>-73.981656</td>\n",
       "      <td>15214.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416207</th>\n",
       "      <td>2.250000</td>\n",
       "      <td>3/30/2014 11:58</td>\n",
       "      <td>3/30/2014 12:00</td>\n",
       "      <td>412.0</td>\n",
       "      <td>Forsyth St &amp; Canal St</td>\n",
       "      <td>40.715816</td>\n",
       "      <td>-73.994224</td>\n",
       "      <td>307.0</td>\n",
       "      <td>Canal St &amp; Rutgers St</td>\n",
       "      <td>40.714275</td>\n",
       "      <td>-73.989900</td>\n",
       "      <td>21536.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>female</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416208</th>\n",
       "      <td>57.283333</td>\n",
       "      <td>3/30/2014 14:01</td>\n",
       "      <td>3/30/2014 14:58</td>\n",
       "      <td>519.0</td>\n",
       "      <td>E 42 St &amp; Vanderbilt Ave</td>\n",
       "      <td>40.752416</td>\n",
       "      <td>-73.978370</td>\n",
       "      <td>406.0</td>\n",
       "      <td>Hicks St &amp; Montague St</td>\n",
       "      <td>40.695128</td>\n",
       "      <td>-73.995951</td>\n",
       "      <td>16955.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416209</th>\n",
       "      <td>2.566667</td>\n",
       "      <td>3/30/2014 14:20</td>\n",
       "      <td>3/30/2014 14:23</td>\n",
       "      <td>489.0</td>\n",
       "      <td>10 Ave &amp; W 28 St</td>\n",
       "      <td>40.750664</td>\n",
       "      <td>-74.001768</td>\n",
       "      <td>512.0</td>\n",
       "      <td>W 29 St &amp; 9 Ave</td>\n",
       "      <td>40.750073</td>\n",
       "      <td>-73.998393</td>\n",
       "      <td>17530.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416210</th>\n",
       "      <td>13.433333</td>\n",
       "      <td>3/30/2014 14:34</td>\n",
       "      <td>3/30/2014 14:47</td>\n",
       "      <td>238.0</td>\n",
       "      <td>Bank St &amp; Washington St</td>\n",
       "      <td>40.736197</td>\n",
       "      <td>-74.008592</td>\n",
       "      <td>490.0</td>\n",
       "      <td>8 Ave &amp; W 33 St</td>\n",
       "      <td>40.751551</td>\n",
       "      <td>-73.993934</td>\n",
       "      <td>20898.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416211</th>\n",
       "      <td>17.866667</td>\n",
       "      <td>3/30/2014 15:15</td>\n",
       "      <td>3/30/2014 15:33</td>\n",
       "      <td>490.0</td>\n",
       "      <td>8 Ave &amp; W 33 St</td>\n",
       "      <td>40.751551</td>\n",
       "      <td>-73.993934</td>\n",
       "      <td>238.0</td>\n",
       "      <td>Bank St &amp; Washington St</td>\n",
       "      <td>40.736197</td>\n",
       "      <td>-74.008592</td>\n",
       "      <td>20898.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416212</th>\n",
       "      <td>6.416667</td>\n",
       "      <td>3/30/2014 15:22</td>\n",
       "      <td>3/30/2014 15:29</td>\n",
       "      <td>275.0</td>\n",
       "      <td>Washington Ave &amp; Greene Ave</td>\n",
       "      <td>40.686501</td>\n",
       "      <td>-73.965633</td>\n",
       "      <td>271.0</td>\n",
       "      <td>Ashland Pl &amp; Hanson Pl</td>\n",
       "      <td>40.685282</td>\n",
       "      <td>-73.978058</td>\n",
       "      <td>16224.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416213</th>\n",
       "      <td>2.266667</td>\n",
       "      <td>3/30/2014 16:15</td>\n",
       "      <td>3/30/2014 16:17</td>\n",
       "      <td>512.0</td>\n",
       "      <td>W 29 St &amp; 9 Ave</td>\n",
       "      <td>40.750073</td>\n",
       "      <td>-73.998393</td>\n",
       "      <td>489.0</td>\n",
       "      <td>10 Ave &amp; W 28 St</td>\n",
       "      <td>40.750664</td>\n",
       "      <td>-74.001768</td>\n",
       "      <td>17026.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416214</th>\n",
       "      <td>4.283333</td>\n",
       "      <td>3/31/2014 6:07</td>\n",
       "      <td>3/31/2014 6:12</td>\n",
       "      <td>515.0</td>\n",
       "      <td>W 43 St &amp; 10 Ave</td>\n",
       "      <td>40.760094</td>\n",
       "      <td>-73.994618</td>\n",
       "      <td>477.0</td>\n",
       "      <td>W 41 St &amp; 8 Ave</td>\n",
       "      <td>40.756405</td>\n",
       "      <td>-73.990026</td>\n",
       "      <td>15200.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416215</th>\n",
       "      <td>14.933333</td>\n",
       "      <td>3/31/2014 7:42</td>\n",
       "      <td>3/31/2014 7:57</td>\n",
       "      <td>423.0</td>\n",
       "      <td>W 54 St &amp; 9 Ave</td>\n",
       "      <td>40.765849</td>\n",
       "      <td>-73.986905</td>\n",
       "      <td>434.0</td>\n",
       "      <td>9 Ave &amp; W 18 St</td>\n",
       "      <td>40.743174</td>\n",
       "      <td>-74.003664</td>\n",
       "      <td>16360.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416216</th>\n",
       "      <td>7.500000</td>\n",
       "      <td>3/31/2014 8:16</td>\n",
       "      <td>3/31/2014 8:23</td>\n",
       "      <td>503.0</td>\n",
       "      <td>E 20 St &amp; Park Ave</td>\n",
       "      <td>40.738274</td>\n",
       "      <td>-73.987520</td>\n",
       "      <td>116.0</td>\n",
       "      <td>W 17 St &amp; 8 Ave</td>\n",
       "      <td>40.741776</td>\n",
       "      <td>-74.001497</td>\n",
       "      <td>15971.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>female</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416217</th>\n",
       "      <td>8.433333</td>\n",
       "      <td>3/31/2014 8:54</td>\n",
       "      <td>3/31/2014 9:03</td>\n",
       "      <td>311.0</td>\n",
       "      <td>Norfolk St &amp; Broome St</td>\n",
       "      <td>40.717227</td>\n",
       "      <td>-73.988021</td>\n",
       "      <td>342.0</td>\n",
       "      <td>Columbia St &amp; Rivington St</td>\n",
       "      <td>40.717400</td>\n",
       "      <td>-73.980166</td>\n",
       "      <td>21281.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416218</th>\n",
       "      <td>8.050000</td>\n",
       "      <td>3/31/2014 9:32</td>\n",
       "      <td>3/31/2014 9:40</td>\n",
       "      <td>151.0</td>\n",
       "      <td>Cleveland Pl &amp; Spring St</td>\n",
       "      <td>40.721816</td>\n",
       "      <td>-73.997203</td>\n",
       "      <td>330.0</td>\n",
       "      <td>Reade St &amp; Broadway</td>\n",
       "      <td>40.714505</td>\n",
       "      <td>-74.005628</td>\n",
       "      <td>16061.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>female</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416219</th>\n",
       "      <td>8.700000</td>\n",
       "      <td>3/31/2014 9:39</td>\n",
       "      <td>3/31/2014 9:47</td>\n",
       "      <td>311.0</td>\n",
       "      <td>Norfolk St &amp; Broome St</td>\n",
       "      <td>40.717227</td>\n",
       "      <td>-73.988021</td>\n",
       "      <td>342.0</td>\n",
       "      <td>Columbia St &amp; Rivington St</td>\n",
       "      <td>40.717400</td>\n",
       "      <td>-73.980166</td>\n",
       "      <td>17756.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416220</th>\n",
       "      <td>2.066667</td>\n",
       "      <td>3/31/2014 12:31</td>\n",
       "      <td>3/31/2014 12:33</td>\n",
       "      <td>412.0</td>\n",
       "      <td>Forsyth St &amp; Canal St</td>\n",
       "      <td>40.715816</td>\n",
       "      <td>-73.994224</td>\n",
       "      <td>307.0</td>\n",
       "      <td>Canal St &amp; Rutgers St</td>\n",
       "      <td>40.714275</td>\n",
       "      <td>-73.989900</td>\n",
       "      <td>15071.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>female</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416221</th>\n",
       "      <td>3.683333</td>\n",
       "      <td>3/31/2014 13:07</td>\n",
       "      <td>3/31/2014 13:10</td>\n",
       "      <td>477.0</td>\n",
       "      <td>W 41 St &amp; 8 Ave</td>\n",
       "      <td>40.756405</td>\n",
       "      <td>-73.990026</td>\n",
       "      <td>515.0</td>\n",
       "      <td>W 43 St &amp; 10 Ave</td>\n",
       "      <td>40.760094</td>\n",
       "      <td>-73.994618</td>\n",
       "      <td>20105.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416222</th>\n",
       "      <td>7.416667</td>\n",
       "      <td>3/31/2014 15:05</td>\n",
       "      <td>3/31/2014 15:12</td>\n",
       "      <td>295.0</td>\n",
       "      <td>Pike St &amp; E Broadway</td>\n",
       "      <td>40.714067</td>\n",
       "      <td>-73.992939</td>\n",
       "      <td>502.0</td>\n",
       "      <td>Henry St &amp; Grand St</td>\n",
       "      <td>40.714215</td>\n",
       "      <td>-73.981346</td>\n",
       "      <td>18712.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416223</th>\n",
       "      <td>8.300000</td>\n",
       "      <td>3/31/2014 15:27</td>\n",
       "      <td>3/31/2014 15:35</td>\n",
       "      <td>341.0</td>\n",
       "      <td>Stanton St &amp; Mangin St</td>\n",
       "      <td>40.717821</td>\n",
       "      <td>-73.976289</td>\n",
       "      <td>403.0</td>\n",
       "      <td>E 2 St &amp; 2 Ave</td>\n",
       "      <td>40.725029</td>\n",
       "      <td>-73.990697</td>\n",
       "      <td>19262.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416224</th>\n",
       "      <td>7.116667</td>\n",
       "      <td>3/31/2014 15:53</td>\n",
       "      <td>3/31/2014 16:00</td>\n",
       "      <td>293.0</td>\n",
       "      <td>Lafayette St &amp; E 8 St</td>\n",
       "      <td>40.730287</td>\n",
       "      <td>-73.990765</td>\n",
       "      <td>368.0</td>\n",
       "      <td>Carmine St &amp; 6 Ave</td>\n",
       "      <td>40.730386</td>\n",
       "      <td>-74.002150</td>\n",
       "      <td>14857.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416225</th>\n",
       "      <td>1.983333</td>\n",
       "      <td>3/31/2014 16:55</td>\n",
       "      <td>3/31/2014 16:57</td>\n",
       "      <td>470.0</td>\n",
       "      <td>W 20 St &amp; 8 Ave</td>\n",
       "      <td>40.743453</td>\n",
       "      <td>-74.000040</td>\n",
       "      <td>116.0</td>\n",
       "      <td>W 17 St &amp; 8 Ave</td>\n",
       "      <td>40.741776</td>\n",
       "      <td>-74.001497</td>\n",
       "      <td>15223.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416226</th>\n",
       "      <td>13.600000</td>\n",
       "      <td>3/31/2014 17:52</td>\n",
       "      <td>3/31/2014 18:05</td>\n",
       "      <td>519.0</td>\n",
       "      <td>E 42 St &amp; Vanderbilt Ave</td>\n",
       "      <td>40.752416</td>\n",
       "      <td>-73.978370</td>\n",
       "      <td>514.0</td>\n",
       "      <td>12 Ave &amp; W 40 St</td>\n",
       "      <td>40.760875</td>\n",
       "      <td>-74.002777</td>\n",
       "      <td>15704.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>female</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416227</th>\n",
       "      <td>18.200000</td>\n",
       "      <td>3/31/2014 18:30</td>\n",
       "      <td>3/31/2014 18:48</td>\n",
       "      <td>368.0</td>\n",
       "      <td>Carmine St &amp; 6 Ave</td>\n",
       "      <td>40.730386</td>\n",
       "      <td>-74.002150</td>\n",
       "      <td>257.0</td>\n",
       "      <td>Lispenard St &amp; Broadway</td>\n",
       "      <td>40.719392</td>\n",
       "      <td>-74.002472</td>\n",
       "      <td>21351.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>female</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416228</th>\n",
       "      <td>21.083333</td>\n",
       "      <td>3/31/2014 18:49</td>\n",
       "      <td>3/31/2014 19:10</td>\n",
       "      <td>472.0</td>\n",
       "      <td>E 32 St &amp; Park Ave</td>\n",
       "      <td>40.745712</td>\n",
       "      <td>-73.981948</td>\n",
       "      <td>417.0</td>\n",
       "      <td>Barclay St &amp; Church St</td>\n",
       "      <td>40.712912</td>\n",
       "      <td>-74.010202</td>\n",
       "      <td>19894.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416229</th>\n",
       "      <td>3.333333</td>\n",
       "      <td>3/27/2014 6:37</td>\n",
       "      <td>3/27/2014 6:41</td>\n",
       "      <td>320.0</td>\n",
       "      <td>Leonard St &amp; Church St</td>\n",
       "      <td>40.717571</td>\n",
       "      <td>-74.005549</td>\n",
       "      <td>309.0</td>\n",
       "      <td>Murray St &amp; West St</td>\n",
       "      <td>40.714979</td>\n",
       "      <td>-74.013012</td>\n",
       "      <td>17110.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>male</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416230</th>\n",
       "      <td>4.783333</td>\n",
       "      <td>3/27/2014 18:47</td>\n",
       "      <td>3/27/2014 18:51</td>\n",
       "      <td>309.0</td>\n",
       "      <td>Murray St &amp; West St</td>\n",
       "      <td>40.714979</td>\n",
       "      <td>-74.013012</td>\n",
       "      <td>320.0</td>\n",
       "      <td>Leonard St &amp; Church St</td>\n",
       "      <td>40.717571</td>\n",
       "      <td>-74.005549</td>\n",
       "      <td>21063.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>male</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416231</th>\n",
       "      <td>14.783333</td>\n",
       "      <td>3/27/2014 19:19</td>\n",
       "      <td>3/27/2014 19:34</td>\n",
       "      <td>320.0</td>\n",
       "      <td>Leonard St &amp; Church St</td>\n",
       "      <td>40.717571</td>\n",
       "      <td>-74.005549</td>\n",
       "      <td>368.0</td>\n",
       "      <td>Carmine St &amp; 6 Ave</td>\n",
       "      <td>40.730386</td>\n",
       "      <td>-74.002150</td>\n",
       "      <td>18831.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>male</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416232</th>\n",
       "      <td>271.883333</td>\n",
       "      <td>3/28/2014 6:41</td>\n",
       "      <td>3/28/2014 11:13</td>\n",
       "      <td>320.0</td>\n",
       "      <td>Leonard St &amp; Church St</td>\n",
       "      <td>40.717571</td>\n",
       "      <td>-74.005549</td>\n",
       "      <td>514.0</td>\n",
       "      <td>12 Ave &amp; W 40 St</td>\n",
       "      <td>40.760875</td>\n",
       "      <td>-74.002777</td>\n",
       "      <td>15060.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>male</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416233</th>\n",
       "      <td>3.833333</td>\n",
       "      <td>3/31/2014 6:27</td>\n",
       "      <td>3/31/2014 6:31</td>\n",
       "      <td>320.0</td>\n",
       "      <td>Leonard St &amp; Church St</td>\n",
       "      <td>40.717571</td>\n",
       "      <td>-74.005549</td>\n",
       "      <td>309.0</td>\n",
       "      <td>Murray St &amp; West St</td>\n",
       "      <td>40.714979</td>\n",
       "      <td>-74.013012</td>\n",
       "      <td>16940.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>male</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416234</th>\n",
       "      <td>5.950000</td>\n",
       "      <td>3/31/2014 17:48</td>\n",
       "      <td>3/31/2014 17:54</td>\n",
       "      <td>426.0</td>\n",
       "      <td>West St &amp; Chambers St</td>\n",
       "      <td>40.717548</td>\n",
       "      <td>-74.013221</td>\n",
       "      <td>320.0</td>\n",
       "      <td>Leonard St &amp; Church St</td>\n",
       "      <td>40.717571</td>\n",
       "      <td>-74.005549</td>\n",
       "      <td>17644.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>male</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3238244 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        tripduration                 starttime                  stoptime  \\\n",
       "0          13.600000  2018-03-01 02:29:13.7270  2018-03-01 02:42:50.1460   \n",
       "1           3.916667  2018-03-01 05:12:37.0320  2018-03-01 05:16:32.1010   \n",
       "2          20.833333  2018-03-01 05:45:49.9000  2018-03-01 06:06:39.9080   \n",
       "3          12.350000  2018-03-01 06:54:19.6150  2018-03-01 07:06:40.9790   \n",
       "4          12.116667  2018-03-01 07:08:38.8610  2018-03-01 07:20:46.8500   \n",
       "5           5.683333  2018-03-01 07:22:50.3340  2018-03-01 07:28:31.9040   \n",
       "6          11.616667  2018-03-01 07:22:51.8030  2018-03-01 07:34:29.2430   \n",
       "7           6.783333  2018-03-01 07:33:26.7530  2018-03-01 07:40:14.1560   \n",
       "8          16.300000  2018-03-01 07:45:31.9580  2018-03-01 08:01:50.6420   \n",
       "9           6.600000  2018-03-01 07:46:59.3130  2018-03-01 07:53:35.5640   \n",
       "10          4.733333  2018-03-01 07:48:39.7560  2018-03-01 07:53:24.6560   \n",
       "11         20.766667  2018-03-01 08:19:17.5790  2018-03-01 08:40:03.9350   \n",
       "12          1.300000  2018-03-01 08:27:09.2360  2018-03-01 08:28:27.2780   \n",
       "13         21.733333  2018-03-01 08:28:59.6670  2018-03-01 08:50:44.2980   \n",
       "14         21.183333  2018-03-01 08:31:30.3630  2018-03-01 08:52:41.5290   \n",
       "15         12.600000  2018-03-01 08:31:43.9830  2018-03-01 08:44:20.8510   \n",
       "16         11.650000  2018-03-01 08:38:19.6500  2018-03-01 08:49:58.9280   \n",
       "17          5.283333  2018-03-01 08:45:18.2830  2018-03-01 08:50:36.1900   \n",
       "18          7.900000  2018-03-01 08:47:38.2860  2018-03-01 08:55:32.4200   \n",
       "19          7.500000  2018-03-01 08:47:38.7210  2018-03-01 08:55:09.2340   \n",
       "20         11.300000  2018-03-01 08:54:20.3590  2018-03-01 09:05:38.7380   \n",
       "21         18.550000  2018-03-01 09:10:38.1740  2018-03-01 09:29:12.1260   \n",
       "22         18.350000  2018-03-01 09:10:47.4480  2018-03-01 09:29:09.1870   \n",
       "23         12.833333  2018-03-01 09:44:08.7150  2018-03-01 09:56:59.4530   \n",
       "24          9.800000  2018-03-01 09:56:24.6780  2018-03-01 10:06:13.4980   \n",
       "25          5.950000  2018-03-01 10:13:16.4520  2018-03-01 10:19:14.2300   \n",
       "26         15.583333  2018-03-01 10:34:25.7340  2018-03-01 10:50:01.3550   \n",
       "27         11.216667  2018-03-01 10:44:25.2350  2018-03-01 10:55:38.9930   \n",
       "28         12.516667  2018-03-01 10:54:55.3200  2018-03-01 11:07:27.2220   \n",
       "29         24.016667  2018-03-01 11:46:12.1620  2018-03-01 12:10:13.7340   \n",
       "...              ...                       ...                       ...   \n",
       "416205      3.800000           3/29/2014 20:07           3/29/2014 20:10   \n",
       "416206      5.916667           3/29/2014 20:13           3/29/2014 20:19   \n",
       "416207      2.250000           3/30/2014 11:58           3/30/2014 12:00   \n",
       "416208     57.283333           3/30/2014 14:01           3/30/2014 14:58   \n",
       "416209      2.566667           3/30/2014 14:20           3/30/2014 14:23   \n",
       "416210     13.433333           3/30/2014 14:34           3/30/2014 14:47   \n",
       "416211     17.866667           3/30/2014 15:15           3/30/2014 15:33   \n",
       "416212      6.416667           3/30/2014 15:22           3/30/2014 15:29   \n",
       "416213      2.266667           3/30/2014 16:15           3/30/2014 16:17   \n",
       "416214      4.283333            3/31/2014 6:07            3/31/2014 6:12   \n",
       "416215     14.933333            3/31/2014 7:42            3/31/2014 7:57   \n",
       "416216      7.500000            3/31/2014 8:16            3/31/2014 8:23   \n",
       "416217      8.433333            3/31/2014 8:54            3/31/2014 9:03   \n",
       "416218      8.050000            3/31/2014 9:32            3/31/2014 9:40   \n",
       "416219      8.700000            3/31/2014 9:39            3/31/2014 9:47   \n",
       "416220      2.066667           3/31/2014 12:31           3/31/2014 12:33   \n",
       "416221      3.683333           3/31/2014 13:07           3/31/2014 13:10   \n",
       "416222      7.416667           3/31/2014 15:05           3/31/2014 15:12   \n",
       "416223      8.300000           3/31/2014 15:27           3/31/2014 15:35   \n",
       "416224      7.116667           3/31/2014 15:53           3/31/2014 16:00   \n",
       "416225      1.983333           3/31/2014 16:55           3/31/2014 16:57   \n",
       "416226     13.600000           3/31/2014 17:52           3/31/2014 18:05   \n",
       "416227     18.200000           3/31/2014 18:30           3/31/2014 18:48   \n",
       "416228     21.083333           3/31/2014 18:49           3/31/2014 19:10   \n",
       "416229      3.333333            3/27/2014 6:37            3/27/2014 6:41   \n",
       "416230      4.783333           3/27/2014 18:47           3/27/2014 18:51   \n",
       "416231     14.783333           3/27/2014 19:19           3/27/2014 19:34   \n",
       "416232    271.883333            3/28/2014 6:41           3/28/2014 11:13   \n",
       "416233      3.833333            3/31/2014 6:27            3/31/2014 6:31   \n",
       "416234      5.950000           3/31/2014 17:48           3/31/2014 17:54   \n",
       "\n",
       "        start station id           start station name  start station latitude  \\\n",
       "0                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "1                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "2                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "3                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "4                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "5                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "6                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "7                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "8                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "9                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "10                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "11                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "12                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "13                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "14                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "15                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "16                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "17                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "18                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "19                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "20                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "21                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "22                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "23                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "24                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "25                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "26                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "27                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "28                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "29                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "...                  ...                          ...                     ...   \n",
       "416205             275.0  Washington Ave & Greene Ave               40.686501   \n",
       "416206             382.0      University Pl & E 14 St               40.734927   \n",
       "416207             412.0        Forsyth St & Canal St               40.715816   \n",
       "416208             519.0     E 42 St & Vanderbilt Ave               40.752416   \n",
       "416209             489.0             10 Ave & W 28 St               40.750664   \n",
       "416210             238.0      Bank St & Washington St               40.736197   \n",
       "416211             490.0              8 Ave & W 33 St               40.751551   \n",
       "416212             275.0  Washington Ave & Greene Ave               40.686501   \n",
       "416213             512.0              W 29 St & 9 Ave               40.750073   \n",
       "416214             515.0             W 43 St & 10 Ave               40.760094   \n",
       "416215             423.0              W 54 St & 9 Ave               40.765849   \n",
       "416216             503.0           E 20 St & Park Ave               40.738274   \n",
       "416217             311.0       Norfolk St & Broome St               40.717227   \n",
       "416218             151.0     Cleveland Pl & Spring St               40.721816   \n",
       "416219             311.0       Norfolk St & Broome St               40.717227   \n",
       "416220             412.0        Forsyth St & Canal St               40.715816   \n",
       "416221             477.0              W 41 St & 8 Ave               40.756405   \n",
       "416222             295.0         Pike St & E Broadway               40.714067   \n",
       "416223             341.0       Stanton St & Mangin St               40.717821   \n",
       "416224             293.0        Lafayette St & E 8 St               40.730287   \n",
       "416225             470.0              W 20 St & 8 Ave               40.743453   \n",
       "416226             519.0     E 42 St & Vanderbilt Ave               40.752416   \n",
       "416227             368.0           Carmine St & 6 Ave               40.730386   \n",
       "416228             472.0           E 32 St & Park Ave               40.745712   \n",
       "416229             320.0       Leonard St & Church St               40.717571   \n",
       "416230             309.0          Murray St & West St               40.714979   \n",
       "416231             320.0       Leonard St & Church St               40.717571   \n",
       "416232             320.0       Leonard St & Church St               40.717571   \n",
       "416233             320.0       Leonard St & Church St               40.717571   \n",
       "416234             426.0        West St & Chambers St               40.717548   \n",
       "\n",
       "        start station longitude  end station id  \\\n",
       "0                    -73.993929           379.0   \n",
       "1                    -73.993929           478.0   \n",
       "2                    -73.993929          3664.0   \n",
       "3                    -73.993929           459.0   \n",
       "4                    -73.993929          2006.0   \n",
       "5                    -73.993929           479.0   \n",
       "6                    -73.993929           520.0   \n",
       "7                    -73.993929           173.0   \n",
       "8                    -73.993929           498.0   \n",
       "9                    -73.993929           173.0   \n",
       "10                   -73.993929           514.0   \n",
       "11                   -73.993929           347.0   \n",
       "12                   -73.993929            72.0   \n",
       "13                   -73.993929           336.0   \n",
       "14                   -73.993929           328.0   \n",
       "15                   -73.993929           484.0   \n",
       "16                   -73.993929          3235.0   \n",
       "17                   -73.993929           514.0   \n",
       "18                   -73.993929           458.0   \n",
       "19                   -73.993929           523.0   \n",
       "20                   -73.993929          3224.0   \n",
       "21                   -73.993929           284.0   \n",
       "22                   -73.993929           284.0   \n",
       "23                   -73.993929           442.0   \n",
       "24                   -73.993929           459.0   \n",
       "25                   -73.993929           477.0   \n",
       "26                   -73.993929           466.0   \n",
       "27                   -73.993929          3635.0   \n",
       "28                   -73.993929          3175.0   \n",
       "29                   -73.993929           426.0   \n",
       "...                         ...             ...   \n",
       "416205               -73.965633           271.0   \n",
       "416206               -73.992005           504.0   \n",
       "416207               -73.994224           307.0   \n",
       "416208               -73.978370           406.0   \n",
       "416209               -74.001768           512.0   \n",
       "416210               -74.008592           490.0   \n",
       "416211               -73.993934           238.0   \n",
       "416212               -73.965633           271.0   \n",
       "416213               -73.998393           489.0   \n",
       "416214               -73.994618           477.0   \n",
       "416215               -73.986905           434.0   \n",
       "416216               -73.987520           116.0   \n",
       "416217               -73.988021           342.0   \n",
       "416218               -73.997203           330.0   \n",
       "416219               -73.988021           342.0   \n",
       "416220               -73.994224           307.0   \n",
       "416221               -73.990026           515.0   \n",
       "416222               -73.992939           502.0   \n",
       "416223               -73.976289           403.0   \n",
       "416224               -73.990765           368.0   \n",
       "416225               -74.000040           116.0   \n",
       "416226               -73.978370           514.0   \n",
       "416227               -74.002150           257.0   \n",
       "416228               -73.981948           417.0   \n",
       "416229               -74.005549           309.0   \n",
       "416230               -74.013012           320.0   \n",
       "416231               -74.005549           368.0   \n",
       "416232               -74.005549           514.0   \n",
       "416233               -74.005549           309.0   \n",
       "416234               -74.013221           320.0   \n",
       "\n",
       "                     end station name  end station latitude  \\\n",
       "0                     W 31 St & 7 Ave             40.749156   \n",
       "1                    11 Ave & W 41 St             40.760301   \n",
       "2       North Moore St & Greenwich St             40.720195   \n",
       "3                    W 20 St & 11 Ave             40.746745   \n",
       "4              Central Park S & 6 Ave             40.765909   \n",
       "5                     9 Ave & W 45 St             40.760193   \n",
       "6                     W 52 St & 5 Ave             40.759923   \n",
       "7                  Broadway & W 49 St             40.760683   \n",
       "8                  Broadway & W 32 St             40.748549   \n",
       "9                  Broadway & W 49 St             40.760683   \n",
       "10                   12 Ave & W 40 St             40.760875   \n",
       "11        Greenwich St & W Houston St             40.728846   \n",
       "12                   W 52 St & 11 Ave             40.767272   \n",
       "13        Sullivan St & Washington Sq             40.730477   \n",
       "14            Watts St & Greenwich St             40.724055   \n",
       "15                    W 44 St & 5 Ave             40.755003   \n",
       "16              E 41 St & Madison Ave             40.752165   \n",
       "17                   12 Ave & W 40 St             40.760875   \n",
       "18                   11 Ave & W 27 St             40.751396   \n",
       "19                    W 38 St & 8 Ave             40.754666   \n",
       "20                W 13 St & Hudson St             40.739974   \n",
       "21              Greenwich Ave & 8 Ave             40.739017   \n",
       "22              Greenwich Ave & 8 Ave             40.739017   \n",
       "23                    W 27 St & 7 Ave             40.746647   \n",
       "24                   W 20 St & 11 Ave             40.746745   \n",
       "25                    W 41 St & 8 Ave             40.756405   \n",
       "26                    W 25 St & 6 Ave             40.743954   \n",
       "27                    W 36 St & 9 Ave             40.754623   \n",
       "28            W 70 St & Amsterdam Ave             40.777480   \n",
       "29              West St & Chambers St             40.717548   \n",
       "...                               ...                   ...   \n",
       "416205         Ashland Pl & Hanson Pl             40.685282   \n",
       "416206                1 Ave & E 15 St             40.732219   \n",
       "416207          Canal St & Rutgers St             40.714275   \n",
       "416208         Hicks St & Montague St             40.695128   \n",
       "416209                W 29 St & 9 Ave             40.750073   \n",
       "416210                8 Ave & W 33 St             40.751551   \n",
       "416211        Bank St & Washington St             40.736197   \n",
       "416212         Ashland Pl & Hanson Pl             40.685282   \n",
       "416213               10 Ave & W 28 St             40.750664   \n",
       "416214                W 41 St & 8 Ave             40.756405   \n",
       "416215                9 Ave & W 18 St             40.743174   \n",
       "416216                W 17 St & 8 Ave             40.741776   \n",
       "416217     Columbia St & Rivington St             40.717400   \n",
       "416218            Reade St & Broadway             40.714505   \n",
       "416219     Columbia St & Rivington St             40.717400   \n",
       "416220          Canal St & Rutgers St             40.714275   \n",
       "416221               W 43 St & 10 Ave             40.760094   \n",
       "416222            Henry St & Grand St             40.714215   \n",
       "416223                 E 2 St & 2 Ave             40.725029   \n",
       "416224             Carmine St & 6 Ave             40.730386   \n",
       "416225                W 17 St & 8 Ave             40.741776   \n",
       "416226               12 Ave & W 40 St             40.760875   \n",
       "416227        Lispenard St & Broadway             40.719392   \n",
       "416228         Barclay St & Church St             40.712912   \n",
       "416229            Murray St & West St             40.714979   \n",
       "416230         Leonard St & Church St             40.717571   \n",
       "416231             Carmine St & 6 Ave             40.730386   \n",
       "416232               12 Ave & W 40 St             40.760875   \n",
       "416233            Murray St & West St             40.714979   \n",
       "416234         Leonard St & Church St             40.717571   \n",
       "\n",
       "        end station longitude   bikeid    usertype  birth year  gender   age  \n",
       "0                  -73.991600  31413.0  Subscriber      1973.0    male  45.0  \n",
       "1                  -73.998842  33202.0  Subscriber      1965.0    male  53.0  \n",
       "2                  -74.010301  26675.0  Subscriber      1984.0    male  34.0  \n",
       "3                  -74.007756  31011.0  Subscriber      1981.0    male  37.0  \n",
       "4                  -73.976342  30616.0  Subscriber      1990.0  female  28.0  \n",
       "5                  -73.991255  33112.0  Subscriber      1974.0    male  44.0  \n",
       "6                  -73.976485  19139.0  Subscriber      1953.0    male  65.0  \n",
       "7                  -73.984527  27960.0  Subscriber      1987.0    male  31.0  \n",
       "8                  -73.988084  24956.0  Subscriber      1980.0  female  38.0  \n",
       "9                  -73.984527  16765.0  Subscriber      1983.0    male  35.0  \n",
       "10                 -74.002777  25864.0  Subscriber      1991.0  female  27.0  \n",
       "11                 -74.008591  31053.0  Subscriber      1982.0    male  36.0  \n",
       "12                 -73.993929  18350.0  Subscriber      1984.0    male  34.0  \n",
       "13                 -73.999061  21466.0  Subscriber      1988.0  female  30.0  \n",
       "14                 -74.009660  32956.0  Subscriber      1984.0    male  34.0  \n",
       "15                 -73.980144  19366.0  Subscriber      1960.0  female  58.0  \n",
       "16                 -73.979922  32803.0  Subscriber      1956.0    male  62.0  \n",
       "17                 -74.002777  33336.0  Subscriber      1990.0    male  28.0  \n",
       "18                 -74.005226  17877.0  Subscriber      1982.0    male  36.0  \n",
       "19                 -73.991382  18101.0  Subscriber      1989.0    male  29.0  \n",
       "20                 -74.005139  28109.0  Subscriber      1973.0    male  45.0  \n",
       "21                 -74.002638  31990.0  Subscriber      1992.0    male  26.0  \n",
       "22                 -74.002638  18350.0  Subscriber      1992.0    male  26.0  \n",
       "23                 -73.993915  32635.0  Subscriber      1984.0    male  34.0  \n",
       "24                 -74.007756  32313.0  Subscriber      1989.0    male  29.0  \n",
       "25                 -73.990026  29005.0  Subscriber      1986.0    male  32.0  \n",
       "26                 -73.991449  25931.0  Subscriber      1967.0    male  51.0  \n",
       "27                 -73.995168  29168.0  Subscriber      1981.0    male  37.0  \n",
       "28                 -73.982886  17381.0  Subscriber      1966.0  female  52.0  \n",
       "29                 -74.013221  16021.0  Subscriber      1992.0  female  26.0  \n",
       "...                       ...      ...         ...         ...     ...   ...  \n",
       "416205             -73.978058  18466.0  Subscriber      1997.0    male  17.0  \n",
       "416206             -73.981656  15214.0  Subscriber      1997.0    male  17.0  \n",
       "416207             -73.989900  21536.0  Subscriber      1997.0  female  17.0  \n",
       "416208             -73.995951  16955.0  Subscriber      1997.0    male  17.0  \n",
       "416209             -73.998393  17530.0  Subscriber      1997.0    male  17.0  \n",
       "416210             -73.993934  20898.0  Subscriber      1997.0    male  17.0  \n",
       "416211             -74.008592  20898.0  Subscriber      1997.0    male  17.0  \n",
       "416212             -73.978058  16224.0  Subscriber      1997.0    male  17.0  \n",
       "416213             -74.001768  17026.0  Subscriber      1997.0    male  17.0  \n",
       "416214             -73.990026  15200.0  Subscriber      1997.0    male  17.0  \n",
       "416215             -74.003664  16360.0  Subscriber      1997.0    male  17.0  \n",
       "416216             -74.001497  15971.0  Subscriber      1997.0  female  17.0  \n",
       "416217             -73.980166  21281.0  Subscriber      1997.0    male  17.0  \n",
       "416218             -74.005628  16061.0  Subscriber      1997.0  female  17.0  \n",
       "416219             -73.980166  17756.0  Subscriber      1997.0    male  17.0  \n",
       "416220             -73.989900  15071.0  Subscriber      1997.0  female  17.0  \n",
       "416221             -73.994618  20105.0  Subscriber      1997.0    male  17.0  \n",
       "416222             -73.981346  18712.0  Subscriber      1997.0    male  17.0  \n",
       "416223             -73.990697  19262.0  Subscriber      1997.0    male  17.0  \n",
       "416224             -74.002150  14857.0  Subscriber      1997.0    male  17.0  \n",
       "416225             -74.001497  15223.0  Subscriber      1997.0    male  17.0  \n",
       "416226             -74.002777  15704.0  Subscriber      1997.0  female  17.0  \n",
       "416227             -74.002472  21351.0  Subscriber      1997.0  female  17.0  \n",
       "416228             -74.010202  19894.0  Subscriber      1997.0    male  17.0  \n",
       "416229             -74.013012  17110.0  Subscriber      1998.0    male  16.0  \n",
       "416230             -74.005549  21063.0  Subscriber      1998.0    male  16.0  \n",
       "416231             -74.002150  18831.0  Subscriber      1998.0    male  16.0  \n",
       "416232             -74.002777  15060.0  Subscriber      1998.0    male  16.0  \n",
       "416233             -74.013012  16940.0  Subscriber      1998.0    male  16.0  \n",
       "416234             -74.005549  17644.0  Subscriber      1998.0    male  16.0  \n",
       "\n",
       "[3238244 rows x 16 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "master_df = master_df.dropna()\n",
    "master_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\brian\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n",
      "C:\\Users\\brian\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n",
      "C:\\Users\\brian\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:6: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n",
      "C:\\Users\\brian\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  import sys\n"
     ]
    },
    {
     "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>tripduration</th>\n",
       "      <th>starttime</th>\n",
       "      <th>stoptime</th>\n",
       "      <th>start station id</th>\n",
       "      <th>start station name</th>\n",
       "      <th>start station latitude</th>\n",
       "      <th>start station longitude</th>\n",
       "      <th>end station id</th>\n",
       "      <th>end station name</th>\n",
       "      <th>end station latitude</th>\n",
       "      <th>end station longitude</th>\n",
       "      <th>bikeid</th>\n",
       "      <th>usertype</th>\n",
       "      <th>birth year</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "      <th>startdate</th>\n",
       "      <th>startingtime</th>\n",
       "      <th>enddate</th>\n",
       "      <th>endtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13.600000</td>\n",
       "      <td>2018-03-01 02:29:13.7270</td>\n",
       "      <td>2018-03-01 02:42:50.1460</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>379.0</td>\n",
       "      <td>W 31 St &amp; 7 Ave</td>\n",
       "      <td>40.749156</td>\n",
       "      <td>-73.991600</td>\n",
       "      <td>31413.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>male</td>\n",
       "      <td>45.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>02:29:13.7270</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>02:42:50.1460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.916667</td>\n",
       "      <td>2018-03-01 05:12:37.0320</td>\n",
       "      <td>2018-03-01 05:16:32.1010</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>478.0</td>\n",
       "      <td>11 Ave &amp; W 41 St</td>\n",
       "      <td>40.760301</td>\n",
       "      <td>-73.998842</td>\n",
       "      <td>33202.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>male</td>\n",
       "      <td>53.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>05:12:37.0320</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>05:16:32.1010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20.833333</td>\n",
       "      <td>2018-03-01 05:45:49.9000</td>\n",
       "      <td>2018-03-01 06:06:39.9080</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3664.0</td>\n",
       "      <td>North Moore St &amp; Greenwich St</td>\n",
       "      <td>40.720195</td>\n",
       "      <td>-74.010301</td>\n",
       "      <td>26675.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>05:45:49.9000</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>06:06:39.9080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12.350000</td>\n",
       "      <td>2018-03-01 06:54:19.6150</td>\n",
       "      <td>2018-03-01 07:06:40.9790</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>459.0</td>\n",
       "      <td>W 20 St &amp; 11 Ave</td>\n",
       "      <td>40.746745</td>\n",
       "      <td>-74.007756</td>\n",
       "      <td>31011.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>male</td>\n",
       "      <td>37.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>06:54:19.6150</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:06:40.9790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12.116667</td>\n",
       "      <td>2018-03-01 07:08:38.8610</td>\n",
       "      <td>2018-03-01 07:20:46.8500</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Central Park S &amp; 6 Ave</td>\n",
       "      <td>40.765909</td>\n",
       "      <td>-73.976342</td>\n",
       "      <td>30616.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>female</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:08:38.8610</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:20:46.8500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.683333</td>\n",
       "      <td>2018-03-01 07:22:50.3340</td>\n",
       "      <td>2018-03-01 07:28:31.9040</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>479.0</td>\n",
       "      <td>9 Ave &amp; W 45 St</td>\n",
       "      <td>40.760193</td>\n",
       "      <td>-73.991255</td>\n",
       "      <td>33112.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1974.0</td>\n",
       "      <td>male</td>\n",
       "      <td>44.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:22:50.3340</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:28:31.9040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>11.616667</td>\n",
       "      <td>2018-03-01 07:22:51.8030</td>\n",
       "      <td>2018-03-01 07:34:29.2430</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>520.0</td>\n",
       "      <td>W 52 St &amp; 5 Ave</td>\n",
       "      <td>40.759923</td>\n",
       "      <td>-73.976485</td>\n",
       "      <td>19139.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1953.0</td>\n",
       "      <td>male</td>\n",
       "      <td>65.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:22:51.8030</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:34:29.2430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6.783333</td>\n",
       "      <td>2018-03-01 07:33:26.7530</td>\n",
       "      <td>2018-03-01 07:40:14.1560</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Broadway &amp; W 49 St</td>\n",
       "      <td>40.760683</td>\n",
       "      <td>-73.984527</td>\n",
       "      <td>27960.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>male</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:33:26.7530</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:40:14.1560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>16.300000</td>\n",
       "      <td>2018-03-01 07:45:31.9580</td>\n",
       "      <td>2018-03-01 08:01:50.6420</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>498.0</td>\n",
       "      <td>Broadway &amp; W 32 St</td>\n",
       "      <td>40.748549</td>\n",
       "      <td>-73.988084</td>\n",
       "      <td>24956.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:45:31.9580</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:01:50.6420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6.600000</td>\n",
       "      <td>2018-03-01 07:46:59.3130</td>\n",
       "      <td>2018-03-01 07:53:35.5640</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Broadway &amp; W 49 St</td>\n",
       "      <td>40.760683</td>\n",
       "      <td>-73.984527</td>\n",
       "      <td>16765.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1983.0</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:46:59.3130</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:53:35.5640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4.733333</td>\n",
       "      <td>2018-03-01 07:48:39.7560</td>\n",
       "      <td>2018-03-01 07:53:24.6560</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>514.0</td>\n",
       "      <td>12 Ave &amp; W 40 St</td>\n",
       "      <td>40.760875</td>\n",
       "      <td>-74.002777</td>\n",
       "      <td>25864.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>female</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:48:39.7560</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:53:24.6560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>20.766667</td>\n",
       "      <td>2018-03-01 08:19:17.5790</td>\n",
       "      <td>2018-03-01 08:40:03.9350</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>347.0</td>\n",
       "      <td>Greenwich St &amp; W Houston St</td>\n",
       "      <td>40.728846</td>\n",
       "      <td>-74.008591</td>\n",
       "      <td>31053.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>male</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:19:17.5790</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:40:03.9350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1.300000</td>\n",
       "      <td>2018-03-01 08:27:09.2360</td>\n",
       "      <td>2018-03-01 08:28:27.2780</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>18350.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:27:09.2360</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:28:27.2780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>21.733333</td>\n",
       "      <td>2018-03-01 08:28:59.6670</td>\n",
       "      <td>2018-03-01 08:50:44.2980</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>336.0</td>\n",
       "      <td>Sullivan St &amp; Washington Sq</td>\n",
       "      <td>40.730477</td>\n",
       "      <td>-73.999061</td>\n",
       "      <td>21466.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>female</td>\n",
       "      <td>30.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:28:59.6670</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:50:44.2980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>21.183333</td>\n",
       "      <td>2018-03-01 08:31:30.3630</td>\n",
       "      <td>2018-03-01 08:52:41.5290</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>328.0</td>\n",
       "      <td>Watts St &amp; Greenwich St</td>\n",
       "      <td>40.724055</td>\n",
       "      <td>-74.009660</td>\n",
       "      <td>32956.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:31:30.3630</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:52:41.5290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>12.600000</td>\n",
       "      <td>2018-03-01 08:31:43.9830</td>\n",
       "      <td>2018-03-01 08:44:20.8510</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>484.0</td>\n",
       "      <td>W 44 St &amp; 5 Ave</td>\n",
       "      <td>40.755003</td>\n",
       "      <td>-73.980144</td>\n",
       "      <td>19366.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>female</td>\n",
       "      <td>58.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:31:43.9830</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:44:20.8510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>11.650000</td>\n",
       "      <td>2018-03-01 08:38:19.6500</td>\n",
       "      <td>2018-03-01 08:49:58.9280</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3235.0</td>\n",
       "      <td>E 41 St &amp; Madison Ave</td>\n",
       "      <td>40.752165</td>\n",
       "      <td>-73.979922</td>\n",
       "      <td>32803.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1956.0</td>\n",
       "      <td>male</td>\n",
       "      <td>62.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:38:19.6500</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:49:58.9280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5.283333</td>\n",
       "      <td>2018-03-01 08:45:18.2830</td>\n",
       "      <td>2018-03-01 08:50:36.1900</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>514.0</td>\n",
       "      <td>12 Ave &amp; W 40 St</td>\n",
       "      <td>40.760875</td>\n",
       "      <td>-74.002777</td>\n",
       "      <td>33336.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:45:18.2830</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:50:36.1900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>7.900000</td>\n",
       "      <td>2018-03-01 08:47:38.2860</td>\n",
       "      <td>2018-03-01 08:55:32.4200</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>458.0</td>\n",
       "      <td>11 Ave &amp; W 27 St</td>\n",
       "      <td>40.751396</td>\n",
       "      <td>-74.005226</td>\n",
       "      <td>17877.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>male</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:47:38.2860</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:55:32.4200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>7.500000</td>\n",
       "      <td>2018-03-01 08:47:38.7210</td>\n",
       "      <td>2018-03-01 08:55:09.2340</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>523.0</td>\n",
       "      <td>W 38 St &amp; 8 Ave</td>\n",
       "      <td>40.754666</td>\n",
       "      <td>-73.991382</td>\n",
       "      <td>18101.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>male</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:47:38.7210</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:55:09.2340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>11.300000</td>\n",
       "      <td>2018-03-01 08:54:20.3590</td>\n",
       "      <td>2018-03-01 09:05:38.7380</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3224.0</td>\n",
       "      <td>W 13 St &amp; Hudson St</td>\n",
       "      <td>40.739974</td>\n",
       "      <td>-74.005139</td>\n",
       "      <td>28109.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>male</td>\n",
       "      <td>45.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:54:20.3590</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>09:05:38.7380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>18.550000</td>\n",
       "      <td>2018-03-01 09:10:38.1740</td>\n",
       "      <td>2018-03-01 09:29:12.1260</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>284.0</td>\n",
       "      <td>Greenwich Ave &amp; 8 Ave</td>\n",
       "      <td>40.739017</td>\n",
       "      <td>-74.002638</td>\n",
       "      <td>31990.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>male</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>09:10:38.1740</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>09:29:12.1260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>18.350000</td>\n",
       "      <td>2018-03-01 09:10:47.4480</td>\n",
       "      <td>2018-03-01 09:29:09.1870</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>284.0</td>\n",
       "      <td>Greenwich Ave &amp; 8 Ave</td>\n",
       "      <td>40.739017</td>\n",
       "      <td>-74.002638</td>\n",
       "      <td>18350.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>male</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>09:10:47.4480</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>09:29:09.1870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>12.833333</td>\n",
       "      <td>2018-03-01 09:44:08.7150</td>\n",
       "      <td>2018-03-01 09:56:59.4530</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>442.0</td>\n",
       "      <td>W 27 St &amp; 7 Ave</td>\n",
       "      <td>40.746647</td>\n",
       "      <td>-73.993915</td>\n",
       "      <td>32635.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>09:44:08.7150</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>09:56:59.4530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>9.800000</td>\n",
       "      <td>2018-03-01 09:56:24.6780</td>\n",
       "      <td>2018-03-01 10:06:13.4980</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>459.0</td>\n",
       "      <td>W 20 St &amp; 11 Ave</td>\n",
       "      <td>40.746745</td>\n",
       "      <td>-74.007756</td>\n",
       "      <td>32313.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>male</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>09:56:24.6780</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>10:06:13.4980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5.950000</td>\n",
       "      <td>2018-03-01 10:13:16.4520</td>\n",
       "      <td>2018-03-01 10:19:14.2300</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>477.0</td>\n",
       "      <td>W 41 St &amp; 8 Ave</td>\n",
       "      <td>40.756405</td>\n",
       "      <td>-73.990026</td>\n",
       "      <td>29005.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>male</td>\n",
       "      <td>32.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>10:13:16.4520</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>10:19:14.2300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>15.583333</td>\n",
       "      <td>2018-03-01 10:34:25.7340</td>\n",
       "      <td>2018-03-01 10:50:01.3550</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>466.0</td>\n",
       "      <td>W 25 St &amp; 6 Ave</td>\n",
       "      <td>40.743954</td>\n",
       "      <td>-73.991449</td>\n",
       "      <td>25931.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1967.0</td>\n",
       "      <td>male</td>\n",
       "      <td>51.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>10:34:25.7340</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>10:50:01.3550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>11.216667</td>\n",
       "      <td>2018-03-01 10:44:25.2350</td>\n",
       "      <td>2018-03-01 10:55:38.9930</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3635.0</td>\n",
       "      <td>W 36 St &amp; 9 Ave</td>\n",
       "      <td>40.754623</td>\n",
       "      <td>-73.995168</td>\n",
       "      <td>29168.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>male</td>\n",
       "      <td>37.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>10:44:25.2350</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>10:55:38.9930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>12.516667</td>\n",
       "      <td>2018-03-01 10:54:55.3200</td>\n",
       "      <td>2018-03-01 11:07:27.2220</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3175.0</td>\n",
       "      <td>W 70 St &amp; Amsterdam Ave</td>\n",
       "      <td>40.777480</td>\n",
       "      <td>-73.982886</td>\n",
       "      <td>17381.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>female</td>\n",
       "      <td>52.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>10:54:55.3200</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>11:07:27.2220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>24.016667</td>\n",
       "      <td>2018-03-01 11:46:12.1620</td>\n",
       "      <td>2018-03-01 12:10:13.7340</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>426.0</td>\n",
       "      <td>West St &amp; Chambers St</td>\n",
       "      <td>40.717548</td>\n",
       "      <td>-74.013221</td>\n",
       "      <td>16021.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>11:46:12.1620</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>12:10:13.7340</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416205</th>\n",
       "      <td>3.800000</td>\n",
       "      <td>3/29/2014 20:07</td>\n",
       "      <td>3/29/2014 20:10</td>\n",
       "      <td>275.0</td>\n",
       "      <td>Washington Ave &amp; Greene Ave</td>\n",
       "      <td>40.686501</td>\n",
       "      <td>-73.965633</td>\n",
       "      <td>271.0</td>\n",
       "      <td>Ashland Pl &amp; Hanson Pl</td>\n",
       "      <td>40.685282</td>\n",
       "      <td>-73.978058</td>\n",
       "      <td>18466.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/29/2014</td>\n",
       "      <td>20:07</td>\n",
       "      <td>3/29/2014</td>\n",
       "      <td>20:10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416206</th>\n",
       "      <td>5.916667</td>\n",
       "      <td>3/29/2014 20:13</td>\n",
       "      <td>3/29/2014 20:19</td>\n",
       "      <td>382.0</td>\n",
       "      <td>University Pl &amp; E 14 St</td>\n",
       "      <td>40.734927</td>\n",
       "      <td>-73.992005</td>\n",
       "      <td>504.0</td>\n",
       "      <td>1 Ave &amp; E 15 St</td>\n",
       "      <td>40.732219</td>\n",
       "      <td>-73.981656</td>\n",
       "      <td>15214.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/29/2014</td>\n",
       "      <td>20:13</td>\n",
       "      <td>3/29/2014</td>\n",
       "      <td>20:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416207</th>\n",
       "      <td>2.250000</td>\n",
       "      <td>3/30/2014 11:58</td>\n",
       "      <td>3/30/2014 12:00</td>\n",
       "      <td>412.0</td>\n",
       "      <td>Forsyth St &amp; Canal St</td>\n",
       "      <td>40.715816</td>\n",
       "      <td>-73.994224</td>\n",
       "      <td>307.0</td>\n",
       "      <td>Canal St &amp; Rutgers St</td>\n",
       "      <td>40.714275</td>\n",
       "      <td>-73.989900</td>\n",
       "      <td>21536.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>female</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td>11:58</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td>12:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416208</th>\n",
       "      <td>57.283333</td>\n",
       "      <td>3/30/2014 14:01</td>\n",
       "      <td>3/30/2014 14:58</td>\n",
       "      <td>519.0</td>\n",
       "      <td>E 42 St &amp; Vanderbilt Ave</td>\n",
       "      <td>40.752416</td>\n",
       "      <td>-73.978370</td>\n",
       "      <td>406.0</td>\n",
       "      <td>Hicks St &amp; Montague St</td>\n",
       "      <td>40.695128</td>\n",
       "      <td>-73.995951</td>\n",
       "      <td>16955.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td>14:01</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td>14:58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416209</th>\n",
       "      <td>2.566667</td>\n",
       "      <td>3/30/2014 14:20</td>\n",
       "      <td>3/30/2014 14:23</td>\n",
       "      <td>489.0</td>\n",
       "      <td>10 Ave &amp; W 28 St</td>\n",
       "      <td>40.750664</td>\n",
       "      <td>-74.001768</td>\n",
       "      <td>512.0</td>\n",
       "      <td>W 29 St &amp; 9 Ave</td>\n",
       "      <td>40.750073</td>\n",
       "      <td>-73.998393</td>\n",
       "      <td>17530.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td>14:20</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td>14:23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416210</th>\n",
       "      <td>13.433333</td>\n",
       "      <td>3/30/2014 14:34</td>\n",
       "      <td>3/30/2014 14:47</td>\n",
       "      <td>238.0</td>\n",
       "      <td>Bank St &amp; Washington St</td>\n",
       "      <td>40.736197</td>\n",
       "      <td>-74.008592</td>\n",
       "      <td>490.0</td>\n",
       "      <td>8 Ave &amp; W 33 St</td>\n",
       "      <td>40.751551</td>\n",
       "      <td>-73.993934</td>\n",
       "      <td>20898.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td>14:34</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td>14:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416211</th>\n",
       "      <td>17.866667</td>\n",
       "      <td>3/30/2014 15:15</td>\n",
       "      <td>3/30/2014 15:33</td>\n",
       "      <td>490.0</td>\n",
       "      <td>8 Ave &amp; W 33 St</td>\n",
       "      <td>40.751551</td>\n",
       "      <td>-73.993934</td>\n",
       "      <td>238.0</td>\n",
       "      <td>Bank St &amp; Washington St</td>\n",
       "      <td>40.736197</td>\n",
       "      <td>-74.008592</td>\n",
       "      <td>20898.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td>15:15</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td>15:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416212</th>\n",
       "      <td>6.416667</td>\n",
       "      <td>3/30/2014 15:22</td>\n",
       "      <td>3/30/2014 15:29</td>\n",
       "      <td>275.0</td>\n",
       "      <td>Washington Ave &amp; Greene Ave</td>\n",
       "      <td>40.686501</td>\n",
       "      <td>-73.965633</td>\n",
       "      <td>271.0</td>\n",
       "      <td>Ashland Pl &amp; Hanson Pl</td>\n",
       "      <td>40.685282</td>\n",
       "      <td>-73.978058</td>\n",
       "      <td>16224.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td>15:22</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td>15:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416213</th>\n",
       "      <td>2.266667</td>\n",
       "      <td>3/30/2014 16:15</td>\n",
       "      <td>3/30/2014 16:17</td>\n",
       "      <td>512.0</td>\n",
       "      <td>W 29 St &amp; 9 Ave</td>\n",
       "      <td>40.750073</td>\n",
       "      <td>-73.998393</td>\n",
       "      <td>489.0</td>\n",
       "      <td>10 Ave &amp; W 28 St</td>\n",
       "      <td>40.750664</td>\n",
       "      <td>-74.001768</td>\n",
       "      <td>17026.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td>16:15</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td>16:17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416214</th>\n",
       "      <td>4.283333</td>\n",
       "      <td>3/31/2014 6:07</td>\n",
       "      <td>3/31/2014 6:12</td>\n",
       "      <td>515.0</td>\n",
       "      <td>W 43 St &amp; 10 Ave</td>\n",
       "      <td>40.760094</td>\n",
       "      <td>-73.994618</td>\n",
       "      <td>477.0</td>\n",
       "      <td>W 41 St &amp; 8 Ave</td>\n",
       "      <td>40.756405</td>\n",
       "      <td>-73.990026</td>\n",
       "      <td>15200.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>6:07</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>6:12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416215</th>\n",
       "      <td>14.933333</td>\n",
       "      <td>3/31/2014 7:42</td>\n",
       "      <td>3/31/2014 7:57</td>\n",
       "      <td>423.0</td>\n",
       "      <td>W 54 St &amp; 9 Ave</td>\n",
       "      <td>40.765849</td>\n",
       "      <td>-73.986905</td>\n",
       "      <td>434.0</td>\n",
       "      <td>9 Ave &amp; W 18 St</td>\n",
       "      <td>40.743174</td>\n",
       "      <td>-74.003664</td>\n",
       "      <td>16360.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>7:42</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>7:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416216</th>\n",
       "      <td>7.500000</td>\n",
       "      <td>3/31/2014 8:16</td>\n",
       "      <td>3/31/2014 8:23</td>\n",
       "      <td>503.0</td>\n",
       "      <td>E 20 St &amp; Park Ave</td>\n",
       "      <td>40.738274</td>\n",
       "      <td>-73.987520</td>\n",
       "      <td>116.0</td>\n",
       "      <td>W 17 St &amp; 8 Ave</td>\n",
       "      <td>40.741776</td>\n",
       "      <td>-74.001497</td>\n",
       "      <td>15971.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>female</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>8:16</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>8:23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416217</th>\n",
       "      <td>8.433333</td>\n",
       "      <td>3/31/2014 8:54</td>\n",
       "      <td>3/31/2014 9:03</td>\n",
       "      <td>311.0</td>\n",
       "      <td>Norfolk St &amp; Broome St</td>\n",
       "      <td>40.717227</td>\n",
       "      <td>-73.988021</td>\n",
       "      <td>342.0</td>\n",
       "      <td>Columbia St &amp; Rivington St</td>\n",
       "      <td>40.717400</td>\n",
       "      <td>-73.980166</td>\n",
       "      <td>21281.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>8:54</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>9:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416218</th>\n",
       "      <td>8.050000</td>\n",
       "      <td>3/31/2014 9:32</td>\n",
       "      <td>3/31/2014 9:40</td>\n",
       "      <td>151.0</td>\n",
       "      <td>Cleveland Pl &amp; Spring St</td>\n",
       "      <td>40.721816</td>\n",
       "      <td>-73.997203</td>\n",
       "      <td>330.0</td>\n",
       "      <td>Reade St &amp; Broadway</td>\n",
       "      <td>40.714505</td>\n",
       "      <td>-74.005628</td>\n",
       "      <td>16061.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>female</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>9:32</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>9:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416219</th>\n",
       "      <td>8.700000</td>\n",
       "      <td>3/31/2014 9:39</td>\n",
       "      <td>3/31/2014 9:47</td>\n",
       "      <td>311.0</td>\n",
       "      <td>Norfolk St &amp; Broome St</td>\n",
       "      <td>40.717227</td>\n",
       "      <td>-73.988021</td>\n",
       "      <td>342.0</td>\n",
       "      <td>Columbia St &amp; Rivington St</td>\n",
       "      <td>40.717400</td>\n",
       "      <td>-73.980166</td>\n",
       "      <td>17756.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>9:39</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>9:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416220</th>\n",
       "      <td>2.066667</td>\n",
       "      <td>3/31/2014 12:31</td>\n",
       "      <td>3/31/2014 12:33</td>\n",
       "      <td>412.0</td>\n",
       "      <td>Forsyth St &amp; Canal St</td>\n",
       "      <td>40.715816</td>\n",
       "      <td>-73.994224</td>\n",
       "      <td>307.0</td>\n",
       "      <td>Canal St &amp; Rutgers St</td>\n",
       "      <td>40.714275</td>\n",
       "      <td>-73.989900</td>\n",
       "      <td>15071.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>female</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>12:31</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>12:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416221</th>\n",
       "      <td>3.683333</td>\n",
       "      <td>3/31/2014 13:07</td>\n",
       "      <td>3/31/2014 13:10</td>\n",
       "      <td>477.0</td>\n",
       "      <td>W 41 St &amp; 8 Ave</td>\n",
       "      <td>40.756405</td>\n",
       "      <td>-73.990026</td>\n",
       "      <td>515.0</td>\n",
       "      <td>W 43 St &amp; 10 Ave</td>\n",
       "      <td>40.760094</td>\n",
       "      <td>-73.994618</td>\n",
       "      <td>20105.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>13:07</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>13:10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416222</th>\n",
       "      <td>7.416667</td>\n",
       "      <td>3/31/2014 15:05</td>\n",
       "      <td>3/31/2014 15:12</td>\n",
       "      <td>295.0</td>\n",
       "      <td>Pike St &amp; E Broadway</td>\n",
       "      <td>40.714067</td>\n",
       "      <td>-73.992939</td>\n",
       "      <td>502.0</td>\n",
       "      <td>Henry St &amp; Grand St</td>\n",
       "      <td>40.714215</td>\n",
       "      <td>-73.981346</td>\n",
       "      <td>18712.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>15:05</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>15:12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416223</th>\n",
       "      <td>8.300000</td>\n",
       "      <td>3/31/2014 15:27</td>\n",
       "      <td>3/31/2014 15:35</td>\n",
       "      <td>341.0</td>\n",
       "      <td>Stanton St &amp; Mangin St</td>\n",
       "      <td>40.717821</td>\n",
       "      <td>-73.976289</td>\n",
       "      <td>403.0</td>\n",
       "      <td>E 2 St &amp; 2 Ave</td>\n",
       "      <td>40.725029</td>\n",
       "      <td>-73.990697</td>\n",
       "      <td>19262.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>15:27</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>15:35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416224</th>\n",
       "      <td>7.116667</td>\n",
       "      <td>3/31/2014 15:53</td>\n",
       "      <td>3/31/2014 16:00</td>\n",
       "      <td>293.0</td>\n",
       "      <td>Lafayette St &amp; E 8 St</td>\n",
       "      <td>40.730287</td>\n",
       "      <td>-73.990765</td>\n",
       "      <td>368.0</td>\n",
       "      <td>Carmine St &amp; 6 Ave</td>\n",
       "      <td>40.730386</td>\n",
       "      <td>-74.002150</td>\n",
       "      <td>14857.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>15:53</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>16:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416225</th>\n",
       "      <td>1.983333</td>\n",
       "      <td>3/31/2014 16:55</td>\n",
       "      <td>3/31/2014 16:57</td>\n",
       "      <td>470.0</td>\n",
       "      <td>W 20 St &amp; 8 Ave</td>\n",
       "      <td>40.743453</td>\n",
       "      <td>-74.000040</td>\n",
       "      <td>116.0</td>\n",
       "      <td>W 17 St &amp; 8 Ave</td>\n",
       "      <td>40.741776</td>\n",
       "      <td>-74.001497</td>\n",
       "      <td>15223.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>16:55</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>16:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416226</th>\n",
       "      <td>13.600000</td>\n",
       "      <td>3/31/2014 17:52</td>\n",
       "      <td>3/31/2014 18:05</td>\n",
       "      <td>519.0</td>\n",
       "      <td>E 42 St &amp; Vanderbilt Ave</td>\n",
       "      <td>40.752416</td>\n",
       "      <td>-73.978370</td>\n",
       "      <td>514.0</td>\n",
       "      <td>12 Ave &amp; W 40 St</td>\n",
       "      <td>40.760875</td>\n",
       "      <td>-74.002777</td>\n",
       "      <td>15704.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>female</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>17:52</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>18:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416227</th>\n",
       "      <td>18.200000</td>\n",
       "      <td>3/31/2014 18:30</td>\n",
       "      <td>3/31/2014 18:48</td>\n",
       "      <td>368.0</td>\n",
       "      <td>Carmine St &amp; 6 Ave</td>\n",
       "      <td>40.730386</td>\n",
       "      <td>-74.002150</td>\n",
       "      <td>257.0</td>\n",
       "      <td>Lispenard St &amp; Broadway</td>\n",
       "      <td>40.719392</td>\n",
       "      <td>-74.002472</td>\n",
       "      <td>21351.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>female</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>18:30</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>18:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416228</th>\n",
       "      <td>21.083333</td>\n",
       "      <td>3/31/2014 18:49</td>\n",
       "      <td>3/31/2014 19:10</td>\n",
       "      <td>472.0</td>\n",
       "      <td>E 32 St &amp; Park Ave</td>\n",
       "      <td>40.745712</td>\n",
       "      <td>-73.981948</td>\n",
       "      <td>417.0</td>\n",
       "      <td>Barclay St &amp; Church St</td>\n",
       "      <td>40.712912</td>\n",
       "      <td>-74.010202</td>\n",
       "      <td>19894.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>18:49</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>19:10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416229</th>\n",
       "      <td>3.333333</td>\n",
       "      <td>3/27/2014 6:37</td>\n",
       "      <td>3/27/2014 6:41</td>\n",
       "      <td>320.0</td>\n",
       "      <td>Leonard St &amp; Church St</td>\n",
       "      <td>40.717571</td>\n",
       "      <td>-74.005549</td>\n",
       "      <td>309.0</td>\n",
       "      <td>Murray St &amp; West St</td>\n",
       "      <td>40.714979</td>\n",
       "      <td>-74.013012</td>\n",
       "      <td>17110.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>male</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3/27/2014</td>\n",
       "      <td>6:37</td>\n",
       "      <td>3/27/2014</td>\n",
       "      <td>6:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416230</th>\n",
       "      <td>4.783333</td>\n",
       "      <td>3/27/2014 18:47</td>\n",
       "      <td>3/27/2014 18:51</td>\n",
       "      <td>309.0</td>\n",
       "      <td>Murray St &amp; West St</td>\n",
       "      <td>40.714979</td>\n",
       "      <td>-74.013012</td>\n",
       "      <td>320.0</td>\n",
       "      <td>Leonard St &amp; Church St</td>\n",
       "      <td>40.717571</td>\n",
       "      <td>-74.005549</td>\n",
       "      <td>21063.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>male</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3/27/2014</td>\n",
       "      <td>18:47</td>\n",
       "      <td>3/27/2014</td>\n",
       "      <td>18:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416231</th>\n",
       "      <td>14.783333</td>\n",
       "      <td>3/27/2014 19:19</td>\n",
       "      <td>3/27/2014 19:34</td>\n",
       "      <td>320.0</td>\n",
       "      <td>Leonard St &amp; Church St</td>\n",
       "      <td>40.717571</td>\n",
       "      <td>-74.005549</td>\n",
       "      <td>368.0</td>\n",
       "      <td>Carmine St &amp; 6 Ave</td>\n",
       "      <td>40.730386</td>\n",
       "      <td>-74.002150</td>\n",
       "      <td>18831.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>male</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3/27/2014</td>\n",
       "      <td>19:19</td>\n",
       "      <td>3/27/2014</td>\n",
       "      <td>19:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416232</th>\n",
       "      <td>271.883333</td>\n",
       "      <td>3/28/2014 6:41</td>\n",
       "      <td>3/28/2014 11:13</td>\n",
       "      <td>320.0</td>\n",
       "      <td>Leonard St &amp; Church St</td>\n",
       "      <td>40.717571</td>\n",
       "      <td>-74.005549</td>\n",
       "      <td>514.0</td>\n",
       "      <td>12 Ave &amp; W 40 St</td>\n",
       "      <td>40.760875</td>\n",
       "      <td>-74.002777</td>\n",
       "      <td>15060.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>male</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3/28/2014</td>\n",
       "      <td>6:41</td>\n",
       "      <td>3/28/2014</td>\n",
       "      <td>11:13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416233</th>\n",
       "      <td>3.833333</td>\n",
       "      <td>3/31/2014 6:27</td>\n",
       "      <td>3/31/2014 6:31</td>\n",
       "      <td>320.0</td>\n",
       "      <td>Leonard St &amp; Church St</td>\n",
       "      <td>40.717571</td>\n",
       "      <td>-74.005549</td>\n",
       "      <td>309.0</td>\n",
       "      <td>Murray St &amp; West St</td>\n",
       "      <td>40.714979</td>\n",
       "      <td>-74.013012</td>\n",
       "      <td>16940.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>male</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>6:27</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>6:31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416234</th>\n",
       "      <td>5.950000</td>\n",
       "      <td>3/31/2014 17:48</td>\n",
       "      <td>3/31/2014 17:54</td>\n",
       "      <td>426.0</td>\n",
       "      <td>West St &amp; Chambers St</td>\n",
       "      <td>40.717548</td>\n",
       "      <td>-74.013221</td>\n",
       "      <td>320.0</td>\n",
       "      <td>Leonard St &amp; Church St</td>\n",
       "      <td>40.717571</td>\n",
       "      <td>-74.005549</td>\n",
       "      <td>17644.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>male</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>17:48</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>17:54</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3238244 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        tripduration                 starttime                  stoptime  \\\n",
       "0          13.600000  2018-03-01 02:29:13.7270  2018-03-01 02:42:50.1460   \n",
       "1           3.916667  2018-03-01 05:12:37.0320  2018-03-01 05:16:32.1010   \n",
       "2          20.833333  2018-03-01 05:45:49.9000  2018-03-01 06:06:39.9080   \n",
       "3          12.350000  2018-03-01 06:54:19.6150  2018-03-01 07:06:40.9790   \n",
       "4          12.116667  2018-03-01 07:08:38.8610  2018-03-01 07:20:46.8500   \n",
       "5           5.683333  2018-03-01 07:22:50.3340  2018-03-01 07:28:31.9040   \n",
       "6          11.616667  2018-03-01 07:22:51.8030  2018-03-01 07:34:29.2430   \n",
       "7           6.783333  2018-03-01 07:33:26.7530  2018-03-01 07:40:14.1560   \n",
       "8          16.300000  2018-03-01 07:45:31.9580  2018-03-01 08:01:50.6420   \n",
       "9           6.600000  2018-03-01 07:46:59.3130  2018-03-01 07:53:35.5640   \n",
       "10          4.733333  2018-03-01 07:48:39.7560  2018-03-01 07:53:24.6560   \n",
       "11         20.766667  2018-03-01 08:19:17.5790  2018-03-01 08:40:03.9350   \n",
       "12          1.300000  2018-03-01 08:27:09.2360  2018-03-01 08:28:27.2780   \n",
       "13         21.733333  2018-03-01 08:28:59.6670  2018-03-01 08:50:44.2980   \n",
       "14         21.183333  2018-03-01 08:31:30.3630  2018-03-01 08:52:41.5290   \n",
       "15         12.600000  2018-03-01 08:31:43.9830  2018-03-01 08:44:20.8510   \n",
       "16         11.650000  2018-03-01 08:38:19.6500  2018-03-01 08:49:58.9280   \n",
       "17          5.283333  2018-03-01 08:45:18.2830  2018-03-01 08:50:36.1900   \n",
       "18          7.900000  2018-03-01 08:47:38.2860  2018-03-01 08:55:32.4200   \n",
       "19          7.500000  2018-03-01 08:47:38.7210  2018-03-01 08:55:09.2340   \n",
       "20         11.300000  2018-03-01 08:54:20.3590  2018-03-01 09:05:38.7380   \n",
       "21         18.550000  2018-03-01 09:10:38.1740  2018-03-01 09:29:12.1260   \n",
       "22         18.350000  2018-03-01 09:10:47.4480  2018-03-01 09:29:09.1870   \n",
       "23         12.833333  2018-03-01 09:44:08.7150  2018-03-01 09:56:59.4530   \n",
       "24          9.800000  2018-03-01 09:56:24.6780  2018-03-01 10:06:13.4980   \n",
       "25          5.950000  2018-03-01 10:13:16.4520  2018-03-01 10:19:14.2300   \n",
       "26         15.583333  2018-03-01 10:34:25.7340  2018-03-01 10:50:01.3550   \n",
       "27         11.216667  2018-03-01 10:44:25.2350  2018-03-01 10:55:38.9930   \n",
       "28         12.516667  2018-03-01 10:54:55.3200  2018-03-01 11:07:27.2220   \n",
       "29         24.016667  2018-03-01 11:46:12.1620  2018-03-01 12:10:13.7340   \n",
       "...              ...                       ...                       ...   \n",
       "416205      3.800000           3/29/2014 20:07           3/29/2014 20:10   \n",
       "416206      5.916667           3/29/2014 20:13           3/29/2014 20:19   \n",
       "416207      2.250000           3/30/2014 11:58           3/30/2014 12:00   \n",
       "416208     57.283333           3/30/2014 14:01           3/30/2014 14:58   \n",
       "416209      2.566667           3/30/2014 14:20           3/30/2014 14:23   \n",
       "416210     13.433333           3/30/2014 14:34           3/30/2014 14:47   \n",
       "416211     17.866667           3/30/2014 15:15           3/30/2014 15:33   \n",
       "416212      6.416667           3/30/2014 15:22           3/30/2014 15:29   \n",
       "416213      2.266667           3/30/2014 16:15           3/30/2014 16:17   \n",
       "416214      4.283333            3/31/2014 6:07            3/31/2014 6:12   \n",
       "416215     14.933333            3/31/2014 7:42            3/31/2014 7:57   \n",
       "416216      7.500000            3/31/2014 8:16            3/31/2014 8:23   \n",
       "416217      8.433333            3/31/2014 8:54            3/31/2014 9:03   \n",
       "416218      8.050000            3/31/2014 9:32            3/31/2014 9:40   \n",
       "416219      8.700000            3/31/2014 9:39            3/31/2014 9:47   \n",
       "416220      2.066667           3/31/2014 12:31           3/31/2014 12:33   \n",
       "416221      3.683333           3/31/2014 13:07           3/31/2014 13:10   \n",
       "416222      7.416667           3/31/2014 15:05           3/31/2014 15:12   \n",
       "416223      8.300000           3/31/2014 15:27           3/31/2014 15:35   \n",
       "416224      7.116667           3/31/2014 15:53           3/31/2014 16:00   \n",
       "416225      1.983333           3/31/2014 16:55           3/31/2014 16:57   \n",
       "416226     13.600000           3/31/2014 17:52           3/31/2014 18:05   \n",
       "416227     18.200000           3/31/2014 18:30           3/31/2014 18:48   \n",
       "416228     21.083333           3/31/2014 18:49           3/31/2014 19:10   \n",
       "416229      3.333333            3/27/2014 6:37            3/27/2014 6:41   \n",
       "416230      4.783333           3/27/2014 18:47           3/27/2014 18:51   \n",
       "416231     14.783333           3/27/2014 19:19           3/27/2014 19:34   \n",
       "416232    271.883333            3/28/2014 6:41           3/28/2014 11:13   \n",
       "416233      3.833333            3/31/2014 6:27            3/31/2014 6:31   \n",
       "416234      5.950000           3/31/2014 17:48           3/31/2014 17:54   \n",
       "\n",
       "        start station id           start station name  start station latitude  \\\n",
       "0                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "1                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "2                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "3                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "4                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "5                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "6                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "7                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "8                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "9                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "10                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "11                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "12                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "13                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "14                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "15                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "16                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "17                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "18                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "19                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "20                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "21                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "22                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "23                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "24                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "25                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "26                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "27                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "28                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "29                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "...                  ...                          ...                     ...   \n",
       "416205             275.0  Washington Ave & Greene Ave               40.686501   \n",
       "416206             382.0      University Pl & E 14 St               40.734927   \n",
       "416207             412.0        Forsyth St & Canal St               40.715816   \n",
       "416208             519.0     E 42 St & Vanderbilt Ave               40.752416   \n",
       "416209             489.0             10 Ave & W 28 St               40.750664   \n",
       "416210             238.0      Bank St & Washington St               40.736197   \n",
       "416211             490.0              8 Ave & W 33 St               40.751551   \n",
       "416212             275.0  Washington Ave & Greene Ave               40.686501   \n",
       "416213             512.0              W 29 St & 9 Ave               40.750073   \n",
       "416214             515.0             W 43 St & 10 Ave               40.760094   \n",
       "416215             423.0              W 54 St & 9 Ave               40.765849   \n",
       "416216             503.0           E 20 St & Park Ave               40.738274   \n",
       "416217             311.0       Norfolk St & Broome St               40.717227   \n",
       "416218             151.0     Cleveland Pl & Spring St               40.721816   \n",
       "416219             311.0       Norfolk St & Broome St               40.717227   \n",
       "416220             412.0        Forsyth St & Canal St               40.715816   \n",
       "416221             477.0              W 41 St & 8 Ave               40.756405   \n",
       "416222             295.0         Pike St & E Broadway               40.714067   \n",
       "416223             341.0       Stanton St & Mangin St               40.717821   \n",
       "416224             293.0        Lafayette St & E 8 St               40.730287   \n",
       "416225             470.0              W 20 St & 8 Ave               40.743453   \n",
       "416226             519.0     E 42 St & Vanderbilt Ave               40.752416   \n",
       "416227             368.0           Carmine St & 6 Ave               40.730386   \n",
       "416228             472.0           E 32 St & Park Ave               40.745712   \n",
       "416229             320.0       Leonard St & Church St               40.717571   \n",
       "416230             309.0          Murray St & West St               40.714979   \n",
       "416231             320.0       Leonard St & Church St               40.717571   \n",
       "416232             320.0       Leonard St & Church St               40.717571   \n",
       "416233             320.0       Leonard St & Church St               40.717571   \n",
       "416234             426.0        West St & Chambers St               40.717548   \n",
       "\n",
       "        start station longitude  end station id  \\\n",
       "0                    -73.993929           379.0   \n",
       "1                    -73.993929           478.0   \n",
       "2                    -73.993929          3664.0   \n",
       "3                    -73.993929           459.0   \n",
       "4                    -73.993929          2006.0   \n",
       "5                    -73.993929           479.0   \n",
       "6                    -73.993929           520.0   \n",
       "7                    -73.993929           173.0   \n",
       "8                    -73.993929           498.0   \n",
       "9                    -73.993929           173.0   \n",
       "10                   -73.993929           514.0   \n",
       "11                   -73.993929           347.0   \n",
       "12                   -73.993929            72.0   \n",
       "13                   -73.993929           336.0   \n",
       "14                   -73.993929           328.0   \n",
       "15                   -73.993929           484.0   \n",
       "16                   -73.993929          3235.0   \n",
       "17                   -73.993929           514.0   \n",
       "18                   -73.993929           458.0   \n",
       "19                   -73.993929           523.0   \n",
       "20                   -73.993929          3224.0   \n",
       "21                   -73.993929           284.0   \n",
       "22                   -73.993929           284.0   \n",
       "23                   -73.993929           442.0   \n",
       "24                   -73.993929           459.0   \n",
       "25                   -73.993929           477.0   \n",
       "26                   -73.993929           466.0   \n",
       "27                   -73.993929          3635.0   \n",
       "28                   -73.993929          3175.0   \n",
       "29                   -73.993929           426.0   \n",
       "...                         ...             ...   \n",
       "416205               -73.965633           271.0   \n",
       "416206               -73.992005           504.0   \n",
       "416207               -73.994224           307.0   \n",
       "416208               -73.978370           406.0   \n",
       "416209               -74.001768           512.0   \n",
       "416210               -74.008592           490.0   \n",
       "416211               -73.993934           238.0   \n",
       "416212               -73.965633           271.0   \n",
       "416213               -73.998393           489.0   \n",
       "416214               -73.994618           477.0   \n",
       "416215               -73.986905           434.0   \n",
       "416216               -73.987520           116.0   \n",
       "416217               -73.988021           342.0   \n",
       "416218               -73.997203           330.0   \n",
       "416219               -73.988021           342.0   \n",
       "416220               -73.994224           307.0   \n",
       "416221               -73.990026           515.0   \n",
       "416222               -73.992939           502.0   \n",
       "416223               -73.976289           403.0   \n",
       "416224               -73.990765           368.0   \n",
       "416225               -74.000040           116.0   \n",
       "416226               -73.978370           514.0   \n",
       "416227               -74.002150           257.0   \n",
       "416228               -73.981948           417.0   \n",
       "416229               -74.005549           309.0   \n",
       "416230               -74.013012           320.0   \n",
       "416231               -74.005549           368.0   \n",
       "416232               -74.005549           514.0   \n",
       "416233               -74.005549           309.0   \n",
       "416234               -74.013221           320.0   \n",
       "\n",
       "                     end station name  end station latitude  \\\n",
       "0                     W 31 St & 7 Ave             40.749156   \n",
       "1                    11 Ave & W 41 St             40.760301   \n",
       "2       North Moore St & Greenwich St             40.720195   \n",
       "3                    W 20 St & 11 Ave             40.746745   \n",
       "4              Central Park S & 6 Ave             40.765909   \n",
       "5                     9 Ave & W 45 St             40.760193   \n",
       "6                     W 52 St & 5 Ave             40.759923   \n",
       "7                  Broadway & W 49 St             40.760683   \n",
       "8                  Broadway & W 32 St             40.748549   \n",
       "9                  Broadway & W 49 St             40.760683   \n",
       "10                   12 Ave & W 40 St             40.760875   \n",
       "11        Greenwich St & W Houston St             40.728846   \n",
       "12                   W 52 St & 11 Ave             40.767272   \n",
       "13        Sullivan St & Washington Sq             40.730477   \n",
       "14            Watts St & Greenwich St             40.724055   \n",
       "15                    W 44 St & 5 Ave             40.755003   \n",
       "16              E 41 St & Madison Ave             40.752165   \n",
       "17                   12 Ave & W 40 St             40.760875   \n",
       "18                   11 Ave & W 27 St             40.751396   \n",
       "19                    W 38 St & 8 Ave             40.754666   \n",
       "20                W 13 St & Hudson St             40.739974   \n",
       "21              Greenwich Ave & 8 Ave             40.739017   \n",
       "22              Greenwich Ave & 8 Ave             40.739017   \n",
       "23                    W 27 St & 7 Ave             40.746647   \n",
       "24                   W 20 St & 11 Ave             40.746745   \n",
       "25                    W 41 St & 8 Ave             40.756405   \n",
       "26                    W 25 St & 6 Ave             40.743954   \n",
       "27                    W 36 St & 9 Ave             40.754623   \n",
       "28            W 70 St & Amsterdam Ave             40.777480   \n",
       "29              West St & Chambers St             40.717548   \n",
       "...                               ...                   ...   \n",
       "416205         Ashland Pl & Hanson Pl             40.685282   \n",
       "416206                1 Ave & E 15 St             40.732219   \n",
       "416207          Canal St & Rutgers St             40.714275   \n",
       "416208         Hicks St & Montague St             40.695128   \n",
       "416209                W 29 St & 9 Ave             40.750073   \n",
       "416210                8 Ave & W 33 St             40.751551   \n",
       "416211        Bank St & Washington St             40.736197   \n",
       "416212         Ashland Pl & Hanson Pl             40.685282   \n",
       "416213               10 Ave & W 28 St             40.750664   \n",
       "416214                W 41 St & 8 Ave             40.756405   \n",
       "416215                9 Ave & W 18 St             40.743174   \n",
       "416216                W 17 St & 8 Ave             40.741776   \n",
       "416217     Columbia St & Rivington St             40.717400   \n",
       "416218            Reade St & Broadway             40.714505   \n",
       "416219     Columbia St & Rivington St             40.717400   \n",
       "416220          Canal St & Rutgers St             40.714275   \n",
       "416221               W 43 St & 10 Ave             40.760094   \n",
       "416222            Henry St & Grand St             40.714215   \n",
       "416223                 E 2 St & 2 Ave             40.725029   \n",
       "416224             Carmine St & 6 Ave             40.730386   \n",
       "416225                W 17 St & 8 Ave             40.741776   \n",
       "416226               12 Ave & W 40 St             40.760875   \n",
       "416227        Lispenard St & Broadway             40.719392   \n",
       "416228         Barclay St & Church St             40.712912   \n",
       "416229            Murray St & West St             40.714979   \n",
       "416230         Leonard St & Church St             40.717571   \n",
       "416231             Carmine St & 6 Ave             40.730386   \n",
       "416232               12 Ave & W 40 St             40.760875   \n",
       "416233            Murray St & West St             40.714979   \n",
       "416234         Leonard St & Church St             40.717571   \n",
       "\n",
       "        end station longitude   bikeid    usertype  birth year  gender   age  \\\n",
       "0                  -73.991600  31413.0  Subscriber      1973.0    male  45.0   \n",
       "1                  -73.998842  33202.0  Subscriber      1965.0    male  53.0   \n",
       "2                  -74.010301  26675.0  Subscriber      1984.0    male  34.0   \n",
       "3                  -74.007756  31011.0  Subscriber      1981.0    male  37.0   \n",
       "4                  -73.976342  30616.0  Subscriber      1990.0  female  28.0   \n",
       "5                  -73.991255  33112.0  Subscriber      1974.0    male  44.0   \n",
       "6                  -73.976485  19139.0  Subscriber      1953.0    male  65.0   \n",
       "7                  -73.984527  27960.0  Subscriber      1987.0    male  31.0   \n",
       "8                  -73.988084  24956.0  Subscriber      1980.0  female  38.0   \n",
       "9                  -73.984527  16765.0  Subscriber      1983.0    male  35.0   \n",
       "10                 -74.002777  25864.0  Subscriber      1991.0  female  27.0   \n",
       "11                 -74.008591  31053.0  Subscriber      1982.0    male  36.0   \n",
       "12                 -73.993929  18350.0  Subscriber      1984.0    male  34.0   \n",
       "13                 -73.999061  21466.0  Subscriber      1988.0  female  30.0   \n",
       "14                 -74.009660  32956.0  Subscriber      1984.0    male  34.0   \n",
       "15                 -73.980144  19366.0  Subscriber      1960.0  female  58.0   \n",
       "16                 -73.979922  32803.0  Subscriber      1956.0    male  62.0   \n",
       "17                 -74.002777  33336.0  Subscriber      1990.0    male  28.0   \n",
       "18                 -74.005226  17877.0  Subscriber      1982.0    male  36.0   \n",
       "19                 -73.991382  18101.0  Subscriber      1989.0    male  29.0   \n",
       "20                 -74.005139  28109.0  Subscriber      1973.0    male  45.0   \n",
       "21                 -74.002638  31990.0  Subscriber      1992.0    male  26.0   \n",
       "22                 -74.002638  18350.0  Subscriber      1992.0    male  26.0   \n",
       "23                 -73.993915  32635.0  Subscriber      1984.0    male  34.0   \n",
       "24                 -74.007756  32313.0  Subscriber      1989.0    male  29.0   \n",
       "25                 -73.990026  29005.0  Subscriber      1986.0    male  32.0   \n",
       "26                 -73.991449  25931.0  Subscriber      1967.0    male  51.0   \n",
       "27                 -73.995168  29168.0  Subscriber      1981.0    male  37.0   \n",
       "28                 -73.982886  17381.0  Subscriber      1966.0  female  52.0   \n",
       "29                 -74.013221  16021.0  Subscriber      1992.0  female  26.0   \n",
       "...                       ...      ...         ...         ...     ...   ...   \n",
       "416205             -73.978058  18466.0  Subscriber      1997.0    male  17.0   \n",
       "416206             -73.981656  15214.0  Subscriber      1997.0    male  17.0   \n",
       "416207             -73.989900  21536.0  Subscriber      1997.0  female  17.0   \n",
       "416208             -73.995951  16955.0  Subscriber      1997.0    male  17.0   \n",
       "416209             -73.998393  17530.0  Subscriber      1997.0    male  17.0   \n",
       "416210             -73.993934  20898.0  Subscriber      1997.0    male  17.0   \n",
       "416211             -74.008592  20898.0  Subscriber      1997.0    male  17.0   \n",
       "416212             -73.978058  16224.0  Subscriber      1997.0    male  17.0   \n",
       "416213             -74.001768  17026.0  Subscriber      1997.0    male  17.0   \n",
       "416214             -73.990026  15200.0  Subscriber      1997.0    male  17.0   \n",
       "416215             -74.003664  16360.0  Subscriber      1997.0    male  17.0   \n",
       "416216             -74.001497  15971.0  Subscriber      1997.0  female  17.0   \n",
       "416217             -73.980166  21281.0  Subscriber      1997.0    male  17.0   \n",
       "416218             -74.005628  16061.0  Subscriber      1997.0  female  17.0   \n",
       "416219             -73.980166  17756.0  Subscriber      1997.0    male  17.0   \n",
       "416220             -73.989900  15071.0  Subscriber      1997.0  female  17.0   \n",
       "416221             -73.994618  20105.0  Subscriber      1997.0    male  17.0   \n",
       "416222             -73.981346  18712.0  Subscriber      1997.0    male  17.0   \n",
       "416223             -73.990697  19262.0  Subscriber      1997.0    male  17.0   \n",
       "416224             -74.002150  14857.0  Subscriber      1997.0    male  17.0   \n",
       "416225             -74.001497  15223.0  Subscriber      1997.0    male  17.0   \n",
       "416226             -74.002777  15704.0  Subscriber      1997.0  female  17.0   \n",
       "416227             -74.002472  21351.0  Subscriber      1997.0  female  17.0   \n",
       "416228             -74.010202  19894.0  Subscriber      1997.0    male  17.0   \n",
       "416229             -74.013012  17110.0  Subscriber      1998.0    male  16.0   \n",
       "416230             -74.005549  21063.0  Subscriber      1998.0    male  16.0   \n",
       "416231             -74.002150  18831.0  Subscriber      1998.0    male  16.0   \n",
       "416232             -74.002777  15060.0  Subscriber      1998.0    male  16.0   \n",
       "416233             -74.013012  16940.0  Subscriber      1998.0    male  16.0   \n",
       "416234             -74.005549  17644.0  Subscriber      1998.0    male  16.0   \n",
       "\n",
       "         startdate   startingtime     enddate        endtime  \n",
       "0       2018-03-01  02:29:13.7270  2018-03-01  02:42:50.1460  \n",
       "1       2018-03-01  05:12:37.0320  2018-03-01  05:16:32.1010  \n",
       "2       2018-03-01  05:45:49.9000  2018-03-01  06:06:39.9080  \n",
       "3       2018-03-01  06:54:19.6150  2018-03-01  07:06:40.9790  \n",
       "4       2018-03-01  07:08:38.8610  2018-03-01  07:20:46.8500  \n",
       "5       2018-03-01  07:22:50.3340  2018-03-01  07:28:31.9040  \n",
       "6       2018-03-01  07:22:51.8030  2018-03-01  07:34:29.2430  \n",
       "7       2018-03-01  07:33:26.7530  2018-03-01  07:40:14.1560  \n",
       "8       2018-03-01  07:45:31.9580  2018-03-01  08:01:50.6420  \n",
       "9       2018-03-01  07:46:59.3130  2018-03-01  07:53:35.5640  \n",
       "10      2018-03-01  07:48:39.7560  2018-03-01  07:53:24.6560  \n",
       "11      2018-03-01  08:19:17.5790  2018-03-01  08:40:03.9350  \n",
       "12      2018-03-01  08:27:09.2360  2018-03-01  08:28:27.2780  \n",
       "13      2018-03-01  08:28:59.6670  2018-03-01  08:50:44.2980  \n",
       "14      2018-03-01  08:31:30.3630  2018-03-01  08:52:41.5290  \n",
       "15      2018-03-01  08:31:43.9830  2018-03-01  08:44:20.8510  \n",
       "16      2018-03-01  08:38:19.6500  2018-03-01  08:49:58.9280  \n",
       "17      2018-03-01  08:45:18.2830  2018-03-01  08:50:36.1900  \n",
       "18      2018-03-01  08:47:38.2860  2018-03-01  08:55:32.4200  \n",
       "19      2018-03-01  08:47:38.7210  2018-03-01  08:55:09.2340  \n",
       "20      2018-03-01  08:54:20.3590  2018-03-01  09:05:38.7380  \n",
       "21      2018-03-01  09:10:38.1740  2018-03-01  09:29:12.1260  \n",
       "22      2018-03-01  09:10:47.4480  2018-03-01  09:29:09.1870  \n",
       "23      2018-03-01  09:44:08.7150  2018-03-01  09:56:59.4530  \n",
       "24      2018-03-01  09:56:24.6780  2018-03-01  10:06:13.4980  \n",
       "25      2018-03-01  10:13:16.4520  2018-03-01  10:19:14.2300  \n",
       "26      2018-03-01  10:34:25.7340  2018-03-01  10:50:01.3550  \n",
       "27      2018-03-01  10:44:25.2350  2018-03-01  10:55:38.9930  \n",
       "28      2018-03-01  10:54:55.3200  2018-03-01  11:07:27.2220  \n",
       "29      2018-03-01  11:46:12.1620  2018-03-01  12:10:13.7340  \n",
       "...            ...            ...         ...            ...  \n",
       "416205   3/29/2014          20:07   3/29/2014          20:10  \n",
       "416206   3/29/2014          20:13   3/29/2014          20:19  \n",
       "416207   3/30/2014          11:58   3/30/2014          12:00  \n",
       "416208   3/30/2014          14:01   3/30/2014          14:58  \n",
       "416209   3/30/2014          14:20   3/30/2014          14:23  \n",
       "416210   3/30/2014          14:34   3/30/2014          14:47  \n",
       "416211   3/30/2014          15:15   3/30/2014          15:33  \n",
       "416212   3/30/2014          15:22   3/30/2014          15:29  \n",
       "416213   3/30/2014          16:15   3/30/2014          16:17  \n",
       "416214   3/31/2014           6:07   3/31/2014           6:12  \n",
       "416215   3/31/2014           7:42   3/31/2014           7:57  \n",
       "416216   3/31/2014           8:16   3/31/2014           8:23  \n",
       "416217   3/31/2014           8:54   3/31/2014           9:03  \n",
       "416218   3/31/2014           9:32   3/31/2014           9:40  \n",
       "416219   3/31/2014           9:39   3/31/2014           9:47  \n",
       "416220   3/31/2014          12:31   3/31/2014          12:33  \n",
       "416221   3/31/2014          13:07   3/31/2014          13:10  \n",
       "416222   3/31/2014          15:05   3/31/2014          15:12  \n",
       "416223   3/31/2014          15:27   3/31/2014          15:35  \n",
       "416224   3/31/2014          15:53   3/31/2014          16:00  \n",
       "416225   3/31/2014          16:55   3/31/2014          16:57  \n",
       "416226   3/31/2014          17:52   3/31/2014          18:05  \n",
       "416227   3/31/2014          18:30   3/31/2014          18:48  \n",
       "416228   3/31/2014          18:49   3/31/2014          19:10  \n",
       "416229   3/27/2014           6:37   3/27/2014           6:41  \n",
       "416230   3/27/2014          18:47   3/27/2014          18:51  \n",
       "416231   3/27/2014          19:19   3/27/2014          19:34  \n",
       "416232   3/28/2014           6:41   3/28/2014          11:13  \n",
       "416233   3/31/2014           6:27   3/31/2014           6:31  \n",
       "416234   3/31/2014          17:48   3/31/2014          17:54  \n",
       "\n",
       "[3238244 rows x 20 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "starts = master_df['starttime'].str.split(\" \",n =1, expand = True)\n",
    "master_df['startdate'] = starts[0]\n",
    "master_df['startingtime'] = starts[1]\n",
    "\n",
    "ends = master_df['stoptime'].str.split(\" \",n=1, expand=True)\n",
    "master_df['enddate'] = ends[0]\n",
    "master_df['endtime'] = ends[1]\n",
    "\n",
    "\n",
    "\n",
    "master_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "master_df.drop(columns = ['starttime'], inplace = True)\n",
    "master_df.drop(columns = ['stoptime'], inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "master_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\brian\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "master_df['startingtime'] = master_df['startingtime'].astype(str).str[:-8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\brian\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "master_df['endtime'] = master_df['endtime'].astype(str).str[:-8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>tripduration</th>\n",
       "      <th>starttime</th>\n",
       "      <th>stoptime</th>\n",
       "      <th>start station id</th>\n",
       "      <th>start station name</th>\n",
       "      <th>start station latitude</th>\n",
       "      <th>start station longitude</th>\n",
       "      <th>end station id</th>\n",
       "      <th>end station name</th>\n",
       "      <th>end station latitude</th>\n",
       "      <th>end station longitude</th>\n",
       "      <th>bikeid</th>\n",
       "      <th>usertype</th>\n",
       "      <th>birth year</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "      <th>startdate</th>\n",
       "      <th>startingtime</th>\n",
       "      <th>enddate</th>\n",
       "      <th>endtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13.600000</td>\n",
       "      <td>2018-03-01 02:29:13.7270</td>\n",
       "      <td>2018-03-01 02:42:50.1460</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>379.0</td>\n",
       "      <td>W 31 St &amp; 7 Ave</td>\n",
       "      <td>40.749156</td>\n",
       "      <td>-73.991600</td>\n",
       "      <td>31413.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>male</td>\n",
       "      <td>45.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>02:29</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>02:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.916667</td>\n",
       "      <td>2018-03-01 05:12:37.0320</td>\n",
       "      <td>2018-03-01 05:16:32.1010</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>478.0</td>\n",
       "      <td>11 Ave &amp; W 41 St</td>\n",
       "      <td>40.760301</td>\n",
       "      <td>-73.998842</td>\n",
       "      <td>33202.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>male</td>\n",
       "      <td>53.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>05:12</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>05:16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20.833333</td>\n",
       "      <td>2018-03-01 05:45:49.9000</td>\n",
       "      <td>2018-03-01 06:06:39.9080</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3664.0</td>\n",
       "      <td>North Moore St &amp; Greenwich St</td>\n",
       "      <td>40.720195</td>\n",
       "      <td>-74.010301</td>\n",
       "      <td>26675.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>05:45</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>06:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12.350000</td>\n",
       "      <td>2018-03-01 06:54:19.6150</td>\n",
       "      <td>2018-03-01 07:06:40.9790</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>459.0</td>\n",
       "      <td>W 20 St &amp; 11 Ave</td>\n",
       "      <td>40.746745</td>\n",
       "      <td>-74.007756</td>\n",
       "      <td>31011.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>male</td>\n",
       "      <td>37.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>06:54</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12.116667</td>\n",
       "      <td>2018-03-01 07:08:38.8610</td>\n",
       "      <td>2018-03-01 07:20:46.8500</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Central Park S &amp; 6 Ave</td>\n",
       "      <td>40.765909</td>\n",
       "      <td>-73.976342</td>\n",
       "      <td>30616.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>female</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:08</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.683333</td>\n",
       "      <td>2018-03-01 07:22:50.3340</td>\n",
       "      <td>2018-03-01 07:28:31.9040</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>479.0</td>\n",
       "      <td>9 Ave &amp; W 45 St</td>\n",
       "      <td>40.760193</td>\n",
       "      <td>-73.991255</td>\n",
       "      <td>33112.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1974.0</td>\n",
       "      <td>male</td>\n",
       "      <td>44.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:22</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>11.616667</td>\n",
       "      <td>2018-03-01 07:22:51.8030</td>\n",
       "      <td>2018-03-01 07:34:29.2430</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>520.0</td>\n",
       "      <td>W 52 St &amp; 5 Ave</td>\n",
       "      <td>40.759923</td>\n",
       "      <td>-73.976485</td>\n",
       "      <td>19139.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1953.0</td>\n",
       "      <td>male</td>\n",
       "      <td>65.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:22</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6.783333</td>\n",
       "      <td>2018-03-01 07:33:26.7530</td>\n",
       "      <td>2018-03-01 07:40:14.1560</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Broadway &amp; W 49 St</td>\n",
       "      <td>40.760683</td>\n",
       "      <td>-73.984527</td>\n",
       "      <td>27960.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>male</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:33</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>16.300000</td>\n",
       "      <td>2018-03-01 07:45:31.9580</td>\n",
       "      <td>2018-03-01 08:01:50.6420</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>498.0</td>\n",
       "      <td>Broadway &amp; W 32 St</td>\n",
       "      <td>40.748549</td>\n",
       "      <td>-73.988084</td>\n",
       "      <td>24956.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:45</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6.600000</td>\n",
       "      <td>2018-03-01 07:46:59.3130</td>\n",
       "      <td>2018-03-01 07:53:35.5640</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Broadway &amp; W 49 St</td>\n",
       "      <td>40.760683</td>\n",
       "      <td>-73.984527</td>\n",
       "      <td>16765.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1983.0</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:46</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4.733333</td>\n",
       "      <td>2018-03-01 07:48:39.7560</td>\n",
       "      <td>2018-03-01 07:53:24.6560</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>514.0</td>\n",
       "      <td>12 Ave &amp; W 40 St</td>\n",
       "      <td>40.760875</td>\n",
       "      <td>-74.002777</td>\n",
       "      <td>25864.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>female</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:48</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>07:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>20.766667</td>\n",
       "      <td>2018-03-01 08:19:17.5790</td>\n",
       "      <td>2018-03-01 08:40:03.9350</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>347.0</td>\n",
       "      <td>Greenwich St &amp; W Houston St</td>\n",
       "      <td>40.728846</td>\n",
       "      <td>-74.008591</td>\n",
       "      <td>31053.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>male</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:19</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1.300000</td>\n",
       "      <td>2018-03-01 08:27:09.2360</td>\n",
       "      <td>2018-03-01 08:28:27.2780</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>18350.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:27</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>21.733333</td>\n",
       "      <td>2018-03-01 08:28:59.6670</td>\n",
       "      <td>2018-03-01 08:50:44.2980</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>336.0</td>\n",
       "      <td>Sullivan St &amp; Washington Sq</td>\n",
       "      <td>40.730477</td>\n",
       "      <td>-73.999061</td>\n",
       "      <td>21466.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>female</td>\n",
       "      <td>30.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:28</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>21.183333</td>\n",
       "      <td>2018-03-01 08:31:30.3630</td>\n",
       "      <td>2018-03-01 08:52:41.5290</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>328.0</td>\n",
       "      <td>Watts St &amp; Greenwich St</td>\n",
       "      <td>40.724055</td>\n",
       "      <td>-74.009660</td>\n",
       "      <td>32956.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:31</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>12.600000</td>\n",
       "      <td>2018-03-01 08:31:43.9830</td>\n",
       "      <td>2018-03-01 08:44:20.8510</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>484.0</td>\n",
       "      <td>W 44 St &amp; 5 Ave</td>\n",
       "      <td>40.755003</td>\n",
       "      <td>-73.980144</td>\n",
       "      <td>19366.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>female</td>\n",
       "      <td>58.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:31</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>11.650000</td>\n",
       "      <td>2018-03-01 08:38:19.6500</td>\n",
       "      <td>2018-03-01 08:49:58.9280</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3235.0</td>\n",
       "      <td>E 41 St &amp; Madison Ave</td>\n",
       "      <td>40.752165</td>\n",
       "      <td>-73.979922</td>\n",
       "      <td>32803.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1956.0</td>\n",
       "      <td>male</td>\n",
       "      <td>62.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:38</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5.283333</td>\n",
       "      <td>2018-03-01 08:45:18.2830</td>\n",
       "      <td>2018-03-01 08:50:36.1900</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>514.0</td>\n",
       "      <td>12 Ave &amp; W 40 St</td>\n",
       "      <td>40.760875</td>\n",
       "      <td>-74.002777</td>\n",
       "      <td>33336.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:45</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>7.900000</td>\n",
       "      <td>2018-03-01 08:47:38.2860</td>\n",
       "      <td>2018-03-01 08:55:32.4200</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>458.0</td>\n",
       "      <td>11 Ave &amp; W 27 St</td>\n",
       "      <td>40.751396</td>\n",
       "      <td>-74.005226</td>\n",
       "      <td>17877.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>male</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:47</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>7.500000</td>\n",
       "      <td>2018-03-01 08:47:38.7210</td>\n",
       "      <td>2018-03-01 08:55:09.2340</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>523.0</td>\n",
       "      <td>W 38 St &amp; 8 Ave</td>\n",
       "      <td>40.754666</td>\n",
       "      <td>-73.991382</td>\n",
       "      <td>18101.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>male</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:47</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>11.300000</td>\n",
       "      <td>2018-03-01 08:54:20.3590</td>\n",
       "      <td>2018-03-01 09:05:38.7380</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3224.0</td>\n",
       "      <td>W 13 St &amp; Hudson St</td>\n",
       "      <td>40.739974</td>\n",
       "      <td>-74.005139</td>\n",
       "      <td>28109.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>male</td>\n",
       "      <td>45.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>08:54</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>09:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>18.550000</td>\n",
       "      <td>2018-03-01 09:10:38.1740</td>\n",
       "      <td>2018-03-01 09:29:12.1260</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>284.0</td>\n",
       "      <td>Greenwich Ave &amp; 8 Ave</td>\n",
       "      <td>40.739017</td>\n",
       "      <td>-74.002638</td>\n",
       "      <td>31990.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>male</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>09:10</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>09:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>18.350000</td>\n",
       "      <td>2018-03-01 09:10:47.4480</td>\n",
       "      <td>2018-03-01 09:29:09.1870</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>284.0</td>\n",
       "      <td>Greenwich Ave &amp; 8 Ave</td>\n",
       "      <td>40.739017</td>\n",
       "      <td>-74.002638</td>\n",
       "      <td>18350.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>male</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>09:10</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>09:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>12.833333</td>\n",
       "      <td>2018-03-01 09:44:08.7150</td>\n",
       "      <td>2018-03-01 09:56:59.4530</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>442.0</td>\n",
       "      <td>W 27 St &amp; 7 Ave</td>\n",
       "      <td>40.746647</td>\n",
       "      <td>-73.993915</td>\n",
       "      <td>32635.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>09:44</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>09:56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>9.800000</td>\n",
       "      <td>2018-03-01 09:56:24.6780</td>\n",
       "      <td>2018-03-01 10:06:13.4980</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>459.0</td>\n",
       "      <td>W 20 St &amp; 11 Ave</td>\n",
       "      <td>40.746745</td>\n",
       "      <td>-74.007756</td>\n",
       "      <td>32313.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>male</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>09:56</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>10:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5.950000</td>\n",
       "      <td>2018-03-01 10:13:16.4520</td>\n",
       "      <td>2018-03-01 10:19:14.2300</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>477.0</td>\n",
       "      <td>W 41 St &amp; 8 Ave</td>\n",
       "      <td>40.756405</td>\n",
       "      <td>-73.990026</td>\n",
       "      <td>29005.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>male</td>\n",
       "      <td>32.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>10:13</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>10:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>15.583333</td>\n",
       "      <td>2018-03-01 10:34:25.7340</td>\n",
       "      <td>2018-03-01 10:50:01.3550</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>466.0</td>\n",
       "      <td>W 25 St &amp; 6 Ave</td>\n",
       "      <td>40.743954</td>\n",
       "      <td>-73.991449</td>\n",
       "      <td>25931.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1967.0</td>\n",
       "      <td>male</td>\n",
       "      <td>51.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>10:34</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>10:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>11.216667</td>\n",
       "      <td>2018-03-01 10:44:25.2350</td>\n",
       "      <td>2018-03-01 10:55:38.9930</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3635.0</td>\n",
       "      <td>W 36 St &amp; 9 Ave</td>\n",
       "      <td>40.754623</td>\n",
       "      <td>-73.995168</td>\n",
       "      <td>29168.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>male</td>\n",
       "      <td>37.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>10:44</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>10:55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>12.516667</td>\n",
       "      <td>2018-03-01 10:54:55.3200</td>\n",
       "      <td>2018-03-01 11:07:27.2220</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>3175.0</td>\n",
       "      <td>W 70 St &amp; Amsterdam Ave</td>\n",
       "      <td>40.777480</td>\n",
       "      <td>-73.982886</td>\n",
       "      <td>17381.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>female</td>\n",
       "      <td>52.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>10:54</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>11:07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>24.016667</td>\n",
       "      <td>2018-03-01 11:46:12.1620</td>\n",
       "      <td>2018-03-01 12:10:13.7340</td>\n",
       "      <td>72.0</td>\n",
       "      <td>W 52 St &amp; 11 Ave</td>\n",
       "      <td>40.767272</td>\n",
       "      <td>-73.993929</td>\n",
       "      <td>426.0</td>\n",
       "      <td>West St &amp; Chambers St</td>\n",
       "      <td>40.717548</td>\n",
       "      <td>-74.013221</td>\n",
       "      <td>16021.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>11:46</td>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>12:10</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416205</th>\n",
       "      <td>3.800000</td>\n",
       "      <td>3/29/2014 20:07</td>\n",
       "      <td>3/29/2014 20:10</td>\n",
       "      <td>275.0</td>\n",
       "      <td>Washington Ave &amp; Greene Ave</td>\n",
       "      <td>40.686501</td>\n",
       "      <td>-73.965633</td>\n",
       "      <td>271.0</td>\n",
       "      <td>Ashland Pl &amp; Hanson Pl</td>\n",
       "      <td>40.685282</td>\n",
       "      <td>-73.978058</td>\n",
       "      <td>18466.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/29/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/29/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416206</th>\n",
       "      <td>5.916667</td>\n",
       "      <td>3/29/2014 20:13</td>\n",
       "      <td>3/29/2014 20:19</td>\n",
       "      <td>382.0</td>\n",
       "      <td>University Pl &amp; E 14 St</td>\n",
       "      <td>40.734927</td>\n",
       "      <td>-73.992005</td>\n",
       "      <td>504.0</td>\n",
       "      <td>1 Ave &amp; E 15 St</td>\n",
       "      <td>40.732219</td>\n",
       "      <td>-73.981656</td>\n",
       "      <td>15214.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/29/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/29/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416207</th>\n",
       "      <td>2.250000</td>\n",
       "      <td>3/30/2014 11:58</td>\n",
       "      <td>3/30/2014 12:00</td>\n",
       "      <td>412.0</td>\n",
       "      <td>Forsyth St &amp; Canal St</td>\n",
       "      <td>40.715816</td>\n",
       "      <td>-73.994224</td>\n",
       "      <td>307.0</td>\n",
       "      <td>Canal St &amp; Rutgers St</td>\n",
       "      <td>40.714275</td>\n",
       "      <td>-73.989900</td>\n",
       "      <td>21536.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>female</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416208</th>\n",
       "      <td>57.283333</td>\n",
       "      <td>3/30/2014 14:01</td>\n",
       "      <td>3/30/2014 14:58</td>\n",
       "      <td>519.0</td>\n",
       "      <td>E 42 St &amp; Vanderbilt Ave</td>\n",
       "      <td>40.752416</td>\n",
       "      <td>-73.978370</td>\n",
       "      <td>406.0</td>\n",
       "      <td>Hicks St &amp; Montague St</td>\n",
       "      <td>40.695128</td>\n",
       "      <td>-73.995951</td>\n",
       "      <td>16955.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416209</th>\n",
       "      <td>2.566667</td>\n",
       "      <td>3/30/2014 14:20</td>\n",
       "      <td>3/30/2014 14:23</td>\n",
       "      <td>489.0</td>\n",
       "      <td>10 Ave &amp; W 28 St</td>\n",
       "      <td>40.750664</td>\n",
       "      <td>-74.001768</td>\n",
       "      <td>512.0</td>\n",
       "      <td>W 29 St &amp; 9 Ave</td>\n",
       "      <td>40.750073</td>\n",
       "      <td>-73.998393</td>\n",
       "      <td>17530.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416210</th>\n",
       "      <td>13.433333</td>\n",
       "      <td>3/30/2014 14:34</td>\n",
       "      <td>3/30/2014 14:47</td>\n",
       "      <td>238.0</td>\n",
       "      <td>Bank St &amp; Washington St</td>\n",
       "      <td>40.736197</td>\n",
       "      <td>-74.008592</td>\n",
       "      <td>490.0</td>\n",
       "      <td>8 Ave &amp; W 33 St</td>\n",
       "      <td>40.751551</td>\n",
       "      <td>-73.993934</td>\n",
       "      <td>20898.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416211</th>\n",
       "      <td>17.866667</td>\n",
       "      <td>3/30/2014 15:15</td>\n",
       "      <td>3/30/2014 15:33</td>\n",
       "      <td>490.0</td>\n",
       "      <td>8 Ave &amp; W 33 St</td>\n",
       "      <td>40.751551</td>\n",
       "      <td>-73.993934</td>\n",
       "      <td>238.0</td>\n",
       "      <td>Bank St &amp; Washington St</td>\n",
       "      <td>40.736197</td>\n",
       "      <td>-74.008592</td>\n",
       "      <td>20898.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416212</th>\n",
       "      <td>6.416667</td>\n",
       "      <td>3/30/2014 15:22</td>\n",
       "      <td>3/30/2014 15:29</td>\n",
       "      <td>275.0</td>\n",
       "      <td>Washington Ave &amp; Greene Ave</td>\n",
       "      <td>40.686501</td>\n",
       "      <td>-73.965633</td>\n",
       "      <td>271.0</td>\n",
       "      <td>Ashland Pl &amp; Hanson Pl</td>\n",
       "      <td>40.685282</td>\n",
       "      <td>-73.978058</td>\n",
       "      <td>16224.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416213</th>\n",
       "      <td>2.266667</td>\n",
       "      <td>3/30/2014 16:15</td>\n",
       "      <td>3/30/2014 16:17</td>\n",
       "      <td>512.0</td>\n",
       "      <td>W 29 St &amp; 9 Ave</td>\n",
       "      <td>40.750073</td>\n",
       "      <td>-73.998393</td>\n",
       "      <td>489.0</td>\n",
       "      <td>10 Ave &amp; W 28 St</td>\n",
       "      <td>40.750664</td>\n",
       "      <td>-74.001768</td>\n",
       "      <td>17026.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/30/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416214</th>\n",
       "      <td>4.283333</td>\n",
       "      <td>3/31/2014 6:07</td>\n",
       "      <td>3/31/2014 6:12</td>\n",
       "      <td>515.0</td>\n",
       "      <td>W 43 St &amp; 10 Ave</td>\n",
       "      <td>40.760094</td>\n",
       "      <td>-73.994618</td>\n",
       "      <td>477.0</td>\n",
       "      <td>W 41 St &amp; 8 Ave</td>\n",
       "      <td>40.756405</td>\n",
       "      <td>-73.990026</td>\n",
       "      <td>15200.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416215</th>\n",
       "      <td>14.933333</td>\n",
       "      <td>3/31/2014 7:42</td>\n",
       "      <td>3/31/2014 7:57</td>\n",
       "      <td>423.0</td>\n",
       "      <td>W 54 St &amp; 9 Ave</td>\n",
       "      <td>40.765849</td>\n",
       "      <td>-73.986905</td>\n",
       "      <td>434.0</td>\n",
       "      <td>9 Ave &amp; W 18 St</td>\n",
       "      <td>40.743174</td>\n",
       "      <td>-74.003664</td>\n",
       "      <td>16360.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416216</th>\n",
       "      <td>7.500000</td>\n",
       "      <td>3/31/2014 8:16</td>\n",
       "      <td>3/31/2014 8:23</td>\n",
       "      <td>503.0</td>\n",
       "      <td>E 20 St &amp; Park Ave</td>\n",
       "      <td>40.738274</td>\n",
       "      <td>-73.987520</td>\n",
       "      <td>116.0</td>\n",
       "      <td>W 17 St &amp; 8 Ave</td>\n",
       "      <td>40.741776</td>\n",
       "      <td>-74.001497</td>\n",
       "      <td>15971.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>female</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416217</th>\n",
       "      <td>8.433333</td>\n",
       "      <td>3/31/2014 8:54</td>\n",
       "      <td>3/31/2014 9:03</td>\n",
       "      <td>311.0</td>\n",
       "      <td>Norfolk St &amp; Broome St</td>\n",
       "      <td>40.717227</td>\n",
       "      <td>-73.988021</td>\n",
       "      <td>342.0</td>\n",
       "      <td>Columbia St &amp; Rivington St</td>\n",
       "      <td>40.717400</td>\n",
       "      <td>-73.980166</td>\n",
       "      <td>21281.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416218</th>\n",
       "      <td>8.050000</td>\n",
       "      <td>3/31/2014 9:32</td>\n",
       "      <td>3/31/2014 9:40</td>\n",
       "      <td>151.0</td>\n",
       "      <td>Cleveland Pl &amp; Spring St</td>\n",
       "      <td>40.721816</td>\n",
       "      <td>-73.997203</td>\n",
       "      <td>330.0</td>\n",
       "      <td>Reade St &amp; Broadway</td>\n",
       "      <td>40.714505</td>\n",
       "      <td>-74.005628</td>\n",
       "      <td>16061.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>female</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416219</th>\n",
       "      <td>8.700000</td>\n",
       "      <td>3/31/2014 9:39</td>\n",
       "      <td>3/31/2014 9:47</td>\n",
       "      <td>311.0</td>\n",
       "      <td>Norfolk St &amp; Broome St</td>\n",
       "      <td>40.717227</td>\n",
       "      <td>-73.988021</td>\n",
       "      <td>342.0</td>\n",
       "      <td>Columbia St &amp; Rivington St</td>\n",
       "      <td>40.717400</td>\n",
       "      <td>-73.980166</td>\n",
       "      <td>17756.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416220</th>\n",
       "      <td>2.066667</td>\n",
       "      <td>3/31/2014 12:31</td>\n",
       "      <td>3/31/2014 12:33</td>\n",
       "      <td>412.0</td>\n",
       "      <td>Forsyth St &amp; Canal St</td>\n",
       "      <td>40.715816</td>\n",
       "      <td>-73.994224</td>\n",
       "      <td>307.0</td>\n",
       "      <td>Canal St &amp; Rutgers St</td>\n",
       "      <td>40.714275</td>\n",
       "      <td>-73.989900</td>\n",
       "      <td>15071.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>female</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416221</th>\n",
       "      <td>3.683333</td>\n",
       "      <td>3/31/2014 13:07</td>\n",
       "      <td>3/31/2014 13:10</td>\n",
       "      <td>477.0</td>\n",
       "      <td>W 41 St &amp; 8 Ave</td>\n",
       "      <td>40.756405</td>\n",
       "      <td>-73.990026</td>\n",
       "      <td>515.0</td>\n",
       "      <td>W 43 St &amp; 10 Ave</td>\n",
       "      <td>40.760094</td>\n",
       "      <td>-73.994618</td>\n",
       "      <td>20105.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416222</th>\n",
       "      <td>7.416667</td>\n",
       "      <td>3/31/2014 15:05</td>\n",
       "      <td>3/31/2014 15:12</td>\n",
       "      <td>295.0</td>\n",
       "      <td>Pike St &amp; E Broadway</td>\n",
       "      <td>40.714067</td>\n",
       "      <td>-73.992939</td>\n",
       "      <td>502.0</td>\n",
       "      <td>Henry St &amp; Grand St</td>\n",
       "      <td>40.714215</td>\n",
       "      <td>-73.981346</td>\n",
       "      <td>18712.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416223</th>\n",
       "      <td>8.300000</td>\n",
       "      <td>3/31/2014 15:27</td>\n",
       "      <td>3/31/2014 15:35</td>\n",
       "      <td>341.0</td>\n",
       "      <td>Stanton St &amp; Mangin St</td>\n",
       "      <td>40.717821</td>\n",
       "      <td>-73.976289</td>\n",
       "      <td>403.0</td>\n",
       "      <td>E 2 St &amp; 2 Ave</td>\n",
       "      <td>40.725029</td>\n",
       "      <td>-73.990697</td>\n",
       "      <td>19262.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416224</th>\n",
       "      <td>7.116667</td>\n",
       "      <td>3/31/2014 15:53</td>\n",
       "      <td>3/31/2014 16:00</td>\n",
       "      <td>293.0</td>\n",
       "      <td>Lafayette St &amp; E 8 St</td>\n",
       "      <td>40.730287</td>\n",
       "      <td>-73.990765</td>\n",
       "      <td>368.0</td>\n",
       "      <td>Carmine St &amp; 6 Ave</td>\n",
       "      <td>40.730386</td>\n",
       "      <td>-74.002150</td>\n",
       "      <td>14857.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416225</th>\n",
       "      <td>1.983333</td>\n",
       "      <td>3/31/2014 16:55</td>\n",
       "      <td>3/31/2014 16:57</td>\n",
       "      <td>470.0</td>\n",
       "      <td>W 20 St &amp; 8 Ave</td>\n",
       "      <td>40.743453</td>\n",
       "      <td>-74.000040</td>\n",
       "      <td>116.0</td>\n",
       "      <td>W 17 St &amp; 8 Ave</td>\n",
       "      <td>40.741776</td>\n",
       "      <td>-74.001497</td>\n",
       "      <td>15223.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416226</th>\n",
       "      <td>13.600000</td>\n",
       "      <td>3/31/2014 17:52</td>\n",
       "      <td>3/31/2014 18:05</td>\n",
       "      <td>519.0</td>\n",
       "      <td>E 42 St &amp; Vanderbilt Ave</td>\n",
       "      <td>40.752416</td>\n",
       "      <td>-73.978370</td>\n",
       "      <td>514.0</td>\n",
       "      <td>12 Ave &amp; W 40 St</td>\n",
       "      <td>40.760875</td>\n",
       "      <td>-74.002777</td>\n",
       "      <td>15704.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>female</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416227</th>\n",
       "      <td>18.200000</td>\n",
       "      <td>3/31/2014 18:30</td>\n",
       "      <td>3/31/2014 18:48</td>\n",
       "      <td>368.0</td>\n",
       "      <td>Carmine St &amp; 6 Ave</td>\n",
       "      <td>40.730386</td>\n",
       "      <td>-74.002150</td>\n",
       "      <td>257.0</td>\n",
       "      <td>Lispenard St &amp; Broadway</td>\n",
       "      <td>40.719392</td>\n",
       "      <td>-74.002472</td>\n",
       "      <td>21351.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>female</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416228</th>\n",
       "      <td>21.083333</td>\n",
       "      <td>3/31/2014 18:49</td>\n",
       "      <td>3/31/2014 19:10</td>\n",
       "      <td>472.0</td>\n",
       "      <td>E 32 St &amp; Park Ave</td>\n",
       "      <td>40.745712</td>\n",
       "      <td>-73.981948</td>\n",
       "      <td>417.0</td>\n",
       "      <td>Barclay St &amp; Church St</td>\n",
       "      <td>40.712912</td>\n",
       "      <td>-74.010202</td>\n",
       "      <td>19894.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416229</th>\n",
       "      <td>3.333333</td>\n",
       "      <td>3/27/2014 6:37</td>\n",
       "      <td>3/27/2014 6:41</td>\n",
       "      <td>320.0</td>\n",
       "      <td>Leonard St &amp; Church St</td>\n",
       "      <td>40.717571</td>\n",
       "      <td>-74.005549</td>\n",
       "      <td>309.0</td>\n",
       "      <td>Murray St &amp; West St</td>\n",
       "      <td>40.714979</td>\n",
       "      <td>-74.013012</td>\n",
       "      <td>17110.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>male</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3/27/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/27/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416230</th>\n",
       "      <td>4.783333</td>\n",
       "      <td>3/27/2014 18:47</td>\n",
       "      <td>3/27/2014 18:51</td>\n",
       "      <td>309.0</td>\n",
       "      <td>Murray St &amp; West St</td>\n",
       "      <td>40.714979</td>\n",
       "      <td>-74.013012</td>\n",
       "      <td>320.0</td>\n",
       "      <td>Leonard St &amp; Church St</td>\n",
       "      <td>40.717571</td>\n",
       "      <td>-74.005549</td>\n",
       "      <td>21063.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>male</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3/27/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/27/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416231</th>\n",
       "      <td>14.783333</td>\n",
       "      <td>3/27/2014 19:19</td>\n",
       "      <td>3/27/2014 19:34</td>\n",
       "      <td>320.0</td>\n",
       "      <td>Leonard St &amp; Church St</td>\n",
       "      <td>40.717571</td>\n",
       "      <td>-74.005549</td>\n",
       "      <td>368.0</td>\n",
       "      <td>Carmine St &amp; 6 Ave</td>\n",
       "      <td>40.730386</td>\n",
       "      <td>-74.002150</td>\n",
       "      <td>18831.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>male</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3/27/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/27/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416232</th>\n",
       "      <td>271.883333</td>\n",
       "      <td>3/28/2014 6:41</td>\n",
       "      <td>3/28/2014 11:13</td>\n",
       "      <td>320.0</td>\n",
       "      <td>Leonard St &amp; Church St</td>\n",
       "      <td>40.717571</td>\n",
       "      <td>-74.005549</td>\n",
       "      <td>514.0</td>\n",
       "      <td>12 Ave &amp; W 40 St</td>\n",
       "      <td>40.760875</td>\n",
       "      <td>-74.002777</td>\n",
       "      <td>15060.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>male</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3/28/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/28/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416233</th>\n",
       "      <td>3.833333</td>\n",
       "      <td>3/31/2014 6:27</td>\n",
       "      <td>3/31/2014 6:31</td>\n",
       "      <td>320.0</td>\n",
       "      <td>Leonard St &amp; Church St</td>\n",
       "      <td>40.717571</td>\n",
       "      <td>-74.005549</td>\n",
       "      <td>309.0</td>\n",
       "      <td>Murray St &amp; West St</td>\n",
       "      <td>40.714979</td>\n",
       "      <td>-74.013012</td>\n",
       "      <td>16940.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>male</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416234</th>\n",
       "      <td>5.950000</td>\n",
       "      <td>3/31/2014 17:48</td>\n",
       "      <td>3/31/2014 17:54</td>\n",
       "      <td>426.0</td>\n",
       "      <td>West St &amp; Chambers St</td>\n",
       "      <td>40.717548</td>\n",
       "      <td>-74.013221</td>\n",
       "      <td>320.0</td>\n",
       "      <td>Leonard St &amp; Church St</td>\n",
       "      <td>40.717571</td>\n",
       "      <td>-74.005549</td>\n",
       "      <td>17644.0</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>male</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "      <td>3/31/2014</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3237311 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        tripduration                 starttime                  stoptime  \\\n",
       "0          13.600000  2018-03-01 02:29:13.7270  2018-03-01 02:42:50.1460   \n",
       "1           3.916667  2018-03-01 05:12:37.0320  2018-03-01 05:16:32.1010   \n",
       "2          20.833333  2018-03-01 05:45:49.9000  2018-03-01 06:06:39.9080   \n",
       "3          12.350000  2018-03-01 06:54:19.6150  2018-03-01 07:06:40.9790   \n",
       "4          12.116667  2018-03-01 07:08:38.8610  2018-03-01 07:20:46.8500   \n",
       "5           5.683333  2018-03-01 07:22:50.3340  2018-03-01 07:28:31.9040   \n",
       "6          11.616667  2018-03-01 07:22:51.8030  2018-03-01 07:34:29.2430   \n",
       "7           6.783333  2018-03-01 07:33:26.7530  2018-03-01 07:40:14.1560   \n",
       "8          16.300000  2018-03-01 07:45:31.9580  2018-03-01 08:01:50.6420   \n",
       "9           6.600000  2018-03-01 07:46:59.3130  2018-03-01 07:53:35.5640   \n",
       "10          4.733333  2018-03-01 07:48:39.7560  2018-03-01 07:53:24.6560   \n",
       "11         20.766667  2018-03-01 08:19:17.5790  2018-03-01 08:40:03.9350   \n",
       "12          1.300000  2018-03-01 08:27:09.2360  2018-03-01 08:28:27.2780   \n",
       "13         21.733333  2018-03-01 08:28:59.6670  2018-03-01 08:50:44.2980   \n",
       "14         21.183333  2018-03-01 08:31:30.3630  2018-03-01 08:52:41.5290   \n",
       "15         12.600000  2018-03-01 08:31:43.9830  2018-03-01 08:44:20.8510   \n",
       "16         11.650000  2018-03-01 08:38:19.6500  2018-03-01 08:49:58.9280   \n",
       "17          5.283333  2018-03-01 08:45:18.2830  2018-03-01 08:50:36.1900   \n",
       "18          7.900000  2018-03-01 08:47:38.2860  2018-03-01 08:55:32.4200   \n",
       "19          7.500000  2018-03-01 08:47:38.7210  2018-03-01 08:55:09.2340   \n",
       "20         11.300000  2018-03-01 08:54:20.3590  2018-03-01 09:05:38.7380   \n",
       "21         18.550000  2018-03-01 09:10:38.1740  2018-03-01 09:29:12.1260   \n",
       "22         18.350000  2018-03-01 09:10:47.4480  2018-03-01 09:29:09.1870   \n",
       "23         12.833333  2018-03-01 09:44:08.7150  2018-03-01 09:56:59.4530   \n",
       "24          9.800000  2018-03-01 09:56:24.6780  2018-03-01 10:06:13.4980   \n",
       "25          5.950000  2018-03-01 10:13:16.4520  2018-03-01 10:19:14.2300   \n",
       "26         15.583333  2018-03-01 10:34:25.7340  2018-03-01 10:50:01.3550   \n",
       "27         11.216667  2018-03-01 10:44:25.2350  2018-03-01 10:55:38.9930   \n",
       "28         12.516667  2018-03-01 10:54:55.3200  2018-03-01 11:07:27.2220   \n",
       "29         24.016667  2018-03-01 11:46:12.1620  2018-03-01 12:10:13.7340   \n",
       "...              ...                       ...                       ...   \n",
       "416205      3.800000           3/29/2014 20:07           3/29/2014 20:10   \n",
       "416206      5.916667           3/29/2014 20:13           3/29/2014 20:19   \n",
       "416207      2.250000           3/30/2014 11:58           3/30/2014 12:00   \n",
       "416208     57.283333           3/30/2014 14:01           3/30/2014 14:58   \n",
       "416209      2.566667           3/30/2014 14:20           3/30/2014 14:23   \n",
       "416210     13.433333           3/30/2014 14:34           3/30/2014 14:47   \n",
       "416211     17.866667           3/30/2014 15:15           3/30/2014 15:33   \n",
       "416212      6.416667           3/30/2014 15:22           3/30/2014 15:29   \n",
       "416213      2.266667           3/30/2014 16:15           3/30/2014 16:17   \n",
       "416214      4.283333            3/31/2014 6:07            3/31/2014 6:12   \n",
       "416215     14.933333            3/31/2014 7:42            3/31/2014 7:57   \n",
       "416216      7.500000            3/31/2014 8:16            3/31/2014 8:23   \n",
       "416217      8.433333            3/31/2014 8:54            3/31/2014 9:03   \n",
       "416218      8.050000            3/31/2014 9:32            3/31/2014 9:40   \n",
       "416219      8.700000            3/31/2014 9:39            3/31/2014 9:47   \n",
       "416220      2.066667           3/31/2014 12:31           3/31/2014 12:33   \n",
       "416221      3.683333           3/31/2014 13:07           3/31/2014 13:10   \n",
       "416222      7.416667           3/31/2014 15:05           3/31/2014 15:12   \n",
       "416223      8.300000           3/31/2014 15:27           3/31/2014 15:35   \n",
       "416224      7.116667           3/31/2014 15:53           3/31/2014 16:00   \n",
       "416225      1.983333           3/31/2014 16:55           3/31/2014 16:57   \n",
       "416226     13.600000           3/31/2014 17:52           3/31/2014 18:05   \n",
       "416227     18.200000           3/31/2014 18:30           3/31/2014 18:48   \n",
       "416228     21.083333           3/31/2014 18:49           3/31/2014 19:10   \n",
       "416229      3.333333            3/27/2014 6:37            3/27/2014 6:41   \n",
       "416230      4.783333           3/27/2014 18:47           3/27/2014 18:51   \n",
       "416231     14.783333           3/27/2014 19:19           3/27/2014 19:34   \n",
       "416232    271.883333            3/28/2014 6:41           3/28/2014 11:13   \n",
       "416233      3.833333            3/31/2014 6:27            3/31/2014 6:31   \n",
       "416234      5.950000           3/31/2014 17:48           3/31/2014 17:54   \n",
       "\n",
       "        start station id           start station name  start station latitude  \\\n",
       "0                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "1                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "2                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "3                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "4                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "5                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "6                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "7                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "8                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "9                   72.0             W 52 St & 11 Ave               40.767272   \n",
       "10                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "11                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "12                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "13                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "14                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "15                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "16                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "17                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "18                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "19                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "20                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "21                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "22                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "23                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "24                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "25                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "26                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "27                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "28                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "29                  72.0             W 52 St & 11 Ave               40.767272   \n",
       "...                  ...                          ...                     ...   \n",
       "416205             275.0  Washington Ave & Greene Ave               40.686501   \n",
       "416206             382.0      University Pl & E 14 St               40.734927   \n",
       "416207             412.0        Forsyth St & Canal St               40.715816   \n",
       "416208             519.0     E 42 St & Vanderbilt Ave               40.752416   \n",
       "416209             489.0             10 Ave & W 28 St               40.750664   \n",
       "416210             238.0      Bank St & Washington St               40.736197   \n",
       "416211             490.0              8 Ave & W 33 St               40.751551   \n",
       "416212             275.0  Washington Ave & Greene Ave               40.686501   \n",
       "416213             512.0              W 29 St & 9 Ave               40.750073   \n",
       "416214             515.0             W 43 St & 10 Ave               40.760094   \n",
       "416215             423.0              W 54 St & 9 Ave               40.765849   \n",
       "416216             503.0           E 20 St & Park Ave               40.738274   \n",
       "416217             311.0       Norfolk St & Broome St               40.717227   \n",
       "416218             151.0     Cleveland Pl & Spring St               40.721816   \n",
       "416219             311.0       Norfolk St & Broome St               40.717227   \n",
       "416220             412.0        Forsyth St & Canal St               40.715816   \n",
       "416221             477.0              W 41 St & 8 Ave               40.756405   \n",
       "416222             295.0         Pike St & E Broadway               40.714067   \n",
       "416223             341.0       Stanton St & Mangin St               40.717821   \n",
       "416224             293.0        Lafayette St & E 8 St               40.730287   \n",
       "416225             470.0              W 20 St & 8 Ave               40.743453   \n",
       "416226             519.0     E 42 St & Vanderbilt Ave               40.752416   \n",
       "416227             368.0           Carmine St & 6 Ave               40.730386   \n",
       "416228             472.0           E 32 St & Park Ave               40.745712   \n",
       "416229             320.0       Leonard St & Church St               40.717571   \n",
       "416230             309.0          Murray St & West St               40.714979   \n",
       "416231             320.0       Leonard St & Church St               40.717571   \n",
       "416232             320.0       Leonard St & Church St               40.717571   \n",
       "416233             320.0       Leonard St & Church St               40.717571   \n",
       "416234             426.0        West St & Chambers St               40.717548   \n",
       "\n",
       "        start station longitude  end station id  \\\n",
       "0                    -73.993929           379.0   \n",
       "1                    -73.993929           478.0   \n",
       "2                    -73.993929          3664.0   \n",
       "3                    -73.993929           459.0   \n",
       "4                    -73.993929          2006.0   \n",
       "5                    -73.993929           479.0   \n",
       "6                    -73.993929           520.0   \n",
       "7                    -73.993929           173.0   \n",
       "8                    -73.993929           498.0   \n",
       "9                    -73.993929           173.0   \n",
       "10                   -73.993929           514.0   \n",
       "11                   -73.993929           347.0   \n",
       "12                   -73.993929            72.0   \n",
       "13                   -73.993929           336.0   \n",
       "14                   -73.993929           328.0   \n",
       "15                   -73.993929           484.0   \n",
       "16                   -73.993929          3235.0   \n",
       "17                   -73.993929           514.0   \n",
       "18                   -73.993929           458.0   \n",
       "19                   -73.993929           523.0   \n",
       "20                   -73.993929          3224.0   \n",
       "21                   -73.993929           284.0   \n",
       "22                   -73.993929           284.0   \n",
       "23                   -73.993929           442.0   \n",
       "24                   -73.993929           459.0   \n",
       "25                   -73.993929           477.0   \n",
       "26                   -73.993929           466.0   \n",
       "27                   -73.993929          3635.0   \n",
       "28                   -73.993929          3175.0   \n",
       "29                   -73.993929           426.0   \n",
       "...                         ...             ...   \n",
       "416205               -73.965633           271.0   \n",
       "416206               -73.992005           504.0   \n",
       "416207               -73.994224           307.0   \n",
       "416208               -73.978370           406.0   \n",
       "416209               -74.001768           512.0   \n",
       "416210               -74.008592           490.0   \n",
       "416211               -73.993934           238.0   \n",
       "416212               -73.965633           271.0   \n",
       "416213               -73.998393           489.0   \n",
       "416214               -73.994618           477.0   \n",
       "416215               -73.986905           434.0   \n",
       "416216               -73.987520           116.0   \n",
       "416217               -73.988021           342.0   \n",
       "416218               -73.997203           330.0   \n",
       "416219               -73.988021           342.0   \n",
       "416220               -73.994224           307.0   \n",
       "416221               -73.990026           515.0   \n",
       "416222               -73.992939           502.0   \n",
       "416223               -73.976289           403.0   \n",
       "416224               -73.990765           368.0   \n",
       "416225               -74.000040           116.0   \n",
       "416226               -73.978370           514.0   \n",
       "416227               -74.002150           257.0   \n",
       "416228               -73.981948           417.0   \n",
       "416229               -74.005549           309.0   \n",
       "416230               -74.013012           320.0   \n",
       "416231               -74.005549           368.0   \n",
       "416232               -74.005549           514.0   \n",
       "416233               -74.005549           309.0   \n",
       "416234               -74.013221           320.0   \n",
       "\n",
       "                     end station name  end station latitude  \\\n",
       "0                     W 31 St & 7 Ave             40.749156   \n",
       "1                    11 Ave & W 41 St             40.760301   \n",
       "2       North Moore St & Greenwich St             40.720195   \n",
       "3                    W 20 St & 11 Ave             40.746745   \n",
       "4              Central Park S & 6 Ave             40.765909   \n",
       "5                     9 Ave & W 45 St             40.760193   \n",
       "6                     W 52 St & 5 Ave             40.759923   \n",
       "7                  Broadway & W 49 St             40.760683   \n",
       "8                  Broadway & W 32 St             40.748549   \n",
       "9                  Broadway & W 49 St             40.760683   \n",
       "10                   12 Ave & W 40 St             40.760875   \n",
       "11        Greenwich St & W Houston St             40.728846   \n",
       "12                   W 52 St & 11 Ave             40.767272   \n",
       "13        Sullivan St & Washington Sq             40.730477   \n",
       "14            Watts St & Greenwich St             40.724055   \n",
       "15                    W 44 St & 5 Ave             40.755003   \n",
       "16              E 41 St & Madison Ave             40.752165   \n",
       "17                   12 Ave & W 40 St             40.760875   \n",
       "18                   11 Ave & W 27 St             40.751396   \n",
       "19                    W 38 St & 8 Ave             40.754666   \n",
       "20                W 13 St & Hudson St             40.739974   \n",
       "21              Greenwich Ave & 8 Ave             40.739017   \n",
       "22              Greenwich Ave & 8 Ave             40.739017   \n",
       "23                    W 27 St & 7 Ave             40.746647   \n",
       "24                   W 20 St & 11 Ave             40.746745   \n",
       "25                    W 41 St & 8 Ave             40.756405   \n",
       "26                    W 25 St & 6 Ave             40.743954   \n",
       "27                    W 36 St & 9 Ave             40.754623   \n",
       "28            W 70 St & Amsterdam Ave             40.777480   \n",
       "29              West St & Chambers St             40.717548   \n",
       "...                               ...                   ...   \n",
       "416205         Ashland Pl & Hanson Pl             40.685282   \n",
       "416206                1 Ave & E 15 St             40.732219   \n",
       "416207          Canal St & Rutgers St             40.714275   \n",
       "416208         Hicks St & Montague St             40.695128   \n",
       "416209                W 29 St & 9 Ave             40.750073   \n",
       "416210                8 Ave & W 33 St             40.751551   \n",
       "416211        Bank St & Washington St             40.736197   \n",
       "416212         Ashland Pl & Hanson Pl             40.685282   \n",
       "416213               10 Ave & W 28 St             40.750664   \n",
       "416214                W 41 St & 8 Ave             40.756405   \n",
       "416215                9 Ave & W 18 St             40.743174   \n",
       "416216                W 17 St & 8 Ave             40.741776   \n",
       "416217     Columbia St & Rivington St             40.717400   \n",
       "416218            Reade St & Broadway             40.714505   \n",
       "416219     Columbia St & Rivington St             40.717400   \n",
       "416220          Canal St & Rutgers St             40.714275   \n",
       "416221               W 43 St & 10 Ave             40.760094   \n",
       "416222            Henry St & Grand St             40.714215   \n",
       "416223                 E 2 St & 2 Ave             40.725029   \n",
       "416224             Carmine St & 6 Ave             40.730386   \n",
       "416225                W 17 St & 8 Ave             40.741776   \n",
       "416226               12 Ave & W 40 St             40.760875   \n",
       "416227        Lispenard St & Broadway             40.719392   \n",
       "416228         Barclay St & Church St             40.712912   \n",
       "416229            Murray St & West St             40.714979   \n",
       "416230         Leonard St & Church St             40.717571   \n",
       "416231             Carmine St & 6 Ave             40.730386   \n",
       "416232               12 Ave & W 40 St             40.760875   \n",
       "416233            Murray St & West St             40.714979   \n",
       "416234         Leonard St & Church St             40.717571   \n",
       "\n",
       "        end station longitude   bikeid    usertype  birth year  gender   age  \\\n",
       "0                  -73.991600  31413.0  Subscriber      1973.0    male  45.0   \n",
       "1                  -73.998842  33202.0  Subscriber      1965.0    male  53.0   \n",
       "2                  -74.010301  26675.0  Subscriber      1984.0    male  34.0   \n",
       "3                  -74.007756  31011.0  Subscriber      1981.0    male  37.0   \n",
       "4                  -73.976342  30616.0  Subscriber      1990.0  female  28.0   \n",
       "5                  -73.991255  33112.0  Subscriber      1974.0    male  44.0   \n",
       "6                  -73.976485  19139.0  Subscriber      1953.0    male  65.0   \n",
       "7                  -73.984527  27960.0  Subscriber      1987.0    male  31.0   \n",
       "8                  -73.988084  24956.0  Subscriber      1980.0  female  38.0   \n",
       "9                  -73.984527  16765.0  Subscriber      1983.0    male  35.0   \n",
       "10                 -74.002777  25864.0  Subscriber      1991.0  female  27.0   \n",
       "11                 -74.008591  31053.0  Subscriber      1982.0    male  36.0   \n",
       "12                 -73.993929  18350.0  Subscriber      1984.0    male  34.0   \n",
       "13                 -73.999061  21466.0  Subscriber      1988.0  female  30.0   \n",
       "14                 -74.009660  32956.0  Subscriber      1984.0    male  34.0   \n",
       "15                 -73.980144  19366.0  Subscriber      1960.0  female  58.0   \n",
       "16                 -73.979922  32803.0  Subscriber      1956.0    male  62.0   \n",
       "17                 -74.002777  33336.0  Subscriber      1990.0    male  28.0   \n",
       "18                 -74.005226  17877.0  Subscriber      1982.0    male  36.0   \n",
       "19                 -73.991382  18101.0  Subscriber      1989.0    male  29.0   \n",
       "20                 -74.005139  28109.0  Subscriber      1973.0    male  45.0   \n",
       "21                 -74.002638  31990.0  Subscriber      1992.0    male  26.0   \n",
       "22                 -74.002638  18350.0  Subscriber      1992.0    male  26.0   \n",
       "23                 -73.993915  32635.0  Subscriber      1984.0    male  34.0   \n",
       "24                 -74.007756  32313.0  Subscriber      1989.0    male  29.0   \n",
       "25                 -73.990026  29005.0  Subscriber      1986.0    male  32.0   \n",
       "26                 -73.991449  25931.0  Subscriber      1967.0    male  51.0   \n",
       "27                 -73.995168  29168.0  Subscriber      1981.0    male  37.0   \n",
       "28                 -73.982886  17381.0  Subscriber      1966.0  female  52.0   \n",
       "29                 -74.013221  16021.0  Subscriber      1992.0  female  26.0   \n",
       "...                       ...      ...         ...         ...     ...   ...   \n",
       "416205             -73.978058  18466.0  Subscriber      1997.0    male  17.0   \n",
       "416206             -73.981656  15214.0  Subscriber      1997.0    male  17.0   \n",
       "416207             -73.989900  21536.0  Subscriber      1997.0  female  17.0   \n",
       "416208             -73.995951  16955.0  Subscriber      1997.0    male  17.0   \n",
       "416209             -73.998393  17530.0  Subscriber      1997.0    male  17.0   \n",
       "416210             -73.993934  20898.0  Subscriber      1997.0    male  17.0   \n",
       "416211             -74.008592  20898.0  Subscriber      1997.0    male  17.0   \n",
       "416212             -73.978058  16224.0  Subscriber      1997.0    male  17.0   \n",
       "416213             -74.001768  17026.0  Subscriber      1997.0    male  17.0   \n",
       "416214             -73.990026  15200.0  Subscriber      1997.0    male  17.0   \n",
       "416215             -74.003664  16360.0  Subscriber      1997.0    male  17.0   \n",
       "416216             -74.001497  15971.0  Subscriber      1997.0  female  17.0   \n",
       "416217             -73.980166  21281.0  Subscriber      1997.0    male  17.0   \n",
       "416218             -74.005628  16061.0  Subscriber      1997.0  female  17.0   \n",
       "416219             -73.980166  17756.0  Subscriber      1997.0    male  17.0   \n",
       "416220             -73.989900  15071.0  Subscriber      1997.0  female  17.0   \n",
       "416221             -73.994618  20105.0  Subscriber      1997.0    male  17.0   \n",
       "416222             -73.981346  18712.0  Subscriber      1997.0    male  17.0   \n",
       "416223             -73.990697  19262.0  Subscriber      1997.0    male  17.0   \n",
       "416224             -74.002150  14857.0  Subscriber      1997.0    male  17.0   \n",
       "416225             -74.001497  15223.0  Subscriber      1997.0    male  17.0   \n",
       "416226             -74.002777  15704.0  Subscriber      1997.0  female  17.0   \n",
       "416227             -74.002472  21351.0  Subscriber      1997.0  female  17.0   \n",
       "416228             -74.010202  19894.0  Subscriber      1997.0    male  17.0   \n",
       "416229             -74.013012  17110.0  Subscriber      1998.0    male  16.0   \n",
       "416230             -74.005549  21063.0  Subscriber      1998.0    male  16.0   \n",
       "416231             -74.002150  18831.0  Subscriber      1998.0    male  16.0   \n",
       "416232             -74.002777  15060.0  Subscriber      1998.0    male  16.0   \n",
       "416233             -74.013012  16940.0  Subscriber      1998.0    male  16.0   \n",
       "416234             -74.005549  17644.0  Subscriber      1998.0    male  16.0   \n",
       "\n",
       "         startdate startingtime     enddate endtime  \n",
       "0       2018-03-01        02:29  2018-03-01   02:42  \n",
       "1       2018-03-01        05:12  2018-03-01   05:16  \n",
       "2       2018-03-01        05:45  2018-03-01   06:06  \n",
       "3       2018-03-01        06:54  2018-03-01   07:06  \n",
       "4       2018-03-01        07:08  2018-03-01   07:20  \n",
       "5       2018-03-01        07:22  2018-03-01   07:28  \n",
       "6       2018-03-01        07:22  2018-03-01   07:34  \n",
       "7       2018-03-01        07:33  2018-03-01   07:40  \n",
       "8       2018-03-01        07:45  2018-03-01   08:01  \n",
       "9       2018-03-01        07:46  2018-03-01   07:53  \n",
       "10      2018-03-01        07:48  2018-03-01   07:53  \n",
       "11      2018-03-01        08:19  2018-03-01   08:40  \n",
       "12      2018-03-01        08:27  2018-03-01   08:28  \n",
       "13      2018-03-01        08:28  2018-03-01   08:50  \n",
       "14      2018-03-01        08:31  2018-03-01   08:52  \n",
       "15      2018-03-01        08:31  2018-03-01   08:44  \n",
       "16      2018-03-01        08:38  2018-03-01   08:49  \n",
       "17      2018-03-01        08:45  2018-03-01   08:50  \n",
       "18      2018-03-01        08:47  2018-03-01   08:55  \n",
       "19      2018-03-01        08:47  2018-03-01   08:55  \n",
       "20      2018-03-01        08:54  2018-03-01   09:05  \n",
       "21      2018-03-01        09:10  2018-03-01   09:29  \n",
       "22      2018-03-01        09:10  2018-03-01   09:29  \n",
       "23      2018-03-01        09:44  2018-03-01   09:56  \n",
       "24      2018-03-01        09:56  2018-03-01   10:06  \n",
       "25      2018-03-01        10:13  2018-03-01   10:19  \n",
       "26      2018-03-01        10:34  2018-03-01   10:50  \n",
       "27      2018-03-01        10:44  2018-03-01   10:55  \n",
       "28      2018-03-01        10:54  2018-03-01   11:07  \n",
       "29      2018-03-01        11:46  2018-03-01   12:10  \n",
       "...            ...          ...         ...     ...  \n",
       "416205   3/29/2014                3/29/2014          \n",
       "416206   3/29/2014                3/29/2014          \n",
       "416207   3/30/2014                3/30/2014          \n",
       "416208   3/30/2014                3/30/2014          \n",
       "416209   3/30/2014                3/30/2014          \n",
       "416210   3/30/2014                3/30/2014          \n",
       "416211   3/30/2014                3/30/2014          \n",
       "416212   3/30/2014                3/30/2014          \n",
       "416213   3/30/2014                3/30/2014          \n",
       "416214   3/31/2014                3/31/2014          \n",
       "416215   3/31/2014                3/31/2014          \n",
       "416216   3/31/2014                3/31/2014          \n",
       "416217   3/31/2014                3/31/2014          \n",
       "416218   3/31/2014                3/31/2014          \n",
       "416219   3/31/2014                3/31/2014          \n",
       "416220   3/31/2014                3/31/2014          \n",
       "416221   3/31/2014                3/31/2014          \n",
       "416222   3/31/2014                3/31/2014          \n",
       "416223   3/31/2014                3/31/2014          \n",
       "416224   3/31/2014                3/31/2014          \n",
       "416225   3/31/2014                3/31/2014          \n",
       "416226   3/31/2014                3/31/2014          \n",
       "416227   3/31/2014                3/31/2014          \n",
       "416228   3/31/2014                3/31/2014          \n",
       "416229   3/27/2014                3/27/2014          \n",
       "416230   3/27/2014                3/27/2014          \n",
       "416231   3/27/2014                3/27/2014          \n",
       "416232   3/28/2014                3/28/2014          \n",
       "416233   3/31/2014                3/31/2014          \n",
       "416234   3/31/2014                3/31/2014          \n",
       "\n",
       "[3237311 rows x 20 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "master_df = master_df[master_df['tripduration'] < 1000]\n",
    "master_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "master_df.to_csv('full_data.csv')"
   ]
  },
  {
   "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": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}