{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn\n",
    "import dask.dataframe as dd\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "bike = dd.read_parquet('/bigdata/citibike.parquet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trip_duration</th>\n",
       "      <th>start_time</th>\n",
       "      <th>stop_time</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>bike_id</th>\n",
       "      <th>user_type</th>\n",
       "      <th>birth_year</th>\n",
       "      <th>gender</th>\n",
       "      <th>start_taxizone_id</th>\n",
       "      <th>end_taxizone_id</th>\n",
       "      <th>start_ct_id</th>\n",
       "      <th>end_ct_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>634</td>\n",
       "      <td>2013-07-01 00:00:00</td>\n",
       "      <td>2013-07-01 00:10:34</td>\n",
       "      <td>164</td>\n",
       "      <td>E 47 St &amp; 2 Ave</td>\n",
       "      <td>40.753231</td>\n",
       "      <td>-73.970322</td>\n",
       "      <td>504</td>\n",
       "      <td>1 Ave &amp; E 15 St</td>\n",
       "      <td>40.732220</td>\n",
       "      <td>-73.981659</td>\n",
       "      <td>16950</td>\n",
       "      <td>Customer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>1432.0</td>\n",
       "      <td>2158.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1547</td>\n",
       "      <td>2013-07-01 00:00:02</td>\n",
       "      <td>2013-07-01 00:25:49</td>\n",
       "      <td>388</td>\n",
       "      <td>W 26 St &amp; 10 Ave</td>\n",
       "      <td>40.749718</td>\n",
       "      <td>-74.002953</td>\n",
       "      <td>459</td>\n",
       "      <td>W 20 St &amp; 11 Ave</td>\n",
       "      <td>40.746746</td>\n",
       "      <td>-74.007759</td>\n",
       "      <td>19816</td>\n",
       "      <td>Customer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>246.0</td>\n",
       "      <td>246.0</td>\n",
       "      <td>2098.0</td>\n",
       "      <td>2098.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>178</td>\n",
       "      <td>2013-07-01 00:01:04</td>\n",
       "      <td>2013-07-01 00:04:02</td>\n",
       "      <td>293</td>\n",
       "      <td>Lafayette St &amp; E 8 St</td>\n",
       "      <td>40.730286</td>\n",
       "      <td>-73.990768</td>\n",
       "      <td>237</td>\n",
       "      <td>E 11 St &amp; 2 Ave</td>\n",
       "      <td>40.730473</td>\n",
       "      <td>-73.986725</td>\n",
       "      <td>14548</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>2</td>\n",
       "      <td>113.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>1472.0</td>\n",
       "      <td>861.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1580</td>\n",
       "      <td>2013-07-01 00:01:06</td>\n",
       "      <td>2013-07-01 00:27:26</td>\n",
       "      <td>531</td>\n",
       "      <td>Forsyth St &amp; Broome St</td>\n",
       "      <td>40.718941</td>\n",
       "      <td>-73.992661</td>\n",
       "      <td>499</td>\n",
       "      <td>Broadway &amp; W 60 St</td>\n",
       "      <td>40.769154</td>\n",
       "      <td>-73.981918</td>\n",
       "      <td>16063</td>\n",
       "      <td>Customer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>1475.0</td>\n",
       "      <td>1346.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>757</td>\n",
       "      <td>2013-07-01 00:01:10</td>\n",
       "      <td>2013-07-01 00:13:47</td>\n",
       "      <td>382</td>\n",
       "      <td>University Pl &amp; E 14 St</td>\n",
       "      <td>40.734928</td>\n",
       "      <td>-73.992004</td>\n",
       "      <td>410</td>\n",
       "      <td>Suffolk St &amp; Stanton St</td>\n",
       "      <td>40.720665</td>\n",
       "      <td>-73.985176</td>\n",
       "      <td>19213</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>1</td>\n",
       "      <td>113.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>969.0</td>\n",
       "      <td>929.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   trip_duration          start_time           stop_time  start_station_id  \\\n",
       "0            634 2013-07-01 00:00:00 2013-07-01 00:10:34               164   \n",
       "1           1547 2013-07-01 00:00:02 2013-07-01 00:25:49               388   \n",
       "2            178 2013-07-01 00:01:04 2013-07-01 00:04:02               293   \n",
       "3           1580 2013-07-01 00:01:06 2013-07-01 00:27:26               531   \n",
       "4            757 2013-07-01 00:01:10 2013-07-01 00:13:47               382   \n",
       "\n",
       "        start_station_name  start_station_latitude  start_station_longitude  \\\n",
       "0          E 47 St & 2 Ave               40.753231               -73.970322   \n",
       "1         W 26 St & 10 Ave               40.749718               -74.002953   \n",
       "2    Lafayette St & E 8 St               40.730286               -73.990768   \n",
       "3   Forsyth St & Broome St               40.718941               -73.992661   \n",
       "4  University Pl & E 14 St               40.734928               -73.992004   \n",
       "\n",
       "   end_station_id         end_station_name  end_station_latitude  \\\n",
       "0             504          1 Ave & E 15 St             40.732220   \n",
       "1             459         W 20 St & 11 Ave             40.746746   \n",
       "2             237          E 11 St & 2 Ave             40.730473   \n",
       "3             499       Broadway & W 60 St             40.769154   \n",
       "4             410  Suffolk St & Stanton St             40.720665   \n",
       "\n",
       "   end_station_longitude  bike_id   user_type  birth_year  gender  \\\n",
       "0             -73.981659    16950    Customer         NaN       0   \n",
       "1             -74.007759    19816    Customer         NaN       0   \n",
       "2             -73.986725    14548  Subscriber      1980.0       2   \n",
       "3             -73.981918    16063    Customer         NaN       0   \n",
       "4             -73.985176    19213  Subscriber      1986.0       1   \n",
       "\n",
       "   start_taxizone_id  end_taxizone_id  start_ct_id  end_ct_id  \n",
       "0              233.0            224.0       1432.0     2158.0  \n",
       "1              246.0            246.0       2098.0     2098.0  \n",
       "2              113.0             79.0       1472.0      861.0  \n",
       "3              148.0            142.0       1475.0     1346.0  \n",
       "4              113.0            148.0        969.0      929.0  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bike.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "zz = bike['trip_duration start_ct_id'.split()].groupby('start_ct_id').count().compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "zz = zz.sort_index()\n",
    "zz.index = zz.index.astype(np.int64)\n",
    "zz.columns = ['biketrip_count',]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "bikesmall = bike['start_station_latitude start_station_longitude start_ct_id'.split()]\n",
    "bike2 = bikesmall[bikesmall.start_ct_id == 9].compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45480</th>\n",
       "      <td>40.720875</td>\n",
       "      <td>-73.980858</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46523</th>\n",
       "      <td>40.720875</td>\n",
       "      <td>-73.980858</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47132</th>\n",
       "      <td>40.720875</td>\n",
       "      <td>-73.980858</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47215</th>\n",
       "      <td>40.720875</td>\n",
       "      <td>-73.980858</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47216</th>\n",
       "      <td>40.720875</td>\n",
       "      <td>-73.980858</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47264</th>\n",
       "      <td>40.720875</td>\n",
       "      <td>-73.980858</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47330</th>\n",
       "      <td>40.720875</td>\n",
       "      <td>-73.980858</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48096</th>\n",
       "      <td>40.720875</td>\n",
       "      <td>-73.980858</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48097</th>\n",
       "      <td>40.720875</td>\n",
       "      <td>-73.980858</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48183</th>\n",
       "      <td>40.720875</td>\n",
       "      <td>-73.980858</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48654</th>\n",
       "      <td>40.720875</td>\n",
       "      <td>-73.980858</td>\n",
       "      <td>9.0</td>\n",
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       "    <tr>\n",
       "      <th>48706</th>\n",
       "      <td>40.720875</td>\n",
       "      <td>-73.980858</td>\n",
       "      <td>9.0</td>\n",
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       "    <tr>\n",
       "      <th>48762</th>\n",
       "      <td>40.720875</td>\n",
       "      <td>-73.980858</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51071</th>\n",
       "      <td>40.720875</td>\n",
       "      <td>-73.980858</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>74799 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       start_station_latitude  start_station_longitude  start_ct_id\n",
       "1676                40.720875               -73.980858          9.0\n",
       "2545                40.720875               -73.980858          9.0\n",
       "3113                40.720875               -73.980858          9.0\n",
       "3329                40.720875               -73.980858          9.0\n",
       "3339                40.720875               -73.980858          9.0\n",
       "3419                40.720875               -73.980858          9.0\n",
       "3711                40.720875               -73.980858          9.0\n",
       "3763                40.720875               -73.980858          9.0\n",
       "4049                40.720875               -73.980858          9.0\n",
       "4243                40.720875               -73.980858          9.0\n",
       "4269                40.720875               -73.980858          9.0\n",
       "4317                40.720875               -73.980858          9.0\n",
       "4360                40.720875               -73.980858          9.0\n",
       "4569                40.720875               -73.980858          9.0\n",
       "4583                40.720875               -73.980858          9.0\n",
       "4586                40.720875               -73.980858          9.0\n",
       "4739                40.720875               -73.980858          9.0\n",
       "4741                40.720875               -73.980858          9.0\n",
       "4841                40.720875               -73.980858          9.0\n",
       "5139                40.720875               -73.980858          9.0\n",
       "7740                40.720875               -73.980858          9.0\n",
       "7900                40.720875               -73.980858          9.0\n",
       "8311                40.720875               -73.980858          9.0\n",
       "8742                40.720875               -73.980858          9.0\n",
       "10987               40.720875               -73.980858          9.0\n",
       "12882               40.720875               -73.980858          9.0\n",
       "12998               40.720875               -73.980858          9.0\n",
       "13134               40.720875               -73.980858          9.0\n",
       "13675               40.720875               -73.980858          9.0\n",
       "14201               40.720875               -73.980858          9.0\n",
       "...                       ...                      ...          ...\n",
       "38192               40.720875               -73.980858          9.0\n",
       "38269               40.720875               -73.980858          9.0\n",
       "38289               40.720875               -73.980858          9.0\n",
       "38290               40.720875               -73.980858          9.0\n",
       "38291               40.720875               -73.980858          9.0\n",
       "38298               40.720875               -73.980858          9.0\n",
       "38498               40.720875               -73.980858          9.0\n",
       "38626               40.720875               -73.980858          9.0\n",
       "39191               40.720875               -73.980858          9.0\n",
       "39680               40.720875               -73.980858          9.0\n",
       "39681               40.720875               -73.980858          9.0\n",
       "40174               40.720875               -73.980858          9.0\n",
       "40248               40.720875               -73.980858          9.0\n",
       "41768               40.720875               -73.980858          9.0\n",
       "43287               40.720875               -73.980858          9.0\n",
       "45198               40.720875               -73.980858          9.0\n",
       "45480               40.720875               -73.980858          9.0\n",
       "46523               40.720875               -73.980858          9.0\n",
       "47132               40.720875               -73.980858          9.0\n",
       "47215               40.720875               -73.980858          9.0\n",
       "47216               40.720875               -73.980858          9.0\n",
       "47264               40.720875               -73.980858          9.0\n",
       "47330               40.720875               -73.980858          9.0\n",
       "48096               40.720875               -73.980858          9.0\n",
       "48097               40.720875               -73.980858          9.0\n",
       "48183               40.720875               -73.980858          9.0\n",
       "48654               40.720875               -73.980858          9.0\n",
       "48706               40.720875               -73.980858          9.0\n",
       "48762               40.720875               -73.980858          9.0\n",
       "51071               40.720875               -73.980858          9.0\n",
       "\n",
       "[74799 rows x 3 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bike2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
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   },
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>biketrip_count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>start_ct_id</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>74799</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>430761</td>\n",
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       "      <th>11</th>\n",
       "      <td>242609</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>474650</td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>228317</td>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>131138</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>257177</td>\n",
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       "      <th>16</th>\n",
       "      <td>142856</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>241261</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>178008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>132012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>672318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>27447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>38145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>85521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>47407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>7187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>4636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>40977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>21306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>56658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>1103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>37623</td>\n",
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       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>4940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>5573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>12196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2734</td>\n",
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       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>3622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2037</th>\n",
       "      <td>473707</td>\n",
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       "    <tr>\n",
       "      <th>2040</th>\n",
       "      <td>262070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2043</th>\n",
       "      <td>63137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2047</th>\n",
       "      <td>19787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2048</th>\n",
       "      <td>42559</td>\n",
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       "    <tr>\n",
       "      <th>2063</th>\n",
       "      <td>2997</td>\n",
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       "    <tr>\n",
       "      <th>2081</th>\n",
       "      <td>23797</td>\n",
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       "    <tr>\n",
       "      <th>2082</th>\n",
       "      <td>50779</td>\n",
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       "    <tr>\n",
       "      <th>2090</th>\n",
       "      <td>11260</td>\n",
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       "    <tr>\n",
       "      <th>2095</th>\n",
       "      <td>511843</td>\n",
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       "    <tr>\n",
       "      <th>2098</th>\n",
       "      <td>705033</td>\n",
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       "    <tr>\n",
       "      <th>2099</th>\n",
       "      <td>308199</td>\n",
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       "    <tr>\n",
       "      <th>2100</th>\n",
       "      <td>496842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2101</th>\n",
       "      <td>148639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2102</th>\n",
       "      <td>421357</td>\n",
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       "    <tr>\n",
       "      <th>2103</th>\n",
       "      <td>215798</td>\n",
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       "    <tr>\n",
       "      <th>2104</th>\n",
       "      <td>114130</td>\n",
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       "    <tr>\n",
       "      <th>2112</th>\n",
       "      <td>166862</td>\n",
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       "    <tr>\n",
       "      <th>2123</th>\n",
       "      <td>17863</td>\n",
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       "    <tr>\n",
       "      <th>2124</th>\n",
       "      <td>11633</td>\n",
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       "    <tr>\n",
       "      <th>2133</th>\n",
       "      <td>42592</td>\n",
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       "    <tr>\n",
       "      <th>2146</th>\n",
       "      <td>135173</td>\n",
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       "      <th>2148</th>\n",
       "      <td>64526</td>\n",
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       "      <td>246529</td>\n",
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       "      <th>2155</th>\n",
       "      <td>100156</td>\n",
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       "      <td>34091</td>\n",
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       "    <tr>\n",
       "      <th>2157</th>\n",
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       "      <th>2158</th>\n",
       "      <td>436600</td>\n",
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       "      <th>2163</th>\n",
       "      <td>42561</td>\n",
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       "      <th>2164</th>\n",
       "      <td>57101</td>\n",
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       "<p>309 rows × 1 columns</p>\n",
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      ],
      "text/plain": [
       "             biketrip_count\n",
       "start_ct_id                \n",
       "9                     74799\n",
       "10                   430761\n",
       "11                   242609\n",
       "12                   474650\n",
       "13                   228317\n",
       "14                   131138\n",
       "15                   257177\n",
       "16                   142856\n",
       "17                   241261\n",
       "18                   178008\n",
       "20                   132012\n",
       "21                   672318\n",
       "22                    27447\n",
       "23                    38145\n",
       "24                    85521\n",
       "25                     3139\n",
       "26                    47407\n",
       "27                     7187\n",
       "29                     4636\n",
       "30                    40977\n",
       "31                    21306\n",
       "33                     2023\n",
       "54                    56658\n",
       "55                     1103\n",
       "56                    37623\n",
       "63                     4940\n",
       "64                     5573\n",
       "65                    12196\n",
       "80                     2734\n",
       "82                     3622\n",
       "...                     ...\n",
       "2037                 473707\n",
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       "2048                  42559\n",
       "2063                   2997\n",
       "2081                  23797\n",
       "2082                  50779\n",
       "2090                  11260\n",
       "2095                 511843\n",
       "2098                 705033\n",
       "2099                 308199\n",
       "2100                 496842\n",
       "2101                 148639\n",
       "2102                 421357\n",
       "2103                 215798\n",
       "2104                 114130\n",
       "2112                 166862\n",
       "2123                  17863\n",
       "2124                  11633\n",
       "2133                  42592\n",
       "2146                 135173\n",
       "2148                  64526\n",
       "2152                 246529\n",
       "2155                 100156\n",
       "2156                  34091\n",
       "2157                 100684\n",
       "2158                 436600\n",
       "2163                  42561\n",
       "2164                  57101\n",
       "\n",
       "[309 rows x 1 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
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   "outputs": [
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       "      <td>7.217847e+05</td>\n",
       "      <td>3428.312676</td>\n",
       "      <td>POLYGON ((951720.9486083984 170488.4069824219,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5019700</td>\n",
       "      <td>5</td>\n",
       "      <td>Staten Island</td>\n",
       "      <td>I</td>\n",
       "      <td>019700</td>\n",
       "      <td>197</td>\n",
       "      <td>SI07</td>\n",
       "      <td>Westerleigh</td>\n",
       "      <td>3903</td>\n",
       "      <td>3.231720e+06</td>\n",
       "      <td>9097.697226</td>\n",
       "      <td>POLYGON ((947819.2308349609 164190.0209960938,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5002002</td>\n",
       "      <td>5</td>\n",
       "      <td>Staten Island</td>\n",
       "      <td>I</td>\n",
       "      <td>002002</td>\n",
       "      <td>20.02</td>\n",
       "      <td>SI14</td>\n",
       "      <td>Grasmere-Arrochar-Ft. Wadsworth</td>\n",
       "      <td>3902</td>\n",
       "      <td>8.501224e+06</td>\n",
       "      <td>12591.725901</td>\n",
       "      <td>POLYGON ((966615.2556152344 158662.2927856445,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5006400</td>\n",
       "      <td>5</td>\n",
       "      <td>Staten Island</td>\n",
       "      <td>I</td>\n",
       "      <td>006400</td>\n",
       "      <td>64</td>\n",
       "      <td>SI14</td>\n",
       "      <td>Grasmere-Arrochar-Ft. Wadsworth</td>\n",
       "      <td>3902</td>\n",
       "      <td>7.643184e+06</td>\n",
       "      <td>12726.360406</td>\n",
       "      <td>POLYGON ((963023.891784668 158246.7521972656, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5007400</td>\n",
       "      <td>5</td>\n",
       "      <td>Staten Island</td>\n",
       "      <td>I</td>\n",
       "      <td>007400</td>\n",
       "      <td>74</td>\n",
       "      <td>SI14</td>\n",
       "      <td>Grasmere-Arrochar-Ft. Wadsworth</td>\n",
       "      <td>3902</td>\n",
       "      <td>5.788238e+06</td>\n",
       "      <td>9902.948475</td>\n",
       "      <td>POLYGON ((967656.8290405273 155637.1314086914,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5018701</td>\n",
       "      <td>5</td>\n",
       "      <td>Staten Island</td>\n",
       "      <td>I</td>\n",
       "      <td>018701</td>\n",
       "      <td>187.01</td>\n",
       "      <td>SI07</td>\n",
       "      <td>Westerleigh</td>\n",
       "      <td>3903</td>\n",
       "      <td>4.267476e+06</td>\n",
       "      <td>8626.771269</td>\n",
       "      <td>POLYGON ((950555.9412231445 161453.658203125, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1002202</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>002202</td>\n",
       "      <td>22.02</td>\n",
       "      <td>MN28</td>\n",
       "      <td>Lower East Side</td>\n",
       "      <td>3809</td>\n",
       "      <td>6.039223e+05</td>\n",
       "      <td>3817.391631</td>\n",
       "      <td>POLYGON ((990284.3284301758 201838.3563842773,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1003200</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>003200</td>\n",
       "      <td>32</td>\n",
       "      <td>MN22</td>\n",
       "      <td>East Village</td>\n",
       "      <td>3809</td>\n",
       "      <td>2.334190e+06</td>\n",
       "      <td>6358.386684</td>\n",
       "      <td>POLYGON ((989819.2963867188 204093.9949951172,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1006800</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>006800</td>\n",
       "      <td>68</td>\n",
       "      <td>MN21</td>\n",
       "      <td>Gramercy</td>\n",
       "      <td>3808</td>\n",
       "      <td>1.877943e+06</td>\n",
       "      <td>5723.883037</td>\n",
       "      <td>POLYGON ((989553.9097900391 209596.7955932617,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1008900</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>008900</td>\n",
       "      <td>89</td>\n",
       "      <td>MN13</td>\n",
       "      <td>Hudson Yards-Chelsea-Flatiron-Union Square</td>\n",
       "      <td>3807</td>\n",
       "      <td>1.782279e+06</td>\n",
       "      <td>5578.769499</td>\n",
       "      <td>POLYGON ((984534.7501831055 210565.4451904297,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1009600</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>E</td>\n",
       "      <td>009600</td>\n",
       "      <td>96</td>\n",
       "      <td>MN17</td>\n",
       "      <td>Midtown-Midtown South</td>\n",
       "      <td>3807</td>\n",
       "      <td>1.887288e+06</td>\n",
       "      <td>5737.356247</td>\n",
       "      <td>POLYGON ((990440.5057983398 215405.0643920898,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1009800</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>009800</td>\n",
       "      <td>98</td>\n",
       "      <td>MN19</td>\n",
       "      <td>Turtle Bay-East Midtown</td>\n",
       "      <td>3808</td>\n",
       "      <td>1.906016e+06</td>\n",
       "      <td>5534.199811</td>\n",
       "      <td>POLYGON ((994133.507019043 214848.8975830078, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1010000</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>010000</td>\n",
       "      <td>100</td>\n",
       "      <td>MN19</td>\n",
       "      <td>Turtle Bay-East Midtown</td>\n",
       "      <td>3808</td>\n",
       "      <td>1.860938e+06</td>\n",
       "      <td>5692.168488</td>\n",
       "      <td>POLYGON ((993108.3057861328 216013.1307983398,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1010200</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>010200</td>\n",
       "      <td>102</td>\n",
       "      <td>MN17</td>\n",
       "      <td>Midtown-Midtown South</td>\n",
       "      <td>3807</td>\n",
       "      <td>1.860993e+06</td>\n",
       "      <td>5687.802579</td>\n",
       "      <td>POLYGON ((992216.5391845703 216507.6870117188,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1010400</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>010400</td>\n",
       "      <td>104</td>\n",
       "      <td>MN17</td>\n",
       "      <td>Midtown-Midtown South</td>\n",
       "      <td>3807</td>\n",
       "      <td>1.864600e+06</td>\n",
       "      <td>5693.036118</td>\n",
       "      <td>POLYGON ((991325.8814086914 217001.6885986328,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1011201</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>011201</td>\n",
       "      <td>112.01</td>\n",
       "      <td>MN17</td>\n",
       "      <td>Midtown-Midtown South</td>\n",
       "      <td>3807</td>\n",
       "      <td>8.561644e+05</td>\n",
       "      <td>3716.146785</td>\n",
       "      <td>POLYGON ((991725.2440185547 217725.2991943359,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1011202</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>011202</td>\n",
       "      <td>112.02</td>\n",
       "      <td>MN17</td>\n",
       "      <td>Midtown-Midtown South</td>\n",
       "      <td>3807</td>\n",
       "      <td>8.395258e+05</td>\n",
       "      <td>3688.762328</td>\n",
       "      <td>POLYGON ((992615.8984375 217228.1416015625, 99...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1011203</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>011203</td>\n",
       "      <td>112.03</td>\n",
       "      <td>MN19</td>\n",
       "      <td>Turtle Bay-East Midtown</td>\n",
       "      <td>3808</td>\n",
       "      <td>8.540825e+05</td>\n",
       "      <td>3701.173031</td>\n",
       "      <td>POLYGON ((993507.2319946289 216732.0338134766,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1011300</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>011300</td>\n",
       "      <td>113</td>\n",
       "      <td>MN17</td>\n",
       "      <td>Midtown-Midtown South</td>\n",
       "      <td>3807</td>\n",
       "      <td>1.890907e+06</td>\n",
       "      <td>5699.860641</td>\n",
       "      <td>POLYGON ((988650.2766113281 214286.4022216797,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1011402</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>011402</td>\n",
       "      <td>114.02</td>\n",
       "      <td>MN40</td>\n",
       "      <td>Upper East Side-Carnegie Hill</td>\n",
       "      <td>3805</td>\n",
       "      <td>1.063547e+06</td>\n",
       "      <td>4125.256100</td>\n",
       "      <td>POLYGON ((994013.2479858398 217645.299621582, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1013000</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>013000</td>\n",
       "      <td>130</td>\n",
       "      <td>MN40</td>\n",
       "      <td>Upper East Side-Carnegie Hill</td>\n",
       "      <td>3805</td>\n",
       "      <td>1.918145e+06</td>\n",
       "      <td>5807.972956</td>\n",
       "      <td>POLYGON ((994920.1096191406 221386.2695922852,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1014000</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>014000</td>\n",
       "      <td>140</td>\n",
       "      <td>MN40</td>\n",
       "      <td>Upper East Side-Carnegie Hill</td>\n",
       "      <td>3805</td>\n",
       "      <td>1.925984e+06</td>\n",
       "      <td>5820.815640</td>\n",
       "      <td>POLYGON ((996728.3079833984 222545.6896362305,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1014200</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>014200</td>\n",
       "      <td>142</td>\n",
       "      <td>MN40</td>\n",
       "      <td>Upper East Side-Carnegie Hill</td>\n",
       "      <td>3805</td>\n",
       "      <td>1.927688e+06</td>\n",
       "      <td>5821.704944</td>\n",
       "      <td>POLYGON ((995836.4956054688 223039.7406005859,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1014601</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>014601</td>\n",
       "      <td>146.01</td>\n",
       "      <td>MN32</td>\n",
       "      <td>Yorkville</td>\n",
       "      <td>3805</td>\n",
       "      <td>7.998799e+05</td>\n",
       "      <td>4016.133393</td>\n",
       "      <td>POLYGON ((998271.5236206055 222317.6588134766,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1014602</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>014602</td>\n",
       "      <td>146.02</td>\n",
       "      <td>MN32</td>\n",
       "      <td>Yorkville</td>\n",
       "      <td>3805</td>\n",
       "      <td>1.175339e+06</td>\n",
       "      <td>4528.695483</td>\n",
       "      <td>POLYGON ((998660.5087890625 223021.3121948242,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1014801</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>014801</td>\n",
       "      <td>148.01</td>\n",
       "      <td>MN40</td>\n",
       "      <td>Upper East Side-Carnegie Hill</td>\n",
       "      <td>3805</td>\n",
       "      <td>5.592162e+05</td>\n",
       "      <td>3135.951423</td>\n",
       "      <td>POLYGON ((996994.3508300781 223026.0794067383,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1014802</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>014802</td>\n",
       "      <td>148.02</td>\n",
       "      <td>MN40</td>\n",
       "      <td>Upper East Side-Carnegie Hill</td>\n",
       "      <td>3805</td>\n",
       "      <td>1.351365e+06</td>\n",
       "      <td>4691.029341</td>\n",
       "      <td>POLYGON ((997637.4860229492 224187.0347900391,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1015300</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>015300</td>\n",
       "      <td>153</td>\n",
       "      <td>MN14</td>\n",
       "      <td>Lincoln Square</td>\n",
       "      <td>3806</td>\n",
       "      <td>1.872393e+06</td>\n",
       "      <td>5674.292342</td>\n",
       "      <td>POLYGON ((990644.7542114258 221597.942199707, ...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2136</th>\n",
       "      <td>2021800</td>\n",
       "      <td>2</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>E</td>\n",
       "      <td>021800</td>\n",
       "      <td>218</td>\n",
       "      <td>BX08</td>\n",
       "      <td>West Farms-Bronx River</td>\n",
       "      <td>3709</td>\n",
       "      <td>3.460969e+06</td>\n",
       "      <td>9122.453686</td>\n",
       "      <td>POLYGON ((1021107.376037598 243458.9674072266,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2137</th>\n",
       "      <td>2024000</td>\n",
       "      <td>2</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>E</td>\n",
       "      <td>024000</td>\n",
       "      <td>240</td>\n",
       "      <td>BX37</td>\n",
       "      <td>Van Nest-Morris Park-Westchester Square</td>\n",
       "      <td>3704</td>\n",
       "      <td>2.577349e+06</td>\n",
       "      <td>7190.177079</td>\n",
       "      <td>POLYGON ((1021556.863220215 246239.2802124023,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2138</th>\n",
       "      <td>2006000</td>\n",
       "      <td>2</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>E</td>\n",
       "      <td>006000</td>\n",
       "      <td>60</td>\n",
       "      <td>BX75</td>\n",
       "      <td>Crotona Park East</td>\n",
       "      <td>3705</td>\n",
       "      <td>3.413187e+06</td>\n",
       "      <td>7818.412089</td>\n",
       "      <td>POLYGON ((1017867.582641602 245337.3627929688,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2139</th>\n",
       "      <td>2006200</td>\n",
       "      <td>2</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>E</td>\n",
       "      <td>006200</td>\n",
       "      <td>62</td>\n",
       "      <td>BX08</td>\n",
       "      <td>West Farms-Bronx River</td>\n",
       "      <td>3709</td>\n",
       "      <td>2.035611e+06</td>\n",
       "      <td>7175.713453</td>\n",
       "      <td>POLYGON ((1019153.905639648 243875.9155883789,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2140</th>\n",
       "      <td>3030300</td>\n",
       "      <td>3</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>E</td>\n",
       "      <td>030300</td>\n",
       "      <td>303</td>\n",
       "      <td>BK79</td>\n",
       "      <td>Ocean Hill</td>\n",
       "      <td>4007</td>\n",
       "      <td>2.690240e+06</td>\n",
       "      <td>6898.560842</td>\n",
       "      <td>POLYGON ((1008188.862182617 185753.8187866211,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2141</th>\n",
       "      <td>3036501</td>\n",
       "      <td>3</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>E</td>\n",
       "      <td>036501</td>\n",
       "      <td>365.01</td>\n",
       "      <td>BK79</td>\n",
       "      <td>Ocean Hill</td>\n",
       "      <td>4007</td>\n",
       "      <td>1.369715e+06</td>\n",
       "      <td>5483.369156</td>\n",
       "      <td>POLYGON ((1008957.26940918 185699.4918212891, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142</th>\n",
       "      <td>3079602</td>\n",
       "      <td>3</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>E</td>\n",
       "      <td>079602</td>\n",
       "      <td>796.02</td>\n",
       "      <td>BK60</td>\n",
       "      <td>Prospect Lefferts Gardens-Wingate</td>\n",
       "      <td>4011</td>\n",
       "      <td>1.453525e+06</td>\n",
       "      <td>5043.967955</td>\n",
       "      <td>POLYGON ((996507.9182128906 176285.0225830078,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2143</th>\n",
       "      <td>3082000</td>\n",
       "      <td>3</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>E</td>\n",
       "      <td>082000</td>\n",
       "      <td>820</td>\n",
       "      <td>BK60</td>\n",
       "      <td>Prospect Lefferts Gardens-Wingate</td>\n",
       "      <td>4011</td>\n",
       "      <td>1.599913e+06</td>\n",
       "      <td>5582.419306</td>\n",
       "      <td>POLYGON ((998104.8178100586 178068.6047973633,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2144</th>\n",
       "      <td>3082200</td>\n",
       "      <td>3</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>E</td>\n",
       "      <td>082200</td>\n",
       "      <td>822</td>\n",
       "      <td>BK60</td>\n",
       "      <td>Prospect Lefferts Gardens-Wingate</td>\n",
       "      <td>4011</td>\n",
       "      <td>1.827423e+06</td>\n",
       "      <td>5792.844437</td>\n",
       "      <td>POLYGON ((997439.182800293 176336.3872070312, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2145</th>\n",
       "      <td>1003400</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>003400</td>\n",
       "      <td>34</td>\n",
       "      <td>MN22</td>\n",
       "      <td>East Village</td>\n",
       "      <td>3809</td>\n",
       "      <td>1.718946e+06</td>\n",
       "      <td>5503.345191</td>\n",
       "      <td>POLYGON ((990340.0073852539 205029.4624023438,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2146</th>\n",
       "      <td>3090000</td>\n",
       "      <td>3</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>E</td>\n",
       "      <td>090000</td>\n",
       "      <td>900</td>\n",
       "      <td>BK81</td>\n",
       "      <td>Brownsville</td>\n",
       "      <td>4007</td>\n",
       "      <td>2.645351e+06</td>\n",
       "      <td>6709.231083</td>\n",
       "      <td>POLYGON ((1007479.828186035 181438.7852172852,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2147</th>\n",
       "      <td>3000900</td>\n",
       "      <td>3</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>I</td>\n",
       "      <td>000900</td>\n",
       "      <td>9</td>\n",
       "      <td>BK09</td>\n",
       "      <td>Brooklyn Heights-Cobble Hill</td>\n",
       "      <td>4004</td>\n",
       "      <td>1.737777e+06</td>\n",
       "      <td>5883.375467</td>\n",
       "      <td>POLYGON ((986838.3345947266 192326.7385864258,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2148</th>\n",
       "      <td>3036100</td>\n",
       "      <td>3</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>E</td>\n",
       "      <td>036100</td>\n",
       "      <td>361</td>\n",
       "      <td>BK79</td>\n",
       "      <td>Ocean Hill</td>\n",
       "      <td>4007</td>\n",
       "      <td>1.524421e+06</td>\n",
       "      <td>6064.700108</td>\n",
       "      <td>POLYGON ((1007864.663391113 183580.8475952148,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2149</th>\n",
       "      <td>3078200</td>\n",
       "      <td>3</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>E</td>\n",
       "      <td>078200</td>\n",
       "      <td>782</td>\n",
       "      <td>BK91</td>\n",
       "      <td>East Flatbush-Farragut</td>\n",
       "      <td>4010</td>\n",
       "      <td>1.811374e+06</td>\n",
       "      <td>5948.145346</td>\n",
       "      <td>POLYGON ((1001592.999633789 171330.1213989258,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2150</th>\n",
       "      <td>3083000</td>\n",
       "      <td>3</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>E</td>\n",
       "      <td>083000</td>\n",
       "      <td>830</td>\n",
       "      <td>BK91</td>\n",
       "      <td>East Flatbush-Farragut</td>\n",
       "      <td>4010</td>\n",
       "      <td>2.171915e+06</td>\n",
       "      <td>6600.753863</td>\n",
       "      <td>POLYGON ((1000207.434997559 172073.5809936523,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2151</th>\n",
       "      <td>1006000</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>006000</td>\n",
       "      <td>60</td>\n",
       "      <td>MN50</td>\n",
       "      <td>Stuyvesant Town-Cooper Village</td>\n",
       "      <td>3808</td>\n",
       "      <td>1.296018e+06</td>\n",
       "      <td>5239.096008</td>\n",
       "      <td>POLYGON ((991333.3630371094 207173.3526000977,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2152</th>\n",
       "      <td>3031300</td>\n",
       "      <td>3</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>E</td>\n",
       "      <td>031300</td>\n",
       "      <td>313</td>\n",
       "      <td>BK61</td>\n",
       "      <td>Crown Heights North</td>\n",
       "      <td>4006</td>\n",
       "      <td>1.832522e+06</td>\n",
       "      <td>5465.787220</td>\n",
       "      <td>POLYGON ((999740.874206543 186352, 999901.1726...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2153</th>\n",
       "      <td>3031500</td>\n",
       "      <td>3</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>E</td>\n",
       "      <td>031500</td>\n",
       "      <td>315</td>\n",
       "      <td>BK61</td>\n",
       "      <td>Crown Heights North</td>\n",
       "      <td>4006</td>\n",
       "      <td>1.886108e+06</td>\n",
       "      <td>5658.750760</td>\n",
       "      <td>POLYGON ((998973.1525878906 186411.3536376953,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2154</th>\n",
       "      <td>3019300</td>\n",
       "      <td>3</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>E</td>\n",
       "      <td>019300</td>\n",
       "      <td>193</td>\n",
       "      <td>BK69</td>\n",
       "      <td>Clinton Hill</td>\n",
       "      <td>4004</td>\n",
       "      <td>2.903179e+06</td>\n",
       "      <td>6981.649815</td>\n",
       "      <td>POLYGON ((995501.4732055664 190827.6047973633,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2155</th>\n",
       "      <td>3023300</td>\n",
       "      <td>3</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>E</td>\n",
       "      <td>023300</td>\n",
       "      <td>233</td>\n",
       "      <td>BK75</td>\n",
       "      <td>Bedford</td>\n",
       "      <td>4003</td>\n",
       "      <td>1.849442e+06</td>\n",
       "      <td>5438.790291</td>\n",
       "      <td>POLYGON ((996695.8309936523 190462.5628051758,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2156</th>\n",
       "      <td>1002800</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>E</td>\n",
       "      <td>002800</td>\n",
       "      <td>28</td>\n",
       "      <td>MN28</td>\n",
       "      <td>Lower East Side</td>\n",
       "      <td>3809</td>\n",
       "      <td>1.973562e+06</td>\n",
       "      <td>5627.595336</td>\n",
       "      <td>POLYGON ((991650.9154052734 204299.32421875, 9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2157</th>\n",
       "      <td>1004400</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>004400</td>\n",
       "      <td>44</td>\n",
       "      <td>MN50</td>\n",
       "      <td>Stuyvesant Town-Cooper Village</td>\n",
       "      <td>3808</td>\n",
       "      <td>4.277454e+06</td>\n",
       "      <td>9684.842507</td>\n",
       "      <td>(POLYGON ((994681.4056396484 203127.6748046875...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2158</th>\n",
       "      <td>4137700</td>\n",
       "      <td>4</td>\n",
       "      <td>Queens</td>\n",
       "      <td>I</td>\n",
       "      <td>137700</td>\n",
       "      <td>1377</td>\n",
       "      <td>QN42</td>\n",
       "      <td>Oakland Gardens</td>\n",
       "      <td>4104</td>\n",
       "      <td>8.038804e+06</td>\n",
       "      <td>12085.908028</td>\n",
       "      <td>POLYGON ((1052563.640808105 209850.8568115234,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2159</th>\n",
       "      <td>4138502</td>\n",
       "      <td>4</td>\n",
       "      <td>Queens</td>\n",
       "      <td>I</td>\n",
       "      <td>138502</td>\n",
       "      <td>1385.02</td>\n",
       "      <td>QN99</td>\n",
       "      <td>park-cemetery-etc-Queens</td>\n",
       "      <td>4104</td>\n",
       "      <td>2.620882e+07</td>\n",
       "      <td>48473.195704</td>\n",
       "      <td>POLYGON ((1054368.627197266 217912.8056030273,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2160</th>\n",
       "      <td>1028700</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>E</td>\n",
       "      <td>028700</td>\n",
       "      <td>287</td>\n",
       "      <td>MN35</td>\n",
       "      <td>Washington Heights North</td>\n",
       "      <td>3801</td>\n",
       "      <td>5.710876e+06</td>\n",
       "      <td>12407.587938</td>\n",
       "      <td>POLYGON ((1003963.362792969 255062.9552001953,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2161</th>\n",
       "      <td>1029700</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>I</td>\n",
       "      <td>029700</td>\n",
       "      <td>297</td>\n",
       "      <td>MN99</td>\n",
       "      <td>park-cemetery-etc-Manhattan</td>\n",
       "      <td>3801</td>\n",
       "      <td>9.961849e+06</td>\n",
       "      <td>20553.099113</td>\n",
       "      <td>(POLYGON ((1004601.953430176 259027.5151977539...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2162</th>\n",
       "      <td>3000100</td>\n",
       "      <td>3</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>I</td>\n",
       "      <td>000100</td>\n",
       "      <td>1</td>\n",
       "      <td>BK09</td>\n",
       "      <td>Brooklyn Heights-Cobble Hill</td>\n",
       "      <td>4004</td>\n",
       "      <td>2.237282e+06</td>\n",
       "      <td>6527.281839</td>\n",
       "      <td>POLYGON ((986764.3486328125 194584.6243896484,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2163</th>\n",
       "      <td>3000301</td>\n",
       "      <td>3</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>I</td>\n",
       "      <td>000301</td>\n",
       "      <td>3.01</td>\n",
       "      <td>BK09</td>\n",
       "      <td>Brooklyn Heights-Cobble Hill</td>\n",
       "      <td>4004</td>\n",
       "      <td>2.142139e+06</td>\n",
       "      <td>6466.952122</td>\n",
       "      <td>POLYGON ((985832.7232055664 193771.6766357422,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2164</th>\n",
       "      <td>1023300</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>E</td>\n",
       "      <td>023300</td>\n",
       "      <td>233</td>\n",
       "      <td>MN04</td>\n",
       "      <td>Hamilton Heights</td>\n",
       "      <td>3802</td>\n",
       "      <td>2.535724e+06</td>\n",
       "      <td>7136.778935</td>\n",
       "      <td>POLYGON ((999389.0635986328 241090.4204101562,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2165</th>\n",
       "      <td>1023700</td>\n",
       "      <td>1</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>E</td>\n",
       "      <td>023700</td>\n",
       "      <td>237</td>\n",
       "      <td>MN04</td>\n",
       "      <td>Hamilton Heights</td>\n",
       "      <td>3802</td>\n",
       "      <td>2.897558e+06</td>\n",
       "      <td>7073.400099</td>\n",
       "      <td>POLYGON ((1000029.442993164 242245.0491943359,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2166 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     BoroCT2010 BoroCode       BoroName CDEligibil  CT2010  CTLabel NTACode  \\\n",
       "0       5000900        5  Staten Island          I  000900        9    SI22   \n",
       "1       5012500        5  Staten Island          I  012500      125    SI22   \n",
       "2       5013301        5  Staten Island          E  013301   133.01    SI22   \n",
       "3       5019700        5  Staten Island          I  019700      197    SI07   \n",
       "4       5002002        5  Staten Island          I  002002    20.02    SI14   \n",
       "5       5006400        5  Staten Island          I  006400       64    SI14   \n",
       "6       5007400        5  Staten Island          I  007400       74    SI14   \n",
       "7       5018701        5  Staten Island          I  018701   187.01    SI07   \n",
       "8       1002202        1      Manhattan          I  002202    22.02    MN28   \n",
       "9       1003200        1      Manhattan          I  003200       32    MN22   \n",
       "10      1006800        1      Manhattan          I  006800       68    MN21   \n",
       "11      1008900        1      Manhattan          I  008900       89    MN13   \n",
       "12      1009600        1      Manhattan          E  009600       96    MN17   \n",
       "13      1009800        1      Manhattan          I  009800       98    MN19   \n",
       "14      1010000        1      Manhattan          I  010000      100    MN19   \n",
       "15      1010200        1      Manhattan          I  010200      102    MN17   \n",
       "16      1010400        1      Manhattan          I  010400      104    MN17   \n",
       "17      1011201        1      Manhattan          I  011201   112.01    MN17   \n",
       "18      1011202        1      Manhattan          I  011202   112.02    MN17   \n",
       "19      1011203        1      Manhattan          I  011203   112.03    MN19   \n",
       "20      1011300        1      Manhattan          I  011300      113    MN17   \n",
       "21      1011402        1      Manhattan          I  011402   114.02    MN40   \n",
       "22      1013000        1      Manhattan          I  013000      130    MN40   \n",
       "23      1014000        1      Manhattan          I  014000      140    MN40   \n",
       "24      1014200        1      Manhattan          I  014200      142    MN40   \n",
       "25      1014601        1      Manhattan          I  014601   146.01    MN32   \n",
       "26      1014602        1      Manhattan          I  014602   146.02    MN32   \n",
       "27      1014801        1      Manhattan          I  014801   148.01    MN40   \n",
       "28      1014802        1      Manhattan          I  014802   148.02    MN40   \n",
       "29      1015300        1      Manhattan          I  015300      153    MN14   \n",
       "...         ...      ...            ...        ...     ...      ...     ...   \n",
       "2136    2021800        2          Bronx          E  021800      218    BX08   \n",
       "2137    2024000        2          Bronx          E  024000      240    BX37   \n",
       "2138    2006000        2          Bronx          E  006000       60    BX75   \n",
       "2139    2006200        2          Bronx          E  006200       62    BX08   \n",
       "2140    3030300        3       Brooklyn          E  030300      303    BK79   \n",
       "2141    3036501        3       Brooklyn          E  036501   365.01    BK79   \n",
       "2142    3079602        3       Brooklyn          E  079602   796.02    BK60   \n",
       "2143    3082000        3       Brooklyn          E  082000      820    BK60   \n",
       "2144    3082200        3       Brooklyn          E  082200      822    BK60   \n",
       "2145    1003400        1      Manhattan          I  003400       34    MN22   \n",
       "2146    3090000        3       Brooklyn          E  090000      900    BK81   \n",
       "2147    3000900        3       Brooklyn          I  000900        9    BK09   \n",
       "2148    3036100        3       Brooklyn          E  036100      361    BK79   \n",
       "2149    3078200        3       Brooklyn          E  078200      782    BK91   \n",
       "2150    3083000        3       Brooklyn          E  083000      830    BK91   \n",
       "2151    1006000        1      Manhattan          I  006000       60    MN50   \n",
       "2152    3031300        3       Brooklyn          E  031300      313    BK61   \n",
       "2153    3031500        3       Brooklyn          E  031500      315    BK61   \n",
       "2154    3019300        3       Brooklyn          E  019300      193    BK69   \n",
       "2155    3023300        3       Brooklyn          E  023300      233    BK75   \n",
       "2156    1002800        1      Manhattan          E  002800       28    MN28   \n",
       "2157    1004400        1      Manhattan          I  004400       44    MN50   \n",
       "2158    4137700        4         Queens          I  137700     1377    QN42   \n",
       "2159    4138502        4         Queens          I  138502  1385.02    QN99   \n",
       "2160    1028700        1      Manhattan          E  028700      287    MN35   \n",
       "2161    1029700        1      Manhattan          I  029700      297    MN99   \n",
       "2162    3000100        3       Brooklyn          I  000100        1    BK09   \n",
       "2163    3000301        3       Brooklyn          I  000301     3.01    BK09   \n",
       "2164    1023300        1      Manhattan          E  023300      233    MN04   \n",
       "2165    1023700        1      Manhattan          E  023700      237    MN04   \n",
       "\n",
       "                                         NTAName  PUMA    Shape_Area  \\\n",
       "0      West New Brighton-New Brighton-St. George  3903  2.497010e+06   \n",
       "1      West New Brighton-New Brighton-St. George  3903  4.954936e+06   \n",
       "2      West New Brighton-New Brighton-St. George  3903  7.217847e+05   \n",
       "3                                    Westerleigh  3903  3.231720e+06   \n",
       "4                Grasmere-Arrochar-Ft. Wadsworth  3902  8.501224e+06   \n",
       "5                Grasmere-Arrochar-Ft. Wadsworth  3902  7.643184e+06   \n",
       "6                Grasmere-Arrochar-Ft. Wadsworth  3902  5.788238e+06   \n",
       "7                                    Westerleigh  3903  4.267476e+06   \n",
       "8                                Lower East Side  3809  6.039223e+05   \n",
       "9                                   East Village  3809  2.334190e+06   \n",
       "10                                      Gramercy  3808  1.877943e+06   \n",
       "11    Hudson Yards-Chelsea-Flatiron-Union Square  3807  1.782279e+06   \n",
       "12                         Midtown-Midtown South  3807  1.887288e+06   \n",
       "13                       Turtle Bay-East Midtown  3808  1.906016e+06   \n",
       "14                       Turtle Bay-East Midtown  3808  1.860938e+06   \n",
       "15                         Midtown-Midtown South  3807  1.860993e+06   \n",
       "16                         Midtown-Midtown South  3807  1.864600e+06   \n",
       "17                         Midtown-Midtown South  3807  8.561644e+05   \n",
       "18                         Midtown-Midtown South  3807  8.395258e+05   \n",
       "19                       Turtle Bay-East Midtown  3808  8.540825e+05   \n",
       "20                         Midtown-Midtown South  3807  1.890907e+06   \n",
       "21                 Upper East Side-Carnegie Hill  3805  1.063547e+06   \n",
       "22                 Upper East Side-Carnegie Hill  3805  1.918145e+06   \n",
       "23                 Upper East Side-Carnegie Hill  3805  1.925984e+06   \n",
       "24                 Upper East Side-Carnegie Hill  3805  1.927688e+06   \n",
       "25                                     Yorkville  3805  7.998799e+05   \n",
       "26                                     Yorkville  3805  1.175339e+06   \n",
       "27                 Upper East Side-Carnegie Hill  3805  5.592162e+05   \n",
       "28                 Upper East Side-Carnegie Hill  3805  1.351365e+06   \n",
       "29                                Lincoln Square  3806  1.872393e+06   \n",
       "...                                          ...   ...           ...   \n",
       "2136                      West Farms-Bronx River  3709  3.460969e+06   \n",
       "2137     Van Nest-Morris Park-Westchester Square  3704  2.577349e+06   \n",
       "2138                           Crotona Park East  3705  3.413187e+06   \n",
       "2139                      West Farms-Bronx River  3709  2.035611e+06   \n",
       "2140                                  Ocean Hill  4007  2.690240e+06   \n",
       "2141                                  Ocean Hill  4007  1.369715e+06   \n",
       "2142           Prospect Lefferts Gardens-Wingate  4011  1.453525e+06   \n",
       "2143           Prospect Lefferts Gardens-Wingate  4011  1.599913e+06   \n",
       "2144           Prospect Lefferts Gardens-Wingate  4011  1.827423e+06   \n",
       "2145                                East Village  3809  1.718946e+06   \n",
       "2146                                 Brownsville  4007  2.645351e+06   \n",
       "2147                Brooklyn Heights-Cobble Hill  4004  1.737777e+06   \n",
       "2148                                  Ocean Hill  4007  1.524421e+06   \n",
       "2149                      East Flatbush-Farragut  4010  1.811374e+06   \n",
       "2150                      East Flatbush-Farragut  4010  2.171915e+06   \n",
       "2151              Stuyvesant Town-Cooper Village  3808  1.296018e+06   \n",
       "2152                         Crown Heights North  4006  1.832522e+06   \n",
       "2153                         Crown Heights North  4006  1.886108e+06   \n",
       "2154                                Clinton Hill  4004  2.903179e+06   \n",
       "2155                                     Bedford  4003  1.849442e+06   \n",
       "2156                             Lower East Side  3809  1.973562e+06   \n",
       "2157              Stuyvesant Town-Cooper Village  3808  4.277454e+06   \n",
       "2158                             Oakland Gardens  4104  8.038804e+06   \n",
       "2159                    park-cemetery-etc-Queens  4104  2.620882e+07   \n",
       "2160                    Washington Heights North  3801  5.710876e+06   \n",
       "2161                 park-cemetery-etc-Manhattan  3801  9.961849e+06   \n",
       "2162                Brooklyn Heights-Cobble Hill  4004  2.237282e+06   \n",
       "2163                Brooklyn Heights-Cobble Hill  4004  2.142139e+06   \n",
       "2164                            Hamilton Heights  3802  2.535724e+06   \n",
       "2165                            Hamilton Heights  3802  2.897558e+06   \n",
       "\n",
       "        Shape_Leng                                           geometry  \n",
       "0      7729.016729  POLYGON ((962269.1260375977 173705.5001831055,...  \n",
       "1     10582.855530  POLYGON ((951998.5532226562 168438.0043945312,...  \n",
       "2      3428.312676  POLYGON ((951720.9486083984 170488.4069824219,...  \n",
       "3      9097.697226  POLYGON ((947819.2308349609 164190.0209960938,...  \n",
       "4     12591.725901  POLYGON ((966615.2556152344 158662.2927856445,...  \n",
       "5     12726.360406  POLYGON ((963023.891784668 158246.7521972656, ...  \n",
       "6      9902.948475  POLYGON ((967656.8290405273 155637.1314086914,...  \n",
       "7      8626.771269  POLYGON ((950555.9412231445 161453.658203125, ...  \n",
       "8      3817.391631  POLYGON ((990284.3284301758 201838.3563842773,...  \n",
       "9      6358.386684  POLYGON ((989819.2963867188 204093.9949951172,...  \n",
       "10     5723.883037  POLYGON ((989553.9097900391 209596.7955932617,...  \n",
       "11     5578.769499  POLYGON ((984534.7501831055 210565.4451904297,...  \n",
       "12     5737.356247  POLYGON ((990440.5057983398 215405.0643920898,...  \n",
       "13     5534.199811  POLYGON ((994133.507019043 214848.8975830078, ...  \n",
       "14     5692.168488  POLYGON ((993108.3057861328 216013.1307983398,...  \n",
       "15     5687.802579  POLYGON ((992216.5391845703 216507.6870117188,...  \n",
       "16     5693.036118  POLYGON ((991325.8814086914 217001.6885986328,...  \n",
       "17     3716.146785  POLYGON ((991725.2440185547 217725.2991943359,...  \n",
       "18     3688.762328  POLYGON ((992615.8984375 217228.1416015625, 99...  \n",
       "19     3701.173031  POLYGON ((993507.2319946289 216732.0338134766,...  \n",
       "20     5699.860641  POLYGON ((988650.2766113281 214286.4022216797,...  \n",
       "21     4125.256100  POLYGON ((994013.2479858398 217645.299621582, ...  \n",
       "22     5807.972956  POLYGON ((994920.1096191406 221386.2695922852,...  \n",
       "23     5820.815640  POLYGON ((996728.3079833984 222545.6896362305,...  \n",
       "24     5821.704944  POLYGON ((995836.4956054688 223039.7406005859,...  \n",
       "25     4016.133393  POLYGON ((998271.5236206055 222317.6588134766,...  \n",
       "26     4528.695483  POLYGON ((998660.5087890625 223021.3121948242,...  \n",
       "27     3135.951423  POLYGON ((996994.3508300781 223026.0794067383,...  \n",
       "28     4691.029341  POLYGON ((997637.4860229492 224187.0347900391,...  \n",
       "29     5674.292342  POLYGON ((990644.7542114258 221597.942199707, ...  \n",
       "...            ...                                                ...  \n",
       "2136   9122.453686  POLYGON ((1021107.376037598 243458.9674072266,...  \n",
       "2137   7190.177079  POLYGON ((1021556.863220215 246239.2802124023,...  \n",
       "2138   7818.412089  POLYGON ((1017867.582641602 245337.3627929688,...  \n",
       "2139   7175.713453  POLYGON ((1019153.905639648 243875.9155883789,...  \n",
       "2140   6898.560842  POLYGON ((1008188.862182617 185753.8187866211,...  \n",
       "2141   5483.369156  POLYGON ((1008957.26940918 185699.4918212891, ...  \n",
       "2142   5043.967955  POLYGON ((996507.9182128906 176285.0225830078,...  \n",
       "2143   5582.419306  POLYGON ((998104.8178100586 178068.6047973633,...  \n",
       "2144   5792.844437  POLYGON ((997439.182800293 176336.3872070312, ...  \n",
       "2145   5503.345191  POLYGON ((990340.0073852539 205029.4624023438,...  \n",
       "2146   6709.231083  POLYGON ((1007479.828186035 181438.7852172852,...  \n",
       "2147   5883.375467  POLYGON ((986838.3345947266 192326.7385864258,...  \n",
       "2148   6064.700108  POLYGON ((1007864.663391113 183580.8475952148,...  \n",
       "2149   5948.145346  POLYGON ((1001592.999633789 171330.1213989258,...  \n",
       "2150   6600.753863  POLYGON ((1000207.434997559 172073.5809936523,...  \n",
       "2151   5239.096008  POLYGON ((991333.3630371094 207173.3526000977,...  \n",
       "2152   5465.787220  POLYGON ((999740.874206543 186352, 999901.1726...  \n",
       "2153   5658.750760  POLYGON ((998973.1525878906 186411.3536376953,...  \n",
       "2154   6981.649815  POLYGON ((995501.4732055664 190827.6047973633,...  \n",
       "2155   5438.790291  POLYGON ((996695.8309936523 190462.5628051758,...  \n",
       "2156   5627.595336  POLYGON ((991650.9154052734 204299.32421875, 9...  \n",
       "2157   9684.842507  (POLYGON ((994681.4056396484 203127.6748046875...  \n",
       "2158  12085.908028  POLYGON ((1052563.640808105 209850.8568115234,...  \n",
       "2159  48473.195704  POLYGON ((1054368.627197266 217912.8056030273,...  \n",
       "2160  12407.587938  POLYGON ((1003963.362792969 255062.9552001953,...  \n",
       "2161  20553.099113  (POLYGON ((1004601.953430176 259027.5151977539...  \n",
       "2162   6527.281839  POLYGON ((986764.3486328125 194584.6243896484,...  \n",
       "2163   6466.952122  POLYGON ((985832.7232055664 193771.6766357422,...  \n",
       "2164   7136.778935  POLYGON ((999389.0635986328 241090.4204101562,...  \n",
       "2165   7073.400099  POLYGON ((1000029.442993164 242245.0491943359,...  \n",
       "\n",
       "[2166 rows x 12 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ct = gpd.read_file('../shapefiles/nyct2010.shp')\n",
    "ct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ct = ct.to_crs({'init': 'epsg:4326'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ct2 = ct.merge(zz, left_index=True, right_index=True, how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ct2.biketrip_count = np.log(ct2.biketrip_count.fillna(1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(ct2.CTLabel.unique().tolist())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The white point should be inside the zone indicated by the red point. Google maps that is a 6 minute difference in location walking, which is quite a lot. Something is very broken about the spatial join. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(40.7, 40.75)"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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bFKw5tJTQh0EMnNSf9j+0/+D5hNgENv+9leDLwQhZAob6RrjUak67Rl3R0Vbf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k0hNT2ZRy/8CY0K5tXbKJLSEj96qNneoSSValahZvPaOLpWQqij+ogQrSkoAEVlCv7IkwfhrFtw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Xss8GaimP/JAKftfua1pKphGcgmyATT5j1m3rydV7k6hZ15XAN2EMaL8Cz2p/cuPSE03Ly3JG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nDTdQIDXymkPkJWqETB9xEEgSNHDjF/wSwyMqSMntmZ9j0bcOWUJ38uO8vHlHQm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\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RI6DPn75GRiWGU1JezJNPPtuSD0NyE76+fsyYMZv333+X0KFDbut7T1w8jKHewNyHp/3p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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdb679a1eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ct2.plot('biketrip_count', cmap=plt.cm.viridis)\n",
    "plt.plot([-73.980858,], [40.720875, ] , 'o', color='white')\n",
    "plt.plot(-73.98370854854818,  40.72555342330404, 'o', color='red')\n",
    "plt.gcf().set_size_inches(12, 9)\n",
    "plt.xlim(-74.0, -73.95)\n",
    "plt.ylim(40.7, 40.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "citibike_cleaning_nb.ipynb\t    stations.2017.04.20.09.43.json\r\n",
      "derby.log\t\t\t    subway_test_1.ipynb\r\n",
      "exploratory_bike_station_ids.ipynb  subway_test_2.ipynb\r\n",
      "lowfreq_bike_stations.ipynb\t    Untitled.ipynb\r\n",
      "sql_test_1.ipynb\r\n"
     ]
    }
   ],
   "source": [
    "!ls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "zz = bike['trip_duration start_ct_id'.split()].groupby('start_ct_id').count().compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "POINT (-73.98370854854818 40.72555342330404)\n"
     ]
    }
   ],
   "source": [
    "print(ct.geometry[9].centroid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LocationID</th>\n",
       "      <th>OBJECTID</th>\n",
       "      <th>Shape_Area</th>\n",
       "      <th>Shape_Leng</th>\n",
       "      <th>borough</th>\n",
       "      <th>geometry</th>\n",
       "      <th>zone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000782</td>\n",
       "      <td>0.116357</td>\n",
       "      <td>EWR</td>\n",
       "      <td>POLYGON ((-74.18445299999996 40.6949959999999,...</td>\n",
       "      <td>Newark Airport</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.004866</td>\n",
       "      <td>0.433470</td>\n",
       "      <td>Queens</td>\n",
       "      <td>(POLYGON ((-73.82337597260663 40.6389870471767...</td>\n",
       "      <td>Jamaica Bay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000314</td>\n",
       "      <td>0.084341</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>POLYGON ((-73.84792614099985 40.87134223399991...</td>\n",
       "      <td>Allerton/Pelham Gardens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000112</td>\n",
       "      <td>0.043567</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>POLYGON ((-73.97177410965318 40.72582128133705...</td>\n",
       "      <td>Alphabet City</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000498</td>\n",
       "      <td>0.092146</td>\n",
       "      <td>Staten Island</td>\n",
       "      <td>POLYGON ((-74.17421738099989 40.56256808599987...</td>\n",
       "      <td>Arden Heights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0.000606</td>\n",
       "      <td>0.150491</td>\n",
       "      <td>Staten Island</td>\n",
       "      <td>POLYGON ((-74.06367318899999 40.60219816599994...</td>\n",
       "      <td>Arrochar/Fort Wadsworth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0.000390</td>\n",
       "      <td>0.107417</td>\n",
       "      <td>Queens</td>\n",
       "      <td>POLYGON ((-73.90413637799996 40.76752031699986...</td>\n",
       "      <td>Astoria</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>0.027591</td>\n",
       "      <td>Queens</td>\n",
       "      <td>POLYGON ((-73.92334041500001 40.77512891199993...</td>\n",
       "      <td>Astoria Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>0.000338</td>\n",
       "      <td>0.099784</td>\n",
       "      <td>Queens</td>\n",
       "      <td>POLYGON ((-73.78502434699996 40.76103651599986...</td>\n",
       "      <td>Auburndale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>0.000436</td>\n",
       "      <td>0.099839</td>\n",
       "      <td>Queens</td>\n",
       "      <td>POLYGON ((-73.7832662499999 40.68999429299992,...</td>\n",
       "      <td>Baisley Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>0.000265</td>\n",
       "      <td>0.079211</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>POLYGON ((-74.00109809499993 40.60303462599992...</td>\n",
       "      <td>Bath Beach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>0.000042</td>\n",
       "      <td>0.036661</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>POLYGON ((-74.01565756599994 40.70483308799993...</td>\n",
       "      <td>Battery Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>0.000149</td>\n",
       "      <td>0.050281</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>POLYGON ((-74.01244109299991 40.7190576729999,...</td>\n",
       "      <td>Battery Park City</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>0.001382</td>\n",
       "      <td>0.175214</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>POLYGON ((-74.03407329297129 40.64431393298185...</td>\n",
       "      <td>Bay Ridge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>0.000925</td>\n",
       "      <td>0.144336</td>\n",
       "      <td>Queens</td>\n",
       "      <td>POLYGON ((-73.7774039129087 40.79659824126783,...</td>\n",
       "      <td>Bay Terrace/Fort Totten</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>0.000872</td>\n",
       "      <td>0.141292</td>\n",
       "      <td>Queens</td>\n",
       "      <td>POLYGON ((-73.7685730499999 40.77910542899991,...</td>\n",
       "      <td>Bayside</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>0.000323</td>\n",
       "      <td>0.093523</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>POLYGON ((-73.94306406899986 40.70142443499989...</td>\n",
       "      <td>Bedford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>0.000149</td>\n",
       "      <td>0.069800</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>POLYGON ((-73.88513907699999 40.86638287399992...</td>\n",
       "      <td>Bedford Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>0.000547</td>\n",
       "      <td>0.101825</td>\n",
       "      <td>Queens</td>\n",
       "      <td>POLYGON ((-73.72339596299987 40.75038907599986...</td>\n",
       "      <td>Bellerose</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>0.000135</td>\n",
       "      <td>0.051440</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>POLYGON ((-73.88386792099986 40.8642908889999,...</td>\n",
       "      <td>Belmont</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>0.000380</td>\n",
       "      <td>0.115974</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>POLYGON ((-73.97418385499991 40.6094635019999,...</td>\n",
       "      <td>Bensonhurst East</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>0.000472</td>\n",
       "      <td>0.126170</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>POLYGON ((-73.99254973599997 40.62427426799996...</td>\n",
       "      <td>Bensonhurst West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>0.002196</td>\n",
       "      <td>0.290556</td>\n",
       "      <td>Staten Island</td>\n",
       "      <td>POLYGON ((-74.19568609223377 40.63501686464005...</td>\n",
       "      <td>Bloomfield/Emerson Hill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>0.047000</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>POLYGON ((-73.95953658899998 40.7987185259999,...</td>\n",
       "      <td>Bloomingdale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>0.000124</td>\n",
       "      <td>0.047146</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>POLYGON ((-73.98155298299992 40.68914616399994...</td>\n",
       "      <td>Boerum Hill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>0.000534</td>\n",
       "      <td>0.123548</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>POLYGON ((-73.98331628499983 40.6414786819999,...</td>\n",
       "      <td>Borough Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>0.001341</td>\n",
       "      <td>0.202509</td>\n",
       "      <td>Queens</td>\n",
       "      <td>POLYGON ((-73.86522555399998 40.57045847199989...</td>\n",
       "      <td>Breezy Point/Fort Tilden/Riis Beach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>0.000291</td>\n",
       "      <td>0.097961</td>\n",
       "      <td>Queens</td>\n",
       "      <td>POLYGON ((-73.79240413399991 40.71619304099993...</td>\n",
       "      <td>Briarwood/Jamaica Hills</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>0.000202</td>\n",
       "      <td>0.071408</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>POLYGON ((-73.96004798699995 40.58326987199995...</td>\n",
       "      <td>Brighton Beach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>0.000146</td>\n",
       "      <td>0.094510</td>\n",
       "      <td>Queens</td>\n",
       "      <td>POLYGON ((-73.82075892499992 40.61523267899991...</td>\n",
       "      <td>Broad Channel</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>234</td>\n",
       "      <td>234</td>\n",
       "      <td>0.000073</td>\n",
       "      <td>0.036072</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>POLYGON ((-73.98996936399989 40.73490456699994...</td>\n",
       "      <td>Union Sq</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>235</td>\n",
       "      <td>235</td>\n",
       "      <td>0.000213</td>\n",
       "      <td>0.076167</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>POLYGON ((-73.90947862999988 40.86180812899987...</td>\n",
       "      <td>University Heights/Morris Heights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>236</td>\n",
       "      <td>236</td>\n",
       "      <td>0.000103</td>\n",
       "      <td>0.044252</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>POLYGON ((-73.95779380499984 40.77359989699993...</td>\n",
       "      <td>Upper East Side North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>237</td>\n",
       "      <td>237</td>\n",
       "      <td>0.000096</td>\n",
       "      <td>0.042213</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>POLYGON ((-73.9661274729999 40.76217929999991,...</td>\n",
       "      <td>Upper East Side South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>238</td>\n",
       "      <td>238</td>\n",
       "      <td>0.000185</td>\n",
       "      <td>0.060109</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>POLYGON ((-73.96884378999985 40.78596738899994...</td>\n",
       "      <td>Upper West Side North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>239</td>\n",
       "      <td>239</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.063626</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>POLYGON ((-73.97501417199996 40.78768560599987...</td>\n",
       "      <td>Upper West Side South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>240</td>\n",
       "      <td>240</td>\n",
       "      <td>0.000722</td>\n",
       "      <td>0.146070</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>POLYGON ((-73.87643743099994 40.89687059299995...</td>\n",
       "      <td>Van Cortlandt Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>241</td>\n",
       "      <td>241</td>\n",
       "      <td>0.000255</td>\n",
       "      <td>0.068765</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>POLYGON ((-73.88840157099996 40.88441707499993...</td>\n",
       "      <td>Van Cortlandt Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>242</td>\n",
       "      <td>242</td>\n",
       "      <td>0.000360</td>\n",
       "      <td>0.138136</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>POLYGON ((-73.83593362199987 40.84840635599993...</td>\n",
       "      <td>Van Nest/Morris Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>243</td>\n",
       "      <td>243</td>\n",
       "      <td>0.000438</td>\n",
       "      <td>0.094331</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>POLYGON ((-73.93156536999994 40.86958215799991...</td>\n",
       "      <td>Washington Heights North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>244</td>\n",
       "      <td>244</td>\n",
       "      <td>0.000360</td>\n",
       "      <td>0.080569</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>POLYGON ((-73.94068822000003 40.85131543299985...</td>\n",
       "      <td>Washington Heights South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>245</td>\n",
       "      <td>245</td>\n",
       "      <td>0.000466</td>\n",
       "      <td>0.095983</td>\n",
       "      <td>Staten Island</td>\n",
       "      <td>POLYGON ((-74.09787969199995 40.64035805499988...</td>\n",
       "      <td>West Brighton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>246</td>\n",
       "      <td>246</td>\n",
       "      <td>0.000281</td>\n",
       "      <td>0.069467</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>POLYGON ((-74.00439976203513 40.76267135909888...</td>\n",
       "      <td>West Chelsea/Hudson Yards</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>247</td>\n",
       "      <td>247</td>\n",
       "      <td>0.000206</td>\n",
       "      <td>0.092968</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>POLYGON ((-73.91222180499983 40.84235659099988...</td>\n",
       "      <td>West Concourse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>248</td>\n",
       "      <td>248</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.056919</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>POLYGON ((-73.86393748099981 40.84004456599994...</td>\n",
       "      <td>West Farms/Bronx River</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>249</td>\n",
       "      <td>249</td>\n",
       "      <td>0.000072</td>\n",
       "      <td>0.036384</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>POLYGON ((-74.00250642399995 40.72901638499997...</td>\n",
       "      <td>West Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>250</td>\n",
       "      <td>250</td>\n",
       "      <td>0.000241</td>\n",
       "      <td>0.079626</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>POLYGON ((-73.8455308949999 40.83917330699989,...</td>\n",
       "      <td>Westchester Village/Unionport</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>251</td>\n",
       "      <td>251</td>\n",
       "      <td>0.000626</td>\n",
       "      <td>0.137711</td>\n",
       "      <td>Staten Island</td>\n",
       "      <td>POLYGON ((-74.13107460299996 40.63114772899996...</td>\n",
       "      <td>Westerleigh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>252</td>\n",
       "      <td>252</td>\n",
       "      <td>0.001025</td>\n",
       "      <td>0.158004</td>\n",
       "      <td>Queens</td>\n",
       "      <td>POLYGON ((-73.82049919995306 40.80101146781907...</td>\n",
       "      <td>Whitestone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>253</td>\n",
       "      <td>253</td>\n",
       "      <td>0.000078</td>\n",
       "      <td>0.036051</td>\n",
       "      <td>Queens</td>\n",
       "      <td>POLYGON ((-73.83908354399988 40.76525691299991...</td>\n",
       "      <td>Willets Point</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>254</td>\n",
       "      <td>254</td>\n",
       "      <td>0.000360</td>\n",
       "      <td>0.085886</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>POLYGON ((-73.85186563799999 40.87905886499989...</td>\n",
       "      <td>Williamsbridge/Olinville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>255</td>\n",
       "      <td>255</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>0.062384</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>POLYGON ((-73.96176070375392 40.72522879205536...</td>\n",
       "      <td>Williamsburg (North Side)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>256</td>\n",
       "      <td>256</td>\n",
       "      <td>0.000169</td>\n",
       "      <td>0.067915</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>POLYGON ((-73.95834207500002 40.71330630099992...</td>\n",
       "      <td>Williamsburg (South Side)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>257</td>\n",
       "      <td>257</td>\n",
       "      <td>0.000139</td>\n",
       "      <td>0.058669</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>POLYGON ((-73.97984261899994 40.66072744099996...</td>\n",
       "      <td>Windsor Terrace</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>258</td>\n",
       "      <td>258</td>\n",
       "      <td>0.000366</td>\n",
       "      <td>0.089013</td>\n",
       "      <td>Queens</td>\n",
       "      <td>POLYGON ((-73.84504194899991 40.68931894699996...</td>\n",
       "      <td>Woodhaven</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>259</td>\n",
       "      <td>259</td>\n",
       "      <td>0.000395</td>\n",
       "      <td>0.126750</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>POLYGON ((-73.85107116191899 40.91037152011096...</td>\n",
       "      <td>Woodlawn/Wakefield</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>260</td>\n",
       "      <td>260</td>\n",
       "      <td>0.000422</td>\n",
       "      <td>0.133514</td>\n",
       "      <td>Queens</td>\n",
       "      <td>POLYGON ((-73.9017537339999 40.76077547499995,...</td>\n",
       "      <td>Woodside</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>261</td>\n",
       "      <td>261</td>\n",
       "      <td>0.000034</td>\n",
       "      <td>0.027120</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>POLYGON ((-74.01332610899989 40.7050307879999,...</td>\n",
       "      <td>World Trade Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>262</td>\n",
       "      <td>262</td>\n",
       "      <td>0.000122</td>\n",
       "      <td>0.049064</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>(POLYGON ((-73.94383256699986 40.7828590889999...</td>\n",
       "      <td>Yorkville East</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>263</td>\n",
       "      <td>263</td>\n",
       "      <td>0.000066</td>\n",
       "      <td>0.037017</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>POLYGON ((-73.95218621999996 40.7730198449999,...</td>\n",
       "      <td>Yorkville West</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>263 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     LocationID  OBJECTID  Shape_Area  Shape_Leng        borough  \\\n",
       "0             1         1    0.000782    0.116357            EWR   \n",
       "1             2         2    0.004866    0.433470         Queens   \n",
       "2             3         3    0.000314    0.084341          Bronx   \n",
       "3             4         4    0.000112    0.043567      Manhattan   \n",
       "4             5         5    0.000498    0.092146  Staten Island   \n",
       "5             6         6    0.000606    0.150491  Staten Island   \n",
       "6             7         7    0.000390    0.107417         Queens   \n",
       "7             8         8    0.000027    0.027591         Queens   \n",
       "8             9         9    0.000338    0.099784         Queens   \n",
       "9            10        10    0.000436    0.099839         Queens   \n",
       "10           11        11    0.000265    0.079211       Brooklyn   \n",
       "11           12        12    0.000042    0.036661      Manhattan   \n",
       "12           13        13    0.000149    0.050281      Manhattan   \n",
       "13           14        14    0.001382    0.175214       Brooklyn   \n",
       "14           15        15    0.000925    0.144336         Queens   \n",
       "15           16        16    0.000872    0.141292         Queens   \n",
       "16           17        17    0.000323    0.093523       Brooklyn   \n",
       "17           18        18    0.000149    0.069800          Bronx   \n",
       "18           19        19    0.000547    0.101825         Queens   \n",
       "19           20        20    0.000135    0.051440          Bronx   \n",
       "20           21        21    0.000380    0.115974       Brooklyn   \n",
       "21           22        22    0.000472    0.126170       Brooklyn   \n",
       "22           23        23    0.002196    0.290556  Staten Island   \n",
       "23           24        24    0.000061    0.047000      Manhattan   \n",
       "24           25        25    0.000124    0.047146       Brooklyn   \n",
       "25           26        26    0.000534    0.123548       Brooklyn   \n",
       "26           27        27    0.001341    0.202509         Queens   \n",
       "27           28        28    0.000291    0.097961         Queens   \n",
       "28           29        29    0.000202    0.071408       Brooklyn   \n",
       "29           30        30    0.000146    0.094510         Queens   \n",
       "..          ...       ...         ...         ...            ...   \n",
       "233         234       234    0.000073    0.036072      Manhattan   \n",
       "234         235       235    0.000213    0.076167          Bronx   \n",
       "235         236       236    0.000103    0.044252      Manhattan   \n",
       "236         237       237    0.000096    0.042213      Manhattan   \n",
       "237         238       238    0.000185    0.060109      Manhattan   \n",
       "238         239       239    0.000205    0.063626      Manhattan   \n",
       "239         240       240    0.000722    0.146070          Bronx   \n",
       "240         241       241    0.000255    0.068765          Bronx   \n",
       "241         242       242    0.000360    0.138136          Bronx   \n",
       "242         243       243    0.000438    0.094331      Manhattan   \n",
       "243         244       244    0.000360    0.080569      Manhattan   \n",
       "244         245       245    0.000466    0.095983  Staten Island   \n",
       "245         246       246    0.000281    0.069467      Manhattan   \n",
       "246         247       247    0.000206    0.092968          Bronx   \n",
       "247         248       248    0.000150    0.056919          Bronx   \n",
       "248         249       249    0.000072    0.036384      Manhattan   \n",
       "249         250       250    0.000241    0.079626          Bronx   \n",
       "250         251       251    0.000626    0.137711  Staten Island   \n",
       "251         252       252    0.001025    0.158004         Queens   \n",
       "252         253       253    0.000078    0.036051         Queens   \n",
       "253         254       254    0.000360    0.085886          Bronx   \n",
       "254         255       255    0.000172    0.062384       Brooklyn   \n",
       "255         256       256    0.000169    0.067915       Brooklyn   \n",
       "256         257       257    0.000139    0.058669       Brooklyn   \n",
       "257         258       258    0.000366    0.089013         Queens   \n",
       "258         259       259    0.000395    0.126750          Bronx   \n",
       "259         260       260    0.000422    0.133514         Queens   \n",
       "260         261       261    0.000034    0.027120      Manhattan   \n",
       "261         262       262    0.000122    0.049064      Manhattan   \n",
       "262         263       263    0.000066    0.037017      Manhattan   \n",
       "\n",
       "                                              geometry  \\\n",
       "0    POLYGON ((-74.18445299999996 40.6949959999999,...   \n",
       "1    (POLYGON ((-73.82337597260663 40.6389870471767...   \n",
       "2    POLYGON ((-73.84792614099985 40.87134223399991...   \n",
       "3    POLYGON ((-73.97177410965318 40.72582128133705...   \n",
       "4    POLYGON ((-74.17421738099989 40.56256808599987...   \n",
       "5    POLYGON ((-74.06367318899999 40.60219816599994...   \n",
       "6    POLYGON ((-73.90413637799996 40.76752031699986...   \n",
       "7    POLYGON ((-73.92334041500001 40.77512891199993...   \n",
       "8    POLYGON ((-73.78502434699996 40.76103651599986...   \n",
       "9    POLYGON ((-73.7832662499999 40.68999429299992,...   \n",
       "10   POLYGON ((-74.00109809499993 40.60303462599992...   \n",
       "11   POLYGON ((-74.01565756599994 40.70483308799993...   \n",
       "12   POLYGON ((-74.01244109299991 40.7190576729999,...   \n",
       "13   POLYGON ((-74.03407329297129 40.64431393298185...   \n",
       "14   POLYGON ((-73.7774039129087 40.79659824126783,...   \n",
       "15   POLYGON ((-73.7685730499999 40.77910542899991,...   \n",
       "16   POLYGON ((-73.94306406899986 40.70142443499989...   \n",
       "17   POLYGON ((-73.88513907699999 40.86638287399992...   \n",
       "18   POLYGON ((-73.72339596299987 40.75038907599986...   \n",
       "19   POLYGON ((-73.88386792099986 40.8642908889999,...   \n",
       "20   POLYGON ((-73.97418385499991 40.6094635019999,...   \n",
       "21   POLYGON ((-73.99254973599997 40.62427426799996...   \n",
       "22   POLYGON ((-74.19568609223377 40.63501686464005...   \n",
       "23   POLYGON ((-73.95953658899998 40.7987185259999,...   \n",
       "24   POLYGON ((-73.98155298299992 40.68914616399994...   \n",
       "25   POLYGON ((-73.98331628499983 40.6414786819999,...   \n",
       "26   POLYGON ((-73.86522555399998 40.57045847199989...   \n",
       "27   POLYGON ((-73.79240413399991 40.71619304099993...   \n",
       "28   POLYGON ((-73.96004798699995 40.58326987199995...   \n",
       "29   POLYGON ((-73.82075892499992 40.61523267899991...   \n",
       "..                                                 ...   \n",
       "233  POLYGON ((-73.98996936399989 40.73490456699994...   \n",
       "234  POLYGON ((-73.90947862999988 40.86180812899987...   \n",
       "235  POLYGON ((-73.95779380499984 40.77359989699993...   \n",
       "236  POLYGON ((-73.9661274729999 40.76217929999991,...   \n",
       "237  POLYGON ((-73.96884378999985 40.78596738899994...   \n",
       "238  POLYGON ((-73.97501417199996 40.78768560599987...   \n",
       "239  POLYGON ((-73.87643743099994 40.89687059299995...   \n",
       "240  POLYGON ((-73.88840157099996 40.88441707499993...   \n",
       "241  POLYGON ((-73.83593362199987 40.84840635599993...   \n",
       "242  POLYGON ((-73.93156536999994 40.86958215799991...   \n",
       "243  POLYGON ((-73.94068822000003 40.85131543299985...   \n",
       "244  POLYGON ((-74.09787969199995 40.64035805499988...   \n",
       "245  POLYGON ((-74.00439976203513 40.76267135909888...   \n",
       "246  POLYGON ((-73.91222180499983 40.84235659099988...   \n",
       "247  POLYGON ((-73.86393748099981 40.84004456599994...   \n",
       "248  POLYGON ((-74.00250642399995 40.72901638499997...   \n",
       "249  POLYGON ((-73.8455308949999 40.83917330699989,...   \n",
       "250  POLYGON ((-74.13107460299996 40.63114772899996...   \n",
       "251  POLYGON ((-73.82049919995306 40.80101146781907...   \n",
       "252  POLYGON ((-73.83908354399988 40.76525691299991...   \n",
       "253  POLYGON ((-73.85186563799999 40.87905886499989...   \n",
       "254  POLYGON ((-73.96176070375392 40.72522879205536...   \n",
       "255  POLYGON ((-73.95834207500002 40.71330630099992...   \n",
       "256  POLYGON ((-73.97984261899994 40.66072744099996...   \n",
       "257  POLYGON ((-73.84504194899991 40.68931894699996...   \n",
       "258  POLYGON ((-73.85107116191899 40.91037152011096...   \n",
       "259  POLYGON ((-73.9017537339999 40.76077547499995,...   \n",
       "260  POLYGON ((-74.01332610899989 40.7050307879999,...   \n",
       "261  (POLYGON ((-73.94383256699986 40.7828590889999...   \n",
       "262  POLYGON ((-73.95218621999996 40.7730198449999,...   \n",
       "\n",
       "                                    zone  \n",
       "0                         Newark Airport  \n",
       "1                            Jamaica Bay  \n",
       "2                Allerton/Pelham Gardens  \n",
       "3                          Alphabet City  \n",
       "4                          Arden Heights  \n",
       "5                Arrochar/Fort Wadsworth  \n",
       "6                                Astoria  \n",
       "7                           Astoria Park  \n",
       "8                             Auburndale  \n",
       "9                           Baisley Park  \n",
       "10                            Bath Beach  \n",
       "11                          Battery Park  \n",
       "12                     Battery Park City  \n",
       "13                             Bay Ridge  \n",
       "14               Bay Terrace/Fort Totten  \n",
       "15                               Bayside  \n",
       "16                               Bedford  \n",
       "17                          Bedford Park  \n",
       "18                             Bellerose  \n",
       "19                               Belmont  \n",
       "20                      Bensonhurst East  \n",
       "21                      Bensonhurst West  \n",
       "22               Bloomfield/Emerson Hill  \n",
       "23                          Bloomingdale  \n",
       "24                           Boerum Hill  \n",
       "25                          Borough Park  \n",
       "26   Breezy Point/Fort Tilden/Riis Beach  \n",
       "27               Briarwood/Jamaica Hills  \n",
       "28                        Brighton Beach  \n",
       "29                         Broad Channel  \n",
       "..                                   ...  \n",
       "233                             Union Sq  \n",
       "234    University Heights/Morris Heights  \n",
       "235                Upper East Side North  \n",
       "236                Upper East Side South  \n",
       "237                Upper West Side North  \n",
       "238                Upper West Side South  \n",
       "239                   Van Cortlandt Park  \n",
       "240                Van Cortlandt Village  \n",
       "241                 Van Nest/Morris Park  \n",
       "242             Washington Heights North  \n",
       "243             Washington Heights South  \n",
       "244                        West Brighton  \n",
       "245            West Chelsea/Hudson Yards  \n",
       "246                       West Concourse  \n",
       "247               West Farms/Bronx River  \n",
       "248                         West Village  \n",
       "249        Westchester Village/Unionport  \n",
       "250                          Westerleigh  \n",
       "251                           Whitestone  \n",
       "252                        Willets Point  \n",
       "253             Williamsbridge/Olinville  \n",
       "254            Williamsburg (North Side)  \n",
       "255            Williamsburg (South Side)  \n",
       "256                      Windsor Terrace  \n",
       "257                            Woodhaven  \n",
       "258                   Woodlawn/Wakefield  \n",
       "259                             Woodside  \n",
       "260                   World Trade Center  \n",
       "261                       Yorkville East  \n",
       "262                       Yorkville West  \n",
       "\n",
       "[263 rows x 7 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tz = gpd.read_file('../shapefiles/taxi_zones.shp')\n",
    "tz.to_crs({'init': 'epsg:4326'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdb6dc399b0>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vxaxbt45Pnz5JU39+fn6YmZlJSVyFChVYunSpViVePz8/ihQpkqmpPAClUpWj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YUlurq66OrqU7u2jRBHqKOjx+HDJ/H0PEyrVq2FEjkSiQwo3G/0+HF5kHmpUqWRSmW8fCkX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\nCthEEREREaWATRQRERFRCv4BZL/THQybBWEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdb634e56a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tz.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "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": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}