NYPropertyChallenge1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas\n",
    "import numpy as np\n",
    "import statsmodels.api as sm\n",
    "import statsmodels.formula.api as smf\n",
    "import numpy as np\n",
    "import weightedstats\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "%matplotlib inline\n",
    "\n",
    "import vincent\n",
    "import folium\n",
    "from IPython.display import HTML"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Preparation\n",
    "The data files come in slightly different format over the years, so it's important to normalize the spaces, headers, line feeds etc:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def strip(text):\n",
    "    try:\n",
    "        return str(text).strip()\n",
    "    except AttributeError:\n",
    "        return str(text)\n",
    "    \n",
    "stripper = {'BUILDING CLASS CATEGORY' : strip, 'BUILDING CLASS CATEGORY\\n' : strip, 'ADDRESS' : strip,\n",
    "             'ADDRESS\\n' :strip, 'APARTMENT NUMBER' : strip, 'APARTMENT NUMBER\\n' : strip}\n",
    "\n",
    "m2014 = pandas.read_excel(io='/home/ms142/nyproperty/rollingsales_manhattan.xls',skiprows=3,header=1,converters=stripper)\n",
    "k2014 = pandas.read_excel(io='/home/ms142/nyproperty/rollingsales_brooklyn.xls',skiprows=3,header=1,converters=stripper)\n",
    "q2014 = pandas.read_excel(io='/home/ms142/nyproperty/rollingsales_queens.xls',skiprows=3,header=1,converters=stripper)\n",
    "x2014 = pandas.read_excel(io='/home/ms142/nyproperty/rollingsales_bronx.xls',skiprows=3,header=1,converters=stripper)\n",
    "s2014 = pandas.read_excel(io='/home/ms142/nyproperty/rollingsales_statenisland.xls',skiprows=3,header=1,converters=stripper)\n",
    "\n",
    "m2013 = pandas.read_excel(io='/home/ms142/nyproperty/2013_manhattan.xls',skiprows=3,header=1,converters=stripper).rename(columns=lambda x: x.strip())\n",
    "k2013 = pandas.read_excel(io='/home/ms142/nyproperty/2013_brooklyn.xls',skiprows=3,header=1,converters=stripper).rename(columns=lambda x: x.strip())\n",
    "q2013 = pandas.read_excel(io='/home/ms142/nyproperty/2013_queens.xls',skiprows=3,header=1,converters=stripper).rename(columns=lambda x: x.strip())\n",
    "x2013 = pandas.read_excel(io='/home/ms142/nyproperty/2013_bronx.xls',skiprows=3,header=1,converters=stripper).rename(columns=lambda x: x.strip())\n",
    "s2013 = pandas.read_excel(io='/home/ms142/nyproperty/2013_statenisland.xls',skiprows=3,header=1,converters=stripper).rename(columns=lambda x: x.strip())\n",
    "\n",
    "m2012 = pandas.read_excel(io='/home/ms142/nyproperty/2012_manhattan.xls',skiprows=3,header=1,converters=stripper).rename(columns=lambda x: x.strip())\n",
    "k2012 = pandas.read_excel(io='/home/ms142/nyproperty/2012_brooklyn.xls',skiprows=3,header=1,converters=stripper).rename(columns=lambda x: x.strip())\n",
    "q2012 = pandas.read_excel(io='/home/ms142/nyproperty/2012_queens.xls',skiprows=3,header=1,converters=stripper).rename(columns=lambda x: x.strip())\n",
    "x2012 = pandas.read_excel(io='/home/ms142/nyproperty/2012_bronx.xls',skiprows=3,header=1,converters=stripper).rename(columns=lambda x: x.strip())\n",
    "s2012 = pandas.read_excel(io='/home/ms142/nyproperty/2012_statenisland.xls',skiprows=3,header=1,converters=stripper).rename(columns=lambda x: x.strip())\n",
    "\n",
    "m2011 = pandas.read_excel(io='/home/ms142/nyproperty/2011_manhattan.xls',skiprows=3,header=1,converters=stripper).rename(columns=lambda x: x.strip())\n",
    "k2011 = pandas.read_excel(io='/home/ms142/nyproperty/2011_brooklyn.xls',skiprows=3,header=1,converters=stripper).rename(columns=lambda x: x.strip())\n",
    "q2011 = pandas.read_excel(io='/home/ms142/nyproperty/2011_queens.xls',skiprows=3,header=1,converters=stripper).rename(columns=lambda x: x.strip())\n",
    "x2011 = pandas.read_excel(io='/home/ms142/nyproperty/2011_bronx.xls',skiprows=3,header=1,converters=stripper).rename(columns=lambda x: x.strip())\n",
    "s2011 = pandas.read_excel(io='/home/ms142/nyproperty/2011_statenisland.xls',skiprows=3,header=1,converters=stripper).rename(columns=lambda x: x.strip())\n",
    "\n",
    "m2010 = pandas.read_excel(io='/home/ms142/nyproperty/2010_manhattan.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x: x.strip())\n",
    "k2010 = pandas.read_excel(io='/home/ms142/nyproperty/2010_brooklyn.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x: x.strip())\n",
    "q2010 = pandas.read_excel(io='/home/ms142/nyproperty/2010_queens.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x: x.strip())\n",
    "x2010 = pandas.read_excel(io='/home/ms142/nyproperty/2010_bronx.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x: x.strip())\n",
    "s2010 = pandas.read_excel(io='/home/ms142/nyproperty/2010_statenisland.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x: x.strip())\n",
    "\n",
    "global max_year_in_data\n",
    "max_year_in_data = 5\n",
    "\n",
    "# Could do more years if we need to\n",
    "#\n",
    "# m2009 = pandas.read_excel(io='/home/ms142/nyproperty/2009_manhattan.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# k2009 = pandas.read_excel(io='/home/ms142/nyproperty/2009_brooklyn.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# q2009 = pandas.read_excel(io='/home/ms142/nyproperty/2009_queens.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# x2009 = pandas.read_excel(io='/home/ms142/nyproperty/2009_bronx.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# s2009 = pandas.read_excel(io='/home/ms142/nyproperty/2009_statenisland.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "\n",
    "# m2008 = pandas.read_excel(io='/home/ms142/nyproperty/sales_2008_manhattan.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# k2008 = pandas.read_excel(io='/home/ms142/nyproperty/sales_2008_brooklyn.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# q2008 = pandas.read_excel(io='/home/ms142/nyproperty/sales_2008_queens.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# x2008 = pandas.read_excel(io='/home/ms142/nyproperty/sales_2008_bronx.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# s2008 = pandas.read_excel(io='/home/ms142/nyproperty/sales_2008_statenisland.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "\n",
    "# m2007 = pandas.read_excel(io='/home/ms142/nyproperty/sales_2007_manhattan.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# k2007 = pandas.read_excel(io='/home/ms142/nyproperty/sales_2007_brooklyn.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# q2007 = pandas.read_excel(io='/home/ms142/nyproperty/sales_2007_queens.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# x2007 = pandas.read_excel(io='/home/ms142/nyproperty/sales_2007_bronx.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# s2007 = pandas.read_excel(io='/home/ms142/nyproperty/sales_2007_statenisland.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "\n",
    "# m2006 = pandas.read_excel(io='/home/ms142/nyproperty/sales_manhattan_06.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# k2006 = pandas.read_excel(io='/home/ms142/nyproperty/sales_brooklyn_06.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# q2006 = pandas.read_excel(io='/home/ms142/nyproperty/sales_queens_06.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# x2006 = pandas.read_excel(io='/home/ms142/nyproperty/sales_bronx_06.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# s2006 = pandas.read_excel(io='/home/ms142/nyproperty/sales_si_06.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "\n",
    "# m2005 = pandas.read_excel(io='/home/ms142/nyproperty/sales_manhattan_05.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# k2005 = pandas.read_excel(io='/home/ms142/nyproperty/sales_brooklyn_05.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# q2005 = pandas.read_excel(io='/home/ms142/nyproperty/sales_queens_05.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# x2005 = pandas.read_excel(io='/home/ms142/nyproperty/sales_bronx_05.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# s2005 = pandas.read_excel(io='/home/ms142/nyproperty/sales_si_05.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "\n",
    "# m2004 = pandas.read_excel(io='/home/ms142/nyproperty/sales_manhattan_04.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# k2004 = pandas.read_excel(io='/home/ms142/nyproperty/sales_brooklyn_04.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# q2004 = pandas.read_excel(io='/home/ms142/nyproperty/sales_queens_04.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# x2004 = pandas.read_excel(io='/home/ms142/nyproperty/sales_bronx_04.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# s2004 = pandas.read_excel(io='/home/ms142/nyproperty/sales_si_04.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "\n",
    "# m2003 = pandas.read_excel(io='/home/ms142/nyproperty/sales_manhattan_03.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# k2003 = pandas.read_excel(io='/home/ms142/nyproperty/sales_brooklyn_03.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# q2003 = pandas.read_excel(io='/home/ms142/nyproperty/sales_queens_03.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# x2003 = pandas.read_excel(io='/home/ms142/nyproperty/sales_bronx_03.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n",
    "# s2003 = pandas.read_excel(io='/home/ms142/nyproperty/sales_si_03.xls',skiprows=2,header=1,converters=stripper).rename(columns=lambda x:x.strip())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Overlapping Dates and Incomplete Data\n",
    "It turns out that the 2014 data files only goes up to Nov 2014 but contains Dec of 2013, which overlaps the 2013 files. This means we need to append things carefully to avoid double counting, and more importantly, when we compare 2014 with previous years we should only compare 11 months."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2013-12-01 00:00:00 2014-11-25 00:00:00\n",
      "2013-01-01 00:00:00 2013-12-31 00:00:00\n",
      "2012-01-01 00:00:00 2012-12-31 00:00:00\n"
     ]
    }
   ],
   "source": [
    "print m2014['SALE DATE'].min(), m2014['SALE DATE'].max()\n",
    "print m2013['SALE DATE'].min(), m2013['SALE DATE'].max()\n",
    "print m2012['SALE DATE'].min(), m2012['SALE DATE'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df14 = pandas.concat([m2014,k2014,q2014,x2014,s2014],ignore_index=True)\n",
    "df13 = pandas.concat([m2013,k2013,q2013,x2013,s2013],ignore_index=True)\n",
    "df = pandas.concat([df14,df13[df13['SALE DATE']<df14['SALE DATE'].min()],\n",
    "                         m2012,k2012,q2012,x2012,s2012,\n",
    "                         m2011,k2011,q2011,x2011,s2011,\n",
    "                         m2010,k2010,q2010,x2010,s2010],\n",
    "                         ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df14['year']=pandas.DatetimeIndex(df14['SALE DATE']).year\n",
    "df14['month']=pandas.DatetimeIndex(df14['SALE DATE']).month\n",
    "df['year']=pandas.DatetimeIndex(df['SALE DATE']).year\n",
    "df['month']=pandas.DatetimeIndex(df['SALE DATE']).month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df['APARTMENT NUMBER'] = df['APARTMENT NUMBER'].fillna('NA').astype(str)\n",
    "df14['APARTMENT NUMBER'] = df14['APARTMENT NUMBER'].fillna('NA').astype(str)\n",
    "df['NEIGHBORHOOD'] = df['NEIGHBORHOOD'].apply(lambda x : x.strip())\n",
    "df14['NEIGHBORHOOD'] = df14['NEIGHBORHOOD'].apply(lambda x : x.strip())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Cleaning Price Records\n",
    "Removing entries with abnormally small prices help remove gifts and spurious records:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df=df[df['SALE PRICE']>1e4]\n",
    "df14=df14[df14['SALE PRICE']>1e4]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Most active months by Building Class\n",
    "Note that the December below corresponds to Dec 2013 since we don't have Dec 2014. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>month</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>All</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BUILDING CLASS CATEGORY</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>01  ONE FAMILY DWELLINGS</th>\n",
       "      <td>  813</td>\n",
       "      <td>  721</td>\n",
       "      <td>  780</td>\n",
       "      <td>  731</td>\n",
       "      <td>  836</td>\n",
       "      <td>  938</td>\n",
       "      <td> 1032</td>\n",
       "      <td>  963</td>\n",
       "      <td>  914</td>\n",
       "      <td>  679</td>\n",
       "      <td> 128</td>\n",
       "      <td>  982</td>\n",
       "      <td>  9517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>02  TWO FAMILY DWELLINGS</th>\n",
       "      <td>  733</td>\n",
       "      <td>  624</td>\n",
       "      <td>  751</td>\n",
       "      <td>  680</td>\n",
       "      <td>  772</td>\n",
       "      <td>  774</td>\n",
       "      <td>  814</td>\n",
       "      <td>  796</td>\n",
       "      <td>  765</td>\n",
       "      <td>  632</td>\n",
       "      <td> 124</td>\n",
       "      <td>  780</td>\n",
       "      <td>  8245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>03  THREE FAMILY DWELLINGS</th>\n",
       "      <td>  198</td>\n",
       "      <td>  192</td>\n",
       "      <td>  254</td>\n",
       "      <td>  192</td>\n",
       "      <td>  198</td>\n",
       "      <td>  202</td>\n",
       "      <td>  224</td>\n",
       "      <td>  192</td>\n",
       "      <td>  208</td>\n",
       "      <td>  185</td>\n",
       "      <td>  27</td>\n",
       "      <td>  217</td>\n",
       "      <td>  2289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>04  TAX CLASS 1 CONDOS</th>\n",
       "      <td>   70</td>\n",
       "      <td>   81</td>\n",
       "      <td>   57</td>\n",
       "      <td>   83</td>\n",
       "      <td>  100</td>\n",
       "      <td>  106</td>\n",
       "      <td>   90</td>\n",
       "      <td>   93</td>\n",
       "      <td>   73</td>\n",
       "      <td>   67</td>\n",
       "      <td>  15</td>\n",
       "      <td>  102</td>\n",
       "      <td>   937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>05  TAX CLASS 1 VACANT LAND</th>\n",
       "      <td>   31</td>\n",
       "      <td>   42</td>\n",
       "      <td>   45</td>\n",
       "      <td>   45</td>\n",
       "      <td>   46</td>\n",
       "      <td>   44</td>\n",
       "      <td>   53</td>\n",
       "      <td>   53</td>\n",
       "      <td>   41</td>\n",
       "      <td>   28</td>\n",
       "      <td>   8</td>\n",
       "      <td>   38</td>\n",
       "      <td>   474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06  TAX CLASS 1 - OTHER</th>\n",
       "      <td>    4</td>\n",
       "      <td>    5</td>\n",
       "      <td>    1</td>\n",
       "      <td>    4</td>\n",
       "      <td>    6</td>\n",
       "      <td>    9</td>\n",
       "      <td>    5</td>\n",
       "      <td>    7</td>\n",
       "      <td>    3</td>\n",
       "      <td>    2</td>\n",
       "      <td>   3</td>\n",
       "      <td>    8</td>\n",
       "      <td>    57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07  RENTALS - WALKUP APARTMENTS</th>\n",
       "      <td>  187</td>\n",
       "      <td>  194</td>\n",
       "      <td>  186</td>\n",
       "      <td>  196</td>\n",
       "      <td>  219</td>\n",
       "      <td>  216</td>\n",
       "      <td>  214</td>\n",
       "      <td>  158</td>\n",
       "      <td>  202</td>\n",
       "      <td>  143</td>\n",
       "      <td>  36</td>\n",
       "      <td>  241</td>\n",
       "      <td>  2192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08  RENTALS - ELEVATOR APARTMENTS</th>\n",
       "      <td>   38</td>\n",
       "      <td>   31</td>\n",
       "      <td>   46</td>\n",
       "      <td>   29</td>\n",
       "      <td>   34</td>\n",
       "      <td>   27</td>\n",
       "      <td>   27</td>\n",
       "      <td>   23</td>\n",
       "      <td>   33</td>\n",
       "      <td>   23</td>\n",
       "      <td>   1</td>\n",
       "      <td>   60</td>\n",
       "      <td>   372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09  COOPS - WALKUP APARTMENTS</th>\n",
       "      <td>  207</td>\n",
       "      <td>  186</td>\n",
       "      <td>  174</td>\n",
       "      <td>  210</td>\n",
       "      <td>  200</td>\n",
       "      <td>  214</td>\n",
       "      <td>  252</td>\n",
       "      <td>  238</td>\n",
       "      <td>  235</td>\n",
       "      <td>  202</td>\n",
       "      <td>  57</td>\n",
       "      <td>  228</td>\n",
       "      <td>  2403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10  COOPS - ELEVATOR APARTMENTS</th>\n",
       "      <td> 1022</td>\n",
       "      <td>  885</td>\n",
       "      <td>  988</td>\n",
       "      <td>  930</td>\n",
       "      <td> 1090</td>\n",
       "      <td> 1221</td>\n",
       "      <td> 1320</td>\n",
       "      <td> 1103</td>\n",
       "      <td> 1084</td>\n",
       "      <td>  959</td>\n",
       "      <td> 204</td>\n",
       "      <td> 1143</td>\n",
       "      <td> 11949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11A CONDO-RENTALS</th>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    1</td>\n",
       "      <td>    0</td>\n",
       "      <td>    2</td>\n",
       "      <td>    1</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>   0</td>\n",
       "      <td>    3</td>\n",
       "      <td>     7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12  CONDOS - WALKUP APARTMENTS</th>\n",
       "      <td>   54</td>\n",
       "      <td>   39</td>\n",
       "      <td>   50</td>\n",
       "      <td>   48</td>\n",
       "      <td>   72</td>\n",
       "      <td>   61</td>\n",
       "      <td>   50</td>\n",
       "      <td>   58</td>\n",
       "      <td>   59</td>\n",
       "      <td>   40</td>\n",
       "      <td>  10</td>\n",
       "      <td>   74</td>\n",
       "      <td>   615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13  CONDOS - ELEVATOR APARTMENTS</th>\n",
       "      <td>  821</td>\n",
       "      <td>  619</td>\n",
       "      <td>  677</td>\n",
       "      <td>  728</td>\n",
       "      <td>  782</td>\n",
       "      <td>  794</td>\n",
       "      <td>  958</td>\n",
       "      <td>  758</td>\n",
       "      <td>  765</td>\n",
       "      <td>  692</td>\n",
       "      <td> 131</td>\n",
       "      <td>  878</td>\n",
       "      <td>  8603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14  RENTALS - 4-10 UNIT</th>\n",
       "      <td>   35</td>\n",
       "      <td>   42</td>\n",
       "      <td>   42</td>\n",
       "      <td>   33</td>\n",
       "      <td>   32</td>\n",
       "      <td>   40</td>\n",
       "      <td>   38</td>\n",
       "      <td>   34</td>\n",
       "      <td>   48</td>\n",
       "      <td>   37</td>\n",
       "      <td>   8</td>\n",
       "      <td>   45</td>\n",
       "      <td>   434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15  CONDOS - 2-10 UNIT RESIDENTIAL</th>\n",
       "      <td>   74</td>\n",
       "      <td>   66</td>\n",
       "      <td>   66</td>\n",
       "      <td>   69</td>\n",
       "      <td>   81</td>\n",
       "      <td>   88</td>\n",
       "      <td>   78</td>\n",
       "      <td>   89</td>\n",
       "      <td>   77</td>\n",
       "      <td>   77</td>\n",
       "      <td>   7</td>\n",
       "      <td>   92</td>\n",
       "      <td>   864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT</th>\n",
       "      <td>    2</td>\n",
       "      <td>    3</td>\n",
       "      <td>    0</td>\n",
       "      <td>    4</td>\n",
       "      <td>   10</td>\n",
       "      <td>    4</td>\n",
       "      <td>    7</td>\n",
       "      <td>    3</td>\n",
       "      <td>    2</td>\n",
       "      <td>    3</td>\n",
       "      <td>   0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17  CONDO COOPS</th>\n",
       "      <td>  103</td>\n",
       "      <td>   81</td>\n",
       "      <td>   90</td>\n",
       "      <td>   91</td>\n",
       "      <td>   88</td>\n",
       "      <td>  118</td>\n",
       "      <td>  132</td>\n",
       "      <td>  142</td>\n",
       "      <td>  107</td>\n",
       "      <td>   89</td>\n",
       "      <td>  13</td>\n",
       "      <td>  105</td>\n",
       "      <td>  1159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18  TAX CLASS 3 - UNTILITY PROPERTIES</th>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    1</td>\n",
       "      <td>    1</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>   0</td>\n",
       "      <td>    0</td>\n",
       "      <td>     2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21  OFFICE BUILDINGS</th>\n",
       "      <td>   35</td>\n",
       "      <td>   17</td>\n",
       "      <td>   20</td>\n",
       "      <td>   21</td>\n",
       "      <td>   33</td>\n",
       "      <td>   21</td>\n",
       "      <td>   17</td>\n",
       "      <td>   22</td>\n",
       "      <td>   17</td>\n",
       "      <td>   14</td>\n",
       "      <td>   7</td>\n",
       "      <td>   33</td>\n",
       "      <td>   257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22  STORE BUILDINGS</th>\n",
       "      <td>   51</td>\n",
       "      <td>   33</td>\n",
       "      <td>   51</td>\n",
       "      <td>   68</td>\n",
       "      <td>   52</td>\n",
       "      <td>   55</td>\n",
       "      <td>   61</td>\n",
       "      <td>   54</td>\n",
       "      <td>   47</td>\n",
       "      <td>   39</td>\n",
       "      <td>   7</td>\n",
       "      <td>   52</td>\n",
       "      <td>   570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23  LOFT BUILDINGS</th>\n",
       "      <td>   15</td>\n",
       "      <td>    3</td>\n",
       "      <td>    6</td>\n",
       "      <td>    2</td>\n",
       "      <td>    5</td>\n",
       "      <td>    4</td>\n",
       "      <td>    5</td>\n",
       "      <td>    1</td>\n",
       "      <td>    3</td>\n",
       "      <td>    2</td>\n",
       "      <td>   1</td>\n",
       "      <td>    5</td>\n",
       "      <td>    52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25  LUXURY HOTELS</th>\n",
       "      <td>  216</td>\n",
       "      <td>   83</td>\n",
       "      <td>   91</td>\n",
       "      <td>   25</td>\n",
       "      <td>   62</td>\n",
       "      <td>    2</td>\n",
       "      <td>   88</td>\n",
       "      <td>    1</td>\n",
       "      <td>    0</td>\n",
       "      <td>    1</td>\n",
       "      <td>   0</td>\n",
       "      <td>   50</td>\n",
       "      <td>   619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26  OTHER HOTELS</th>\n",
       "      <td>    2</td>\n",
       "      <td>    2</td>\n",
       "      <td>    4</td>\n",
       "      <td>    1</td>\n",
       "      <td>    1</td>\n",
       "      <td>    2</td>\n",
       "      <td>   14</td>\n",
       "      <td>   62</td>\n",
       "      <td>   31</td>\n",
       "      <td>   61</td>\n",
       "      <td>  36</td>\n",
       "      <td>    5</td>\n",
       "      <td>   221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27  FACTORIES</th>\n",
       "      <td>   17</td>\n",
       "      <td>   16</td>\n",
       "      <td>   15</td>\n",
       "      <td>   16</td>\n",
       "      <td>   17</td>\n",
       "      <td>   19</td>\n",
       "      <td>   13</td>\n",
       "      <td>   13</td>\n",
       "      <td>   18</td>\n",
       "      <td>   17</td>\n",
       "      <td>   2</td>\n",
       "      <td>   16</td>\n",
       "      <td>   179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28  COMMERCIAL CONDOS</th>\n",
       "      <td>    5</td>\n",
       "      <td>    3</td>\n",
       "      <td>    4</td>\n",
       "      <td>    5</td>\n",
       "      <td>    1</td>\n",
       "      <td>    0</td>\n",
       "      <td>    4</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    1</td>\n",
       "      <td>   0</td>\n",
       "      <td>   17</td>\n",
       "      <td>    40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29  COMMERCIAL GARAGES</th>\n",
       "      <td>   29</td>\n",
       "      <td>   24</td>\n",
       "      <td>   30</td>\n",
       "      <td>   25</td>\n",
       "      <td>   35</td>\n",
       "      <td>   33</td>\n",
       "      <td>   41</td>\n",
       "      <td>   26</td>\n",
       "      <td>   33</td>\n",
       "      <td>   21</td>\n",
       "      <td>   5</td>\n",
       "      <td>   41</td>\n",
       "      <td>   343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30  WAREHOUSES</th>\n",
       "      <td>   17</td>\n",
       "      <td>   14</td>\n",
       "      <td>   19</td>\n",
       "      <td>   24</td>\n",
       "      <td>   21</td>\n",
       "      <td>   20</td>\n",
       "      <td>   22</td>\n",
       "      <td>   14</td>\n",
       "      <td>   18</td>\n",
       "      <td>   14</td>\n",
       "      <td>   3</td>\n",
       "      <td>   27</td>\n",
       "      <td>   213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31  COMMERCIAL VACANT LAND</th>\n",
       "      <td>   22</td>\n",
       "      <td>   20</td>\n",
       "      <td>   20</td>\n",
       "      <td>   23</td>\n",
       "      <td>   15</td>\n",
       "      <td>   17</td>\n",
       "      <td>   17</td>\n",
       "      <td>   20</td>\n",
       "      <td>   15</td>\n",
       "      <td>    6</td>\n",
       "      <td>   4</td>\n",
       "      <td>   24</td>\n",
       "      <td>   203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32  HOSPITAL AND HEALTH FACILITIES</th>\n",
       "      <td>    5</td>\n",
       "      <td>    2</td>\n",
       "      <td>    3</td>\n",
       "      <td>    3</td>\n",
       "      <td>    2</td>\n",
       "      <td>    2</td>\n",
       "      <td>    2</td>\n",
       "      <td>    0</td>\n",
       "      <td>    1</td>\n",
       "      <td>    3</td>\n",
       "      <td>   0</td>\n",
       "      <td>    7</td>\n",
       "      <td>    30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33  EDUCATIONAL FACILITIES</th>\n",
       "      <td>    3</td>\n",
       "      <td>    0</td>\n",
       "      <td>    1</td>\n",
       "      <td>    3</td>\n",
       "      <td>    2</td>\n",
       "      <td>    1</td>\n",
       "      <td>    3</td>\n",
       "      <td>    2</td>\n",
       "      <td>    2</td>\n",
       "      <td>    2</td>\n",
       "      <td>   0</td>\n",
       "      <td>    4</td>\n",
       "      <td>    23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34  THEATRES</th>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    1</td>\n",
       "      <td>    1</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    1</td>\n",
       "      <td>   0</td>\n",
       "      <td>    3</td>\n",
       "      <td>     6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35  INDOOR PUBLIC AND CULTURAL FACILITIES</th>\n",
       "      <td>    0</td>\n",
       "      <td>    1</td>\n",
       "      <td>    0</td>\n",
       "      <td>    1</td>\n",
       "      <td>    2</td>\n",
       "      <td>    5</td>\n",
       "      <td>    3</td>\n",
       "      <td>    2</td>\n",
       "      <td>    3</td>\n",
       "      <td>    2</td>\n",
       "      <td>   0</td>\n",
       "      <td>    1</td>\n",
       "      <td>    20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36  OUTDOOR RECREATIONAL FACILITIES</th>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    1</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    2</td>\n",
       "      <td>    2</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>   0</td>\n",
       "      <td>    1</td>\n",
       "      <td>     6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37  RELIGIOUS FACILITIES</th>\n",
       "      <td>    4</td>\n",
       "      <td>    5</td>\n",
       "      <td>    5</td>\n",
       "      <td>    5</td>\n",
       "      <td>    1</td>\n",
       "      <td>    9</td>\n",
       "      <td>    7</td>\n",
       "      <td>    3</td>\n",
       "      <td>    5</td>\n",
       "      <td>    3</td>\n",
       "      <td>   2</td>\n",
       "      <td>    5</td>\n",
       "      <td>    54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38  ASYLUMS AND HOMES</th>\n",
       "      <td>    0</td>\n",
       "      <td>    1</td>\n",
       "      <td>    1</td>\n",
       "      <td>    1</td>\n",
       "      <td>    1</td>\n",
       "      <td>    1</td>\n",
       "      <td>    1</td>\n",
       "      <td>    0</td>\n",
       "      <td>    1</td>\n",
       "      <td>    0</td>\n",
       "      <td>   0</td>\n",
       "      <td>    0</td>\n",
       "      <td>     7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39  TRANSPORTATION FACILITIES</th>\n",
       "      <td>    0</td>\n",
       "      <td>    1</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    1</td>\n",
       "      <td>    0</td>\n",
       "      <td>   0</td>\n",
       "      <td>    1</td>\n",
       "      <td>     3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40  SELECTED GOVERNMENTAL FACILITIES</th>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    1</td>\n",
       "      <td>    1</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>   0</td>\n",
       "      <td>    0</td>\n",
       "      <td>     2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41  TAX CLASS 4 - OTHER</th>\n",
       "      <td>    7</td>\n",
       "      <td>    8</td>\n",
       "      <td>    9</td>\n",
       "      <td>    5</td>\n",
       "      <td>   10</td>\n",
       "      <td>    4</td>\n",
       "      <td>    9</td>\n",
       "      <td>    8</td>\n",
       "      <td>    3</td>\n",
       "      <td>    2</td>\n",
       "      <td>   0</td>\n",
       "      <td>   11</td>\n",
       "      <td>    76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42  CONDO CULTURAL/MEDICAL/EDUCATIONAL/ETC</th>\n",
       "      <td>    2</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    2</td>\n",
       "      <td>    1</td>\n",
       "      <td>    2</td>\n",
       "      <td>    0</td>\n",
       "      <td>    1</td>\n",
       "      <td>    0</td>\n",
       "      <td>   0</td>\n",
       "      <td>    1</td>\n",
       "      <td>     9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43  CONDO OFFICE BUILDINGS</th>\n",
       "      <td>   14</td>\n",
       "      <td>    8</td>\n",
       "      <td>   13</td>\n",
       "      <td>   17</td>\n",
       "      <td>   20</td>\n",
       "      <td>   22</td>\n",
       "      <td>   17</td>\n",
       "      <td>   12</td>\n",
       "      <td>   23</td>\n",
       "      <td>   16</td>\n",
       "      <td>   3</td>\n",
       "      <td>   20</td>\n",
       "      <td>   185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44  CONDO PARKING</th>\n",
       "      <td>   29</td>\n",
       "      <td>   19</td>\n",
       "      <td>   27</td>\n",
       "      <td>   12</td>\n",
       "      <td>   14</td>\n",
       "      <td>   25</td>\n",
       "      <td>   23</td>\n",
       "      <td>   13</td>\n",
       "      <td>   12</td>\n",
       "      <td>   14</td>\n",
       "      <td>   2</td>\n",
       "      <td>   12</td>\n",
       "      <td>   202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45  CONDO HOTELS</th>\n",
       "      <td>  115</td>\n",
       "      <td>   35</td>\n",
       "      <td>   62</td>\n",
       "      <td>  122</td>\n",
       "      <td>   85</td>\n",
       "      <td>   12</td>\n",
       "      <td>  190</td>\n",
       "      <td>   73</td>\n",
       "      <td>   28</td>\n",
       "      <td>   48</td>\n",
       "      <td>  49</td>\n",
       "      <td>   87</td>\n",
       "      <td>   906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46  CONDO STORE BUILDINGS</th>\n",
       "      <td>   12</td>\n",
       "      <td>    7</td>\n",
       "      <td>   14</td>\n",
       "      <td>   10</td>\n",
       "      <td>   13</td>\n",
       "      <td>    7</td>\n",
       "      <td>    6</td>\n",
       "      <td>    6</td>\n",
       "      <td>   12</td>\n",
       "      <td>    9</td>\n",
       "      <td>   0</td>\n",
       "      <td>    9</td>\n",
       "      <td>   105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47  CONDO NON-BUSINESS STORAGE</th>\n",
       "      <td>    1</td>\n",
       "      <td>    8</td>\n",
       "      <td>    1</td>\n",
       "      <td>    3</td>\n",
       "      <td>    8</td>\n",
       "      <td>    4</td>\n",
       "      <td>    9</td>\n",
       "      <td>    6</td>\n",
       "      <td>    3</td>\n",
       "      <td>    3</td>\n",
       "      <td>   2</td>\n",
       "      <td>   10</td>\n",
       "      <td>    58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48  CONDO TERRACES/GARDENS/CABANAS</th>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    1</td>\n",
       "      <td>    0</td>\n",
       "      <td>   0</td>\n",
       "      <td>    0</td>\n",
       "      <td>     1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49  CONDO WAREHOUSES/FACTORY/INDUS</th>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    1</td>\n",
       "      <td>    1</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>    0</td>\n",
       "      <td>   0</td>\n",
       "      <td>    1</td>\n",
       "      <td>     3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>All</th>\n",
       "      <td> 4993</td>\n",
       "      <td> 4121</td>\n",
       "      <td> 4604</td>\n",
       "      <td> 4467</td>\n",
       "      <td> 4972</td>\n",
       "      <td> 5125</td>\n",
       "      <td> 5852</td>\n",
       "      <td> 5051</td>\n",
       "      <td> 4894</td>\n",
       "      <td> 4137</td>\n",
       "      <td> 895</td>\n",
       "      <td> 5439</td>\n",
       "      <td> 54550</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "month                                           1     2     3     4     5  \\\n",
       "BUILDING CLASS CATEGORY                                                     \n",
       "01  ONE FAMILY DWELLINGS                      813   721   780   731   836   \n",
       "02  TWO FAMILY DWELLINGS                      733   624   751   680   772   \n",
       "03  THREE FAMILY DWELLINGS                    198   192   254   192   198   \n",
       "04  TAX CLASS 1 CONDOS                         70    81    57    83   100   \n",
       "05  TAX CLASS 1 VACANT LAND                    31    42    45    45    46   \n",
       "06  TAX CLASS 1 - OTHER                         4     5     1     4     6   \n",
       "07  RENTALS - WALKUP APARTMENTS               187   194   186   196   219   \n",
       "08  RENTALS - ELEVATOR APARTMENTS              38    31    46    29    34   \n",
       "09  COOPS - WALKUP APARTMENTS                 207   186   174   210   200   \n",
       "10  COOPS - ELEVATOR APARTMENTS              1022   885   988   930  1090   \n",
       "11A CONDO-RENTALS                               0     0     1     0     2   \n",
       "12  CONDOS - WALKUP APARTMENTS                 54    39    50    48    72   \n",
       "13  CONDOS - ELEVATOR APARTMENTS              821   619   677   728   782   \n",
       "14  RENTALS - 4-10 UNIT                        35    42    42    33    32   \n",
       "15  CONDOS - 2-10 UNIT RESIDENTIAL             74    66    66    69    81   \n",
       "16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT     2     3     0     4    10   \n",
       "17  CONDO COOPS                               103    81    90    91    88   \n",
       "18  TAX CLASS 3 - UNTILITY PROPERTIES           0     0     0     0     0   \n",
       "21  OFFICE BUILDINGS                           35    17    20    21    33   \n",
       "22  STORE BUILDINGS                            51    33    51    68    52   \n",
       "23  LOFT BUILDINGS                             15     3     6     2     5   \n",
       "25  LUXURY HOTELS                             216    83    91    25    62   \n",
       "26  OTHER HOTELS                                2     2     4     1     1   \n",
       "27  FACTORIES                                  17    16    15    16    17   \n",
       "28  COMMERCIAL CONDOS                           5     3     4     5     1   \n",
       "29  COMMERCIAL GARAGES                         29    24    30    25    35   \n",
       "30  WAREHOUSES                                 17    14    19    24    21   \n",
       "31  COMMERCIAL VACANT LAND                     22    20    20    23    15   \n",
       "32  HOSPITAL AND HEALTH FACILITIES              5     2     3     3     2   \n",
       "33  EDUCATIONAL FACILITIES                      3     0     1     3     2   \n",
       "34  THEATRES                                    0     0     0     1     1   \n",
       "35  INDOOR PUBLIC AND CULTURAL FACILITIES       0     1     0     1     2   \n",
       "36  OUTDOOR RECREATIONAL FACILITIES             0     0     0     1     0   \n",
       "37  RELIGIOUS FACILITIES                        4     5     5     5     1   \n",
       "38  ASYLUMS AND HOMES                           0     1     1     1     1   \n",
       "39  TRANSPORTATION FACILITIES                   0     1     0     0     0   \n",
       "40  SELECTED GOVERNMENTAL FACILITIES            0     0     0     0     0   \n",
       "41  TAX CLASS 4 - OTHER                         7     8     9     5    10   \n",
       "42  CONDO CULTURAL/MEDICAL/EDUCATIONAL/ETC      2     0     0     0     2   \n",
       "43  CONDO OFFICE BUILDINGS                     14     8    13    17    20   \n",
       "44  CONDO PARKING                              29    19    27    12    14   \n",
       "45  CONDO HOTELS                              115    35    62   122    85   \n",
       "46  CONDO STORE BUILDINGS                      12     7    14    10    13   \n",
       "47  CONDO NON-BUSINESS STORAGE                  1     8     1     3     8   \n",
       "48  CONDO TERRACES/GARDENS/CABANAS              0     0     0     0     0   \n",
       "49  CONDO WAREHOUSES/FACTORY/INDUS              0     0     0     0     1   \n",
       "All                                          4993  4121  4604  4467  4972   \n",
       "\n",
       "month                                           6     7     8     9    10  \\\n",
       "BUILDING CLASS CATEGORY                                                     \n",
       "01  ONE FAMILY DWELLINGS                      938  1032   963   914   679   \n",
       "02  TWO FAMILY DWELLINGS                      774   814   796   765   632   \n",
       "03  THREE FAMILY DWELLINGS                    202   224   192   208   185   \n",
       "04  TAX CLASS 1 CONDOS                        106    90    93    73    67   \n",
       "05  TAX CLASS 1 VACANT LAND                    44    53    53    41    28   \n",
       "06  TAX CLASS 1 - OTHER                         9     5     7     3     2   \n",
       "07  RENTALS - WALKUP APARTMENTS               216   214   158   202   143   \n",
       "08  RENTALS - ELEVATOR APARTMENTS              27    27    23    33    23   \n",
       "09  COOPS - WALKUP APARTMENTS                 214   252   238   235   202   \n",
       "10  COOPS - ELEVATOR APARTMENTS              1221  1320  1103  1084   959   \n",
       "11A CONDO-RENTALS                               1     0     0     0     0   \n",
       "12  CONDOS - WALKUP APARTMENTS                 61    50    58    59    40   \n",
       "13  CONDOS - ELEVATOR APARTMENTS              794   958   758   765   692   \n",
       "14  RENTALS - 4-10 UNIT                        40    38    34    48    37   \n",
       "15  CONDOS - 2-10 UNIT RESIDENTIAL             88    78    89    77    77   \n",
       "16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT     4     7     3     2     3   \n",
       "17  CONDO COOPS                               118   132   142   107    89   \n",
       "18  TAX CLASS 3 - UNTILITY PROPERTIES           0     1     1     0     0   \n",
       "21  OFFICE BUILDINGS                           21    17    22    17    14   \n",
       "22  STORE BUILDINGS                            55    61    54    47    39   \n",
       "23  LOFT BUILDINGS                              4     5     1     3     2   \n",
       "25  LUXURY HOTELS                               2    88     1     0     1   \n",
       "26  OTHER HOTELS                                2    14    62    31    61   \n",
       "27  FACTORIES                                  19    13    13    18    17   \n",
       "28  COMMERCIAL CONDOS                           0     4     0     0     1   \n",
       "29  COMMERCIAL GARAGES                         33    41    26    33    21   \n",
       "30  WAREHOUSES                                 20    22    14    18    14   \n",
       "31  COMMERCIAL VACANT LAND                     17    17    20    15     6   \n",
       "32  HOSPITAL AND HEALTH FACILITIES              2     2     0     1     3   \n",
       "33  EDUCATIONAL FACILITIES                      1     3     2     2     2   \n",
       "34  THEATRES                                    0     0     0     0     1   \n",
       "35  INDOOR PUBLIC AND CULTURAL FACILITIES       5     3     2     3     2   \n",
       "36  OUTDOOR RECREATIONAL FACILITIES             0     2     2     0     0   \n",
       "37  RELIGIOUS FACILITIES                        9     7     3     5     3   \n",
       "38  ASYLUMS AND HOMES                           1     1     0     1     0   \n",
       "39  TRANSPORTATION FACILITIES                   0     0     0     1     0   \n",
       "40  SELECTED GOVERNMENTAL FACILITIES            1     1     0     0     0   \n",
       "41  TAX CLASS 4 - OTHER                         4     9     8     3     2   \n",
       "42  CONDO CULTURAL/MEDICAL/EDUCATIONAL/ETC      1     2     0     1     0   \n",
       "43  CONDO OFFICE BUILDINGS                     22    17    12    23    16   \n",
       "44  CONDO PARKING                              25    23    13    12    14   \n",
       "45  CONDO HOTELS                               12   190    73    28    48   \n",
       "46  CONDO STORE BUILDINGS                       7     6     6    12     9   \n",
       "47  CONDO NON-BUSINESS STORAGE                  4     9     6     3     3   \n",
       "48  CONDO TERRACES/GARDENS/CABANAS              0     0     0     1     0   \n",
       "49  CONDO WAREHOUSES/FACTORY/INDUS              1     0     0     0     0   \n",
       "All                                          5125  5852  5051  4894  4137   \n",
       "\n",
       "month                                         11    12    All  \n",
       "BUILDING CLASS CATEGORY                                        \n",
       "01  ONE FAMILY DWELLINGS                     128   982   9517  \n",
       "02  TWO FAMILY DWELLINGS                     124   780   8245  \n",
       "03  THREE FAMILY DWELLINGS                    27   217   2289  \n",
       "04  TAX CLASS 1 CONDOS                        15   102    937  \n",
       "05  TAX CLASS 1 VACANT LAND                    8    38    474  \n",
       "06  TAX CLASS 1 - OTHER                        3     8     57  \n",
       "07  RENTALS - WALKUP APARTMENTS               36   241   2192  \n",
       "08  RENTALS - ELEVATOR APARTMENTS              1    60    372  \n",
       "09  COOPS - WALKUP APARTMENTS                 57   228   2403  \n",
       "10  COOPS - ELEVATOR APARTMENTS              204  1143  11949  \n",
       "11A CONDO-RENTALS                              0     3      7  \n",
       "12  CONDOS - WALKUP APARTMENTS                10    74    615  \n",
       "13  CONDOS - ELEVATOR APARTMENTS             131   878   8603  \n",
       "14  RENTALS - 4-10 UNIT                        8    45    434  \n",
       "15  CONDOS - 2-10 UNIT RESIDENTIAL             7    92    864  \n",
       "16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT    0     0     38  \n",
       "17  CONDO COOPS                               13   105   1159  \n",
       "18  TAX CLASS 3 - UNTILITY PROPERTIES          0     0      2  \n",
       "21  OFFICE BUILDINGS                           7    33    257  \n",
       "22  STORE BUILDINGS                            7    52    570  \n",
       "23  LOFT BUILDINGS                             1     5     52  \n",
       "25  LUXURY HOTELS                              0    50    619  \n",
       "26  OTHER HOTELS                              36     5    221  \n",
       "27  FACTORIES                                  2    16    179  \n",
       "28  COMMERCIAL CONDOS                          0    17     40  \n",
       "29  COMMERCIAL GARAGES                         5    41    343  \n",
       "30  WAREHOUSES                                 3    27    213  \n",
       "31  COMMERCIAL VACANT LAND                     4    24    203  \n",
       "32  HOSPITAL AND HEALTH FACILITIES             0     7     30  \n",
       "33  EDUCATIONAL FACILITIES                     0     4     23  \n",
       "34  THEATRES                                   0     3      6  \n",
       "35  INDOOR PUBLIC AND CULTURAL FACILITIES      0     1     20  \n",
       "36  OUTDOOR RECREATIONAL FACILITIES            0     1      6  \n",
       "37  RELIGIOUS FACILITIES                       2     5     54  \n",
       "38  ASYLUMS AND HOMES                          0     0      7  \n",
       "39  TRANSPORTATION FACILITIES                  0     1      3  \n",
       "40  SELECTED GOVERNMENTAL FACILITIES           0     0      2  \n",
       "41  TAX CLASS 4 - OTHER                        0    11     76  \n",
       "42  CONDO CULTURAL/MEDICAL/EDUCATIONAL/ETC     0     1      9  \n",
       "43  CONDO OFFICE BUILDINGS                     3    20    185  \n",
       "44  CONDO PARKING                              2    12    202  \n",
       "45  CONDO HOTELS                              49    87    906  \n",
       "46  CONDO STORE BUILDINGS                      0     9    105  \n",
       "47  CONDO NON-BUSINESS STORAGE                 2    10     58  \n",
       "48  CONDO TERRACES/GARDENS/CABANAS             0     0      1  \n",
       "49  CONDO WAREHOUSES/FACTORY/INDUS             0     1      3  \n",
       "All                                          895  5439  54550  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df14.pivot_table(index=['BUILDING CLASS CATEGORY'],columns=['month'],values=['SALE PRICE'],margins=True,\n",
    "               aggfunc=np.count_nonzero)['SALE PRICE'].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BUILDING CLASS CATEGORY\n",
       "01  ONE FAMILY DWELLINGS                        (SALE PRICE, 7)\n",
       "02  TWO FAMILY DWELLINGS                        (SALE PRICE, 7)\n",
       "03  THREE FAMILY DWELLINGS                      (SALE PRICE, 3)\n",
       "04  TAX CLASS 1 CONDOS                          (SALE PRICE, 6)\n",
       "05  TAX CLASS 1 VACANT LAND                     (SALE PRICE, 7)\n",
       "06  TAX CLASS 1 - OTHER                         (SALE PRICE, 6)\n",
       "07  RENTALS - WALKUP APARTMENTS                (SALE PRICE, 12)\n",
       "08  RENTALS - ELEVATOR APARTMENTS              (SALE PRICE, 12)\n",
       "09  COOPS - WALKUP APARTMENTS                   (SALE PRICE, 7)\n",
       "10  COOPS - ELEVATOR APARTMENTS                 (SALE PRICE, 7)\n",
       "11A CONDO-RENTALS                              (SALE PRICE, 12)\n",
       "12  CONDOS - WALKUP APARTMENTS                 (SALE PRICE, 12)\n",
       "13  CONDOS - ELEVATOR APARTMENTS                (SALE PRICE, 7)\n",
       "14  RENTALS - 4-10 UNIT                         (SALE PRICE, 9)\n",
       "15  CONDOS - 2-10 UNIT RESIDENTIAL             (SALE PRICE, 12)\n",
       "16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT     (SALE PRICE, 5)\n",
       "17  CONDO COOPS                                 (SALE PRICE, 8)\n",
       "18  TAX CLASS 3 - UNTILITY PROPERTIES           (SALE PRICE, 7)\n",
       "21  OFFICE BUILDINGS                            (SALE PRICE, 1)\n",
       "22  STORE BUILDINGS                             (SALE PRICE, 4)\n",
       "23  LOFT BUILDINGS                              (SALE PRICE, 1)\n",
       "25  LUXURY HOTELS                               (SALE PRICE, 1)\n",
       "26  OTHER HOTELS                                (SALE PRICE, 8)\n",
       "27  FACTORIES                                   (SALE PRICE, 6)\n",
       "28  COMMERCIAL CONDOS                          (SALE PRICE, 12)\n",
       "29  COMMERCIAL GARAGES                          (SALE PRICE, 7)\n",
       "30  WAREHOUSES                                 (SALE PRICE, 12)\n",
       "31  COMMERCIAL VACANT LAND                     (SALE PRICE, 12)\n",
       "32  HOSPITAL AND HEALTH FACILITIES             (SALE PRICE, 12)\n",
       "33  EDUCATIONAL FACILITIES                     (SALE PRICE, 12)\n",
       "34  THEATRES                                   (SALE PRICE, 12)\n",
       "35  INDOOR PUBLIC AND CULTURAL FACILITIES       (SALE PRICE, 6)\n",
       "36  OUTDOOR RECREATIONAL FACILITIES             (SALE PRICE, 7)\n",
       "37  RELIGIOUS FACILITIES                        (SALE PRICE, 6)\n",
       "38  ASYLUMS AND HOMES                           (SALE PRICE, 2)\n",
       "39  TRANSPORTATION FACILITIES                   (SALE PRICE, 2)\n",
       "40  SELECTED GOVERNMENTAL FACILITIES            (SALE PRICE, 6)\n",
       "41  TAX CLASS 4 - OTHER                        (SALE PRICE, 12)\n",
       "42  CONDO CULTURAL/MEDICAL/EDUCATIONAL/ETC      (SALE PRICE, 1)\n",
       "43  CONDO OFFICE BUILDINGS                      (SALE PRICE, 9)\n",
       "44  CONDO PARKING                               (SALE PRICE, 1)\n",
       "45  CONDO HOTELS                                (SALE PRICE, 7)\n",
       "46  CONDO STORE BUILDINGS                       (SALE PRICE, 3)\n",
       "47  CONDO NON-BUSINESS STORAGE                 (SALE PRICE, 12)\n",
       "48  CONDO TERRACES/GARDENS/CABANAS              (SALE PRICE, 9)\n",
       "49  CONDO WAREHOUSES/FACTORY/INDUS              (SALE PRICE, 5)\n",
       "dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df14.pivot_table(index=['BUILDING CLASS CATEGORY'],columns=['month'],values=['SALE PRICE'],margins=False, aggfunc=np.count_nonzero).fillna(0).idxmax(axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Overall it appears that Jul followed by Dec is the most active, but there is definitely some variation across building classes.\n",
    "\n",
    "#Most active months by Borough:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>month</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>All</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BOROUGH</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td> 1691</td>\n",
       "      <td> 1168</td>\n",
       "      <td> 1309</td>\n",
       "      <td> 1423</td>\n",
       "      <td> 1516</td>\n",
       "      <td> 1603</td>\n",
       "      <td> 1977</td>\n",
       "      <td> 1552</td>\n",
       "      <td> 1386</td>\n",
       "      <td> 1268</td>\n",
       "      <td> 330</td>\n",
       "      <td> 1625</td>\n",
       "      <td> 16848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>  229</td>\n",
       "      <td>  294</td>\n",
       "      <td>  346</td>\n",
       "      <td>  341</td>\n",
       "      <td>  356</td>\n",
       "      <td>  357</td>\n",
       "      <td>  390</td>\n",
       "      <td>  327</td>\n",
       "      <td>  324</td>\n",
       "      <td>  283</td>\n",
       "      <td>  49</td>\n",
       "      <td>  395</td>\n",
       "      <td>  3691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td> 1282</td>\n",
       "      <td> 1142</td>\n",
       "      <td> 1242</td>\n",
       "      <td> 1179</td>\n",
       "      <td> 1380</td>\n",
       "      <td> 1341</td>\n",
       "      <td> 1493</td>\n",
       "      <td> 1257</td>\n",
       "      <td> 1276</td>\n",
       "      <td> 1031</td>\n",
       "      <td> 236</td>\n",
       "      <td> 1407</td>\n",
       "      <td> 14266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td> 1413</td>\n",
       "      <td> 1194</td>\n",
       "      <td> 1367</td>\n",
       "      <td> 1181</td>\n",
       "      <td> 1351</td>\n",
       "      <td> 1394</td>\n",
       "      <td> 1554</td>\n",
       "      <td> 1474</td>\n",
       "      <td> 1522</td>\n",
       "      <td> 1357</td>\n",
       "      <td> 277</td>\n",
       "      <td> 1569</td>\n",
       "      <td> 15653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>  378</td>\n",
       "      <td>  323</td>\n",
       "      <td>  340</td>\n",
       "      <td>  343</td>\n",
       "      <td>  369</td>\n",
       "      <td>  430</td>\n",
       "      <td>  438</td>\n",
       "      <td>  441</td>\n",
       "      <td>  386</td>\n",
       "      <td>  198</td>\n",
       "      <td>   3</td>\n",
       "      <td>  443</td>\n",
       "      <td>  4092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>All</th>\n",
       "      <td> 4993</td>\n",
       "      <td> 4121</td>\n",
       "      <td> 4604</td>\n",
       "      <td> 4467</td>\n",
       "      <td> 4972</td>\n",
       "      <td> 5125</td>\n",
       "      <td> 5852</td>\n",
       "      <td> 5051</td>\n",
       "      <td> 4894</td>\n",
       "      <td> 4137</td>\n",
       "      <td> 895</td>\n",
       "      <td> 5439</td>\n",
       "      <td> 54550</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "month       1     2     3     4     5     6     7     8     9    10   11  \\\n",
       "BOROUGH                                                                    \n",
       "1        1691  1168  1309  1423  1516  1603  1977  1552  1386  1268  330   \n",
       "2         229   294   346   341   356   357   390   327   324   283   49   \n",
       "3        1282  1142  1242  1179  1380  1341  1493  1257  1276  1031  236   \n",
       "4        1413  1194  1367  1181  1351  1394  1554  1474  1522  1357  277   \n",
       "5         378   323   340   343   369   430   438   441   386   198    3   \n",
       "All      4993  4121  4604  4467  4972  5125  5852  5051  4894  4137  895   \n",
       "\n",
       "month      12    All  \n",
       "BOROUGH               \n",
       "1        1625  16848  \n",
       "2         395   3691  \n",
       "3        1407  14266  \n",
       "4        1569  15653  \n",
       "5         443   4092  \n",
       "All      5439  54550  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df14.pivot_table(index=['BOROUGH'],columns=['month'],values=['SALE PRICE'],margins=True,\n",
    "               aggfunc=np.count_nonzero)['SALE PRICE'].fillna(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By borough (1=Manhattan, 2=Bronx, 3=Brooklyn, 4=Queens, 5=SI) the most active months are still Jul and Dec. \n",
    "\n",
    "#Residential Neighborhood Growth\n",
    "We'll identify residential buildings by tax class. For each neighborhood we'll look at the year to year change in sale counts, sale total and sale median:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df['TAX CLASS AT PRESENT']=df['TAX CLASS AT PRESENT'].apply(str)\n",
    "res_cond = df['TAX CLASS AT PRESENT'].str.startswith('1',na=False) |  df['TAX CLASS AT PRESENT'].str.startswith('2',na=False)\n",
    "res = df[res_cond].copy()\n",
    "res_no12=df[res_cond & (df['month']<12)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "res_count=(res_no12.pivot_table(index=['year'],columns=['NEIGHBORHOOD'],values=['SALE PRICE'],margins=False,  \n",
    "                          aggfunc=np.count_nonzero).fillna(0)['SALE PRICE']).rename(columns=lambda x: x.strip())\n",
    "res_sum=(res_no12.pivot_table(index=['year'],columns=['NEIGHBORHOOD'],values=['SALE PRICE'],margins=False, \n",
    "                        aggfunc=np.sum).fillna(0))['SALE PRICE'].rename(columns=lambda x: x.strip())\n",
    "res_median=(res_no12.pivot_table(index=['year'],columns=['NEIGHBORHOOD'],values=['SALE PRICE'],margins=False, \n",
    "                        aggfunc=np.median).fillna(0))['SALE PRICE'].rename(columns=lambda x: x.strip())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def rate_change(x):\n",
    "    if (x[0]==x[1]):\n",
    "        return 0\n",
    "    return (x[1]-x[0])*1.0/x[0]\n",
    "res_count_rate=pandas.rolling_apply(res_count,2,rate_change).loc[2014]\n",
    "res_sum_rate=pandas.rolling_apply(res_sum,2,rate_change).loc[2014]\n",
    "res_median_rate=pandas.rolling_apply(res_median,2,rate_change).loc[2014]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to pick out hot neighborhoods with meaningful sample size (so that we don't just pick a neighborhood that went from one sale to three sales), we can set a threshold on the total sales for 2013/2014. Naturally the hottest neighborhoods change depending on this threshold:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NEIGHBORHOOD  EAST VILLAGE  KIPS BAY  HOWARD BEACH\n",
      "year                                              \n",
      "2013                   139       227           275\n",
      "2014                   209       196           264\n",
      "NEIGHBORHOOD  EAST VILLAGE    KIPS BAY  HOWARD BEACH\n",
      "year                                                \n",
      "2013             316079928   207270141      77955235\n",
      "2014             320834436  4879645977      92903442\n",
      "NEIGHBORHOOD  EAST VILLAGE  KIPS BAY  HOWARD BEACH\n",
      "year                                              \n",
      "2013                940000    740000        175000\n",
      "2014               1195000    769750        261500\n"
     ]
    }
   ],
   "source": [
    "sample_threshold = 100 #ignore neighborhoods with too few sales\n",
    "neighborhood1 = res_count_rate[(res_count.loc[2013]>=sample_threshold) & (res_count.loc[2014]>=sample_threshold)].idxmax()\n",
    "neighborhood2 = res_sum_rate[(res_count.loc[2013]>=sample_threshold) & (res_count.loc[2014]>=sample_threshold)].idxmax()\n",
    "neighborhood3 = res_median_rate[(res_count.loc[2013]>=sample_threshold) & (res_count.loc[2014]>=sample_threshold)].idxmax()\n",
    "print res_count.loc[[2013,2014]][[neighborhood1,neighborhood2,neighborhood3]]\n",
    "print res_sum.loc[[2013,2014]][[neighborhood1,neighborhood2,neighborhood3]]\n",
    "print res_median.loc[[2013,2014]][[neighborhood1,neighborhood2,neighborhood3]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the table above, East Village won by number of sales change, Kips Bay won by total sales change, and Howard Beach won by price median change.\n",
    "\n",
    "#New Constructions\n",
    "Next we move on to new constructions. The percentage of new construction sales hovers around 5% according to the figure below and doesn't appear to change much over the years."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "res['isRecent']=(res['year']-res['YEAR BUILT'])<=2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes.AxesSubplot at 0xd8a8bcc>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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       "SUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd8b934c>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recentAnalysis = res[(res['YEAR BUILT']>1800)].pivot_table(index=['year','month'],columns=['isRecent'],values=['SALE PRICE'],\n",
    "                                          aggfunc=np.count_nonzero)['SALE PRICE']\n",
    "recentAnalysis['percentageRecent']=recentAnalysis[True].divide(recentAnalysis[False]+recentAnalysis[True])\n",
    "recentAnalysis.loc[[2011,2012,2013,2014]]['percentageRecent'].plot(title='Percentage of new constructions in residential sales')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we limit ourselves to Manhattan, the end of 2014 seems to have seen some increase in new construction sales ratio, but there is no clear trend:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes.AxesSubplot at 0xd8b83cc>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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       "MBgMRu38L6eb7J4x8m4aAAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0xabf6c8c>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recentAnalysis = res[(res['YEAR BUILT']>1800) & (res['BOROUGH']==1)].pivot_table(index=['year','month'],columns=['isRecent'],values=['SALE PRICE'],\n",
    "                                          aggfunc=np.count_nonzero)['SALE PRICE']\n",
    "recentAnalysis['percentageRecent']=recentAnalysis[True].divide(recentAnalysis[False]+recentAnalysis[True])\n",
    "recentAnalysis.loc[[2011,2012,2013,2014]]['percentageRecent'].plot(title='Percentage of new constructions in residential sales in Manhattan')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Price Tiering\n",
    "It's helpful to check the price distribution before we set the tiers:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes.AxesSubplot at 0xd8f3e4c>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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       "KBgAACAICgYAAAjy/wEj3albyXUiOwAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0xbaa6dcc>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "res[(res['SALE PRICE']<1e7)]['SALE PRICE'].hist(bins=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since \\$3M was given as a tiering level, and a lot of sales happened below \\$1M, I decide to set four price tiers, corresponding to \n",
    "1. 0-\\$500K\n",
    "2. \\$500K-\\$1M\n",
    "3. \\$1M-\\$3M\n",
    "4. Above \\$3M"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mytier = [0,5e5,1e6,3e6]\n",
    "res['price tier'] = np.digitize(res['SALE PRICE'],mytier)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define functions that calculate the change relative to the same month the previous year:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def yoy(month_data):\n",
    "    if len(month_data)<13:\n",
    "        return np.nan\n",
    "    if (month_data[0]==0): \n",
    "        return np.nan\n",
    "    return (month_data[12]-month_data[0])/month_data[0]\n",
    "\n",
    "def yoy_capextreme(month_data):\n",
    "    if len(month_data)<13:\n",
    "        return np.nan\n",
    "    if (month_data[0]==0):\n",
    "        if (month_data[12]>0):\n",
    "            return 10 #year-over-year growth needs to be capped at some level in case the previous level is zero\n",
    "        else:\n",
    "            return 0\n",
    "    return min(10,(month_data[12]-month_data[0])/month_data[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "res_tier_count = res.pivot_table(index=['year','month'],columns=['price tier'],values=['SALE PRICE'],margins=False,  \n",
    "                          aggfunc=np.count_nonzero)['SALE PRICE'].fillna(0)\n",
    "res_yoy = pandas.rolling_apply(res_tier_count,13,yoy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The figure below shows quite strikingly that the higher the price tier, the higher the growth over the last few years:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes.AxesSubplot at 0xe10c4ec>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0xaf55a2c>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(res_yoy.loc[[2012,2013,2014]]).plot(kind='Bar',figsize=(16,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Neighborhood Breakdown\n",
    "Let's now check the neighborhood break down for below and above \\$3M sales. Note that because >\\$3M are rare in most neighborhoods, the percentage change data often varies wildy or is absent. The focus should be on the <\\$3M category:  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "res['under3M'] = res['price tier']<4 \n",
    "res_under3M = res.pivot_table(index=['year','month'],columns=['NEIGHBORHOOD','under3M'],values=['SALE PRICE'],margins=False,  \n",
    "                          aggfunc=np.count_nonzero)['SALE PRICE'].fillna(0)\n",
    "res_yoy_under3M = pandas.rolling_apply(res_under3M,13,yoy_capextreme)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th>NEIGHBORHOOD</th>\n",
       "      <th>AIRPORT LA GUARDIA</th>\n",
       "      <th colspan=\"2\" halign=\"left\">ALPHABET CITY</th>\n",
       "      <th colspan=\"2\" halign=\"left\">ANNADALE</th>\n",
       "      <th colspan=\"2\" halign=\"left\">ARDEN HEIGHTS</th>\n",
       "      <th>ARROCHAR</th>\n",
       "      <th>ARROCHAR-SHORE ACRES</th>\n",
       "      <th>ARVERNE</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"2\" halign=\"left\">WOODHAVEN</th>\n",
       "      <th colspan=\"2\" halign=\"left\">WOODLAWN</th>\n",
       "      <th colspan=\"2\" halign=\"left\">WOODROW</th>\n",
       "      <th colspan=\"2\" halign=\"left\">WOODSIDE</th>\n",
       "      <th colspan=\"2\" halign=\"left\">WYCKOFF HEIGHTS</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>under3M</th>\n",
       "      <th>True </th>\n",
       "      <th>False</th>\n",
       "      <th>True </th>\n",
       "      <th>False</th>\n",
       "      <th>True </th>\n",
       "      <th>False</th>\n",
       "      <th>True </th>\n",
       "      <th>True </th>\n",
       "      <th>True </th>\n",
       "      <th>False</th>\n",
       "      <th>...</th>\n",
       "      <th>False</th>\n",
       "      <th>True </th>\n",
       "      <th>False</th>\n",
       "      <th>True </th>\n",
       "      <th>False</th>\n",
       "      <th>True </th>\n",
       "      <th>False</th>\n",
       "      <th>True </th>\n",
       "      <th>False</th>\n",
       "      <th>True </th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1 </th>\n",
       "      <td> 10.0</td>\n",
       "      <td> -1.000000</td>\n",
       "      <td> 0.166667</td>\n",
       "      <td> 0</td>\n",
       "      <td>  0.428571</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0.222222</td>\n",
       "      <td>  0.000000</td>\n",
       "      <td>  1.000000</td>\n",
       "      <td> 0</td>\n",
       "      <td>...</td>\n",
       "      <td>  0</td>\n",
       "      <td> 0.545455</td>\n",
       "      <td>  0</td>\n",
       "      <td> 0.000000</td>\n",
       "      <td> 0</td>\n",
       "      <td> 2.000000</td>\n",
       "      <td>  0</td>\n",
       "      <td> 0.833333</td>\n",
       "      <td>  0</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 </th>\n",
       "      <td> -1.0</td>\n",
       "      <td> 10.000000</td>\n",
       "      <td> 1.000000</td>\n",
       "      <td> 0</td>\n",
       "      <td>  0.000000</td>\n",
       "      <td> 0</td>\n",
       "      <td>-0.058824</td>\n",
       "      <td>  0.000000</td>\n",
       "      <td>  0.000000</td>\n",
       "      <td> 0</td>\n",
       "      <td>...</td>\n",
       "      <td>  0</td>\n",
       "      <td>-0.529412</td>\n",
       "      <td>  0</td>\n",
       "      <td>-0.250000</td>\n",
       "      <td> 0</td>\n",
       "      <td>-0.454545</td>\n",
       "      <td> -1</td>\n",
       "      <td> 0.190476</td>\n",
       "      <td>  0</td>\n",
       "      <td>-0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3 </th>\n",
       "      <td>  0.0</td>\n",
       "      <td> -0.333333</td>\n",
       "      <td> 0.666667</td>\n",
       "      <td> 0</td>\n",
       "      <td> 10.000000</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0.363636</td>\n",
       "      <td> -0.750000</td>\n",
       "      <td> 10.000000</td>\n",
       "      <td> 0</td>\n",
       "      <td>...</td>\n",
       "      <td>  0</td>\n",
       "      <td> 0.923077</td>\n",
       "      <td>  0</td>\n",
       "      <td>-0.666667</td>\n",
       "      <td> 0</td>\n",
       "      <td>-0.166667</td>\n",
       "      <td>  0</td>\n",
       "      <td> 0.086957</td>\n",
       "      <td>  0</td>\n",
       "      <td> 0.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4 </th>\n",
       "      <td>  0.0</td>\n",
       "      <td> -1.000000</td>\n",
       "      <td> 0.000000</td>\n",
       "      <td> 0</td>\n",
       "      <td>  3.500000</td>\n",
       "      <td> 0</td>\n",
       "      <td>-0.400000</td>\n",
       "      <td> 10.000000</td>\n",
       "      <td> -0.750000</td>\n",
       "      <td> 0</td>\n",
       "      <td>...</td>\n",
       "      <td>  0</td>\n",
       "      <td>-0.263158</td>\n",
       "      <td> 10</td>\n",
       "      <td> 0.000000</td>\n",
       "      <td> 0</td>\n",
       "      <td>-0.636364</td>\n",
       "      <td>  0</td>\n",
       "      <td>-0.071429</td>\n",
       "      <td>  0</td>\n",
       "      <td> 0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5 </th>\n",
       "      <td> -0.5</td>\n",
       "      <td>  0.000000</td>\n",
       "      <td> 0.500000</td>\n",
       "      <td> 0</td>\n",
       "      <td> -0.312500</td>\n",
       "      <td> 0</td>\n",
       "      <td>-0.400000</td>\n",
       "      <td>  0.000000</td>\n",
       "      <td> -0.333333</td>\n",
       "      <td> 0</td>\n",
       "      <td>...</td>\n",
       "      <td>  0</td>\n",
       "      <td>-0.388889</td>\n",
       "      <td>  0</td>\n",
       "      <td> 0.000000</td>\n",
       "      <td> 0</td>\n",
       "      <td>-0.571429</td>\n",
       "      <td> 10</td>\n",
       "      <td>-0.071429</td>\n",
       "      <td>  0</td>\n",
       "      <td>-0.285714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6 </th>\n",
       "      <td>  0.0</td>\n",
       "      <td>  0.000000</td>\n",
       "      <td>-0.687500</td>\n",
       "      <td> 0</td>\n",
       "      <td>  0.125000</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0.111111</td>\n",
       "      <td> -0.666667</td>\n",
       "      <td> 10.000000</td>\n",
       "      <td> 0</td>\n",
       "      <td>...</td>\n",
       "      <td>  0</td>\n",
       "      <td> 1.000000</td>\n",
       "      <td>  0</td>\n",
       "      <td>-0.714286</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0.111111</td>\n",
       "      <td>  0</td>\n",
       "      <td> 0.041667</td>\n",
       "      <td>  0</td>\n",
       "      <td> 0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7 </th>\n",
       "      <td>  0.0</td>\n",
       "      <td> 10.000000</td>\n",
       "      <td>-0.588235</td>\n",
       "      <td> 0</td>\n",
       "      <td>  1.100000</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0.090909</td>\n",
       "      <td> 10.000000</td>\n",
       "      <td> 10.000000</td>\n",
       "      <td> 0</td>\n",
       "      <td>...</td>\n",
       "      <td> 10</td>\n",
       "      <td> 0.086957</td>\n",
       "      <td>  0</td>\n",
       "      <td>-0.166667</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0.666667</td>\n",
       "      <td>  0</td>\n",
       "      <td> 0.172414</td>\n",
       "      <td>  0</td>\n",
       "      <td> 0.142857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8 </th>\n",
       "      <td>  0.0</td>\n",
       "      <td>  0.000000</td>\n",
       "      <td>-0.222222</td>\n",
       "      <td> 0</td>\n",
       "      <td>  0.142857</td>\n",
       "      <td> 0</td>\n",
       "      <td>-0.272727</td>\n",
       "      <td>  0.000000</td>\n",
       "      <td> 10.000000</td>\n",
       "      <td> 0</td>\n",
       "      <td>...</td>\n",
       "      <td>  0</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td>  0</td>\n",
       "      <td>-0.375000</td>\n",
       "      <td> 0</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td>  0</td>\n",
       "      <td> 0.047619</td>\n",
       "      <td> 10</td>\n",
       "      <td>-0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9 </th>\n",
       "      <td> -1.0</td>\n",
       "      <td> -0.500000</td>\n",
       "      <td>-0.727273</td>\n",
       "      <td> 0</td>\n",
       "      <td> -0.636364</td>\n",
       "      <td> 0</td>\n",
       "      <td>-0.142857</td>\n",
       "      <td>  0.000000</td>\n",
       "      <td> -0.500000</td>\n",
       "      <td> 0</td>\n",
       "      <td>...</td>\n",
       "      <td>  0</td>\n",
       "      <td>-0.380952</td>\n",
       "      <td>  0</td>\n",
       "      <td> 3.500000</td>\n",
       "      <td> 0</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td> -1</td>\n",
       "      <td>-0.034483</td>\n",
       "      <td>  0</td>\n",
       "      <td> 0.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td> -1.0</td>\n",
       "      <td> -0.750000</td>\n",
       "      <td>-0.222222</td>\n",
       "      <td> 0</td>\n",
       "      <td> -0.250000</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0.333333</td>\n",
       "      <td> -1.000000</td>\n",
       "      <td> -0.333333</td>\n",
       "      <td> 0</td>\n",
       "      <td>...</td>\n",
       "      <td>  0</td>\n",
       "      <td>-0.055556</td>\n",
       "      <td>  0</td>\n",
       "      <td> 0.500000</td>\n",
       "      <td> 0</td>\n",
       "      <td>-0.375000</td>\n",
       "      <td>  0</td>\n",
       "      <td>-0.300000</td>\n",
       "      <td>  0</td>\n",
       "      <td>-0.454545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>  0.0</td>\n",
       "      <td> -1.000000</td>\n",
       "      <td>-0.375000</td>\n",
       "      <td> 0</td>\n",
       "      <td> -1.000000</td>\n",
       "      <td> 0</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td> -1.000000</td>\n",
       "      <td> -1.000000</td>\n",
       "      <td> 0</td>\n",
       "      <td>...</td>\n",
       "      <td>  0</td>\n",
       "      <td>-0.800000</td>\n",
       "      <td>  0</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td> 0</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>  0</td>\n",
       "      <td>-0.900000</td>\n",
       "      <td>  0</td>\n",
       "      <td>-0.800000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11 rows × 440 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "NEIGHBORHOOD AIRPORT LA GUARDIA ALPHABET CITY           ANNADALE             \\\n",
       "under3M                   True          False     True     False      True    \n",
       "month                                                                         \n",
       "1                          10.0     -1.000000  0.166667        0   0.428571   \n",
       "2                          -1.0     10.000000  1.000000        0   0.000000   \n",
       "3                           0.0     -0.333333  0.666667        0  10.000000   \n",
       "4                           0.0     -1.000000  0.000000        0   3.500000   \n",
       "5                          -0.5      0.000000  0.500000        0  -0.312500   \n",
       "6                           0.0      0.000000 -0.687500        0   0.125000   \n",
       "7                           0.0     10.000000 -0.588235        0   1.100000   \n",
       "8                           0.0      0.000000 -0.222222        0   0.142857   \n",
       "9                          -1.0     -0.500000 -0.727273        0  -0.636364   \n",
       "10                         -1.0     -0.750000 -0.222222        0  -0.250000   \n",
       "11                          0.0     -1.000000 -0.375000        0  -1.000000   \n",
       "\n",
       "NEIGHBORHOOD ARDEN HEIGHTS             ARROCHAR ARROCHAR-SHORE ACRES ARVERNE  \\\n",
       "under3M              False     True       True                 True    False   \n",
       "month                                                                          \n",
       "1                        0  0.222222   0.000000             1.000000       0   \n",
       "2                        0 -0.058824   0.000000             0.000000       0   \n",
       "3                        0  0.363636  -0.750000            10.000000       0   \n",
       "4                        0 -0.400000  10.000000            -0.750000       0   \n",
       "5                        0 -0.400000   0.000000            -0.333333       0   \n",
       "6                        0  0.111111  -0.666667            10.000000       0   \n",
       "7                        0  0.090909  10.000000            10.000000       0   \n",
       "8                        0 -0.272727   0.000000            10.000000       0   \n",
       "9                        0 -0.142857   0.000000            -0.500000       0   \n",
       "10                       0  0.333333  -1.000000            -0.333333       0   \n",
       "11                       0 -1.000000  -1.000000            -1.000000       0   \n",
       "\n",
       "NEIGHBORHOOD    ...    WOODHAVEN           WOODLAWN           WOODROW  \\\n",
       "under3M         ...        False     True     False     True    False   \n",
       "month           ...                                                     \n",
       "1               ...            0  0.545455        0  0.000000       0   \n",
       "2               ...            0 -0.529412        0 -0.250000       0   \n",
       "3               ...            0  0.923077        0 -0.666667       0   \n",
       "4               ...            0 -0.263158       10  0.000000       0   \n",
       "5               ...            0 -0.388889        0  0.000000       0   \n",
       "6               ...            0  1.000000        0 -0.714286       0   \n",
       "7               ...           10  0.086957        0 -0.166667       0   \n",
       "8               ...            0 -0.500000        0 -0.375000       0   \n",
       "9               ...            0 -0.380952        0  3.500000       0   \n",
       "10              ...            0 -0.055556        0  0.500000       0   \n",
       "11              ...            0 -0.800000        0 -1.000000       0   \n",
       "\n",
       "NEIGHBORHOOD           WOODSIDE           WYCKOFF HEIGHTS            \n",
       "under3M          True     False     True            False     True   \n",
       "month                                                                \n",
       "1             2.000000        0  0.833333               0  0.000000  \n",
       "2            -0.454545       -1  0.190476               0 -0.500000  \n",
       "3            -0.166667        0  0.086957               0  0.400000  \n",
       "4            -0.636364        0 -0.071429               0  0.750000  \n",
       "5            -0.571429       10 -0.071429               0 -0.285714  \n",
       "6             0.111111        0  0.041667               0  0.333333  \n",
       "7             0.666667        0  0.172414               0  0.142857  \n",
       "8            -0.500000        0  0.047619              10 -0.625000  \n",
       "9            -0.500000       -1 -0.034483               0  0.833333  \n",
       "10           -0.375000        0 -0.300000               0 -0.454545  \n",
       "11           -1.000000        0 -0.900000               0 -0.800000  \n",
       "\n",
       "[11 rows x 440 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res_yoy_under3M.loc[2014]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes.AxesSubplot at 0xdcee5cc>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
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       "gg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0xdcee56c>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "res_yoy_under3M[[('BROOKLYN HEIGHTS',True),('BEDFORD STUYVESANT',True)]].loc[[2012,2013,2014]].plot(kind='Bar',figsize=(15,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Comparing Brooklyn Heights to Bedford-Stuyvesant, the <$3M sales count for the former grew in 2012 while the latter catches up in 2013 going into 2014. The sales count is generally down towards the end of 2014 for most neighborhoods."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Highest Turnover Neighborhoods\n",
    "\n",
    "If we have detailed history of every residential unit sold, we can estimate the turnover rate per unit by the inverse of the recent time-between-sales and get some kind of representative turnover rate for each neighborhood. The problem of this approach is that \n",
    "1. The addresses in our data are sometimes not written consistently, and the apartment number often failed to be parsed\n",
    "2. The last sale for each unit can go very far back\n",
    "\n",
    "So a more robust approach is to estimate at the building (/lot) level instead of the unit level. Count the recent (i.e. 2014) turnover rate per building, and the unit turnover rate should be roughly that divided by the total number of units in the building. At the end when we want to estimate a neighborhood turnover rate, we can do a median or mean weighted by the number of units per building. \n",
    "\n",
    "Note that the total number of units also needs to be estimated, as the column 'RESIDENTIAL UNITS' is often zero even for big apartment buildings. One way to mitigate this problem is to count the number of unique addresses (containing different apt number) per lot in the data and use that number to supplement the RESIDENTIAL UNITS figure. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def unique_len(grp):\n",
    "    return len(grp.unique())\n",
    "\n",
    "building_grp=res.groupby(['NEIGHBORHOOD','BLOCK','LOT'],as_index=False)\n",
    "add_ct=building_grp.ADDRESS.aggregate(unique_len)\n",
    "#The building count is basically the number of different addresses in the same lot in our data \n",
    "add_ct.columns=[u'NEIGHBORHOOD', u'BLOCK', u'LOT', u'building count']\n",
    "res2 = pandas.merge(res,add_ct, how='left')\n",
    "res2['estimated units']=res2[['RESIDENTIAL UNITS','building count']].max(axis=1)\n",
    "res2['SALE DATE'] = pandas.DatetimeIndex(res2['SALE DATE'])\n",
    "#An integer age of sale date is easier to work with in the turnover function\n",
    "res2['sale age'] = (pandas.Timestamp('2015-01-01') - res2['SALE DATE']).apply(lambda x: x / np.timedelta64(1,'D'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def building_turnover(sale_age):\n",
    "    turnover = 0\n",
    "    for a in sale_age:\n",
    "        if a<=365:\n",
    "            turnover = turnover + 1\n",
    "    return turnover"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "building_data = res2.groupby(['NEIGHBORHOOD','BLOCK','LOT'],as_index=False).agg({'sale age':building_turnover,\n",
    "                                                                 'estimated units':np.max})\n",
    "building_data.columns = ['NEIGHBORHOOD','BLOCK','LOT','building turnover','estimated units']\n",
    "building_data['unit turnover']=1.0*building_data['building turnover']/building_data['estimated units']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NEIGHBORHOOD</th>\n",
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       "      <th>LOT</th>\n",
       "      <th>building turnover</th>\n",
       "      <th>estimated units</th>\n",
       "      <th>unit turnover</th>\n",
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       "      <td> AIRPORT LA GUARDIA</td>\n",
       "      <td>  949</td>\n",
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       "      <td> 0</td>\n",
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       "      <th>5     </th>\n",
       "      <td> AIRPORT LA GUARDIA</td>\n",
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       "      <td> 1030</td>\n",
       "      <td> 1</td>\n",
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       "      <td>   14</td>\n",
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       "    <tr>\n",
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       "      <td>   15</td>\n",
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       "    <tr>\n",
       "      <th>8     </th>\n",
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       "      <td>  2</td>\n",
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       "    <tr>\n",
       "      <th>9     </th>\n",
       "      <td> AIRPORT LA GUARDIA</td>\n",
       "      <td>  976</td>\n",
       "      <td>   23</td>\n",
       "      <td> 0</td>\n",
       "      <td>  1</td>\n",
       "      <td> 0.000000</td>\n",
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       "    <tr>\n",
       "      <th>10    </th>\n",
       "      <td> AIRPORT LA GUARDIA</td>\n",
       "      <td>  976</td>\n",
       "      <td>   36</td>\n",
       "      <td> 0</td>\n",
       "      <td>  1</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11    </th>\n",
       "      <td> AIRPORT LA GUARDIA</td>\n",
       "      <td>  976</td>\n",
       "      <td>   43</td>\n",
       "      <td> 0</td>\n",
       "      <td>  1</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12    </th>\n",
       "      <td> AIRPORT LA GUARDIA</td>\n",
       "      <td>  976</td>\n",
       "      <td>   62</td>\n",
       "      <td> 0</td>\n",
       "      <td>  1</td>\n",
       "      <td> 0.000000</td>\n",
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       "    <tr>\n",
       "      <th>13    </th>\n",
       "      <td> AIRPORT LA GUARDIA</td>\n",
       "      <td>  976</td>\n",
       "      <td>   68</td>\n",
       "      <td> 1</td>\n",
       "      <td>  1</td>\n",
       "      <td> 1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14    </th>\n",
       "      <td>      ALPHABET CITY</td>\n",
       "      <td>  372</td>\n",
       "      <td>   31</td>\n",
       "      <td> 0</td>\n",
       "      <td>  4</td>\n",
       "      <td> 0.000000</td>\n",
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       "    <tr>\n",
       "      <th>15    </th>\n",
       "      <td>      ALPHABET CITY</td>\n",
       "      <td>  372</td>\n",
       "      <td>   38</td>\n",
       "      <td> 0</td>\n",
       "      <td>  1</td>\n",
       "      <td> 0.000000</td>\n",
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       "    <tr>\n",
       "      <th>16    </th>\n",
       "      <td>      ALPHABET CITY</td>\n",
       "      <td>  372</td>\n",
       "      <td>   39</td>\n",
       "      <td> 0</td>\n",
       "      <td> 16</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17    </th>\n",
       "      <td>      ALPHABET CITY</td>\n",
       "      <td>  372</td>\n",
       "      <td>   55</td>\n",
       "      <td> 1</td>\n",
       "      <td>  1</td>\n",
       "      <td> 1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18    </th>\n",
       "      <td>      ALPHABET CITY</td>\n",
       "      <td>  372</td>\n",
       "      <td> 1001</td>\n",
       "      <td> 0</td>\n",
       "      <td>  1</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19    </th>\n",
       "      <td>      ALPHABET CITY</td>\n",
       "      <td>  372</td>\n",
       "      <td> 1005</td>\n",
       "      <td> 1</td>\n",
       "      <td>  1</td>\n",
       "      <td> 1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20    </th>\n",
       "      <td>      ALPHABET CITY</td>\n",
       "      <td>  372</td>\n",
       "      <td> 1007</td>\n",
       "      <td> 1</td>\n",
       "      <td>  1</td>\n",
       "      <td> 1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21    </th>\n",
       "      <td>      ALPHABET CITY</td>\n",
       "      <td>  373</td>\n",
       "      <td>   16</td>\n",
       "      <td> 0</td>\n",
       "      <td>  3</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22    </th>\n",
       "      <td>      ALPHABET CITY</td>\n",
       "      <td>  373</td>\n",
       "      <td>   17</td>\n",
       "      <td> 0</td>\n",
       "      <td>  4</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23    </th>\n",
       "      <td>      ALPHABET CITY</td>\n",
       "      <td>  373</td>\n",
       "      <td>   40</td>\n",
       "      <td> 1</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24    </th>\n",
       "      <td>      ALPHABET CITY</td>\n",
       "      <td>  373</td>\n",
       "      <td>   46</td>\n",
       "      <td> 1</td>\n",
       "      <td>  3</td>\n",
       "      <td> 0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25    </th>\n",
       "      <td>      ALPHABET CITY</td>\n",
       "      <td>  373</td>\n",
       "      <td>   49</td>\n",
       "      <td> 2</td>\n",
       "      <td>  7</td>\n",
       "      <td> 0.285714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26    </th>\n",
       "      <td>      ALPHABET CITY</td>\n",
       "      <td>  373</td>\n",
       "      <td>   63</td>\n",
       "      <td> 1</td>\n",
       "      <td>  4</td>\n",
       "      <td> 0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27    </th>\n",
       "      <td>      ALPHABET CITY</td>\n",
       "      <td>  374</td>\n",
       "      <td>   65</td>\n",
       "      <td> 1</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28    </th>\n",
       "      <td>      ALPHABET CITY</td>\n",
       "      <td>  374</td>\n",
       "      <td> 1002</td>\n",
       "      <td> 0</td>\n",
       "      <td>  1</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29    </th>\n",
       "      <td>      ALPHABET CITY</td>\n",
       "      <td>  374</td>\n",
       "      <td> 1003</td>\n",
       "      <td> 1</td>\n",
       "      <td>  1</td>\n",
       "      <td> 1.000000</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154488</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3363</td>\n",
       "      <td>   25</td>\n",
       "      <td> 0</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154489</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3363</td>\n",
       "      <td>   32</td>\n",
       "      <td> 1</td>\n",
       "      <td>  6</td>\n",
       "      <td> 0.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154490</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3371</td>\n",
       "      <td>    1</td>\n",
       "      <td> 0</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154491</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3371</td>\n",
       "      <td>   14</td>\n",
       "      <td> 0</td>\n",
       "      <td>  3</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154492</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3379</td>\n",
       "      <td>   36</td>\n",
       "      <td> 0</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154493</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3379</td>\n",
       "      <td>   64</td>\n",
       "      <td> 0</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154494</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3379</td>\n",
       "      <td>  162</td>\n",
       "      <td> 0</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154495</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3386</td>\n",
       "      <td>   11</td>\n",
       "      <td> 0</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154496</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3386</td>\n",
       "      <td>   13</td>\n",
       "      <td> 1</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154497</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3386</td>\n",
       "      <td>   14</td>\n",
       "      <td> 0</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154498</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3386</td>\n",
       "      <td>   15</td>\n",
       "      <td> 0</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154499</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3386</td>\n",
       "      <td>   24</td>\n",
       "      <td> 2</td>\n",
       "      <td>  2</td>\n",
       "      <td> 1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154500</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3386</td>\n",
       "      <td>   49</td>\n",
       "      <td> 0</td>\n",
       "      <td>  3</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154501</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3386</td>\n",
       "      <td>   50</td>\n",
       "      <td> 0</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154502</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3386</td>\n",
       "      <td>   62</td>\n",
       "      <td> 0</td>\n",
       "      <td>  6</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154503</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3386</td>\n",
       "      <td>   66</td>\n",
       "      <td> 0</td>\n",
       "      <td>  1</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154504</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3393</td>\n",
       "      <td>    9</td>\n",
       "      <td> 0</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154505</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3393</td>\n",
       "      <td>   12</td>\n",
       "      <td> 0</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154506</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3393</td>\n",
       "      <td>   21</td>\n",
       "      <td> 0</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154507</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3393</td>\n",
       "      <td>   26</td>\n",
       "      <td> 1</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154508</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3393</td>\n",
       "      <td>   27</td>\n",
       "      <td> 1</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154509</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3393</td>\n",
       "      <td>   35</td>\n",
       "      <td> 0</td>\n",
       "      <td>  3</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154510</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3393</td>\n",
       "      <td>   49</td>\n",
       "      <td> 0</td>\n",
       "      <td>  4</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154511</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3393</td>\n",
       "      <td>   71</td>\n",
       "      <td> 1</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154512</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3400</td>\n",
       "      <td>    7</td>\n",
       "      <td> 0</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154513</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3400</td>\n",
       "      <td>   18</td>\n",
       "      <td> 0</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154514</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3400</td>\n",
       "      <td>   28</td>\n",
       "      <td> 1</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154515</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3400</td>\n",
       "      <td>   70</td>\n",
       "      <td> 1</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154516</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3400</td>\n",
       "      <td>   71</td>\n",
       "      <td> 1</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154517</th>\n",
       "      <td>    WYCKOFF HEIGHTS</td>\n",
       "      <td> 3407</td>\n",
       "      <td>   18</td>\n",
       "      <td> 0</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>154518 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              NEIGHBORHOOD  BLOCK   LOT  building turnover  estimated units  \\\n",
       "0       AIRPORT LA GUARDIA    949    30                  0                1   \n",
       "1       AIRPORT LA GUARDIA    949    58                  0                3   \n",
       "2       AIRPORT LA GUARDIA    949  1012                  0                1   \n",
       "3       AIRPORT LA GUARDIA    949  1015                  0                1   \n",
       "4       AIRPORT LA GUARDIA    949  1018                  0                1   \n",
       "5       AIRPORT LA GUARDIA    949  1030                  1                1   \n",
       "6       AIRPORT LA GUARDIA    976    14                  0                1   \n",
       "7       AIRPORT LA GUARDIA    976    15                  0                1   \n",
       "8       AIRPORT LA GUARDIA    976    21                  0                2   \n",
       "9       AIRPORT LA GUARDIA    976    23                  0                1   \n",
       "10      AIRPORT LA GUARDIA    976    36                  0                1   \n",
       "11      AIRPORT LA GUARDIA    976    43                  0                1   \n",
       "12      AIRPORT LA GUARDIA    976    62                  0                1   \n",
       "13      AIRPORT LA GUARDIA    976    68                  1                1   \n",
       "14           ALPHABET CITY    372    31                  0                4   \n",
       "15           ALPHABET CITY    372    38                  0                1   \n",
       "16           ALPHABET CITY    372    39                  0               16   \n",
       "17           ALPHABET CITY    372    55                  1                1   \n",
       "18           ALPHABET CITY    372  1001                  0                1   \n",
       "19           ALPHABET CITY    372  1005                  1                1   \n",
       "20           ALPHABET CITY    372  1007                  1                1   \n",
       "21           ALPHABET CITY    373    16                  0                3   \n",
       "22           ALPHABET CITY    373    17                  0                4   \n",
       "23           ALPHABET CITY    373    40                  1                2   \n",
       "24           ALPHABET CITY    373    46                  1                3   \n",
       "25           ALPHABET CITY    373    49                  2                7   \n",
       "26           ALPHABET CITY    373    63                  1                4   \n",
       "27           ALPHABET CITY    374    65                  1                2   \n",
       "28           ALPHABET CITY    374  1002                  0                1   \n",
       "29           ALPHABET CITY    374  1003                  1                1   \n",
       "...                    ...    ...   ...                ...              ...   \n",
       "154488     WYCKOFF HEIGHTS   3363    25                  0                2   \n",
       "154489     WYCKOFF HEIGHTS   3363    32                  1                6   \n",
       "154490     WYCKOFF HEIGHTS   3371     1                  0                2   \n",
       "154491     WYCKOFF HEIGHTS   3371    14                  0                3   \n",
       "154492     WYCKOFF HEIGHTS   3379    36                  0                2   \n",
       "154493     WYCKOFF HEIGHTS   3379    64                  0                2   \n",
       "154494     WYCKOFF HEIGHTS   3379   162                  0                2   \n",
       "154495     WYCKOFF HEIGHTS   3386    11                  0                2   \n",
       "154496     WYCKOFF HEIGHTS   3386    13                  1                2   \n",
       "154497     WYCKOFF HEIGHTS   3386    14                  0                2   \n",
       "154498     WYCKOFF HEIGHTS   3386    15                  0                2   \n",
       "154499     WYCKOFF HEIGHTS   3386    24                  2                2   \n",
       "154500     WYCKOFF HEIGHTS   3386    49                  0                3   \n",
       "154501     WYCKOFF HEIGHTS   3386    50                  0                2   \n",
       "154502     WYCKOFF HEIGHTS   3386    62                  0                6   \n",
       "154503     WYCKOFF HEIGHTS   3386    66                  0                1   \n",
       "154504     WYCKOFF HEIGHTS   3393     9                  0                2   \n",
       "154505     WYCKOFF HEIGHTS   3393    12                  0                2   \n",
       "154506     WYCKOFF HEIGHTS   3393    21                  0                2   \n",
       "154507     WYCKOFF HEIGHTS   3393    26                  1                2   \n",
       "154508     WYCKOFF HEIGHTS   3393    27                  1                2   \n",
       "154509     WYCKOFF HEIGHTS   3393    35                  0                3   \n",
       "154510     WYCKOFF HEIGHTS   3393    49                  0                4   \n",
       "154511     WYCKOFF HEIGHTS   3393    71                  1                2   \n",
       "154512     WYCKOFF HEIGHTS   3400     7                  0                2   \n",
       "154513     WYCKOFF HEIGHTS   3400    18                  0                2   \n",
       "154514     WYCKOFF HEIGHTS   3400    28                  1                2   \n",
       "154515     WYCKOFF HEIGHTS   3400    70                  1                2   \n",
       "154516     WYCKOFF HEIGHTS   3400    71                  1                2   \n",
       "154517     WYCKOFF HEIGHTS   3407    18                  0                2   \n",
       "\n",
       "        unit turnover  \n",
       "0            0.000000  \n",
       "1            0.000000  \n",
       "2            0.000000  \n",
       "3            0.000000  \n",
       "4            0.000000  \n",
       "5            1.000000  \n",
       "6            0.000000  \n",
       "7            0.000000  \n",
       "8            0.000000  \n",
       "9            0.000000  \n",
       "10           0.000000  \n",
       "11           0.000000  \n",
       "12           0.000000  \n",
       "13           1.000000  \n",
       "14           0.000000  \n",
       "15           0.000000  \n",
       "16           0.000000  \n",
       "17           1.000000  \n",
       "18           0.000000  \n",
       "19           1.000000  \n",
       "20           1.000000  \n",
       "21           0.000000  \n",
       "22           0.000000  \n",
       "23           0.500000  \n",
       "24           0.333333  \n",
       "25           0.285714  \n",
       "26           0.250000  \n",
       "27           0.500000  \n",
       "28           0.000000  \n",
       "29           1.000000  \n",
       "...               ...  \n",
       "154488       0.000000  \n",
       "154489       0.166667  \n",
       "154490       0.000000  \n",
       "154491       0.000000  \n",
       "154492       0.000000  \n",
       "154493       0.000000  \n",
       "154494       0.000000  \n",
       "154495       0.000000  \n",
       "154496       0.500000  \n",
       "154497       0.000000  \n",
       "154498       0.000000  \n",
       "154499       1.000000  \n",
       "154500       0.000000  \n",
       "154501       0.000000  \n",
       "154502       0.000000  \n",
       "154503       0.000000  \n",
       "154504       0.000000  \n",
       "154505       0.000000  \n",
       "154506       0.000000  \n",
       "154507       0.500000  \n",
       "154508       0.500000  \n",
       "154509       0.000000  \n",
       "154510       0.000000  \n",
       "154511       0.500000  \n",
       "154512       0.000000  \n",
       "154513       0.000000  \n",
       "154514       0.500000  \n",
       "154515       0.500000  \n",
       "154516       0.500000  \n",
       "154517       0.000000  \n",
       "\n",
       "[154518 rows x 6 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "building_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "median_turnover = []\n",
    "mean_turnover = []\n",
    "nlist = []\n",
    "for neighborhood in building_data['NEIGHBORHOOD'].unique():\n",
    "    selection = building_data[building_data['NEIGHBORHOOD']==neighborhood]\n",
    "    median_turnover.append(weightedstats.weighted_median(selection['unit turnover'].tolist(),weights=selection['estimated units'].tolist()))\n",
    "    mean_turnover.append(weightedstats.weighted_mean(selection['unit turnover'].tolist(),weights=selection['estimated units'].tolist()))\n",
    "    nlist.append(neighborhood)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>median</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AIRPORT LA GUARDIA</th>\n",
       "      <td> 0.117647</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALPHABET CITY</th>\n",
       "      <td> 0.052191</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ANNADALE</th>\n",
       "      <td> 0.194882</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARDEN HEIGHTS</th>\n",
       "      <td> 0.184636</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARROCHAR</th>\n",
       "      <td> 0.168831</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARROCHAR-SHORE ACRES</th>\n",
       "      <td> 0.252632</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARVERNE</th>\n",
       "      <td> 0.056709</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASTORIA</th>\n",
       "      <td> 0.062322</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BATH BEACH</th>\n",
       "      <td> 0.104087</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BATHGATE</th>\n",
       "      <td> 0.038851</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BAY RIDGE</th>\n",
       "      <td> 0.130087</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BAYCHESTER</th>\n",
       "      <td> 0.133648</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BAYSIDE</th>\n",
       "      <td> 0.148080</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEDFORD PARK/NORWOOD</th>\n",
       "      <td> 0.021059</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEDFORD STUYVESANT</th>\n",
       "      <td> 0.093765</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEECHHURST</th>\n",
       "      <td> 0.240223</td>\n",
       "      <td> 0.158333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BELLE HARBOR</th>\n",
       "      <td> 0.147500</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BELLEROSE</th>\n",
       "      <td> 0.155556</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BELMONT</th>\n",
       "      <td> 0.023195</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BENSONHURST</th>\n",
       "      <td> 0.077848</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BERGEN BEACH</th>\n",
       "      <td> 0.112281</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BOERUM HILL</th>\n",
       "      <td> 0.108967</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BOROUGH PARK</th>\n",
       "      <td> 0.090066</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRIARWOOD</th>\n",
       "      <td> 0.094259</td>\n",
       "      <td> 0.029629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRIGHTON BEACH</th>\n",
       "      <td> 0.070563</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BROAD CHANNEL</th>\n",
       "      <td> 0.166667</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRONX PARK</th>\n",
       "      <td> 0.010101</td>\n",
       "      <td> 0.010989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRONX-UNKNOWN</th>\n",
       "      <td> 0.000000</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRONXDALE</th>\n",
       "      <td> 0.080838</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BROOKLYN HEIGHTS</th>\n",
       "      <td> 0.120311</td>\n",
       "      <td> 0.004098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOMPKINSVILLE</th>\n",
       "      <td> 0.112299</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOTTENVILLE</th>\n",
       "      <td> 0.137085</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TRAVIS</th>\n",
       "      <td> 0.301802</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TRIBECA</th>\n",
       "      <td> 0.144691</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UPPER EAST SIDE (59-79)</th>\n",
       "      <td> 0.146368</td>\n",
       "      <td> 0.037680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UPPER EAST SIDE (79-96)</th>\n",
       "      <td> 0.114392</td>\n",
       "      <td> 0.000719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UPPER EAST SIDE (96-110)</th>\n",
       "      <td> 0.193955</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UPPER WEST SIDE (59-79)</th>\n",
       "      <td> 0.138341</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UPPER WEST SIDE (79-96)</th>\n",
       "      <td> 0.118754</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UPPER WEST SIDE (96-116)</th>\n",
       "      <td> 0.103679</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VAN CORTLANDT PARK</th>\n",
       "      <td> 0.187500</td>\n",
       "      <td> 0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WAKEFIELD</th>\n",
       "      <td> 0.073131</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WASHINGTON HEIGHTS LOWER</th>\n",
       "      <td> 0.026256</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WASHINGTON HEIGHTS UPPER</th>\n",
       "      <td> 0.047464</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WEST NEW BRIGHTON</th>\n",
       "      <td> 0.134146</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WESTCHESTER</th>\n",
       "      <td> 0.071166</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WESTERLEIGH</th>\n",
       "      <td> 0.169059</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WHITESTONE</th>\n",
       "      <td> 0.148319</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WILLIAMSBRIDGE</th>\n",
       "      <td> 0.067388</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WILLIAMSBURG-CENTRAL</th>\n",
       "      <td> 0.076551</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WILLIAMSBURG-EAST</th>\n",
       "      <td> 0.064578</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WILLIAMSBURG-NORTH</th>\n",
       "      <td> 0.050000</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WILLIAMSBURG-SOUTH</th>\n",
       "      <td> 0.060274</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WILLOWBROOK</th>\n",
       "      <td> 0.187251</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WINDSOR TERRACE</th>\n",
       "      <td> 0.150873</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WOODHAVEN</th>\n",
       "      <td> 0.104548</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WOODLAWN</th>\n",
       "      <td> 0.094891</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WOODROW</th>\n",
       "      <td> 0.132114</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WOODSIDE</th>\n",
       "      <td> 0.125633</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WYCKOFF HEIGHTS</th>\n",
       "      <td> 0.064741</td>\n",
       "      <td> 0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>255 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              mean    median\n",
       "AIRPORT LA GUARDIA        0.117647  0.000000\n",
       "ALPHABET CITY             0.052191  0.000000\n",
       "ANNADALE                  0.194882  0.000000\n",
       "ARDEN HEIGHTS             0.184636  0.000000\n",
       "ARROCHAR                  0.168831  0.000000\n",
       "ARROCHAR-SHORE ACRES      0.252632  0.000000\n",
       "ARVERNE                   0.056709  0.000000\n",
       "ASTORIA                   0.062322  0.000000\n",
       "BATH BEACH                0.104087  0.000000\n",
       "BATHGATE                  0.038851  0.000000\n",
       "BAY RIDGE                 0.130087  0.000000\n",
       "BAYCHESTER                0.133648  0.000000\n",
       "BAYSIDE                   0.148080  0.000000\n",
       "BEDFORD PARK/NORWOOD      0.021059  0.000000\n",
       "BEDFORD STUYVESANT        0.093765  0.000000\n",
       "BEECHHURST                0.240223  0.158333\n",
       "BELLE HARBOR              0.147500  0.000000\n",
       "BELLEROSE                 0.155556  0.000000\n",
       "BELMONT                   0.023195  0.000000\n",
       "BENSONHURST               0.077848  0.000000\n",
       "BERGEN BEACH              0.112281  0.000000\n",
       "BOERUM HILL               0.108967  0.000000\n",
       "BOROUGH PARK              0.090066  0.000000\n",
       "BRIARWOOD                 0.094259  0.029629\n",
       "BRIGHTON BEACH            0.070563  0.000000\n",
       "BROAD CHANNEL             0.166667  0.000000\n",
       "BRONX PARK                0.010101  0.010989\n",
       "BRONX-UNKNOWN             0.000000  0.000000\n",
       "BRONXDALE                 0.080838  0.000000\n",
       "BROOKLYN HEIGHTS          0.120311  0.004098\n",
       "...                            ...       ...\n",
       "TOMPKINSVILLE             0.112299  0.000000\n",
       "TOTTENVILLE               0.137085  0.000000\n",
       "TRAVIS                    0.301802  0.000000\n",
       "TRIBECA                   0.144691  0.000000\n",
       "UPPER EAST SIDE (59-79)   0.146368  0.037680\n",
       "UPPER EAST SIDE (79-96)   0.114392  0.000719\n",
       "UPPER EAST SIDE (96-110)  0.193955  0.000000\n",
       "UPPER WEST SIDE (59-79)   0.138341  0.000000\n",
       "UPPER WEST SIDE (79-96)   0.118754  0.000000\n",
       "UPPER WEST SIDE (96-116)  0.103679  0.000000\n",
       "VAN CORTLANDT PARK        0.187500  0.187500\n",
       "WAKEFIELD                 0.073131  0.000000\n",
       "WASHINGTON HEIGHTS LOWER  0.026256  0.000000\n",
       "WASHINGTON HEIGHTS UPPER  0.047464  0.000000\n",
       "WEST NEW BRIGHTON         0.134146  0.000000\n",
       "WESTCHESTER               0.071166  0.000000\n",
       "WESTERLEIGH               0.169059  0.000000\n",
       "WHITESTONE                0.148319  0.000000\n",
       "WILLIAMSBRIDGE            0.067388  0.000000\n",
       "WILLIAMSBURG-CENTRAL      0.076551  0.000000\n",
       "WILLIAMSBURG-EAST         0.064578  0.000000\n",
       "WILLIAMSBURG-NORTH        0.050000  0.000000\n",
       "WILLIAMSBURG-SOUTH        0.060274  0.000000\n",
       "WILLOWBROOK               0.187251  0.000000\n",
       "WINDSOR TERRACE           0.150873  0.000000\n",
       "WOODHAVEN                 0.104548  0.000000\n",
       "WOODLAWN                  0.094891  0.000000\n",
       "WOODROW                   0.132114  0.000000\n",
       "WOODSIDE                  0.125633  0.000000\n",
       "WYCKOFF HEIGHTS           0.064741  0.000000\n",
       "\n",
       "[255 rows x 2 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_turnover=pandas.DataFrame({'median': pandas.Series(median_turnover,index=nlist),'mean':pandas.Series(mean_turnover,index=nlist)})\n",
    "df_turnover"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean      OAKWOOD-BEACH\n",
      "median    OAKWOOD-BEACH\n",
      "dtype: object\n",
      "mean      0.488372\n",
      "median    0.500000\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print df_turnover.idxmax(axis=0)\n",
    "print df_turnover.max(axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Mapping by zip code monthly year-over-year sales growth\n",
    "\n",
    "First we need a dictionary of zipcode coordinates:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#File source = http://pablotron.org/files/zipcodes-csv-10-Aug-2004.zip \n",
    "geozc=pandas.read_csv('zipcode.csv',index_col=0,header=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def embed_map(map, path=\"map.html\"):\n",
    "    map.create_map(path=path)\n",
    "    return HTML('<iframe src=\"files/{path}\" style=\"width: 100%; height: 510px; border: none\"></iframe>'.format(path=path))\n",
    "\n",
    "def inline_map(map):\n",
    "    \"\"\"\n",
    "    Embeds the HTML source of the map directly into the IPython notebook.\n",
    "    \n",
    "    This method will not work if the map depends on any files (json data). Also this uses\n",
    "    the HTML5 srcdoc attribute, which may not be supported in all browsers.\n",
    "    \"\"\"\n",
    "    map._build_map()\n",
    "    return HTML('<iframe srcdoc=\"{srcdoc}\" style=\"width: 100%; height: 510px; border: none\"></iframe>'.format(srcdoc=map.HTML.replace('\"', '&quot;')))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Converts percentage change to color:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def scale_to_hex(val):\n",
    "    val = 0.5*(val+1)\n",
    "    if val<0:\n",
    "        val=0\n",
    "    if val>1:\n",
    "        val=1\n",
    "    cscale=plt.get_cmap('YlOrRd')\n",
    "    rgb = cscale(val)[0:3]\n",
    "    rgb = tuple(np.round(255*x) for x in rgb)\n",
    "    hex = \"#%02x%02x%02x\" % rgb\n",
    "    return hex"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sales count change by year per zip code is used to generate the color of the marker on each zip code:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "zip_count=(res_no12.pivot_table(index=['year'],columns=['ZIP CODE'],values=['SALE PRICE'],margins=False,  \n",
    "                          aggfunc=np.count_nonzero).fillna(0)['SALE PRICE'])\n",
    "zip_count_rate=pandas.rolling_apply(zip_count,2,rate_change).loc[2014]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We would plot the year-over-year growth by price tiers in each zip code. Note that the yoy function is capped at 10 when the previous year has zero sales in the same month."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "zip_tier = res[(res['year']>=2013) & (res['ZIP CODE']>=10000)] \\\n",
    ".pivot_table(index=['year','month'],columns=['ZIP CODE','price tier'],values=['SALE PRICE'],margins=False,  \n",
    "                          aggfunc=np.count_nonzero)['SALE PRICE'].fillna(0)\n",
    "zip_yoy_tier = pandas.rolling_apply(zip_tier,13,yoy_capextreme)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "mymap = folium.Map(location=[40.73,-73.90],tiles='Stamen Toner',zoom_start=11)\n",
    "for c in zip_tier.columns.levels[0]:\n",
    "    if c in geozc.index:\n",
    "        bar = vincent.GroupedBar(zip_yoy_tier.loc[2014][c])\n",
    "        bar.width = 400\n",
    "        bar.height = 200\n",
    "        bar.padding = {'top': 5, 'left': 40, 'bottom': 40, 'right': 100}\n",
    "        bar.legend(title='Price Tier')\n",
    "        bar.axis_titles(x='#Sales for months of 2014 compared to 2013, Zip code = '+str(c),y='')\n",
    "        bar.to_json('v'+str(c)+'.json')\n",
    "        mymap.circle_marker(location=[geozc.loc[c].latitude, geozc.loc[c].longitude], radius=400,\n",
    "                        popup=(bar,'v'+str(c)+'.json'),line_color=None,\n",
    "                        fill_color=scale_to_hex(zip_count_rate[c]),fill_opacity=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe srcdoc=\"<!DOCTYPE html>\n",
       "<head>\n",
       "   <meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; />\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;http://cdn.leafletjs.com/leaflet-0.7.3/leaflet.css&quot; />\n",
       "   <script src=&quot;http://cdn.leafletjs.com/leaflet-0.7.3/leaflet.js&quot;></script>\n",
       "\n",
       "   <script src=&quot;https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js&quot;></script>\n",
       "\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;>\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;>\n",
       "   <script src=&quot;//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;></script>\n",
       "\n",
       "   <link href=&quot;//maxcdn.bootstrapcdn.com/font-awesome/4.1.0/css/font-awesome.min.css&quot; rel=&quot;stylesheet&quot;>\n",
       "\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;https://rawgit.com/lvoogdt/Leaflet.awesome-markers/2.0/develop/dist/leaflet.awesome-markers.css&quot;>\n",
       "   <script src=&quot;https://rawgithub.com/lvoogdt/Leaflet.awesome-markers/2.0/develop/dist/leaflet.awesome-markers.js&quot;></script>\n",
       "\n",
       "\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;//cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/MarkerCluster.Default.css&quot;>\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;//cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/MarkerCluster.css&quot;>\n",
       "   <script src=&quot;//cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/leaflet.markercluster-src.js&quot;></script>\n",
       "   <script src=&quot;//cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/leaflet.markercluster.js&quot;></script>\n",
       "\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;http://birdage.github.io/Leaflet.awesome-markers/dist/leaflet.awesome.rotate.css&quot;>\n",
       "\n",
       "   \n",
       "   <script src=&quot;http://d3js.org/d3.v3.min.js&quot; charset=&quot;utf-8&quot;></script>\n",
       "   <script src=&quot;http://trifacta.github.io/vega/vega.js&quot;></script>\n",
       "   <script src=&quot;https://code.jquery.com/jquery-2.1.0.min.js&quot;></script>\n",
       "\n",
       "   <style>\n",
       "\n",
       "      html, body {\n",
       "        width: 100%;\n",
       "        height: 100%;\n",
       "        margin: 0;\n",
       "        padding: 0;\n",
       "      }\n",
       "\n",
       "      #map {\n",
       "        position:absolute;\n",
       "        top:0;\n",
       "        bottom:0;\n",
       "        right:0;\n",
       "        left:0;\n",
       "      }\n",
       "\n",
       "   </style>\n",
       "</head>\n",
       "\n",
       "<body>\n",
       "\n",
       "   <div class=&quot;folium-map&quot; id=&quot;folium_e85b2c9342184685bc7d2fe6f0fe9dc0&quot; style=&quot;width: 960px; height: 500px&quot;></div>\n",
       "\n",
       "   <script>\n",
       "\n",
       "      function parse(spec, div) {\n",
       "\n",
       "    vg.parse.spec(spec, function(chart) { chart({el:div}).update(); });\n",
       "\n",
       "}\n",
       "\n",
       "      var base_tile = L.tileLayer('http://{s}.tile.stamen.com/toner/{z}/{x}/{y}.jpg', {\n",
       "          maxZoom: 18,\n",
       "          attribution: 'Map tiles by <a href=&quot;http://stamen.com&quot;>Stamen Design</a>, under <a href=&quot;http://creativecommons.org/licenses/by/3.0&quot;>CC BY 3.0</a>. Data by <a href=&quot;http://openstreetmap.org&quot;>OpenStreetMap</a>, under <a href=&quot;http://creativecommons.org/licenses/by-sa/3.0&quot;>CC BY SA</a>.'\n",
       "      });\n",
       "\n",
       "      var baseLayer = {        \n",
       "        &quot;Base Layer&quot;: base_tile\n",
       "      };\n",
       "\n",
       "      /*\n",
       "      addition of the wms layers\n",
       "      */ \n",
       "\n",
       "      \n",
       "      \n",
       "      /*\n",
       "      addition of the tile layers\n",
       "      */\n",
       "      \n",
       "\n",
       "      /*\n",
       "      list of layers to be added\n",
       "      */ \n",
       "      var layer_list = {\n",
       "      \n",
       "      };\n",
       "\n",
       "      /*\n",
       "      Creates the map and adds the selected layers\n",
       "      */\n",
       "      var map = L.map('folium_e85b2c9342184685bc7d2fe6f0fe9dc0', {\n",
       "                                       center:[40.73, -73.9],\n",
       "                                       zoom: 11,\n",
       "                                       layers: [base_tile]\n",
       "                                     });\n",
       "\n",
       "      L.control.layers(baseLayer, layer_list).addTo(map);\n",
       "\n",
       "      //cluster group\n",
       "      var clusteredmarkers = L.markerClusterGroup();\n",
       "      //section for adding clustered markers\n",
       "      \n",
       "      //add the clustered markers to the group anyway\n",
       "      map.addLayer(clusteredmarkers);\n",
       "\n",
       "      \n",
       "\n",
       "      \n",
       "      var circle_1 = L.circle([40.750742, -73.99653], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea848',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_1.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10001&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_1.bindPopup(div);\n",
       "      circle_1._popup.options.maxWidth = 960;\n",
       "      circle_1.openPopup();\n",
       "      parse('v10001.json', '#v10001');\n",
       "    });\n",
       "      map.addLayer(circle_1)\n",
       "      \n",
       "      var circle_2 = L.circle([40.71704, -73.987], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feb04b',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_2.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10002&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_2.bindPopup(div);\n",
       "      circle_2._popup.options.maxWidth = 960;\n",
       "      circle_2.openPopup();\n",
       "      parse('v10002.json', '#v10002');\n",
       "    });\n",
       "      map.addLayer(circle_2)\n",
       "      \n",
       "      var circle_3 = L.circle([40.732509, -73.98935], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd883b',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_3.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10003&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_3.bindPopup(div);\n",
       "      circle_3._popup.options.maxWidth = 960;\n",
       "      circle_3.openPopup();\n",
       "      parse('v10003.json', '#v10003');\n",
       "    });\n",
       "      map.addLayer(circle_3)\n",
       "      \n",
       "      var circle_4 = L.circle([40.699226, -74.04118], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9941',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_4.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10004&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_4.bindPopup(div);\n",
       "      circle_4._popup.options.maxWidth = 960;\n",
       "      circle_4.openPopup();\n",
       "      parse('v10004.json', '#v10004');\n",
       "    });\n",
       "      map.addLayer(circle_4)\n",
       "      \n",
       "      var circle_5 = L.circle([40.706019, -74.00858], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea446',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_5.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10005&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_5.bindPopup(div);\n",
       "      circle_5._popup.options.maxWidth = 960;\n",
       "      circle_5.openPopup();\n",
       "      parse('v10005.json', '#v10005');\n",
       "    });\n",
       "      map.addLayer(circle_5)\n",
       "      \n",
       "      var circle_6 = L.circle([40.707904, -74.01342], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd7034',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_6.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10006&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_6.bindPopup(div);\n",
       "      circle_6._popup.options.maxWidth = 960;\n",
       "      circle_6.openPopup();\n",
       "      parse('v10006.json', '#v10006');\n",
       "    });\n",
       "      map.addLayer(circle_6)\n",
       "      \n",
       "      var circle_7 = L.circle([40.714754, -74.00721], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feb44e',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_7.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10007&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_7.bindPopup(div);\n",
       "      circle_7._popup.options.maxWidth = 960;\n",
       "      circle_7.openPopup();\n",
       "      parse('v10007.json', '#v10007');\n",
       "    });\n",
       "      map.addLayer(circle_7)\n",
       "      \n",
       "      var circle_8 = L.circle([40.727093, -73.97864], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feb04b',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_8.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10009&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_8.bindPopup(div);\n",
       "      circle_8._popup.options.maxWidth = 960;\n",
       "      circle_8.openPopup();\n",
       "      parse('v10009.json', '#v10009');\n",
       "    });\n",
       "      map.addLayer(circle_8)\n",
       "      \n",
       "      var circle_9 = L.circle([40.739022, -73.98205], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd883b',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_9.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10010&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_9.bindPopup(div);\n",
       "      circle_9._popup.options.maxWidth = 960;\n",
       "      circle_9.openPopup();\n",
       "      parse('v10010.json', '#v10010');\n",
       "    });\n",
       "      map.addLayer(circle_9)\n",
       "      \n",
       "      var circle_10 = L.circle([40.741012, -74.00012], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea145',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_10.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10011&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_10.bindPopup(div);\n",
       "      circle_10._popup.options.maxWidth = 960;\n",
       "      circle_10.openPopup();\n",
       "      parse('v10011.json', '#v10011');\n",
       "    });\n",
       "      map.addLayer(circle_10)\n",
       "      \n",
       "      var circle_11 = L.circle([40.72596, -73.99834], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feb04b',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_11.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10012&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_11.bindPopup(div);\n",
       "      circle_11._popup.options.maxWidth = 960;\n",
       "      circle_11.openPopup();\n",
       "      parse('v10012.json', '#v10012');\n",
       "    });\n",
       "      map.addLayer(circle_11)\n",
       "      \n",
       "      var circle_12 = L.circle([40.720666, -74.00526], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feb04b',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_12.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10013&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_12.bindPopup(div);\n",
       "      circle_12._popup.options.maxWidth = 960;\n",
       "      circle_12.openPopup();\n",
       "      parse('v10013.json', '#v10013');\n",
       "    });\n",
       "      map.addLayer(circle_12)\n",
       "      \n",
       "      var circle_13 = L.circle([40.734718, -74.00532], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea848',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_13.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10014&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_13.bindPopup(div);\n",
       "      circle_13._popup.options.maxWidth = 960;\n",
       "      circle_13.openPopup();\n",
       "      parse('v10014.json', '#v10014');\n",
       "    });\n",
       "      map.addLayer(circle_13)\n",
       "      \n",
       "      var circle_14 = L.circle([40.74618, -73.97759], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea245',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_14.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10016&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_14.bindPopup(div);\n",
       "      circle_14._popup.options.maxWidth = 960;\n",
       "      circle_14.openPopup();\n",
       "      parse('v10016.json', '#v10016');\n",
       "    });\n",
       "      map.addLayer(circle_14)\n",
       "      \n",
       "      var circle_15 = L.circle([40.752159, -73.97231], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea948',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_15.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10017&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_15.bindPopup(div);\n",
       "      circle_15._popup.options.maxWidth = 960;\n",
       "      circle_15.openPopup();\n",
       "      parse('v10017.json', '#v10017');\n",
       "    });\n",
       "      map.addLayer(circle_15)\n",
       "      \n",
       "      var circle_16 = L.circle([40.755101, -73.99337], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fecc68',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_16.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10018&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_16.bindPopup(div);\n",
       "      circle_16._popup.options.maxWidth = 960;\n",
       "      circle_16.openPopup();\n",
       "      parse('v10018.json', '#v10018');\n",
       "    });\n",
       "      map.addLayer(circle_16)\n",
       "      \n",
       "      var circle_17 = L.circle([40.765714, -73.9856], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea145',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_17.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10019&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_17.bindPopup(div);\n",
       "      circle_17._popup.options.maxWidth = 960;\n",
       "      circle_17.openPopup();\n",
       "      parse('v10019.json', '#v10019');\n",
       "    });\n",
       "      map.addLayer(circle_17)\n",
       "      \n",
       "      var circle_18 = L.circle([40.76842, -73.96045], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea044',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_18.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10021&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_18.bindPopup(div);\n",
       "      circle_18._popup.options.maxWidth = 960;\n",
       "      circle_18.openPopup();\n",
       "      parse('v10021.json', '#v10021');\n",
       "    });\n",
       "      map.addLayer(circle_18)\n",
       "      \n",
       "      var circle_19 = L.circle([40.759015, -73.96732], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea546',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_19.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10022&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_19.bindPopup(div);\n",
       "      circle_19._popup.options.maxWidth = 960;\n",
       "      circle_19.openPopup();\n",
       "      parse('v10022.json', '#v10022');\n",
       "    });\n",
       "      map.addLayer(circle_19)\n",
       "      \n",
       "      var circle_20 = L.circle([40.776099, -73.98285], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd903d',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_20.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10023&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_20.bindPopup(div);\n",
       "      circle_20._popup.options.maxWidth = 960;\n",
       "      circle_20.openPopup();\n",
       "      parse('v10023.json', '#v10023');\n",
       "    });\n",
       "      map.addLayer(circle_20)\n",
       "      \n",
       "      var circle_21 = L.circle([40.786387, -73.97709], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9c42',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_21.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10024&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_21.bindPopup(div);\n",
       "      circle_21._popup.options.maxWidth = 960;\n",
       "      circle_21.openPopup();\n",
       "      parse('v10024.json', '#v10024');\n",
       "    });\n",
       "      map.addLayer(circle_21)\n",
       "      \n",
       "      var circle_22 = L.circle([40.798502, -73.96811], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feb44e',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_22.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10025&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_22.bindPopup(div);\n",
       "      circle_22._popup.options.maxWidth = 960;\n",
       "      circle_22.openPopup();\n",
       "      parse('v10025.json', '#v10025');\n",
       "    });\n",
       "      map.addLayer(circle_22)\n",
       "      \n",
       "      var circle_23 = L.circle([40.802853, -73.95471], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9a42',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_23.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10026&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_23.bindPopup(div);\n",
       "      circle_23._popup.options.maxWidth = 960;\n",
       "      circle_23.openPopup();\n",
       "      parse('v10026.json', '#v10026');\n",
       "    });\n",
       "      map.addLayer(circle_23)\n",
       "      \n",
       "      var circle_24 = L.circle([40.812665, -73.95499], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea747',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_24.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10027&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_24.bindPopup(div);\n",
       "      circle_24._popup.options.maxWidth = 960;\n",
       "      circle_24.openPopup();\n",
       "      parse('v10027.json', '#v10027');\n",
       "    });\n",
       "      map.addLayer(circle_24)\n",
       "      \n",
       "      var circle_25 = L.circle([40.776777, -73.9541], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feb34d',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_25.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10028&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_25.bindPopup(div);\n",
       "      circle_25._popup.options.maxWidth = 960;\n",
       "      circle_25.openPopup();\n",
       "      parse('v10028.json', '#v10028');\n",
       "    });\n",
       "      map.addLayer(circle_25)\n",
       "      \n",
       "      var circle_26 = L.circle([40.791586, -73.94575], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fece6a',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_26.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10029&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_26.bindPopup(div);\n",
       "      circle_26._popup.options.maxWidth = 960;\n",
       "      circle_26.openPopup();\n",
       "      parse('v10029.json', '#v10029');\n",
       "    });\n",
       "      map.addLayer(circle_26)\n",
       "      \n",
       "      var circle_27 = L.circle([40.818151, -73.94351], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd7034',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_27.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10030&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_27.bindPopup(div);\n",
       "      circle_27._popup.options.maxWidth = 960;\n",
       "      circle_27.openPopup();\n",
       "      parse('v10030.json', '#v10030');\n",
       "    });\n",
       "      map.addLayer(circle_27)\n",
       "      \n",
       "      var circle_28 = L.circle([40.826201, -73.94879], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd8038',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_28.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10031&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_28.bindPopup(div);\n",
       "      circle_28._popup.options.maxWidth = 960;\n",
       "      circle_28.openPopup();\n",
       "      parse('v10031.json', '#v10031');\n",
       "    });\n",
       "      map.addLayer(circle_28)\n",
       "      \n",
       "      var circle_29 = L.circle([40.840686, -73.94154], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#f03523',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_29.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10032&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_29.bindPopup(div);\n",
       "      circle_29._popup.options.maxWidth = 960;\n",
       "      circle_29.openPopup();\n",
       "      parse('v10032.json', '#v10032');\n",
       "    });\n",
       "      map.addLayer(circle_29)\n",
       "      \n",
       "      var circle_30 = L.circle([40.848764, -73.93496], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd8f3d',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_30.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10033&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_30.bindPopup(div);\n",
       "      circle_30._popup.options.maxWidth = 960;\n",
       "      circle_30.openPopup();\n",
       "      parse('v10033.json', '#v10033');\n",
       "    });\n",
       "      map.addLayer(circle_30)\n",
       "      \n",
       "      var circle_31 = L.circle([40.867653, -73.92], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fc572c',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_31.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10034&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_31.bindPopup(div);\n",
       "      circle_31._popup.options.maxWidth = 960;\n",
       "      circle_31.openPopup();\n",
       "      parse('v10034.json', '#v10034');\n",
       "    });\n",
       "      map.addLayer(circle_31)\n",
       "      \n",
       "      var circle_32 = L.circle([40.802395, -73.93359], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feb651',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_32.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10035&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_32.bindPopup(div);\n",
       "      circle_32._popup.options.maxWidth = 960;\n",
       "      circle_32.openPopup();\n",
       "      parse('v10035.json', '#v10035');\n",
       "    });\n",
       "      map.addLayer(circle_32)\n",
       "      \n",
       "      var circle_33 = L.circle([40.759511, -73.99019], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feaf4b',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_33.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10036&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_33.bindPopup(div);\n",
       "      circle_33._popup.options.maxWidth = 960;\n",
       "      circle_33.openPopup();\n",
       "      parse('v10036.json', '#v10036');\n",
       "    });\n",
       "      map.addLayer(circle_33)\n",
       "      \n",
       "      var circle_34 = L.circle([40.813385, -73.93616], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#d51020',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_34.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10037&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_34.bindPopup(div);\n",
       "      circle_34._popup.options.maxWidth = 960;\n",
       "      circle_34.openPopup();\n",
       "      parse('v10037.json', '#v10037');\n",
       "    });\n",
       "      map.addLayer(circle_34)\n",
       "      \n",
       "      var circle_35 = L.circle([40.709677, -74.00365], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9c42',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_35.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10038&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_35.bindPopup(div);\n",
       "      circle_35._popup.options.maxWidth = 960;\n",
       "      circle_35.openPopup();\n",
       "      parse('v10038.json', '#v10038');\n",
       "    });\n",
       "      map.addLayer(circle_35)\n",
       "      \n",
       "      var circle_36 = L.circle([40.826181, -73.9371], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#e6211e',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_36.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10039&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_36.bindPopup(div);\n",
       "      circle_36._popup.options.maxWidth = 960;\n",
       "      circle_36.openPopup();\n",
       "      parse('v10039.json', '#v10039');\n",
       "    });\n",
       "      map.addLayer(circle_36)\n",
       "      \n",
       "      var circle_37 = L.circle([40.858704, -73.92853], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd953f',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_37.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10040&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_37.bindPopup(div);\n",
       "      circle_37._popup.options.maxWidth = 960;\n",
       "      circle_37.openPopup();\n",
       "      parse('v10040.json', '#v10040');\n",
       "    });\n",
       "      map.addLayer(circle_37)\n",
       "      \n",
       "      var circle_38 = L.circle([40.762174, -73.94917], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea044',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_38.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10044&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_38.bindPopup(div);\n",
       "      circle_38._popup.options.maxWidth = 960;\n",
       "      circle_38.openPopup();\n",
       "      parse('v10044.json', '#v10044');\n",
       "    });\n",
       "      map.addLayer(circle_38)\n",
       "      \n",
       "      var circle_39 = L.circle([40.775477, -73.9905], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fec561',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_39.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10069&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_39.bindPopup(div);\n",
       "      circle_39._popup.options.maxWidth = 960;\n",
       "      circle_39.openPopup();\n",
       "      parse('v10069.json', '#v10069');\n",
       "    });\n",
       "      map.addLayer(circle_39)\n",
       "      \n",
       "      var circle_40 = L.circle([40.781894, -73.95039], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9d43',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_40.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10128&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_40.bindPopup(div);\n",
       "      circle_40._popup.options.maxWidth = 960;\n",
       "      circle_40.openPopup();\n",
       "      parse('v10128.json', '#v10128');\n",
       "    });\n",
       "      map.addLayer(circle_40)\n",
       "      \n",
       "      var circle_41 = L.circle([40.780751, -73.977182], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#800026',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_41.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10129&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_41.bindPopup(div);\n",
       "      circle_41._popup.options.maxWidth = 960;\n",
       "      circle_41.openPopup();\n",
       "      parse('v10129.json', '#v10129');\n",
       "    });\n",
       "      map.addLayer(circle_41)\n",
       "      \n",
       "      var circle_42 = L.circle([40.707467, -74.0178], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feab49',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_42.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10280&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_42.bindPopup(div);\n",
       "      circle_42._popup.options.maxWidth = 960;\n",
       "      circle_42.openPopup();\n",
       "      parse('v10280.json', '#v10280');\n",
       "    });\n",
       "      map.addLayer(circle_42)\n",
       "      \n",
       "      var circle_43 = L.circle([40.717179, -74.01433], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fffecb',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_43.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10282&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_43.bindPopup(div);\n",
       "      circle_43._popup.options.maxWidth = 960;\n",
       "      circle_43.openPopup();\n",
       "      parse('v10282.json', '#v10282');\n",
       "    });\n",
       "      map.addLayer(circle_43)\n",
       "      \n",
       "      var circle_44 = L.circle([40.631775, -74.09432], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fec15d',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_44.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10301&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_44.bindPopup(div);\n",
       "      circle_44._popup.options.maxWidth = 960;\n",
       "      circle_44.openPopup();\n",
       "      parse('v10301.json', '#v10301');\n",
       "    });\n",
       "      map.addLayer(circle_44)\n",
       "      \n",
       "      var circle_45 = L.circle([40.631127, -74.13715], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9e43',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_45.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10302&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_45.bindPopup(div);\n",
       "      circle_45._popup.options.maxWidth = 960;\n",
       "      circle_45.openPopup();\n",
       "      parse('v10302.json', '#v10302');\n",
       "    });\n",
       "      map.addLayer(circle_45)\n",
       "      \n",
       "      var circle_46 = L.circle([40.629448, -74.16239], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd8038',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_46.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10303&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_46.bindPopup(div);\n",
       "      circle_46._popup.options.maxWidth = 960;\n",
       "      circle_46.openPopup();\n",
       "      parse('v10303.json', '#v10303');\n",
       "    });\n",
       "      map.addLayer(circle_46)\n",
       "      \n",
       "      var circle_47 = L.circle([40.60787, -74.08991], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9841',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_47.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10304&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_47.bindPopup(div);\n",
       "      circle_47._popup.options.maxWidth = 960;\n",
       "      circle_47.openPopup();\n",
       "      parse('v10304.json', '#v10304');\n",
       "    });\n",
       "      map.addLayer(circle_47)\n",
       "      \n",
       "      var circle_48 = L.circle([40.599021, -74.07503], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd7a37',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_48.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10305&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_48.bindPopup(div);\n",
       "      circle_48._popup.options.maxWidth = 960;\n",
       "      circle_48.openPopup();\n",
       "      parse('v10305.json', '#v10305');\n",
       "    });\n",
       "      map.addLayer(circle_48)\n",
       "      \n",
       "      var circle_49 = L.circle([40.569394, -74.11785], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#f13624',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_49.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10306&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_49.bindPopup(div);\n",
       "      circle_49._popup.options.maxWidth = 960;\n",
       "      circle_49.openPopup();\n",
       "      parse('v10306.json', '#v10306');\n",
       "    });\n",
       "      map.addLayer(circle_49)\n",
       "      \n",
       "      var circle_50 = L.circle([40.508274, -74.24387], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fead4a',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_50.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10307&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_50.bindPopup(div);\n",
       "      circle_50._popup.options.maxWidth = 960;\n",
       "      circle_50.openPopup();\n",
       "      parse('v10307.json', '#v10307');\n",
       "    });\n",
       "      map.addLayer(circle_50)\n",
       "      \n",
       "      var circle_51 = L.circle([40.551353, -74.15098], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea948',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_51.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10308&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_51.bindPopup(div);\n",
       "      circle_51._popup.options.maxWidth = 960;\n",
       "      circle_51.openPopup();\n",
       "      parse('v10308.json', '#v10308');\n",
       "    });\n",
       "      map.addLayer(circle_51)\n",
       "      \n",
       "      var circle_52 = L.circle([40.529749, -74.21304], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#febb56',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_52.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10309&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_52.bindPopup(div);\n",
       "      circle_52._popup.options.maxWidth = 960;\n",
       "      circle_52.openPopup();\n",
       "      parse('v10309.json', '#v10309');\n",
       "    });\n",
       "      map.addLayer(circle_52)\n",
       "      \n",
       "      var circle_53 = L.circle([40.63212, -74.11551], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9f44',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_53.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10310&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_53.bindPopup(div);\n",
       "      circle_53._popup.options.maxWidth = 960;\n",
       "      circle_53.openPopup();\n",
       "      parse('v10310.json', '#v10310');\n",
       "    });\n",
       "      map.addLayer(circle_53)\n",
       "      \n",
       "      var circle_54 = L.circle([40.543117, -74.17628], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea948',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_54.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10312&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_54.bindPopup(div);\n",
       "      circle_54._popup.options.maxWidth = 960;\n",
       "      circle_54.openPopup();\n",
       "      parse('v10312.json', '#v10312');\n",
       "    });\n",
       "      map.addLayer(circle_54)\n",
       "      \n",
       "      var circle_55 = L.circle([40.606337, -74.14513], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9640',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_55.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10314&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_55.bindPopup(div);\n",
       "      circle_55._popup.options.maxWidth = 960;\n",
       "      circle_55.openPopup();\n",
       "      parse('v10314.json', '#v10314');\n",
       "    });\n",
       "      map.addLayer(circle_55)\n",
       "      \n",
       "      var circle_56 = L.circle([40.819729, -73.9223], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#e2191c',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_56.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10451&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_56.bindPopup(div);\n",
       "      circle_56._popup.options.maxWidth = 960;\n",
       "      circle_56.openPopup();\n",
       "      parse('v10451.json', '#v10451');\n",
       "    });\n",
       "      map.addLayer(circle_56)\n",
       "      \n",
       "      var circle_57 = L.circle([40.838745, -73.92234], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feb852',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_57.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10452&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_57.bindPopup(div);\n",
       "      circle_57._popup.options.maxWidth = 960;\n",
       "      circle_57.openPopup();\n",
       "      parse('v10452.json', '#v10452');\n",
       "    });\n",
       "      map.addLayer(circle_57)\n",
       "      \n",
       "      var circle_58 = L.circle([40.853017, -73.91214], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd8439',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_58.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10453&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_58.bindPopup(div);\n",
       "      circle_58._popup.options.maxWidth = 960;\n",
       "      circle_58.openPopup();\n",
       "      parse('v10453.json', '#v10453');\n",
       "    });\n",
       "      map.addLayer(circle_58)\n",
       "      \n",
       "      var circle_59 = L.circle([40.805968, -73.91628], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#b90026',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_59.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10454&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_59.bindPopup(div);\n",
       "      circle_59._popup.options.maxWidth = 960;\n",
       "      circle_59.openPopup();\n",
       "      parse('v10454.json', '#v10454');\n",
       "    });\n",
       "      map.addLayer(circle_59)\n",
       "      \n",
       "      var circle_60 = L.circle([40.815559, -73.90771], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fecf6b',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_60.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10455&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_60.bindPopup(div);\n",
       "      circle_60._popup.options.maxWidth = 960;\n",
       "      circle_60.openPopup();\n",
       "      parse('v10455.json', '#v10455');\n",
       "    });\n",
       "      map.addLayer(circle_60)\n",
       "      \n",
       "      var circle_61 = L.circle([40.829676, -73.90856], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feab49',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_61.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10456&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_61.bindPopup(div);\n",
       "      circle_61._popup.options.maxWidth = 960;\n",
       "      circle_61.openPopup();\n",
       "      parse('v10456.json', '#v10456');\n",
       "    });\n",
       "      map.addLayer(circle_61)\n",
       "      \n",
       "      var circle_62 = L.circle([40.846745, -73.89861], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fc6c33',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_62.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10457&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_62.bindPopup(div);\n",
       "      circle_62._popup.options.maxWidth = 960;\n",
       "      circle_62.openPopup();\n",
       "      parse('v10457.json', '#v10457');\n",
       "    });\n",
       "      map.addLayer(circle_62)\n",
       "      \n",
       "      var circle_63 = L.circle([40.864166, -73.88881], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fc6a32',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_63.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10458&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_63.bindPopup(div);\n",
       "      circle_63._popup.options.maxWidth = 960;\n",
       "      circle_63.openPopup();\n",
       "      parse('v10458.json', '#v10458');\n",
       "    });\n",
       "      map.addLayer(circle_63)\n",
       "      \n",
       "      var circle_64 = L.circle([40.825432, -73.89327], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd8439',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_64.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10459&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_64.bindPopup(div);\n",
       "      circle_64._popup.options.maxWidth = 960;\n",
       "      circle_64.openPopup();\n",
       "      parse('v10459.json', '#v10459');\n",
       "    });\n",
       "      map.addLayer(circle_64)\n",
       "      \n",
       "      var circle_65 = L.circle([40.84095, -73.88036], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fc6430',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_65.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10460&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_65.bindPopup(div);\n",
       "      circle_65._popup.options.maxWidth = 960;\n",
       "      circle_65.openPopup();\n",
       "      parse('v10460.json', '#v10460');\n",
       "    });\n",
       "      map.addLayer(circle_65)\n",
       "      \n",
       "      var circle_66 = L.circle([40.842917, -73.83819], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd933f',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_66.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10461&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_66.bindPopup(div);\n",
       "      circle_66._popup.options.maxWidth = 960;\n",
       "      circle_66.openPopup();\n",
       "      parse('v10461.json', '#v10461');\n",
       "    });\n",
       "      map.addLayer(circle_66)\n",
       "      \n",
       "      var circle_67 = L.circle([40.842173, -73.85862], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd7c37',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_67.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10462&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_67.bindPopup(div);\n",
       "      circle_67._popup.options.maxWidth = 960;\n",
       "      circle_67.openPopup();\n",
       "      parse('v10462.json', '#v10462');\n",
       "    });\n",
       "      map.addLayer(circle_67)\n",
       "      \n",
       "      var circle_68 = L.circle([40.881086, -73.90749], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd913e',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_68.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10463&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_68.bindPopup(div);\n",
       "      circle_68._popup.options.maxWidth = 960;\n",
       "      circle_68.openPopup();\n",
       "      parse('v10463.json', '#v10463');\n",
       "    });\n",
       "      map.addLayer(circle_68)\n",
       "      \n",
       "      var circle_69 = L.circle([40.857017, -73.78903], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd7e38',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_69.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10464&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_69.bindPopup(div);\n",
       "      circle_69._popup.options.maxWidth = 960;\n",
       "      circle_69.openPopup();\n",
       "      parse('v10464.json', '#v10464');\n",
       "    });\n",
       "      map.addLayer(circle_69)\n",
       "      \n",
       "      var circle_70 = L.circle([40.825727, -73.81752], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9f44',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_70.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10465&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_70.bindPopup(div);\n",
       "      circle_70._popup.options.maxWidth = 960;\n",
       "      circle_70.openPopup();\n",
       "      parse('v10465.json', '#v10465');\n",
       "    });\n",
       "      map.addLayer(circle_70)\n",
       "      \n",
       "      var circle_71 = L.circle([40.89095, -73.84702], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9841',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_71.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10466&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_71.bindPopup(div);\n",
       "      circle_71._popup.options.maxWidth = 960;\n",
       "      circle_71.openPopup();\n",
       "      parse('v10466.json', '#v10466');\n",
       "    });\n",
       "      map.addLayer(circle_71)\n",
       "      \n",
       "      var circle_72 = L.circle([40.872265, -73.86937], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9640',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_72.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10467&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_72.bindPopup(div);\n",
       "      circle_72._popup.options.maxWidth = 960;\n",
       "      circle_72.openPopup();\n",
       "      parse('v10467.json', '#v10467');\n",
       "    });\n",
       "      map.addLayer(circle_72)\n",
       "      \n",
       "      var circle_73 = L.circle([40.867107, -73.89916], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9c42',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_73.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10468&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_73.bindPopup(div);\n",
       "      circle_73._popup.options.maxWidth = 960;\n",
       "      circle_73.openPopup();\n",
       "      parse('v10468.json', '#v10468');\n",
       "    });\n",
       "      map.addLayer(circle_73)\n",
       "      \n",
       "      var circle_74 = L.circle([40.868643, -73.84735], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd903d',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_74.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10469&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_74.bindPopup(div);\n",
       "      circle_74._popup.options.maxWidth = 960;\n",
       "      circle_74.openPopup();\n",
       "      parse('v10469.json', '#v10469');\n",
       "    });\n",
       "      map.addLayer(circle_74)\n",
       "      \n",
       "      var circle_75 = L.circle([40.900629, -73.86072], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea446',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_75.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10470&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_75.bindPopup(div);\n",
       "      circle_75._popup.options.maxWidth = 960;\n",
       "      circle_75.openPopup();\n",
       "      parse('v10470.json', '#v10470');\n",
       "    });\n",
       "      map.addLayer(circle_75)\n",
       "      \n",
       "      var circle_76 = L.circle([40.900819, -73.90347], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd883b',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_76.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10471&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_76.bindPopup(div);\n",
       "      circle_76._popup.options.maxWidth = 960;\n",
       "      circle_76.openPopup();\n",
       "      parse('v10471.json', '#v10471');\n",
       "    });\n",
       "      map.addLayer(circle_76)\n",
       "      \n",
       "      var circle_77 = L.circle([40.830409, -73.86845], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd8c3c',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_77.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10472&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_77.bindPopup(div);\n",
       "      circle_77._popup.options.maxWidth = 960;\n",
       "      circle_77.openPopup();\n",
       "      parse('v10472.json', '#v10472');\n",
       "    });\n",
       "      map.addLayer(circle_77)\n",
       "      \n",
       "      var circle_78 = L.circle([40.818514, -73.85893], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea948',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_78.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10473&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_78.bindPopup(div);\n",
       "      circle_78._popup.options.maxWidth = 960;\n",
       "      circle_78.openPopup();\n",
       "      parse('v10473.json', '#v10473');\n",
       "    });\n",
       "      map.addLayer(circle_78)\n",
       "      \n",
       "      var circle_79 = L.circle([40.81321, -73.88755], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fc5b2e',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_79.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10474&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_79.bindPopup(div);\n",
       "      circle_79._popup.options.maxWidth = 960;\n",
       "      circle_79.openPopup();\n",
       "      parse('v10474.json', '#v10474');\n",
       "    });\n",
       "      map.addLayer(circle_79)\n",
       "      \n",
       "      var circle_80 = L.circle([40.878522, -73.82541], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#8f0026',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_80.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10475&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_80.bindPopup(div);\n",
       "      circle_80._popup.options.maxWidth = 960;\n",
       "      circle_80.openPopup();\n",
       "      parse('v10475.json', '#v10475');\n",
       "    });\n",
       "      map.addLayer(circle_80)\n",
       "      \n",
       "      var circle_81 = L.circle([40.902221, -73.80717], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#ffffcc',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_81.on('click', function() {\n",
       "      var div = $('<div id=&quot;v10803&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_81.bindPopup(div);\n",
       "      circle_81._popup.options.maxWidth = 960;\n",
       "      circle_81.openPopup();\n",
       "      parse('v10803.json', '#v10803');\n",
       "    });\n",
       "      map.addLayer(circle_81)\n",
       "      \n",
       "      var circle_82 = L.circle([40.7232, -73.70475], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feb24c',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_82.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11001&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_82.bindPopup(div);\n",
       "      circle_82._popup.options.maxWidth = 960;\n",
       "      circle_82.openPopup();\n",
       "      parse('v11001.json', '#v11001');\n",
       "    });\n",
       "      map.addLayer(circle_82)\n",
       "      \n",
       "      var circle_83 = L.circle([40.742944, -73.70956], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea546',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_83.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11004&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_83.bindPopup(div);\n",
       "      circle_83._popup.options.maxWidth = 960;\n",
       "      circle_83.openPopup();\n",
       "      parse('v11004.json', '#v11004');\n",
       "    });\n",
       "      map.addLayer(circle_83)\n",
       "      \n",
       "      var circle_84 = L.circle([40.756983, -73.7148], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feb54f',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_84.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11005&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_84.bindPopup(div);\n",
       "      circle_84._popup.options.maxWidth = 960;\n",
       "      circle_84.openPopup();\n",
       "      parse('v11005.json', '#v11005');\n",
       "    });\n",
       "      map.addLayer(circle_84)\n",
       "      \n",
       "      var circle_85 = L.circle([40.742901, -73.67895], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd923e',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_85.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11040&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_85.bindPopup(div);\n",
       "      circle_85._popup.options.maxWidth = 960;\n",
       "      circle_85.openPopup();\n",
       "      parse('v11040.json', '#v11040');\n",
       "    });\n",
       "      map.addLayer(circle_85)\n",
       "      \n",
       "      var circle_86 = L.circle([40.745341, -73.93907], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fead4a',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_86.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11101&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_86.bindPopup(div);\n",
       "      circle_86._popup.options.maxWidth = 960;\n",
       "      circle_86.openPopup();\n",
       "      parse('v11101.json', '#v11101');\n",
       "    });\n",
       "      map.addLayer(circle_86)\n",
       "      \n",
       "      var circle_87 = L.circle([40.771286, -73.92462], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd8a3b',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_87.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11102&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_87.bindPopup(div);\n",
       "      circle_87._popup.options.maxWidth = 960;\n",
       "      circle_87.openPopup();\n",
       "      parse('v11102.json', '#v11102');\n",
       "    });\n",
       "      map.addLayer(circle_87)\n",
       "      \n",
       "      var circle_88 = L.circle([40.762968, -73.91091], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9c42',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_88.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11103&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_88.bindPopup(div);\n",
       "      circle_88._popup.options.maxWidth = 960;\n",
       "      circle_88.openPopup();\n",
       "      parse('v11103.json', '#v11103');\n",
       "    });\n",
       "      map.addLayer(circle_88)\n",
       "      \n",
       "      var circle_89 = L.circle([40.743796, -73.91949], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feaf4b',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_89.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11104&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_89.bindPopup(div);\n",
       "      circle_89._popup.options.maxWidth = 960;\n",
       "      circle_89.openPopup();\n",
       "      parse('v11104.json', '#v11104');\n",
       "    });\n",
       "      map.addLayer(circle_89)\n",
       "      \n",
       "      var circle_90 = L.circle([40.774686, -73.90816], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea848',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_90.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11105&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_90.bindPopup(div);\n",
       "      circle_90._popup.options.maxWidth = 960;\n",
       "      circle_90.openPopup();\n",
       "      parse('v11105.json', '#v11105');\n",
       "    });\n",
       "      map.addLayer(circle_90)\n",
       "      \n",
       "      var circle_91 = L.circle([40.762012, -73.93147], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#febe59',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_91.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11106&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_91.bindPopup(div);\n",
       "      circle_91._popup.options.maxWidth = 960;\n",
       "      circle_91.openPopup();\n",
       "      parse('v11106.json', '#v11106');\n",
       "    });\n",
       "      map.addLayer(circle_91)\n",
       "      \n",
       "      var circle_92 = L.circle([40.651378, -73.870779], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feb24c',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_92.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11109&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_92.bindPopup(div);\n",
       "      circle_92._popup.options.maxWidth = 960;\n",
       "      circle_92.openPopup();\n",
       "      parse('v11109.json', '#v11109');\n",
       "    });\n",
       "      map.addLayer(circle_92)\n",
       "      \n",
       "      var circle_93 = L.circle([40.695286, -73.98907], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feb34d',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_93.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11201&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_93.bindPopup(div);\n",
       "      circle_93._popup.options.maxWidth = 960;\n",
       "      circle_93.openPopup();\n",
       "      parse('v11201.json', '#v11201');\n",
       "    });\n",
       "      map.addLayer(circle_93)\n",
       "      \n",
       "      var circle_94 = L.circle([40.649059, -73.93304], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fc6c33',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_94.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11203&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_94.bindPopup(div);\n",
       "      circle_94._popup.options.maxWidth = 960;\n",
       "      circle_94.openPopup();\n",
       "      parse('v11203.json', '#v11203');\n",
       "    });\n",
       "      map.addLayer(circle_94)\n",
       "      \n",
       "      var circle_95 = L.circle([40.618944, -73.98473], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9841',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_95.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11204&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_95.bindPopup(div);\n",
       "      circle_95._popup.options.maxWidth = 960;\n",
       "      circle_95.openPopup();\n",
       "      parse('v11204.json', '#v11204');\n",
       "    });\n",
       "      map.addLayer(circle_95)\n",
       "      \n",
       "      var circle_96 = L.circle([40.694214, -73.96529], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd8c3c',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_96.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11205&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_96.bindPopup(div);\n",
       "      circle_96._popup.options.maxWidth = 960;\n",
       "      circle_96.openPopup();\n",
       "      parse('v11205.json', '#v11205');\n",
       "    });\n",
       "      map.addLayer(circle_96)\n",
       "      \n",
       "      var circle_97 = L.circle([40.702348, -73.94288], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea546',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_97.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11206&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_97.bindPopup(div);\n",
       "      circle_97._popup.options.maxWidth = 960;\n",
       "      circle_97.openPopup();\n",
       "      parse('v11206.json', '#v11206');\n",
       "    });\n",
       "      map.addLayer(circle_97)\n",
       "      \n",
       "      var circle_98 = L.circle([40.670874, -73.89424], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea948',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_98.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11207&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_98.bindPopup(div);\n",
       "      circle_98._popup.options.maxWidth = 960;\n",
       "      circle_98.openPopup();\n",
       "      parse('v11207.json', '#v11207');\n",
       "    });\n",
       "      map.addLayer(circle_98)\n",
       "      \n",
       "      var circle_99 = L.circle([40.672666, -73.87248], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9e43',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_99.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11208&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_99.bindPopup(div);\n",
       "      circle_99._popup.options.maxWidth = 960;\n",
       "      circle_99.openPopup();\n",
       "      parse('v11208.json', '#v11208');\n",
       "    });\n",
       "      map.addLayer(circle_99)\n",
       "      \n",
       "      var circle_100 = L.circle([40.62327, -74.0295], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd6e33',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_100.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11209&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_100.bindPopup(div);\n",
       "      circle_100._popup.options.maxWidth = 960;\n",
       "      circle_100.openPopup();\n",
       "      parse('v11209.json', '#v11209');\n",
       "    });\n",
       "      map.addLayer(circle_100)\n",
       "      \n",
       "      var circle_101 = L.circle([40.627946, -73.94552], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea546',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_101.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11210&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_101.bindPopup(div);\n",
       "      circle_101._popup.options.maxWidth = 960;\n",
       "      circle_101.openPopup();\n",
       "      parse('v11210.json', '#v11210');\n",
       "    });\n",
       "      map.addLayer(circle_101)\n",
       "      \n",
       "      var circle_102 = L.circle([40.71209, -73.95427], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea848',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_102.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11211&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_102.bindPopup(div);\n",
       "      circle_102._popup.options.maxWidth = 960;\n",
       "      circle_102.openPopup();\n",
       "      parse('v11211.json', '#v11211');\n",
       "    });\n",
       "      map.addLayer(circle_102)\n",
       "      \n",
       "      var circle_103 = L.circle([40.662191, -73.91328], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd863a',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_103.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11212&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_103.bindPopup(div);\n",
       "      circle_103._popup.options.maxWidth = 960;\n",
       "      circle_103.openPopup();\n",
       "      parse('v11212.json', '#v11212');\n",
       "    });\n",
       "      map.addLayer(circle_103)\n",
       "      \n",
       "      var circle_104 = L.circle([40.670937, -73.93459], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea245',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_104.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11213&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_104.bindPopup(div);\n",
       "      circle_104._popup.options.maxWidth = 960;\n",
       "      circle_104.openPopup();\n",
       "      parse('v11213.json', '#v11213');\n",
       "    });\n",
       "      map.addLayer(circle_104)\n",
       "      \n",
       "      var circle_105 = L.circle([40.598994, -73.99611], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd913e',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_105.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11214&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_105.bindPopup(div);\n",
       "      circle_105._popup.options.maxWidth = 960;\n",
       "      circle_105.openPopup();\n",
       "      parse('v11214.json', '#v11214');\n",
       "    });\n",
       "      map.addLayer(circle_105)\n",
       "      \n",
       "      var circle_106 = L.circle([40.667508, -73.9856], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea647',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_106.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11215&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_106.bindPopup(div);\n",
       "      circle_106._popup.options.maxWidth = 960;\n",
       "      circle_106.openPopup();\n",
       "      parse('v11215.json', '#v11215');\n",
       "    });\n",
       "      map.addLayer(circle_106)\n",
       "      \n",
       "      var circle_107 = L.circle([40.680398, -73.94824], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea245',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_107.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11216&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_107.bindPopup(div);\n",
       "      circle_107._popup.options.maxWidth = 960;\n",
       "      circle_107.openPopup();\n",
       "      parse('v11216.json', '#v11216');\n",
       "    });\n",
       "      map.addLayer(circle_107)\n",
       "      \n",
       "      var circle_108 = L.circle([40.68209, -73.97783], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feac49',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_108.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11217&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_108.bindPopup(div);\n",
       "      circle_108._popup.options.maxWidth = 960;\n",
       "      circle_108.openPopup();\n",
       "      parse('v11217.json', '#v11217');\n",
       "    });\n",
       "      map.addLayer(circle_108)\n",
       "      \n",
       "      var circle_109 = L.circle([40.644552, -73.97595], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feac49',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_109.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11218&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_109.bindPopup(div);\n",
       "      circle_109._popup.options.maxWidth = 960;\n",
       "      circle_109.openPopup();\n",
       "      parse('v11218.json', '#v11218');\n",
       "    });\n",
       "      map.addLayer(circle_109)\n",
       "      \n",
       "      var circle_110 = L.circle([40.632449, -73.99629], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd913e',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_110.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11219&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_110.bindPopup(div);\n",
       "      circle_110._popup.options.maxWidth = 960;\n",
       "      circle_110.openPopup();\n",
       "      parse('v11219.json', '#v11219');\n",
       "    });\n",
       "      map.addLayer(circle_110)\n",
       "      \n",
       "      var circle_111 = L.circle([40.641436, -74.01574], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9941',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_111.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11220&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_111.bindPopup(div);\n",
       "      circle_111._popup.options.maxWidth = 960;\n",
       "      circle_111.openPopup();\n",
       "      parse('v11220.json', '#v11220');\n",
       "    });\n",
       "      map.addLayer(circle_111)\n",
       "      \n",
       "      var circle_112 = L.circle([40.691234, -73.92637], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feae4a',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_112.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11221&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_112.bindPopup(div);\n",
       "      circle_112._popup.options.maxWidth = 960;\n",
       "      circle_112.openPopup();\n",
       "      parse('v11221.json', '#v11221');\n",
       "    });\n",
       "      map.addLayer(circle_112)\n",
       "      \n",
       "      var circle_113 = L.circle([40.726302, -73.94559], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9941',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_113.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11222&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_113.bindPopup(div);\n",
       "      circle_113._popup.options.maxWidth = 960;\n",
       "      circle_113.openPopup();\n",
       "      parse('v11222.json', '#v11222');\n",
       "    });\n",
       "      map.addLayer(circle_113)\n",
       "      \n",
       "      var circle_114 = L.circle([40.598142, -73.97229], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feaf4b',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_114.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11223&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_114.bindPopup(div);\n",
       "      circle_114._popup.options.maxWidth = 960;\n",
       "      circle_114.openPopup();\n",
       "      parse('v11223.json', '#v11223');\n",
       "    });\n",
       "      map.addLayer(circle_114)\n",
       "      \n",
       "      var circle_115 = L.circle([40.576589, -73.99172], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#e8241f',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_115.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11224&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_115.bindPopup(div);\n",
       "      circle_115._popup.options.maxWidth = 960;\n",
       "      circle_115.openPopup();\n",
       "      parse('v11224.json', '#v11224');\n",
       "    });\n",
       "      map.addLayer(circle_115)\n",
       "      \n",
       "      var circle_116 = L.circle([40.662892, -73.95509], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fa4a29',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_116.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11225&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_116.bindPopup(div);\n",
       "      circle_116._popup.options.maxWidth = 960;\n",
       "      circle_116.openPopup();\n",
       "      parse('v11225.json', '#v11225');\n",
       "    });\n",
       "      map.addLayer(circle_116)\n",
       "      \n",
       "      var circle_117 = L.circle([40.645256, -73.95553], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fc4d2a',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_117.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11226&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_117.bindPopup(div);\n",
       "      circle_117._popup.options.maxWidth = 960;\n",
       "      circle_117.openPopup();\n",
       "      parse('v11226.json', '#v11226');\n",
       "    });\n",
       "      map.addLayer(circle_117)\n",
       "      \n",
       "      var circle_118 = L.circle([40.617563, -74.01168], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea848',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_118.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11228&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_118.bindPopup(div);\n",
       "      circle_118._popup.options.maxWidth = 960;\n",
       "      circle_118.openPopup();\n",
       "      parse('v11228.json', '#v11228');\n",
       "    });\n",
       "      map.addLayer(circle_118)\n",
       "      \n",
       "      var circle_119 = L.circle([40.599256, -73.94118], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd6e33',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_119.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11229&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_119.bindPopup(div);\n",
       "      circle_119._popup.options.maxWidth = 960;\n",
       "      circle_119.openPopup();\n",
       "      parse('v11229.json', '#v11229');\n",
       "    });\n",
       "      map.addLayer(circle_119)\n",
       "      \n",
       "      var circle_120 = L.circle([40.622994, -73.96427], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd913e',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_120.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11230&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_120.bindPopup(div);\n",
       "      circle_120._popup.options.maxWidth = 960;\n",
       "      circle_120.openPopup();\n",
       "      parse('v11230.json', '#v11230');\n",
       "    });\n",
       "      map.addLayer(circle_120)\n",
       "      \n",
       "      var circle_121 = L.circle([40.6788, -74.00254], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feb04b',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_121.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11231&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_121.bindPopup(div);\n",
       "      circle_121._popup.options.maxWidth = 960;\n",
       "      circle_121.openPopup();\n",
       "      parse('v11231.json', '#v11231');\n",
       "    });\n",
       "      map.addLayer(circle_121)\n",
       "      \n",
       "      var circle_122 = L.circle([40.655481, -74.00424], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feb54f',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_122.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11232&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_122.bindPopup(div);\n",
       "      circle_122._popup.options.maxWidth = 960;\n",
       "      circle_122.openPopup();\n",
       "      parse('v11232.json', '#v11232');\n",
       "    });\n",
       "      map.addLayer(circle_122)\n",
       "      \n",
       "      var circle_123 = L.circle([40.676938, -73.91858], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd933f',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_123.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11233&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_123.bindPopup(div);\n",
       "      circle_123._popup.options.maxWidth = 960;\n",
       "      circle_123.openPopup();\n",
       "      parse('v11233.json', '#v11233');\n",
       "    });\n",
       "      map.addLayer(circle_123)\n",
       "      \n",
       "      var circle_124 = L.circle([40.618561, -73.9216], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9a42',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_124.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11234&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_124.bindPopup(div);\n",
       "      circle_124._popup.options.maxWidth = 960;\n",
       "      circle_124.openPopup();\n",
       "      parse('v11234.json', '#v11234');\n",
       "    });\n",
       "      map.addLayer(circle_124)\n",
       "      \n",
       "      var circle_125 = L.circle([40.583803, -73.95019], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd903d',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_125.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11235&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_125.bindPopup(div);\n",
       "      circle_125._popup.options.maxWidth = 960;\n",
       "      circle_125.openPopup();\n",
       "      parse('v11235.json', '#v11235');\n",
       "    });\n",
       "      map.addLayer(circle_125)\n",
       "      \n",
       "      var circle_126 = L.circle([40.640527, -73.90362], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fc532b',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_126.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11236&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_126.bindPopup(div);\n",
       "      circle_126._popup.options.maxWidth = 960;\n",
       "      circle_126.openPopup();\n",
       "      parse('v11236.json', '#v11236');\n",
       "    });\n",
       "      map.addLayer(circle_126)\n",
       "      \n",
       "      var circle_127 = L.circle([40.703355, -73.91993], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9c42',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_127.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11237&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_127.bindPopup(div);\n",
       "      circle_127._popup.options.maxWidth = 960;\n",
       "      circle_127.openPopup();\n",
       "      parse('v11237.json', '#v11237');\n",
       "    });\n",
       "      map.addLayer(circle_127)\n",
       "      \n",
       "      var circle_128 = L.circle([40.680145, -73.96257], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea044',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_128.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11238&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_128.bindPopup(div);\n",
       "      circle_128._popup.options.maxWidth = 960;\n",
       "      circle_128.openPopup();\n",
       "      parse('v11238.json', '#v11238');\n",
       "    });\n",
       "      map.addLayer(circle_128)\n",
       "      \n",
       "      var circle_129 = L.circle([40.645848, -73.87919], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fffac1',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_129.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11239&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_129.bindPopup(div);\n",
       "      circle_129._popup.options.maxWidth = 960;\n",
       "      circle_129.openPopup();\n",
       "      parse('v11239.json', '#v11239');\n",
       "    });\n",
       "      map.addLayer(circle_129)\n",
       "      \n",
       "      var circle_130 = L.circle([40.645099, -73.945032], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feab49',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_130.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11249&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_130.bindPopup(div);\n",
       "      circle_130._popup.options.maxWidth = 960;\n",
       "      circle_130.openPopup();\n",
       "      parse('v11249.json', '#v11249');\n",
       "    });\n",
       "      map.addLayer(circle_130)\n",
       "      \n",
       "      var circle_131 = L.circle([40.767969, -73.82496], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feba55',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_131.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11354&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_131.bindPopup(div);\n",
       "      circle_131._popup.options.maxWidth = 960;\n",
       "      circle_131.openPopup();\n",
       "      parse('v11354.json', '#v11354');\n",
       "    });\n",
       "      map.addLayer(circle_131)\n",
       "      \n",
       "      var circle_132 = L.circle([40.749463, -73.81941], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd8038',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_132.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11355&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_132.bindPopup(div);\n",
       "      circle_132._popup.options.maxWidth = 960;\n",
       "      circle_132.openPopup();\n",
       "      parse('v11355.json', '#v11355');\n",
       "    });\n",
       "      map.addLayer(circle_132)\n",
       "      \n",
       "      var circle_133 = L.circle([40.785462, -73.84366], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#febb56',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_133.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11356&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_133.bindPopup(div);\n",
       "      circle_133._popup.options.maxWidth = 960;\n",
       "      circle_133.openPopup();\n",
       "      parse('v11356.json', '#v11356');\n",
       "    });\n",
       "      map.addLayer(circle_133)\n",
       "      \n",
       "      var circle_134 = L.circle([40.784453, -73.80922], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd933f',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_134.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11357&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_134.bindPopup(div);\n",
       "      circle_134._popup.options.maxWidth = 960;\n",
       "      circle_134.openPopup();\n",
       "      parse('v11357.json', '#v11357');\n",
       "    });\n",
       "      map.addLayer(circle_134)\n",
       "      \n",
       "      var circle_135 = L.circle([40.760522, -73.79612], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea546',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_135.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11358&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_135.bindPopup(div);\n",
       "      circle_135._popup.options.maxWidth = 960;\n",
       "      circle_135.openPopup();\n",
       "      parse('v11358.json', '#v11358');\n",
       "    });\n",
       "      map.addLayer(circle_135)\n",
       "      \n",
       "      var circle_136 = L.circle([40.780386, -73.78005], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea145',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_136.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11360&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_136.bindPopup(div);\n",
       "      circle_136._popup.options.maxWidth = 960;\n",
       "      circle_136.openPopup();\n",
       "      parse('v11360.json', '#v11360');\n",
       "    });\n",
       "      map.addLayer(circle_136)\n",
       "      \n",
       "      var circle_137 = L.circle([40.763177, -73.77392], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9e43',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_137.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11361&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_137.bindPopup(div);\n",
       "      circle_137._popup.options.maxWidth = 960;\n",
       "      circle_137.openPopup();\n",
       "      parse('v11361.json', '#v11361');\n",
       "    });\n",
       "      map.addLayer(circle_137)\n",
       "      \n",
       "      var circle_138 = L.circle([40.759686, -73.73322], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feac49',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_138.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11362&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_138.bindPopup(div);\n",
       "      circle_138._popup.options.maxWidth = 960;\n",
       "      circle_138.openPopup();\n",
       "      parse('v11362.json', '#v11362');\n",
       "    });\n",
       "      map.addLayer(circle_138)\n",
       "      \n",
       "      var circle_139 = L.circle([40.772636, -73.74644], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea446',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_139.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11363&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_139.bindPopup(div);\n",
       "      circle_139._popup.options.maxWidth = 960;\n",
       "      circle_139.openPopup();\n",
       "      parse('v11363.json', '#v11363');\n",
       "    });\n",
       "      map.addLayer(circle_139)\n",
       "      \n",
       "      var circle_140 = L.circle([40.746718, -73.75994], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea747',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_140.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11364&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_140.bindPopup(div);\n",
       "      circle_140._popup.options.maxWidth = 960;\n",
       "      circle_140.openPopup();\n",
       "      parse('v11364.json', '#v11364');\n",
       "    });\n",
       "      map.addLayer(circle_140)\n",
       "      \n",
       "      var circle_141 = L.circle([40.738983, -73.79209], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9d43',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_141.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11365&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_141.bindPopup(div);\n",
       "      circle_141._popup.options.maxWidth = 960;\n",
       "      circle_141.openPopup();\n",
       "      parse('v11365.json', '#v11365');\n",
       "    });\n",
       "      map.addLayer(circle_141)\n",
       "      \n",
       "      var circle_142 = L.circle([40.726137, -73.79502], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feb04b',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_142.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11366&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_142.bindPopup(div);\n",
       "      circle_142._popup.options.maxWidth = 960;\n",
       "      circle_142.openPopup();\n",
       "      parse('v11366.json', '#v11366');\n",
       "    });\n",
       "      map.addLayer(circle_142)\n",
       "      \n",
       "      var circle_143 = L.circle([40.728614, -73.82145], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd913e',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_143.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11367&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_143.bindPopup(div);\n",
       "      circle_143._popup.options.maxWidth = 960;\n",
       "      circle_143.openPopup();\n",
       "      parse('v11367.json', '#v11367');\n",
       "    });\n",
       "      map.addLayer(circle_143)\n",
       "      \n",
       "      var circle_144 = L.circle([40.747106, -73.85838], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd8a3b',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_144.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11368&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_144.bindPopup(div);\n",
       "      circle_144._popup.options.maxWidth = 960;\n",
       "      circle_144.openPopup();\n",
       "      parse('v11368.json', '#v11368');\n",
       "    });\n",
       "      map.addLayer(circle_144)\n",
       "      \n",
       "      var circle_145 = L.circle([40.762854, -73.87051], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd6e33',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_145.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11369&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_145.bindPopup(div);\n",
       "      circle_145._popup.options.maxWidth = 960;\n",
       "      circle_145.openPopup();\n",
       "      parse('v11369.json', '#v11369');\n",
       "    });\n",
       "      map.addLayer(circle_145)\n",
       "      \n",
       "      var circle_146 = L.circle([40.763015, -73.89052], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feae4a',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_146.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11370&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_146.bindPopup(div);\n",
       "      circle_146._popup.options.maxWidth = 960;\n",
       "      circle_146.openPopup();\n",
       "      parse('v11370.json', '#v11370');\n",
       "    });\n",
       "      map.addLayer(circle_146)\n",
       "      \n",
       "      var circle_147 = L.circle([40.750146, -73.88433], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd913e',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_147.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11372&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_147.bindPopup(div);\n",
       "      circle_147._popup.options.maxWidth = 960;\n",
       "      circle_147.openPopup();\n",
       "      parse('v11372.json', '#v11372');\n",
       "    });\n",
       "      map.addLayer(circle_147)\n",
       "      \n",
       "      var circle_148 = L.circle([40.736076, -73.87804], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea848',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_148.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11373&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_148.bindPopup(div);\n",
       "      circle_148._popup.options.maxWidth = 960;\n",
       "      circle_148.openPopup();\n",
       "      parse('v11373.json', '#v11373');\n",
       "    });\n",
       "      map.addLayer(circle_148)\n",
       "      \n",
       "      var circle_149 = L.circle([40.724945, -73.8609], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd933f',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_149.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11374&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_149.bindPopup(div);\n",
       "      circle_149._popup.options.maxWidth = 960;\n",
       "      circle_149.openPopup();\n",
       "      parse('v11374.json', '#v11374');\n",
       "    });\n",
       "      map.addLayer(circle_149)\n",
       "      \n",
       "      var circle_150 = L.circle([40.720535, -73.84582], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd933f',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_150.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11375&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_150.bindPopup(div);\n",
       "      circle_150._popup.options.maxWidth = 960;\n",
       "      circle_150.openPopup();\n",
       "      parse('v11375.json', '#v11375');\n",
       "    });\n",
       "      map.addLayer(circle_150)\n",
       "      \n",
       "      var circle_151 = L.circle([40.742869, -73.90377], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd8a3b',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_151.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11377&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_151.bindPopup(div);\n",
       "      circle_151._popup.options.maxWidth = 960;\n",
       "      circle_151.openPopup();\n",
       "      parse('v11377.json', '#v11377');\n",
       "    });\n",
       "      map.addLayer(circle_151)\n",
       "      \n",
       "      var circle_152 = L.circle([40.724096, -73.90271], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd8038',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_152.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11378&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_152.bindPopup(div);\n",
       "      circle_152._popup.options.maxWidth = 960;\n",
       "      circle_152.openPopup();\n",
       "      parse('v11378.json', '#v11378');\n",
       "    });\n",
       "      map.addLayer(circle_152)\n",
       "      \n",
       "      var circle_153 = L.circle([40.716028, -73.87925], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd863a',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_153.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11379&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_153.bindPopup(div);\n",
       "      circle_153._popup.options.maxWidth = 960;\n",
       "      circle_153.openPopup();\n",
       "      parse('v11379.json', '#v11379');\n",
       "    });\n",
       "      map.addLayer(circle_153)\n",
       "      \n",
       "      var circle_154 = L.circle([40.703069, -73.89285], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9740',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_154.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11385&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_154.bindPopup(div);\n",
       "      circle_154._popup.options.maxWidth = 960;\n",
       "      circle_154.openPopup();\n",
       "      parse('v11385.json', '#v11385');\n",
       "    });\n",
       "      map.addLayer(circle_154)\n",
       "      \n",
       "      var circle_155 = L.circle([40.693538, -73.73574], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd7c37',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_155.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11411&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_155.bindPopup(div);\n",
       "      circle_155._popup.options.maxWidth = 960;\n",
       "      circle_155.openPopup();\n",
       "      parse('v11411.json', '#v11411');\n",
       "    });\n",
       "      map.addLayer(circle_155)\n",
       "      \n",
       "      var circle_156 = L.circle([40.697188, -73.75948], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea245',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_156.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11412&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_156.bindPopup(div);\n",
       "      circle_156._popup.options.maxWidth = 960;\n",
       "      circle_156.openPopup();\n",
       "      parse('v11412.json', '#v11412');\n",
       "    });\n",
       "      map.addLayer(circle_156)\n",
       "      \n",
       "      var circle_157 = L.circle([40.670138, -73.75141], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea446',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_157.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11413&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_157.bindPopup(div);\n",
       "      circle_157._popup.options.maxWidth = 960;\n",
       "      circle_157.openPopup();\n",
       "      parse('v11413.json', '#v11413');\n",
       "    });\n",
       "      map.addLayer(circle_157)\n",
       "      \n",
       "      var circle_158 = L.circle([40.658188, -73.84321], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd953f',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_158.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11414&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_158.bindPopup(div);\n",
       "      circle_158._popup.options.maxWidth = 960;\n",
       "      circle_158.openPopup();\n",
       "      parse('v11414.json', '#v11414');\n",
       "    });\n",
       "      map.addLayer(circle_158)\n",
       "      \n",
       "      var circle_159 = L.circle([40.706903, -73.82973], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9941',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_159.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11415&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_159.bindPopup(div);\n",
       "      circle_159._popup.options.maxWidth = 960;\n",
       "      circle_159.openPopup();\n",
       "      parse('v11415.json', '#v11415');\n",
       "    });\n",
       "      map.addLayer(circle_159)\n",
       "      \n",
       "      var circle_160 = L.circle([40.683301, -73.8503], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fc6832',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_160.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11416&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_160.bindPopup(div);\n",
       "      circle_160._popup.options.maxWidth = 960;\n",
       "      circle_160.openPopup();\n",
       "      parse('v11416.json', '#v11416');\n",
       "    });\n",
       "      map.addLayer(circle_160)\n",
       "      \n",
       "      var circle_161 = L.circle([40.675534, -73.84476], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feaf4b',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_161.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11417&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_161.bindPopup(div);\n",
       "      circle_161._popup.options.maxWidth = 960;\n",
       "      circle_161.openPopup();\n",
       "      parse('v11417.json', '#v11417');\n",
       "    });\n",
       "      map.addLayer(circle_161)\n",
       "      \n",
       "      var circle_162 = L.circle([40.698485, -73.83365], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9d43',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_162.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11418&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_162.bindPopup(div);\n",
       "      circle_162._popup.options.maxWidth = 960;\n",
       "      circle_162.openPopup();\n",
       "      parse('v11418.json', '#v11418');\n",
       "    });\n",
       "      map.addLayer(circle_162)\n",
       "      \n",
       "      var circle_163 = L.circle([40.688688, -73.82216], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9640',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_163.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11419&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_163.bindPopup(div);\n",
       "      circle_163._popup.options.maxWidth = 960;\n",
       "      circle_163.openPopup();\n",
       "      parse('v11419.json', '#v11419');\n",
       "    });\n",
       "      map.addLayer(circle_163)\n",
       "      \n",
       "      var circle_164 = L.circle([40.673138, -73.81443], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea145',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_164.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11420&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_164.bindPopup(div);\n",
       "      circle_164._popup.options.maxWidth = 960;\n",
       "      circle_164.openPopup();\n",
       "      parse('v11420.json', '#v11420');\n",
       "    });\n",
       "      map.addLayer(circle_164)\n",
       "      \n",
       "      var circle_165 = L.circle([40.69087, -73.85828], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9c42',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_165.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11421&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_165.bindPopup(div);\n",
       "      circle_165._popup.options.maxWidth = 960;\n",
       "      circle_165.openPopup();\n",
       "      parse('v11421.json', '#v11421');\n",
       "    });\n",
       "      map.addLayer(circle_165)\n",
       "      \n",
       "      var circle_166 = L.circle([40.662538, -73.73514], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feb54f',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_166.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11422&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_166.bindPopup(div);\n",
       "      circle_166._popup.options.maxWidth = 960;\n",
       "      circle_166.openPopup();\n",
       "      parse('v11422.json', '#v11422');\n",
       "    });\n",
       "      map.addLayer(circle_166)\n",
       "      \n",
       "      var circle_167 = L.circle([40.714261, -73.76824], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd8c3c',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_167.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11423&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_167.bindPopup(div);\n",
       "      circle_167._popup.options.maxWidth = 960;\n",
       "      circle_167.openPopup();\n",
       "      parse('v11423.json', '#v11423');\n",
       "    });\n",
       "      map.addLayer(circle_167)\n",
       "      \n",
       "      var circle_168 = L.circle([40.732239, -73.72108], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea848',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_168.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11426&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_168.bindPopup(div);\n",
       "      circle_168._popup.options.maxWidth = 960;\n",
       "      circle_168.openPopup();\n",
       "      parse('v11426.json', '#v11426');\n",
       "    });\n",
       "      map.addLayer(circle_168)\n",
       "      \n",
       "      var circle_169 = L.circle([40.728235, -73.74782], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea747',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_169.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11427&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_169.bindPopup(div);\n",
       "      circle_169._popup.options.maxWidth = 960;\n",
       "      circle_169.openPopup();\n",
       "      parse('v11427.json', '#v11427');\n",
       "    });\n",
       "      map.addLayer(circle_169)\n",
       "      \n",
       "      var circle_170 = L.circle([40.719981, -73.74127], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd8a3b',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_170.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11428&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_170.bindPopup(div);\n",
       "      circle_170._popup.options.maxWidth = 960;\n",
       "      circle_170.openPopup();\n",
       "      parse('v11428.json', '#v11428');\n",
       "    });\n",
       "      map.addLayer(circle_170)\n",
       "      \n",
       "      var circle_171 = L.circle([40.708833, -73.73903], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9a42',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_171.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11429&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_171.bindPopup(div);\n",
       "      circle_171._popup.options.maxWidth = 960;\n",
       "      circle_171.openPopup();\n",
       "      parse('v11429.json', '#v11429');\n",
       "    });\n",
       "      map.addLayer(circle_171)\n",
       "      \n",
       "      var circle_172 = L.circle([40.714144, -73.79324], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fc6a32',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_172.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11432&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_172.bindPopup(div);\n",
       "      circle_172._popup.options.maxWidth = 960;\n",
       "      circle_172.openPopup();\n",
       "      parse('v11432.json', '#v11432');\n",
       "    });\n",
       "      map.addLayer(circle_172)\n",
       "      \n",
       "      var circle_173 = L.circle([40.696538, -73.78734], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd9d43',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_173.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11433&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_173.bindPopup(div);\n",
       "      circle_173._popup.options.maxWidth = 960;\n",
       "      circle_173.openPopup();\n",
       "      parse('v11433.json', '#v11433');\n",
       "    });\n",
       "      map.addLayer(circle_173)\n",
       "      \n",
       "      var circle_174 = L.circle([40.674888, -73.7727], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fea747',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_174.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11434&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_174.bindPopup(div);\n",
       "      circle_174._popup.options.maxWidth = 960;\n",
       "      circle_174.openPopup();\n",
       "      parse('v11434.json', '#v11434');\n",
       "    });\n",
       "      map.addLayer(circle_174)\n",
       "      \n",
       "      var circle_175 = L.circle([40.700068, -73.80986], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd913e',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_175.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11435&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_175.bindPopup(div);\n",
       "      circle_175._popup.options.maxWidth = 960;\n",
       "      circle_175.openPopup();\n",
       "      parse('v11435.json', '#v11435');\n",
       "    });\n",
       "      map.addLayer(circle_175)\n",
       "      \n",
       "      var circle_176 = L.circle([40.674146, -73.79687], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#feb44e',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_176.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11436&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_176.bindPopup(div);\n",
       "      circle_176._popup.options.maxWidth = 960;\n",
       "      circle_176.openPopup();\n",
       "      parse('v11436.json', '#v11436');\n",
       "    });\n",
       "      map.addLayer(circle_176)\n",
       "      \n",
       "      var circle_177 = L.circle([40.60002, -73.75962], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#f74327',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_177.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11691&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_177.bindPopup(div);\n",
       "      circle_177._popup.options.maxWidth = 960;\n",
       "      circle_177.openPopup();\n",
       "      parse('v11691.json', '#v11691');\n",
       "    });\n",
       "      map.addLayer(circle_177)\n",
       "      \n",
       "      var circle_178 = L.circle([40.592939, -73.79568], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fc592d',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_178.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11692&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_178.bindPopup(div);\n",
       "      circle_178._popup.options.maxWidth = 960;\n",
       "      circle_178.openPopup();\n",
       "      parse('v11692.json', '#v11692');\n",
       "    });\n",
       "      map.addLayer(circle_178)\n",
       "      \n",
       "      var circle_179 = L.circle([40.596959, -73.81978], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd953f',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_179.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11693&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_179.bindPopup(div);\n",
       "      circle_179._popup.options.maxWidth = 960;\n",
       "      circle_179.openPopup();\n",
       "      parse('v11693.json', '#v11693');\n",
       "    });\n",
       "      map.addLayer(circle_179)\n",
       "      \n",
       "      var circle_180 = L.circle([40.57649, -73.84721], 400, {\n",
       "                            color: '<built-in function hex>',\n",
       "                            fillColor: '#fd8239',\n",
       "                            fillOpacity: 0.5\n",
       "                            });\n",
       "      circle_180.on('click', function() {\n",
       "      var div = $('<div id=&quot;v11694&quot; style=&quot;width: 540px; height: 245px;&quot;></div>')[0];\n",
       "      circle_180.bindPopup(div);\n",
       "      circle_180._popup.options.maxWidth = 960;\n",
       "      circle_180.openPopup();\n",
       "      parse('v11694.json', '#v11694');\n",
       "    });\n",
       "      map.addLayer(circle_180)\n",
       "      \n",
       "\n",
       "      \n",
       "\n",
       "      \n",
       "\n",
       "      \n",
       "\n",
       "   </script>\n",
       "\n",
       "</body>\" style=\"width: 100%; height: 510px; border: none\"></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inline_map(mymap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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