Chapter 3 Basic ML Algorithms Exercise.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "import zipfile\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.api as sm\n",
    "from statsmodels.formula.api import ols\n",
    "from statsmodels.tools.eval_measures import rmse, mse\n",
    "\n",
    "import random"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Read"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "with zipfile.ZipFile('dds_datasets/dds_ch2_rollingsales.zip') as zip_f:\n",
    "    with zip_f.open('rollingsales_manhattan.xls') as myZip:\n",
    "        data1 = pd.read_excel(myZip) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "clean_df = data1.copy()\n",
    "clean_df.columns = clean_df.iloc[3]\n",
    "clean_df = clean_df.iloc[4:]\n",
    "\n",
    "clean_df.rename(columns={'APART\\nMENT\\nNUMBER':'APARTMENT NUMBER',\n",
    "                      'SALE\\nPRICE':'SALE PRICE'}, inplace=True)\n",
    "\n",
    "clean_df['BOROUGH'] = clean_df['BOROUGH'].astype(int)\n",
    "clean_df['NEIGHBORHOOD'] = clean_df['NEIGHBORHOOD'].str.strip()\n",
    "clean_df['NEIGHBORHOOD'] = clean_df['NEIGHBORHOOD'].replace('' ,np.nan)\n",
    "clean_df['BUILDING CLASS CATEGORY'] = clean_df['BUILDING CLASS CATEGORY'].str.strip()\n",
    "clean_df['BUILDING CLASS CATEGORY'] = clean_df['BUILDING CLASS CATEGORY'].replace('' ,np.nan)\n",
    "clean_df['TAX CLASS AT PRESENT'] = clean_df['TAX CLASS AT PRESENT'].astype(str)\n",
    "clean_df['TAX CLASS AT PRESENT'] = clean_df['TAX CLASS AT PRESENT'].str.strip()\n",
    "clean_df['TAX CLASS AT PRESENT'] = clean_df['TAX CLASS AT PRESENT'].replace('', np.nan)\n",
    "clean_df['EASE-MENT'] = clean_df['EASE-MENT'].str.strip()\n",
    "clean_df['EASE-MENT'] = clean_df['EASE-MENT'].replace('' ,np.nan)\n",
    "clean_df['BUILDING CLASS AT PRESENT'] = clean_df['BUILDING CLASS AT PRESENT'].astype(str)\n",
    "clean_df['BUILDING CLASS AT PRESENT'] = clean_df['BUILDING CLASS AT PRESENT'].str.strip()\n",
    "clean_df['BUILDING CLASS AT PRESENT'] = clean_df['BUILDING CLASS AT PRESENT'].replace('', np.nan)\n",
    "clean_df['APARTMENT NUMBER'] = clean_df['APARTMENT NUMBER'].astype(str)\n",
    "clean_df['APARTMENT NUMBER'] = clean_df['APARTMENT NUMBER'].str.strip()\n",
    "clean_df['APARTMENT NUMBER'] = clean_df['APARTMENT NUMBER'].replace('', np.nan)\n",
    "clean_df['BUILDING CLASS AT TIME OF SALE'] = clean_df['BUILDING CLASS AT TIME OF SALE'].astype(str)\n",
    "\n",
    "\n",
    "clean_df['BLOCK'] = clean_df['BLOCK'].astype(int)\n",
    "clean_df['LOT'] = clean_df['LOT'].astype(int)\n",
    "clean_df['ZIP CODE'] = clean_df['ZIP CODE'].astype(int)\n",
    "clean_df['ZIP CODE'] = clean_df['ZIP CODE'].replace(0, np.nan)\n",
    "clean_df['RESIDENTIAL UNITS'] = clean_df['RESIDENTIAL UNITS'].astype(int)\n",
    "clean_df['COMMERCIAL UNITS'] = clean_df['COMMERCIAL UNITS'].astype(int)\n",
    "clean_df['TOTAL UNITS'] = clean_df['TOTAL UNITS'].astype(int)\n",
    "clean_df['LAND SQUARE FEET'] = clean_df['LAND SQUARE FEET'].astype(int)\n",
    "clean_df['GROSS SQUARE FEET'] = clean_df['GROSS SQUARE FEET'].astype(int)\n",
    "clean_df['YEAR BUILT'] = clean_df['YEAR BUILT'].astype(int)\n",
    "clean_df['TAX CLASS AT TIME OF SALE'] = clean_df['TAX CLASS AT TIME OF SALE'].astype(int)\n",
    "clean_df['SALE PRICE'] = clean_df['SALE PRICE'].astype(float)\n",
    "\n",
    "clean_df['RESIDENTIAL UNITS'] = clean_df['RESIDENTIAL UNITS'].replace(0, np.nan)\n",
    "clean_df['COMMERCIAL UNITS'] = clean_df['COMMERCIAL UNITS'].replace(0, np.nan)\n",
    "clean_df['TOTAL UNITS'] = clean_df['TOTAL UNITS'].replace(0, np.nan)\n",
    "clean_df['LAND SQUARE FEET'] = clean_df['LAND SQUARE FEET'].replace(0, np.nan)\n",
    "clean_df['GROSS SQUARE FEET'] = clean_df['GROSS SQUARE FEET'].replace(0, np.nan)\n",
    "clean_df['YEAR BUILT'] = clean_df['YEAR BUILT'].replace(0, np.nan)\n",
    "clean_df['TAX CLASS AT TIME OF SALE'] = clean_df['TAX CLASS AT TIME OF SALE'].replace(0, np.nan)\n",
    "clean_df['SALE PRICE'] = clean_df['SALE PRICE'].replace(0, np.nan)\n",
    "\n",
    "\n",
    "clean_df['SALE DATE'] = pd.to_datetime(clean_df['SALE DATE'])\n",
    "# only keep realistic looking sale prices\n",
    "clean_df = clean_df[clean_df['SALE PRICE']>=100000]\n",
    "clean_df = clean_df.reset_index(drop=True)\n",
    "\n",
    "clean_df.columns = ['_'.join(c.split()).lower() for c in clean_df.columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# take the log to normalize\n",
    "clean_df['sales_log'] = np.log(clean_df['sale_price'])\n",
    "clean_df['residential_units_log'] = np.log(clean_df['residential_units'])\n",
    "clean_df['total_units_log'] = np.log(clean_df['total_units'])\n",
    "clean_df['gross_square_feet_log'] = np.log(clean_df['gross_square_feet'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ease-ment                         1.000000\n",
       "commercial_units                  0.935775\n",
       "gross_square_feet                 0.901510\n",
       "gross_square_feet_log             0.901510\n",
       "land_square_feet                  0.897322\n",
       "apartment_number                  0.608870\n",
       "residential_units_log             0.567705\n",
       "residential_units                 0.567705\n",
       "total_units                       0.510616\n",
       "total_units_log                   0.510616\n",
       "year_built                        0.128037\n",
       "building_class_category           0.015511\n",
       "tax_class_at_present              0.006782\n",
       "building_class_at_present         0.006782\n",
       "neighborhood                      0.001003\n",
       "zip_code                          0.000059\n",
       "block                             0.000000\n",
       "lot                               0.000000\n",
       "sale_date                         0.000000\n",
       "address                           0.000000\n",
       "sale_price                        0.000000\n",
       "sales_log                         0.000000\n",
       "tax_class_at_time_of_sale         0.000000\n",
       "building_class_at_time_of_sale    0.000000\n",
       "borough                           0.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(clean_df.isnull().sum()/len(clean_df)).sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Linear Regression\n",
    "\n",
    "reasons for trying linear regression:\n",
    "- continuous target variable\n",
    "- relationship between a few of these variables and sales look approximately linear\n",
    "- normally distributed error term after fitting with mean 0\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f808815a730>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(clean_df['total_units_log'], clean_df['sales_log'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f80855536a0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(clean_df['gross_square_feet_log'], clean_df['sales_log'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]),\n",
       " <a list of 31 Text major ticklabel objects>)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 5))\n",
    "g = sns.boxplot(x=\"building_class_category\", y=\"sales_log\", palette=[\"m\", \"g\"],\n",
    "            data=clean_df, ax=ax)\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n",
       "        34, 35, 36, 37]),\n",
       " <a list of 38 Text major ticklabel objects>)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 5))\n",
    "g = sns.boxplot(x=\"neighborhood\", y=\"sales_log\", palette=[\"m\", \"g\"],\n",
    "            data=clean_df, ax=ax)\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>        <td>sales_log</td>    <th>  R-squared:         </th> <td>   0.867</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.832</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   24.88</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Fri, 18 Dec 2020</td> <th>  Prob (F-statistic):</th>  <td>  0.00</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>15:27:53</td>     <th>  Log-Likelihood:    </th> <td> -1567.1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>  1667</td>      <th>  AIC:               </th> <td>   3828.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>  1320</td>      <th>  BIC:               </th> <td>   5708.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>   346</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "                                                          <td></td>                                                            <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>                                                                                                        <td>    5.2868</td> <td>    2.551</td> <td>    2.072</td> <td> 0.038</td> <td>    0.282</td> <td>   10.292</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]</th>                                                                                          <td>    0.6224</td> <td>    0.372</td> <td>    1.671</td> <td> 0.095</td> <td>   -0.108</td> <td>    1.353</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]</th>                                                                                        <td>    0.0784</td> <td>    0.252</td> <td>    0.312</td> <td> 0.755</td> <td>   -0.415</td> <td>    0.572</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]</th>                                                                                     <td>   -0.4751</td> <td>    0.319</td> <td>   -1.491</td> <td> 0.136</td> <td>   -1.100</td> <td>    0.150</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]</th>                                                                                          <td>    0.2298</td> <td>    0.239</td> <td>    0.960</td> <td> 0.337</td> <td>   -0.240</td> <td>    0.699</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]</th>                                                                                     <td>    0.7335</td> <td>    0.801</td> <td>    0.915</td> <td> 0.360</td> <td>   -0.839</td> <td>    2.306</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]</th>                                                                                          <td>   -0.3326</td> <td>    0.705</td> <td>   -0.472</td> <td> 0.637</td> <td>   -1.715</td> <td>    1.050</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]</th>                                                                                        <td>    0.1334</td> <td>    0.246</td> <td>    0.542</td> <td> 0.588</td> <td>   -0.350</td> <td>    0.617</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]</th>                                                                                         <td>   -0.2422</td> <td>    0.255</td> <td>   -0.950</td> <td> 0.342</td> <td>   -0.743</td> <td>    0.258</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]</th>                                                                                         <td>    0.0203</td> <td>    0.522</td> <td>    0.039</td> <td> 0.969</td> <td>   -1.005</td> <td>    1.045</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]</th>                                                                        <td>    0.2663</td> <td>    0.368</td> <td>    0.724</td> <td> 0.469</td> <td>   -0.455</td> <td>    0.987</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]</th>                                                                           <td>    0.6975</td> <td>    0.280</td> <td>    2.487</td> <td> 0.013</td> <td>    0.147</td> <td>    1.248</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]</th>                                                                                   <td>   -1.1992</td> <td>    0.283</td> <td>   -4.239</td> <td> 0.000</td> <td>   -1.754</td> <td>   -0.644</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]</th>                                                                                      <td>   -1.2184</td> <td>    0.391</td> <td>   -3.117</td> <td> 0.002</td> <td>   -1.985</td> <td>   -0.452</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]</th>                                                                                     <td>   -1.3336</td> <td>    0.349</td> <td>   -3.818</td> <td> 0.000</td> <td>   -2.019</td> <td>   -0.648</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]</th>                                                                                      <td>   -1.0502</td> <td>    0.292</td> <td>   -3.597</td> <td> 0.000</td> <td>   -1.623</td> <td>   -0.477</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]</th>                                                                                           <td>   -1.2088</td> <td>    0.284</td> <td>   -4.258</td> <td> 0.000</td> <td>   -1.766</td> <td>   -0.652</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]</th>                                                                                    <td>    0.1451</td> <td>    0.273</td> <td>    0.532</td> <td> 0.595</td> <td>   -0.390</td> <td>    0.681</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]</th>                                                                                         <td>   -0.1001</td> <td>    0.297</td> <td>   -0.337</td> <td> 0.736</td> <td>   -0.684</td> <td>    0.483</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]</th>                                                                                     <td>   -0.0594</td> <td>    0.248</td> <td>   -0.240</td> <td> 0.810</td> <td>   -0.545</td> <td>    0.426</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]</th>                                                                                  <td>    0.0798</td> <td>    0.262</td> <td>    0.304</td> <td> 0.761</td> <td>   -0.435</td> <td>    0.595</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]</th>                                                                                 <td>   -0.5979</td> <td>    0.703</td> <td>   -0.851</td> <td> 0.395</td> <td>   -1.977</td> <td>    0.781</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]</th>                                                                                      <td>    1.2156</td> <td>    0.294</td> <td>    4.130</td> <td> 0.000</td> <td>    0.638</td> <td>    1.793</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]</th>                                                                                     <td>    0.4051</td> <td>    0.350</td> <td>    1.157</td> <td> 0.247</td> <td>   -0.282</td> <td>    1.092</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]</th>                                                                                     <td>   -0.1545</td> <td>    0.240</td> <td>   -0.644</td> <td> 0.519</td> <td>   -0.625</td> <td>    0.316</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]</th>                                                                              <td>    0.7514</td> <td>    0.478</td> <td>    1.573</td> <td> 0.116</td> <td>   -0.186</td> <td>    1.688</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]</th>                                                                                      <td>   -0.3048</td> <td>    0.699</td> <td>   -0.436</td> <td> 0.663</td> <td>   -1.676</td> <td>    1.067</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]</th>                                                                                             <td>    0.2483</td> <td>    0.722</td> <td>    0.344</td> <td> 0.731</td> <td>   -1.168</td> <td>    1.665</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]</th>                                                                                      <td>    0.0188</td> <td>    0.329</td> <td>    0.057</td> <td> 0.954</td> <td>   -0.626</td> <td>    0.663</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]</th>                                                                                          <td>    0.4064</td> <td>    0.406</td> <td>    1.002</td> <td> 0.317</td> <td>   -0.390</td> <td>    1.202</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]</th>                                                                          <td>    0.4541</td> <td>    0.250</td> <td>    1.814</td> <td> 0.070</td> <td>   -0.037</td> <td>    0.945</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]</th>                                                                          <td>    0.1433</td> <td>    0.272</td> <td>    0.526</td> <td> 0.599</td> <td>   -0.391</td> <td>    0.677</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]</th>                                                                         <td>   -0.2341</td> <td>    0.362</td> <td>   -0.647</td> <td> 0.517</td> <td>   -0.944</td> <td>    0.475</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]</th>                                                                          <td>    0.6435</td> <td>    0.525</td> <td>    1.225</td> <td> 0.221</td> <td>   -0.387</td> <td>    1.674</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]</th>                                                                          <td>    0.1091</td> <td>    0.317</td> <td>    0.345</td> <td> 0.730</td> <td>   -0.512</td> <td>    0.730</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]</th>                                                                         <td>   -0.3818</td> <td>    0.310</td> <td>   -1.230</td> <td> 0.219</td> <td>   -0.991</td> <td>    0.227</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]</th>                                                                         <td>   -1.2094</td> <td>    0.426</td> <td>   -2.838</td> <td> 0.005</td> <td>   -2.045</td> <td>   -0.373</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]</th>                                                                         <td>   -1.5816</td> <td>    0.485</td> <td>   -3.261</td> <td> 0.001</td> <td>   -2.533</td> <td>   -0.630</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.02  TWO FAMILY HOMES]</th>                                                                  <td>   -0.0334</td> <td>    0.626</td> <td>   -0.053</td> <td> 0.957</td> <td>   -1.261</td> <td>    1.194</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.03  THREE FAMILY HOMES]</th>                                                                <td>    0.0040</td> <td>    0.490</td> <td>    0.008</td> <td> 0.994</td> <td>   -0.958</td> <td>    0.966</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                                                <td>  6.29e-12</td> <td> 2.03e-12</td> <td>    3.104</td> <td> 0.002</td> <td> 2.31e-12</td> <td> 1.03e-11</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                                                       <td>   -0.1810</td> <td>    0.682</td> <td>   -0.266</td> <td> 0.791</td> <td>   -1.518</td> <td>    1.156</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                                                     <td>    0.4390</td> <td>    0.855</td> <td>    0.513</td> <td> 0.608</td> <td>   -1.239</td> <td>    2.117</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                                                         <td>   -0.1452</td> <td>    0.382</td> <td>   -0.380</td> <td> 0.704</td> <td>   -0.894</td> <td>    0.604</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                                                       <td>   -1.5706</td> <td>    0.395</td> <td>   -3.978</td> <td> 0.000</td> <td>   -2.345</td> <td>   -0.796</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.11A CONDO-RENTALS]</th>                                                                     <td>   -0.2643</td> <td>    0.385</td> <td>   -0.686</td> <td> 0.493</td> <td>   -1.020</td> <td>    0.491</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                                                        <td> 2.029e-12</td> <td> 6.39e-13</td> <td>    3.174</td> <td> 0.002</td> <td> 7.75e-13</td> <td> 3.28e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                                                      <td> 1.891e-12</td> <td> 5.57e-13</td> <td>    3.392</td> <td> 0.001</td> <td> 7.97e-13</td> <td> 2.98e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                                               <td>   -0.1964</td> <td>    0.668</td> <td>   -0.294</td> <td> 0.769</td> <td>   -1.507</td> <td>    1.114</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                                                    <td> 5.498e-12</td> <td> 1.54e-12</td> <td>    3.569</td> <td> 0.000</td> <td> 2.48e-12</td> <td> 8.52e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>                                           <td> 2.263e-13</td> <td> 1.37e-13</td> <td>    1.650</td> <td> 0.099</td> <td>-4.27e-14</td> <td> 4.95e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.17  CONDOPS]</th>                                                                           <td>    0.2413</td> <td>    0.380</td> <td>    0.635</td> <td> 0.525</td> <td>   -0.504</td> <td>    0.986</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.21  OFFICE BUILDINGS]</th>                                                                  <td>    0.0339</td> <td>    0.669</td> <td>    0.051</td> <td> 0.960</td> <td>   -1.278</td> <td>    1.346</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.22  STORE BUILDINGS]</th>                                                                   <td>   -0.4197</td> <td>    0.731</td> <td>   -0.574</td> <td> 0.566</td> <td>   -1.854</td> <td>    1.014</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.23  LOFT BUILDINGS]</th>                                                                    <td>    0.1322</td> <td>    0.613</td> <td>    0.216</td> <td> 0.829</td> <td>   -1.070</td> <td>    1.335</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.25  LUXURY HOTELS]</th>                                                                     <td>   -0.4860</td> <td>    0.388</td> <td>   -1.252</td> <td> 0.211</td> <td>   -1.248</td> <td>    0.276</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.26  OTHER HOTELS]</th>                                                                      <td>    0.1512</td> <td>    0.567</td> <td>    0.267</td> <td> 0.790</td> <td>   -0.962</td> <td>    1.264</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.27  FACTORIES]</th>                                                                         <td>    0.1157</td> <td>    0.562</td> <td>    0.206</td> <td> 0.837</td> <td>   -0.988</td> <td>    1.219</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.28  COMMERCIAL CONDOS]</th>                                                                 <td>-5.734e-13</td> <td> 2.02e-13</td> <td>   -2.836</td> <td> 0.005</td> <td> -9.7e-13</td> <td>-1.77e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.29  COMMERCIAL GARAGES]</th>                                                                <td>    0.6426</td> <td>    0.642</td> <td>    1.001</td> <td> 0.317</td> <td>   -0.617</td> <td>    1.902</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.30  WAREHOUSES]</th>                                                                        <td>   -0.1740</td> <td>    0.555</td> <td>   -0.313</td> <td> 0.754</td> <td>   -1.263</td> <td>    0.915</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                                                            <td> -2.99e-12</td> <td> 1.04e-12</td> <td>   -2.881</td> <td> 0.004</td> <td>-5.03e-12</td> <td>-9.54e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                                                    <td>    0.1021</td> <td>    0.476</td> <td>    0.214</td> <td> 0.830</td> <td>   -0.832</td> <td>    1.036</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                                                            <td>    0.1371</td> <td>    0.565</td> <td>    0.243</td> <td> 0.808</td> <td>   -0.971</td> <td>    1.245</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                                             <td>   -0.9578</td> <td>    0.426</td> <td>   -2.248</td> <td> 0.025</td> <td>   -1.794</td> <td>   -0.122</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                                              <td>   -0.4996</td> <td>    0.742</td> <td>   -0.673</td> <td> 0.501</td> <td>   -1.955</td> <td>    0.956</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.38  ASYLUMS AND HOMES]</th>                                                                 <td>    0.0030</td> <td>    0.287</td> <td>    0.011</td> <td> 0.992</td> <td>   -0.560</td> <td>    0.566</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                                               <td>   -0.0908</td> <td>    0.483</td> <td>   -0.188</td> <td> 0.851</td> <td>   -1.039</td> <td>    0.857</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.A1]</th>                                                                             <td>   -0.1810</td> <td>    0.981</td> <td>   -0.185</td> <td> 0.854</td> <td>   -2.105</td> <td>    1.743</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.A4]</th>                                                                             <td>    0.1083</td> <td>    0.786</td> <td>    0.138</td> <td> 0.891</td> <td>   -1.434</td> <td>    1.651</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.A5]</th>                                                                             <td>   -0.0034</td> <td>    0.816</td> <td>   -0.004</td> <td> 0.997</td> <td>   -1.604</td> <td>    1.597</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.A7]</th>                                                                             <td>   -0.1218</td> <td>    0.891</td> <td>   -0.137</td> <td> 0.891</td> <td>   -1.869</td> <td>    1.626</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.A9]</th>                                                                             <td>    0.1079</td> <td>    0.787</td> <td>    0.137</td> <td> 0.891</td> <td>   -1.436</td> <td>    1.652</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.B1]</th>                                                                             <td>    0.0309</td> <td>    0.184</td> <td>    0.168</td> <td> 0.866</td> <td>   -0.329</td> <td>    0.391</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.B2]</th>                                                                             <td>    0.4788</td> <td>    0.347</td> <td>    1.380</td> <td> 0.168</td> <td>   -0.202</td> <td>    1.160</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.B3]</th>                                                                             <td>   -0.0304</td> <td>    0.198</td> <td>   -0.153</td> <td> 0.878</td> <td>   -0.419</td> <td>    0.358</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.B9]</th>                                                                             <td>   -0.0958</td> <td>    0.214</td> <td>   -0.447</td> <td> 0.655</td> <td>   -0.516</td> <td>    0.325</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.C0]</th>                                                                             <td>    0.0040</td> <td>    0.490</td> <td>    0.008</td> <td> 0.994</td> <td>   -0.958</td> <td>    0.966</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.C1]</th>                                                                             <td>   -0.1763</td> <td>    0.134</td> <td>   -1.313</td> <td> 0.189</td> <td>   -0.440</td> <td>    0.087</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.C2]</th>                                                                             <td>    0.2471</td> <td>    0.168</td> <td>    1.467</td> <td> 0.143</td> <td>   -0.083</td> <td>    0.578</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.C3]</th>                                                                             <td>    0.0326</td> <td>    0.176</td> <td>    0.186</td> <td> 0.853</td> <td>   -0.312</td> <td>    0.377</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.C4]</th>                                                                             <td>   -0.1125</td> <td>    0.133</td> <td>   -0.847</td> <td> 0.397</td> <td>   -0.373</td> <td>    0.148</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.C5]</th>                                                                             <td>   -0.1655</td> <td>    0.135</td> <td>   -1.227</td> <td> 0.220</td> <td>   -0.430</td> <td>    0.099</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.C6]</th>                                                                             <td>   -0.1452</td> <td>    0.382</td> <td>   -0.380</td> <td> 0.704</td> <td>   -0.894</td> <td>    0.604</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.C7]</th>                                                                             <td>    0.0924</td> <td>    0.129</td> <td>    0.714</td> <td> 0.475</td> <td>   -0.161</td> <td>    0.346</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.C8]</th>                                                                             <td> 3.009e-13</td> <td> 1.13e-13</td> <td>    2.664</td> <td> 0.008</td> <td> 7.93e-14</td> <td> 5.22e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.C9]</th>                                                                             <td>   -0.0987</td> <td>    0.373</td> <td>   -0.265</td> <td> 0.791</td> <td>   -0.830</td> <td>    0.632</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.D0]</th>                                                                             <td>-1.057e-12</td> <td> 3.21e-13</td> <td>   -3.297</td> <td> 0.001</td> <td>-1.69e-12</td> <td>-4.28e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.D1]</th>                                                                             <td>   -0.0941</td> <td>    0.197</td> <td>   -0.478</td> <td> 0.633</td> <td>   -0.480</td> <td>    0.292</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.D2]</th>                                                                             <td>   -0.4653</td> <td>    0.781</td> <td>   -0.596</td> <td> 0.551</td> <td>   -1.997</td> <td>    1.066</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.D3]</th>                                                                             <td>    0.0696</td> <td>    0.256</td> <td>    0.272</td> <td> 0.786</td> <td>   -0.432</td> <td>    0.571</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.D4]</th>                                                                             <td>   -1.5706</td> <td>    0.395</td> <td>   -3.978</td> <td> 0.000</td> <td>   -2.345</td> <td>   -0.796</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.D5]</th>                                                                             <td>   -0.7081</td> <td>    0.535</td> <td>   -1.324</td> <td> 0.186</td> <td>   -1.758</td> <td>    0.341</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.D6]</th>                                                                             <td>   -0.6147</td> <td>    0.242</td> <td>   -2.544</td> <td> 0.011</td> <td>   -1.089</td> <td>   -0.141</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.D7]</th>                                                                             <td>    0.2701</td> <td>    0.210</td> <td>    1.289</td> <td> 0.198</td> <td>   -0.141</td> <td>    0.681</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.D8]</th>                                                                             <td>    1.0403</td> <td>    0.400</td> <td>    2.603</td> <td> 0.009</td> <td>    0.256</td> <td>    1.824</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.D9]</th>                                                                             <td>    0.9413</td> <td>    0.264</td> <td>    3.570</td> <td> 0.000</td> <td>    0.424</td> <td>    1.459</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.E1]</th>                                                                             <td>   -0.2144</td> <td>    0.562</td> <td>   -0.381</td> <td> 0.703</td> <td>   -1.318</td> <td>    0.889</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.E3]</th>                                                                             <td>    0.3064</td> <td>    0.756</td> <td>    0.405</td> <td> 0.685</td> <td>   -1.176</td> <td>    1.789</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.E7]</th>                                                                             <td>   -0.0571</td> <td>    0.318</td> <td>   -0.179</td> <td> 0.858</td> <td>   -0.681</td> <td>    0.567</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.E9]</th>                                                                             <td>   -0.2089</td> <td>    0.355</td> <td>   -0.588</td> <td> 0.557</td> <td>   -0.906</td> <td>    0.488</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.F1]</th>                                                                             <td>    0.1091</td> <td>    0.446</td> <td>    0.245</td> <td> 0.807</td> <td>   -0.765</td> <td>    0.983</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.F5]</th>                                                                             <td>   -0.0582</td> <td>    0.372</td> <td>   -0.156</td> <td> 0.876</td> <td>   -0.788</td> <td>    0.672</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.F9]</th>                                                                             <td>    0.0648</td> <td>    0.389</td> <td>    0.167</td> <td> 0.868</td> <td>   -0.697</td> <td>    0.827</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.G1]</th>                                                                             <td>   -0.9867</td> <td>    0.349</td> <td>   -2.828</td> <td> 0.005</td> <td>   -1.671</td> <td>   -0.302</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.G2]</th>                                                                             <td>    1.2673</td> <td>    0.537</td> <td>    2.361</td> <td> 0.018</td> <td>    0.214</td> <td>    2.320</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.G4]</th>                                                                             <td>    0.5427</td> <td>    0.613</td> <td>    0.885</td> <td> 0.377</td> <td>   -0.661</td> <td>    1.746</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.G5]</th>                                                                             <td>    0.2114</td> <td>    0.840</td> <td>    0.252</td> <td> 0.801</td> <td>   -1.437</td> <td>    1.860</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.G6]</th>                                                                             <td>-6.197e-13</td> <td>  2.5e-13</td> <td>   -2.481</td> <td> 0.013</td> <td>-1.11e-12</td> <td> -1.3e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.G7]</th>                                                                             <td> 1.309e-12</td> <td> 3.98e-13</td> <td>    3.287</td> <td> 0.001</td> <td> 5.28e-13</td> <td> 2.09e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.G9]</th>                                                                             <td>   -0.3921</td> <td>    0.438</td> <td>   -0.895</td> <td> 0.371</td> <td>   -1.252</td> <td>    0.468</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.H2]</th>                                                                             <td>   -0.4860</td> <td>    0.388</td> <td>   -1.252</td> <td> 0.211</td> <td>   -1.248</td> <td>    0.276</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.H3]</th>                                                                             <td>    0.1637</td> <td>    0.334</td> <td>    0.490</td> <td> 0.624</td> <td>   -0.491</td> <td>    0.819</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.H6]</th>                                                                             <td>    0.2291</td> <td>    0.664</td> <td>    0.345</td> <td> 0.730</td> <td>   -1.073</td> <td>    1.532</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.H9]</th>                                                                             <td>   -0.2415</td> <td>    0.439</td> <td>   -0.550</td> <td> 0.583</td> <td>   -1.103</td> <td>    0.620</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.I1]</th>                                                                             <td>    0.1313</td> <td>    0.386</td> <td>    0.340</td> <td> 0.734</td> <td>   -0.627</td> <td>    0.889</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.I9]</th>                                                                             <td>   -0.0292</td> <td>    0.330</td> <td>   -0.088</td> <td> 0.930</td> <td>   -0.676</td> <td>    0.618</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.K1]</th>                                                                             <td>    0.6113</td> <td>    0.249</td> <td>    2.452</td> <td> 0.014</td> <td>    0.122</td> <td>    1.100</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.K2]</th>                                                                             <td>    0.1586</td> <td>    0.250</td> <td>    0.635</td> <td> 0.525</td> <td>   -0.331</td> <td>    0.648</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.K3]</th>                                                                             <td>   -1.3629</td> <td>    0.667</td> <td>   -2.044</td> <td> 0.041</td> <td>   -2.671</td> <td>   -0.055</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.K4]</th>                                                                             <td>    0.1414</td> <td>    0.311</td> <td>    0.455</td> <td> 0.650</td> <td>   -0.469</td> <td>    0.752</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.K9]</th>                                                                             <td>    0.0319</td> <td>    0.225</td> <td>    0.141</td> <td> 0.888</td> <td>   -0.410</td> <td>    0.474</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.L1]</th>                                                                             <td>   -2.2816</td> <td>    0.338</td> <td>   -6.751</td> <td> 0.000</td> <td>   -2.945</td> <td>   -1.619</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.L2]</th>                                                                             <td>    0.9683</td> <td>    0.341</td> <td>    2.837</td> <td> 0.005</td> <td>    0.299</td> <td>    1.638</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.L3]</th>                                                                             <td>    1.3377</td> <td>    0.632</td> <td>    2.118</td> <td> 0.034</td> <td>    0.098</td> <td>    2.577</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.L8]</th>                                                                             <td>   -0.4561</td> <td>    0.220</td> <td>   -2.078</td> <td> 0.038</td> <td>   -0.887</td> <td>   -0.025</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.L9]</th>                                                                             <td>    0.5637</td> <td>    0.284</td> <td>    1.984</td> <td> 0.047</td> <td>    0.006</td> <td>    1.121</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.M1]</th>                                                                             <td>    0.1484</td> <td>    0.357</td> <td>    0.415</td> <td> 0.678</td> <td>   -0.553</td> <td>    0.849</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.M2]</th>                                                                             <td>   -1.4396</td> <td>    0.515</td> <td>   -2.797</td> <td> 0.005</td> <td>   -2.449</td> <td>   -0.430</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.M3]</th>                                                                             <td>    0.9445</td> <td>    0.635</td> <td>    1.487</td> <td> 0.137</td> <td>   -0.301</td> <td>    2.190</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.M9]</th>                                                                             <td>   -0.1529</td> <td>    0.459</td> <td>   -0.333</td> <td> 0.739</td> <td>   -1.054</td> <td>    0.748</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.N2]</th>                                                                             <td>    0.0030</td> <td>    0.287</td> <td>    0.011</td> <td> 0.992</td> <td>   -0.560</td> <td>    0.566</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.O1]</th>                                                                             <td>   -0.0573</td> <td>    0.428</td> <td>   -0.134</td> <td> 0.894</td> <td>   -0.898</td> <td>    0.783</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.O2]</th>                                                                             <td>    0.0164</td> <td>    0.298</td> <td>    0.055</td> <td> 0.956</td> <td>   -0.568</td> <td>    0.601</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.O3]</th>                                                                             <td>   -0.0725</td> <td>    0.252</td> <td>   -0.288</td> <td> 0.774</td> <td>   -0.567</td> <td>    0.422</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.O4]</th>                                                                             <td>    0.0295</td> <td>    0.430</td> <td>    0.069</td> <td> 0.945</td> <td>   -0.814</td> <td>    0.873</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.O5]</th>                                                                             <td>    0.2387</td> <td>    0.716</td> <td>    0.333</td> <td> 0.739</td> <td>   -1.165</td> <td>    1.643</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.O6]</th>                                                                             <td>    1.4555</td> <td>    0.537</td> <td>    2.710</td> <td> 0.007</td> <td>    0.402</td> <td>    2.509</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.O7]</th>                                                                             <td>   -1.8076</td> <td>    0.360</td> <td>   -5.023</td> <td> 0.000</td> <td>   -2.514</td> <td>   -1.102</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.O8]</th>                                                                             <td>    0.3051</td> <td>    0.570</td> <td>    0.535</td> <td> 0.593</td> <td>   -0.814</td> <td>    1.424</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.O9]</th>                                                                             <td>   -0.0738</td> <td>    0.199</td> <td>   -0.372</td> <td> 0.710</td> <td>   -0.463</td> <td>    0.316</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.P8]</th>                                                                             <td>   -0.9578</td> <td>    0.426</td> <td>   -2.248</td> <td> 0.025</td> <td>   -1.794</td> <td>   -0.122</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.R1]</th>                                                                             <td>  1.13e-13</td> <td> 5.23e-14</td> <td>    2.160</td> <td> 0.031</td> <td> 1.04e-14</td> <td> 2.16e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.R2]</th>                                                                             <td>-4.802e-13</td> <td> 1.32e-13</td> <td>   -3.642</td> <td> 0.000</td> <td>-7.39e-13</td> <td>-2.22e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.R3]</th>                                                                             <td> 1.011e-12</td> <td> 2.83e-13</td> <td>    3.574</td> <td> 0.000</td> <td> 4.56e-13</td> <td> 1.57e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.R4]</th>                                                                             <td> 1.162e-12</td> <td> 3.27e-13</td> <td>    3.558</td> <td> 0.000</td> <td> 5.21e-13</td> <td>  1.8e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.R5]</th>                                                                             <td> 5.127e-13</td> <td> 1.42e-13</td> <td>    3.611</td> <td> 0.000</td> <td> 2.34e-13</td> <td> 7.91e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.R6]</th>                                                                             <td>-1.406e-13</td> <td> 4.66e-14</td> <td>   -3.016</td> <td> 0.003</td> <td>-2.32e-13</td> <td>-4.91e-14</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.R8]</th>                                                                             <td> 5.203e-13</td> <td> 1.45e-13</td> <td>    3.584</td> <td> 0.000</td> <td> 2.36e-13</td> <td> 8.05e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.R9]</th>                                                                             <td>    0.2413</td> <td>    0.380</td> <td>    0.635</td> <td> 0.525</td> <td>   -0.504</td> <td>    0.986</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.RA]</th>                                                                             <td>-4.514e-13</td> <td> 1.28e-13</td> <td>   -3.527</td> <td> 0.000</td> <td>-7.02e-13</td> <td>   -2e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.RB]</th>                                                                             <td>-1.351e-12</td> <td> 3.79e-13</td> <td>   -3.567</td> <td> 0.000</td> <td>-2.09e-12</td> <td>-6.08e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.RG]</th>                                                                             <td>-1.459e-13</td> <td> 4.61e-14</td> <td>   -3.162</td> <td> 0.002</td> <td>-2.36e-13</td> <td>-5.54e-14</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.RH]</th>                                                                             <td> 3.816e-13</td> <td> 1.05e-13</td> <td>    3.650</td> <td> 0.000</td> <td> 1.77e-13</td> <td> 5.87e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.RK]</th>                                                                             <td> 6.366e-13</td> <td> 1.82e-13</td> <td>    3.502</td> <td> 0.000</td> <td>  2.8e-13</td> <td> 9.93e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.RR]</th>                                                                             <td>   -0.2643</td> <td>    0.385</td> <td>   -0.686</td> <td> 0.493</td> <td>   -1.020</td> <td>    0.491</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.RS]</th>                                                                             <td>-9.702e-13</td> <td> 2.69e-13</td> <td>   -3.604</td> <td> 0.000</td> <td> -1.5e-12</td> <td>-4.42e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.RW]</th>                                                                             <td> 8.556e-13</td> <td>  2.4e-13</td> <td>    3.567</td> <td> 0.000</td> <td> 3.85e-13</td> <td> 1.33e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.S0]</th>                                                                             <td>   -0.0486</td> <td>    1.148</td> <td>   -0.042</td> <td> 0.966</td> <td>   -2.301</td> <td>    2.203</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.S1]</th>                                                                             <td>    0.0386</td> <td>    0.811</td> <td>    0.048</td> <td> 0.962</td> <td>   -1.552</td> <td>    1.629</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.S2]</th>                                                                             <td>   -0.4170</td> <td>    0.233</td> <td>   -1.789</td> <td> 0.074</td> <td>   -0.874</td> <td>    0.040</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.S3]</th>                                                                             <td>   -0.0402</td> <td>    0.217</td> <td>   -0.185</td> <td> 0.853</td> <td>   -0.467</td> <td>    0.386</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.S4]</th>                                                                             <td>   -0.1284</td> <td>    0.222</td> <td>   -0.580</td> <td> 0.562</td> <td>   -0.563</td> <td>    0.306</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.S5]</th>                                                                             <td>   -0.0910</td> <td>    0.236</td> <td>   -0.386</td> <td> 0.699</td> <td>   -0.553</td> <td>    0.371</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.S9]</th>                                                                             <td>    0.0632</td> <td>    0.229</td> <td>    0.276</td> <td> 0.783</td> <td>   -0.387</td> <td>    0.513</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.V1]</th>                                                                             <td>-5.636e-13</td> <td> 1.71e-13</td> <td>   -3.296</td> <td> 0.001</td> <td>-8.99e-13</td> <td>-2.28e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.W4]</th>                                                                             <td>   -0.2860</td> <td>    0.344</td> <td>   -0.831</td> <td> 0.406</td> <td>   -0.961</td> <td>    0.389</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.W6]</th>                                                                             <td>    0.3970</td> <td>    0.370</td> <td>    1.073</td> <td> 0.284</td> <td>   -0.329</td> <td>    1.123</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.W8]</th>                                                                             <td>   -0.1457</td> <td>    0.356</td> <td>   -0.409</td> <td> 0.682</td> <td>   -0.844</td> <td>    0.552</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.W9]</th>                                                                             <td>    0.1718</td> <td>    0.370</td> <td>    0.465</td> <td> 0.642</td> <td>   -0.553</td> <td>    0.897</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.Z5]</th>                                                                             <td>    0.1526</td> <td>    0.351</td> <td>    0.435</td> <td> 0.664</td> <td>   -0.535</td> <td>    0.841</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>building_class_at_time_of_sale[T.Z9]</th>                                                                             <td>   -0.2434</td> <td>    0.395</td> <td>   -0.616</td> <td> 0.538</td> <td>   -1.018</td> <td>    0.531</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                          <td>    0.0003</td> <td>    0.764</td> <td>    0.000</td> <td> 1.000</td> <td>   -1.499</td> <td>    1.500</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                        <td>    0.1036</td> <td>    0.623</td> <td>    0.166</td> <td> 0.868</td> <td>   -1.119</td> <td>    1.327</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                     <td> 8.636e-13</td> <td> 2.38e-13</td> <td>    3.626</td> <td> 0.000</td> <td> 3.96e-13</td> <td> 1.33e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                          <td>   -0.2742</td> <td>    0.644</td> <td>   -0.426</td> <td> 0.671</td> <td>   -1.538</td> <td>    0.990</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                     <td>   -1.9403</td> <td>    1.040</td> <td>   -1.865</td> <td> 0.062</td> <td>   -3.982</td> <td>    0.101</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                          <td>-4.293e-13</td> <td> 1.19e-13</td> <td>   -3.622</td> <td> 0.000</td> <td>-6.62e-13</td> <td>-1.97e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                        <td>-4.746e-13</td> <td> 1.31e-13</td> <td>   -3.626</td> <td> 0.000</td> <td>-7.31e-13</td> <td>-2.18e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                         <td>-2.771e-13</td> <td> 8.41e-14</td> <td>   -3.294</td> <td> 0.001</td> <td>-4.42e-13</td> <td>-1.12e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                         <td> 5.359e-15</td> <td> 7.77e-14</td> <td>    0.069</td> <td> 0.945</td> <td>-1.47e-13</td> <td> 1.58e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.02  TWO FAMILY HOMES]</th>                        <td>    0.4677</td> <td>    0.518</td> <td>    0.902</td> <td> 0.367</td> <td>   -0.549</td> <td>    1.485</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.02  TWO FAMILY HOMES]</th>                           <td>    0.0096</td> <td>    0.311</td> <td>    0.031</td> <td> 0.975</td> <td>   -0.600</td> <td>    0.619</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                   <td>    0.0372</td> <td>    0.300</td> <td>    0.124</td> <td> 0.901</td> <td>   -0.551</td> <td>    0.625</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                      <td>   -0.1025</td> <td>    0.532</td> <td>   -0.193</td> <td> 0.847</td> <td>   -1.147</td> <td>    0.942</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                     <td>   -0.0742</td> <td>    0.410</td> <td>   -0.181</td> <td> 0.856</td> <td>   -0.878</td> <td>    0.730</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                      <td>   -0.7113</td> <td>    0.623</td> <td>   -1.141</td> <td> 0.254</td> <td>   -1.934</td> <td>    0.511</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                           <td>   -0.4062</td> <td>    0.456</td> <td>   -0.890</td> <td> 0.374</td> <td>   -1.302</td> <td>    0.489</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                    <td> 6.256e-13</td> <td> 1.77e-13</td> <td>    3.536</td> <td> 0.000</td> <td> 2.78e-13</td> <td> 9.73e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                         <td> 1.017e-13</td> <td> 6.36e-14</td> <td>    1.598</td> <td> 0.110</td> <td>-2.31e-14</td> <td> 2.27e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                     <td> 1.982e-12</td> <td> 5.63e-13</td> <td>    3.522</td> <td> 0.000</td> <td> 8.78e-13</td> <td> 3.09e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                  <td>   -0.1564</td> <td>    0.631</td> <td>   -0.248</td> <td> 0.804</td> <td>   -1.394</td> <td>    1.082</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                 <td>    0.7782</td> <td>    0.966</td> <td>    0.805</td> <td> 0.421</td> <td>   -1.118</td> <td>    2.674</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                      <td>  3.66e-13</td> <td> 1.03e-13</td> <td>    3.567</td> <td> 0.000</td> <td> 1.65e-13</td> <td> 5.67e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                     <td>-5.804e-13</td> <td> 1.71e-13</td> <td>   -3.402</td> <td> 0.001</td> <td>-9.15e-13</td> <td>-2.46e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                     <td> 8.849e-13</td> <td> 2.59e-13</td> <td>    3.419</td> <td> 0.001</td> <td> 3.77e-13</td> <td> 1.39e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.02  TWO FAMILY HOMES]</th>                              <td>-3.265e-13</td> <td> 9.52e-14</td> <td>   -3.428</td> <td> 0.001</td> <td>-5.13e-13</td> <td> -1.4e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                      <td>    0.4448</td> <td>    0.747</td> <td>    0.596</td> <td> 0.551</td> <td>   -1.020</td> <td>    1.909</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                             <td>    0.6713</td> <td>    0.783</td> <td>    0.857</td> <td> 0.392</td> <td>   -0.865</td> <td>    2.208</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                      <td> 3.096e-12</td> <td> 8.56e-13</td> <td>    3.619</td> <td> 0.000</td> <td> 1.42e-12</td> <td> 4.77e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.02  TWO FAMILY HOMES]</th>                                          <td> 9.804e-13</td> <td> 2.81e-13</td> <td>    3.491</td> <td> 0.000</td> <td> 4.29e-13</td> <td> 1.53e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.02  TWO FAMILY HOMES]</th>                          <td>    0.2357</td> <td>    0.300</td> <td>    0.786</td> <td> 0.432</td> <td>   -0.352</td> <td>    0.824</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.02  TWO FAMILY HOMES]</th>                          <td>    0.5830</td> <td>    0.308</td> <td>    1.896</td> <td> 0.058</td> <td>   -0.020</td> <td>    1.186</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.02  TWO FAMILY HOMES]</th>                         <td>-4.619e-13</td> <td> 1.28e-13</td> <td>   -3.623</td> <td> 0.000</td> <td>-7.12e-13</td> <td>-2.12e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.02  TWO FAMILY HOMES]</th>                          <td>   -0.2870</td> <td>    0.640</td> <td>   -0.448</td> <td> 0.654</td> <td>   -1.543</td> <td>    0.969</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.02  TWO FAMILY HOMES]</th>                          <td>    0.2404</td> <td>    0.373</td> <td>    0.644</td> <td> 0.519</td> <td>   -0.491</td> <td>    0.972</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.02  TWO FAMILY HOMES]</th>                         <td>    0.7461</td> <td>    0.589</td> <td>    1.266</td> <td> 0.206</td> <td>   -0.410</td> <td>    1.902</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.02  TWO FAMILY HOMES]</th>                         <td>    0.0786</td> <td>    0.479</td> <td>    0.164</td> <td> 0.870</td> <td>   -0.860</td> <td>    1.018</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.02  TWO FAMILY HOMES]</th>                         <td>   -0.4777</td> <td>    0.602</td> <td>   -0.794</td> <td> 0.427</td> <td>   -1.658</td> <td>    0.702</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                        <td>   -0.1946</td> <td>    0.875</td> <td>   -0.222</td> <td> 0.824</td> <td>   -1.911</td> <td>    1.522</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                      <td>-6.146e-13</td> <td> 1.75e-13</td> <td>   -3.512</td> <td> 0.000</td> <td>-9.58e-13</td> <td>-2.71e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                   <td> 8.552e-13</td> <td> 2.37e-13</td> <td>    3.606</td> <td> 0.000</td> <td>  3.9e-13</td> <td> 1.32e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                        <td>   -0.4083</td> <td>    0.734</td> <td>   -0.556</td> <td> 0.578</td> <td>   -1.848</td> <td>    1.031</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                   <td>-1.676e-12</td> <td> 4.61e-13</td> <td>   -3.636</td> <td> 0.000</td> <td>-2.58e-12</td> <td>-7.72e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                        <td> 6.465e-13</td> <td> 1.79e-13</td> <td>    3.602</td> <td> 0.000</td> <td> 2.94e-13</td> <td> 9.99e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                      <td>-7.122e-15</td> <td> 2.79e-14</td> <td>   -0.256</td> <td> 0.798</td> <td>-6.18e-14</td> <td> 4.75e-14</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                       <td>-2.946e-13</td> <td>  9.1e-14</td> <td>   -3.236</td> <td> 0.001</td> <td>-4.73e-13</td> <td>-1.16e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                       <td>   -0.3441</td> <td>    1.068</td> <td>   -0.322</td> <td> 0.747</td> <td>   -2.440</td> <td>    1.752</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.03  THREE FAMILY HOMES]</th>                      <td> 1.431e-12</td> <td> 3.95e-13</td> <td>    3.623</td> <td> 0.000</td> <td> 6.56e-13</td> <td> 2.21e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.03  THREE FAMILY HOMES]</th>                         <td>   -0.2285</td> <td>    0.722</td> <td>   -0.317</td> <td> 0.752</td> <td>   -1.644</td> <td>    1.187</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                 <td>    0.1054</td> <td>    0.697</td> <td>    0.151</td> <td> 0.880</td> <td>   -1.262</td> <td>    1.473</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                    <td>   -0.1668</td> <td>    0.813</td> <td>   -0.205</td> <td> 0.837</td> <td>   -1.762</td> <td>    1.428</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                   <td>    0.3796</td> <td>    0.994</td> <td>    0.382</td> <td> 0.703</td> <td>   -1.570</td> <td>    2.329</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                    <td> 1.228e-13</td> <td>  3.8e-14</td> <td>    3.230</td> <td> 0.001</td> <td> 4.82e-14</td> <td> 1.97e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                         <td> 8.431e-13</td> <td> 2.33e-13</td> <td>    3.616</td> <td> 0.000</td> <td> 3.86e-13</td> <td>  1.3e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                  <td> 4.682e-14</td> <td> 1.37e-14</td> <td>    3.414</td> <td> 0.001</td> <td> 1.99e-14</td> <td> 7.37e-14</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                       <td>-4.535e-14</td> <td> 3.06e-14</td> <td>   -1.481</td> <td> 0.139</td> <td>-1.05e-13</td> <td> 1.47e-14</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                   <td> 1.541e-12</td> <td> 4.24e-13</td> <td>    3.637</td> <td> 0.000</td> <td>  7.1e-13</td> <td> 2.37e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                <td>-8.223e-13</td> <td> 2.38e-13</td> <td>   -3.449</td> <td> 0.001</td> <td>-1.29e-12</td> <td>-3.55e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.03  THREE FAMILY HOMES]</th>                               <td>   -0.3070</td> <td>    1.166</td> <td>   -0.263</td> <td> 0.792</td> <td>   -2.595</td> <td>    1.981</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                    <td>-1.077e-12</td> <td> 2.98e-13</td> <td>   -3.621</td> <td> 0.000</td> <td>-1.66e-12</td> <td>-4.94e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                   <td> 1.399e-12</td> <td> 3.86e-13</td> <td>    3.624</td> <td> 0.000</td> <td> 6.42e-13</td> <td> 2.16e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                   <td>   -0.2281</td> <td>    0.902</td> <td>   -0.253</td> <td> 0.800</td> <td>   -1.998</td> <td>    1.542</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.03  THREE FAMILY HOMES]</th>                            <td>  8.06e-14</td> <td> 2.82e-14</td> <td>    2.856</td> <td> 0.004</td> <td> 2.52e-14</td> <td> 1.36e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                    <td> 1.515e-12</td> <td> 4.18e-13</td> <td>    3.623</td> <td> 0.000</td> <td> 6.94e-13</td> <td> 2.33e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                           <td> 4.814e-13</td> <td> 1.43e-13</td> <td>    3.361</td> <td> 0.001</td> <td>    2e-13</td> <td> 7.62e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                    <td>-1.853e-12</td> <td> 5.15e-13</td> <td>   -3.600</td> <td> 0.000</td> <td>-2.86e-12</td> <td>-8.43e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.03  THREE FAMILY HOMES]</th>                                        <td> 2.392e-13</td> <td> 7.43e-14</td> <td>    3.219</td> <td> 0.001</td> <td> 9.34e-14</td> <td> 3.85e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.03  THREE FAMILY HOMES]</th>                        <td>-4.654e-13</td> <td>  1.3e-13</td> <td>   -3.572</td> <td> 0.000</td> <td>-7.21e-13</td> <td> -2.1e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.03  THREE FAMILY HOMES]</th>                        <td>    0.1265</td> <td>    0.789</td> <td>    0.160</td> <td> 0.873</td> <td>   -1.421</td> <td>    1.674</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.03  THREE FAMILY HOMES]</th>                       <td>-2.609e-13</td> <td> 7.21e-14</td> <td>   -3.617</td> <td> 0.000</td> <td>-4.02e-13</td> <td>-1.19e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.03  THREE FAMILY HOMES]</th>                        <td>   -3.2534</td> <td>    0.950</td> <td>   -3.425</td> <td> 0.001</td> <td>   -5.117</td> <td>   -1.390</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.03  THREE FAMILY HOMES]</th>                        <td>    0.2048</td> <td>    0.983</td> <td>    0.208</td> <td> 0.835</td> <td>   -1.723</td> <td>    2.133</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.03  THREE FAMILY HOMES]</th>                       <td>   -0.0769</td> <td>    0.815</td> <td>   -0.094</td> <td> 0.925</td> <td>   -1.675</td> <td>    1.521</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.03  THREE FAMILY HOMES]</th>                       <td>    0.4421</td> <td>    1.024</td> <td>    0.432</td> <td> 0.666</td> <td>   -1.566</td> <td>    2.450</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.03  THREE FAMILY HOMES]</th>                       <td> 8.758e-15</td> <td> 3.52e-14</td> <td>    0.249</td> <td> 0.804</td> <td>-6.04e-14</td> <td> 7.79e-14</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                        <td>-5.831e-13</td> <td> 1.67e-13</td> <td>   -3.488</td> <td> 0.001</td> <td>-9.11e-13</td> <td>-2.55e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                      <td> 1.101e-13</td> <td> 6.66e-14</td> <td>    1.652</td> <td> 0.099</td> <td>-2.07e-14</td> <td> 2.41e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                   <td>-1.678e-12</td> <td> 4.63e-13</td> <td>   -3.628</td> <td> 0.000</td> <td>-2.59e-12</td> <td>-7.71e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                        <td>-5.954e-13</td> <td> 1.65e-13</td> <td>   -3.608</td> <td> 0.000</td> <td>-9.19e-13</td> <td>-2.72e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                   <td>-1.206e-12</td> <td> 3.39e-13</td> <td>   -3.557</td> <td> 0.000</td> <td>-1.87e-12</td> <td>-5.41e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                        <td> 1.056e-13</td> <td> 4.51e-14</td> <td>    2.344</td> <td> 0.019</td> <td> 1.72e-14</td> <td> 1.94e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                      <td>-1.747e-12</td> <td> 4.82e-13</td> <td>   -3.622</td> <td> 0.000</td> <td>-2.69e-12</td> <td>-8.01e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                       <td> 4.329e-13</td> <td> 1.25e-13</td> <td>    3.460</td> <td> 0.001</td> <td> 1.87e-13</td> <td> 6.78e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                       <td>-8.306e-13</td> <td> 2.29e-13</td> <td>   -3.624</td> <td> 0.000</td> <td>-1.28e-12</td> <td>-3.81e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                      <td>  1.21e-12</td> <td> 3.36e-13</td> <td>    3.601</td> <td> 0.000</td> <td> 5.51e-13</td> <td> 1.87e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                         <td>-2.383e-13</td> <td> 6.61e-14</td> <td>   -3.606</td> <td> 0.000</td> <td>-3.68e-13</td> <td>-1.09e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                 <td>-9.044e-13</td> <td> 2.76e-13</td> <td>   -3.280</td> <td> 0.001</td> <td>-1.45e-12</td> <td>-3.63e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                    <td>-1.037e-12</td> <td> 2.88e-13</td> <td>   -3.598</td> <td> 0.000</td> <td> -1.6e-12</td> <td>-4.72e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                   <td>-1.136e-12</td> <td> 3.15e-13</td> <td>   -3.602</td> <td> 0.000</td> <td>-1.75e-12</td> <td>-5.17e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                    <td>-1.452e-12</td> <td>    4e-13</td> <td>   -3.631</td> <td> 0.000</td> <td>-2.24e-12</td> <td>-6.68e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                         <td> 1.746e-13</td> <td> 5.58e-14</td> <td>    3.129</td> <td> 0.002</td> <td> 6.51e-14</td> <td> 2.84e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                  <td> 2.438e-12</td> <td>  6.7e-13</td> <td>    3.639</td> <td> 0.000</td> <td> 1.12e-12</td> <td> 3.75e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                       <td> 1.446e-12</td> <td> 3.98e-13</td> <td>    3.632</td> <td> 0.000</td> <td> 6.65e-13</td> <td> 2.23e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                   <td>     7e-13</td> <td> 1.95e-13</td> <td>    3.595</td> <td> 0.000</td> <td> 3.18e-13</td> <td> 1.08e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                <td>-3.486e-14</td> <td> 1.21e-14</td> <td>   -2.870</td> <td> 0.004</td> <td>-5.87e-14</td> <td> -1.1e-14</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                               <td> 4.688e-13</td> <td> 1.29e-13</td> <td>    3.623</td> <td> 0.000</td> <td> 2.15e-13</td> <td> 7.23e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                    <td> 3.573e-13</td> <td> 1.01e-13</td> <td>    3.524</td> <td> 0.000</td> <td> 1.58e-13</td> <td> 5.56e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                   <td> 3.551e-13</td> <td> 1.02e-13</td> <td>    3.472</td> <td> 0.001</td> <td> 1.54e-13</td> <td> 5.56e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                   <td>-5.376e-13</td> <td> 1.56e-13</td> <td>   -3.442</td> <td> 0.001</td> <td>-8.44e-13</td> <td>-2.31e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                            <td>-7.093e-13</td> <td> 1.96e-13</td> <td>   -3.628</td> <td> 0.000</td> <td>-1.09e-12</td> <td>-3.26e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                    <td>-4.765e-13</td> <td> 1.31e-13</td> <td>   -3.630</td> <td> 0.000</td> <td>-7.34e-13</td> <td>-2.19e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                           <td>-1.233e-12</td> <td> 3.39e-13</td> <td>   -3.632</td> <td> 0.000</td> <td> -1.9e-12</td> <td>-5.67e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                    <td>  3.36e-13</td> <td> 9.28e-14</td> <td>    3.622</td> <td> 0.000</td> <td> 1.54e-13</td> <td> 5.18e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                                        <td> 7.195e-13</td> <td> 1.98e-13</td> <td>    3.634</td> <td> 0.000</td> <td> 3.31e-13</td> <td> 1.11e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                        <td>-1.176e-12</td> <td> 3.23e-13</td> <td>   -3.636</td> <td> 0.000</td> <td>-1.81e-12</td> <td>-5.41e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                        <td> 1.688e-13</td> <td>  4.7e-14</td> <td>    3.592</td> <td> 0.000</td> <td> 7.66e-14</td> <td> 2.61e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                       <td>-9.146e-14</td> <td> 3.58e-14</td> <td>   -2.552</td> <td> 0.011</td> <td>-1.62e-13</td> <td>-2.12e-14</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                        <td>-2.153e-12</td> <td> 5.93e-13</td> <td>   -3.631</td> <td> 0.000</td> <td>-3.32e-12</td> <td> -9.9e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                        <td>-9.317e-13</td> <td> 2.56e-13</td> <td>   -3.639</td> <td> 0.000</td> <td>-1.43e-12</td> <td>-4.29e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                       <td>-1.865e-13</td> <td> 5.12e-14</td> <td>   -3.642</td> <td> 0.000</td> <td>-2.87e-13</td> <td> -8.6e-14</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                       <td>-9.719e-13</td> <td> 2.67e-13</td> <td>   -3.644</td> <td> 0.000</td> <td> -1.5e-12</td> <td>-4.49e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.04  TAX CLASS 1 CONDOS]</th>                       <td>-7.556e-13</td> <td> 2.08e-13</td> <td>   -3.625</td> <td> 0.000</td> <td>-1.16e-12</td> <td>-3.47e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                               <td>   -0.2075</td> <td>    0.433</td> <td>   -0.479</td> <td> 0.632</td> <td>   -1.058</td> <td>    0.643</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                             <td>   -0.4550</td> <td>    0.373</td> <td>   -1.219</td> <td> 0.223</td> <td>   -1.187</td> <td>    0.277</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                          <td>    0.2633</td> <td>    0.669</td> <td>    0.393</td> <td> 0.694</td> <td>   -1.050</td> <td>    1.577</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                               <td>   -0.4794</td> <td>    0.319</td> <td>   -1.501</td> <td> 0.134</td> <td>   -1.106</td> <td>    0.147</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                          <td>   -0.6087</td> <td>    0.824</td> <td>   -0.738</td> <td> 0.460</td> <td>   -2.226</td> <td>    1.008</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                               <td>   -0.1427</td> <td>    0.999</td> <td>   -0.143</td> <td> 0.886</td> <td>   -2.103</td> <td>    1.818</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                             <td>   -0.2750</td> <td>    0.607</td> <td>   -0.453</td> <td> 0.651</td> <td>   -1.466</td> <td>    0.916</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                              <td>    1.0837</td> <td>    0.523</td> <td>    2.072</td> <td> 0.038</td> <td>    0.058</td> <td>    2.110</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                              <td>    0.3033</td> <td>    0.578</td> <td>    0.525</td> <td> 0.600</td> <td>   -0.830</td> <td>    1.437</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>             <td>    0.1879</td> <td>    0.478</td> <td>    0.393</td> <td> 0.694</td> <td>   -0.749</td> <td>    1.125</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                <td>   -0.6403</td> <td>    0.370</td> <td>   -1.730</td> <td> 0.084</td> <td>   -1.366</td> <td>    0.086</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                        <td>    0.1704</td> <td>    0.327</td> <td>    0.520</td> <td> 0.603</td> <td>   -0.472</td> <td>    0.813</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                           <td>    0.1640</td> <td>    0.437</td> <td>    0.375</td> <td> 0.708</td> <td>   -0.694</td> <td>    1.022</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                          <td>    0.4281</td> <td>    0.418</td> <td>    1.023</td> <td> 0.306</td> <td>   -0.392</td> <td>    1.249</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                           <td>    0.2405</td> <td>    0.369</td> <td>    0.652</td> <td> 0.515</td> <td>   -0.483</td> <td>    0.964</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                                <td>    0.0327</td> <td>    0.348</td> <td>    0.094</td> <td> 0.925</td> <td>   -0.649</td> <td>    0.715</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                         <td>  6.92e-14</td> <td>  3.4e-14</td> <td>    2.037</td> <td> 0.042</td> <td> 2.54e-15</td> <td> 1.36e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                              <td>    0.2207</td> <td>    0.530</td> <td>    0.416</td> <td> 0.677</td> <td>   -0.819</td> <td>    1.260</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                          <td>    0.1756</td> <td>    0.336</td> <td>    0.523</td> <td> 0.601</td> <td>   -0.483</td> <td>    0.834</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                       <td>   -0.1998</td> <td>    0.328</td> <td>   -0.608</td> <td> 0.543</td> <td>   -0.844</td> <td>    0.445</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                      <td>   -0.0480</td> <td>    0.736</td> <td>   -0.065</td> <td> 0.948</td> <td>   -1.491</td> <td>    1.395</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                           <td>   -1.1293</td> <td>    0.649</td> <td>   -1.741</td> <td> 0.082</td> <td>   -2.402</td> <td>    0.143</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                          <td>   -0.4573</td> <td>    0.462</td> <td>   -0.989</td> <td> 0.323</td> <td>   -1.364</td> <td>    0.450</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                          <td>    0.2649</td> <td>    0.423</td> <td>    0.627</td> <td> 0.531</td> <td>   -0.564</td> <td>    1.094</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                   <td> 1.397e-12</td> <td> 3.86e-13</td> <td>    3.624</td> <td> 0.000</td> <td> 6.41e-13</td> <td> 2.15e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                           <td>    0.7474</td> <td>    0.752</td> <td>    0.994</td> <td> 0.320</td> <td>   -0.728</td> <td>    2.222</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                                  <td>   -0.0371</td> <td>    0.800</td> <td>   -0.046</td> <td> 0.963</td> <td>   -1.607</td> <td>    1.532</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                           <td>   -1.0209</td> <td>    0.696</td> <td>   -1.467</td> <td> 0.143</td> <td>   -2.386</td> <td>    0.345</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>                               <td> 3.512e-13</td> <td> 1.05e-13</td> <td>    3.331</td> <td> 0.001</td> <td> 1.44e-13</td> <td> 5.58e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>               <td>   -0.0988</td> <td>    0.317</td> <td>   -0.311</td> <td> 0.756</td> <td>   -0.721</td> <td>    0.524</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>               <td>   -0.1588</td> <td>    0.321</td> <td>   -0.494</td> <td> 0.621</td> <td>   -0.789</td> <td>    0.472</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>              <td>   -0.2341</td> <td>    0.362</td> <td>   -0.647</td> <td> 0.517</td> <td>   -0.944</td> <td>    0.475</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>               <td>   -0.2987</td> <td>    0.584</td> <td>   -0.512</td> <td> 0.609</td> <td>   -1.444</td> <td>    0.847</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>               <td>   -0.0553</td> <td>    0.384</td> <td>   -0.144</td> <td> 0.885</td> <td>   -0.808</td> <td>    0.697</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>              <td>   -0.6070</td> <td>    0.371</td> <td>   -1.635</td> <td> 0.102</td> <td>   -1.335</td> <td>    0.121</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>              <td>    0.5017</td> <td>    0.471</td> <td>    1.066</td> <td> 0.287</td> <td>   -0.421</td> <td>    1.425</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]</th>              <td>    0.6201</td> <td>    0.523</td> <td>    1.187</td> <td> 0.236</td> <td>   -0.405</td> <td>    1.645</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                             <td>   -1.3819</td> <td>    0.767</td> <td>   -1.802</td> <td> 0.072</td> <td>   -2.887</td> <td>    0.123</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                           <td> 8.318e-13</td> <td>  2.3e-13</td> <td>    3.619</td> <td> 0.000</td> <td> 3.81e-13</td> <td> 1.28e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                        <td>   -0.1627</td> <td>    0.858</td> <td>   -0.190</td> <td> 0.850</td> <td>   -1.845</td> <td>    1.520</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                             <td>   -0.5754</td> <td>    0.768</td> <td>   -0.749</td> <td> 0.454</td> <td>   -2.081</td> <td>    0.931</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                        <td>   -1.9769</td> <td>    1.226</td> <td>   -1.612</td> <td> 0.107</td> <td>   -4.382</td> <td>    0.428</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                             <td> 1.227e-12</td> <td> 3.38e-13</td> <td>    3.630</td> <td> 0.000</td> <td> 5.64e-13</td> <td> 1.89e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                           <td>-2.571e-13</td> <td> 7.31e-14</td> <td>   -3.518</td> <td> 0.000</td> <td>   -4e-13</td> <td>-1.14e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                            <td>   -1.8887</td> <td>    0.890</td> <td>   -2.121</td> <td> 0.034</td> <td>   -3.635</td> <td>   -0.142</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                            <td>   -0.2899</td> <td>    0.920</td> <td>   -0.315</td> <td> 0.753</td> <td>   -2.095</td> <td>    1.515</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>           <td>   -0.4741</td> <td>    0.994</td> <td>   -0.477</td> <td> 0.633</td> <td>   -2.424</td> <td>    1.475</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>              <td>   -0.9646</td> <td>    0.823</td> <td>   -1.172</td> <td> 0.242</td> <td>   -2.580</td> <td>    0.650</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                      <td>   -0.3036</td> <td>    0.657</td> <td>   -0.462</td> <td> 0.644</td> <td>   -1.592</td> <td>    0.985</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                         <td>   -0.2552</td> <td>    0.735</td> <td>   -0.347</td> <td> 0.729</td> <td>   -1.697</td> <td>    1.187</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                        <td>   -0.1864</td> <td>    0.688</td> <td>   -0.271</td> <td> 0.787</td> <td>   -1.537</td> <td>    1.164</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                         <td>   -0.8799</td> <td>    0.654</td> <td>   -1.346</td> <td> 0.179</td> <td>   -2.163</td> <td>    0.403</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                              <td>    0.0110</td> <td>    0.818</td> <td>    0.013</td> <td> 0.989</td> <td>   -1.594</td> <td>    1.616</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                       <td>-2.858e-15</td> <td> 1.09e-14</td> <td>   -0.263</td> <td> 0.793</td> <td>-2.42e-14</td> <td> 1.85e-14</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                            <td>   -0.9134</td> <td>    0.896</td> <td>   -1.019</td> <td> 0.308</td> <td>   -2.671</td> <td>    0.844</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                        <td> 6.622e-13</td> <td> 1.83e-13</td> <td>    3.626</td> <td> 0.000</td> <td> 3.04e-13</td> <td> 1.02e-12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                     <td>   -0.3965</td> <td>    0.726</td> <td>   -0.547</td> <td> 0.585</td> <td>   -1.820</td> <td>    1.027</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                    <td>   -1.4997</td> <td>    0.932</td> <td>   -1.610</td> <td> 0.108</td> <td>   -3.328</td> <td>    0.328</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                         <td>-9.129e-14</td> <td> 3.99e-14</td> <td>   -2.286</td> <td> 0.022</td> <td> -1.7e-13</td> <td>-1.29e-14</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                        <td>   -1.3995</td> <td>    1.046</td> <td>   -1.338</td> <td> 0.181</td> <td>   -3.452</td> <td>    0.653</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                        <td>    0.7596</td> <td>    0.910</td> <td>    0.835</td> <td> 0.404</td> <td>   -1.025</td> <td>    2.544</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                 <td>-1.965e-13</td> <td> 5.41e-14</td> <td>   -3.635</td> <td> 0.000</td> <td>-3.03e-13</td> <td>-9.05e-14</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                         <td>   -0.5424</td> <td>    0.979</td> <td>   -0.554</td> <td> 0.580</td> <td>   -2.462</td> <td>    1.377</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                                <td>   -0.8637</td> <td>    1.175</td> <td>   -0.735</td> <td> 0.462</td> <td>   -3.168</td> <td>    1.441</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                         <td>    0.4571</td> <td>    0.877</td> <td>    0.521</td> <td> 0.602</td> <td>   -1.263</td> <td>    2.177</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>                             <td>-4.351e-15</td> <td> 1.11e-14</td> <td>   -0.391</td> <td> 0.696</td> <td>-2.62e-14</td> <td> 1.75e-14</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>             <td>   -2.3344</td> <td>    0.673</td> <td>   -3.467</td> <td> 0.001</td> <td>   -3.655</td> <td>   -1.013</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>             <td>   -0.9010</td> <td>    0.685</td> <td>   -1.316</td> <td> 0.188</td> <td>   -2.244</td> <td>    0.442</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>            <td> 4.149e-16</td> <td> 9.39e-16</td> <td>    0.442</td> <td> 0.658</td> <td>-1.43e-15</td> <td> 2.26e-15</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>             <td>   -1.2056</td> <td>    0.828</td> <td>   -1.455</td> <td> 0.146</td> <td>   -2.831</td> <td>    0.420</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>             <td>   -0.3032</td> <td>    0.722</td> <td>   -0.420</td> <td> 0.674</td> <td>   -1.719</td> <td>    1.113</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>            <td>   -0.4440</td> <td>    0.622</td> <td>   -0.714</td> <td> 0.475</td> <td>   -1.664</td> <td>    0.775</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>            <td>   -1.3399</td> <td>    0.729</td> <td>   -1.837</td> <td> 0.066</td> <td>   -2.771</td> <td>    0.091</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]</th>            <td>   -0.0091</td> <td>    0.794</td> <td>   -0.011</td> <td> 0.991</td> <td>   -1.567</td> <td>    1.549</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                                 <td>-3.519e-17</td> <td> 5.25e-17</td> <td>   -0.670</td> <td> 0.503</td> <td>-1.38e-16</td> <td> 6.79e-17</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                               <td> 9.719e-17</td> <td> 1.77e-16</td> <td>    0.551</td> <td> 0.582</td> <td>-2.49e-16</td> <td> 4.43e-16</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                            <td>-2.179e-17</td> <td> 4.01e-16</td> <td>   -0.054</td> <td> 0.957</td> <td>-8.09e-16</td> <td> 7.65e-16</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                                 <td>-2.333e-17</td> <td> 2.44e-17</td> <td>   -0.957</td> <td> 0.339</td> <td>-7.12e-17</td> <td> 2.45e-17</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                            <td> 1.132e-16</td> <td>  1.7e-16</td> <td>    0.664</td> <td> 0.507</td> <td>-2.21e-16</td> <td> 4.48e-16</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                        <td>   -0.7890</td> <td>    0.816</td> <td>   -0.967</td> <td> 0.334</td> <td>   -2.390</td> <td>    0.812</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                            <td>    0.1135</td> <td>    0.586</td> <td>    0.194</td> <td> 0.846</td> <td>   -1.035</td> <td>    1.262</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                 <td>   -0.1263</td> <td>    0.634</td> <td>   -0.199</td> <td> 0.842</td> <td>   -1.370</td> <td>    1.118</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                <td>    0.6567</td> <td>    0.589</td> <td>    1.114</td> <td> 0.265</td> <td>   -0.500</td> <td>    1.813</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]</th>                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                          <td>   -1.8099</td> <td>    0.689</td> <td>   -2.627</td> <td> 0.009</td> <td>   -3.161</td> <td>   -0.458</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                   <td>    2.1191</td> <td>    0.560</td> <td>    3.787</td> <td> 0.000</td> <td>    1.021</td> <td>    3.217</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                                  <td>    1.2727</td> <td>    0.860</td> <td>    1.480</td> <td> 0.139</td> <td>   -0.414</td> <td>    2.960</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>               <td>   -3.1326</td> <td>    0.657</td> <td>   -4.772</td> <td> 0.000</td> <td>   -4.420</td> <td>   -1.845</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>               <td>   -0.0199</td> <td>    0.666</td> <td>   -0.030</td> <td> 0.976</td> <td>   -1.327</td> <td>    1.288</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]</th>              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.11A CONDO-RENTALS]</th>                                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.11A CONDO-RENTALS]</th>                                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.11A CONDO-RENTALS]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.11A CONDO-RENTALS]</th>                                             <td>    1.4970</td> <td>    0.614</td> <td>    2.438</td> <td> 0.015</td> <td>    0.292</td> <td>    2.701</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.11A CONDO-RENTALS]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.11A CONDO-RENTALS]</th>                                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.11A CONDO-RENTALS]</th>                                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.11A CONDO-RENTALS]</th>                                            <td>    0.1392</td> <td>    0.609</td> <td>    0.229</td> <td> 0.819</td> <td>   -1.055</td> <td>    1.334</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.11A CONDO-RENTALS]</th>                                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.11A CONDO-RENTALS]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.11A CONDO-RENTALS]</th>                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.11A CONDO-RENTALS]</th>                                      <td>   -0.7425</td> <td>    0.529</td> <td>   -1.403</td> <td> 0.161</td> <td>   -1.780</td> <td>    0.295</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.11A CONDO-RENTALS]</th>                                         <td>   -1.8424</td> <td>    0.721</td> <td>   -2.555</td> <td> 0.011</td> <td>   -3.257</td> <td>   -0.428</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.11A CONDO-RENTALS]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.11A CONDO-RENTALS]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.11A CONDO-RENTALS]</th>                                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.11A CONDO-RENTALS]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.11A CONDO-RENTALS]</th>                                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.11A CONDO-RENTALS]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.11A CONDO-RENTALS]</th>                                     <td>   -0.9231</td> <td>    0.600</td> <td>   -1.538</td> <td> 0.124</td> <td>   -2.100</td> <td>    0.254</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.11A CONDO-RENTALS]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.11A CONDO-RENTALS]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.11A CONDO-RENTALS]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.11A CONDO-RENTALS]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.11A CONDO-RENTALS]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.11A CONDO-RENTALS]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.11A CONDO-RENTALS]</th>                                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.11A CONDO-RENTALS]</th>                                         <td>    1.7266</td> <td>    0.615</td> <td>    2.807</td> <td> 0.005</td> <td>    0.520</td> <td>    2.933</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.11A CONDO-RENTALS]</th>                                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.11A CONDO-RENTALS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.11A CONDO-RENTALS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.11A CONDO-RENTALS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.11A CONDO-RENTALS]</th>                             <td>    1.0193</td> <td>    0.784</td> <td>    1.300</td> <td> 0.194</td> <td>   -0.519</td> <td>    2.557</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.11A CONDO-RENTALS]</th>                             <td>   -1.1385</td> <td>    0.694</td> <td>   -1.640</td> <td> 0.101</td> <td>   -2.500</td> <td>    0.223</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.11A CONDO-RENTALS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.11A CONDO-RENTALS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.11A CONDO-RENTALS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]</th>               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]</th>             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                       <td>    0.0441</td> <td>    0.724</td> <td>    0.061</td> <td> 0.951</td> <td>   -1.377</td> <td>    1.465</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                     <td>    0.7305</td> <td>    0.732</td> <td>    0.998</td> <td> 0.318</td> <td>   -0.705</td> <td>    2.166</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                  <td>    0.0022</td> <td>    0.745</td> <td>    0.003</td> <td> 0.998</td> <td>   -1.460</td> <td>    1.464</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                       <td>    0.1270</td> <td>    0.547</td> <td>    0.232</td> <td> 0.816</td> <td>   -0.946</td> <td>    1.200</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                  <td>   -0.7375</td> <td>    0.921</td> <td>   -0.801</td> <td> 0.423</td> <td>   -2.544</td> <td>    1.069</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                       <td>    0.0624</td> <td>    0.871</td> <td>    0.072</td> <td> 0.943</td> <td>   -1.647</td> <td>    1.772</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                     <td>   -0.1830</td> <td>    0.455</td> <td>   -0.402</td> <td> 0.688</td> <td>   -1.076</td> <td>    0.710</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                      <td>    0.2886</td> <td>    0.625</td> <td>    0.461</td> <td> 0.645</td> <td>   -0.938</td> <td>    1.515</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                      <td>    0.2291</td> <td>    0.934</td> <td>    0.245</td> <td> 0.806</td> <td>   -1.604</td> <td>    2.062</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                     <td>   -0.0023</td> <td>    0.609</td> <td>   -0.004</td> <td> 0.997</td> <td>   -1.196</td> <td>    1.192</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                        <td>    0.3614</td> <td>    0.609</td> <td>    0.593</td> <td> 0.553</td> <td>   -0.834</td> <td>    1.557</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                <td>    0.2093</td> <td>    0.487</td> <td>    0.430</td> <td> 0.667</td> <td>   -0.746</td> <td>    1.165</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                   <td>   -0.0091</td> <td>    0.572</td> <td>   -0.016</td> <td> 0.987</td> <td>   -1.131</td> <td>    1.113</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                      <td>    0.2093</td> <td>    0.744</td> <td>    0.281</td> <td> 0.778</td> <td>   -1.249</td> <td>    1.668</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                  <td>   -2.1311</td> <td>    0.564</td> <td>   -3.780</td> <td> 0.000</td> <td>   -3.237</td> <td>   -1.025</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                   <td>   -0.2442</td> <td>    0.721</td> <td>   -0.339</td> <td> 0.735</td> <td>   -1.658</td> <td>    1.169</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                  <td>   -0.2381</td> <td>    0.874</td> <td>   -0.273</td> <td> 0.785</td> <td>   -1.952</td> <td>    1.476</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                  <td>    0.1472</td> <td>    0.622</td> <td>    0.237</td> <td> 0.813</td> <td>   -1.072</td> <td>    1.367</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                   <td>   -0.0198</td> <td>    0.828</td> <td>   -0.024</td> <td> 0.981</td> <td>   -1.644</td> <td>    1.604</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                          <td>    0.0676</td> <td>    0.857</td> <td>    0.079</td> <td> 0.937</td> <td>   -1.615</td> <td>    1.750</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                                       <td>   -0.2850</td> <td>    0.666</td> <td>   -0.428</td> <td> 0.669</td> <td>   -1.591</td> <td>    1.021</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                       <td>   -0.0265</td> <td>    0.514</td> <td>   -0.052</td> <td> 0.959</td> <td>   -1.034</td> <td>    0.981</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                       <td>    0.6703</td> <td>    0.626</td> <td>    1.071</td> <td> 0.284</td> <td>   -0.557</td> <td>    1.898</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                       <td>   -0.2628</td> <td>    0.944</td> <td>   -0.278</td> <td> 0.781</td> <td>   -2.115</td> <td>    1.590</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.14  RENTALS - 4-10 UNIT]</th>                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]</th>           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th> <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]</th>  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.17  CONDOPS]</th>                                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.17  CONDOPS]</th>                                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.17  CONDOPS]</th>                                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.17  CONDOPS]</th>                                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.17  CONDOPS]</th>                                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.17  CONDOPS]</th>                                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.17  CONDOPS]</th>                                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.17  CONDOPS]</th>                                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.17  CONDOPS]</th>                                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.17  CONDOPS]</th>                                 <td>   -0.1981</td> <td>    0.541</td> <td>   -0.366</td> <td> 0.714</td> <td>   -1.259</td> <td>    0.863</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.17  CONDOPS]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.17  CONDOPS]</th>                                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.17  CONDOPS]</th>                                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.17  CONDOPS]</th>                                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.17  CONDOPS]</th>                                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.17  CONDOPS]</th>                                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.17  CONDOPS]</th>                                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.17  CONDOPS]</th>                                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.17  CONDOPS]</th>                                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.17  CONDOPS]</th>                                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.17  CONDOPS]</th>                                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.17  CONDOPS]</th>                                               <td>   -0.1151</td> <td>    0.551</td> <td>   -0.209</td> <td> 0.835</td> <td>   -1.196</td> <td>    0.966</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.17  CONDOPS]</th>                                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.17  CONDOPS]</th>                                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.17  CONDOPS]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.17  CONDOPS]</th>                                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.17  CONDOPS]</th>                                                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.17  CONDOPS]</th>                                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.17  CONDOPS]</th>                                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.17  CONDOPS]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.17  CONDOPS]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.17  CONDOPS]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.17  CONDOPS]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.17  CONDOPS]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.17  CONDOPS]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.17  CONDOPS]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.17  CONDOPS]</th>                                  <td>    0.5544</td> <td>    0.654</td> <td>    0.848</td> <td> 0.396</td> <td>   -0.728</td> <td>    1.836</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                          <td>   -0.0942</td> <td>    0.533</td> <td>   -0.177</td> <td> 0.860</td> <td>   -1.141</td> <td>    0.952</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                        <td>    0.3740</td> <td>    0.346</td> <td>    1.081</td> <td> 0.280</td> <td>   -0.305</td> <td>    1.053</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                          <td>   -0.2123</td> <td>    0.475</td> <td>   -0.447</td> <td> 0.655</td> <td>   -1.144</td> <td>    0.719</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                          <td>    0.7130</td> <td>    0.765</td> <td>    0.932</td> <td> 0.352</td> <td>   -0.788</td> <td>    2.214</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                        <td>    0.2964</td> <td>    0.394</td> <td>    0.753</td> <td> 0.452</td> <td>   -0.476</td> <td>    1.069</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                         <td>    0.5001</td> <td>    0.359</td> <td>    1.394</td> <td> 0.164</td> <td>   -0.204</td> <td>    1.204</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                         <td>    0.4622</td> <td>    0.644</td> <td>    0.717</td> <td> 0.473</td> <td>   -0.802</td> <td>    1.726</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.21  OFFICE BUILDINGS]</th>                        <td>   -4.8414</td> <td>    0.752</td> <td>   -6.435</td> <td> 0.000</td> <td>   -6.317</td> <td>   -3.366</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.21  OFFICE BUILDINGS]</th>                           <td>    0.9753</td> <td>    0.726</td> <td>    1.343</td> <td> 0.180</td> <td>   -0.449</td> <td>    2.400</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                   <td>   -0.0879</td> <td>    0.717</td> <td>   -0.123</td> <td> 0.902</td> <td>   -1.494</td> <td>    1.318</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                      <td>    0.3765</td> <td>    0.545</td> <td>    0.691</td> <td> 0.490</td> <td>   -0.693</td> <td>    1.446</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                     <td>    0.9270</td> <td>    0.595</td> <td>    1.559</td> <td> 0.119</td> <td>   -0.240</td> <td>    2.094</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                      <td>   -0.3073</td> <td>    0.363</td> <td>   -0.847</td> <td> 0.397</td> <td>   -1.019</td> <td>    0.404</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                     <td>    1.0399</td> <td>    0.272</td> <td>    3.824</td> <td> 0.000</td> <td>    0.506</td> <td>    1.573</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.21  OFFICE BUILDINGS]</th>                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                      <td>    0.3081</td> <td>    0.756</td> <td>    0.407</td> <td> 0.684</td> <td>   -1.176</td> <td>    1.792</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                             <td>    1.0286</td> <td>    0.732</td> <td>    1.405</td> <td> 0.160</td> <td>   -0.408</td> <td>    2.465</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                      <td>   -0.5099</td> <td>    0.884</td> <td>   -0.577</td> <td> 0.564</td> <td>   -2.244</td> <td>    1.225</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.21  OFFICE BUILDINGS]</th>                                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.21  OFFICE BUILDINGS]</th>                          <td>   -0.4367</td> <td>    0.360</td> <td>   -1.214</td> <td> 0.225</td> <td>   -1.142</td> <td>    0.269</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.21  OFFICE BUILDINGS]</th>                          <td>   -0.0144</td> <td>    0.568</td> <td>   -0.025</td> <td> 0.980</td> <td>   -1.128</td> <td>    1.099</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.21  OFFICE BUILDINGS]</th>                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.21  OFFICE BUILDINGS]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.21  OFFICE BUILDINGS]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.21  OFFICE BUILDINGS]</th>                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.21  OFFICE BUILDINGS]</th>                         <td>    0.0840</td> <td>    0.783</td> <td>    0.107</td> <td> 0.915</td> <td>   -1.453</td> <td>    1.621</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.21  OFFICE BUILDINGS]</th>                         <td>   -0.5472</td> <td>    0.958</td> <td>   -0.571</td> <td> 0.568</td> <td>   -2.426</td> <td>    1.332</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.22  STORE BUILDINGS]</th>                                           <td>   -0.0702</td> <td>    0.603</td> <td>   -0.116</td> <td> 0.907</td> <td>   -1.253</td> <td>    1.113</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.22  STORE BUILDINGS]</th>                                         <td>   -0.6090</td> <td>    0.563</td> <td>   -1.083</td> <td> 0.279</td> <td>   -1.713</td> <td>    0.495</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.22  STORE BUILDINGS]</th>                                      <td>    1.1895</td> <td>    0.778</td> <td>    1.529</td> <td> 0.126</td> <td>   -0.336</td> <td>    2.715</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.22  STORE BUILDINGS]</th>                                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.22  STORE BUILDINGS]</th>                                      <td>   -0.1279</td> <td>    1.044</td> <td>   -0.122</td> <td> 0.903</td> <td>   -2.177</td> <td>    1.921</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.22  STORE BUILDINGS]</th>                                           <td>    1.1021</td> <td>    0.878</td> <td>    1.255</td> <td> 0.210</td> <td>   -0.621</td> <td>    2.825</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.22  STORE BUILDINGS]</th>                                         <td>    0.2950</td> <td>    0.525</td> <td>    0.562</td> <td> 0.574</td> <td>   -0.734</td> <td>    1.324</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.22  STORE BUILDINGS]</th>                                          <td>    0.2921</td> <td>    0.641</td> <td>    0.456</td> <td> 0.649</td> <td>   -0.966</td> <td>    1.550</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.22  STORE BUILDINGS]</th>                                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.22  STORE BUILDINGS]</th>                         <td>   -0.9496</td> <td>    0.701</td> <td>   -1.355</td> <td> 0.176</td> <td>   -2.325</td> <td>    0.425</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.22  STORE BUILDINGS]</th>                            <td>    0.3438</td> <td>    0.615</td> <td>    0.559</td> <td> 0.576</td> <td>   -0.862</td> <td>    1.550</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.22  STORE BUILDINGS]</th>                                    <td>    0.0896</td> <td>    0.582</td> <td>    0.154</td> <td> 0.878</td> <td>   -1.052</td> <td>    1.232</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.22  STORE BUILDINGS]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.22  STORE BUILDINGS]</th>                                      <td>    0.2048</td> <td>    0.685</td> <td>    0.299</td> <td> 0.765</td> <td>   -1.139</td> <td>    1.549</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.22  STORE BUILDINGS]</th>                                       <td>    2.1494</td> <td>    0.769</td> <td>    2.793</td> <td> 0.005</td> <td>    0.640</td> <td>    3.659</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.22  STORE BUILDINGS]</th>                                            <td>   -0.4762</td> <td>    0.542</td> <td>   -0.879</td> <td> 0.380</td> <td>   -1.539</td> <td>    0.587</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.22  STORE BUILDINGS]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.22  STORE BUILDINGS]</th>                                          <td>    0.0400</td> <td>    0.785</td> <td>    0.051</td> <td> 0.959</td> <td>   -1.500</td> <td>    1.581</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.22  STORE BUILDINGS]</th>                                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.22  STORE BUILDINGS]</th>                                   <td>    0.5455</td> <td>    0.525</td> <td>    1.039</td> <td> 0.299</td> <td>   -0.485</td> <td>    1.576</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.22  STORE BUILDINGS]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.22  STORE BUILDINGS]</th>                                       <td>    3.0114</td> <td>    0.747</td> <td>    4.034</td> <td> 0.000</td> <td>    1.547</td> <td>    4.476</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.22  STORE BUILDINGS]</th>                                      <td>    0.0285</td> <td>    0.619</td> <td>    0.046</td> <td> 0.963</td> <td>   -1.185</td> <td>    1.242</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.22  STORE BUILDINGS]</th>                                      <td>    1.1982</td> <td>    0.563</td> <td>    2.128</td> <td> 0.034</td> <td>    0.093</td> <td>    2.303</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.22  STORE BUILDINGS]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.22  STORE BUILDINGS]</th>                                       <td>    0.7676</td> <td>    0.930</td> <td>    0.825</td> <td> 0.409</td> <td>   -1.057</td> <td>    2.592</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.22  STORE BUILDINGS]</th>                                              <td>    0.8370</td> <td>    0.867</td> <td>    0.965</td> <td> 0.335</td> <td>   -0.864</td> <td>    2.538</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.22  STORE BUILDINGS]</th>                                       <td>   -0.0455</td> <td>    0.785</td> <td>   -0.058</td> <td> 0.954</td> <td>   -1.586</td> <td>    1.495</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.22  STORE BUILDINGS]</th>                                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.22  STORE BUILDINGS]</th>                           <td>   -0.0755</td> <td>    0.649</td> <td>   -0.116</td> <td> 0.907</td> <td>   -1.349</td> <td>    1.198</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.22  STORE BUILDINGS]</th>                           <td>    1.1870</td> <td>    0.640</td> <td>    1.855</td> <td> 0.064</td> <td>   -0.068</td> <td>    2.442</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.22  STORE BUILDINGS]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.22  STORE BUILDINGS]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.22  STORE BUILDINGS]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.22  STORE BUILDINGS]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.22  STORE BUILDINGS]</th>                          <td>    0.8341</td> <td>    0.923</td> <td>    0.903</td> <td> 0.367</td> <td>   -0.978</td> <td>    2.646</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.22  STORE BUILDINGS]</th>                          <td>    0.6698</td> <td>    0.757</td> <td>    0.885</td> <td> 0.376</td> <td>   -0.815</td> <td>    2.154</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.23  LOFT BUILDINGS]</th>                                            <td>   -0.8601</td> <td>    0.416</td> <td>   -2.068</td> <td> 0.039</td> <td>   -1.676</td> <td>   -0.044</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.23  LOFT BUILDINGS]</th>                                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.23  LOFT BUILDINGS]</th>                                       <td>   -1.7674</td> <td>    0.504</td> <td>   -3.504</td> <td> 0.000</td> <td>   -2.757</td> <td>   -0.778</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.23  LOFT BUILDINGS]</th>                                            <td>    0.0785</td> <td>    0.471</td> <td>    0.166</td> <td> 0.868</td> <td>   -0.846</td> <td>    1.003</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.23  LOFT BUILDINGS]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.23  LOFT BUILDINGS]</th>                                            <td>    0.5573</td> <td>    0.698</td> <td>    0.798</td> <td> 0.425</td> <td>   -0.812</td> <td>    1.927</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.23  LOFT BUILDINGS]</th>                                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.23  LOFT BUILDINGS]</th>                                           <td>   -0.5835</td> <td>    0.280</td> <td>   -2.084</td> <td> 0.037</td> <td>   -1.133</td> <td>   -0.034</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.23  LOFT BUILDINGS]</th>                                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.23  LOFT BUILDINGS]</th>                          <td>   -1.3067</td> <td>    1.015</td> <td>   -1.287</td> <td> 0.198</td> <td>   -3.299</td> <td>    0.685</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.23  LOFT BUILDINGS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.23  LOFT BUILDINGS]</th>                                     <td>    1.4481</td> <td>    0.708</td> <td>    2.045</td> <td> 0.041</td> <td>    0.059</td> <td>    2.837</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.23  LOFT BUILDINGS]</th>                                        <td>    0.5366</td> <td>    0.753</td> <td>    0.713</td> <td> 0.476</td> <td>   -0.940</td> <td>    2.013</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.23  LOFT BUILDINGS]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.23  LOFT BUILDINGS]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.23  LOFT BUILDINGS]</th>                                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.23  LOFT BUILDINGS]</th>                                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.23  LOFT BUILDINGS]</th>                                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.23  LOFT BUILDINGS]</th>                                       <td>    0.5081</td> <td>    0.454</td> <td>    1.119</td> <td> 0.263</td> <td>   -0.382</td> <td>    1.399</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.23  LOFT BUILDINGS]</th>                                    <td>   -0.3669</td> <td>    0.350</td> <td>   -1.049</td> <td> 0.294</td> <td>   -1.053</td> <td>    0.319</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.23  LOFT BUILDINGS]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.23  LOFT BUILDINGS]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.23  LOFT BUILDINGS]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.23  LOFT BUILDINGS]</th>                                       <td>    1.0660</td> <td>    0.406</td> <td>    2.623</td> <td> 0.009</td> <td>    0.269</td> <td>    1.863</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.23  LOFT BUILDINGS]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.23  LOFT BUILDINGS]</th>                                        <td>    1.0501</td> <td>    0.771</td> <td>    1.362</td> <td> 0.173</td> <td>   -0.462</td> <td>    2.563</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.23  LOFT BUILDINGS]</th>                                               <td>   -0.9221</td> <td>    0.737</td> <td>   -1.252</td> <td> 0.211</td> <td>   -2.367</td> <td>    0.523</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.23  LOFT BUILDINGS]</th>                                        <td>   -0.5887</td> <td>    0.429</td> <td>   -1.373</td> <td> 0.170</td> <td>   -1.430</td> <td>    0.252</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.23  LOFT BUILDINGS]</th>                                            <td>   -0.1806</td> <td>    0.483</td> <td>   -0.374</td> <td> 0.708</td> <td>   -1.127</td> <td>    0.766</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.23  LOFT BUILDINGS]</th>                            <td>    1.4634</td> <td>    0.695</td> <td>    2.105</td> <td> 0.036</td> <td>    0.099</td> <td>    2.828</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.23  LOFT BUILDINGS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.23  LOFT BUILDINGS]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.23  LOFT BUILDINGS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.23  LOFT BUILDINGS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.23  LOFT BUILDINGS]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.23  LOFT BUILDINGS]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.23  LOFT BUILDINGS]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.25  LUXURY HOTELS]</th>                                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.25  LUXURY HOTELS]</th>                                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.25  LUXURY HOTELS]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.25  LUXURY HOTELS]</th>                                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.25  LUXURY HOTELS]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.25  LUXURY HOTELS]</th>                                             <td>    1.9036</td> <td>    0.819</td> <td>    2.325</td> <td> 0.020</td> <td>    0.298</td> <td>    3.510</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.25  LUXURY HOTELS]</th>                                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.25  LUXURY HOTELS]</th>                                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.25  LUXURY HOTELS]</th>                                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.25  LUXURY HOTELS]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.25  LUXURY HOTELS]</th>                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.25  LUXURY HOTELS]</th>                                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.25  LUXURY HOTELS]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.25  LUXURY HOTELS]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.25  LUXURY HOTELS]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.25  LUXURY HOTELS]</th>                                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.25  LUXURY HOTELS]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.25  LUXURY HOTELS]</th>                                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.25  LUXURY HOTELS]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.25  LUXURY HOTELS]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.25  LUXURY HOTELS]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.25  LUXURY HOTELS]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.25  LUXURY HOTELS]</th>                                        <td>    1.1702</td> <td>    0.676</td> <td>    1.732</td> <td> 0.083</td> <td>   -0.155</td> <td>    2.496</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.25  LUXURY HOTELS]</th>                                        <td>   -4.8917</td> <td>    0.335</td> <td>  -14.595</td> <td> 0.000</td> <td>   -5.549</td> <td>   -4.234</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.25  LUXURY HOTELS]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.25  LUXURY HOTELS]</th>                                         <td>    1.3318</td> <td>    0.816</td> <td>    1.633</td> <td> 0.103</td> <td>   -0.269</td> <td>    2.932</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.25  LUXURY HOTELS]</th>                                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.25  LUXURY HOTELS]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.25  LUXURY HOTELS]</th>                                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.25  LUXURY HOTELS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.25  LUXURY HOTELS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.25  LUXURY HOTELS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.25  LUXURY HOTELS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.25  LUXURY HOTELS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.25  LUXURY HOTELS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.25  LUXURY HOTELS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.25  LUXURY HOTELS]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.26  OTHER HOTELS]</th>                                              <td>    0.1794</td> <td>    0.641</td> <td>    0.280</td> <td> 0.780</td> <td>   -1.078</td> <td>    1.436</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.26  OTHER HOTELS]</th>                                            <td>   -0.0657</td> <td>    0.624</td> <td>   -0.105</td> <td> 0.916</td> <td>   -1.290</td> <td>    1.159</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.26  OTHER HOTELS]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.26  OTHER HOTELS]</th>                                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.26  OTHER HOTELS]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.26  OTHER HOTELS]</th>                                              <td>    0.1490</td> <td>    0.927</td> <td>    0.161</td> <td> 0.872</td> <td>   -1.670</td> <td>    1.968</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.26  OTHER HOTELS]</th>                                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.26  OTHER HOTELS]</th>                                             <td>   -0.0738</td> <td>    0.637</td> <td>   -0.116</td> <td> 0.908</td> <td>   -1.323</td> <td>    1.175</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.26  OTHER HOTELS]</th>                                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.26  OTHER HOTELS]</th>                            <td>    0.9079</td> <td>    0.751</td> <td>    1.209</td> <td> 0.227</td> <td>   -0.565</td> <td>    2.381</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.26  OTHER HOTELS]</th>                               <td>   -0.3549</td> <td>    0.724</td> <td>   -0.490</td> <td> 0.624</td> <td>   -1.775</td> <td>    1.065</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.26  OTHER HOTELS]</th>                                       <td>    0.4819</td> <td>    0.732</td> <td>    0.658</td> <td> 0.511</td> <td>   -0.954</td> <td>    1.918</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.26  OTHER HOTELS]</th>                                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.26  OTHER HOTELS]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.26  OTHER HOTELS]</th>                                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.26  OTHER HOTELS]</th>                                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.26  OTHER HOTELS]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.26  OTHER HOTELS]</th>                                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.26  OTHER HOTELS]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.26  OTHER HOTELS]</th>                                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.26  OTHER HOTELS]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.26  OTHER HOTELS]</th>                                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.26  OTHER HOTELS]</th>                                         <td>   -0.4167</td> <td>    1.050</td> <td>   -0.397</td> <td> 0.692</td> <td>   -2.476</td> <td>    1.643</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.26  OTHER HOTELS]</th>                                         <td>   -0.4165</td> <td>    0.470</td> <td>   -0.886</td> <td> 0.376</td> <td>   -1.339</td> <td>    0.506</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.26  OTHER HOTELS]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.26  OTHER HOTELS]</th>                                          <td>    0.4009</td> <td>    0.765</td> <td>    0.524</td> <td> 0.600</td> <td>   -1.099</td> <td>    1.901</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.26  OTHER HOTELS]</th>                                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.26  OTHER HOTELS]</th>                                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.26  OTHER HOTELS]</th>                                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.26  OTHER HOTELS]</th>                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.26  OTHER HOTELS]</th>                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.26  OTHER HOTELS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.26  OTHER HOTELS]</th>                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.26  OTHER HOTELS]</th>                              <td>   -0.6401</td> <td>    0.608</td> <td>   -1.052</td> <td> 0.293</td> <td>   -1.834</td> <td>    0.553</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.26  OTHER HOTELS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.26  OTHER HOTELS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.26  OTHER HOTELS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.27  FACTORIES]</th>                                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.27  FACTORIES]</th>                                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.27  FACTORIES]</th>                                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.27  FACTORIES]</th>                                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.27  FACTORIES]</th>                                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.27  FACTORIES]</th>                                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.27  FACTORIES]</th>                                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.27  FACTORIES]</th>                                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.27  FACTORIES]</th>                                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.27  FACTORIES]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.27  FACTORIES]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.27  FACTORIES]</th>                                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.27  FACTORIES]</th>                                             <td>   -0.0582</td> <td>    0.372</td> <td>   -0.156</td> <td> 0.876</td> <td>   -0.788</td> <td>    0.672</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.27  FACTORIES]</th>                                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.27  FACTORIES]</th>                                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.27  FACTORIES]</th>                                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.27  FACTORIES]</th>                                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.27  FACTORIES]</th>                                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.27  FACTORIES]</th>                                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.27  FACTORIES]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.27  FACTORIES]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.27  FACTORIES]</th>                                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.27  FACTORIES]</th>                                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.27  FACTORIES]</th>                                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.27  FACTORIES]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.27  FACTORIES]</th>                                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.27  FACTORIES]</th>                                                    <td>    0.1091</td> <td>    0.446</td> <td>    0.245</td> <td> 0.807</td> <td>   -0.765</td> <td>    0.983</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.27  FACTORIES]</th>                                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.27  FACTORIES]</th>                                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.27  FACTORIES]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.27  FACTORIES]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.27  FACTORIES]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.27  FACTORIES]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.27  FACTORIES]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.27  FACTORIES]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.27  FACTORIES]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.27  FACTORIES]</th>                                <td>    0.0648</td> <td>    0.389</td> <td>    0.167</td> <td> 0.868</td> <td>   -0.697</td> <td>    0.827</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.28  COMMERCIAL CONDOS]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                        <td>    0.7318</td> <td>    0.729</td> <td>    1.004</td> <td> 0.316</td> <td>   -0.698</td> <td>    2.162</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                        <td>   -0.0953</td> <td>    0.577</td> <td>   -0.165</td> <td> 0.869</td> <td>   -1.228</td> <td>    1.037</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                   <td>   -1.8689</td> <td>    1.035</td> <td>   -1.806</td> <td> 0.071</td> <td>   -3.899</td> <td>    0.162</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                        <td>    0.8367</td> <td>    0.797</td> <td>    1.050</td> <td> 0.294</td> <td>   -0.726</td> <td>    2.399</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                      <td>    0.4016</td> <td>    0.765</td> <td>    0.525</td> <td> 0.600</td> <td>   -1.100</td> <td>    1.903</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                 <td>   -0.0083</td> <td>    0.515</td> <td>   -0.016</td> <td> 0.987</td> <td>   -1.018</td> <td>    1.001</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                    <td>   -2.1348</td> <td>    0.755</td> <td>   -2.827</td> <td> 0.005</td> <td>   -3.616</td> <td>   -0.653</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                         <td>   -0.3701</td> <td>    0.667</td> <td>   -0.555</td> <td> 0.579</td> <td>   -1.678</td> <td>    0.938</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                  <td>   -0.5054</td> <td>    0.357</td> <td>   -1.417</td> <td> 0.157</td> <td>   -1.205</td> <td>    0.194</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                   <td>    0.7896</td> <td>    0.502</td> <td>    1.573</td> <td> 0.116</td> <td>   -0.195</td> <td>    1.774</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                            <td>   -1.3677</td> <td>    0.768</td> <td>   -1.780</td> <td> 0.075</td> <td>   -2.875</td> <td>    0.140</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                           <td>    1.0347</td> <td>    0.971</td> <td>    1.066</td> <td> 0.287</td> <td>   -0.870</td> <td>    2.940</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                                        <td>    0.0812</td> <td>    0.781</td> <td>    0.104</td> <td> 0.917</td> <td>   -1.451</td> <td>    1.613</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                        <td>    0.6212</td> <td>    0.846</td> <td>    0.734</td> <td> 0.463</td> <td>   -1.038</td> <td>    2.280</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                       <td>    0.4649</td> <td>    0.794</td> <td>    0.586</td> <td> 0.558</td> <td>   -1.093</td> <td>    2.022</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.29  COMMERCIAL GARAGES]</th>                       <td>    1.4887</td> <td>    0.622</td> <td>    2.393</td> <td> 0.017</td> <td>    0.268</td> <td>    2.709</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.30  WAREHOUSES]</th>                                                <td>   -1.8260</td> <td>    0.550</td> <td>   -3.321</td> <td> 0.001</td> <td>   -2.905</td> <td>   -0.747</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.30  WAREHOUSES]</th>                                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.30  WAREHOUSES]</th>                                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.30  WAREHOUSES]</th>                                                <td>    0.5721</td> <td>    0.419</td> <td>    1.365</td> <td> 0.173</td> <td>   -0.250</td> <td>    1.395</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.30  WAREHOUSES]</th>                                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.30  WAREHOUSES]</th>                                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.30  WAREHOUSES]</th>                                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.30  WAREHOUSES]</th>                                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.30  WAREHOUSES]</th>                                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.30  WAREHOUSES]</th>                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.30  WAREHOUSES]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.30  WAREHOUSES]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.30  WAREHOUSES]</th>                                            <td>    0.0254</td> <td>    0.655</td> <td>    0.039</td> <td> 0.969</td> <td>   -1.260</td> <td>    1.311</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.30  WAREHOUSES]</th>                                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.30  WAREHOUSES]</th>                                            <td>    0.2859</td> <td>    0.403</td> <td>    0.710</td> <td> 0.478</td> <td>   -0.504</td> <td>    1.076</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.30  WAREHOUSES]</th>                                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.30  WAREHOUSES]</th>                                          <td>    0.6505</td> <td>    0.392</td> <td>    1.659</td> <td> 0.097</td> <td>   -0.119</td> <td>    1.420</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.30  WAREHOUSES]</th>                                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.30  WAREHOUSES]</th>                                           <td>    0.4610</td> <td>    0.567</td> <td>    0.814</td> <td> 0.416</td> <td>   -0.651</td> <td>    1.573</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.30  WAREHOUSES]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.30  WAREHOUSES]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.30  WAREHOUSES]</th>                                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.30  WAREHOUSES]</th>                                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.30  WAREHOUSES]</th>                                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.30  WAREHOUSES]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.30  WAREHOUSES]</th>                                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.30  WAREHOUSES]</th>                                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.30  WAREHOUSES]</th>                                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.30  WAREHOUSES]</th>                                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.30  WAREHOUSES]</th>                                <td>   -0.3429</td> <td>    0.493</td> <td>   -0.695</td> <td> 0.487</td> <td>   -1.311</td> <td>    0.625</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.30  WAREHOUSES]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.30  WAREHOUSES]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.30  WAREHOUSES]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.30  WAREHOUSES]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.30  WAREHOUSES]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.30  WAREHOUSES]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.30  WAREHOUSES]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.31  COMMERCIAL VACANT LAND]</th>                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                           <td>    0.1313</td> <td>    0.386</td> <td>    0.340</td> <td> 0.734</td> <td>   -0.627</td> <td>    0.889</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                     <td>    0.0537</td> <td>    0.445</td> <td>    0.121</td> <td> 0.904</td> <td>   -0.820</td> <td>    0.927</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                           <td>   -0.0829</td> <td>    0.469</td> <td>   -0.177</td> <td> 0.860</td> <td>   -1.003</td> <td>    0.837</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]</th>           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                                    <td>   -0.2860</td> <td>    0.344</td> <td>   -0.831</td> <td> 0.406</td> <td>   -0.961</td> <td>    0.389</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                             <td>   -0.2039</td> <td>    0.632</td> <td>   -0.323</td> <td> 0.747</td> <td>   -1.443</td> <td>    1.035</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                                <td>    0.2250</td> <td>    0.780</td> <td>    0.289</td> <td> 0.773</td> <td>   -1.305</td> <td>    1.755</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                                    <td>    0.3970</td> <td>    0.370</td> <td>    1.073</td> <td> 0.284</td> <td>   -0.329</td> <td>    1.123</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                    <td>    0.1507</td> <td>    0.628</td> <td>    0.240</td> <td> 0.810</td> <td>   -1.080</td> <td>    1.382</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                    <td>   -0.1457</td> <td>    0.356</td> <td>   -0.409</td> <td> 0.682</td> <td>   -0.844</td> <td>    0.552</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.33  EDUCATIONAL FACILITIES]</th>                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                        <td>   -0.9578</td> <td>    0.426</td> <td>   -2.248</td> <td> 0.025</td> <td>   -1.794</td> <td>   -0.122</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]</th>    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                 <td>    1.4468</td> <td>    1.062</td> <td>    1.362</td> <td> 0.173</td> <td>   -0.637</td> <td>    3.531</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                               <td>    0.6977</td> <td>    0.654</td> <td>    1.066</td> <td> 0.286</td> <td>   -0.586</td> <td>    1.981</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                  <td>    0.2354</td> <td>    0.881</td> <td>    0.267</td> <td> 0.789</td> <td>   -1.494</td> <td>    1.964</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                     <td>    0.4262</td> <td>    0.734</td> <td>    0.580</td> <td> 0.562</td> <td>   -1.014</td> <td>    1.867</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                              <td>    1.5769</td> <td>    0.922</td> <td>    1.711</td> <td> 0.087</td> <td>   -0.232</td> <td>    3.385</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                             <td>   -0.3458</td> <td>    1.057</td> <td>   -0.327</td> <td> 0.744</td> <td>   -2.420</td> <td>    1.729</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                     <td>    0.6047</td> <td>    0.899</td> <td>    0.673</td> <td> 0.501</td> <td>   -1.158</td> <td>    2.367</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.37  RELIGIOUS FACILITIES]</th>                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                          <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                    <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                    <td>    0.0030</td> <td>    0.287</td> <td>    0.011</td> <td> 0.992</td> <td>   -0.560</td> <td>    0.566</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                             <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                            <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                         <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.38  ASYLUMS AND HOMES]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHELSEA]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CHINATOWN]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CIVIC CENTER]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.CLINTON]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.EAST VILLAGE]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FASHION]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FINANCIAL]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.FLATIRON]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GRAMERCY]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                     <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-EAST]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-UPPER]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.HARLEM-WEST]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.INWOOD]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                        <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.JAVITS CENTER]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                 <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.KIPS BAY]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LITTLE ITALY]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.LOWER EAST SIDE]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                               <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                              <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN CBD]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN EAST]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MIDTOWN WEST]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                  <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                           <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.MURRAY HILL]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOHO]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                          <td>   -0.2434</td> <td>    0.395</td> <td>   -0.616</td> <td> 0.538</td> <td>   -1.018</td> <td>    0.531</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.SOUTHBRIDGE]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                   <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.TRIBECA]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                       <td>    0.1526</td> <td>    0.351</td> <td>    0.435</td> <td> 0.664</td> <td>   -0.535</td> <td>    0.841</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                       <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.41  TAX CLASS 4 - OTHER]</th>                      <td>         0</td> <td>        0</td> <td>      nan</td> <td>   nan</td> <td>        0</td> <td>        0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>total_units_log</th>                                                                                                  <td>   -0.0449</td> <td>    0.047</td> <td>   -0.946</td> <td> 0.345</td> <td>   -0.138</td> <td>    0.048</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>gross_square_feet_log</th>                                                                                            <td>    0.7177</td> <td>    0.044</td> <td>   16.287</td> <td> 0.000</td> <td>    0.631</td> <td>    0.804</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>year_built</th>                                                                                                       <td>    0.0021</td> <td>    0.001</td> <td>    1.607</td> <td> 0.108</td> <td>   -0.000</td> <td>    0.005</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>332.203</td> <th>  Durbin-Watson:     </th> <td>   1.943</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.000</td>  <th>  Jarque-Bera (JB):  </th> <td>9136.467</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.156</td>  <th>  Prob(JB):          </th> <td>    0.00</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td>14.465</td>  <th>  Cond. No.          </th> <td>5.36e+19</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The smallest eigenvalue is 2.16e-30. This might indicate that there are<br/>strong multicollinearity problems or that the design matrix is singular."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:              sales_log   R-squared:                       0.867\n",
       "Model:                            OLS   Adj. R-squared:                  0.832\n",
       "Method:                 Least Squares   F-statistic:                     24.88\n",
       "Date:                Fri, 18 Dec 2020   Prob (F-statistic):               0.00\n",
       "Time:                        15:27:53   Log-Likelihood:                -1567.1\n",
       "No. Observations:                1667   AIC:                             3828.\n",
       "Df Residuals:                    1320   BIC:                             5708.\n",
       "Df Model:                         346                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "====================================================================================================================================================================================\n",
       "                                                                                                                       coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
       "Intercept                                                                                                            5.2868      2.551      2.072      0.038       0.282      10.292\n",
       "neighborhood[T.CHELSEA]                                                                                              0.6224      0.372      1.671      0.095      -0.108       1.353\n",
       "neighborhood[T.CHINATOWN]                                                                                            0.0784      0.252      0.312      0.755      -0.415       0.572\n",
       "neighborhood[T.CIVIC CENTER]                                                                                        -0.4751      0.319     -1.491      0.136      -1.100       0.150\n",
       "neighborhood[T.CLINTON]                                                                                              0.2298      0.239      0.960      0.337      -0.240       0.699\n",
       "neighborhood[T.EAST VILLAGE]                                                                                         0.7335      0.801      0.915      0.360      -0.839       2.306\n",
       "neighborhood[T.FASHION]                                                                                             -0.3326      0.705     -0.472      0.637      -1.715       1.050\n",
       "neighborhood[T.FINANCIAL]                                                                                            0.1334      0.246      0.542      0.588      -0.350       0.617\n",
       "neighborhood[T.FLATIRON]                                                                                            -0.2422      0.255     -0.950      0.342      -0.743       0.258\n",
       "neighborhood[T.GRAMERCY]                                                                                             0.0203      0.522      0.039      0.969      -1.005       1.045\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]                                                                            0.2663      0.368      0.724      0.469      -0.455       0.987\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]                                                                               0.6975      0.280      2.487      0.013       0.147       1.248\n",
       "neighborhood[T.HARLEM-CENTRAL]                                                                                      -1.1992      0.283     -4.239      0.000      -1.754      -0.644\n",
       "neighborhood[T.HARLEM-EAST]                                                                                         -1.2184      0.391     -3.117      0.002      -1.985      -0.452\n",
       "neighborhood[T.HARLEM-UPPER]                                                                                        -1.3336      0.349     -3.818      0.000      -2.019      -0.648\n",
       "neighborhood[T.HARLEM-WEST]                                                                                         -1.0502      0.292     -3.597      0.000      -1.623      -0.477\n",
       "neighborhood[T.INWOOD]                                                                                              -1.2088      0.284     -4.258      0.000      -1.766      -0.652\n",
       "neighborhood[T.JAVITS CENTER]                                                                                        0.1451      0.273      0.532      0.595      -0.390       0.681\n",
       "neighborhood[T.KIPS BAY]                                                                                            -0.1001      0.297     -0.337      0.736      -0.684       0.483\n",
       "neighborhood[T.LITTLE ITALY]                                                                                        -0.0594      0.248     -0.240      0.810      -0.545       0.426\n",
       "neighborhood[T.LOWER EAST SIDE]                                                                                      0.0798      0.262      0.304      0.761      -0.435       0.595\n",
       "neighborhood[T.MANHATTAN VALLEY]                                                                                    -0.5979      0.703     -0.851      0.395      -1.977       0.781\n",
       "neighborhood[T.MIDTOWN CBD]                                                                                          1.2156      0.294      4.130      0.000       0.638       1.793\n",
       "neighborhood[T.MIDTOWN EAST]                                                                                         0.4051      0.350      1.157      0.247      -0.282       1.092\n",
       "neighborhood[T.MIDTOWN WEST]                                                                                        -0.1545      0.240     -0.644      0.519      -0.625       0.316\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]                                                                                  0.7514      0.478      1.573      0.116      -0.186       1.688\n",
       "neighborhood[T.MURRAY HILL]                                                                                         -0.3048      0.699     -0.436      0.663      -1.676       1.067\n",
       "neighborhood[T.SOHO]                                                                                                 0.2483      0.722      0.344      0.731      -1.168       1.665\n",
       "neighborhood[T.SOUTHBRIDGE]                                                                                          0.0188      0.329      0.057      0.954      -0.626       0.663\n",
       "neighborhood[T.TRIBECA]                                                                                              0.4064      0.406      1.002      0.317      -0.390       1.202\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]                                                                              0.4541      0.250      1.814      0.070      -0.037       0.945\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]                                                                              0.1433      0.272      0.526      0.599      -0.391       0.677\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]                                                                            -0.2341      0.362     -0.647      0.517      -0.944       0.475\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]                                                                              0.6435      0.525      1.225      0.221      -0.387       1.674\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]                                                                              0.1091      0.317      0.345      0.730      -0.512       0.730\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]                                                                            -0.3818      0.310     -1.230      0.219      -0.991       0.227\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]                                                                            -1.2094      0.426     -2.838      0.005      -2.045      -0.373\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]                                                                            -1.5816      0.485     -3.261      0.001      -2.533      -0.630\n",
       "building_class_category[T.02  TWO FAMILY HOMES]                                                                     -0.0334      0.626     -0.053      0.957      -1.261       1.194\n",
       "building_class_category[T.03  THREE FAMILY HOMES]                                                                    0.0040      0.490      0.008      0.994      -0.958       0.966\n",
       "building_class_category[T.04  TAX CLASS 1 CONDOS]                                                                  6.29e-12   2.03e-12      3.104      0.002    2.31e-12    1.03e-11\n",
       "building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                                                          -0.1810      0.682     -0.266      0.791      -1.518       1.156\n",
       "building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                                                         0.4390      0.855      0.513      0.608      -1.239       2.117\n",
       "building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                                            -0.1452      0.382     -0.380      0.704      -0.894       0.604\n",
       "building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                                          -1.5706      0.395     -3.978      0.000      -2.345      -0.796\n",
       "building_class_category[T.11A CONDO-RENTALS]                                                                        -0.2643      0.385     -0.686      0.493      -1.020       0.491\n",
       "building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                                         2.029e-12   6.39e-13      3.174      0.002    7.75e-13    3.28e-12\n",
       "building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                                       1.891e-12   5.57e-13      3.392      0.001    7.97e-13    2.98e-12\n",
       "building_class_category[T.14  RENTALS - 4-10 UNIT]                                                                  -0.1964      0.668     -0.294      0.769      -1.507       1.114\n",
       "building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                                     5.498e-12   1.54e-12      3.569      0.000    2.48e-12    8.52e-12\n",
       "building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                                            2.263e-13   1.37e-13      1.650      0.099   -4.27e-14    4.95e-13\n",
       "building_class_category[T.17  CONDOPS]                                                                               0.2413      0.380      0.635      0.525      -0.504       0.986\n",
       "building_class_category[T.21  OFFICE BUILDINGS]                                                                      0.0339      0.669      0.051      0.960      -1.278       1.346\n",
       "building_class_category[T.22  STORE BUILDINGS]                                                                      -0.4197      0.731     -0.574      0.566      -1.854       1.014\n",
       "building_class_category[T.23  LOFT BUILDINGS]                                                                        0.1322      0.613      0.216      0.829      -1.070       1.335\n",
       "building_class_category[T.25  LUXURY HOTELS]                                                                        -0.4860      0.388     -1.252      0.211      -1.248       0.276\n",
       "building_class_category[T.26  OTHER HOTELS]                                                                          0.1512      0.567      0.267      0.790      -0.962       1.264\n",
       "building_class_category[T.27  FACTORIES]                                                                             0.1157      0.562      0.206      0.837      -0.988       1.219\n",
       "building_class_category[T.28  COMMERCIAL CONDOS]                                                                 -5.734e-13   2.02e-13     -2.836      0.005    -9.7e-13   -1.77e-13\n",
       "building_class_category[T.29  COMMERCIAL GARAGES]                                                                    0.6426      0.642      1.001      0.317      -0.617       1.902\n",
       "building_class_category[T.30  WAREHOUSES]                                                                           -0.1740      0.555     -0.313      0.754      -1.263       0.915\n",
       "building_class_category[T.31  COMMERCIAL VACANT LAND]                                                             -2.99e-12   1.04e-12     -2.881      0.004   -5.03e-12   -9.54e-13\n",
       "building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                                        0.1021      0.476      0.214      0.830      -0.832       1.036\n",
       "building_class_category[T.33  EDUCATIONAL FACILITIES]                                                                0.1371      0.565      0.243      0.808      -0.971       1.245\n",
       "building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                                                -0.9578      0.426     -2.248      0.025      -1.794      -0.122\n",
       "building_class_category[T.37  RELIGIOUS FACILITIES]                                                                 -0.4996      0.742     -0.673      0.501      -1.955       0.956\n",
       "building_class_category[T.38  ASYLUMS AND HOMES]                                                                     0.0030      0.287      0.011      0.992      -0.560       0.566\n",
       "building_class_category[T.41  TAX CLASS 4 - OTHER]                                                                  -0.0908      0.483     -0.188      0.851      -1.039       0.857\n",
       "building_class_at_time_of_sale[T.A1]                                                                                -0.1810      0.981     -0.185      0.854      -2.105       1.743\n",
       "building_class_at_time_of_sale[T.A4]                                                                                 0.1083      0.786      0.138      0.891      -1.434       1.651\n",
       "building_class_at_time_of_sale[T.A5]                                                                                -0.0034      0.816     -0.004      0.997      -1.604       1.597\n",
       "building_class_at_time_of_sale[T.A7]                                                                                -0.1218      0.891     -0.137      0.891      -1.869       1.626\n",
       "building_class_at_time_of_sale[T.A9]                                                                                 0.1079      0.787      0.137      0.891      -1.436       1.652\n",
       "building_class_at_time_of_sale[T.B1]                                                                                 0.0309      0.184      0.168      0.866      -0.329       0.391\n",
       "building_class_at_time_of_sale[T.B2]                                                                                 0.4788      0.347      1.380      0.168      -0.202       1.160\n",
       "building_class_at_time_of_sale[T.B3]                                                                                -0.0304      0.198     -0.153      0.878      -0.419       0.358\n",
       "building_class_at_time_of_sale[T.B9]                                                                                -0.0958      0.214     -0.447      0.655      -0.516       0.325\n",
       "building_class_at_time_of_sale[T.C0]                                                                                 0.0040      0.490      0.008      0.994      -0.958       0.966\n",
       "building_class_at_time_of_sale[T.C1]                                                                                -0.1763      0.134     -1.313      0.189      -0.440       0.087\n",
       "building_class_at_time_of_sale[T.C2]                                                                                 0.2471      0.168      1.467      0.143      -0.083       0.578\n",
       "building_class_at_time_of_sale[T.C3]                                                                                 0.0326      0.176      0.186      0.853      -0.312       0.377\n",
       "building_class_at_time_of_sale[T.C4]                                                                                -0.1125      0.133     -0.847      0.397      -0.373       0.148\n",
       "building_class_at_time_of_sale[T.C5]                                                                                -0.1655      0.135     -1.227      0.220      -0.430       0.099\n",
       "building_class_at_time_of_sale[T.C6]                                                                                -0.1452      0.382     -0.380      0.704      -0.894       0.604\n",
       "building_class_at_time_of_sale[T.C7]                                                                                 0.0924      0.129      0.714      0.475      -0.161       0.346\n",
       "building_class_at_time_of_sale[T.C8]                                                                              3.009e-13   1.13e-13      2.664      0.008    7.93e-14    5.22e-13\n",
       "building_class_at_time_of_sale[T.C9]                                                                                -0.0987      0.373     -0.265      0.791      -0.830       0.632\n",
       "building_class_at_time_of_sale[T.D0]                                                                             -1.057e-12   3.21e-13     -3.297      0.001   -1.69e-12   -4.28e-13\n",
       "building_class_at_time_of_sale[T.D1]                                                                                -0.0941      0.197     -0.478      0.633      -0.480       0.292\n",
       "building_class_at_time_of_sale[T.D2]                                                                                -0.4653      0.781     -0.596      0.551      -1.997       1.066\n",
       "building_class_at_time_of_sale[T.D3]                                                                                 0.0696      0.256      0.272      0.786      -0.432       0.571\n",
       "building_class_at_time_of_sale[T.D4]                                                                                -1.5706      0.395     -3.978      0.000      -2.345      -0.796\n",
       "building_class_at_time_of_sale[T.D5]                                                                                -0.7081      0.535     -1.324      0.186      -1.758       0.341\n",
       "building_class_at_time_of_sale[T.D6]                                                                                -0.6147      0.242     -2.544      0.011      -1.089      -0.141\n",
       "building_class_at_time_of_sale[T.D7]                                                                                 0.2701      0.210      1.289      0.198      -0.141       0.681\n",
       "building_class_at_time_of_sale[T.D8]                                                                                 1.0403      0.400      2.603      0.009       0.256       1.824\n",
       "building_class_at_time_of_sale[T.D9]                                                                                 0.9413      0.264      3.570      0.000       0.424       1.459\n",
       "building_class_at_time_of_sale[T.E1]                                                                                -0.2144      0.562     -0.381      0.703      -1.318       0.889\n",
       "building_class_at_time_of_sale[T.E3]                                                                                 0.3064      0.756      0.405      0.685      -1.176       1.789\n",
       "building_class_at_time_of_sale[T.E7]                                                                                -0.0571      0.318     -0.179      0.858      -0.681       0.567\n",
       "building_class_at_time_of_sale[T.E9]                                                                                -0.2089      0.355     -0.588      0.557      -0.906       0.488\n",
       "building_class_at_time_of_sale[T.F1]                                                                                 0.1091      0.446      0.245      0.807      -0.765       0.983\n",
       "building_class_at_time_of_sale[T.F5]                                                                                -0.0582      0.372     -0.156      0.876      -0.788       0.672\n",
       "building_class_at_time_of_sale[T.F9]                                                                                 0.0648      0.389      0.167      0.868      -0.697       0.827\n",
       "building_class_at_time_of_sale[T.G1]                                                                                -0.9867      0.349     -2.828      0.005      -1.671      -0.302\n",
       "building_class_at_time_of_sale[T.G2]                                                                                 1.2673      0.537      2.361      0.018       0.214       2.320\n",
       "building_class_at_time_of_sale[T.G4]                                                                                 0.5427      0.613      0.885      0.377      -0.661       1.746\n",
       "building_class_at_time_of_sale[T.G5]                                                                                 0.2114      0.840      0.252      0.801      -1.437       1.860\n",
       "building_class_at_time_of_sale[T.G6]                                                                             -6.197e-13    2.5e-13     -2.481      0.013   -1.11e-12    -1.3e-13\n",
       "building_class_at_time_of_sale[T.G7]                                                                              1.309e-12   3.98e-13      3.287      0.001    5.28e-13    2.09e-12\n",
       "building_class_at_time_of_sale[T.G9]                                                                                -0.3921      0.438     -0.895      0.371      -1.252       0.468\n",
       "building_class_at_time_of_sale[T.H2]                                                                                -0.4860      0.388     -1.252      0.211      -1.248       0.276\n",
       "building_class_at_time_of_sale[T.H3]                                                                                 0.1637      0.334      0.490      0.624      -0.491       0.819\n",
       "building_class_at_time_of_sale[T.H6]                                                                                 0.2291      0.664      0.345      0.730      -1.073       1.532\n",
       "building_class_at_time_of_sale[T.H9]                                                                                -0.2415      0.439     -0.550      0.583      -1.103       0.620\n",
       "building_class_at_time_of_sale[T.I1]                                                                                 0.1313      0.386      0.340      0.734      -0.627       0.889\n",
       "building_class_at_time_of_sale[T.I9]                                                                                -0.0292      0.330     -0.088      0.930      -0.676       0.618\n",
       "building_class_at_time_of_sale[T.K1]                                                                                 0.6113      0.249      2.452      0.014       0.122       1.100\n",
       "building_class_at_time_of_sale[T.K2]                                                                                 0.1586      0.250      0.635      0.525      -0.331       0.648\n",
       "building_class_at_time_of_sale[T.K3]                                                                                -1.3629      0.667     -2.044      0.041      -2.671      -0.055\n",
       "building_class_at_time_of_sale[T.K4]                                                                                 0.1414      0.311      0.455      0.650      -0.469       0.752\n",
       "building_class_at_time_of_sale[T.K9]                                                                                 0.0319      0.225      0.141      0.888      -0.410       0.474\n",
       "building_class_at_time_of_sale[T.L1]                                                                                -2.2816      0.338     -6.751      0.000      -2.945      -1.619\n",
       "building_class_at_time_of_sale[T.L2]                                                                                 0.9683      0.341      2.837      0.005       0.299       1.638\n",
       "building_class_at_time_of_sale[T.L3]                                                                                 1.3377      0.632      2.118      0.034       0.098       2.577\n",
       "building_class_at_time_of_sale[T.L8]                                                                                -0.4561      0.220     -2.078      0.038      -0.887      -0.025\n",
       "building_class_at_time_of_sale[T.L9]                                                                                 0.5637      0.284      1.984      0.047       0.006       1.121\n",
       "building_class_at_time_of_sale[T.M1]                                                                                 0.1484      0.357      0.415      0.678      -0.553       0.849\n",
       "building_class_at_time_of_sale[T.M2]                                                                                -1.4396      0.515     -2.797      0.005      -2.449      -0.430\n",
       "building_class_at_time_of_sale[T.M3]                                                                                 0.9445      0.635      1.487      0.137      -0.301       2.190\n",
       "building_class_at_time_of_sale[T.M9]                                                                                -0.1529      0.459     -0.333      0.739      -1.054       0.748\n",
       "building_class_at_time_of_sale[T.N2]                                                                                 0.0030      0.287      0.011      0.992      -0.560       0.566\n",
       "building_class_at_time_of_sale[T.O1]                                                                                -0.0573      0.428     -0.134      0.894      -0.898       0.783\n",
       "building_class_at_time_of_sale[T.O2]                                                                                 0.0164      0.298      0.055      0.956      -0.568       0.601\n",
       "building_class_at_time_of_sale[T.O3]                                                                                -0.0725      0.252     -0.288      0.774      -0.567       0.422\n",
       "building_class_at_time_of_sale[T.O4]                                                                                 0.0295      0.430      0.069      0.945      -0.814       0.873\n",
       "building_class_at_time_of_sale[T.O5]                                                                                 0.2387      0.716      0.333      0.739      -1.165       1.643\n",
       "building_class_at_time_of_sale[T.O6]                                                                                 1.4555      0.537      2.710      0.007       0.402       2.509\n",
       "building_class_at_time_of_sale[T.O7]                                                                                -1.8076      0.360     -5.023      0.000      -2.514      -1.102\n",
       "building_class_at_time_of_sale[T.O8]                                                                                 0.3051      0.570      0.535      0.593      -0.814       1.424\n",
       "building_class_at_time_of_sale[T.O9]                                                                                -0.0738      0.199     -0.372      0.710      -0.463       0.316\n",
       "building_class_at_time_of_sale[T.P8]                                                                                -0.9578      0.426     -2.248      0.025      -1.794      -0.122\n",
       "building_class_at_time_of_sale[T.R1]                                                                               1.13e-13   5.23e-14      2.160      0.031    1.04e-14    2.16e-13\n",
       "building_class_at_time_of_sale[T.R2]                                                                             -4.802e-13   1.32e-13     -3.642      0.000   -7.39e-13   -2.22e-13\n",
       "building_class_at_time_of_sale[T.R3]                                                                              1.011e-12   2.83e-13      3.574      0.000    4.56e-13    1.57e-12\n",
       "building_class_at_time_of_sale[T.R4]                                                                              1.162e-12   3.27e-13      3.558      0.000    5.21e-13     1.8e-12\n",
       "building_class_at_time_of_sale[T.R5]                                                                              5.127e-13   1.42e-13      3.611      0.000    2.34e-13    7.91e-13\n",
       "building_class_at_time_of_sale[T.R6]                                                                             -1.406e-13   4.66e-14     -3.016      0.003   -2.32e-13   -4.91e-14\n",
       "building_class_at_time_of_sale[T.R8]                                                                              5.203e-13   1.45e-13      3.584      0.000    2.36e-13    8.05e-13\n",
       "building_class_at_time_of_sale[T.R9]                                                                                 0.2413      0.380      0.635      0.525      -0.504       0.986\n",
       "building_class_at_time_of_sale[T.RA]                                                                             -4.514e-13   1.28e-13     -3.527      0.000   -7.02e-13      -2e-13\n",
       "building_class_at_time_of_sale[T.RB]                                                                             -1.351e-12   3.79e-13     -3.567      0.000   -2.09e-12   -6.08e-13\n",
       "building_class_at_time_of_sale[T.RG]                                                                             -1.459e-13   4.61e-14     -3.162      0.002   -2.36e-13   -5.54e-14\n",
       "building_class_at_time_of_sale[T.RH]                                                                              3.816e-13   1.05e-13      3.650      0.000    1.77e-13    5.87e-13\n",
       "building_class_at_time_of_sale[T.RK]                                                                              6.366e-13   1.82e-13      3.502      0.000     2.8e-13    9.93e-13\n",
       "building_class_at_time_of_sale[T.RR]                                                                                -0.2643      0.385     -0.686      0.493      -1.020       0.491\n",
       "building_class_at_time_of_sale[T.RS]                                                                             -9.702e-13   2.69e-13     -3.604      0.000    -1.5e-12   -4.42e-13\n",
       "building_class_at_time_of_sale[T.RW]                                                                              8.556e-13    2.4e-13      3.567      0.000    3.85e-13    1.33e-12\n",
       "building_class_at_time_of_sale[T.S0]                                                                                -0.0486      1.148     -0.042      0.966      -2.301       2.203\n",
       "building_class_at_time_of_sale[T.S1]                                                                                 0.0386      0.811      0.048      0.962      -1.552       1.629\n",
       "building_class_at_time_of_sale[T.S2]                                                                                -0.4170      0.233     -1.789      0.074      -0.874       0.040\n",
       "building_class_at_time_of_sale[T.S3]                                                                                -0.0402      0.217     -0.185      0.853      -0.467       0.386\n",
       "building_class_at_time_of_sale[T.S4]                                                                                -0.1284      0.222     -0.580      0.562      -0.563       0.306\n",
       "building_class_at_time_of_sale[T.S5]                                                                                -0.0910      0.236     -0.386      0.699      -0.553       0.371\n",
       "building_class_at_time_of_sale[T.S9]                                                                                 0.0632      0.229      0.276      0.783      -0.387       0.513\n",
       "building_class_at_time_of_sale[T.V1]                                                                             -5.636e-13   1.71e-13     -3.296      0.001   -8.99e-13   -2.28e-13\n",
       "building_class_at_time_of_sale[T.W4]                                                                                -0.2860      0.344     -0.831      0.406      -0.961       0.389\n",
       "building_class_at_time_of_sale[T.W6]                                                                                 0.3970      0.370      1.073      0.284      -0.329       1.123\n",
       "building_class_at_time_of_sale[T.W8]                                                                                -0.1457      0.356     -0.409      0.682      -0.844       0.552\n",
       "building_class_at_time_of_sale[T.W9]                                                                                 0.1718      0.370      0.465      0.642      -0.553       0.897\n",
       "building_class_at_time_of_sale[T.Z5]                                                                                 0.1526      0.351      0.435      0.664      -0.535       0.841\n",
       "building_class_at_time_of_sale[T.Z9]                                                                                -0.2434      0.395     -0.616      0.538      -1.018       0.531\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.02  TWO FAMILY HOMES]                                              0.0003      0.764      0.000      1.000      -1.499       1.500\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.02  TWO FAMILY HOMES]                                            0.1036      0.623      0.166      0.868      -1.119       1.327\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.02  TWO FAMILY HOMES]                                      8.636e-13   2.38e-13      3.626      0.000    3.96e-13    1.33e-12\n",
       "neighborhood[T.CLINTON]:building_class_category[T.02  TWO FAMILY HOMES]                                             -0.2742      0.644     -0.426      0.671      -1.538       0.990\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.02  TWO FAMILY HOMES]                                        -1.9403      1.040     -1.865      0.062      -3.982       0.101\n",
       "neighborhood[T.FASHION]:building_class_category[T.02  TWO FAMILY HOMES]                                          -4.293e-13   1.19e-13     -3.622      0.000   -6.62e-13   -1.97e-13\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.02  TWO FAMILY HOMES]                                        -4.746e-13   1.31e-13     -3.626      0.000   -7.31e-13   -2.18e-13\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.02  TWO FAMILY HOMES]                                         -2.771e-13   8.41e-14     -3.294      0.001   -4.42e-13   -1.12e-13\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.02  TWO FAMILY HOMES]                                          5.359e-15   7.77e-14      0.069      0.945   -1.47e-13    1.58e-13\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.02  TWO FAMILY HOMES]                            0.4677      0.518      0.902      0.367      -0.549       1.485\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.02  TWO FAMILY HOMES]                               0.0096      0.311      0.031      0.975      -0.600       0.619\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.02  TWO FAMILY HOMES]                                       0.0372      0.300      0.124      0.901      -0.551       0.625\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.02  TWO FAMILY HOMES]                                         -0.1025      0.532     -0.193      0.847      -1.147       0.942\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.02  TWO FAMILY HOMES]                                        -0.0742      0.410     -0.181      0.856      -0.878       0.730\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.02  TWO FAMILY HOMES]                                         -0.7113      0.623     -1.141      0.254      -1.934       0.511\n",
       "neighborhood[T.INWOOD]:building_class_category[T.02  TWO FAMILY HOMES]                                              -0.4062      0.456     -0.890      0.374      -1.302       0.489\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.02  TWO FAMILY HOMES]                                     6.256e-13   1.77e-13      3.536      0.000    2.78e-13    9.73e-13\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.02  TWO FAMILY HOMES]                                          1.017e-13   6.36e-14      1.598      0.110   -2.31e-14    2.27e-13\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.02  TWO FAMILY HOMES]                                      1.982e-12   5.63e-13      3.522      0.000    8.78e-13    3.09e-12\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.02  TWO FAMILY HOMES]                                     -0.1564      0.631     -0.248      0.804      -1.394       1.082\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.02  TWO FAMILY HOMES]                                     0.7782      0.966      0.805      0.421      -1.118       2.674\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.02  TWO FAMILY HOMES]                                        3.66e-13   1.03e-13      3.567      0.000    1.65e-13    5.67e-13\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.02  TWO FAMILY HOMES]                                     -5.804e-13   1.71e-13     -3.402      0.001   -9.15e-13   -2.46e-13\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.02  TWO FAMILY HOMES]                                      8.849e-13   2.59e-13      3.419      0.001    3.77e-13    1.39e-12\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.02  TWO FAMILY HOMES]                              -3.265e-13   9.52e-14     -3.428      0.001   -5.13e-13    -1.4e-13\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.02  TWO FAMILY HOMES]                                          0.4448      0.747      0.596      0.551      -1.020       1.909\n",
       "neighborhood[T.SOHO]:building_class_category[T.02  TWO FAMILY HOMES]                                                 0.6713      0.783      0.857      0.392      -0.865       2.208\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.02  TWO FAMILY HOMES]                                       3.096e-12   8.56e-13      3.619      0.000    1.42e-12    4.77e-12\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.02  TWO FAMILY HOMES]                                           9.804e-13   2.81e-13      3.491      0.000    4.29e-13    1.53e-12\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.02  TWO FAMILY HOMES]                              0.2357      0.300      0.786      0.432      -0.352       0.824\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.02  TWO FAMILY HOMES]                              0.5830      0.308      1.896      0.058      -0.020       1.186\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.02  TWO FAMILY HOMES]                         -4.619e-13   1.28e-13     -3.623      0.000   -7.12e-13   -2.12e-13\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.02  TWO FAMILY HOMES]                             -0.2870      0.640     -0.448      0.654      -1.543       0.969\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.02  TWO FAMILY HOMES]                              0.2404      0.373      0.644      0.519      -0.491       0.972\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.02  TWO FAMILY HOMES]                             0.7461      0.589      1.266      0.206      -0.410       1.902\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.02  TWO FAMILY HOMES]                             0.0786      0.479      0.164      0.870      -0.860       1.018\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.02  TWO FAMILY HOMES]                            -0.4777      0.602     -0.794      0.427      -1.658       0.702\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.03  THREE FAMILY HOMES]                                           -0.1946      0.875     -0.222      0.824      -1.911       1.522\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.03  THREE FAMILY HOMES]                                      -6.146e-13   1.75e-13     -3.512      0.000   -9.58e-13   -2.71e-13\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.03  THREE FAMILY HOMES]                                    8.552e-13   2.37e-13      3.606      0.000     3.9e-13    1.32e-12\n",
       "neighborhood[T.CLINTON]:building_class_category[T.03  THREE FAMILY HOMES]                                           -0.4083      0.734     -0.556      0.578      -1.848       1.031\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.03  THREE FAMILY HOMES]                                   -1.676e-12   4.61e-13     -3.636      0.000   -2.58e-12   -7.72e-13\n",
       "neighborhood[T.FASHION]:building_class_category[T.03  THREE FAMILY HOMES]                                         6.465e-13   1.79e-13      3.602      0.000    2.94e-13    9.99e-13\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.03  THREE FAMILY HOMES]                                      -7.122e-15   2.79e-14     -0.256      0.798   -6.18e-14    4.75e-14\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.03  THREE FAMILY HOMES]                                       -2.946e-13    9.1e-14     -3.236      0.001   -4.73e-13   -1.16e-13\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.03  THREE FAMILY HOMES]                                          -0.3441      1.068     -0.322      0.747      -2.440       1.752\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.03  THREE FAMILY HOMES]                       1.431e-12   3.95e-13      3.623      0.000    6.56e-13    2.21e-12\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.03  THREE FAMILY HOMES]                            -0.2285      0.722     -0.317      0.752      -1.644       1.187\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.03  THREE FAMILY HOMES]                                     0.1054      0.697      0.151      0.880      -1.262       1.473\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.03  THREE FAMILY HOMES]                                       -0.1668      0.813     -0.205      0.837      -1.762       1.428\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.03  THREE FAMILY HOMES]                                       0.3796      0.994      0.382      0.703      -1.570       2.329\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.03  THREE FAMILY HOMES]                                     1.228e-13    3.8e-14      3.230      0.001    4.82e-14    1.97e-13\n",
       "neighborhood[T.INWOOD]:building_class_category[T.03  THREE FAMILY HOMES]                                          8.431e-13   2.33e-13      3.616      0.000    3.86e-13     1.3e-12\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.03  THREE FAMILY HOMES]                                   4.682e-14   1.37e-14      3.414      0.001    1.99e-14    7.37e-14\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.03  THREE FAMILY HOMES]                                       -4.535e-14   3.06e-14     -1.481      0.139   -1.05e-13    1.47e-14\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.03  THREE FAMILY HOMES]                                    1.541e-12   4.24e-13      3.637      0.000     7.1e-13    2.37e-12\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.03  THREE FAMILY HOMES]                                -8.223e-13   2.38e-13     -3.449      0.001   -1.29e-12   -3.55e-13\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.03  THREE FAMILY HOMES]                                  -0.3070      1.166     -0.263      0.792      -2.595       1.981\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.03  THREE FAMILY HOMES]                                    -1.077e-12   2.98e-13     -3.621      0.000   -1.66e-12   -4.94e-13\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.03  THREE FAMILY HOMES]                                    1.399e-12   3.86e-13      3.624      0.000    6.42e-13    2.16e-12\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.03  THREE FAMILY HOMES]                                      -0.2281      0.902     -0.253      0.800      -1.998       1.542\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.03  THREE FAMILY HOMES]                              8.06e-14   2.82e-14      2.856      0.004    2.52e-14    1.36e-13\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.03  THREE FAMILY HOMES]                                     1.515e-12   4.18e-13      3.623      0.000    6.94e-13    2.33e-12\n",
       "neighborhood[T.SOHO]:building_class_category[T.03  THREE FAMILY HOMES]                                            4.814e-13   1.43e-13      3.361      0.001       2e-13    7.62e-13\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.03  THREE FAMILY HOMES]                                    -1.853e-12   5.15e-13     -3.600      0.000   -2.86e-12   -8.43e-13\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.03  THREE FAMILY HOMES]                                         2.392e-13   7.43e-14      3.219      0.001    9.34e-14    3.85e-13\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.03  THREE FAMILY HOMES]                        -4.654e-13    1.3e-13     -3.572      0.000   -7.21e-13    -2.1e-13\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.03  THREE FAMILY HOMES]                            0.1265      0.789      0.160      0.873      -1.421       1.674\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.03  THREE FAMILY HOMES]                       -2.609e-13   7.21e-14     -3.617      0.000   -4.02e-13   -1.19e-13\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.03  THREE FAMILY HOMES]                           -3.2534      0.950     -3.425      0.001      -5.117      -1.390\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.03  THREE FAMILY HOMES]                            0.2048      0.983      0.208      0.835      -1.723       2.133\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.03  THREE FAMILY HOMES]                          -0.0769      0.815     -0.094      0.925      -1.675       1.521\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.03  THREE FAMILY HOMES]                           0.4421      1.024      0.432      0.666      -1.566       2.450\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.03  THREE FAMILY HOMES]                        8.758e-15   3.52e-14      0.249      0.804   -6.04e-14    7.79e-14\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                        -5.831e-13   1.67e-13     -3.488      0.001   -9.11e-13   -2.55e-13\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                       1.101e-13   6.66e-14      1.652      0.099   -2.07e-14    2.41e-13\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                   -1.678e-12   4.63e-13     -3.628      0.000   -2.59e-12   -7.71e-13\n",
       "neighborhood[T.CLINTON]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                        -5.954e-13   1.65e-13     -3.608      0.000   -9.19e-13   -2.72e-13\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                   -1.206e-12   3.39e-13     -3.557      0.000   -1.87e-12   -5.41e-13\n",
       "neighborhood[T.FASHION]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                         1.056e-13   4.51e-14      2.344      0.019    1.72e-14    1.94e-13\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                      -1.747e-12   4.82e-13     -3.622      0.000   -2.69e-12   -8.01e-13\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                        4.329e-13   1.25e-13      3.460      0.001    1.87e-13    6.78e-13\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                       -8.306e-13   2.29e-13     -3.624      0.000   -1.28e-12   -3.81e-13\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.04  TAX CLASS 1 CONDOS]                        1.21e-12   3.36e-13      3.601      0.000    5.51e-13    1.87e-12\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.04  TAX CLASS 1 CONDOS]                         -2.383e-13   6.61e-14     -3.606      0.000   -3.68e-13   -1.09e-13\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                 -9.044e-13   2.76e-13     -3.280      0.001   -1.45e-12   -3.63e-13\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                    -1.037e-12   2.88e-13     -3.598      0.000    -1.6e-12   -4.72e-13\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                   -1.136e-12   3.15e-13     -3.602      0.000   -1.75e-12   -5.17e-13\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                    -1.452e-12      4e-13     -3.631      0.000   -2.24e-12   -6.68e-13\n",
       "neighborhood[T.INWOOD]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                          1.746e-13   5.58e-14      3.129      0.002    6.51e-14    2.84e-13\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                   2.438e-12    6.7e-13      3.639      0.000    1.12e-12    3.75e-12\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                        1.446e-12   3.98e-13      3.632      0.000    6.65e-13    2.23e-12\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                        7e-13   1.95e-13      3.595      0.000    3.18e-13    1.08e-12\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                -3.486e-14   1.21e-14     -2.870      0.004   -5.87e-14    -1.1e-14\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                4.688e-13   1.29e-13      3.623      0.000    2.15e-13    7.23e-13\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                     3.573e-13   1.01e-13      3.524      0.000    1.58e-13    5.56e-13\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                    3.551e-13   1.02e-13      3.472      0.001    1.54e-13    5.56e-13\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                   -5.376e-13   1.56e-13     -3.442      0.001   -8.44e-13   -2.31e-13\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.04  TAX CLASS 1 CONDOS]                            -7.093e-13   1.96e-13     -3.628      0.000   -1.09e-12   -3.26e-13\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                    -4.765e-13   1.31e-13     -3.630      0.000   -7.34e-13   -2.19e-13\n",
       "neighborhood[T.SOHO]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                           -1.233e-12   3.39e-13     -3.632      0.000    -1.9e-12   -5.67e-13\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                      3.36e-13   9.28e-14      3.622      0.000    1.54e-13    5.18e-13\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.04  TAX CLASS 1 CONDOS]                                         7.195e-13   1.98e-13      3.634      0.000    3.31e-13    1.11e-12\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.04  TAX CLASS 1 CONDOS]                        -1.176e-12   3.23e-13     -3.636      0.000   -1.81e-12   -5.41e-13\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.04  TAX CLASS 1 CONDOS]                         1.688e-13    4.7e-14      3.592      0.000    7.66e-14    2.61e-13\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.04  TAX CLASS 1 CONDOS]                       -9.146e-14   3.58e-14     -2.552      0.011   -1.62e-13   -2.12e-14\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.04  TAX CLASS 1 CONDOS]                        -2.153e-12   5.93e-13     -3.631      0.000   -3.32e-12    -9.9e-13\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.04  TAX CLASS 1 CONDOS]                        -9.317e-13   2.56e-13     -3.639      0.000   -1.43e-12   -4.29e-13\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.04  TAX CLASS 1 CONDOS]                       -1.865e-13   5.12e-14     -3.642      0.000   -2.87e-13    -8.6e-14\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.04  TAX CLASS 1 CONDOS]                       -9.719e-13   2.67e-13     -3.644      0.000    -1.5e-12   -4.49e-13\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.04  TAX CLASS 1 CONDOS]                       -7.556e-13   2.08e-13     -3.625      0.000   -1.16e-12   -3.47e-13\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                                  -0.2075      0.433     -0.479      0.632      -1.058       0.643\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                                -0.4550      0.373     -1.219      0.223      -1.187       0.277\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                              0.2633      0.669      0.393      0.694      -1.050       1.577\n",
       "neighborhood[T.CLINTON]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                                  -0.4794      0.319     -1.501      0.134      -1.106       0.147\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                             -0.6087      0.824     -0.738      0.460      -2.226       1.008\n",
       "neighborhood[T.FASHION]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                                  -0.1427      0.999     -0.143      0.886      -2.103       1.818\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                                -0.2750      0.607     -0.453      0.651      -1.466       0.916\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                                  1.0837      0.523      2.072      0.038       0.058       2.110\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                                  0.3033      0.578      0.525      0.600      -0.830       1.437\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                 0.1879      0.478      0.393      0.694      -0.749       1.125\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                   -0.6403      0.370     -1.730      0.084      -1.366       0.086\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                            0.1704      0.327      0.520      0.603      -0.472       0.813\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                               0.1640      0.437      0.375      0.708      -0.694       1.022\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                              0.4281      0.418      1.023      0.306      -0.392       1.249\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                               0.2405      0.369      0.652      0.515      -0.483       0.964\n",
       "neighborhood[T.INWOOD]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                                    0.0327      0.348      0.094      0.925      -0.649       0.715\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                           6.92e-14    3.4e-14      2.037      0.042    2.54e-15    1.36e-13\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                                  0.2207      0.530      0.416      0.677      -0.819       1.260\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                              0.1756      0.336      0.523      0.601      -0.483       0.834\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                          -0.1998      0.328     -0.608      0.543      -0.844       0.445\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                         -0.0480      0.736     -0.065      0.948      -1.491       1.395\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                              -1.1293      0.649     -1.741      0.082      -2.402       0.143\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                             -0.4573      0.462     -0.989      0.323      -1.364       0.450\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                              0.2649      0.423      0.627      0.531      -0.564       1.094\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                    1.397e-12   3.86e-13      3.624      0.000    6.41e-13    2.15e-12\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                               0.7474      0.752      0.994      0.320      -0.728       2.222\n",
       "neighborhood[T.SOHO]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                                     -0.0371      0.800     -0.046      0.963      -1.607       1.532\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                              -1.0209      0.696     -1.467      0.143      -2.386       0.345\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                                3.512e-13   1.05e-13      3.331      0.001    1.44e-13    5.58e-13\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                  -0.0988      0.317     -0.311      0.756      -0.721       0.524\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                  -0.1588      0.321     -0.494      0.621      -0.789       0.472\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                 -0.2341      0.362     -0.647      0.517      -0.944       0.475\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                  -0.2987      0.584     -0.512      0.609      -1.444       0.847\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                  -0.0553      0.384     -0.144      0.885      -0.808       0.697\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                 -0.6070      0.371     -1.635      0.102      -1.335       0.121\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                  0.5017      0.471      1.066      0.287      -0.421       1.425\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.07  RENTALS - WALKUP APARTMENTS]                  0.6201      0.523      1.187      0.236      -0.405       1.645\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                                -1.3819      0.767     -1.802      0.072      -2.887       0.123\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                            8.318e-13    2.3e-13      3.619      0.000    3.81e-13    1.28e-12\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                           -0.1627      0.858     -0.190      0.850      -1.845       1.520\n",
       "neighborhood[T.CLINTON]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                                -0.5754      0.768     -0.749      0.454      -2.081       0.931\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                           -1.9769      1.226     -1.612      0.107      -4.382       0.428\n",
       "neighborhood[T.FASHION]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                              1.227e-12   3.38e-13      3.630      0.000    5.64e-13    1.89e-12\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                           -2.571e-13   7.31e-14     -3.518      0.000      -4e-13   -1.14e-13\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                               -1.8887      0.890     -2.121      0.034      -3.635      -0.142\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                               -0.2899      0.920     -0.315      0.753      -2.095       1.515\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]              -0.4741      0.994     -0.477      0.633      -2.424       1.475\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                 -0.9646      0.823     -1.172      0.242      -2.580       0.650\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                         -0.3036      0.657     -0.462      0.644      -1.592       0.985\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                            -0.2552      0.735     -0.347      0.729      -1.697       1.187\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                           -0.1864      0.688     -0.271      0.787      -1.537       1.164\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                            -0.8799      0.654     -1.346      0.179      -2.163       0.403\n",
       "neighborhood[T.INWOOD]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                                  0.0110      0.818      0.013      0.989      -1.594       1.616\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                       -2.858e-15   1.09e-14     -0.263      0.793   -2.42e-14    1.85e-14\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                               -0.9134      0.896     -1.019      0.308      -2.671       0.844\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                         6.622e-13   1.83e-13      3.626      0.000    3.04e-13    1.02e-12\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                        -0.3965      0.726     -0.547      0.585      -1.820       1.027\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                       -1.4997      0.932     -1.610      0.108      -3.328       0.328\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                         -9.129e-14   3.99e-14     -2.286      0.022    -1.7e-13   -1.29e-14\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                           -1.3995      1.046     -1.338      0.181      -3.452       0.653\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                            0.7596      0.910      0.835      0.404      -1.025       2.544\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                 -1.965e-13   5.41e-14     -3.635      0.000   -3.03e-13   -9.05e-14\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                            -0.5424      0.979     -0.554      0.580      -2.462       1.377\n",
       "neighborhood[T.SOHO]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                                   -0.8637      1.175     -0.735      0.462      -3.168       1.441\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                             0.4571      0.877      0.521      0.602      -1.263       2.177\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                             -4.351e-15   1.11e-14     -0.391      0.696   -2.62e-14    1.75e-14\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                -2.3344      0.673     -3.467      0.001      -3.655      -1.013\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                -0.9010      0.685     -1.316      0.188      -2.244       0.442\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]             4.149e-16   9.39e-16      0.442      0.658   -1.43e-15    2.26e-15\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                -1.2056      0.828     -1.455      0.146      -2.831       0.420\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]                -0.3032      0.722     -0.420      0.674      -1.719       1.113\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]               -0.4440      0.622     -0.714      0.475      -1.664       0.775\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]               -1.3399      0.729     -1.837      0.066      -2.771       0.091\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.08  RENTALS - ELEVATOR APARTMENTS]               -0.0091      0.794     -0.011      0.991      -1.567       1.549\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                 -3.519e-17   5.25e-17     -0.670      0.503   -1.38e-16    6.79e-17\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                9.719e-17   1.77e-16      0.551      0.582   -2.49e-16    4.43e-16\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                            -2.179e-17   4.01e-16     -0.054      0.957   -8.09e-16    7.65e-16\n",
       "neighborhood[T.CLINTON]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                 -2.333e-17   2.44e-17     -0.957      0.339   -7.12e-17    2.45e-17\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                             1.132e-16    1.7e-16      0.664      0.507   -2.21e-16    4.48e-16\n",
       "neighborhood[T.FASHION]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                        0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                           0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                           -0.7890      0.816     -0.967      0.334      -2.390       0.812\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                0.1135      0.586      0.194      0.846      -1.035       1.262\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                              0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.SOHO]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                          0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                          0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                         0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                    -0.1263      0.634     -0.199      0.842      -1.370       1.118\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                          0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                         0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                    0.6567      0.589      1.114      0.265      -0.500       1.813\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.09  COOPS - WALKUP APARTMENTS]                         0          0        nan        nan           0           0\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.FASHION]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                      0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                         0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                               0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                             -1.8099      0.689     -2.627      0.009      -3.161      -0.458\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                       2.1191      0.560      3.787      0.000       1.021       3.217\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.SOHO]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                      1.2727      0.860      1.480      0.139      -0.414       2.960\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                  -3.1326      0.657     -4.772      0.000      -4.420      -1.845\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                  -0.0199      0.666     -0.030      0.976      -1.327       1.288\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                       0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                        0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                        0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                       0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                       0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.10  COOPS - ELEVATOR APARTMENTS]                       0          0        nan        nan           0           0\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.11A CONDO-RENTALS]                                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.11A CONDO-RENTALS]                                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.11A CONDO-RENTALS]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.11A CONDO-RENTALS]                                                 1.4970      0.614      2.438      0.015       0.292       2.701\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.11A CONDO-RENTALS]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.FASHION]:building_class_category[T.11A CONDO-RENTALS]                                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.11A CONDO-RENTALS]                                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.11A CONDO-RENTALS]                                                0.1392      0.609      0.229      0.819      -1.055       1.334\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.11A CONDO-RENTALS]                                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.11A CONDO-RENTALS]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.11A CONDO-RENTALS]                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.11A CONDO-RENTALS]                                         -0.7425      0.529     -1.403      0.161      -1.780       0.295\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.11A CONDO-RENTALS]                                            -1.8424      0.721     -2.555      0.011      -3.257      -0.428\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.11A CONDO-RENTALS]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.11A CONDO-RENTALS]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.11A CONDO-RENTALS]                                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.11A CONDO-RENTALS]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.11A CONDO-RENTALS]                                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.11A CONDO-RENTALS]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.11A CONDO-RENTALS]                                        -0.9231      0.600     -1.538      0.124      -2.100       0.254\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.11A CONDO-RENTALS]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.11A CONDO-RENTALS]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.11A CONDO-RENTALS]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.11A CONDO-RENTALS]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.11A CONDO-RENTALS]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.11A CONDO-RENTALS]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.SOHO]:building_class_category[T.11A CONDO-RENTALS]                                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.11A CONDO-RENTALS]                                             1.7266      0.615      2.807      0.005       0.520       2.933\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.11A CONDO-RENTALS]                                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.11A CONDO-RENTALS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.11A CONDO-RENTALS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.11A CONDO-RENTALS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.11A CONDO-RENTALS]                                 1.0193      0.784      1.300      0.194      -0.519       2.557\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.11A CONDO-RENTALS]                                -1.1385      0.694     -1.640      0.101      -2.500       0.223\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.11A CONDO-RENTALS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.11A CONDO-RENTALS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.11A CONDO-RENTALS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.FASHION]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                       0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                          0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                             0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.SOHO]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                         0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                         0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                        0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                         0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                         0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                        0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                        0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.12  CONDOS - WALKUP APARTMENTS]                        0          0        nan        nan           0           0\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.FASHION]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                     0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                        0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                               0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                              0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                           0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.SOHO]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                       0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                       0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                      0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                       0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                       0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                      0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                      0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.13  CONDOS - ELEVATOR APARTMENTS]                      0          0        nan        nan           0           0\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                           0.0441      0.724      0.061      0.951      -1.377       1.465\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                         0.7305      0.732      0.998      0.318      -0.705       2.166\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                      0.0022      0.745      0.003      0.998      -1.460       1.464\n",
       "neighborhood[T.CLINTON]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                           0.1270      0.547      0.232      0.816      -0.946       1.200\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                     -0.7375      0.921     -0.801      0.423      -2.544       1.069\n",
       "neighborhood[T.FASHION]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                           0.0624      0.871      0.072      0.943      -1.647       1.772\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                        -0.1830      0.455     -0.402      0.688      -1.076       0.710\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                          0.2886      0.625      0.461      0.645      -0.938       1.515\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                          0.2291      0.934      0.245      0.806      -1.604       2.062\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.14  RENTALS - 4-10 UNIT]                        -0.0023      0.609     -0.004      0.997      -1.196       1.192\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.14  RENTALS - 4-10 UNIT]                            0.3614      0.609      0.593      0.553      -0.834       1.557\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                    0.2093      0.487      0.430      0.667      -0.746       1.165\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                      -0.0091      0.572     -0.016      0.987      -1.131       1.113\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                          0.2093      0.744      0.281      0.778      -1.249       1.668\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                     -2.1311      0.564     -3.780      0.000      -3.237      -1.025\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                      -0.2442      0.721     -0.339      0.735      -1.658       1.169\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                     -0.2381      0.874     -0.273      0.785      -1.952       1.476\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                      0.1472      0.622      0.237      0.813      -1.072       1.367\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                      -0.0198      0.828     -0.024      0.981      -1.644       1.604\n",
       "neighborhood[T.SOHO]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                              0.0676      0.857      0.079      0.937      -1.615       1.750\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                          -0.2850      0.666     -0.428      0.669      -1.591       1.021\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.14  RENTALS - 4-10 UNIT]                          -0.0265      0.514     -0.052      0.959      -1.034       0.981\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.14  RENTALS - 4-10 UNIT]                           0.6703      0.626      1.071      0.284      -0.557       1.898\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.14  RENTALS - 4-10 UNIT]                               0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.14  RENTALS - 4-10 UNIT]                          -0.2628      0.944     -0.278      0.781      -2.115       1.590\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.14  RENTALS - 4-10 UNIT]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.14  RENTALS - 4-10 UNIT]                               0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.14  RENTALS - 4-10 UNIT]                               0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.14  RENTALS - 4-10 UNIT]                               0          0        nan        nan           0           0\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.FASHION]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                   0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                      0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                              0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                               0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                             0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                            0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                         0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.SOHO]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                     0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                     0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                    0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                     0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                     0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                    0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                    0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.15  CONDOS - 2-10 UNIT RESIDENTIAL]                    0          0        nan        nan           0           0\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                            0          0        nan        nan           0           0\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                          0          0        nan        nan           0           0\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                       0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                            0          0        nan        nan           0           0\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                       0          0        nan        nan           0           0\n",
       "neighborhood[T.FASHION]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                            0          0        nan        nan           0           0\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                          0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                           0          0        nan        nan           0           0\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                           0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]          0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]             0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                     0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                        0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                       0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                        0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                             0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                      0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                           0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                       0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                    0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                   0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                        0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                       0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                       0          0        nan        nan           0           0\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                        0          0        nan        nan           0           0\n",
       "neighborhood[T.SOHO]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                               0          0        nan        nan           0           0\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                        0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]                            0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]            0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]            0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]           0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]            0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]            0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]           0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]           0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.16  CONDOS - 2-10 UNIT WITH COMMERCIAL UNIT]           0          0        nan        nan           0           0\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.17  CONDOPS]                                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.17  CONDOPS]                                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.17  CONDOPS]                                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.17  CONDOPS]                                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.17  CONDOPS]                                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.FASHION]:building_class_category[T.17  CONDOPS]                                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.17  CONDOPS]                                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.17  CONDOPS]                                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.17  CONDOPS]                                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.17  CONDOPS]                                    -0.1981      0.541     -0.366      0.714      -1.259       0.863\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.17  CONDOPS]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.17  CONDOPS]                                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.17  CONDOPS]                                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.17  CONDOPS]                                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.17  CONDOPS]                                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.17  CONDOPS]                                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.17  CONDOPS]                                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.17  CONDOPS]                                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.17  CONDOPS]                                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.17  CONDOPS]                                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.17  CONDOPS]                                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.17  CONDOPS]                                                  -0.1151      0.551     -0.209      0.835      -1.196       0.966\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.17  CONDOPS]                                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.17  CONDOPS]                                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.17  CONDOPS]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.17  CONDOPS]                                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.SOHO]:building_class_category[T.17  CONDOPS]                                                               0          0        nan        nan           0           0\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.17  CONDOPS]                                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.17  CONDOPS]                                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.17  CONDOPS]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.17  CONDOPS]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.17  CONDOPS]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.17  CONDOPS]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.17  CONDOPS]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.17  CONDOPS]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.17  CONDOPS]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.17  CONDOPS]                                      0.5544      0.654      0.848      0.396      -0.728       1.836\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.21  OFFICE BUILDINGS]                                             -0.0942      0.533     -0.177      0.860      -1.141       0.952\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.21  OFFICE BUILDINGS]                                            0.3740      0.346      1.081      0.280      -0.305       1.053\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.21  OFFICE BUILDINGS]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.21  OFFICE BUILDINGS]                                             -0.2123      0.475     -0.447      0.655      -1.144       0.719\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.21  OFFICE BUILDINGS]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.FASHION]:building_class_category[T.21  OFFICE BUILDINGS]                                              0.7130      0.765      0.932      0.352      -0.788       2.214\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.21  OFFICE BUILDINGS]                                            0.2964      0.394      0.753      0.452      -0.476       1.069\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.21  OFFICE BUILDINGS]                                             0.5001      0.359      1.394      0.164      -0.204       1.204\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.21  OFFICE BUILDINGS]                                             0.4622      0.644      0.717      0.473      -0.802       1.726\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.21  OFFICE BUILDINGS]                           -4.8414      0.752     -6.435      0.000      -6.317      -3.366\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.21  OFFICE BUILDINGS]                               0.9753      0.726      1.343      0.180      -0.449       2.400\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.21  OFFICE BUILDINGS]                                      -0.0879      0.717     -0.123      0.902      -1.494       1.318\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.21  OFFICE BUILDINGS]                                          0.3765      0.545      0.691      0.490      -0.693       1.446\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.21  OFFICE BUILDINGS]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.21  OFFICE BUILDINGS]                                               0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.21  OFFICE BUILDINGS]                                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.21  OFFICE BUILDINGS]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.21  OFFICE BUILDINGS]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.21  OFFICE BUILDINGS]                                         0.9270      0.595      1.559      0.119      -0.240       2.094\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.21  OFFICE BUILDINGS]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.21  OFFICE BUILDINGS]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.21  OFFICE BUILDINGS]                                         -0.3073      0.363     -0.847      0.397      -1.019       0.404\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.21  OFFICE BUILDINGS]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.21  OFFICE BUILDINGS]                                         1.0399      0.272      3.824      0.000       0.506       1.573\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.21  OFFICE BUILDINGS]                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.21  OFFICE BUILDINGS]                                          0.3081      0.756      0.407      0.684      -1.176       1.792\n",
       "neighborhood[T.SOHO]:building_class_category[T.21  OFFICE BUILDINGS]                                                 1.0286      0.732      1.405      0.160      -0.408       2.465\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.21  OFFICE BUILDINGS]                                         -0.5099      0.884     -0.577      0.564      -2.244       1.225\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.21  OFFICE BUILDINGS]                                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.21  OFFICE BUILDINGS]                             -0.4367      0.360     -1.214      0.225      -1.142       0.269\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.21  OFFICE BUILDINGS]                             -0.0144      0.568     -0.025      0.980      -1.128       1.099\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.21  OFFICE BUILDINGS]                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.21  OFFICE BUILDINGS]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.21  OFFICE BUILDINGS]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.21  OFFICE BUILDINGS]                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.21  OFFICE BUILDINGS]                             0.0840      0.783      0.107      0.915      -1.453       1.621\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.21  OFFICE BUILDINGS]                            -0.5472      0.958     -0.571      0.568      -2.426       1.332\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.22  STORE BUILDINGS]                                              -0.0702      0.603     -0.116      0.907      -1.253       1.113\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.22  STORE BUILDINGS]                                            -0.6090      0.563     -1.083      0.279      -1.713       0.495\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.22  STORE BUILDINGS]                                          1.1895      0.778      1.529      0.126      -0.336       2.715\n",
       "neighborhood[T.CLINTON]:building_class_category[T.22  STORE BUILDINGS]                                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.22  STORE BUILDINGS]                                         -0.1279      1.044     -0.122      0.903      -2.177       1.921\n",
       "neighborhood[T.FASHION]:building_class_category[T.22  STORE BUILDINGS]                                               1.1021      0.878      1.255      0.210      -0.621       2.825\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.22  STORE BUILDINGS]                                             0.2950      0.525      0.562      0.574      -0.734       1.324\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.22  STORE BUILDINGS]                                              0.2921      0.641      0.456      0.649      -0.966       1.550\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.22  STORE BUILDINGS]                                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.22  STORE BUILDINGS]                            -0.9496      0.701     -1.355      0.176      -2.325       0.425\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.22  STORE BUILDINGS]                                0.3438      0.615      0.559      0.576      -0.862       1.550\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.22  STORE BUILDINGS]                                        0.0896      0.582      0.154      0.878      -1.052       1.232\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.22  STORE BUILDINGS]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.22  STORE BUILDINGS]                                          0.2048      0.685      0.299      0.765      -1.139       1.549\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.22  STORE BUILDINGS]                                           2.1494      0.769      2.793      0.005       0.640       3.659\n",
       "neighborhood[T.INWOOD]:building_class_category[T.22  STORE BUILDINGS]                                               -0.4762      0.542     -0.879      0.380      -1.539       0.587\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.22  STORE BUILDINGS]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.22  STORE BUILDINGS]                                              0.0400      0.785      0.051      0.959      -1.500       1.581\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.22  STORE BUILDINGS]                                               0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.22  STORE BUILDINGS]                                       0.5455      0.525      1.039      0.299      -0.485       1.576\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.22  STORE BUILDINGS]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.22  STORE BUILDINGS]                                           3.0114      0.747      4.034      0.000       1.547       4.476\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.22  STORE BUILDINGS]                                          0.0285      0.619      0.046      0.963      -1.185       1.242\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.22  STORE BUILDINGS]                                          1.1982      0.563      2.128      0.034       0.093       2.303\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.22  STORE BUILDINGS]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.22  STORE BUILDINGS]                                           0.7676      0.930      0.825      0.409      -1.057       2.592\n",
       "neighborhood[T.SOHO]:building_class_category[T.22  STORE BUILDINGS]                                                  0.8370      0.867      0.965      0.335      -0.864       2.538\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.22  STORE BUILDINGS]                                          -0.0455      0.785     -0.058      0.954      -1.586       1.495\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.22  STORE BUILDINGS]                                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.22  STORE BUILDINGS]                              -0.0755      0.649     -0.116      0.907      -1.349       1.198\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.22  STORE BUILDINGS]                               1.1870      0.640      1.855      0.064      -0.068       2.442\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.22  STORE BUILDINGS]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.22  STORE BUILDINGS]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.22  STORE BUILDINGS]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.22  STORE BUILDINGS]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.22  STORE BUILDINGS]                              0.8341      0.923      0.903      0.367      -0.978       2.646\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.22  STORE BUILDINGS]                              0.6698      0.757      0.885      0.376      -0.815       2.154\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.23  LOFT BUILDINGS]                                               -0.8601      0.416     -2.068      0.039      -1.676      -0.044\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.23  LOFT BUILDINGS]                                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.23  LOFT BUILDINGS]                                          -1.7674      0.504     -3.504      0.000      -2.757      -0.778\n",
       "neighborhood[T.CLINTON]:building_class_category[T.23  LOFT BUILDINGS]                                                0.0785      0.471      0.166      0.868      -0.846       1.003\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.23  LOFT BUILDINGS]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.FASHION]:building_class_category[T.23  LOFT BUILDINGS]                                                0.5573      0.698      0.798      0.425      -0.812       1.927\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.23  LOFT BUILDINGS]                                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.23  LOFT BUILDINGS]                                              -0.5835      0.280     -2.084      0.037      -1.133      -0.034\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.23  LOFT BUILDINGS]                                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.23  LOFT BUILDINGS]                             -1.3067      1.015     -1.287      0.198      -3.299       0.685\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.23  LOFT BUILDINGS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.23  LOFT BUILDINGS]                                         1.4481      0.708      2.045      0.041       0.059       2.837\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.23  LOFT BUILDINGS]                                            0.5366      0.753      0.713      0.476      -0.940       2.013\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.23  LOFT BUILDINGS]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.23  LOFT BUILDINGS]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.23  LOFT BUILDINGS]                                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.23  LOFT BUILDINGS]                                               0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.23  LOFT BUILDINGS]                                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.23  LOFT BUILDINGS]                                           0.5081      0.454      1.119      0.263      -0.382       1.399\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.23  LOFT BUILDINGS]                                       -0.3669      0.350     -1.049      0.294      -1.053       0.319\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.23  LOFT BUILDINGS]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.23  LOFT BUILDINGS]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.23  LOFT BUILDINGS]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.23  LOFT BUILDINGS]                                           1.0660      0.406      2.623      0.009       0.269       1.863\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.23  LOFT BUILDINGS]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.23  LOFT BUILDINGS]                                            1.0501      0.771      1.362      0.173      -0.462       2.563\n",
       "neighborhood[T.SOHO]:building_class_category[T.23  LOFT BUILDINGS]                                                  -0.9221      0.737     -1.252      0.211      -2.367       0.523\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.23  LOFT BUILDINGS]                                           -0.5887      0.429     -1.373      0.170      -1.430       0.252\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.23  LOFT BUILDINGS]                                               -0.1806      0.483     -0.374      0.708      -1.127       0.766\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.23  LOFT BUILDINGS]                                1.4634      0.695      2.105      0.036       0.099       2.828\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.23  LOFT BUILDINGS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.23  LOFT BUILDINGS]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.23  LOFT BUILDINGS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.23  LOFT BUILDINGS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.23  LOFT BUILDINGS]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.23  LOFT BUILDINGS]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.23  LOFT BUILDINGS]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.25  LUXURY HOTELS]                                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.25  LUXURY HOTELS]                                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.25  LUXURY HOTELS]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.25  LUXURY HOTELS]                                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.25  LUXURY HOTELS]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.FASHION]:building_class_category[T.25  LUXURY HOTELS]                                                 1.9036      0.819      2.325      0.020       0.298       3.510\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.25  LUXURY HOTELS]                                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.25  LUXURY HOTELS]                                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.25  LUXURY HOTELS]                                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.25  LUXURY HOTELS]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.25  LUXURY HOTELS]                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.25  LUXURY HOTELS]                                               0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.25  LUXURY HOTELS]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.25  LUXURY HOTELS]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.25  LUXURY HOTELS]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.25  LUXURY HOTELS]                                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.25  LUXURY HOTELS]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.25  LUXURY HOTELS]                                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.25  LUXURY HOTELS]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.25  LUXURY HOTELS]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.25  LUXURY HOTELS]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.25  LUXURY HOTELS]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.25  LUXURY HOTELS]                                            1.1702      0.676      1.732      0.083      -0.155       2.496\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.25  LUXURY HOTELS]                                           -4.8917      0.335    -14.595      0.000      -5.549      -4.234\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.25  LUXURY HOTELS]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.25  LUXURY HOTELS]                                             1.3318      0.816      1.633      0.103      -0.269       2.932\n",
       "neighborhood[T.SOHO]:building_class_category[T.25  LUXURY HOTELS]                                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.25  LUXURY HOTELS]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.25  LUXURY HOTELS]                                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.25  LUXURY HOTELS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.25  LUXURY HOTELS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.25  LUXURY HOTELS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.25  LUXURY HOTELS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.25  LUXURY HOTELS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.25  LUXURY HOTELS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.25  LUXURY HOTELS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.25  LUXURY HOTELS]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.26  OTHER HOTELS]                                                  0.1794      0.641      0.280      0.780      -1.078       1.436\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.26  OTHER HOTELS]                                               -0.0657      0.624     -0.105      0.916      -1.290       1.159\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.26  OTHER HOTELS]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.26  OTHER HOTELS]                                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.26  OTHER HOTELS]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.FASHION]:building_class_category[T.26  OTHER HOTELS]                                                  0.1490      0.927      0.161      0.872      -1.670       1.968\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.26  OTHER HOTELS]                                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.26  OTHER HOTELS]                                                -0.0738      0.637     -0.116      0.908      -1.323       1.175\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.26  OTHER HOTELS]                                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.26  OTHER HOTELS]                                0.9079      0.751      1.209      0.227      -0.565       2.381\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.26  OTHER HOTELS]                                  -0.3549      0.724     -0.490      0.624      -1.775       1.065\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.26  OTHER HOTELS]                                           0.4819      0.732      0.658      0.511      -0.954       1.918\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.26  OTHER HOTELS]                                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.26  OTHER HOTELS]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.26  OTHER HOTELS]                                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.26  OTHER HOTELS]                                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.26  OTHER HOTELS]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.26  OTHER HOTELS]                                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.26  OTHER HOTELS]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.26  OTHER HOTELS]                                               0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.26  OTHER HOTELS]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.26  OTHER HOTELS]                                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.26  OTHER HOTELS]                                            -0.4167      1.050     -0.397      0.692      -2.476       1.643\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.26  OTHER HOTELS]                                            -0.4165      0.470     -0.886      0.376      -1.339       0.506\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.26  OTHER HOTELS]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.26  OTHER HOTELS]                                              0.4009      0.765      0.524      0.600      -1.099       1.901\n",
       "neighborhood[T.SOHO]:building_class_category[T.26  OTHER HOTELS]                                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.26  OTHER HOTELS]                                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.26  OTHER HOTELS]                                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.26  OTHER HOTELS]                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.26  OTHER HOTELS]                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.26  OTHER HOTELS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.26  OTHER HOTELS]                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.26  OTHER HOTELS]                                 -0.6401      0.608     -1.052      0.293      -1.834       0.553\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.26  OTHER HOTELS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.26  OTHER HOTELS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.26  OTHER HOTELS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.27  FACTORIES]                                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.27  FACTORIES]                                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.27  FACTORIES]                                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.27  FACTORIES]                                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.27  FACTORIES]                                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.FASHION]:building_class_category[T.27  FACTORIES]                                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.27  FACTORIES]                                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.27  FACTORIES]                                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.27  FACTORIES]                                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.27  FACTORIES]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.27  FACTORIES]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.27  FACTORIES]                                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.27  FACTORIES]                                                -0.0582      0.372     -0.156      0.876      -0.788       0.672\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.27  FACTORIES]                                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.27  FACTORIES]                                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.27  FACTORIES]                                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.27  FACTORIES]                                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.27  FACTORIES]                                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.27  FACTORIES]                                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.27  FACTORIES]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.27  FACTORIES]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.27  FACTORIES]                                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.27  FACTORIES]                                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.27  FACTORIES]                                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.27  FACTORIES]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.27  FACTORIES]                                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.SOHO]:building_class_category[T.27  FACTORIES]                                                        0.1091      0.446      0.245      0.807      -0.765       0.983\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.27  FACTORIES]                                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.27  FACTORIES]                                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.27  FACTORIES]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.27  FACTORIES]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.27  FACTORIES]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.27  FACTORIES]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.27  FACTORIES]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.27  FACTORIES]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.27  FACTORIES]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.27  FACTORIES]                                    0.0648      0.389      0.167      0.868      -0.697       0.827\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.28  COMMERCIAL CONDOS]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.28  COMMERCIAL CONDOS]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.28  COMMERCIAL CONDOS]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.28  COMMERCIAL CONDOS]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.28  COMMERCIAL CONDOS]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.FASHION]:building_class_category[T.28  COMMERCIAL CONDOS]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.28  COMMERCIAL CONDOS]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.28  COMMERCIAL CONDOS]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.28  COMMERCIAL CONDOS]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.28  COMMERCIAL CONDOS]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.28  COMMERCIAL CONDOS]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.28  COMMERCIAL CONDOS]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.28  COMMERCIAL CONDOS]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.28  COMMERCIAL CONDOS]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.28  COMMERCIAL CONDOS]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.28  COMMERCIAL CONDOS]                                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.28  COMMERCIAL CONDOS]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.28  COMMERCIAL CONDOS]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.28  COMMERCIAL CONDOS]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.28  COMMERCIAL CONDOS]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.28  COMMERCIAL CONDOS]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.28  COMMERCIAL CONDOS]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.28  COMMERCIAL CONDOS]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.28  COMMERCIAL CONDOS]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.28  COMMERCIAL CONDOS]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.28  COMMERCIAL CONDOS]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.SOHO]:building_class_category[T.28  COMMERCIAL CONDOS]                                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.28  COMMERCIAL CONDOS]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.28  COMMERCIAL CONDOS]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.28  COMMERCIAL CONDOS]                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.28  COMMERCIAL CONDOS]                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.28  COMMERCIAL CONDOS]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.28  COMMERCIAL CONDOS]                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.28  COMMERCIAL CONDOS]                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.28  COMMERCIAL CONDOS]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.28  COMMERCIAL CONDOS]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.28  COMMERCIAL CONDOS]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.29  COMMERCIAL GARAGES]                                            0.7318      0.729      1.004      0.316      -0.698       2.162\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.29  COMMERCIAL GARAGES]                                               0          0        nan        nan           0           0\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.29  COMMERCIAL GARAGES]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.29  COMMERCIAL GARAGES]                                           -0.0953      0.577     -0.165      0.869      -1.228       1.037\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.29  COMMERCIAL GARAGES]                                      -1.8689      1.035     -1.806      0.071      -3.899       0.162\n",
       "neighborhood[T.FASHION]:building_class_category[T.29  COMMERCIAL GARAGES]                                            0.8367      0.797      1.050      0.294      -0.726       2.399\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.29  COMMERCIAL GARAGES]                                               0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.29  COMMERCIAL GARAGES]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.29  COMMERCIAL GARAGES]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.29  COMMERCIAL GARAGES]                          0.4016      0.765      0.525      0.600      -1.100       1.903\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.29  COMMERCIAL GARAGES]                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.29  COMMERCIAL GARAGES]                                    -0.0083      0.515     -0.016      0.987      -1.018       1.001\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.29  COMMERCIAL GARAGES]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.29  COMMERCIAL GARAGES]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.29  COMMERCIAL GARAGES]                                       -2.1348      0.755     -2.827      0.005      -3.616      -0.653\n",
       "neighborhood[T.INWOOD]:building_class_category[T.29  COMMERCIAL GARAGES]                                            -0.3701      0.667     -0.555      0.579      -1.678       0.938\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.29  COMMERCIAL GARAGES]                                     -0.5054      0.357     -1.417      0.157      -1.205       0.194\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.29  COMMERCIAL GARAGES]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.29  COMMERCIAL GARAGES]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.29  COMMERCIAL GARAGES]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.29  COMMERCIAL GARAGES]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.29  COMMERCIAL GARAGES]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.29  COMMERCIAL GARAGES]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.29  COMMERCIAL GARAGES]                                       0.7896      0.502      1.573      0.116      -0.195       1.774\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.29  COMMERCIAL GARAGES]                               -1.3677      0.768     -1.780      0.075      -2.875       0.140\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.29  COMMERCIAL GARAGES]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.SOHO]:building_class_category[T.29  COMMERCIAL GARAGES]                                               1.0347      0.971      1.066      0.287      -0.870       2.940\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.29  COMMERCIAL GARAGES]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.29  COMMERCIAL GARAGES]                                            0.0812      0.781      0.104      0.917      -1.451       1.613\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.29  COMMERCIAL GARAGES]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.29  COMMERCIAL GARAGES]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.29  COMMERCIAL GARAGES]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.29  COMMERCIAL GARAGES]                            0.6212      0.846      0.734      0.463      -1.038       2.280\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.29  COMMERCIAL GARAGES]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.29  COMMERCIAL GARAGES]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.29  COMMERCIAL GARAGES]                           0.4649      0.794      0.586      0.558      -1.093       2.022\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.29  COMMERCIAL GARAGES]                           1.4887      0.622      2.393      0.017       0.268       2.709\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.30  WAREHOUSES]                                                   -1.8260      0.550     -3.321      0.001      -2.905      -0.747\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.30  WAREHOUSES]                                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.30  WAREHOUSES]                                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.30  WAREHOUSES]                                                    0.5721      0.419      1.365      0.173      -0.250       1.395\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.30  WAREHOUSES]                                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.FASHION]:building_class_category[T.30  WAREHOUSES]                                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.30  WAREHOUSES]                                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.30  WAREHOUSES]                                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.30  WAREHOUSES]                                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.30  WAREHOUSES]                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.30  WAREHOUSES]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.30  WAREHOUSES]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.30  WAREHOUSES]                                                0.0254      0.655      0.039      0.969      -1.260       1.311\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.30  WAREHOUSES]                                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.30  WAREHOUSES]                                                0.2859      0.403      0.710      0.478      -0.504       1.076\n",
       "neighborhood[T.INWOOD]:building_class_category[T.30  WAREHOUSES]                                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.30  WAREHOUSES]                                              0.6505      0.392      1.659      0.097      -0.119       1.420\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.30  WAREHOUSES]                                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.30  WAREHOUSES]                                               0.4610      0.567      0.814      0.416      -0.651       1.573\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.30  WAREHOUSES]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.30  WAREHOUSES]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.30  WAREHOUSES]                                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.30  WAREHOUSES]                                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.30  WAREHOUSES]                                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.30  WAREHOUSES]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.30  WAREHOUSES]                                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.SOHO]:building_class_category[T.30  WAREHOUSES]                                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.30  WAREHOUSES]                                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.30  WAREHOUSES]                                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.30  WAREHOUSES]                                   -0.3429      0.493     -0.695      0.487      -1.311       0.625\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.30  WAREHOUSES]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.30  WAREHOUSES]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.30  WAREHOUSES]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.30  WAREHOUSES]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.30  WAREHOUSES]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.30  WAREHOUSES]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.30  WAREHOUSES]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.FASHION]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.31  COMMERCIAL VACANT LAND]                           0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.31  COMMERCIAL VACANT LAND]                              0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.SOHO]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.31  COMMERCIAL VACANT LAND]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.31  COMMERCIAL VACANT LAND]                             0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.31  COMMERCIAL VACANT LAND]                             0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.31  COMMERCIAL VACANT LAND]                            0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.31  COMMERCIAL VACANT LAND]                             0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.31  COMMERCIAL VACANT LAND]                             0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.31  COMMERCIAL VACANT LAND]                            0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.31  COMMERCIAL VACANT LAND]                            0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.31  COMMERCIAL VACANT LAND]                            0          0        nan        nan           0           0\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.FASHION]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                               0.1313      0.386      0.340      0.734      -0.627       0.889\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                   0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                      0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                         0.0537      0.445      0.121      0.904      -0.820       0.927\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                               0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                              -0.0829      0.469     -0.177      0.860      -1.003       0.837\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                             0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                            0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                         0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.SOHO]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                     0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                     0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                    0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                     0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                     0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                    0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                    0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.32  HOSPITAL AND HEALTH FACILITIES]                    0          0        nan        nan           0           0\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                       -0.2860      0.344     -0.831      0.406      -0.961       0.389\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.FASHION]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.33  EDUCATIONAL FACILITIES]                           0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.33  EDUCATIONAL FACILITIES]                              0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                -0.2039      0.632     -0.323      0.747      -1.443       1.035\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                    0.2250      0.780      0.289      0.773      -1.305       1.755\n",
       "neighborhood[T.SOHO]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.33  EDUCATIONAL FACILITIES]                                        0.3970      0.370      1.073      0.284      -0.329       1.123\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.33  EDUCATIONAL FACILITIES]                             0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.33  EDUCATIONAL FACILITIES]                        0.1507      0.628      0.240      0.810      -1.080       1.382\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.33  EDUCATIONAL FACILITIES]                            0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.33  EDUCATIONAL FACILITIES]                             0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.33  EDUCATIONAL FACILITIES]                       -0.1457      0.356     -0.409      0.682      -0.844       0.552\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.33  EDUCATIONAL FACILITIES]                            0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.33  EDUCATIONAL FACILITIES]                            0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.33  EDUCATIONAL FACILITIES]                            0          0        nan        nan           0           0\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                              0          0        nan        nan           0           0\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                            0          0        nan        nan           0           0\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                         0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                              0          0        nan        nan           0           0\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                         0          0        nan        nan           0           0\n",
       "neighborhood[T.FASHION]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                              0          0        nan        nan           0           0\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                            0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                             0          0        nan        nan           0           0\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                             0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]            0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]               0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                       0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                          0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                         0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                          0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                               0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                        0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                             0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                         0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                      0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                     0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                          0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                         0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                         0          0        nan        nan           0           0\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                  0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                          0          0        nan        nan           0           0\n",
       "neighborhood[T.SOHO]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                           -0.9578      0.426     -2.248      0.025      -1.794      -0.122\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                          0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]                              0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]              0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]              0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]             0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]              0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]              0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]             0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]             0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.35  INDOOR PUBLIC AND CULTURAL FACILITIES]             0          0        nan        nan           0           0\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.37  RELIGIOUS FACILITIES]                                               0          0        nan        nan           0           0\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.37  RELIGIOUS FACILITIES]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.37  RELIGIOUS FACILITIES]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.37  RELIGIOUS FACILITIES]                                               0          0        nan        nan           0           0\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.37  RELIGIOUS FACILITIES]                                     1.4468      1.062      1.362      0.173      -0.637       3.531\n",
       "neighborhood[T.FASHION]:building_class_category[T.37  RELIGIOUS FACILITIES]                                               0          0        nan        nan           0           0\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.37  RELIGIOUS FACILITIES]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.37  RELIGIOUS FACILITIES]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.37  RELIGIOUS FACILITIES]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.37  RELIGIOUS FACILITIES]                             0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.37  RELIGIOUS FACILITIES]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.37  RELIGIOUS FACILITIES]                                   0.6977      0.654      1.066      0.286      -0.586       1.981\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.37  RELIGIOUS FACILITIES]                                      0.2354      0.881      0.267      0.789      -1.494       1.964\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.37  RELIGIOUS FACILITIES]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.37  RELIGIOUS FACILITIES]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.37  RELIGIOUS FACILITIES]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.37  RELIGIOUS FACILITIES]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.37  RELIGIOUS FACILITIES]                                         0.4262      0.734      0.580      0.562      -1.014       1.867\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.37  RELIGIOUS FACILITIES]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.37  RELIGIOUS FACILITIES]                                  1.5769      0.922      1.711      0.087      -0.232       3.385\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.37  RELIGIOUS FACILITIES]                                -0.3458      1.057     -0.327      0.744      -2.420       1.729\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.37  RELIGIOUS FACILITIES]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.37  RELIGIOUS FACILITIES]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.37  RELIGIOUS FACILITIES]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.37  RELIGIOUS FACILITIES]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.37  RELIGIOUS FACILITIES]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.SOHO]:building_class_category[T.37  RELIGIOUS FACILITIES]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.37  RELIGIOUS FACILITIES]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.37  RELIGIOUS FACILITIES]                                               0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.37  RELIGIOUS FACILITIES]                               0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.37  RELIGIOUS FACILITIES]                               0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.37  RELIGIOUS FACILITIES]                              0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.37  RELIGIOUS FACILITIES]                               0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.37  RELIGIOUS FACILITIES]                               0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.37  RELIGIOUS FACILITIES]                              0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.37  RELIGIOUS FACILITIES]                         0.6047      0.899      0.673      0.501      -1.158       2.367\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.37  RELIGIOUS FACILITIES]                              0          0        nan        nan           0           0\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.38  ASYLUMS AND HOMES]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.38  ASYLUMS AND HOMES]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.38  ASYLUMS AND HOMES]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.38  ASYLUMS AND HOMES]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.38  ASYLUMS AND HOMES]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.FASHION]:building_class_category[T.38  ASYLUMS AND HOMES]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.38  ASYLUMS AND HOMES]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.38  ASYLUMS AND HOMES]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.38  ASYLUMS AND HOMES]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.38  ASYLUMS AND HOMES]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.38  ASYLUMS AND HOMES]                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.38  ASYLUMS AND HOMES]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.38  ASYLUMS AND HOMES]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.38  ASYLUMS AND HOMES]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.38  ASYLUMS AND HOMES]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.38  ASYLUMS AND HOMES]                                                   0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.38  ASYLUMS AND HOMES]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.38  ASYLUMS AND HOMES]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.38  ASYLUMS AND HOMES]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.38  ASYLUMS AND HOMES]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.38  ASYLUMS AND HOMES]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.38  ASYLUMS AND HOMES]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.38  ASYLUMS AND HOMES]                                             0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.38  ASYLUMS AND HOMES]                                        0.0030      0.287      0.011      0.992      -0.560       0.566\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.38  ASYLUMS AND HOMES]                                      0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.38  ASYLUMS AND HOMES]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.SOHO]:building_class_category[T.38  ASYLUMS AND HOMES]                                                     0          0        nan        nan           0           0\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.38  ASYLUMS AND HOMES]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.38  ASYLUMS AND HOMES]                                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.38  ASYLUMS AND HOMES]                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.38  ASYLUMS AND HOMES]                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.38  ASYLUMS AND HOMES]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.38  ASYLUMS AND HOMES]                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.38  ASYLUMS AND HOMES]                                  0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.38  ASYLUMS AND HOMES]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.38  ASYLUMS AND HOMES]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.38  ASYLUMS AND HOMES]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.CHELSEA]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.CHINATOWN]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.CIVIC CENTER]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.CLINTON]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.EAST VILLAGE]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.FASHION]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.FINANCIAL]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                              0          0        nan        nan           0           0\n",
       "neighborhood[T.FLATIRON]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                               0          0        nan        nan           0           0\n",
       "neighborhood[T.GRAMERCY]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                               0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-CENTRAL]:building_class_category[T.41  TAX CLASS 4 - OTHER]                              0          0        nan        nan           0           0\n",
       "neighborhood[T.GREENWICH VILLAGE-WEST]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-CENTRAL]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                         0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-EAST]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-UPPER]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.HARLEM-WEST]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.INWOOD]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                                 0          0        nan        nan           0           0\n",
       "neighborhood[T.JAVITS CENTER]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                          0          0        nan        nan           0           0\n",
       "neighborhood[T.KIPS BAY]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                               0          0        nan        nan           0           0\n",
       "neighborhood[T.LITTLE ITALY]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.LOWER EAST SIDE]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                        0          0        nan        nan           0           0\n",
       "neighborhood[T.MANHATTAN VALLEY]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                       0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN CBD]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN EAST]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.MIDTOWN WEST]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                           0          0        nan        nan           0           0\n",
       "neighborhood[T.MORNINGSIDE HEIGHTS]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                    0          0        nan        nan           0           0\n",
       "neighborhood[T.MURRAY HILL]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.SOHO]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                             -0.2434      0.395     -0.616      0.538      -1.018       0.531\n",
       "neighborhood[T.SOUTHBRIDGE]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                            0          0        nan        nan           0           0\n",
       "neighborhood[T.TRIBECA]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                                0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (59-79)]:building_class_category[T.41  TAX CLASS 4 - OTHER]                           0.1526      0.351      0.435      0.664      -0.535       0.841\n",
       "neighborhood[T.UPPER EAST SIDE (79-96)]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER EAST SIDE (96-110)]:building_class_category[T.41  TAX CLASS 4 - OTHER]                               0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (59-79)]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (79-96)]:building_class_category[T.41  TAX CLASS 4 - OTHER]                                0          0        nan        nan           0           0\n",
       "neighborhood[T.UPPER WEST SIDE (96-116)]:building_class_category[T.41  TAX CLASS 4 - OTHER]                               0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS LOWER]:building_class_category[T.41  TAX CLASS 4 - OTHER]                               0          0        nan        nan           0           0\n",
       "neighborhood[T.WASHINGTON HEIGHTS UPPER]:building_class_category[T.41  TAX CLASS 4 - OTHER]                               0          0        nan        nan           0           0\n",
       "total_units_log                                                                                                     -0.0449      0.047     -0.946      0.345      -0.138       0.048\n",
       "gross_square_feet_log                                                                                                0.7177      0.044     16.287      0.000       0.631       0.804\n",
       "year_built                                                                                                           0.0021      0.001      1.607      0.108      -0.000       0.005\n",
       "==============================================================================\n",
       "Omnibus:                      332.203   Durbin-Watson:                   1.943\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):             9136.467\n",
       "Skew:                           0.156   Prob(JB):                         0.00\n",
       "Kurtosis:                      14.465   Cond. No.                     5.36e+19\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "[2] The smallest eigenvalue is 2.16e-30. This might indicate that there are\n",
       "strong multicollinearity problems or that the design matrix is singular.\n",
       "\"\"\""
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "patsy = \"sales_log ~ total_units_log + gross_square_feet_log\\\n",
    "         + neighborhood*building_class_category + building_class_at_time_of_sale\"\n",
    "model = ols(patsy, data=clean_df)\n",
    "results = model.fit()\n",
    "results.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# residuals should be approx normal\n",
    "fig, axes = plt.subplots(1,2,figsize=(14,5))\n",
    "a = axes[0].plot(results.resid)\n",
    "b = axes[1].hist(results.resid)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# KNN\n",
    "\n",
    "https://stackabuse.com/k-nearest-neighbors-algorithm-in-python-and-scikit-learn/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "\n",
    "from geopy.geocoders import Nominatim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.max_columns',30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 16956 entries, 0 to 16955\n",
      "Data columns (total 25 columns):\n",
      " #   Column                          Non-Null Count  Dtype         \n",
      "---  ------                          --------------  -----         \n",
      " 0   borough                         16956 non-null  int64         \n",
      " 1   neighborhood                    16939 non-null  object        \n",
      " 2   building_class_category         16693 non-null  object        \n",
      " 3   tax_class_at_present            16841 non-null  object        \n",
      " 4   block                           16956 non-null  int64         \n",
      " 5   lot                             16956 non-null  int64         \n",
      " 6   ease-ment                       0 non-null      float64       \n",
      " 7   building_class_at_present       16841 non-null  object        \n",
      " 8   address                         16956 non-null  object        \n",
      " 9   apartment_number                6632 non-null   object        \n",
      " 10  zip_code                        16955 non-null  float64       \n",
      " 11  residential_units               7330 non-null   float64       \n",
      " 12  commercial_units                1089 non-null   float64       \n",
      " 13  total_units                     8298 non-null   float64       \n",
      " 14  land_square_feet                1741 non-null   float64       \n",
      " 15  gross_square_feet               1670 non-null   float64       \n",
      " 16  year_built                      14785 non-null  float64       \n",
      " 17  tax_class_at_time_of_sale       16956 non-null  int64         \n",
      " 18  building_class_at_time_of_sale  16956 non-null  object        \n",
      " 19  sale_price                      16956 non-null  float64       \n",
      " 20  sale_date                       16956 non-null  datetime64[ns]\n",
      " 21  sales_log                       16956 non-null  float64       \n",
      " 22  residential_units_log           7330 non-null   float64       \n",
      " 23  total_units_log                 8298 non-null   float64       \n",
      " 24  gross_square_feet_log           1670 non-null   float64       \n",
      "dtypes: datetime64[ns](1), float64(13), int64(4), object(7)\n",
      "memory usage: 3.2+ MB\n"
     ]
    }
   ],
   "source": [
    "clean_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        borough             neighborhood          building_class_category  \\\n",
      "count   16956.0                    16939                            16693   \n",
      "unique      NaN                       38                               31   \n",
      "top         NaN  UPPER EAST SIDE (59-79)  10  COOPS - ELEVATOR APARTMENTS   \n",
      "freq        NaN                     1907                             6802   \n",
      "first       NaN                      NaN                              NaN   \n",
      "last        NaN                      NaN                              NaN   \n",
      "mean        1.0                      NaN                              NaN   \n",
      "std         0.0                      NaN                              NaN   \n",
      "min         1.0                      NaN                              NaN   \n",
      "25%         1.0                      NaN                              NaN   \n",
      "50%         1.0                      NaN                              NaN   \n",
      "75%         1.0                      NaN                              NaN   \n",
      "max         1.0                      NaN                              NaN   \n",
      "\n",
      "       tax_class_at_present         block           lot  ease-ment  \\\n",
      "count                 16841  16956.000000  16956.000000        0.0   \n",
      "unique                    8           NaN           NaN        NaN   \n",
      "top                       2           NaN           NaN        NaN   \n",
      "freq                  14536           NaN           NaN        NaN   \n",
      "first                   NaN           NaN           NaN        NaN   \n",
      "last                    NaN           NaN           NaN        NaN   \n",
      "mean                    NaN   1126.854152    649.671149        NaN   \n",
      "std                     NaN    516.083969    846.222255        NaN   \n",
      "min                     NaN     11.000000      1.000000        NaN   \n",
      "25%                     NaN    798.000000     26.000000        NaN   \n",
      "50%                     NaN   1171.000000     70.000000        NaN   \n",
      "75%                     NaN   1458.000000   1134.000000        NaN   \n",
      "max                     NaN   2250.000000   9103.000000        NaN   \n",
      "\n",
      "       building_class_at_present                                    address  \\\n",
      "count                      16841                                      16956   \n",
      "unique                       105                                      11740   \n",
      "top                           D4  102 WEST 57TH STREET                        \n",
      "freq                        6547                                        134   \n",
      "first                        NaN                                        NaN   \n",
      "last                         NaN                                        NaN   \n",
      "mean                         NaN                                        NaN   \n",
      "std                          NaN                                        NaN   \n",
      "min                          NaN                                        NaN   \n",
      "25%                          NaN                                        NaN   \n",
      "50%                          NaN                                        NaN   \n",
      "75%                          NaN                                        NaN   \n",
      "max                          NaN                                        NaN   \n",
      "\n",
      "       apartment_number      zip_code  residential_units  commercial_units  \\\n",
      "count              6632  16955.000000        7330.000000       1089.000000   \n",
      "unique             1937           NaN                NaN               NaN   \n",
      "top                  5B           NaN                NaN               NaN   \n",
      "freq                 65           NaN                NaN               NaN   \n",
      "first               NaN           NaN                NaN               NaN   \n",
      "last                NaN           NaN                NaN               NaN   \n",
      "mean                NaN  10030.798820           3.879127          3.348026   \n",
      "std                 NaN     38.075503          18.699638          8.648311   \n",
      "min                 NaN  10001.000000           1.000000          1.000000   \n",
      "25%                 NaN  10013.000000           1.000000          1.000000   \n",
      "50%                 NaN  10022.000000           1.000000          2.000000   \n",
      "75%                 NaN  10028.000000           1.000000          2.000000   \n",
      "max                 NaN  10463.000000         904.000000        150.000000   \n",
      "\n",
      "        total_units  land_square_feet  gross_square_feet    year_built  \\\n",
      "count   8298.000000       1741.000000        1670.000000  14785.000000   \n",
      "unique          NaN               NaN                NaN           NaN   \n",
      "top             NaN               NaN                NaN           NaN   \n",
      "freq            NaN               NaN                NaN           NaN   \n",
      "first           NaN               NaN                NaN           NaN   \n",
      "last            NaN               NaN                NaN           NaN   \n",
      "mean       3.904917       5569.354394       38204.708982   1948.514846   \n",
      "std       18.058607      10083.747425       79544.463782     34.137489   \n",
      "min        1.000000        469.000000         999.000000   1800.000000   \n",
      "25%        1.000000       1881.000000        4744.000000   1920.000000   \n",
      "50%        1.000000       2523.000000        9346.500000   1942.000000   \n",
      "75%        1.000000       7532.000000       36497.750000   1972.000000   \n",
      "max      904.000000     213650.000000      940000.000000   2013.000000   \n",
      "\n",
      "        tax_class_at_time_of_sale building_class_at_time_of_sale  \\\n",
      "count                16956.000000                          16956   \n",
      "unique                        NaN                            105   \n",
      "top                           NaN                             D4   \n",
      "freq                          NaN                           6547   \n",
      "first                         NaN                            NaN   \n",
      "last                          NaN                            NaN   \n",
      "mean                     2.108752                            NaN   \n",
      "std                      0.509391                            NaN   \n",
      "min                      1.000000                            NaN   \n",
      "25%                      2.000000                            NaN   \n",
      "50%                      2.000000                            NaN   \n",
      "75%                      2.000000                            NaN   \n",
      "max                      4.000000                            NaN   \n",
      "\n",
      "          sale_price            sale_date     sales_log  \\\n",
      "count   1.695600e+04                16956  16956.000000   \n",
      "unique           NaN                  288           NaN   \n",
      "top              NaN  2013-06-27 00:00:00           NaN   \n",
      "freq             NaN                  208           NaN   \n",
      "first            NaN  2012-08-01 00:00:00           NaN   \n",
      "last             NaN  2013-08-23 00:00:00           NaN   \n",
      "mean    2.980319e+06                  NaN     13.873377   \n",
      "std     2.067871e+07                  NaN      1.068995   \n",
      "min     1.000000e+05                  NaN     11.512925   \n",
      "25%     5.200000e+05                  NaN     13.161584   \n",
      "50%     8.900000e+05                  NaN     13.698977   \n",
      "75%     1.900000e+06                  NaN     14.457364   \n",
      "max     1.307965e+09                  NaN     20.991738   \n",
      "\n",
      "        residential_units_log  total_units_log  gross_square_feet_log  \n",
      "count             7330.000000      8298.000000            1670.000000  \n",
      "unique                    NaN              NaN                    NaN  \n",
      "top                       NaN              NaN                    NaN  \n",
      "freq                      NaN              NaN                    NaN  \n",
      "first                     NaN              NaN                    NaN  \n",
      "last                      NaN              NaN                    NaN  \n",
      "mean                 0.335931         0.365296               9.512914  \n",
      "std                  0.925525         0.931537               1.343467  \n",
      "min                  0.000000         0.000000               6.906755  \n",
      "25%                  0.000000         0.000000               8.464636  \n",
      "50%                  0.000000         0.000000               9.142757  \n",
      "75%                  0.000000         0.000000              10.505006  \n",
      "max                  6.806829         6.806829              13.753635  \n"
     ]
    }
   ],
   "source": [
    "print(clean_df.describe(include='all'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(16956, 25)"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clean_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "borough                               0\n",
       "building_class_at_time_of_sale        0\n",
       "tax_class_at_time_of_sale             0\n",
       "sales_log                             0\n",
       "sale_price                            0\n",
       "address                               0\n",
       "sale_date                             0\n",
       "lot                                   0\n",
       "block                                 0\n",
       "neighborhood                          0\n",
       "zip_code                              1\n",
       "building_class_at_present            98\n",
       "tax_class_at_present                 98\n",
       "building_class_category             263\n",
       "year_built                         2154\n",
       "total_units_log                    8641\n",
       "total_units                        8641\n",
       "residential_units                  9609\n",
       "residential_units_log              9609\n",
       "apartment_number                  10307\n",
       "land_square_feet                  15198\n",
       "gross_square_feet_log             15269\n",
       "gross_square_feet                 15269\n",
       "commercial_units                  15850\n",
       "ease-ment                         16939\n",
       "dtype: int64"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clean_df.isnull().sum().sort_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [],
   "source": [
    "# cluster by cooridates\n",
    "addresses = clean_df[['address','zip_code']].drop_duplicates()\n",
    "addresses = addresses[~addresses['zip_code'].isnull()]\n",
    "addresses['address'] = addresses['address'].str.split(',').str.get(0)\n",
    "addresses = addresses.reset_index(drop=True)\n",
    "\n",
    "addresses['longitude'] = 0\n",
    "addresses['latitude'] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "500 EAST 11 STREET\n",
      "10009\n",
      "198 EAST 7 STREET\n",
      "10009\n",
      "300 EAST 4 STREET\n",
      "10009\n",
      "383 EAST 10 STREET\n",
      "10009\n",
      "643 EAST 11 STREET\n",
      "10009\n",
      "360 WEST 21 STREET\n",
      "10011\n",
      "231 WEST 16TH\n",
      "10011\n",
      "148 WEST 16 STREET\n",
      "10011\n",
      "425 WEST 24 STREET\n",
      "10011\n",
      "201 WEST 21 STREET\n",
      "10011\n",
      "201 WEST 21 STREET\n",
      "10011\n",
      "201 WEST 21 STREET\n",
      "10011\n",
      "225 W25TH STREET\n",
      "10001\n",
      "420 WEST 25 STREET\n",
      "10001\n",
      "420 W. 25 ST\n",
      "10001\n",
      "263 9 AVENUE\n",
      "10001\n",
      "135 WEST 16TH\n",
      "10011\n",
      "151 WEST 17 STREET\n",
      "10011\n",
      "130 WEST 19TH\n",
      "10011\n",
      "125 WEST 21 STREET\n",
      "10011\n",
      "159 WEST 24 STREET\n",
      "10011\n",
      "136 W 22 ST\n",
      "10011\n",
      "136 WEST 22 STREET\n",
      "10011\n",
      "641 AVENUE OF THE AMER\n",
      "10011\n",
      "58 9 AVENUE\n",
      "10011\n",
      "727 AVENUE OF THE AMER\n",
      "10010\n",
      "635 AVENUE OF THE AMER\n",
      "10011\n",
      "747 9 AVENUE\n",
      "10019\n",
      "457 WEST 57TH\n",
      "10019\n",
      "141 EAST 3 STREET\n",
      "10009\n",
      "32 WEST 40 STREET\n",
      "10018\n",
      "100 WEST 39 STREET\n",
      "10018\n",
      "104 WEST40TH STREET\n",
      "10018\n",
      "41 WEST 16TH\n",
      "10011\n",
      "10 WEST 15 STREET\n",
      "10011\n",
      "10 WEST 15 ST\n",
      "10011\n",
      "10 WEST 15 STREET\n",
      "10011\n",
      "10 WEST 15 STREET\n",
      "10011\n",
      "16 W 16TH\n",
      "10011\n",
      "16 WEST16TH STREET\n",
      "10011\n",
      "16 WEST 16TH\n",
      "10011\n",
      "4 WEST 21 STREET\n",
      "10010\n",
      "21 EAST 22 STREET\n",
      "10010\n",
      "22 WEST 15TH\n",
      "10011\n",
      "650 AVENUE OF THE AMER\n",
      "10011\n",
      "254 PARK AVENUE SOUT\n",
      "10010\n",
      "5 EAST 22 STREET\n",
      "10010\n",
      "57 WEST 21 STREET\n",
      "10010\n",
      "620 AVENUE OF THE AMER\n",
      "10011\n",
      "590 AVENUE OF THE AMERIC\n",
      "10011\n",
      "145 EAST 15 STREET\n",
      "10003\n",
      "145 EAST 15 STREET\n",
      "10003\n",
      "102 EAST 22 STREET\n",
      "10010\n",
      "230 EAST 15 STREET\n",
      "10003\n",
      "230 EAST 15 STREET\n",
      "10003\n",
      "201 EAST 17 STREET\n",
      "10003\n",
      "201 EAST 21 STREET\n",
      "10010\n",
      "215 EAST 24 STREET\n",
      "10010\n",
      "245 EAST 24 STREET\n",
      "10010\n",
      "245 EAST 24 STREET\n",
      "10010\n",
      "201 EAST 25 STREET\n",
      "10010\n",
      "201 EAST 25 STREET\n",
      "10010\n",
      "200 EAST 27 STREET\n",
      "10016\n",
      "205 EAST 22 ST\n",
      "10010\n",
      "101 MAC DOUGAL STREET\n",
      "10012\n",
      "391/2 WASHINGTON SQUARE SO\n",
      "10012\n",
      "23 WEST 9TH\n",
      "10011\n",
      "88 BLEEKER STREET\n",
      "10012\n",
      "88 BLEEKER STREET\n",
      "10012\n",
      "77 BLEEKER STREET\n",
      "10012\n",
      "77 BLEEKER STREET\n",
      "10012\n",
      "534 LA GUARDIA PLACE\n",
      "10012\n",
      "520 LA GUARDIA PLACE\n",
      "10012\n",
      "290 AVENUE OF THE AMERIC\n",
      "10014\n",
      "290 AVENUE OF THE AMER\n",
      "10014\n",
      "32 WASHINGTON SQUARE WE\n",
      "10011\n",
      "23 EAST 10 STREET\n",
      "10003\n",
      "67 EAST 11 STREET\n",
      "10003\n",
      "67 EAST 11 STREET\n",
      "10003\n",
      "77 EAST 12 STREET\n",
      "10003\n",
      "496 LA GUARDIA PLACE\n",
      "10012\n",
      "115 4 AVENUE\n",
      "10003\n",
      "44 EAST 12 STREET\n",
      "10003\n",
      "532 LA GUARDIA PLACE\n",
      "10012\n",
      "133 WEST 4TH\n",
      "10012\n",
      "60 EAST 8 STREET\n",
      "10003\n",
      "53 WEST 11 STREET\n",
      "10011\n",
      "132 4 AVENUE\n",
      "10003\n",
      "58 WASHINGTON SQUARE SO\n",
      "10012\n",
      "281 WEST 11 STREET\n",
      "10014\n",
      "256 WEST 10TH\n",
      "10014\n",
      "180 WEST HOUSTON\n",
      "10014\n",
      "204 WEST HOUSTON\n",
      "10014\n",
      "475 AVENUE OF THE AMER\n",
      "10011\n",
      "175 WEST 13 STREET\n",
      "10011\n",
      "175 WEST 13 STREET\n",
      "10011\n",
      "100 BANK STRET\n",
      "10014\n",
      "222 WEST 14TH\n",
      "10011\n",
      "299 WEST 12TH\n",
      "10014\n",
      "366 WEST11TH STREET\n",
      "10014\n",
      "374 WEST 11TH\n",
      "10014\n",
      "369 WEST 120 STREET\n",
      "10027\n",
      "353 WEST 120 STREET\n",
      "10027\n",
      "237 WEST 138 STREET\n",
      "10030\n",
      "251 WEST 139 STREET\n",
      "10030\n",
      "320 W140TH STREET\n",
      "10030\n",
      "8 EAST 127 STREET\n",
      "10035\n",
      "111 WEST 111 STREET\n",
      "10026\n",
      "210 WEST 112 STREET\n",
      "10026\n",
      "315 WEST 126 STREET\n",
      "10027\n",
      "259 WEST 137 STREET\n",
      "10030\n",
      "226 WEST 139 STREET\n",
      "10030\n",
      "312 WEST 138 STREET\n",
      "10030\n",
      "420 WEST 144 STREET\n",
      "10031\n",
      "45 WEST 127 STREET\n",
      "10027\n",
      "15 WEST 131 STREET\n",
      "10037\n",
      "66 WEST 132 STREET\n",
      "10037\n",
      "159 EAST 121 STREET\n",
      "10035\n",
      "156 WEST 120 STREET\n",
      "10027\n",
      "136 WEST 121 STREET\n",
      "10027\n",
      "157 WEST 126 STREET\n",
      "10027\n",
      "149 WEST 129 STREET\n",
      "10027\n",
      "258 WEST 123 STREET\n",
      "10027\n",
      "259 WEST 134 STREET\n",
      "10030\n",
      "209 WEST 111 STREET\n",
      "10026\n",
      "236 WEST 123 STREET\n",
      "10027\n",
      "24 WEST 127 STREET\n",
      "10027\n",
      "77 WEST 126 STREET\n",
      "10027\n",
      "10 WEST 127 STREET\n",
      "10027\n",
      "19 WEST 127 STREET\n",
      "10027\n",
      "17 WEST 127 STREET\n",
      "10027\n",
      "43 WEST 131 STREET\n",
      "10037\n",
      "30 EAST 127 STREET\n",
      "10035\n",
      "22 EAST 129 STREET\n",
      "10035\n",
      "28 EAST 130 STREET\n",
      "10037\n",
      "120 WEST 127 STREET\n",
      "10027\n",
      "118 WEST 127 STREET\n",
      "10027\n",
      "145 WEST 132 STREET\n",
      "10027\n",
      "133 WEST 136 STREET\n",
      "10030\n",
      "211 WEST 123 STREET\n",
      "10027\n",
      "249 WEST 131 STREET\n",
      "10027\n",
      "213 WEST 131 STREET\n",
      "10027\n",
      "263 WEST 132 STREET\n",
      "10027\n",
      "245 WEST 135TH\n",
      "10030\n",
      "246 WEST 137 STREET\n",
      "10030\n",
      "363 WEST 120 STREET\n",
      "10027\n",
      "361 WEST 123 STREET\n",
      "10027\n",
      "145 WEST 138 STREET\n",
      "10030\n",
      "160 WEST 141 STREET\n",
      "10030\n",
      "209 WEST 138 STREET\n",
      "10030\n",
      "213 WEST 139 STREET\n",
      "10030\n",
      "2802 FREDRICK DOUGLASS BL\n",
      "10039\n",
      "287 WEST 150 STREET\n",
      "10039\n",
      "277 WEST 150 STREET\n",
      "10039\n",
      "259 WEST 152 STREET\n",
      "10039\n",
      "321 WEST 139 STREET\n",
      "10030\n",
      "2915 FREDRICK DOUGLASS BL\n",
      "10039\n",
      "2192 FREDRICK DOUGLASS BL\n",
      "10026\n",
      "137 WEST 141 STREET\n",
      "10030\n",
      "127 WEST 141 STREET\n",
      "10030\n",
      "117 WEST 141 STREET\n",
      "10030\n",
      "35 MOUNT MORRIS PARK WE\n",
      "10027\n",
      "1867-69 7TH AVENUE\n",
      "10026\n",
      "100 WEST 141 STREET\n",
      "10030\n",
      "345WEST 145 STREET\n",
      "10031\n",
      "220 WEST 111 STREET\n",
      "10026\n",
      "2072 FREDRICK DOUGLASS BL\n",
      "10026\n",
      "252 WEST 123 STREET\n",
      "10027\n",
      "370 WEST 118 STREET\n",
      "10026\n",
      "300 WEST 137 STREET\n",
      "10030\n",
      "2545 FREDRICK DOUGLASS BL\n",
      "10030\n",
      "300 WEST 138 STREET\n",
      "10030\n",
      "2611 FREDRICK DOUGLASS BL\n",
      "10030\n",
      "3 WEST 122 STREET\n",
      "10027\n",
      "50 WEST 127 STREET\n",
      "10027\n",
      "5 WEST 127 STREET\n",
      "10027\n",
      "55 WEST 131 STREET\n",
      "10037\n",
      "23 EAST 128 STREET\n",
      "10035\n",
      "118 WEST 112 STREET\n",
      "10026\n",
      "2098 FREDRICK DOUGLASS BL\n",
      "10026\n",
      "2094 FREDRICK DOUGLASS BL\n",
      "10026\n",
      "159 WEST 118 STREET\n",
      "10026\n",
      "163 SAINT NICHOLAS AVENU\n",
      "10026\n",
      "2280 FREDRICK DOUGLASS BL\n",
      "10027\n",
      "263 WEST 123 STREET\n",
      "10027\n",
      "2300 FREDRICK DOUGLASS BL\n",
      "10027\n",
      "352 WEST 117 STREET\n",
      "10026\n",
      "309 WEST 118 STREET\n",
      "10026\n",
      "2187 FREDRICK DOUGLASS BL\n",
      "10026\n",
      "108 WEST 138 STREET\n",
      "10030\n",
      "147 WEST 142 STREET\n",
      "10030\n",
      "220 WEST 148 STREET\n",
      "10039\n",
      "220 W 148 ST\n",
      "10039\n",
      "2605 FREDRICK DOUGLASS BL\n",
      "10030\n",
      "223 WEST 113 STREET\n",
      "10026\n",
      "139 WEST 126 STREET\n",
      "10027\n",
      "272 WEST 139 STREET\n",
      "10030\n",
      "30 W. 126 ST\n",
      "10027\n",
      "30 W 126 ST\n",
      "10027\n",
      "13 EAST 131 STREET\n",
      "10037\n",
      "51 SAINT NICHOLAS AVENU\n",
      "10026\n",
      "111 WEST 117 STREET\n",
      "10026\n",
      "104 WEST 123 STREET\n",
      "10027\n",
      "155 WEST 123 STREET\n",
      "10027\n",
      "129 WEST 123 STREET\n",
      "10027\n",
      "167 WEST 136 STREET\n",
      "10030\n",
      "251 WEST 123 STREET\n",
      "10027\n",
      "207 WEST 134 STREET\n",
      "10030\n",
      "2235 FREDERICK DOUGLAS BL\n",
      "10027\n",
      "2235 FREDERICK DOUGLAS BL\n",
      "10027\n",
      "231 WEST 148 STREET\n",
      "10039\n",
      "159 EAST 118 STREET\n",
      "10035\n",
      "8 EAST 132 STREET\n",
      "10037\n",
      "110 WEST 123 STREET\n",
      "10027\n",
      "121 WEST 126 STREET\n",
      "10027\n",
      "142 WEST 132 STREET\n",
      "10027\n",
      "240 WEST 123 STREET\n",
      "10027\n",
      "313 WEST 117 STREET\n",
      "10026\n",
      "314 WEST 118 STREET\n",
      "10026\n",
      "362 W 127 STREET\n",
      "10027\n",
      "122 WEST 146 STREET\n",
      "10039\n",
      "306 WEST 148 STREET\n",
      "10039\n",
      "2805 FREDRICK DOUGLASS BL\n",
      "10039\n",
      "120 WEST 118 STREET\n",
      "10026\n",
      "112 WEST 120 STREET\n",
      "10027\n",
      "222 EAST 104 STREET\n",
      "10029\n",
      "122 EAST 101 STREET\n",
      "10029\n",
      "420 EAST 120 STREET\n",
      "10035\n",
      "427 EAST 117 STREET\n",
      "10035\n",
      "186 EAST 104 STREET\n",
      "10029\n",
      "171 EAST 105 STREET\n",
      "10029\n",
      "171 EAST 115 STREET\n",
      "10029\n",
      "116 EAST 117 STREET\n",
      "10035\n",
      "229 EAST 105 STREET\n",
      "10029\n",
      "325 EAST 109 STREET\n",
      "10029\n",
      "327 EAST 109 STREET\n",
      "10029\n",
      "331 EAST 109 STREET\n",
      "10029\n",
      "336 EAST 117 STREET\n",
      "10035\n",
      "330 EAST 117 STREET\n",
      "10035\n",
      "316 E. 117 STREET\n",
      "10035\n",
      "424 EAST 117 STREET\n",
      "10035\n",
      "243 EAST 118 STREET\n",
      "10035\n",
      "316 EAST 126 STREET\n",
      "10035\n",
      "508 EAST 119 STREET\n",
      "10035\n",
      "506 EAST 119 STREET\n",
      "10035\n",
      "174 EAST 106 STREET\n",
      "10029\n",
      "308 EAST 109 STREET\n",
      "10029\n",
      "433 EAST 115 STREET\n",
      "10029\n",
      "186 EAST 111 STREET\n",
      "10029\n",
      "152 EAST 118 STREET\n",
      "10035\n",
      "152 EAST 118 STREET\n",
      "10035\n",
      "152 EAST 118 STREET\n",
      "10035\n",
      "152 EAST 118 STREET\n",
      "10035\n",
      "152 EAST 118 STREET\n",
      "10035\n",
      "152 EAST 118 STREET\n",
      "10035\n",
      "152 EAST 118 STREET\n",
      "10035\n",
      "152 EAST 118 STREET\n",
      "10035\n",
      "333 EAST 119 STREET\n",
      "10035\n",
      "165 EAST 104 STREET\n",
      "10029\n",
      "158 EAST 100 STREET\n",
      "10029\n",
      "117 EAST 102 STREET\n",
      "10029\n",
      "227 EAST 111 STREET\n",
      "10029\n",
      "305 EAST 108 STREET\n",
      "10029\n",
      "333 EAST 109 STREET\n",
      "10029\n",
      "317 EAST 111 STREET\n",
      "10029\n",
      "416 EAST 117 STREET\n",
      "10035\n",
      "450 EAST 117 STREET\n",
      "10035\n",
      "249 EAST 118 STREET\n",
      "10035\n",
      "346 EAST 119 STREET\n",
      "10035\n",
      "119 EAST 101 STREET\n",
      "10029\n",
      "306 EAST 105 STREET\n",
      "10029\n",
      "440 EAST 117 STREET\n",
      "10035\n",
      "418 EAST 115 STREET\n",
      "10029\n",
      "168 EAST 100 STREET\n",
      "10029\n",
      "152 EAST 106 STREET\n",
      "10029\n",
      "205 EAST 123 STREET\n",
      "10035\n",
      "223 EAST 118 STREET\n",
      "10035\n",
      "207 EAST 121 STREET\n",
      "10035\n",
      "467 WEST 140 STREET\n",
      "10031\n",
      "642 WEST 138 STREET\n",
      "10031\n",
      "540 WEST 148 STREET\n",
      "10031\n",
      "625 WEST 142 STREET\n",
      "10031\n",
      "626 WEST 147 STREET\n",
      "10031\n",
      "518 WEST 149 STREET\n",
      "10031\n",
      "429 WEST 146 STREET\n",
      "10031\n",
      "512 WEST 142 STREET\n",
      "10031\n",
      "541 WEST 144 STREET\n",
      "10031\n",
      "505 WEST 150 STREET\n",
      "10031\n",
      "560 WEST 151 STREET\n",
      "10031\n",
      "503 WEST 150 STREET\n",
      "10031\n",
      "530 WEST 152 STREET\n",
      "10031\n",
      "415 WEST 150 STREET\n",
      "10031\n",
      "545 WEST 148 STREET\n",
      "10031\n",
      "502 WEST 151 STREET\n",
      "10031\n",
      "609 WEST 137 STREET\n",
      "10031\n",
      "607 WEST 137 STREET\n",
      "10031\n",
      "605 WEST 137 STREET\n",
      "10031\n",
      "617 WEST 141 STREET\n",
      "10031\n",
      "611 WEST 148 STREET\n",
      "10031\n",
      "450 WEST 152 STREET\n",
      "10031\n",
      "640 WEST 139 STREET\n",
      "10031\n",
      "443 WEST 151 STREET\n",
      "10031\n",
      "461 WEST 150 STREET\n",
      "10031\n",
      "603 WEST 148 STREET\n",
      "10031\n",
      "458 WEST 146 STREET\n",
      "10031\n",
      "513 WEST 149 STREET\n",
      "10031\n",
      "549 WEST 146 STREET\n",
      "10031\n",
      "538 WEST 147 STREET\n",
      "10031\n",
      "408 WEST 129 STREET\n",
      "10027\n",
      "516 WEST 134 STREET\n",
      "10031\n",
      "507 WEST 134 STREET\n",
      "10031\n",
      "520 WEST 139 STREET\n",
      "10031\n",
      "616 WEST 137 STREET\n",
      "10031\n",
      "616 WEST 137 STREET\n",
      "10031\n",
      "3410-3418 BROADWAY\n",
      "10031\n",
      "412 WEST 126 STREET\n",
      "10027\n",
      "416 WEST 126 STREET\n",
      "10027\n",
      "423 WEST 126 STREET\n",
      "10027\n",
      "614 WEST 131 STREET\n",
      "10027\n",
      "502 WEST 213 STREET\n",
      "10034\n",
      "420 WEST 206 STREET\n",
      "10034\n",
      "680 WEST 204 STREET\n",
      "10034\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "687 WEST 204\n",
      "10034\n",
      "585 WEST 214 ST\n",
      "10034\n",
      "425 WEST 218 STREET\n",
      "10034\n",
      "350 EAST 19 STREET\n",
      "10003\n",
      "305 EAST 24 STREET\n",
      "10010\n",
      "305 EAST 24 STREET\n",
      "10010\n",
      "333 EAST 34 STREET\n",
      "10016\n",
      "311 EAST 38 STREET\n",
      "10016\n",
      "415 EAST 37 STREET\n",
      "10016\n",
      "455 F D R DRIVE\n",
      "10002\n",
      "475 F.D.R DRIVE\n",
      "10002\n",
      "5 WEST 101 STREET\n",
      "10025\n",
      "21 WEST 106 STREET\n",
      "10025\n",
      "4 WEST 108 STREET\n",
      "10025\n",
      "8 WEST 108 STREET\n",
      "10025\n",
      "302 WEST 114 STREET\n",
      "10026\n",
      "312 WEST 114 STREET\n",
      "10026\n",
      "15 WEST 107 STREET\n",
      "10025\n",
      "7 WEST 108 STREET\n",
      "10025\n",
      "3 WEST 108 STREET\n",
      "10025\n",
      "61 WEST 104 STREET\n",
      "10025\n",
      "7 WEST96TH STREET\n",
      "10025\n",
      "4 WEST 105 STREET\n",
      "10025\n",
      "4 WEST 109 STREET\n",
      "10025\n",
      "67 WEST 107 STREET\n",
      "10025\n",
      "63 WEST 107 STREET\n",
      "10025\n",
      "2131 FREDRICK DOUGLASS BL\n",
      "10026\n",
      "135 EAST 54 STREET\n",
      "10022\n",
      "140 E. 56 ST\n",
      "10022\n",
      "150 EAST 56 STREET\n",
      "10022\n",
      "220 EAST 54 STREET\n",
      "10022\n",
      "245 EAST 54 STREET\n",
      "10022\n",
      "245 EAST 54 STREET\n",
      "10022\n",
      "245 EAST 54 STREET\n",
      "10022\n",
      "240 E 55 ST\n",
      "10022\n",
      "209 EAST 56 STREET\n",
      "10022\n",
      "305 E 40 ST\n",
      "10016\n",
      "305 E. 40 ST\n",
      "10016\n",
      "305 EAST 40 STREET\n",
      "10016\n",
      "333 EAST 41 STREET\n",
      "10017\n",
      "333 EAST 41 STREET\n",
      "10017\n",
      "320 EAST 42 STREET\n",
      "10017\n",
      "320 EAST 42 STREET\n",
      "10017\n",
      "321 EAST 43 STREET\n",
      "10017\n",
      "333 EAST 43 STREET\n",
      "10017\n",
      "300 E. 54 ST\n",
      "10022\n",
      "345 EAST 54 STREET\n",
      "10022\n",
      "345 EAST 54 STREET\n",
      "10022\n",
      "333 EAST 55 STREET\n",
      "10022\n",
      "333 EAST 55 STREET\n",
      "10022\n",
      "434 EAST 52 STREET\n",
      "10022\n",
      "414 EAST 52 STREET\n",
      "10022\n",
      "415 EAST 52 STREET\n",
      "10022\n",
      "400 EAST 56 ST\n",
      "10022\n",
      "400 EAST 56 STREET\n",
      "10022\n",
      "419 EAST 57\n",
      "10022\n",
      "447 EAST57TH STREET\n",
      "10022\n",
      "455 EAST 57\n",
      "10022\n",
      "425 EAST 58 STREET\n",
      "10022\n",
      "425 EAST58 STREET\n",
      "10022\n",
      "235 EAST 40 STREET\n",
      "10016\n",
      "240 EAST 47 STREET\n",
      "10017\n",
      "230 EAST 52ND STRET\n",
      "10022\n",
      "200 E. 58 ST\n",
      "10022\n",
      "345 EAST 50TH\n",
      "10022\n",
      "411 E 53 ST\n",
      "10022\n",
      "1335 AVENUE OF THE AMER\n",
      "10019\n",
      "180 WEST 58\n",
      "10019\n",
      "345 WEST 55 STREET\n",
      "10019\n",
      "310 W. 56 ST\n",
      "10019\n",
      "345 WEST 58TH STRET\n",
      "10019\n",
      "345 WEST 58 STREET\n",
      "10019\n",
      "343-345 WEST 58 STREET\n",
      "10019\n",
      "343-345 WEST 58 STREET\n",
      "10019\n",
      "343-345 WEST 58 STREET\n",
      "10019\n",
      "27 WEST 55 STREET\n",
      "10019\n",
      "146 WEST 57TH\n",
      "10019\n",
      "393 WEST 49\n",
      "10019\n",
      "310 WEST 52 STREET\n",
      "10019\n",
      "300 W 53 ST\n",
      "10019\n",
      "333 WEST 56 STREET\n",
      "10019\n",
      "322 WEST 57TH\n",
      "10019\n",
      "18 WEST 48 STREET\n",
      "10036\n",
      "15 WEST 53 STREET\n",
      "10019\n",
      "77 W 55 STREET\n",
      "10019\n",
      "33 WEST 56 STREET\n",
      "10019\n",
      "57 WEST 58 STREET\n",
      "10019\n",
      "30 WEST 56 ST\n",
      "10019\n",
      "102 WEST 57TH\n",
      "10019\n",
      "501 WEST 123 STREET\n",
      "10027\n",
      "70 LASALLE STREET\n",
      "10027\n",
      "80 LASALLE STREET\n",
      "10027\n",
      "100 LASALLE STREET\n",
      "10027\n",
      "100 LASALLE STREET\n",
      "10027\n",
      "100 LASALLE\n",
      "10027\n",
      "501 WEST 123 STREET\n",
      "10027\n",
      "100 LASALLE STREET\n",
      "10027\n",
      "80 LASALLE STREET\n",
      "10027\n",
      "90 LASALLE STREET\n",
      "10027\n",
      "90 LASALLE STREET\n",
      "10027\n",
      "90 LASALLE STREET\n",
      "10027\n",
      "90 LASALLE STREET\n",
      "10027\n",
      "80 LASALLE STREET\n",
      "10027\n",
      "80 LASALLE STREET\n",
      "10027\n",
      "100 LASALLE STREET\n",
      "10027\n",
      "100 LASALLE STREET\n",
      "10027\n",
      "80 LASALLE STREET\n",
      "10027\n",
      "100 LASALLE STREET\n",
      "10027\n",
      "70 LASALLE STREET\n",
      "10027\n",
      "70 LASALLE STREET\n",
      "10027\n",
      "80 LASALLE ST\n",
      "10027\n",
      "126 EAST 37 STREET\n",
      "10016\n",
      "115 EAST 36 STREET\n",
      "10016\n",
      "132 EAST 35 STREET\n",
      "10016\n",
      "132 EAST 35 STREET\n",
      "10016\n",
      "152 EAST 35 STREET\n",
      "10016\n",
      "136 EAST 36 STREET\n",
      "10016\n",
      "137 EAST 36 STREET\n",
      "10016\n",
      "160 EAST 38 STREET\n",
      "10016\n",
      "135 EAST 39 STREET\n",
      "10016\n",
      "240 EAST 35 STREET\n",
      "10016\n",
      "210 EAST 36 STREET\n",
      "10016\n",
      "210 EAST 36 STREET\n",
      "10016\n",
      "210 EAST 36 STREET\n",
      "10016\n",
      "200 E 36 ST\n",
      "10016\n",
      "225 EAST 36 STREET\n",
      "10016\n",
      "225 EAST 36 STREET\n",
      "10016\n",
      "201 EAST 37 STREET\n",
      "10016\n",
      "45 EAST 30 STREET\n",
      "10016\n",
      "150 EAST 37 STREET\n",
      "10016\n",
      "250 EAST 31 STREET\n",
      "10016\n",
      "200 EAST 32 STREET\n",
      "10016\n",
      "201 EAST 36 STREET\n",
      "10016\n",
      "250 EAST 40 STREET\n",
      "10016\n",
      "54 MAC DOUGAL STREET\n",
      "10012\n",
      "176 AVENUE OF THE AMER\n",
      "10013\n",
      "140 AVENUE OF THE AMER\n",
      "10013\n",
      "166-174 AVENUE OF THE AMERIC\n",
      "10012\n",
      "19 EAST 75 STREET\n",
      "10021\n",
      "52 EAST 66 STREET\n",
      "10065\n",
      "508 EAST 78 STREET\n",
      "10075\n",
      "508 EAST 78 STREET\n",
      "10075\n",
      "551-575 MAIN STREET\n",
      "10044\n",
      "29 EAST 64 STREET\n",
      "10065\n",
      "55 EAST 65\n",
      "10065\n",
      "53 EAST 66 STREET\n",
      "10065\n",
      "3 EAST 71 STREET\n",
      "10021\n",
      "20 EAST 74 STREET\n",
      "10021\n",
      "57 EAST 75 STREET\n",
      "10021\n",
      "65 E. 76 STREET\n",
      "10021\n",
      "118EAST EAST 60TH STREET\n",
      "10022\n",
      "150 EAST 61 STREET\n",
      "10065\n",
      "150 EAST 61\n",
      "10065\n",
      "150 EAST 61\n",
      "10065\n",
      "167 EAST 61 STREET\n",
      "10065\n",
      "167 EAST 61 STREET\n",
      "10065\n",
      "167 E 61 ST\n",
      "10065\n",
      "167 EAST 61 STREET\n",
      "10065\n",
      "175 EAST 62\n",
      "10065\n",
      "175 EAST 62 STREET\n",
      "10065\n",
      "160 EAST 65 STREET\n",
      "10065\n",
      "150 EAST 69 STREET\n",
      "10065\n",
      "169 EAST 69 STREET\n",
      "10021\n",
      "155 EAST 73 STREET\n",
      "10021\n",
      "168 EAST 74 STREET\n",
      "10021\n",
      "112 EAST 74 STREET\n",
      "10021\n",
      "175 EAST 74 STREET\n",
      "10021\n",
      "205 EAST 63 STREET\n",
      "10065\n",
      "201 EAST 66 STREET\n",
      "10065\n",
      "230 EAST 73 STREET\n",
      "10021\n",
      "235 EAST 73 STREET\n",
      "10021\n",
      "200 EAST 74 STREET\n",
      "10021\n",
      "225 E. 76 ST\n",
      "10021\n",
      "225 EAST 76 STREET\n",
      "10021\n",
      "241 EAST 76 STREET\n",
      "10075\n",
      "212 EAST 77\n",
      "10075\n",
      "301 EAST 62 STREET\n",
      "10065\n",
      "301 EAST 63 ST\n",
      "10065\n",
      "301 EAST 64 STREET\n",
      "10065\n",
      "315 EAST 65 STREET\n",
      "10065\n",
      "315 E68TH\n",
      "10065\n",
      "315 EAST 68 STREET\n",
      "10065\n",
      "310 EAST 70 STREET\n",
      "10021\n",
      "315 EAST 70 STREET\n",
      "10021\n",
      "315 EAST 70 STREET\n",
      "10021\n",
      "300 EAST 74 STREET\n",
      "10021\n",
      "370 EAST 76 STREET\n",
      "10021\n",
      "363 EAST 76 STREET\n",
      "10075\n",
      "363 E 76 ST\n",
      "10075\n",
      "301 EAST 78 STREET\n",
      "10075\n",
      "301 EAST 78 STREET\n",
      "10075\n",
      "405 EAST 63 STREET\n",
      "10065\n",
      "444 EAST 75 STREET\n",
      "10021\n",
      "212 EAST 70 STREET\n",
      "10021\n",
      "166 EAST 63 STREET\n",
      "10065\n",
      "181 EAST 65 STREET\n",
      "10065\n",
      "220 EAST 65 STREET\n",
      "10065\n",
      "255 EAST 74 STREET\n",
      "10021\n",
      "340 E 64 ST\n",
      "10065\n",
      "400 EAST 67 STREET\n",
      "10065\n",
      "404 EAST 76 STREET\n",
      "10021\n",
      "530 EAST 76 STREET\n",
      "10021\n",
      "45 EAST 66 STREET\n",
      "10065\n",
      "139 EAST 63 STREET\n",
      "10065\n",
      "233 EAST 69 STREET\n",
      "10021\n",
      "240 EAST 76 STREET\n",
      "10021\n",
      "205 EAST 78 STREET\n",
      "10075\n",
      "205 EAST 78 STREET\n",
      "10075\n",
      "333 EAST 75 ST\n",
      "10021\n",
      "425 E 63 ST\n",
      "10065\n",
      "420 EAST 64 STREET\n",
      "10065\n",
      "420 EAST 64 STREET\n",
      "10065\n",
      "420 EAST 64 STREET\n",
      "10065\n",
      "420 EAST 64 STREET\n",
      "10065\n",
      "316 EAST 81 STREET\n",
      "10028\n",
      "177 EAST 93 STREET\n",
      "10128\n",
      "229 EAST 81 STREET\n",
      "10028\n",
      "205 EAST 88 STREET\n",
      "10128\n",
      "203 EAST 89 STREET\n",
      "10128\n",
      "205 EAST 89 STREET\n",
      "10128\n",
      "333 E 85 ST\n",
      "10028\n",
      "521 EAST 88 STREET\n",
      "10128\n",
      "10 EAST 85 STREET\n",
      "10028\n",
      "35 EAST 85 STREET\n",
      "10028\n",
      "45 EAST 85 STREET\n",
      "10028\n",
      "56 EAST 87 STREET\n",
      "10128\n",
      "12 EAST 87 ST\n",
      "10128\n",
      "55 EAST 87\n",
      "10128\n",
      "162 E. 80 ST\n",
      "10075\n",
      "140 EAST 81 STREET\n",
      "10028\n",
      "151 EAST 83 STREET\n",
      "10028\n",
      "135 EAST 83 STREET\n",
      "10028\n",
      "111 EAST 85 ST\n",
      "10028\n",
      "124 EAST 91 STREET\n",
      "10128\n",
      "108 EAST 91 STREET\n",
      "10128\n",
      "125 EAST 93 STREET\n",
      "10128\n",
      "131 EAST 93 STREET\n",
      "10128\n",
      "155 EAST 93 STREET\n",
      "10128\n",
      "181 EAST 93 STREET\n",
      "10128\n",
      "152 EAST 94 STREET\n",
      "10128\n",
      "222 EAST 80 STREET\n",
      "10075\n",
      "235 E. 87\n",
      "10128\n",
      "200 EAST 90 STREET\n",
      "10128\n",
      "330 EAST 80 STREET\n",
      "10075\n",
      "345 E. 81 ST\n",
      "10028\n",
      "345 EAST 81 STREET\n",
      "10028\n",
      "332 EAST 84 STREET\n",
      "10028\n",
      "301 EAST 87 STREET\n",
      "10128\n",
      "313 EAST 89 STREET\n",
      "10128\n",
      "340 EAST 93 STREET\n",
      "10128\n",
      "340 EAST 93 STREET\n",
      "10128\n",
      "345 EAST 93 STREET\n",
      "10128\n",
      "345 EAST 93 STREET\n",
      "10128\n",
      "345 EAST 93 STREET\n",
      "10128\n",
      "430 EAST 87\n",
      "10128\n",
      "525 EAST 82 STREET\n",
      "10028\n",
      "515 EAST 85 STREET\n",
      "10028\n",
      "520 EAST 90 STREET\n",
      "10128\n",
      "40 EAST 94 STREET\n",
      "10128\n",
      "110 EAST 87 ST\n",
      "10128\n",
      "170 EAST 87 STREET\n",
      "10128\n",
      "205 EAST 85 STREET\n",
      "10028\n",
      "245 EAST 93 STREET\n",
      "10128\n",
      "350 EAST 82 STREET\n",
      "10028\n",
      "305 EAST 85 STREET\n",
      "10028\n",
      "25 EAST 83 STREET\n",
      "10028\n",
      "45 EAST 89 STREET\n",
      "10128\n",
      "19 EAST 108 STREET\n",
      "10029\n",
      "20 WEST 71 STREET\n",
      "10023\n",
      "44 WEST 62 STREET\n",
      "10023\n",
      "10 WEST 66 STREET\n",
      "10023\n",
      "50 WEST 67 STREET\n",
      "10023\n",
      "39 WEST 67 STREET\n",
      "10023\n",
      "27 WEST 67 STREET\n",
      "10023\n",
      "60 W. 68 ST\n",
      "10023\n",
      "24 W 69 ST\n",
      "10023\n",
      "18 WEST 70 STREET\n",
      "10023\n",
      "40 WEST77TH STREET\n",
      "10024\n",
      "165 WEST 66 STREET\n",
      "10023\n",
      "165 WEST 66 STREET\n",
      "10023\n",
      "165 WEST 66 STREET\n",
      "10023\n",
      "120 WEST 70 STREET\n",
      "10023\n",
      "167 WEST 71 STREET\n",
      "10023\n",
      "175 WEST 73 STREET\n",
      "10023\n",
      "175 WEST 73 STREET\n",
      "10023\n",
      "170 WEST 76 STREET\n",
      "10023\n",
      "215 WEST 78 STREET\n",
      "10024\n",
      "303 WEST 66 STREET\n",
      "10023\n",
      "320 W. 76 ST\n",
      "10023\n",
      "43 WEST 61 STREET\n",
      "10023\n",
      "62 WEST 62 STREET\n",
      "10023\n",
      "20 WEST 64 STREET\n",
      "10023\n",
      "43 WEST 64 STREET\n",
      "10023\n",
      "161 WEST 61 STREET\n",
      "10023\n",
      "161 W 61 ST\n",
      "10023\n",
      "160 WEST 66 STREET\n",
      "10023\n",
      "61 WEST 62 STREET\n",
      "10023\n",
      "175 WEST 88 STREET\n",
      "10024\n",
      "332 WEST 87 STREET\n",
      "10024\n",
      "110 WEST 80 ST\n",
      "10024\n",
      "134 WEST 81 STREET\n",
      "10024\n",
      "15 WEST 81 ST\n",
      "10024\n",
      "2 WEST 90 STREET\n",
      "10024\n",
      "55 WEST 95 ST\n",
      "10025\n",
      "175 WEST 93 STREET\n",
      "10025\n",
      "110 WEST 94 STREET\n",
      "10025\n",
      "201 WEST 89 STREET\n",
      "10024\n",
      "288 WEST 92 STREET\n",
      "10025\n",
      "288 WEST 92 STREET\n",
      "10025\n",
      "215 WEST 92 STREET\n",
      "10025\n",
      "205 WEST 95 STREET\n",
      "10025\n",
      "310 WEST 85 STREET\n",
      "10024\n",
      "345 WEST 88 STREET\n",
      "10024\n",
      "345 WEST 88 STREET\n",
      "10024\n",
      "20 WEST 84 STREET\n",
      "10024\n",
      "215 WEST 95 STREET\n",
      "10025\n",
      "101 WEST 81   ST\n",
      "10024\n",
      "175 WEST 92 STREET\n",
      "10025\n",
      "180 WEST 93 STREET\n",
      "10025\n",
      "180 WEST 93 STREET\n",
      "10025\n",
      "106 WEST 105 STREET\n",
      "10025\n",
      "109 WEST 105 STREET\n",
      "10025\n",
      "125 WEST 106 STREET\n",
      "10025\n",
      "123 WEST 106 STREET\n",
      "10025\n",
      "216 WEST 108 STREET\n",
      "10025\n",
      "203 WEST 108 STREET\n",
      "10025\n",
      "627 WEST 113 STREET\n",
      "10025\n",
      "120 WEST 105 STREET\n",
      "10025\n",
      "220 WEST 107 STREET\n",
      "10025\n",
      "329 WEST 101 STREET\n",
      "10025\n",
      "308 WEST 104 STREET\n",
      "10025\n",
      "212 WEST 105 STREET\n",
      "10025\n",
      "312 WEST 107 STREET\n",
      "10025\n",
      "255 WEST 98 STREET\n",
      "10025\n",
      "245 WEST 104 STREET\n",
      "10025\n",
      "200 WEST 108 STREET\n",
      "10025\n",
      "255 WEST 108 STREET\n",
      "10025\n",
      "504 WEST 111 STREET\n",
      "10025\n",
      "305 WEST 98 STREET\n",
      "10025\n",
      "310 WEST 99 STREET\n",
      "10025\n",
      "306 WEST 100 STREET\n",
      "10025\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "310 WEST 106 STREET\n",
      "10025\n",
      "310 WEST 106 STREET\n",
      "10025\n",
      "390 RSD\n",
      "10025\n",
      "615 WEST 113 STREET\n",
      "10025\n",
      "209 WEST 104 STREET\n",
      "10025\n",
      "272 WEST 107 STREET\n",
      "10025\n",
      "200 WEST 109 STREET\n",
      "10025\n",
      "318 WEST 100 STREET\n",
      "10025\n",
      "314 WEST 100 STREET\n",
      "10025\n",
      "235 WEST 102 STREET\n",
      "10025\n",
      "235 WEST 102 STREET\n",
      "10025\n",
      "301 WEST 108 STREET\n",
      "10025\n",
      "432 WEST 162 STREET\n",
      "10032\n",
      "613 WEST 169 STREET\n",
      "10032\n",
      "521-523 WEST 156 STREET\n",
      "10032\n",
      "531 WEST 156 STREET\n",
      "10032\n",
      "539 WEST 156 STREET\n",
      "10032\n",
      "516 WEST 159 STREET\n",
      "10032\n",
      "571 WEST 159 STREET\n",
      "10032\n",
      "574 WEST 161 STREET\n",
      "10032\n",
      "522 WEST 161 STREET\n",
      "10032\n",
      "505 WEST 161 STREET\n",
      "10032\n",
      "502 WEST 167 STREET\n",
      "10032\n",
      "510 WEST 171 STREET\n",
      "10032\n",
      "508 WEST 172 STREET\n",
      "10032\n",
      "526 WEST 173 STREET\n",
      "10032\n",
      "605 WEST 177 STREET\n",
      "10033\n",
      "570 WEST 156 STREET\n",
      "10032\n",
      "625 WEST 156 STREET\n",
      "10032\n",
      "25 FORT WASHINGTON AVEN\n",
      "10032\n",
      "566 WEST 159\n",
      "10032\n",
      "565 W. 169 ST\n",
      "10032\n",
      "611 WEST156TH STREET\n",
      "10032\n",
      "371 FT. WASHINGTON AVENU\n",
      "10033\n",
      "371 FORT WASHINGTON AVEN\n",
      "10033\n",
      "359 FORT WASHINGTON AVEN\n",
      "10033\n",
      "1248 SAINT NICHOLAS AVENU\n",
      "10032\n",
      "446 WEST 163 STREET\n",
      "10032\n",
      "563 WEST 182 STREET\n",
      "10033\n",
      "659 WEST 187 STREET\n",
      "10033\n",
      "508 WEST 180 STREET\n",
      "10033\n",
      "561 WEST 186 STREET\n",
      "10033\n",
      "556 WEST 188 STREET\n",
      "10040\n",
      "552 WEST 188 STREET\n",
      "10040\n",
      "519 WEST 189 STREET\n",
      "10040\n",
      "511 WEST 189 STREET\n",
      "10040\n",
      "661 WEST 179 STREET\n",
      "10033\n",
      "620 WEST 182 STREET\n",
      "10033\n",
      "649 WEST 184 STREET\n",
      "10033\n",
      "720 WEST 180 STREET\n",
      "10033\n",
      "716 WEST 180 STREET\n",
      "10033\n",
      "550 FORT WASHINGTON AVEN\n",
      "10033\n",
      "550 FT. WASHINGTON AVENU\n",
      "10033\n",
      "447 FORT WASHINGTON AVEN\n",
      "10033\n",
      "447 FT. WASHINGTON AVENU\n",
      "10033\n",
      "447 FT. WASHINGTON AVENU\n",
      "10033\n",
      "870 WEST 181ST STREE\n",
      "10033\n",
      "689 FORT WASHINGTON AVEN\n",
      "10040\n",
      "689 FORT WASHINGTON AVEN\n",
      "10040\n",
      "720 FORT WASHINGTON AVEN\n",
      "10040\n",
      "720 FORT WASHINGTON AVEN\n",
      "10040\n",
      "720 FORT WASHINGTON AVEN\n",
      "10040\n",
      "720 FORT WASHINGTON AVEN\n",
      "10040\n",
      "720 FORT WASHINGTON AVEN\n",
      "10040\n",
      "720 FORT WASHINGTON AVEN\n",
      "10040\n",
      "720 FORT WASHINGTON AVEN\n",
      "10040\n",
      "720 FT. WASHINGTON AVENU\n",
      "10040\n",
      "730 FORT WASHINGTON AVEN\n",
      "10040\n",
      "730 FORT WASHINGTON AVEN\n",
      "10040\n",
      "730 FORT WASHINGTON AVEN\n",
      "10040\n",
      "730 FORT WASHINGTON AVEN\n",
      "10040\n",
      "736 WEST 187 STREET\n",
      "10033\n",
      "657 WEST 187 STREET\n",
      "10033\n",
      "653 WEST 187 STREET\n",
      "10033\n"
     ]
    }
   ],
   "source": [
    "geolocator = Nominatim(user_agent=\"my-app\")\n",
    "\n",
    "for i in range(len(addresses)):\n",
    "    address = addresses.iloc[i]['address'].strip()\n",
    "    zipcode = str(int(addresses.iloc[i]['zip_code']))\n",
    "    query = {'street':address,'postalcode':zipcode,'city':'Manhattan','state':'NY'}\n",
    "    location = geolocator.geocode(query=query)\n",
    "    if location != None:\n",
    "        addresses.loc[i, 'longitude'] = location.longitude\n",
    "        addresses.loc[i, 'latitude'] = location.latitude\n",
    "    else:\n",
    "        print(address)\n",
    "        print(zipcode)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>address</th>\n",
       "      <th>zip_code</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>345 WEST 14TH   STREET</td>\n",
       "      <td>10014.0</td>\n",
       "      <td>-74.005344</td>\n",
       "      <td>40.740946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>229 EAST 2ND   STREET</td>\n",
       "      <td>10009.0</td>\n",
       "      <td>-73.982494</td>\n",
       "      <td>40.721437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>243 EAST 7TH   STREET</td>\n",
       "      <td>10009.0</td>\n",
       "      <td>-73.978167</td>\n",
       "      <td>40.723987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>238 EAST 4TH   STREET</td>\n",
       "      <td>10009.0</td>\n",
       "      <td>-73.983016</td>\n",
       "      <td>40.723281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>715 EAST 5TH   STREET</td>\n",
       "      <td>10009.0</td>\n",
       "      <td>-73.978860</td>\n",
       "      <td>40.722750</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     address  zip_code  longitude   latitude\n",
       "0  345 WEST 14TH   STREET                      10014.0 -74.005344  40.740946\n",
       "1  229 EAST 2ND   STREET                       10009.0 -73.982494  40.721437\n",
       "2  243 EAST 7TH   STREET                       10009.0 -73.978167  40.723987\n",
       "3  238 EAST 4TH   STREET                       10009.0 -73.983016  40.723281\n",
       "4  715 EAST 5TH   STREET                       10009.0 -73.978860  40.722750"
      ]
     },
     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "addresses.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster_df = clean_df[['address','zip_code','neighborhood']].copy().drop_duplicates()\n",
    "cluster_df = cluster_df.merge(addresses, on=['address','zip_code'])\n",
    "cluster_df = cluster_df[~cluster_df['neighborhood'].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>address</th>\n",
       "      <th>zip_code</th>\n",
       "      <th>neighborhood</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>229 EAST 2ND   STREET</td>\n",
       "      <td>10009.0</td>\n",
       "      <td>ALPHABET CITY</td>\n",
       "      <td>-73.982494</td>\n",
       "      <td>40.721437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>243 EAST 7TH   STREET</td>\n",
       "      <td>10009.0</td>\n",
       "      <td>ALPHABET CITY</td>\n",
       "      <td>-73.978167</td>\n",
       "      <td>40.723987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>238 EAST 4TH   STREET</td>\n",
       "      <td>10009.0</td>\n",
       "      <td>ALPHABET CITY</td>\n",
       "      <td>-73.983016</td>\n",
       "      <td>40.723281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>715 EAST 5TH   STREET</td>\n",
       "      <td>10009.0</td>\n",
       "      <td>ALPHABET CITY</td>\n",
       "      <td>-73.978860</td>\n",
       "      <td>40.722750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>274 EAST SEVENTH STREET</td>\n",
       "      <td>10009.0</td>\n",
       "      <td>ALPHABET CITY</td>\n",
       "      <td>-73.992127</td>\n",
       "      <td>40.719418</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     address  zip_code   neighborhood  \\\n",
       "1  229 EAST 2ND   STREET                       10009.0  ALPHABET CITY   \n",
       "2  243 EAST 7TH   STREET                       10009.0  ALPHABET CITY   \n",
       "3  238 EAST 4TH   STREET                       10009.0  ALPHABET CITY   \n",
       "4  715 EAST 5TH   STREET                       10009.0  ALPHABET CITY   \n",
       "5  274 EAST SEVENTH STREET                     10009.0  ALPHABET CITY   \n",
       "\n",
       "   longitude   latitude  \n",
       "1 -73.982494  40.721437  \n",
       "2 -73.978167  40.723987  \n",
       "3 -73.983016  40.723281  \n",
       "4 -73.978860  40.722750  \n",
       "5 -73.992127  40.719418  "
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [],
   "source": [
    "features = ['longitude','latitude']\n",
    "class_name = 'neighborhood'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(cluster_df[features],\n",
    "                                                    cluster_df[class_name],\n",
    "                                                    test_size=0.2, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HARLEM-CENTRAL               56\n",
      "UPPER EAST SIDE (59-79)      55\n",
      "CHELSEA                      52\n",
      "UPPER EAST SIDE (79-96)      39\n",
      "MIDTOWN WEST                 33\n",
      "UPPER WEST SIDE (59-79)      29\n",
      "MIDTOWN EAST                 26\n",
      "GREENWICH VILLAGE-CENTRAL    25\n",
      "GREENWICH VILLAGE-WEST       24\n",
      "TRIBECA                      22\n",
      "SOHO                         21\n",
      "MANHATTAN VALLEY             19\n",
      "UPPER WEST SIDE (79-96)      19\n",
      "LOWER EAST SIDE              18\n",
      "CLINTON                      18\n",
      "HARLEM-EAST                  18\n",
      "HARLEM-UPPER                 17\n",
      "FLATIRON                     16\n",
      "EAST VILLAGE                 16\n",
      "CHINATOWN                    16\n",
      "WASHINGTON HEIGHTS LOWER     16\n",
      "WASHINGTON HEIGHTS UPPER     15\n",
      "MURRAY HILL                  14\n",
      "FASHION                      13\n",
      "UPPER WEST SIDE (96-116)     13\n",
      "FINANCIAL                    12\n",
      "CIVIC CENTER                 11\n",
      "ALPHABET CITY                10\n",
      "KIPS BAY                      8\n",
      "MIDTOWN CBD                   8\n",
      "SOUTHBRIDGE                   6\n",
      "LITTLE ITALY                  5\n",
      "GRAMERCY                      5\n",
      "HARLEM-WEST                   5\n",
      "JAVITS CENTER                 3\n",
      "UPPER EAST SIDE (96-110)      2\n",
      "MORNINGSIDE HEIGHTS           1\n",
      "Name: neighborhood, dtype: int64\n",
      "\n",
      "HARLEM-CENTRAL               283\n",
      "UPPER EAST SIDE (79-96)      212\n",
      "UPPER EAST SIDE (59-79)      192\n",
      "CHELSEA                      156\n",
      "MIDTOWN WEST                 136\n",
      "UPPER WEST SIDE (59-79)      113\n",
      "UPPER WEST SIDE (79-96)      110\n",
      "GREENWICH VILLAGE-WEST       104\n",
      "MIDTOWN EAST                 103\n",
      "MURRAY HILL                   94\n",
      "HARLEM-EAST                   93\n",
      "SOHO                          92\n",
      "TRIBECA                       92\n",
      "GREENWICH VILLAGE-CENTRAL     74\n",
      "FLATIRON                      72\n",
      "LOWER EAST SIDE               65\n",
      "CLINTON                       64\n",
      "WASHINGTON HEIGHTS UPPER      56\n",
      "EAST VILLAGE                  53\n",
      "WASHINGTON HEIGHTS LOWER      51\n",
      "UPPER WEST SIDE (96-116)      48\n",
      "HARLEM-UPPER                  47\n",
      "MANHATTAN VALLEY              43\n",
      "FASHION                       43\n",
      "FINANCIAL                     39\n",
      "CIVIC CENTER                  39\n",
      "GRAMERCY                      39\n",
      "MIDTOWN CBD                   37\n",
      "ALPHABET CITY                 35\n",
      "CHINATOWN                     33\n",
      "KIPS BAY                      33\n",
      "INWOOD                        27\n",
      "LITTLE ITALY                  19\n",
      "HARLEM-WEST                   18\n",
      "SOUTHBRIDGE                   13\n",
      "JAVITS CENTER                  8\n",
      "UPPER EAST SIDE (96-110)       6\n",
      "MORNINGSIDE HEIGHTS            2\n",
      "Name: neighborhood, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(y_test.value_counts())\n",
    "print()\n",
    "print(y_train.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [],
   "source": [
    "error = []\n",
    "\n",
    "# Calculating error for K values between 1 and 20\n",
    "for i in range(1, 20):\n",
    "    knn = KNeighborsClassifier(n_neighbors=i)\n",
    "    knn.fit(X_train, y_train)\n",
    "    pred_i = knn.predict(X_test)\n",
    "    error.append(np.mean(pred_i != y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Mean Error')"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# lowest error seems to be at 5, 7 , or 8\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(range(1, 20), error, color='red', linestyle='dashed', marker='o',\n",
    "         markerfacecolor='blue', markersize=10)\n",
    "plt.title('Error Rate K Value')\n",
    "plt.xlabel('K Value')\n",
    "plt.ylabel('Mean Error')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [],
   "source": [
    "# do 7 since odd number prevents a tie\n",
    "classifier = KNeighborsClassifier(n_neighbors=7)\n",
    "classifier.fit(X_train, y_train)\n",
    "y_pred = classifier.predict(X_test)\n",
    "error = np.mean(y_pred != y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.1836734693877551\n",
      "                           precision    recall  f1-score   support\n",
      "\n",
      "            ALPHABET CITY       1.00      0.90      0.95        10\n",
      "                  CHELSEA       0.96      0.85      0.90        52\n",
      "                CHINATOWN       0.83      0.94      0.88        16\n",
      "             CIVIC CENTER       1.00      0.82      0.90        11\n",
      "                  CLINTON       0.94      0.89      0.91        18\n",
      "             EAST VILLAGE       1.00      0.62      0.77        16\n",
      "                  FASHION       0.79      0.85      0.81        13\n",
      "                FINANCIAL       1.00      0.92      0.96        12\n",
      "                 FLATIRON       0.75      0.75      0.75        16\n",
      "                 GRAMERCY       0.83      1.00      0.91         5\n",
      "GREENWICH VILLAGE-CENTRAL       0.91      0.80      0.85        25\n",
      "   GREENWICH VILLAGE-WEST       0.91      0.88      0.89        24\n",
      "           HARLEM-CENTRAL       0.43      0.88      0.58        56\n",
      "              HARLEM-EAST       0.50      0.33      0.40        18\n",
      "             HARLEM-UPPER       0.50      0.24      0.32        17\n",
      "              HARLEM-WEST       0.75      0.60      0.67         5\n",
      "            JAVITS CENTER       1.00      1.00      1.00         3\n",
      "                 KIPS BAY       0.88      0.88      0.88         8\n",
      "             LITTLE ITALY       1.00      1.00      1.00         5\n",
      "          LOWER EAST SIDE       0.83      0.83      0.83        18\n",
      "         MANHATTAN VALLEY       1.00      0.68      0.81        19\n",
      "              MIDTOWN CBD       0.80      0.50      0.62         8\n",
      "             MIDTOWN EAST       0.62      0.96      0.76        26\n",
      "             MIDTOWN WEST       0.97      0.88      0.92        33\n",
      "      MORNINGSIDE HEIGHTS       0.00      0.00      0.00         1\n",
      "              MURRAY HILL       0.92      0.86      0.89        14\n",
      "                     SOHO       1.00      0.90      0.95        21\n",
      "              SOUTHBRIDGE       1.00      1.00      1.00         6\n",
      "                  TRIBECA       0.84      0.95      0.89        22\n",
      "  UPPER EAST SIDE (59-79)       1.00      0.82      0.90        55\n",
      "  UPPER EAST SIDE (79-96)       0.92      0.87      0.89        39\n",
      " UPPER EAST SIDE (96-110)       0.00      0.00      0.00         2\n",
      "  UPPER WEST SIDE (59-79)       0.93      0.93      0.93        29\n",
      "  UPPER WEST SIDE (79-96)       1.00      0.95      0.97        19\n",
      " UPPER WEST SIDE (96-116)       0.91      0.77      0.83        13\n",
      " WASHINGTON HEIGHTS LOWER       1.00      0.69      0.81        16\n",
      " WASHINGTON HEIGHTS UPPER       1.00      0.73      0.85        15\n",
      "\n",
      "                 accuracy                           0.82       686\n",
      "                macro avg       0.83      0.77      0.79       686\n",
      "             weighted avg       0.86      0.82      0.82       686\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/helloannietran/anaconda3/lib/python3.8/site-packages/sklearn/metrics/_classification.py:1221: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n"
     ]
    }
   ],
   "source": [
    "print(error)\n",
    "#print(confusion_matrix(y_test, y_pred))\n",
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Notes\n",
    "\n",
    "- Overall, using coordinates to identify neighboorhood works pretty well\n",
    "- A few things I could try:\n",
    "    - Stratify split between the labels\n",
    "    - HARLEM-CENTRAL has the highest support but pretty mediocre recall. Including more features might help.\n",
    "    - Combine some of these neighborhoods\n",
    "    - Rename some of these address could improve match. Like West to W"
   ]
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