heatmap.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: pylab import has clobbered these variables: ['f']\n",
      "`%matplotlib` prevents importing * from pylab and numpy\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "from main import main_CensusTract\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reporting facilities: 770\n",
      "Reported chemicals: 199\n",
      "Facilties reporting benzene 49\n",
      "Facilties reporting toluene 124\n",
      "Facilties reporting ethylbenzene 57\n",
      "Facilties reporting formaldehyde 31\n",
      "Census tracts with reporting facilities: 512\n",
      "Census tracts with facilities reporting benzene emissions (fugitive, stack): 32 , 32\n",
      "Census tracts with facilities reporting toluene emissions (fugitive, stack): 85 , 89\n",
      "Census tracts with facilities reporting ethylbenzene emissions (fugitive, stack): 36 , 38\n",
      "Census tracts with facilities reporting xylene emissions (fugitive, stack): 62 , 66\n",
      "Census tracts with facilities reporting formaldehyde emissions (fugitive, stack): 19 , 23\n",
      "Census tracts with facilities reporting dioxin emissions (fugitive, stack): 1 , 41\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "1.11025768805 0.195258127696 observed_Total_Per100k n_5_1_fugitive_air_benzene\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "71.5845200682 1.03203608045e-64 observed_Esophagus_Per100k n_5_1_fugitive_air_dioxin\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "217.134827266 5.67005289644e-100 observed_Kidney_Per100k n_5_1_fugitive_air_dioxin\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "3.50667422044 0.48772763931 observed_Oral_Per100k n_5_1_fugitive_air_dioxin\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "32.056254693 0.00444187113278 observed_Pancreas_Per100k n_5_1_fugitive_air_dioxin\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "1.33579605899 0.894827565731 observed_Bladder_Per100k n_5_2_stack_air_dioxin\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "2.66016144174 0.842525755842 observed_Colorectal_Per100k n_5_2_stack_air_dioxin\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "11.623830089 0.0866331852967 observed_Kidney_Per100k n_5_2_stack_air_dioxin\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "4.80691061345 0.502964382916 observed_Leukemia_Per100k n_5_2_stack_air_dioxin\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "25.2395685256 0.10137565441 observed_Lung_Per100k n_5_2_stack_air_dioxin\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "13.5721695692 0.36168055368 observed_NHL_Per100k n_5_2_stack_air_dioxin\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "5.76692816221 0.431020078388 observed_Oral_Per100k n_5_2_stack_air_dioxin\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "6.73597053322 0.057312508988 observed_Ovary_Per100k n_5_2_stack_air_dioxin\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "8.32899467577 0.633701597779 observed_Prostate_Per100k n_5_2_stack_air_dioxin\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "2.5792770677 0.693889059788 observed_Uterus_Per100k n_5_2_stack_air_dioxin\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "35.2726446159 0.667006427045 observed_Total_Per100k n_5_2_stack_air_dioxin\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "1.50000877607 0.912485646656 observed_Colorectal_Per100k dioxinTotal\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "11.7321493164 0.0774872964771 observed_Kidney_Per100k dioxinTotal\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "4.42556425646 0.531358341184 observed_Leukemia_Per100k dioxinTotal\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "23.7609639061 0.126327073655 observed_Lung_Per100k dioxinTotal\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "12.8167679157 0.378234709403 observed_NHL_Per100k dioxinTotal\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "5.61843868454 0.428602996546 observed_Oral_Per100k dioxinTotal\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "6.40642620117 0.0767373947923 observed_Ovary_Per100k dioxinTotal\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "6.56568742387 0.717818382553 observed_Prostate_Per100k dioxinTotal\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "2.40897525118 0.705729029095 observed_Uterus_Per100k dioxinTotal\n",
      "Cancer and pollutant combination with Coefficient > 1:\n",
      "28.2761257763 0.731992031263 observed_Total_Per100k dioxinTotal\n",
      "                               OLS Regression Results                              \n",
      "===================================================================================\n",
      "Dep. Variable:     observed_Kidney_Per100k   R-squared:                       0.104\n",
      "Model:                                 OLS   Adj. R-squared:                  0.103\n",
      "Method:                      Least Squares   F-statistic:                     419.8\n",
      "Date:                     Sat, 28 Nov 2015   Prob (F-statistic):               0.00\n",
      "Time:                             18:21:26   Log-Likelihood:                -21443.\n",
      "No. Observations:                     3820   AIC:                         4.290e+04\n",
      "Df Residuals:                         3813   BIC:                         4.294e+04\n",
      "Df Model:                                6                                         \n",
      "Covariance Type:                       HC0                                         \n",
      "=============================================================================================\n",
      "                                coef    std err          z      P>|z|      [95.0% Conf. Int.]\n",
      "---------------------------------------------------------------------------------------------\n",
      "Intercept                    14.0555      7.199      1.952      0.051        -0.055    28.166\n",
      "n_5_1_fugitive_air_dioxin   217.1348     10.230     21.225      0.000       197.084   237.186\n",
      "pctSmoking                    1.3921      0.381      3.650      0.000         0.644     2.140\n",
      "pctElderly                  324.3384     31.242     10.381      0.000       263.105   385.572\n",
      "income                        0.0002   5.37e-05      3.257      0.001      6.96e-05     0.000\n",
      "higherEd                     -5.1573     10.867     -0.475      0.635       -26.456    16.141\n",
      "unemploy                   -106.9702     30.038     -3.561      0.000      -165.843   -48.097\n",
      "==============================================================================\n",
      "Omnibus:                     4499.815   Durbin-Watson:                   1.911\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):          1798373.647\n",
      "Skew:                           5.656   Prob(JB):                         0.00\n",
      "Kurtosis:                     108.692   Cond. No.                     1.37e+07\n",
      "==============================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Standard Errors are heteroscedasticity robust (HC0)\n",
      "[2] The condition number is large, 1.37e+07. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    }
   ],
   "source": [
    "data = main_CensusTract()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>geoid11</th>\n",
       "      <th>tractFIPS_x</th>\n",
       "      <th>totPop_x</th>\n",
       "      <th>observed_Bladder_Per100k</th>\n",
       "      <th>observed_Bone_Per100k</th>\n",
       "      <th>observed_Brain_Per100k</th>\n",
       "      <th>observed_Breast_Per100k</th>\n",
       "      <th>observed_Colorectal_Per100k</th>\n",
       "      <th>observed_Esophagus_Per100k</th>\n",
       "      <th>observed_Kidney_Per100k</th>\n",
       "      <th>...</th>\n",
       "      <th>POLYCHLORINATED BIPHENYLS _AROCLORS_</th>\n",
       "      <th>PROPYLENE DICHLORIDE _1_2_DICHLOROPROPANE_</th>\n",
       "      <th>PROPYLENE OXIDE</th>\n",
       "      <th>TETRACHLOROETHYLENE _PERCHLOROETHYLENE_</th>\n",
       "      <th>TOXAPHENE _CHLORINATED CAMPHENE_</th>\n",
       "      <th>TRICHLOROETHYLENE</th>\n",
       "      <th>TRIFLURALIN</th>\n",
       "      <th>VINYL BROMIDE</th>\n",
       "      <th>VINYL CHLORIDE</th>\n",
       "      <th>GEOID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>36001000100</td>\n",
       "      <td>001000100</td>\n",
       "      <td>2151</td>\n",
       "      <td>232.450023</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>92.980009</td>\n",
       "      <td>139.470014</td>\n",
       "      <td>46.490005</td>\n",
       "      <td>46.490005</td>\n",
       "      <td>...</td>\n",
       "      <td>2.434393e-09</td>\n",
       "      <td>3.405384e-08</td>\n",
       "      <td>2.945063e-09</td>\n",
       "      <td>3.750346e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.878232e-07</td>\n",
       "      <td>9.657000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>1.924483e-07</td>\n",
       "      <td>36001000100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>36001000200</td>\n",
       "      <td>001000200</td>\n",
       "      <td>5024</td>\n",
       "      <td>19.904459</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>19.904459</td>\n",
       "      <td>238.853503</td>\n",
       "      <td>79.617834</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>19.904459</td>\n",
       "      <td>...</td>\n",
       "      <td>2.065563e-09</td>\n",
       "      <td>3.385064e-08</td>\n",
       "      <td>3.891075e-09</td>\n",
       "      <td>3.933357e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.984608e-07</td>\n",
       "      <td>8.019000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>2.498850e-07</td>\n",
       "      <td>36001000200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>36001000300</td>\n",
       "      <td>001000300</td>\n",
       "      <td>6132</td>\n",
       "      <td>163.078930</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>48.923679</td>\n",
       "      <td>163.078930</td>\n",
       "      <td>309.849967</td>\n",
       "      <td>48.923679</td>\n",
       "      <td>97.847358</td>\n",
       "      <td>...</td>\n",
       "      <td>1.708419e-09</td>\n",
       "      <td>3.351288e-08</td>\n",
       "      <td>2.070597e-09</td>\n",
       "      <td>1.933232e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.470776e-07</td>\n",
       "      <td>3.046000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>1.373998e-07</td>\n",
       "      <td>36001000300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>36001000401</td>\n",
       "      <td>001000401</td>\n",
       "      <td>2185</td>\n",
       "      <td>274.599542</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>45.766590</td>\n",
       "      <td>732.265446</td>\n",
       "      <td>503.432494</td>\n",
       "      <td>45.766590</td>\n",
       "      <td>91.533181</td>\n",
       "      <td>...</td>\n",
       "      <td>1.257243e-09</td>\n",
       "      <td>3.525264e-08</td>\n",
       "      <td>1.750328e-09</td>\n",
       "      <td>2.152756e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.467069e-07</td>\n",
       "      <td>7.760000e-13</td>\n",
       "      <td>0</td>\n",
       "      <td>1.254025e-07</td>\n",
       "      <td>36001000401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>36001000403</td>\n",
       "      <td>001000403</td>\n",
       "      <td>4356</td>\n",
       "      <td>206.611570</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22.956841</td>\n",
       "      <td>413.223140</td>\n",
       "      <td>229.568411</td>\n",
       "      <td>45.913682</td>\n",
       "      <td>114.784206</td>\n",
       "      <td>...</td>\n",
       "      <td>1.462910e-09</td>\n",
       "      <td>3.423808e-08</td>\n",
       "      <td>1.166407e-09</td>\n",
       "      <td>1.459656e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.269647e-07</td>\n",
       "      <td>1.908000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>7.951476e-08</td>\n",
       "      <td>36001000403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>36001000501</td>\n",
       "      <td>001000501</td>\n",
       "      <td>3456</td>\n",
       "      <td>57.870370</td>\n",
       "      <td>28.935185</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>57.870370</td>\n",
       "      <td>144.675926</td>\n",
       "      <td>28.935185</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.637051e-09</td>\n",
       "      <td>3.472141e-08</td>\n",
       "      <td>3.390389e-09</td>\n",
       "      <td>2.987483e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.888810e-07</td>\n",
       "      <td>2.620000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>2.197685e-07</td>\n",
       "      <td>36001000501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>36001000600</td>\n",
       "      <td>001000600</td>\n",
       "      <td>3394</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>58.927519</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>29.463760</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.764083e-09</td>\n",
       "      <td>3.385614e-08</td>\n",
       "      <td>3.681275e-09</td>\n",
       "      <td>2.674989e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.957310e-07</td>\n",
       "      <td>3.460000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>2.327474e-07</td>\n",
       "      <td>36001000600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>36001000700</td>\n",
       "      <td>001000700</td>\n",
       "      <td>3729</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>26.816841</td>\n",
       "      <td>53.633682</td>\n",
       "      <td>348.618933</td>\n",
       "      <td>268.168410</td>\n",
       "      <td>53.633682</td>\n",
       "      <td>80.450523</td>\n",
       "      <td>...</td>\n",
       "      <td>1.848264e-09</td>\n",
       "      <td>3.383457e-08</td>\n",
       "      <td>2.266991e-09</td>\n",
       "      <td>2.354687e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.526872e-07</td>\n",
       "      <td>4.575000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>1.468212e-07</td>\n",
       "      <td>36001000700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>36001000800</td>\n",
       "      <td>001000800</td>\n",
       "      <td>2049</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>48.804295</td>\n",
       "      <td>97.608590</td>\n",
       "      <td>146.412884</td>\n",
       "      <td>97.608590</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.805807e-09</td>\n",
       "      <td>3.372924e-08</td>\n",
       "      <td>5.826114e-09</td>\n",
       "      <td>5.577912e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>2.773896e-07</td>\n",
       "      <td>4.545000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>3.660985e-07</td>\n",
       "      <td>36001000800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>36001001100</td>\n",
       "      <td>001001100</td>\n",
       "      <td>804</td>\n",
       "      <td>124.378109</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124.378109</td>\n",
       "      <td>497.512438</td>\n",
       "      <td>870.646766</td>\n",
       "      <td>248.756219</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.187591e-09</td>\n",
       "      <td>3.342422e-08</td>\n",
       "      <td>5.519951e-09</td>\n",
       "      <td>4.037880e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>2.417860e-07</td>\n",
       "      <td>1.148800e-11</td>\n",
       "      <td>0</td>\n",
       "      <td>3.494079e-07</td>\n",
       "      <td>36001001100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>36001001400</td>\n",
       "      <td>001001400</td>\n",
       "      <td>3767</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>26.546323</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>318.555880</td>\n",
       "      <td>132.731617</td>\n",
       "      <td>26.546323</td>\n",
       "      <td>53.092647</td>\n",
       "      <td>...</td>\n",
       "      <td>1.727140e-09</td>\n",
       "      <td>3.347972e-08</td>\n",
       "      <td>3.509159e-09</td>\n",
       "      <td>3.266983e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.948095e-07</td>\n",
       "      <td>4.458000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>2.208895e-07</td>\n",
       "      <td>36001001400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>36001001500</td>\n",
       "      <td>001001500</td>\n",
       "      <td>4375</td>\n",
       "      <td>45.714286</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>137.142857</td>\n",
       "      <td>45.714286</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22.857143</td>\n",
       "      <td>...</td>\n",
       "      <td>1.600081e-09</td>\n",
       "      <td>3.398423e-08</td>\n",
       "      <td>2.750881e-09</td>\n",
       "      <td>1.966139e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.672611e-07</td>\n",
       "      <td>2.974000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>1.776088e-07</td>\n",
       "      <td>36001001500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>36001001600</td>\n",
       "      <td>001001600</td>\n",
       "      <td>3951</td>\n",
       "      <td>50.620096</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>303.720577</td>\n",
       "      <td>177.170337</td>\n",
       "      <td>50.620096</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.527259e-09</td>\n",
       "      <td>3.375820e-08</td>\n",
       "      <td>1.574486e-09</td>\n",
       "      <td>1.671084e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.350735e-07</td>\n",
       "      <td>2.535000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>1.039545e-07</td>\n",
       "      <td>36001001600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>36001001700</td>\n",
       "      <td>001001700</td>\n",
       "      <td>3703</td>\n",
       "      <td>81.015393</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>81.015393</td>\n",
       "      <td>351.066703</td>\n",
       "      <td>513.097489</td>\n",
       "      <td>54.010262</td>\n",
       "      <td>135.025655</td>\n",
       "      <td>...</td>\n",
       "      <td>1.547177e-09</td>\n",
       "      <td>3.402350e-08</td>\n",
       "      <td>2.923963e-09</td>\n",
       "      <td>2.112054e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.655543e-07</td>\n",
       "      <td>2.311000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>1.880021e-07</td>\n",
       "      <td>36001001700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>36001001801</td>\n",
       "      <td>001001801</td>\n",
       "      <td>6557</td>\n",
       "      <td>198.261400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>137.257892</td>\n",
       "      <td>625.285954</td>\n",
       "      <td>305.017539</td>\n",
       "      <td>15.250877</td>\n",
       "      <td>61.003508</td>\n",
       "      <td>...</td>\n",
       "      <td>1.434284e-09</td>\n",
       "      <td>3.417042e-08</td>\n",
       "      <td>8.906060e-10</td>\n",
       "      <td>1.550981e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.201232e-07</td>\n",
       "      <td>1.839000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>6.439468e-08</td>\n",
       "      <td>36001001801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>36001001802</td>\n",
       "      <td>001001802</td>\n",
       "      <td>3984</td>\n",
       "      <td>276.104418</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>50.200803</td>\n",
       "      <td>351.405622</td>\n",
       "      <td>376.506024</td>\n",
       "      <td>75.301205</td>\n",
       "      <td>175.702811</td>\n",
       "      <td>...</td>\n",
       "      <td>1.388490e-09</td>\n",
       "      <td>3.415993e-08</td>\n",
       "      <td>9.341440e-10</td>\n",
       "      <td>1.354379e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.213049e-07</td>\n",
       "      <td>1.566000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>6.528163e-08</td>\n",
       "      <td>36001001802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>36001001901</td>\n",
       "      <td>001001901</td>\n",
       "      <td>2644</td>\n",
       "      <td>113.464448</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>113.464448</td>\n",
       "      <td>264.750378</td>\n",
       "      <td>113.464448</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.484899e-09</td>\n",
       "      <td>3.365225e-08</td>\n",
       "      <td>1.326149e-09</td>\n",
       "      <td>1.572790e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.286357e-07</td>\n",
       "      <td>2.441000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>9.543127e-08</td>\n",
       "      <td>36001001901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>36001001902</td>\n",
       "      <td>001001902</td>\n",
       "      <td>2569</td>\n",
       "      <td>233.553912</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>77.851304</td>\n",
       "      <td>428.182172</td>\n",
       "      <td>389.256520</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>38.925652</td>\n",
       "      <td>...</td>\n",
       "      <td>1.540271e-09</td>\n",
       "      <td>3.379159e-08</td>\n",
       "      <td>9.758860e-10</td>\n",
       "      <td>1.258607e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.256031e-07</td>\n",
       "      <td>2.737000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>7.127585e-08</td>\n",
       "      <td>36001001902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>36001002000</td>\n",
       "      <td>001002000</td>\n",
       "      <td>4932</td>\n",
       "      <td>162.206002</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>20.275750</td>\n",
       "      <td>263.584753</td>\n",
       "      <td>202.757502</td>\n",
       "      <td>60.827251</td>\n",
       "      <td>101.378751</td>\n",
       "      <td>...</td>\n",
       "      <td>1.614785e-09</td>\n",
       "      <td>3.394964e-08</td>\n",
       "      <td>1.453913e-09</td>\n",
       "      <td>1.628979e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.342023e-07</td>\n",
       "      <td>3.416000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>1.013050e-07</td>\n",
       "      <td>36001002000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>36001002100</td>\n",
       "      <td>001002100</td>\n",
       "      <td>3076</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>162.548765</td>\n",
       "      <td>32.509753</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.631820e-09</td>\n",
       "      <td>3.377240e-08</td>\n",
       "      <td>8.589034e-09</td>\n",
       "      <td>1.905350e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>2.801727e-07</td>\n",
       "      <td>3.477000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>5.352098e-07</td>\n",
       "      <td>36001002100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>36001002200</td>\n",
       "      <td>001002200</td>\n",
       "      <td>2398</td>\n",
       "      <td>41.701418</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>166.805671</td>\n",
       "      <td>250.208507</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>41.701418</td>\n",
       "      <td>...</td>\n",
       "      <td>1.747112e-09</td>\n",
       "      <td>3.425122e-08</td>\n",
       "      <td>2.426765e-09</td>\n",
       "      <td>1.639996e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.535238e-07</td>\n",
       "      <td>4.344000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>1.580982e-07</td>\n",
       "      <td>36001002200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>36001002300</td>\n",
       "      <td>001002300</td>\n",
       "      <td>1817</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>55.035773</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>330.214640</td>\n",
       "      <td>275.178866</td>\n",
       "      <td>55.035773</td>\n",
       "      <td>55.035773</td>\n",
       "      <td>...</td>\n",
       "      <td>1.875430e-09</td>\n",
       "      <td>3.396427e-08</td>\n",
       "      <td>2.666502e-09</td>\n",
       "      <td>2.505407e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.646332e-07</td>\n",
       "      <td>5.687000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>1.739577e-07</td>\n",
       "      <td>36001002300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>36001002500</td>\n",
       "      <td>001002500</td>\n",
       "      <td>3424</td>\n",
       "      <td>29.205607</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>29.205607</td>\n",
       "      <td>58.411215</td>\n",
       "      <td>87.616822</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.079550e-09</td>\n",
       "      <td>3.468655e-08</td>\n",
       "      <td>2.667720e-09</td>\n",
       "      <td>2.458949e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.673377e-07</td>\n",
       "      <td>8.556000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>1.764908e-07</td>\n",
       "      <td>36001002500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>36001002600</td>\n",
       "      <td>001002600</td>\n",
       "      <td>5685</td>\n",
       "      <td>52.770449</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>35.180299</td>\n",
       "      <td>193.491645</td>\n",
       "      <td>123.131047</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>105.540897</td>\n",
       "      <td>...</td>\n",
       "      <td>1.736787e-09</td>\n",
       "      <td>3.411439e-08</td>\n",
       "      <td>1.535719e-09</td>\n",
       "      <td>1.594459e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.320552e-07</td>\n",
       "      <td>4.661000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>1.041194e-07</td>\n",
       "      <td>36001002600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>36001012700</td>\n",
       "      <td>001012700</td>\n",
       "      <td>2407</td>\n",
       "      <td>83.090985</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>83.090985</td>\n",
       "      <td>83.090985</td>\n",
       "      <td>83.090985</td>\n",
       "      <td>...</td>\n",
       "      <td>3.518984e-09</td>\n",
       "      <td>3.330388e-08</td>\n",
       "      <td>8.314430e-10</td>\n",
       "      <td>1.021154e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.277238e-07</td>\n",
       "      <td>1.857300e-11</td>\n",
       "      <td>0</td>\n",
       "      <td>6.629823e-08</td>\n",
       "      <td>36001012700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>36001012800</td>\n",
       "      <td>001012800</td>\n",
       "      <td>3288</td>\n",
       "      <td>60.827251</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>30.413625</td>\n",
       "      <td>152.068127</td>\n",
       "      <td>121.654501</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>91.240876</td>\n",
       "      <td>...</td>\n",
       "      <td>3.165447e-09</td>\n",
       "      <td>3.389137e-08</td>\n",
       "      <td>1.400252e-09</td>\n",
       "      <td>1.316780e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.408310e-07</td>\n",
       "      <td>9.724000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>9.715031e-08</td>\n",
       "      <td>36001012800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>36001012900</td>\n",
       "      <td>001012900</td>\n",
       "      <td>2880</td>\n",
       "      <td>104.166667</td>\n",
       "      <td>34.722222</td>\n",
       "      <td>69.444444</td>\n",
       "      <td>243.055556</td>\n",
       "      <td>486.111111</td>\n",
       "      <td>69.444444</td>\n",
       "      <td>69.444444</td>\n",
       "      <td>...</td>\n",
       "      <td>3.313465e-09</td>\n",
       "      <td>3.388552e-08</td>\n",
       "      <td>1.866506e-09</td>\n",
       "      <td>1.369041e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.512050e-07</td>\n",
       "      <td>6.554000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>1.256685e-07</td>\n",
       "      <td>36001012900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>36001013000</td>\n",
       "      <td>001013000</td>\n",
       "      <td>6468</td>\n",
       "      <td>231.910946</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>30.921459</td>\n",
       "      <td>401.978973</td>\n",
       "      <td>401.978973</td>\n",
       "      <td>92.764378</td>\n",
       "      <td>123.685838</td>\n",
       "      <td>...</td>\n",
       "      <td>3.015856e-09</td>\n",
       "      <td>3.402527e-08</td>\n",
       "      <td>9.191100e-10</td>\n",
       "      <td>1.332867e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.292935e-07</td>\n",
       "      <td>4.255000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>6.812000e-08</td>\n",
       "      <td>36001013000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>36001013100</td>\n",
       "      <td>001013100</td>\n",
       "      <td>2556</td>\n",
       "      <td>156.494523</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>469.483568</td>\n",
       "      <td>117.370892</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>39.123631</td>\n",
       "      <td>...</td>\n",
       "      <td>2.930902e-09</td>\n",
       "      <td>3.422028e-08</td>\n",
       "      <td>1.054483e-09</td>\n",
       "      <td>1.105815e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.288273e-07</td>\n",
       "      <td>3.194800e-11</td>\n",
       "      <td>0</td>\n",
       "      <td>7.745998e-08</td>\n",
       "      <td>36001013100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>36001013200</td>\n",
       "      <td>001013200</td>\n",
       "      <td>3588</td>\n",
       "      <td>167.224080</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>27.870680</td>\n",
       "      <td>362.318841</td>\n",
       "      <td>334.448161</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.735969e-09</td>\n",
       "      <td>3.411199e-08</td>\n",
       "      <td>1.430942e-09</td>\n",
       "      <td>1.557139e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.390368e-07</td>\n",
       "      <td>9.082000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>1.034004e-07</td>\n",
       "      <td>36001013200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3794</th>\n",
       "      <td>36119013202</td>\n",
       "      <td>119013202</td>\n",
       "      <td>2882</td>\n",
       "      <td>208.188758</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>104.094379</td>\n",
       "      <td>451.075642</td>\n",
       "      <td>277.585010</td>\n",
       "      <td>34.698126</td>\n",
       "      <td>277.585010</td>\n",
       "      <td>...</td>\n",
       "      <td>4.562110e-10</td>\n",
       "      <td>7.638875e-08</td>\n",
       "      <td>5.535690e-10</td>\n",
       "      <td>2.654340e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.643112e-07</td>\n",
       "      <td>4.620000e-13</td>\n",
       "      <td>0</td>\n",
       "      <td>6.942021e-08</td>\n",
       "      <td>36119013202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3795</th>\n",
       "      <td>36119013301</td>\n",
       "      <td>119013301</td>\n",
       "      <td>2506</td>\n",
       "      <td>119.712690</td>\n",
       "      <td>39.904230</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>159.616919</td>\n",
       "      <td>279.329609</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>39.904230</td>\n",
       "      <td>...</td>\n",
       "      <td>5.227600e-10</td>\n",
       "      <td>7.603391e-08</td>\n",
       "      <td>5.928490e-10</td>\n",
       "      <td>1.518865e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.791587e-07</td>\n",
       "      <td>5.870000e-13</td>\n",
       "      <td>0</td>\n",
       "      <td>4.075162e-08</td>\n",
       "      <td>36119013301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3796</th>\n",
       "      <td>36119013304</td>\n",
       "      <td>119013304</td>\n",
       "      <td>4462</td>\n",
       "      <td>44.822949</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>268.937696</td>\n",
       "      <td>89.645899</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22.411475</td>\n",
       "      <td>...</td>\n",
       "      <td>4.887430e-10</td>\n",
       "      <td>7.434664e-08</td>\n",
       "      <td>6.131250e-10</td>\n",
       "      <td>1.461064e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.672678e-07</td>\n",
       "      <td>5.590000e-13</td>\n",
       "      <td>0</td>\n",
       "      <td>4.547710e-08</td>\n",
       "      <td>36119013304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3797</th>\n",
       "      <td>36119013400</td>\n",
       "      <td>119013400</td>\n",
       "      <td>6395</td>\n",
       "      <td>62.548866</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>31.274433</td>\n",
       "      <td>203.283815</td>\n",
       "      <td>109.460516</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>62.548866</td>\n",
       "      <td>...</td>\n",
       "      <td>4.930500e-10</td>\n",
       "      <td>7.694138e-08</td>\n",
       "      <td>5.775520e-10</td>\n",
       "      <td>1.716079e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.693564e-07</td>\n",
       "      <td>5.810000e-13</td>\n",
       "      <td>0</td>\n",
       "      <td>5.344580e-08</td>\n",
       "      <td>36119013400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3798</th>\n",
       "      <td>36119013500</td>\n",
       "      <td>119013500</td>\n",
       "      <td>3967</td>\n",
       "      <td>201.663726</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.207966</td>\n",
       "      <td>655.407109</td>\n",
       "      <td>252.079657</td>\n",
       "      <td>50.415931</td>\n",
       "      <td>100.831863</td>\n",
       "      <td>...</td>\n",
       "      <td>5.328900e-10</td>\n",
       "      <td>7.623911e-08</td>\n",
       "      <td>5.043770e-10</td>\n",
       "      <td>1.919937e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.654348e-07</td>\n",
       "      <td>5.670000e-13</td>\n",
       "      <td>0</td>\n",
       "      <td>6.756625e-08</td>\n",
       "      <td>36119013500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3799</th>\n",
       "      <td>36119013600</td>\n",
       "      <td>119013600</td>\n",
       "      <td>4713</td>\n",
       "      <td>190.961171</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>403.140250</td>\n",
       "      <td>254.614895</td>\n",
       "      <td>21.217908</td>\n",
       "      <td>84.871632</td>\n",
       "      <td>...</td>\n",
       "      <td>5.542970e-10</td>\n",
       "      <td>7.703060e-08</td>\n",
       "      <td>5.597670e-10</td>\n",
       "      <td>1.469372e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.685823e-07</td>\n",
       "      <td>5.960000e-13</td>\n",
       "      <td>0</td>\n",
       "      <td>4.936547e-08</td>\n",
       "      <td>36119013600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3800</th>\n",
       "      <td>36119013700</td>\n",
       "      <td>119013700</td>\n",
       "      <td>5709</td>\n",
       "      <td>122.613417</td>\n",
       "      <td>17.516202</td>\n",
       "      <td>70.064810</td>\n",
       "      <td>578.034682</td>\n",
       "      <td>227.710632</td>\n",
       "      <td>52.548607</td>\n",
       "      <td>52.548607</td>\n",
       "      <td>...</td>\n",
       "      <td>5.535950e-10</td>\n",
       "      <td>7.594058e-08</td>\n",
       "      <td>5.092250e-10</td>\n",
       "      <td>1.825872e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.616132e-07</td>\n",
       "      <td>5.630000e-13</td>\n",
       "      <td>0</td>\n",
       "      <td>6.928740e-08</td>\n",
       "      <td>36119013700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3801</th>\n",
       "      <td>36119013800</td>\n",
       "      <td>119013800</td>\n",
       "      <td>3207</td>\n",
       "      <td>280.636109</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>62.363580</td>\n",
       "      <td>592.454007</td>\n",
       "      <td>187.090739</td>\n",
       "      <td>62.363580</td>\n",
       "      <td>62.363580</td>\n",
       "      <td>...</td>\n",
       "      <td>6.488260e-10</td>\n",
       "      <td>7.563728e-08</td>\n",
       "      <td>4.926130e-10</td>\n",
       "      <td>1.888410e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.692764e-07</td>\n",
       "      <td>7.100000e-13</td>\n",
       "      <td>0</td>\n",
       "      <td>5.980883e-08</td>\n",
       "      <td>36119013800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3802</th>\n",
       "      <td>36119013900</td>\n",
       "      <td>119013900</td>\n",
       "      <td>4697</td>\n",
       "      <td>149.031297</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>21.290185</td>\n",
       "      <td>596.125186</td>\n",
       "      <td>276.772408</td>\n",
       "      <td>21.290185</td>\n",
       "      <td>85.160741</td>\n",
       "      <td>...</td>\n",
       "      <td>6.395120e-10</td>\n",
       "      <td>7.547923e-08</td>\n",
       "      <td>5.013120e-10</td>\n",
       "      <td>1.610426e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.676378e-07</td>\n",
       "      <td>7.540000e-13</td>\n",
       "      <td>0</td>\n",
       "      <td>5.433962e-08</td>\n",
       "      <td>36119013900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3803</th>\n",
       "      <td>36119014000</td>\n",
       "      <td>119014000</td>\n",
       "      <td>2191</td>\n",
       "      <td>182.565039</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>91.282519</td>\n",
       "      <td>182.565039</td>\n",
       "      <td>319.488818</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>45.641260</td>\n",
       "      <td>...</td>\n",
       "      <td>9.387250e-10</td>\n",
       "      <td>7.578274e-08</td>\n",
       "      <td>4.059920e-10</td>\n",
       "      <td>1.210175e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.672961e-07</td>\n",
       "      <td>1.453000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>4.338710e-08</td>\n",
       "      <td>36119014000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3804</th>\n",
       "      <td>36119014100</td>\n",
       "      <td>119014100</td>\n",
       "      <td>5829</td>\n",
       "      <td>68.622405</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>17.155601</td>\n",
       "      <td>394.578830</td>\n",
       "      <td>240.178418</td>\n",
       "      <td>17.155601</td>\n",
       "      <td>68.622405</td>\n",
       "      <td>...</td>\n",
       "      <td>1.093270e-09</td>\n",
       "      <td>7.656500e-08</td>\n",
       "      <td>3.694450e-10</td>\n",
       "      <td>1.864046e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.723266e-07</td>\n",
       "      <td>1.718000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>3.284012e-08</td>\n",
       "      <td>36119014100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3805</th>\n",
       "      <td>36119014200</td>\n",
       "      <td>119014200</td>\n",
       "      <td>3595</td>\n",
       "      <td>27.816412</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>194.714882</td>\n",
       "      <td>27.816412</td>\n",
       "      <td>27.816412</td>\n",
       "      <td>55.632823</td>\n",
       "      <td>...</td>\n",
       "      <td>1.231697e-09</td>\n",
       "      <td>7.799202e-08</td>\n",
       "      <td>3.332620e-10</td>\n",
       "      <td>1.946291e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.748608e-07</td>\n",
       "      <td>1.886000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>5.800226e-08</td>\n",
       "      <td>36119014200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3806</th>\n",
       "      <td>36119014300</td>\n",
       "      <td>119014300</td>\n",
       "      <td>3813</td>\n",
       "      <td>52.452137</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>183.582481</td>\n",
       "      <td>78.678206</td>\n",
       "      <td>26.226069</td>\n",
       "      <td>26.226069</td>\n",
       "      <td>...</td>\n",
       "      <td>1.142848e-09</td>\n",
       "      <td>7.585772e-08</td>\n",
       "      <td>3.194190e-10</td>\n",
       "      <td>3.217391e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.994940e-07</td>\n",
       "      <td>1.628000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>5.284465e-08</td>\n",
       "      <td>36119014300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3807</th>\n",
       "      <td>36119014400</td>\n",
       "      <td>119014400</td>\n",
       "      <td>6767</td>\n",
       "      <td>88.665583</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>44.332791</td>\n",
       "      <td>236.441555</td>\n",
       "      <td>265.996749</td>\n",
       "      <td>29.555194</td>\n",
       "      <td>118.220777</td>\n",
       "      <td>...</td>\n",
       "      <td>1.181276e-09</td>\n",
       "      <td>7.760675e-08</td>\n",
       "      <td>3.376350e-10</td>\n",
       "      <td>2.217930e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.776651e-07</td>\n",
       "      <td>1.492000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>4.561929e-08</td>\n",
       "      <td>36119014400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3808</th>\n",
       "      <td>36119014500</td>\n",
       "      <td>119014500</td>\n",
       "      <td>4405</td>\n",
       "      <td>45.402951</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22.701476</td>\n",
       "      <td>408.626561</td>\n",
       "      <td>136.208854</td>\n",
       "      <td>45.402951</td>\n",
       "      <td>68.104427</td>\n",
       "      <td>...</td>\n",
       "      <td>1.051100e-09</td>\n",
       "      <td>7.771780e-08</td>\n",
       "      <td>3.335230e-10</td>\n",
       "      <td>2.022462e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.674288e-07</td>\n",
       "      <td>1.419000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>3.878824e-08</td>\n",
       "      <td>36119014500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3809</th>\n",
       "      <td>36119014604</td>\n",
       "      <td>119014604</td>\n",
       "      <td>3156</td>\n",
       "      <td>95.057034</td>\n",
       "      <td>31.685678</td>\n",
       "      <td>63.371356</td>\n",
       "      <td>506.970849</td>\n",
       "      <td>285.171103</td>\n",
       "      <td>63.371356</td>\n",
       "      <td>95.057034</td>\n",
       "      <td>...</td>\n",
       "      <td>8.603370e-10</td>\n",
       "      <td>7.720499e-08</td>\n",
       "      <td>4.274680e-10</td>\n",
       "      <td>1.072474e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.655453e-07</td>\n",
       "      <td>1.308000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>4.154711e-08</td>\n",
       "      <td>36119014604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3810</th>\n",
       "      <td>36119014605</td>\n",
       "      <td>119014605</td>\n",
       "      <td>2780</td>\n",
       "      <td>287.769784</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>35.971223</td>\n",
       "      <td>287.769784</td>\n",
       "      <td>323.741007</td>\n",
       "      <td>107.913669</td>\n",
       "      <td>35.971223</td>\n",
       "      <td>...</td>\n",
       "      <td>7.731340e-10</td>\n",
       "      <td>7.596343e-08</td>\n",
       "      <td>4.368700e-10</td>\n",
       "      <td>1.730880e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.664566e-07</td>\n",
       "      <td>9.760000e-13</td>\n",
       "      <td>0</td>\n",
       "      <td>3.881375e-08</td>\n",
       "      <td>36119014605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3811</th>\n",
       "      <td>36119014606</td>\n",
       "      <td>119014606</td>\n",
       "      <td>6313</td>\n",
       "      <td>158.403295</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>47.520988</td>\n",
       "      <td>554.411532</td>\n",
       "      <td>300.966260</td>\n",
       "      <td>47.520988</td>\n",
       "      <td>110.882306</td>\n",
       "      <td>...</td>\n",
       "      <td>8.247410e-10</td>\n",
       "      <td>7.701966e-08</td>\n",
       "      <td>4.401780e-10</td>\n",
       "      <td>1.586343e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.642654e-07</td>\n",
       "      <td>9.510000e-13</td>\n",
       "      <td>0</td>\n",
       "      <td>4.476036e-08</td>\n",
       "      <td>36119014606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3812</th>\n",
       "      <td>36119014607</td>\n",
       "      <td>119014607</td>\n",
       "      <td>4209</td>\n",
       "      <td>190.068900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>23.758612</td>\n",
       "      <td>261.344737</td>\n",
       "      <td>142.551675</td>\n",
       "      <td>23.758612</td>\n",
       "      <td>71.275837</td>\n",
       "      <td>...</td>\n",
       "      <td>1.025206e-09</td>\n",
       "      <td>7.575966e-08</td>\n",
       "      <td>3.473670e-10</td>\n",
       "      <td>1.267220e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.604897e-07</td>\n",
       "      <td>1.105000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>4.292479e-08</td>\n",
       "      <td>36119014607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3813</th>\n",
       "      <td>36119014701</td>\n",
       "      <td>119014701</td>\n",
       "      <td>4878</td>\n",
       "      <td>102.501025</td>\n",
       "      <td>20.500205</td>\n",
       "      <td>20.500205</td>\n",
       "      <td>348.503485</td>\n",
       "      <td>307.503075</td>\n",
       "      <td>61.500615</td>\n",
       "      <td>82.000820</td>\n",
       "      <td>...</td>\n",
       "      <td>1.327014e-09</td>\n",
       "      <td>7.986364e-08</td>\n",
       "      <td>3.161990e-10</td>\n",
       "      <td>1.154800e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.692149e-07</td>\n",
       "      <td>1.783000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>5.764101e-08</td>\n",
       "      <td>36119014701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3814</th>\n",
       "      <td>36119014703</td>\n",
       "      <td>119014703</td>\n",
       "      <td>5325</td>\n",
       "      <td>169.014085</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>37.558685</td>\n",
       "      <td>450.704225</td>\n",
       "      <td>187.793427</td>\n",
       "      <td>56.338028</td>\n",
       "      <td>112.676056</td>\n",
       "      <td>...</td>\n",
       "      <td>1.450592e-09</td>\n",
       "      <td>7.689803e-08</td>\n",
       "      <td>2.756280e-10</td>\n",
       "      <td>1.060906e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.658091e-07</td>\n",
       "      <td>1.511000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>3.584741e-08</td>\n",
       "      <td>36119014703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3815</th>\n",
       "      <td>36119014704</td>\n",
       "      <td>119014704</td>\n",
       "      <td>2510</td>\n",
       "      <td>239.043825</td>\n",
       "      <td>39.840637</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>278.884462</td>\n",
       "      <td>318.725100</td>\n",
       "      <td>39.840637</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.224331e-09</td>\n",
       "      <td>7.569462e-08</td>\n",
       "      <td>3.069850e-10</td>\n",
       "      <td>1.279470e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.594371e-07</td>\n",
       "      <td>1.041000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>5.121934e-08</td>\n",
       "      <td>36119014704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3816</th>\n",
       "      <td>36119014804</td>\n",
       "      <td>119014804</td>\n",
       "      <td>7953</td>\n",
       "      <td>62.869357</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.147743</td>\n",
       "      <td>377.216145</td>\n",
       "      <td>251.477430</td>\n",
       "      <td>12.573871</td>\n",
       "      <td>75.443229</td>\n",
       "      <td>...</td>\n",
       "      <td>1.329416e-09</td>\n",
       "      <td>7.646720e-08</td>\n",
       "      <td>2.737370e-10</td>\n",
       "      <td>1.511633e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.636811e-07</td>\n",
       "      <td>1.202000e-12</td>\n",
       "      <td>0</td>\n",
       "      <td>5.166497e-08</td>\n",
       "      <td>36119014804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3817</th>\n",
       "      <td>36119014805</td>\n",
       "      <td>119014805</td>\n",
       "      <td>4191</td>\n",
       "      <td>167.024576</td>\n",
       "      <td>23.860654</td>\n",
       "      <td>23.860654</td>\n",
       "      <td>548.795037</td>\n",
       "      <td>167.024576</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>143.163923</td>\n",
       "      <td>...</td>\n",
       "      <td>9.755700e-10</td>\n",
       "      <td>7.552313e-08</td>\n",
       "      <td>3.030800e-10</td>\n",
       "      <td>1.577369e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.600598e-07</td>\n",
       "      <td>7.480000e-13</td>\n",
       "      <td>0</td>\n",
       "      <td>3.399436e-08</td>\n",
       "      <td>36119014805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3818</th>\n",
       "      <td>36119014806</td>\n",
       "      <td>119014806</td>\n",
       "      <td>6770</td>\n",
       "      <td>147.710487</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.771049</td>\n",
       "      <td>398.818316</td>\n",
       "      <td>280.649926</td>\n",
       "      <td>14.771049</td>\n",
       "      <td>44.313146</td>\n",
       "      <td>...</td>\n",
       "      <td>1.283268e-09</td>\n",
       "      <td>7.738229e-08</td>\n",
       "      <td>2.672860e-10</td>\n",
       "      <td>2.259316e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.618413e-07</td>\n",
       "      <td>8.640000e-13</td>\n",
       "      <td>0</td>\n",
       "      <td>4.632388e-08</td>\n",
       "      <td>36119014806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3819</th>\n",
       "      <td>36119014808</td>\n",
       "      <td>119014808</td>\n",
       "      <td>3245</td>\n",
       "      <td>215.716487</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>61.633282</td>\n",
       "      <td>462.249615</td>\n",
       "      <td>369.799692</td>\n",
       "      <td>30.816641</td>\n",
       "      <td>92.449923</td>\n",
       "      <td>...</td>\n",
       "      <td>1.096697e-09</td>\n",
       "      <td>7.628526e-08</td>\n",
       "      <td>2.416600e-10</td>\n",
       "      <td>1.447420e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.602416e-07</td>\n",
       "      <td>6.830000e-13</td>\n",
       "      <td>0</td>\n",
       "      <td>3.443412e-08</td>\n",
       "      <td>36119014808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3820</th>\n",
       "      <td>36119014809</td>\n",
       "      <td>119014809</td>\n",
       "      <td>6865</td>\n",
       "      <td>145.666424</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>58.266570</td>\n",
       "      <td>407.865987</td>\n",
       "      <td>131.099782</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>58.266570</td>\n",
       "      <td>...</td>\n",
       "      <td>8.989780e-10</td>\n",
       "      <td>7.640990e-08</td>\n",
       "      <td>2.557480e-10</td>\n",
       "      <td>1.813580e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.632884e-07</td>\n",
       "      <td>5.860000e-13</td>\n",
       "      <td>0</td>\n",
       "      <td>3.634938e-08</td>\n",
       "      <td>36119014809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3821</th>\n",
       "      <td>36119014907</td>\n",
       "      <td>119014907</td>\n",
       "      <td>3827</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>26.130128</td>\n",
       "      <td>313.561536</td>\n",
       "      <td>130.650640</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>130.650640</td>\n",
       "      <td>...</td>\n",
       "      <td>1.862736e-09</td>\n",
       "      <td>7.672218e-08</td>\n",
       "      <td>2.125020e-10</td>\n",
       "      <td>1.262770e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.628631e-07</td>\n",
       "      <td>7.290000e-13</td>\n",
       "      <td>0</td>\n",
       "      <td>3.500303e-08</td>\n",
       "      <td>36119014907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3822</th>\n",
       "      <td>36119014908</td>\n",
       "      <td>119014908</td>\n",
       "      <td>2571</td>\n",
       "      <td>77.790743</td>\n",
       "      <td>77.790743</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>583.430572</td>\n",
       "      <td>233.372229</td>\n",
       "      <td>38.895371</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.368396e-09</td>\n",
       "      <td>7.675102e-08</td>\n",
       "      <td>1.539590e-10</td>\n",
       "      <td>1.269617e-06</td>\n",
       "      <td>0</td>\n",
       "      <td>1.610013e-07</td>\n",
       "      <td>6.630000e-13</td>\n",
       "      <td>0</td>\n",
       "      <td>3.097975e-08</td>\n",
       "      <td>36119014908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3823</th>\n",
       "      <td>36119015000</td>\n",
       "      <td>119015000</td>\n",
       "      <td>5233</td>\n",
       "      <td>171.985477</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>19.109497</td>\n",
       "      <td>554.175425</td>\n",
       "      <td>191.094974</td>\n",
       "      <td>19.109497</td>\n",
       "      <td>133.766482</td>\n",
       "      <td>...</td>\n",
       "      <td>1.195748e-09</td>\n",
       "      <td>7.746190e-08</td>\n",
       "      <td>1.831010e-10</td>\n",
       "      <td>8.749159e-07</td>\n",
       "      <td>0</td>\n",
       "      <td>1.588466e-07</td>\n",
       "      <td>3.590000e-13</td>\n",
       "      <td>0</td>\n",
       "      <td>2.995774e-08</td>\n",
       "      <td>36119015000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3824 rows × 161 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          geoid11 tractFIPS_x  totPop_x  observed_Bladder_Per100k  observed_Bone_Per100k  observed_Brain_Per100k  observed_Breast_Per100k  observed_Colorectal_Per100k  observed_Esophagus_Per100k  \\\n",
       "0     36001000100   001000100      2151                232.450023               0.000000                0.000000                92.980009                   139.470014                   46.490005   \n",
       "1     36001000200   001000200      5024                 19.904459               0.000000               19.904459               238.853503                    79.617834                    0.000000   \n",
       "2     36001000300   001000300      6132                163.078930               0.000000               48.923679               163.078930                   309.849967                   48.923679   \n",
       "3     36001000401   001000401      2185                274.599542               0.000000               45.766590               732.265446                   503.432494                   45.766590   \n",
       "4     36001000403   001000403      4356                206.611570               0.000000               22.956841               413.223140                   229.568411                   45.913682   \n",
       "5     36001000501   001000501      3456                 57.870370              28.935185                0.000000                57.870370                   144.675926                   28.935185   \n",
       "6     36001000600   001000600      3394                  0.000000               0.000000               58.927519                 0.000000                    29.463760                    0.000000   \n",
       "7     36001000700   001000700      3729                  0.000000              26.816841               53.633682               348.618933                   268.168410                   53.633682   \n",
       "8     36001000800   001000800      2049                  0.000000               0.000000               48.804295                97.608590                   146.412884                   97.608590   \n",
       "9     36001001100   001001100       804                124.378109               0.000000              124.378109               497.512438                   870.646766                  248.756219   \n",
       "10    36001001400   001001400      3767                  0.000000              26.546323                0.000000               318.555880                   132.731617                   26.546323   \n",
       "11    36001001500   001001500      4375                 45.714286               0.000000                0.000000               137.142857                    45.714286                    0.000000   \n",
       "12    36001001600   001001600      3951                 50.620096               0.000000                0.000000               303.720577                   177.170337                   50.620096   \n",
       "13    36001001700   001001700      3703                 81.015393               0.000000               81.015393               351.066703                   513.097489                   54.010262   \n",
       "14    36001001801   001001801      6557                198.261400               0.000000              137.257892               625.285954                   305.017539                   15.250877   \n",
       "15    36001001802   001001802      3984                276.104418               0.000000               50.200803               351.405622                   376.506024                   75.301205   \n",
       "16    36001001901   001001901      2644                113.464448               0.000000              113.464448               264.750378                   113.464448                    0.000000   \n",
       "17    36001001902   001001902      2569                233.553912               0.000000               77.851304               428.182172                   389.256520                    0.000000   \n",
       "18    36001002000   001002000      4932                162.206002               0.000000               20.275750               263.584753                   202.757502                   60.827251   \n",
       "19    36001002100   001002100      3076                  0.000000               0.000000                0.000000               162.548765                    32.509753                    0.000000   \n",
       "20    36001002200   001002200      2398                 41.701418               0.000000                0.000000               166.805671                   250.208507                    0.000000   \n",
       "21    36001002300   001002300      1817                  0.000000              55.035773                0.000000               330.214640                   275.178866                   55.035773   \n",
       "22    36001002500   001002500      3424                 29.205607               0.000000               29.205607                58.411215                    87.616822                    0.000000   \n",
       "23    36001002600   001002600      5685                 52.770449               0.000000               35.180299               193.491645                   123.131047                    0.000000   \n",
       "24    36001012700   001012700      2407                 83.090985               0.000000                0.000000                 0.000000                    83.090985                   83.090985   \n",
       "25    36001012800   001012800      3288                 60.827251               0.000000               30.413625               152.068127                   121.654501                    0.000000   \n",
       "26    36001012900   001012900      2880                104.166667              34.722222               69.444444               243.055556                   486.111111                   69.444444   \n",
       "27    36001013000   001013000      6468                231.910946               0.000000               30.921459               401.978973                   401.978973                   92.764378   \n",
       "28    36001013100   001013100      2556                156.494523               0.000000                0.000000               469.483568                   117.370892                    0.000000   \n",
       "29    36001013200   001013200      3588                167.224080               0.000000               27.870680               362.318841                   334.448161                    0.000000   \n",
       "...           ...         ...       ...                       ...                    ...                     ...                      ...                          ...                         ...   \n",
       "3794  36119013202   119013202      2882                208.188758               0.000000              104.094379               451.075642                   277.585010                   34.698126   \n",
       "3795  36119013301   119013301      2506                119.712690              39.904230                0.000000               159.616919                   279.329609                    0.000000   \n",
       "3796  36119013304   119013304      4462                 44.822949               0.000000                0.000000               268.937696                    89.645899                    0.000000   \n",
       "3797  36119013400   119013400      6395                 62.548866               0.000000               31.274433               203.283815                   109.460516                    0.000000   \n",
       "3798  36119013500   119013500      3967                201.663726               0.000000               25.207966               655.407109                   252.079657                   50.415931   \n",
       "3799  36119013600   119013600      4713                190.961171               0.000000                0.000000               403.140250                   254.614895                   21.217908   \n",
       "3800  36119013700   119013700      5709                122.613417              17.516202               70.064810               578.034682                   227.710632                   52.548607   \n",
       "3801  36119013800   119013800      3207                280.636109               0.000000               62.363580               592.454007                   187.090739                   62.363580   \n",
       "3802  36119013900   119013900      4697                149.031297               0.000000               21.290185               596.125186                   276.772408                   21.290185   \n",
       "3803  36119014000   119014000      2191                182.565039               0.000000               91.282519               182.565039                   319.488818                    0.000000   \n",
       "3804  36119014100   119014100      5829                 68.622405               0.000000               17.155601               394.578830                   240.178418                   17.155601   \n",
       "3805  36119014200   119014200      3595                 27.816412               0.000000                0.000000               194.714882                    27.816412                   27.816412   \n",
       "3806  36119014300   119014300      3813                 52.452137               0.000000                0.000000               183.582481                    78.678206                   26.226069   \n",
       "3807  36119014400   119014400      6767                 88.665583               0.000000               44.332791               236.441555                   265.996749                   29.555194   \n",
       "3808  36119014500   119014500      4405                 45.402951               0.000000               22.701476               408.626561                   136.208854                   45.402951   \n",
       "3809  36119014604   119014604      3156                 95.057034              31.685678               63.371356               506.970849                   285.171103                   63.371356   \n",
       "3810  36119014605   119014605      2780                287.769784               0.000000               35.971223               287.769784                   323.741007                  107.913669   \n",
       "3811  36119014606   119014606      6313                158.403295               0.000000               47.520988               554.411532                   300.966260                   47.520988   \n",
       "3812  36119014607   119014607      4209                190.068900               0.000000               23.758612               261.344737                   142.551675                   23.758612   \n",
       "3813  36119014701   119014701      4878                102.501025              20.500205               20.500205               348.503485                   307.503075                   61.500615   \n",
       "3814  36119014703   119014703      5325                169.014085               0.000000               37.558685               450.704225                   187.793427                   56.338028   \n",
       "3815  36119014704   119014704      2510                239.043825              39.840637                0.000000               278.884462                   318.725100                   39.840637   \n",
       "3816  36119014804   119014804      7953                 62.869357               0.000000               25.147743               377.216145                   251.477430                   12.573871   \n",
       "3817  36119014805   119014805      4191                167.024576              23.860654               23.860654               548.795037                   167.024576                    0.000000   \n",
       "3818  36119014806   119014806      6770                147.710487               0.000000               14.771049               398.818316                   280.649926                   14.771049   \n",
       "3819  36119014808   119014808      3245                215.716487               0.000000               61.633282               462.249615                   369.799692                   30.816641   \n",
       "3820  36119014809   119014809      6865                145.666424               0.000000               58.266570               407.865987                   131.099782                    0.000000   \n",
       "3821  36119014907   119014907      3827                  0.000000               0.000000               26.130128               313.561536                   130.650640                    0.000000   \n",
       "3822  36119014908   119014908      2571                 77.790743              77.790743                0.000000               583.430572                   233.372229                   38.895371   \n",
       "3823  36119015000   119015000      5233                171.985477               0.000000               19.109497               554.175425                   191.094974                   19.109497   \n",
       "\n",
       "      observed_Kidney_Per100k     ...       POLYCHLORINATED BIPHENYLS _AROCLORS_  PROPYLENE DICHLORIDE _1_2_DICHLOROPROPANE_  PROPYLENE OXIDE  TETRACHLOROETHYLENE _PERCHLOROETHYLENE_  \\\n",
       "0                   46.490005     ...                               2.434393e-09                                3.405384e-08     2.945063e-09                             3.750346e-06   \n",
       "1                   19.904459     ...                               2.065563e-09                                3.385064e-08     3.891075e-09                             3.933357e-06   \n",
       "2                   97.847358     ...                               1.708419e-09                                3.351288e-08     2.070597e-09                             1.933232e-06   \n",
       "3                   91.533181     ...                               1.257243e-09                                3.525264e-08     1.750328e-09                             2.152756e-06   \n",
       "4                  114.784206     ...                               1.462910e-09                                3.423808e-08     1.166407e-09                             1.459656e-06   \n",
       "5                    0.000000     ...                               1.637051e-09                                3.472141e-08     3.390389e-09                             2.987483e-06   \n",
       "6                    0.000000     ...                               1.764083e-09                                3.385614e-08     3.681275e-09                             2.674989e-06   \n",
       "7                   80.450523     ...                               1.848264e-09                                3.383457e-08     2.266991e-09                             2.354687e-06   \n",
       "8                    0.000000     ...                               1.805807e-09                                3.372924e-08     5.826114e-09                             5.577912e-06   \n",
       "9                    0.000000     ...                               2.187591e-09                                3.342422e-08     5.519951e-09                             4.037880e-06   \n",
       "10                  53.092647     ...                               1.727140e-09                                3.347972e-08     3.509159e-09                             3.266983e-06   \n",
       "11                  22.857143     ...                               1.600081e-09                                3.398423e-08     2.750881e-09                             1.966139e-06   \n",
       "12                   0.000000     ...                               1.527259e-09                                3.375820e-08     1.574486e-09                             1.671084e-06   \n",
       "13                 135.025655     ...                               1.547177e-09                                3.402350e-08     2.923963e-09                             2.112054e-06   \n",
       "14                  61.003508     ...                               1.434284e-09                                3.417042e-08     8.906060e-10                             1.550981e-06   \n",
       "15                 175.702811     ...                               1.388490e-09                                3.415993e-08     9.341440e-10                             1.354379e-06   \n",
       "16                   0.000000     ...                               1.484899e-09                                3.365225e-08     1.326149e-09                             1.572790e-06   \n",
       "17                  38.925652     ...                               1.540271e-09                                3.379159e-08     9.758860e-10                             1.258607e-06   \n",
       "18                 101.378751     ...                               1.614785e-09                                3.394964e-08     1.453913e-09                             1.628979e-06   \n",
       "19                   0.000000     ...                               1.631820e-09                                3.377240e-08     8.589034e-09                             1.905350e-06   \n",
       "20                  41.701418     ...                               1.747112e-09                                3.425122e-08     2.426765e-09                             1.639996e-06   \n",
       "21                  55.035773     ...                               1.875430e-09                                3.396427e-08     2.666502e-09                             2.505407e-06   \n",
       "22                   0.000000     ...                               2.079550e-09                                3.468655e-08     2.667720e-09                             2.458949e-06   \n",
       "23                 105.540897     ...                               1.736787e-09                                3.411439e-08     1.535719e-09                             1.594459e-06   \n",
       "24                  83.090985     ...                               3.518984e-09                                3.330388e-08     8.314430e-10                             1.021154e-06   \n",
       "25                  91.240876     ...                               3.165447e-09                                3.389137e-08     1.400252e-09                             1.316780e-06   \n",
       "26                  69.444444     ...                               3.313465e-09                                3.388552e-08     1.866506e-09                             1.369041e-06   \n",
       "27                 123.685838     ...                               3.015856e-09                                3.402527e-08     9.191100e-10                             1.332867e-06   \n",
       "28                  39.123631     ...                               2.930902e-09                                3.422028e-08     1.054483e-09                             1.105815e-06   \n",
       "29                   0.000000     ...                               2.735969e-09                                3.411199e-08     1.430942e-09                             1.557139e-06   \n",
       "...                       ...     ...                                        ...                                         ...              ...                                      ...   \n",
       "3794               277.585010     ...                               4.562110e-10                                7.638875e-08     5.535690e-10                             2.654340e-06   \n",
       "3795                39.904230     ...                               5.227600e-10                                7.603391e-08     5.928490e-10                             1.518865e-06   \n",
       "3796                22.411475     ...                               4.887430e-10                                7.434664e-08     6.131250e-10                             1.461064e-06   \n",
       "3797                62.548866     ...                               4.930500e-10                                7.694138e-08     5.775520e-10                             1.716079e-06   \n",
       "3798               100.831863     ...                               5.328900e-10                                7.623911e-08     5.043770e-10                             1.919937e-06   \n",
       "3799                84.871632     ...                               5.542970e-10                                7.703060e-08     5.597670e-10                             1.469372e-06   \n",
       "3800                52.548607     ...                               5.535950e-10                                7.594058e-08     5.092250e-10                             1.825872e-06   \n",
       "3801                62.363580     ...                               6.488260e-10                                7.563728e-08     4.926130e-10                             1.888410e-06   \n",
       "3802                85.160741     ...                               6.395120e-10                                7.547923e-08     5.013120e-10                             1.610426e-06   \n",
       "3803                45.641260     ...                               9.387250e-10                                7.578274e-08     4.059920e-10                             1.210175e-06   \n",
       "3804                68.622405     ...                               1.093270e-09                                7.656500e-08     3.694450e-10                             1.864046e-06   \n",
       "3805                55.632823     ...                               1.231697e-09                                7.799202e-08     3.332620e-10                             1.946291e-06   \n",
       "3806                26.226069     ...                               1.142848e-09                                7.585772e-08     3.194190e-10                             3.217391e-06   \n",
       "3807               118.220777     ...                               1.181276e-09                                7.760675e-08     3.376350e-10                             2.217930e-06   \n",
       "3808                68.104427     ...                               1.051100e-09                                7.771780e-08     3.335230e-10                             2.022462e-06   \n",
       "3809                95.057034     ...                               8.603370e-10                                7.720499e-08     4.274680e-10                             1.072474e-06   \n",
       "3810                35.971223     ...                               7.731340e-10                                7.596343e-08     4.368700e-10                             1.730880e-06   \n",
       "3811               110.882306     ...                               8.247410e-10                                7.701966e-08     4.401780e-10                             1.586343e-06   \n",
       "3812                71.275837     ...                               1.025206e-09                                7.575966e-08     3.473670e-10                             1.267220e-06   \n",
       "3813                82.000820     ...                               1.327014e-09                                7.986364e-08     3.161990e-10                             1.154800e-06   \n",
       "3814               112.676056     ...                               1.450592e-09                                7.689803e-08     2.756280e-10                             1.060906e-06   \n",
       "3815                 0.000000     ...                               1.224331e-09                                7.569462e-08     3.069850e-10                             1.279470e-06   \n",
       "3816                75.443229     ...                               1.329416e-09                                7.646720e-08     2.737370e-10                             1.511633e-06   \n",
       "3817               143.163923     ...                               9.755700e-10                                7.552313e-08     3.030800e-10                             1.577369e-06   \n",
       "3818                44.313146     ...                               1.283268e-09                                7.738229e-08     2.672860e-10                             2.259316e-06   \n",
       "3819                92.449923     ...                               1.096697e-09                                7.628526e-08     2.416600e-10                             1.447420e-06   \n",
       "3820                58.266570     ...                               8.989780e-10                                7.640990e-08     2.557480e-10                             1.813580e-06   \n",
       "3821               130.650640     ...                               1.862736e-09                                7.672218e-08     2.125020e-10                             1.262770e-06   \n",
       "3822                 0.000000     ...                               1.368396e-09                                7.675102e-08     1.539590e-10                             1.269617e-06   \n",
       "3823               133.766482     ...                               1.195748e-09                                7.746190e-08     1.831010e-10                             8.749159e-07   \n",
       "\n",
       "      TOXAPHENE _CHLORINATED CAMPHENE_  TRICHLOROETHYLENE   TRIFLURALIN  VINYL BROMIDE  VINYL CHLORIDE        GEOID  \n",
       "0                                    0       1.878232e-07  9.657000e-12              0    1.924483e-07  36001000100  \n",
       "1                                    0       1.984608e-07  8.019000e-12              0    2.498850e-07  36001000200  \n",
       "2                                    0       1.470776e-07  3.046000e-12              0    1.373998e-07  36001000300  \n",
       "3                                    0       1.467069e-07  7.760000e-13              0    1.254025e-07  36001000401  \n",
       "4                                    0       1.269647e-07  1.908000e-12              0    7.951476e-08  36001000403  \n",
       "5                                    0       1.888810e-07  2.620000e-12              0    2.197685e-07  36001000501  \n",
       "6                                    0       1.957310e-07  3.460000e-12              0    2.327474e-07  36001000600  \n",
       "7                                    0       1.526872e-07  4.575000e-12              0    1.468212e-07  36001000700  \n",
       "8                                    0       2.773896e-07  4.545000e-12              0    3.660985e-07  36001000800  \n",
       "9                                    0       2.417860e-07  1.148800e-11              0    3.494079e-07  36001001100  \n",
       "10                                   0       1.948095e-07  4.458000e-12              0    2.208895e-07  36001001400  \n",
       "11                                   0       1.672611e-07  2.974000e-12              0    1.776088e-07  36001001500  \n",
       "12                                   0       1.350735e-07  2.535000e-12              0    1.039545e-07  36001001600  \n",
       "13                                   0       1.655543e-07  2.311000e-12              0    1.880021e-07  36001001700  \n",
       "14                                   0       1.201232e-07  1.839000e-12              0    6.439468e-08  36001001801  \n",
       "15                                   0       1.213049e-07  1.566000e-12              0    6.528163e-08  36001001802  \n",
       "16                                   0       1.286357e-07  2.441000e-12              0    9.543127e-08  36001001901  \n",
       "17                                   0       1.256031e-07  2.737000e-12              0    7.127585e-08  36001001902  \n",
       "18                                   0       1.342023e-07  3.416000e-12              0    1.013050e-07  36001002000  \n",
       "19                                   0       2.801727e-07  3.477000e-12              0    5.352098e-07  36001002100  \n",
       "20                                   0       1.535238e-07  4.344000e-12              0    1.580982e-07  36001002200  \n",
       "21                                   0       1.646332e-07  5.687000e-12              0    1.739577e-07  36001002300  \n",
       "22                                   0       1.673377e-07  8.556000e-12              0    1.764908e-07  36001002500  \n",
       "23                                   0       1.320552e-07  4.661000e-12              0    1.041194e-07  36001002600  \n",
       "24                                   0       1.277238e-07  1.857300e-11              0    6.629823e-08  36001012700  \n",
       "25                                   0       1.408310e-07  9.724000e-12              0    9.715031e-08  36001012800  \n",
       "26                                   0       1.512050e-07  6.554000e-12              0    1.256685e-07  36001012900  \n",
       "27                                   0       1.292935e-07  4.255000e-12              0    6.812000e-08  36001013000  \n",
       "28                                   0       1.288273e-07  3.194800e-11              0    7.745998e-08  36001013100  \n",
       "29                                   0       1.390368e-07  9.082000e-12              0    1.034004e-07  36001013200  \n",
       "...                                ...                ...           ...            ...             ...          ...  \n",
       "3794                                 0       1.643112e-07  4.620000e-13              0    6.942021e-08  36119013202  \n",
       "3795                                 0       1.791587e-07  5.870000e-13              0    4.075162e-08  36119013301  \n",
       "3796                                 0       1.672678e-07  5.590000e-13              0    4.547710e-08  36119013304  \n",
       "3797                                 0       1.693564e-07  5.810000e-13              0    5.344580e-08  36119013400  \n",
       "3798                                 0       1.654348e-07  5.670000e-13              0    6.756625e-08  36119013500  \n",
       "3799                                 0       1.685823e-07  5.960000e-13              0    4.936547e-08  36119013600  \n",
       "3800                                 0       1.616132e-07  5.630000e-13              0    6.928740e-08  36119013700  \n",
       "3801                                 0       1.692764e-07  7.100000e-13              0    5.980883e-08  36119013800  \n",
       "3802                                 0       1.676378e-07  7.540000e-13              0    5.433962e-08  36119013900  \n",
       "3803                                 0       1.672961e-07  1.453000e-12              0    4.338710e-08  36119014000  \n",
       "3804                                 0       1.723266e-07  1.718000e-12              0    3.284012e-08  36119014100  \n",
       "3805                                 0       1.748608e-07  1.886000e-12              0    5.800226e-08  36119014200  \n",
       "3806                                 0       1.994940e-07  1.628000e-12              0    5.284465e-08  36119014300  \n",
       "3807                                 0       1.776651e-07  1.492000e-12              0    4.561929e-08  36119014400  \n",
       "3808                                 0       1.674288e-07  1.419000e-12              0    3.878824e-08  36119014500  \n",
       "3809                                 0       1.655453e-07  1.308000e-12              0    4.154711e-08  36119014604  \n",
       "3810                                 0       1.664566e-07  9.760000e-13              0    3.881375e-08  36119014605  \n",
       "3811                                 0       1.642654e-07  9.510000e-13              0    4.476036e-08  36119014606  \n",
       "3812                                 0       1.604897e-07  1.105000e-12              0    4.292479e-08  36119014607  \n",
       "3813                                 0       1.692149e-07  1.783000e-12              0    5.764101e-08  36119014701  \n",
       "3814                                 0       1.658091e-07  1.511000e-12              0    3.584741e-08  36119014703  \n",
       "3815                                 0       1.594371e-07  1.041000e-12              0    5.121934e-08  36119014704  \n",
       "3816                                 0       1.636811e-07  1.202000e-12              0    5.166497e-08  36119014804  \n",
       "3817                                 0       1.600598e-07  7.480000e-13              0    3.399436e-08  36119014805  \n",
       "3818                                 0       1.618413e-07  8.640000e-13              0    4.632388e-08  36119014806  \n",
       "3819                                 0       1.602416e-07  6.830000e-13              0    3.443412e-08  36119014808  \n",
       "3820                                 0       1.632884e-07  5.860000e-13              0    3.634938e-08  36119014809  \n",
       "3821                                 0       1.628631e-07  7.290000e-13              0    3.500303e-08  36119014907  \n",
       "3822                                 0       1.610013e-07  6.630000e-13              0    3.097975e-08  36119014908  \n",
       "3823                                 0       1.588466e-07  3.590000e-13              0    2.995774e-08  36119015000  \n",
       "\n",
       "[3824 rows x 161 columns]"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['geoid11', 'tractFIPS_x', 'totPop_x', 'observed_Bladder_Per100k',\n",
       "       'observed_Bone_Per100k', 'observed_Brain_Per100k',\n",
       "       'observed_Breast_Per100k', 'observed_Colorectal_Per100k',\n",
       "       'observed_Esophagus_Per100k', 'observed_Kidney_Per100k',\n",
       "       'observed_Larynx_Per100k', 'observed_Leukemia_Per100k',\n",
       "       'observed_Liver_Per100k', 'observed_Lung_Per100k',\n",
       "       'observed_Mesothelioma_Per100k', 'observed_NHL_Per100k',\n",
       "       'observed_Nasal_Per100k', 'observed_Oral_Per100k',\n",
       "       'observed_Other_Per100k', 'observed_Ovary_Per100k',\n",
       "       'observed_Pancreas_Per100k', 'observed_Prostate_Per100k',\n",
       "       'observed_Soft_Tissue_Per100k', 'observed_Stomach_Per100k',\n",
       "       'observed_Testis_Per100k', 'observed_Thyroid_Per100k',\n",
       "       'observed_Uterus_Per100k', 'observed_Total_Per100k',\n",
       "       'n_5_1_fugitive_air', 'n_5_2_stack_air', 'airTotal',\n",
       "       'n_5_1_fugitive_air_benzene', 'n_5_2_stack_air_benzene',\n",
       "       'benzeneTotal', 'n_5_1_fugitive_air_toluene',\n",
       "       'n_5_2_stack_air_toluene', 'tolueneTotal',\n",
       "       'n_5_1_fugitive_air_ethylbenzene', 'n_5_2_stack_air_ethylbenzene',\n",
       "       'ethylbenzeneTotal', 'n_5_1_fugitive_air_xylene',\n",
       "       'n_5_2_stack_air_xylene', 'xyleneTotal',\n",
       "       'n_5_1_fugitive_air_formaldehyde', 'n_5_2_stack_air_formaldehyde',\n",
       "       'formaldehydeTotal', 'BTEX_fugitive', 'BTEX_stack', 'BTEX_total',\n",
       "       'n_5_1_fugitive_air_dioxin', 'n_5_2_stack_air_dioxin',\n",
       "       'dioxinTotal', 'countyCode', 'County Name', 'pctSmoking', '95% CI',\n",
       "       'Location', 'cCode', 'Geo_FIPS', 'totPop_y', 'pctMale',\n",
       "       'pctElderly', 'income', 'countyFIPS', 'tractFIPS_y', 'higherEd',\n",
       "       'unemploy', 'STATE', 'COUNTY', 'FIPS', 'TRACT', 'POP',\n",
       "       'POINT CANCER RISK', 'NONPOINT CANCER RISK', 'ONROAD CANCER RISK',\n",
       "       'NONROAD CANCER RISK', 'BACKGROUND CANCER RISK',\n",
       "       'SECONDARY CANCER RISK', 'TOTAL CANCER RISK',\n",
       "       'Z_1_1_2_2_TETRACHLOROETHANE', 'Z_1_1_2_TRICHLOROETHANE',\n",
       "       'Z_1_2_3_4_5_6_HEXACHLOROCYCLYHEXANE _ALL STEREO ISOMERS_',\n",
       "       'Z_1_2_DIBROMO_3_CHLOROPROPANE', 'Z_1_3_BUTADIENE',\n",
       "       'Z_1_3_DICHLOROPROPENE', 'Z_1_3_PROPANE SULTONE',\n",
       "       'Z_1_4_DICHLOROBENZENE', 'Z_1_4_DIOXANE', 'Z_2_4_6_TRICHLOROPHENOL',\n",
       "       'Z_2_4_DINITROTOLUENE', 'Z_2_4_TOLUENE DIAMINE',\n",
       "       'Z_2_4_TOLUENE DIISOCYANATE', 'Z_2_NITROPROPANE',\n",
       "       'Z_3_3_DICHLOROBENZIDINE', 'Z_3_3_DIMETHOXYBENZIDINE',\n",
       "       'Z_3_3_DIMETHYLBENZIDINE', 'Z_4_4_METHYLENE BIS_2_CHLOROANILINE_',\n",
       "       'Z_4_4_METHYLENEDIANILINE', 'Z_4_DIMETHYLAMINOAZOBENZENE',\n",
       "       'ACETALDEHYDE', 'ACETAMIDE', 'ACRYLAMIDE', 'ACRYLONITRILE',\n",
       "       'ALLYL CHLORIDE', 'ANILINE',\n",
       "       'ARSENIC COMPOUNDS_INORGANIC INCLUDING ARSINE_',\n",
       "       'BENZENE _INCLUDING BENZENE FROM GASOLINE_', 'BENZIDINE',\n",
       "       'BENZOTRICHLORIDE', 'BENZYL CHLORIDE', 'BERYLLIUM COMPOUNDS',\n",
       "       'BIS_2_ETHYLHEXYL_PHTHALATE _DEHP_', 'BIS_CHLOROMETHYL_ ETHER',\n",
       "       'BROMOFORM', 'CADMIUM COMPOUNDS', 'CAPTAN', 'CARBON TETRACHLORIDE',\n",
       "       'CHLORDANE', 'CHLOROBENZILATE', 'CHROMIUM COMPOUNDS',\n",
       "       'COKE OVEN EMISSIONS', 'CYANIDE COMPOUNDS',\n",
       "       'DDE _1_1_DICHLORO_2_2_BIS_P_  CHLOROPHENYL_ ETHYLENE_',\n",
       "       'DICHLOROETHYL ETHER _BIS_2_CHLOROETHYL_ETHER_', 'DICHLORVOS',\n",
       "       'EPICHLOROHYDRIN',\n",
       "       'ETHYL CARBAMATE _URETHANE_ CHLORIDE _CHLOROETHANE_',\n",
       "       'ETHYLBENZENE', 'ETHYLENE DIBROMIDE _DIBROMOETHANE_',\n",
       "       'ETHYLENE DICHLORIDE _1_2_DICHLOROETHANE_', 'ETHYLENE OXIDE',\n",
       "       'ETHYLENE THIOUREA', 'ETHYLIDENE DICHLORIDE _1_1_DICHLOROETHANE_',\n",
       "       'FORMALDEHYDE', 'HEPTACHLOR', 'HEXACHLOROBENZENE',\n",
       "       'HEXACHLOROBUTADIENE', 'HEXACHLOROETHANE', 'HYDRAZINE',\n",
       "       'ISOPHORONE', 'METHYL TERT_BUTYL ETHER',\n",
       "       'METHYLENE CHLORIDE _DICHLOROMETHANE_', 'N_NITROSODIMETHYLAMINE',\n",
       "       'N_NITROSOMORPHOLINE', 'NAPHTHALENE', 'NICKEL COMPOUNDS',\n",
       "       'NITROBENZENE', 'O_TOLUIDINE', 'PAHPOM',\n",
       "       'PENTACHLORONITROBENZENE _QUINTOBENZENE_', 'PENTACHLOROPHENOL',\n",
       "       'POLYCHLORINATED BIPHENYLS _AROCLORS_',\n",
       "       'PROPYLENE DICHLORIDE _1_2_DICHLOROPROPANE_', 'PROPYLENE OXIDE',\n",
       "       'TETRACHLOROETHYLENE _PERCHLOROETHYLENE_',\n",
       "       'TOXAPHENE _CHLORINATED CAMPHENE_', 'TRICHLOROETHYLENE',\n",
       "       'TRIFLURALIN', 'VINYL BROMIDE', 'VINYL CHLORIDE', 'GEOID'], dtype=object)"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# define columns to be removed\n",
    "cols = data.columns.values[52:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['countyCode', 'County Name', 'pctSmoking', '95% CI', 'Location',\n",
       "       'cCode', 'Geo_FIPS', 'totPop_y', 'pctMale', 'pctElderly', 'income',\n",
       "       'countyFIPS', 'tractFIPS_y', 'higherEd', 'unemploy', 'STATE',\n",
       "       'COUNTY', 'FIPS', 'TRACT', 'POP', 'POINT CANCER RISK',\n",
       "       'NONPOINT CANCER RISK', 'ONROAD CANCER RISK', 'NONROAD CANCER RISK',\n",
       "       'BACKGROUND CANCER RISK', 'SECONDARY CANCER RISK',\n",
       "       'TOTAL CANCER RISK', 'Z_1_1_2_2_TETRACHLOROETHANE',\n",
       "       'Z_1_1_2_TRICHLOROETHANE',\n",
       "       'Z_1_2_3_4_5_6_HEXACHLOROCYCLYHEXANE _ALL STEREO ISOMERS_',\n",
       "       'Z_1_2_DIBROMO_3_CHLOROPROPANE', 'Z_1_3_BUTADIENE',\n",
       "       'Z_1_3_DICHLOROPROPENE', 'Z_1_3_PROPANE SULTONE',\n",
       "       'Z_1_4_DICHLOROBENZENE', 'Z_1_4_DIOXANE', 'Z_2_4_6_TRICHLOROPHENOL',\n",
       "       'Z_2_4_DINITROTOLUENE', 'Z_2_4_TOLUENE DIAMINE',\n",
       "       'Z_2_4_TOLUENE DIISOCYANATE', 'Z_2_NITROPROPANE',\n",
       "       'Z_3_3_DICHLOROBENZIDINE', 'Z_3_3_DIMETHOXYBENZIDINE',\n",
       "       'Z_3_3_DIMETHYLBENZIDINE', 'Z_4_4_METHYLENE BIS_2_CHLOROANILINE_',\n",
       "       'Z_4_4_METHYLENEDIANILINE', 'Z_4_DIMETHYLAMINOAZOBENZENE',\n",
       "       'ACETALDEHYDE', 'ACETAMIDE', 'ACRYLAMIDE', 'ACRYLONITRILE',\n",
       "       'ALLYL CHLORIDE', 'ANILINE',\n",
       "       'ARSENIC COMPOUNDS_INORGANIC INCLUDING ARSINE_',\n",
       "       'BENZENE _INCLUDING BENZENE FROM GASOLINE_', 'BENZIDINE',\n",
       "       'BENZOTRICHLORIDE', 'BENZYL CHLORIDE', 'BERYLLIUM COMPOUNDS',\n",
       "       'BIS_2_ETHYLHEXYL_PHTHALATE _DEHP_', 'BIS_CHLOROMETHYL_ ETHER',\n",
       "       'BROMOFORM', 'CADMIUM COMPOUNDS', 'CAPTAN', 'CARBON TETRACHLORIDE',\n",
       "       'CHLORDANE', 'CHLOROBENZILATE', 'CHROMIUM COMPOUNDS',\n",
       "       'COKE OVEN EMISSIONS', 'CYANIDE COMPOUNDS',\n",
       "       'DDE _1_1_DICHLORO_2_2_BIS_P_  CHLOROPHENYL_ ETHYLENE_',\n",
       "       'DICHLOROETHYL ETHER _BIS_2_CHLOROETHYL_ETHER_', 'DICHLORVOS',\n",
       "       'EPICHLOROHYDRIN',\n",
       "       'ETHYL CARBAMATE _URETHANE_ CHLORIDE _CHLOROETHANE_',\n",
       "       'ETHYLBENZENE', 'ETHYLENE DIBROMIDE _DIBROMOETHANE_',\n",
       "       'ETHYLENE DICHLORIDE _1_2_DICHLOROETHANE_', 'ETHYLENE OXIDE',\n",
       "       'ETHYLENE THIOUREA', 'ETHYLIDENE DICHLORIDE _1_1_DICHLOROETHANE_',\n",
       "       'FORMALDEHYDE', 'HEPTACHLOR', 'HEXACHLOROBENZENE',\n",
       "       'HEXACHLOROBUTADIENE', 'HEXACHLOROETHANE', 'HYDRAZINE',\n",
       "       'ISOPHORONE', 'METHYL TERT_BUTYL ETHER',\n",
       "       'METHYLENE CHLORIDE _DICHLOROMETHANE_', 'N_NITROSODIMETHYLAMINE',\n",
       "       'N_NITROSOMORPHOLINE', 'NAPHTHALENE', 'NICKEL COMPOUNDS',\n",
       "       'NITROBENZENE', 'O_TOLUIDINE', 'PAHPOM',\n",
       "       'PENTACHLORONITROBENZENE _QUINTOBENZENE_', 'PENTACHLOROPHENOL',\n",
       "       'POLYCHLORINATED BIPHENYLS _AROCLORS_',\n",
       "       'PROPYLENE DICHLORIDE _1_2_DICHLOROPROPANE_', 'PROPYLENE OXIDE',\n",
       "       'TETRACHLOROETHYLENE _PERCHLOROETHYLENE_',\n",
       "       'TOXAPHENE _CHLORINATED CAMPHENE_', 'TRICHLOROETHYLENE',\n",
       "       'TRIFLURALIN', 'VINYL BROMIDE', 'VINYL CHLORIDE', 'GEOID'], dtype=object)"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# a few to keep\n",
    "keep = ['pctSmoking', 'pctElderly', 'income', 'higherEd', 'unemploy']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# list comprehension to finalize list of columns to exclude\n",
    "cols = [el for el in cols if el not in keep]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['countyCode',\n",
       " 'County Name',\n",
       " '95% CI',\n",
       " 'Location',\n",
       " 'cCode',\n",
       " 'Geo_FIPS',\n",
       " 'totPop_y',\n",
       " 'pctMale',\n",
       " 'countyFIPS',\n",
       " 'tractFIPS_y',\n",
       " 'STATE',\n",
       " 'COUNTY',\n",
       " 'FIPS',\n",
       " 'TRACT',\n",
       " 'POP',\n",
       " 'POINT CANCER RISK',\n",
       " 'NONPOINT CANCER RISK',\n",
       " 'ONROAD CANCER RISK',\n",
       " 'NONROAD CANCER RISK',\n",
       " 'BACKGROUND CANCER RISK',\n",
       " 'SECONDARY CANCER RISK',\n",
       " 'TOTAL CANCER RISK',\n",
       " 'Z_1_1_2_2_TETRACHLOROETHANE',\n",
       " 'Z_1_1_2_TRICHLOROETHANE',\n",
       " 'Z_1_2_3_4_5_6_HEXACHLOROCYCLYHEXANE _ALL STEREO ISOMERS_',\n",
       " 'Z_1_2_DIBROMO_3_CHLOROPROPANE',\n",
       " 'Z_1_3_BUTADIENE',\n",
       " 'Z_1_3_DICHLOROPROPENE',\n",
       " 'Z_1_3_PROPANE SULTONE',\n",
       " 'Z_1_4_DICHLOROBENZENE',\n",
       " 'Z_1_4_DIOXANE',\n",
       " 'Z_2_4_6_TRICHLOROPHENOL',\n",
       " 'Z_2_4_DINITROTOLUENE',\n",
       " 'Z_2_4_TOLUENE DIAMINE',\n",
       " 'Z_2_4_TOLUENE DIISOCYANATE',\n",
       " 'Z_2_NITROPROPANE',\n",
       " 'Z_3_3_DICHLOROBENZIDINE',\n",
       " 'Z_3_3_DIMETHOXYBENZIDINE',\n",
       " 'Z_3_3_DIMETHYLBENZIDINE',\n",
       " 'Z_4_4_METHYLENE BIS_2_CHLOROANILINE_',\n",
       " 'Z_4_4_METHYLENEDIANILINE',\n",
       " 'Z_4_DIMETHYLAMINOAZOBENZENE',\n",
       " 'ACETALDEHYDE',\n",
       " 'ACETAMIDE',\n",
       " 'ACRYLAMIDE',\n",
       " 'ACRYLONITRILE',\n",
       " 'ALLYL CHLORIDE',\n",
       " 'ANILINE',\n",
       " 'ARSENIC COMPOUNDS_INORGANIC INCLUDING ARSINE_',\n",
       " 'BENZENE _INCLUDING BENZENE FROM GASOLINE_',\n",
       " 'BENZIDINE',\n",
       " 'BENZOTRICHLORIDE',\n",
       " 'BENZYL CHLORIDE',\n",
       " 'BERYLLIUM COMPOUNDS',\n",
       " 'BIS_2_ETHYLHEXYL_PHTHALATE _DEHP_',\n",
       " 'BIS_CHLOROMETHYL_ ETHER',\n",
       " 'BROMOFORM',\n",
       " 'CADMIUM COMPOUNDS',\n",
       " 'CAPTAN',\n",
       " 'CARBON TETRACHLORIDE',\n",
       " 'CHLORDANE',\n",
       " 'CHLOROBENZILATE',\n",
       " 'CHROMIUM COMPOUNDS',\n",
       " 'COKE OVEN EMISSIONS',\n",
       " 'CYANIDE COMPOUNDS',\n",
       " 'DDE _1_1_DICHLORO_2_2_BIS_P_  CHLOROPHENYL_ ETHYLENE_',\n",
       " 'DICHLOROETHYL ETHER _BIS_2_CHLOROETHYL_ETHER_',\n",
       " 'DICHLORVOS',\n",
       " 'EPICHLOROHYDRIN',\n",
       " 'ETHYL CARBAMATE _URETHANE_ CHLORIDE _CHLOROETHANE_',\n",
       " 'ETHYLBENZENE',\n",
       " 'ETHYLENE DIBROMIDE _DIBROMOETHANE_',\n",
       " 'ETHYLENE DICHLORIDE _1_2_DICHLOROETHANE_',\n",
       " 'ETHYLENE OXIDE',\n",
       " 'ETHYLENE THIOUREA',\n",
       " 'ETHYLIDENE DICHLORIDE _1_1_DICHLOROETHANE_',\n",
       " 'FORMALDEHYDE',\n",
       " 'HEPTACHLOR',\n",
       " 'HEXACHLOROBENZENE',\n",
       " 'HEXACHLOROBUTADIENE',\n",
       " 'HEXACHLOROETHANE',\n",
       " 'HYDRAZINE',\n",
       " 'ISOPHORONE',\n",
       " 'METHYL TERT_BUTYL ETHER',\n",
       " 'METHYLENE CHLORIDE _DICHLOROMETHANE_',\n",
       " 'N_NITROSODIMETHYLAMINE',\n",
       " 'N_NITROSOMORPHOLINE',\n",
       " 'NAPHTHALENE',\n",
       " 'NICKEL COMPOUNDS',\n",
       " 'NITROBENZENE',\n",
       " 'O_TOLUIDINE',\n",
       " 'PAHPOM',\n",
       " 'PENTACHLORONITROBENZENE _QUINTOBENZENE_',\n",
       " 'PENTACHLOROPHENOL',\n",
       " 'POLYCHLORINATED BIPHENYLS _AROCLORS_',\n",
       " 'PROPYLENE DICHLORIDE _1_2_DICHLOROPROPANE_',\n",
       " 'PROPYLENE OXIDE',\n",
       " 'TETRACHLOROETHYLENE _PERCHLOROETHYLENE_',\n",
       " 'TOXAPHENE _CHLORINATED CAMPHENE_',\n",
       " 'TRICHLOROETHYLENE',\n",
       " 'TRIFLURALIN',\n",
       " 'VINYL BROMIDE',\n",
       " 'VINYL CHLORIDE',\n",
       " 'GEOID']"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# without extraneous attributes\n",
    "subData = data.drop(cols, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>geoid11</th>\n",
       "      <th>tractFIPS_x</th>\n",
       "      <th>totPop_x</th>\n",
       "      <th>observed_Bladder_Per100k</th>\n",
       "      <th>observed_Bone_Per100k</th>\n",
       "      <th>observed_Brain_Per100k</th>\n",
       "      <th>observed_Breast_Per100k</th>\n",
       "      <th>observed_Colorectal_Per100k</th>\n",
       "      <th>observed_Esophagus_Per100k</th>\n",
       "      <th>observed_Kidney_Per100k</th>\n",
       "      <th>...</th>\n",
       "      <th>BTEX_stack</th>\n",
       "      <th>BTEX_total</th>\n",
       "      <th>n_5_1_fugitive_air_dioxin</th>\n",
       "      <th>n_5_2_stack_air_dioxin</th>\n",
       "      <th>dioxinTotal</th>\n",
       "      <th>pctSmoking</th>\n",
       "      <th>pctElderly</th>\n",
       "      <th>income</th>\n",
       "      <th>higherEd</th>\n",
       "      <th>unemploy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>36001000100</td>\n",
       "      <td>001000100</td>\n",
       "      <td>2151</td>\n",
       "      <td>232.450023</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>92.980009</td>\n",
       "      <td>139.470014</td>\n",
       "      <td>46.490005</td>\n",
       "      <td>46.490005</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.075779</td>\n",
       "      <td>37619</td>\n",
       "      <td>0.394958</td>\n",
       "      <td>0.155963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>36001000200</td>\n",
       "      <td>001000200</td>\n",
       "      <td>5024</td>\n",
       "      <td>19.904459</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>19.904459</td>\n",
       "      <td>238.853503</td>\n",
       "      <td>79.617834</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>19.904459</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.073248</td>\n",
       "      <td>26552</td>\n",
       "      <td>0.360342</td>\n",
       "      <td>0.061856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>36001000300</td>\n",
       "      <td>001000300</td>\n",
       "      <td>6132</td>\n",
       "      <td>163.078930</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>48.923679</td>\n",
       "      <td>163.078930</td>\n",
       "      <td>309.849967</td>\n",
       "      <td>48.923679</td>\n",
       "      <td>97.847358</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.151337</td>\n",
       "      <td>38750</td>\n",
       "      <td>0.415695</td>\n",
       "      <td>0.089279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>36001000401</td>\n",
       "      <td>001000401</td>\n",
       "      <td>2185</td>\n",
       "      <td>274.599542</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>45.766590</td>\n",
       "      <td>732.265446</td>\n",
       "      <td>503.432494</td>\n",
       "      <td>45.766590</td>\n",
       "      <td>91.533181</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.528604</td>\n",
       "      <td>62039</td>\n",
       "      <td>0.641988</td>\n",
       "      <td>0.037353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>36001000403</td>\n",
       "      <td>001000403</td>\n",
       "      <td>4356</td>\n",
       "      <td>206.611570</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22.956841</td>\n",
       "      <td>413.223140</td>\n",
       "      <td>229.568411</td>\n",
       "      <td>45.913682</td>\n",
       "      <td>114.784206</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.159550</td>\n",
       "      <td>53644</td>\n",
       "      <td>0.786753</td>\n",
       "      <td>0.057276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>36001000501</td>\n",
       "      <td>001000501</td>\n",
       "      <td>3456</td>\n",
       "      <td>57.870370</td>\n",
       "      <td>28.935185</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>57.870370</td>\n",
       "      <td>144.675926</td>\n",
       "      <td>28.935185</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.112269</td>\n",
       "      <td>24771</td>\n",
       "      <td>0.468884</td>\n",
       "      <td>0.095294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>36001000600</td>\n",
       "      <td>001000600</td>\n",
       "      <td>3394</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>58.927519</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>29.463760</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.047437</td>\n",
       "      <td>21694</td>\n",
       "      <td>0.610000</td>\n",
       "      <td>0.135290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>36001000700</td>\n",
       "      <td>001000700</td>\n",
       "      <td>3729</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>26.816841</td>\n",
       "      <td>53.633682</td>\n",
       "      <td>348.618933</td>\n",
       "      <td>268.168410</td>\n",
       "      <td>53.633682</td>\n",
       "      <td>80.450523</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.094663</td>\n",
       "      <td>30786</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.161074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>36001000800</td>\n",
       "      <td>001000800</td>\n",
       "      <td>2049</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>48.804295</td>\n",
       "      <td>97.608590</td>\n",
       "      <td>146.412884</td>\n",
       "      <td>97.608590</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.109322</td>\n",
       "      <td>28393</td>\n",
       "      <td>0.395389</td>\n",
       "      <td>0.161396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>36001001100</td>\n",
       "      <td>001001100</td>\n",
       "      <td>804</td>\n",
       "      <td>124.378109</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124.378109</td>\n",
       "      <td>497.512438</td>\n",
       "      <td>870.646766</td>\n",
       "      <td>248.756219</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.146766</td>\n",
       "      <td>13491</td>\n",
       "      <td>0.422581</td>\n",
       "      <td>0.138272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>36001001400</td>\n",
       "      <td>001001400</td>\n",
       "      <td>3767</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>26.546323</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>318.555880</td>\n",
       "      <td>132.731617</td>\n",
       "      <td>26.546323</td>\n",
       "      <td>53.092647</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.052827</td>\n",
       "      <td>34435</td>\n",
       "      <td>0.833543</td>\n",
       "      <td>0.068212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>36001001500</td>\n",
       "      <td>001001500</td>\n",
       "      <td>4375</td>\n",
       "      <td>45.714286</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>137.142857</td>\n",
       "      <td>45.714286</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22.857143</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.077257</td>\n",
       "      <td>25440</td>\n",
       "      <td>0.655377</td>\n",
       "      <td>0.073756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>36001001600</td>\n",
       "      <td>001001600</td>\n",
       "      <td>3951</td>\n",
       "      <td>50.620096</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>303.720577</td>\n",
       "      <td>177.170337</td>\n",
       "      <td>50.620096</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.065300</td>\n",
       "      <td>34420</td>\n",
       "      <td>0.642155</td>\n",
       "      <td>0.042597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>36001001700</td>\n",
       "      <td>001001700</td>\n",
       "      <td>3703</td>\n",
       "      <td>81.015393</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>81.015393</td>\n",
       "      <td>351.066703</td>\n",
       "      <td>513.097489</td>\n",
       "      <td>54.010262</td>\n",
       "      <td>135.025655</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.173643</td>\n",
       "      <td>47230</td>\n",
       "      <td>0.726776</td>\n",
       "      <td>0.028876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>36001001801</td>\n",
       "      <td>001001801</td>\n",
       "      <td>6557</td>\n",
       "      <td>198.261400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>137.257892</td>\n",
       "      <td>625.285954</td>\n",
       "      <td>305.017539</td>\n",
       "      <td>15.250877</td>\n",
       "      <td>61.003508</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.240964</td>\n",
       "      <td>75234</td>\n",
       "      <td>0.784766</td>\n",
       "      <td>0.024862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>36001001802</td>\n",
       "      <td>001001802</td>\n",
       "      <td>3984</td>\n",
       "      <td>276.104418</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>50.200803</td>\n",
       "      <td>351.405622</td>\n",
       "      <td>376.506024</td>\n",
       "      <td>75.301205</td>\n",
       "      <td>175.702811</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.176456</td>\n",
       "      <td>41852</td>\n",
       "      <td>0.604412</td>\n",
       "      <td>0.138010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>36001001901</td>\n",
       "      <td>001001901</td>\n",
       "      <td>2644</td>\n",
       "      <td>113.464448</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>113.464448</td>\n",
       "      <td>264.750378</td>\n",
       "      <td>113.464448</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.121029</td>\n",
       "      <td>73671</td>\n",
       "      <td>0.815000</td>\n",
       "      <td>0.031794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>36001001902</td>\n",
       "      <td>001001902</td>\n",
       "      <td>2569</td>\n",
       "      <td>233.553912</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>77.851304</td>\n",
       "      <td>428.182172</td>\n",
       "      <td>389.256520</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>38.925652</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.174387</td>\n",
       "      <td>67188</td>\n",
       "      <td>0.755447</td>\n",
       "      <td>0.050032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>36001002000</td>\n",
       "      <td>001002000</td>\n",
       "      <td>4932</td>\n",
       "      <td>162.206002</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>20.275750</td>\n",
       "      <td>263.584753</td>\n",
       "      <td>202.757502</td>\n",
       "      <td>60.827251</td>\n",
       "      <td>101.378751</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.087997</td>\n",
       "      <td>46771</td>\n",
       "      <td>0.570280</td>\n",
       "      <td>0.057240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>36001002100</td>\n",
       "      <td>001002100</td>\n",
       "      <td>3076</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>162.548765</td>\n",
       "      <td>32.509753</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.043563</td>\n",
       "      <td>33196</td>\n",
       "      <td>0.546717</td>\n",
       "      <td>0.074115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>36001002200</td>\n",
       "      <td>001002200</td>\n",
       "      <td>2398</td>\n",
       "      <td>41.701418</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>166.805671</td>\n",
       "      <td>250.208507</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>41.701418</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.072977</td>\n",
       "      <td>40469</td>\n",
       "      <td>0.735414</td>\n",
       "      <td>0.048471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>36001002300</td>\n",
       "      <td>001002300</td>\n",
       "      <td>1817</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>55.035773</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>330.214640</td>\n",
       "      <td>275.178866</td>\n",
       "      <td>55.035773</td>\n",
       "      <td>55.035773</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.104018</td>\n",
       "      <td>26611</td>\n",
       "      <td>0.644231</td>\n",
       "      <td>0.053684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>36001002500</td>\n",
       "      <td>001002500</td>\n",
       "      <td>3424</td>\n",
       "      <td>29.205607</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>29.205607</td>\n",
       "      <td>58.411215</td>\n",
       "      <td>87.616822</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.036215</td>\n",
       "      <td>21656</td>\n",
       "      <td>0.382405</td>\n",
       "      <td>0.204852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>36001002600</td>\n",
       "      <td>001002600</td>\n",
       "      <td>5685</td>\n",
       "      <td>52.770449</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>35.180299</td>\n",
       "      <td>193.491645</td>\n",
       "      <td>123.131047</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>105.540897</td>\n",
       "      <td>...</td>\n",
       "      <td>6539</td>\n",
       "      <td>7586</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.208795</td>\n",
       "      <td>32500</td>\n",
       "      <td>0.596729</td>\n",
       "      <td>0.058726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>36001012700</td>\n",
       "      <td>001012700</td>\n",
       "      <td>2407</td>\n",
       "      <td>83.090985</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>83.090985</td>\n",
       "      <td>83.090985</td>\n",
       "      <td>83.090985</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.173245</td>\n",
       "      <td>50330</td>\n",
       "      <td>0.487959</td>\n",
       "      <td>0.038587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>36001012800</td>\n",
       "      <td>001012800</td>\n",
       "      <td>3288</td>\n",
       "      <td>60.827251</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>30.413625</td>\n",
       "      <td>152.068127</td>\n",
       "      <td>121.654501</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>91.240876</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.104015</td>\n",
       "      <td>30739</td>\n",
       "      <td>0.307692</td>\n",
       "      <td>0.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>36001012900</td>\n",
       "      <td>001012900</td>\n",
       "      <td>2880</td>\n",
       "      <td>104.166667</td>\n",
       "      <td>34.722222</td>\n",
       "      <td>69.444444</td>\n",
       "      <td>243.055556</td>\n",
       "      <td>486.111111</td>\n",
       "      <td>69.444444</td>\n",
       "      <td>69.444444</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.152083</td>\n",
       "      <td>24621</td>\n",
       "      <td>0.340267</td>\n",
       "      <td>0.090456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>36001013000</td>\n",
       "      <td>001013000</td>\n",
       "      <td>6468</td>\n",
       "      <td>231.910946</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>30.921459</td>\n",
       "      <td>401.978973</td>\n",
       "      <td>401.978973</td>\n",
       "      <td>92.764378</td>\n",
       "      <td>123.685838</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.187848</td>\n",
       "      <td>56076</td>\n",
       "      <td>0.462796</td>\n",
       "      <td>0.059770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>36001013100</td>\n",
       "      <td>001013100</td>\n",
       "      <td>2556</td>\n",
       "      <td>156.494523</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>469.483568</td>\n",
       "      <td>117.370892</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>39.123631</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.128717</td>\n",
       "      <td>40789</td>\n",
       "      <td>0.514418</td>\n",
       "      <td>0.050306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>36001013200</td>\n",
       "      <td>001013200</td>\n",
       "      <td>3588</td>\n",
       "      <td>167.224080</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>27.870680</td>\n",
       "      <td>362.318841</td>\n",
       "      <td>334.448161</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.155797</td>\n",
       "      <td>39058</td>\n",
       "      <td>0.443130</td>\n",
       "      <td>0.064181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3794</th>\n",
       "      <td>36119013202</td>\n",
       "      <td>119013202</td>\n",
       "      <td>2882</td>\n",
       "      <td>208.188758</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>104.094379</td>\n",
       "      <td>451.075642</td>\n",
       "      <td>277.585010</td>\n",
       "      <td>34.698126</td>\n",
       "      <td>277.585010</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.273074</td>\n",
       "      <td>123542</td>\n",
       "      <td>0.758386</td>\n",
       "      <td>0.091424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3795</th>\n",
       "      <td>36119013301</td>\n",
       "      <td>119013301</td>\n",
       "      <td>2506</td>\n",
       "      <td>119.712690</td>\n",
       "      <td>39.904230</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>159.616919</td>\n",
       "      <td>279.329609</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>39.904230</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.141261</td>\n",
       "      <td>52981</td>\n",
       "      <td>0.499697</td>\n",
       "      <td>0.115616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3796</th>\n",
       "      <td>36119013304</td>\n",
       "      <td>119013304</td>\n",
       "      <td>4462</td>\n",
       "      <td>44.822949</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>268.937696</td>\n",
       "      <td>89.645899</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22.411475</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.110040</td>\n",
       "      <td>63958</td>\n",
       "      <td>0.538410</td>\n",
       "      <td>0.060896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3797</th>\n",
       "      <td>36119013400</td>\n",
       "      <td>119013400</td>\n",
       "      <td>6395</td>\n",
       "      <td>62.548866</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>31.274433</td>\n",
       "      <td>203.283815</td>\n",
       "      <td>109.460516</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>62.548866</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.086943</td>\n",
       "      <td>71912</td>\n",
       "      <td>0.680356</td>\n",
       "      <td>0.089734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3798</th>\n",
       "      <td>36119013500</td>\n",
       "      <td>119013500</td>\n",
       "      <td>3967</td>\n",
       "      <td>201.663726</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.207966</td>\n",
       "      <td>655.407109</td>\n",
       "      <td>252.079657</td>\n",
       "      <td>50.415931</td>\n",
       "      <td>100.831863</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.117469</td>\n",
       "      <td>87350</td>\n",
       "      <td>0.638341</td>\n",
       "      <td>0.017544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3799</th>\n",
       "      <td>36119013600</td>\n",
       "      <td>119013600</td>\n",
       "      <td>4713</td>\n",
       "      <td>190.961171</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>403.140250</td>\n",
       "      <td>254.614895</td>\n",
       "      <td>21.217908</td>\n",
       "      <td>84.871632</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.151496</td>\n",
       "      <td>64681</td>\n",
       "      <td>0.526284</td>\n",
       "      <td>0.067198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3800</th>\n",
       "      <td>36119013700</td>\n",
       "      <td>119013700</td>\n",
       "      <td>5709</td>\n",
       "      <td>122.613417</td>\n",
       "      <td>17.516202</td>\n",
       "      <td>70.064810</td>\n",
       "      <td>578.034682</td>\n",
       "      <td>227.710632</td>\n",
       "      <td>52.548607</td>\n",
       "      <td>52.548607</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.208968</td>\n",
       "      <td>110788</td>\n",
       "      <td>0.679637</td>\n",
       "      <td>0.033333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3801</th>\n",
       "      <td>36119013800</td>\n",
       "      <td>119013800</td>\n",
       "      <td>3207</td>\n",
       "      <td>280.636109</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>62.363580</td>\n",
       "      <td>592.454007</td>\n",
       "      <td>187.090739</td>\n",
       "      <td>62.363580</td>\n",
       "      <td>62.363580</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.110072</td>\n",
       "      <td>104167</td>\n",
       "      <td>0.836653</td>\n",
       "      <td>0.054404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3802</th>\n",
       "      <td>36119013900</td>\n",
       "      <td>119013900</td>\n",
       "      <td>4697</td>\n",
       "      <td>149.031297</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>21.290185</td>\n",
       "      <td>596.125186</td>\n",
       "      <td>276.772408</td>\n",
       "      <td>21.290185</td>\n",
       "      <td>85.160741</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.117522</td>\n",
       "      <td>89866</td>\n",
       "      <td>0.702720</td>\n",
       "      <td>0.066228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3803</th>\n",
       "      <td>36119014000</td>\n",
       "      <td>119014000</td>\n",
       "      <td>2191</td>\n",
       "      <td>182.565039</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>91.282519</td>\n",
       "      <td>182.565039</td>\n",
       "      <td>319.488818</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>45.641260</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.141944</td>\n",
       "      <td>84464</td>\n",
       "      <td>0.596587</td>\n",
       "      <td>0.088285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3804</th>\n",
       "      <td>36119014100</td>\n",
       "      <td>119014100</td>\n",
       "      <td>5829</td>\n",
       "      <td>68.622405</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>17.155601</td>\n",
       "      <td>394.578830</td>\n",
       "      <td>240.178418</td>\n",
       "      <td>17.155601</td>\n",
       "      <td>68.622405</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.129353</td>\n",
       "      <td>46058</td>\n",
       "      <td>0.382020</td>\n",
       "      <td>0.150070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3805</th>\n",
       "      <td>36119014200</td>\n",
       "      <td>119014200</td>\n",
       "      <td>3595</td>\n",
       "      <td>27.816412</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>194.714882</td>\n",
       "      <td>27.816412</td>\n",
       "      <td>27.816412</td>\n",
       "      <td>55.632823</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.081502</td>\n",
       "      <td>57500</td>\n",
       "      <td>0.370837</td>\n",
       "      <td>0.060842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3806</th>\n",
       "      <td>36119014300</td>\n",
       "      <td>119014300</td>\n",
       "      <td>3813</td>\n",
       "      <td>52.452137</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>183.582481</td>\n",
       "      <td>78.678206</td>\n",
       "      <td>26.226069</td>\n",
       "      <td>26.226069</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.085759</td>\n",
       "      <td>32930</td>\n",
       "      <td>0.331594</td>\n",
       "      <td>0.101498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3807</th>\n",
       "      <td>36119014400</td>\n",
       "      <td>119014400</td>\n",
       "      <td>6767</td>\n",
       "      <td>88.665583</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>44.332791</td>\n",
       "      <td>236.441555</td>\n",
       "      <td>265.996749</td>\n",
       "      <td>29.555194</td>\n",
       "      <td>118.220777</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.073297</td>\n",
       "      <td>78030</td>\n",
       "      <td>0.586684</td>\n",
       "      <td>0.054417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3808</th>\n",
       "      <td>36119014500</td>\n",
       "      <td>119014500</td>\n",
       "      <td>4405</td>\n",
       "      <td>45.402951</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22.701476</td>\n",
       "      <td>408.626561</td>\n",
       "      <td>136.208854</td>\n",
       "      <td>45.402951</td>\n",
       "      <td>68.104427</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.154597</td>\n",
       "      <td>74779</td>\n",
       "      <td>0.640536</td>\n",
       "      <td>0.076322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3809</th>\n",
       "      <td>36119014604</td>\n",
       "      <td>119014604</td>\n",
       "      <td>3156</td>\n",
       "      <td>95.057034</td>\n",
       "      <td>31.685678</td>\n",
       "      <td>63.371356</td>\n",
       "      <td>506.970849</td>\n",
       "      <td>285.171103</td>\n",
       "      <td>63.371356</td>\n",
       "      <td>95.057034</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.144170</td>\n",
       "      <td>81763</td>\n",
       "      <td>0.670290</td>\n",
       "      <td>0.082141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3810</th>\n",
       "      <td>36119014605</td>\n",
       "      <td>119014605</td>\n",
       "      <td>2780</td>\n",
       "      <td>287.769784</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>35.971223</td>\n",
       "      <td>287.769784</td>\n",
       "      <td>323.741007</td>\n",
       "      <td>107.913669</td>\n",
       "      <td>35.971223</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.238129</td>\n",
       "      <td>60087</td>\n",
       "      <td>0.684798</td>\n",
       "      <td>0.027677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3811</th>\n",
       "      <td>36119014606</td>\n",
       "      <td>119014606</td>\n",
       "      <td>6313</td>\n",
       "      <td>158.403295</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>47.520988</td>\n",
       "      <td>554.411532</td>\n",
       "      <td>300.966260</td>\n",
       "      <td>47.520988</td>\n",
       "      <td>110.882306</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.085221</td>\n",
       "      <td>165978</td>\n",
       "      <td>0.852382</td>\n",
       "      <td>0.046854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3812</th>\n",
       "      <td>36119014607</td>\n",
       "      <td>119014607</td>\n",
       "      <td>4209</td>\n",
       "      <td>190.068900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>23.758612</td>\n",
       "      <td>261.344737</td>\n",
       "      <td>142.551675</td>\n",
       "      <td>23.758612</td>\n",
       "      <td>71.275837</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.082918</td>\n",
       "      <td>117900</td>\n",
       "      <td>0.750991</td>\n",
       "      <td>0.065987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3813</th>\n",
       "      <td>36119014701</td>\n",
       "      <td>119014701</td>\n",
       "      <td>4878</td>\n",
       "      <td>102.501025</td>\n",
       "      <td>20.500205</td>\n",
       "      <td>20.500205</td>\n",
       "      <td>348.503485</td>\n",
       "      <td>307.503075</td>\n",
       "      <td>61.500615</td>\n",
       "      <td>82.000820</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.191267</td>\n",
       "      <td>89523</td>\n",
       "      <td>0.570198</td>\n",
       "      <td>0.072757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3814</th>\n",
       "      <td>36119014703</td>\n",
       "      <td>119014703</td>\n",
       "      <td>5325</td>\n",
       "      <td>169.014085</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>37.558685</td>\n",
       "      <td>450.704225</td>\n",
       "      <td>187.793427</td>\n",
       "      <td>56.338028</td>\n",
       "      <td>112.676056</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.100845</td>\n",
       "      <td>96917</td>\n",
       "      <td>0.664147</td>\n",
       "      <td>0.040369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3815</th>\n",
       "      <td>36119014704</td>\n",
       "      <td>119014704</td>\n",
       "      <td>2510</td>\n",
       "      <td>239.043825</td>\n",
       "      <td>39.840637</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>278.884462</td>\n",
       "      <td>318.725100</td>\n",
       "      <td>39.840637</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.110757</td>\n",
       "      <td>81293</td>\n",
       "      <td>0.572827</td>\n",
       "      <td>0.032947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3816</th>\n",
       "      <td>36119014804</td>\n",
       "      <td>119014804</td>\n",
       "      <td>7953</td>\n",
       "      <td>62.869357</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.147743</td>\n",
       "      <td>377.216145</td>\n",
       "      <td>251.477430</td>\n",
       "      <td>12.573871</td>\n",
       "      <td>75.443229</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.120583</td>\n",
       "      <td>89806</td>\n",
       "      <td>0.678152</td>\n",
       "      <td>0.067293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3817</th>\n",
       "      <td>36119014805</td>\n",
       "      <td>119014805</td>\n",
       "      <td>4191</td>\n",
       "      <td>167.024576</td>\n",
       "      <td>23.860654</td>\n",
       "      <td>23.860654</td>\n",
       "      <td>548.795037</td>\n",
       "      <td>167.024576</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>143.163923</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.103794</td>\n",
       "      <td>144091</td>\n",
       "      <td>0.786352</td>\n",
       "      <td>0.052021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3818</th>\n",
       "      <td>36119014806</td>\n",
       "      <td>119014806</td>\n",
       "      <td>6770</td>\n",
       "      <td>147.710487</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.771049</td>\n",
       "      <td>398.818316</td>\n",
       "      <td>280.649926</td>\n",
       "      <td>14.771049</td>\n",
       "      <td>44.313146</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.105908</td>\n",
       "      <td>110069</td>\n",
       "      <td>0.708945</td>\n",
       "      <td>0.061965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3819</th>\n",
       "      <td>36119014808</td>\n",
       "      <td>119014808</td>\n",
       "      <td>3245</td>\n",
       "      <td>215.716487</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>61.633282</td>\n",
       "      <td>462.249615</td>\n",
       "      <td>369.799692</td>\n",
       "      <td>30.816641</td>\n",
       "      <td>92.449923</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.145455</td>\n",
       "      <td>119500</td>\n",
       "      <td>0.779116</td>\n",
       "      <td>0.015090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3820</th>\n",
       "      <td>36119014809</td>\n",
       "      <td>119014809</td>\n",
       "      <td>6865</td>\n",
       "      <td>145.666424</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>58.266570</td>\n",
       "      <td>407.865987</td>\n",
       "      <td>131.099782</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>58.266570</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.113037</td>\n",
       "      <td>113211</td>\n",
       "      <td>0.720663</td>\n",
       "      <td>0.037388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3821</th>\n",
       "      <td>36119014907</td>\n",
       "      <td>119014907</td>\n",
       "      <td>3827</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>26.130128</td>\n",
       "      <td>313.561536</td>\n",
       "      <td>130.650640</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>130.650640</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.120721</td>\n",
       "      <td>102112</td>\n",
       "      <td>0.691228</td>\n",
       "      <td>0.045655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3822</th>\n",
       "      <td>36119014908</td>\n",
       "      <td>119014908</td>\n",
       "      <td>2571</td>\n",
       "      <td>77.790743</td>\n",
       "      <td>77.790743</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>583.430572</td>\n",
       "      <td>233.372229</td>\n",
       "      <td>38.895371</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.102295</td>\n",
       "      <td>135089</td>\n",
       "      <td>0.730413</td>\n",
       "      <td>0.031943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3823</th>\n",
       "      <td>36119015000</td>\n",
       "      <td>119015000</td>\n",
       "      <td>5233</td>\n",
       "      <td>171.985477</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>19.109497</td>\n",
       "      <td>554.175425</td>\n",
       "      <td>191.094974</td>\n",
       "      <td>19.109497</td>\n",
       "      <td>133.766482</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.226830</td>\n",
       "      <td>131875</td>\n",
       "      <td>0.724037</td>\n",
       "      <td>0.040841</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3824 rows × 57 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          geoid11 tractFIPS_x  totPop_x  observed_Bladder_Per100k  observed_Bone_Per100k  observed_Brain_Per100k  observed_Breast_Per100k  observed_Colorectal_Per100k  observed_Esophagus_Per100k  \\\n",
       "0     36001000100   001000100      2151                232.450023               0.000000                0.000000                92.980009                   139.470014                   46.490005   \n",
       "1     36001000200   001000200      5024                 19.904459               0.000000               19.904459               238.853503                    79.617834                    0.000000   \n",
       "2     36001000300   001000300      6132                163.078930               0.000000               48.923679               163.078930                   309.849967                   48.923679   \n",
       "3     36001000401   001000401      2185                274.599542               0.000000               45.766590               732.265446                   503.432494                   45.766590   \n",
       "4     36001000403   001000403      4356                206.611570               0.000000               22.956841               413.223140                   229.568411                   45.913682   \n",
       "5     36001000501   001000501      3456                 57.870370              28.935185                0.000000                57.870370                   144.675926                   28.935185   \n",
       "6     36001000600   001000600      3394                  0.000000               0.000000               58.927519                 0.000000                    29.463760                    0.000000   \n",
       "7     36001000700   001000700      3729                  0.000000              26.816841               53.633682               348.618933                   268.168410                   53.633682   \n",
       "8     36001000800   001000800      2049                  0.000000               0.000000               48.804295                97.608590                   146.412884                   97.608590   \n",
       "9     36001001100   001001100       804                124.378109               0.000000              124.378109               497.512438                   870.646766                  248.756219   \n",
       "10    36001001400   001001400      3767                  0.000000              26.546323                0.000000               318.555880                   132.731617                   26.546323   \n",
       "11    36001001500   001001500      4375                 45.714286               0.000000                0.000000               137.142857                    45.714286                    0.000000   \n",
       "12    36001001600   001001600      3951                 50.620096               0.000000                0.000000               303.720577                   177.170337                   50.620096   \n",
       "13    36001001700   001001700      3703                 81.015393               0.000000               81.015393               351.066703                   513.097489                   54.010262   \n",
       "14    36001001801   001001801      6557                198.261400               0.000000              137.257892               625.285954                   305.017539                   15.250877   \n",
       "15    36001001802   001001802      3984                276.104418               0.000000               50.200803               351.405622                   376.506024                   75.301205   \n",
       "16    36001001901   001001901      2644                113.464448               0.000000              113.464448               264.750378                   113.464448                    0.000000   \n",
       "17    36001001902   001001902      2569                233.553912               0.000000               77.851304               428.182172                   389.256520                    0.000000   \n",
       "18    36001002000   001002000      4932                162.206002               0.000000               20.275750               263.584753                   202.757502                   60.827251   \n",
       "19    36001002100   001002100      3076                  0.000000               0.000000                0.000000               162.548765                    32.509753                    0.000000   \n",
       "20    36001002200   001002200      2398                 41.701418               0.000000                0.000000               166.805671                   250.208507                    0.000000   \n",
       "21    36001002300   001002300      1817                  0.000000              55.035773                0.000000               330.214640                   275.178866                   55.035773   \n",
       "22    36001002500   001002500      3424                 29.205607               0.000000               29.205607                58.411215                    87.616822                    0.000000   \n",
       "23    36001002600   001002600      5685                 52.770449               0.000000               35.180299               193.491645                   123.131047                    0.000000   \n",
       "24    36001012700   001012700      2407                 83.090985               0.000000                0.000000                 0.000000                    83.090985                   83.090985   \n",
       "25    36001012800   001012800      3288                 60.827251               0.000000               30.413625               152.068127                   121.654501                    0.000000   \n",
       "26    36001012900   001012900      2880                104.166667              34.722222               69.444444               243.055556                   486.111111                   69.444444   \n",
       "27    36001013000   001013000      6468                231.910946               0.000000               30.921459               401.978973                   401.978973                   92.764378   \n",
       "28    36001013100   001013100      2556                156.494523               0.000000                0.000000               469.483568                   117.370892                    0.000000   \n",
       "29    36001013200   001013200      3588                167.224080               0.000000               27.870680               362.318841                   334.448161                    0.000000   \n",
       "...           ...         ...       ...                       ...                    ...                     ...                      ...                          ...                         ...   \n",
       "3794  36119013202   119013202      2882                208.188758               0.000000              104.094379               451.075642                   277.585010                   34.698126   \n",
       "3795  36119013301   119013301      2506                119.712690              39.904230                0.000000               159.616919                   279.329609                    0.000000   \n",
       "3796  36119013304   119013304      4462                 44.822949               0.000000                0.000000               268.937696                    89.645899                    0.000000   \n",
       "3797  36119013400   119013400      6395                 62.548866               0.000000               31.274433               203.283815                   109.460516                    0.000000   \n",
       "3798  36119013500   119013500      3967                201.663726               0.000000               25.207966               655.407109                   252.079657                   50.415931   \n",
       "3799  36119013600   119013600      4713                190.961171               0.000000                0.000000               403.140250                   254.614895                   21.217908   \n",
       "3800  36119013700   119013700      5709                122.613417              17.516202               70.064810               578.034682                   227.710632                   52.548607   \n",
       "3801  36119013800   119013800      3207                280.636109               0.000000               62.363580               592.454007                   187.090739                   62.363580   \n",
       "3802  36119013900   119013900      4697                149.031297               0.000000               21.290185               596.125186                   276.772408                   21.290185   \n",
       "3803  36119014000   119014000      2191                182.565039               0.000000               91.282519               182.565039                   319.488818                    0.000000   \n",
       "3804  36119014100   119014100      5829                 68.622405               0.000000               17.155601               394.578830                   240.178418                   17.155601   \n",
       "3805  36119014200   119014200      3595                 27.816412               0.000000                0.000000               194.714882                    27.816412                   27.816412   \n",
       "3806  36119014300   119014300      3813                 52.452137               0.000000                0.000000               183.582481                    78.678206                   26.226069   \n",
       "3807  36119014400   119014400      6767                 88.665583               0.000000               44.332791               236.441555                   265.996749                   29.555194   \n",
       "3808  36119014500   119014500      4405                 45.402951               0.000000               22.701476               408.626561                   136.208854                   45.402951   \n",
       "3809  36119014604   119014604      3156                 95.057034              31.685678               63.371356               506.970849                   285.171103                   63.371356   \n",
       "3810  36119014605   119014605      2780                287.769784               0.000000               35.971223               287.769784                   323.741007                  107.913669   \n",
       "3811  36119014606   119014606      6313                158.403295               0.000000               47.520988               554.411532                   300.966260                   47.520988   \n",
       "3812  36119014607   119014607      4209                190.068900               0.000000               23.758612               261.344737                   142.551675                   23.758612   \n",
       "3813  36119014701   119014701      4878                102.501025              20.500205               20.500205               348.503485                   307.503075                   61.500615   \n",
       "3814  36119014703   119014703      5325                169.014085               0.000000               37.558685               450.704225                   187.793427                   56.338028   \n",
       "3815  36119014704   119014704      2510                239.043825              39.840637                0.000000               278.884462                   318.725100                   39.840637   \n",
       "3816  36119014804   119014804      7953                 62.869357               0.000000               25.147743               377.216145                   251.477430                   12.573871   \n",
       "3817  36119014805   119014805      4191                167.024576              23.860654               23.860654               548.795037                   167.024576                    0.000000   \n",
       "3818  36119014806   119014806      6770                147.710487               0.000000               14.771049               398.818316                   280.649926                   14.771049   \n",
       "3819  36119014808   119014808      3245                215.716487               0.000000               61.633282               462.249615                   369.799692                   30.816641   \n",
       "3820  36119014809   119014809      6865                145.666424               0.000000               58.266570               407.865987                   131.099782                    0.000000   \n",
       "3821  36119014907   119014907      3827                  0.000000               0.000000               26.130128               313.561536                   130.650640                    0.000000   \n",
       "3822  36119014908   119014908      2571                 77.790743              77.790743                0.000000               583.430572                   233.372229                   38.895371   \n",
       "3823  36119015000   119015000      5233                171.985477               0.000000               19.109497               554.175425                   191.094974                   19.109497   \n",
       "\n",
       "      observed_Kidney_Per100k    ...     BTEX_stack  BTEX_total  n_5_1_fugitive_air_dioxin  n_5_2_stack_air_dioxin  dioxinTotal  pctSmoking  pctElderly  income  higherEd  unemploy  \n",
       "0                   46.490005    ...              0           0                          0                       0            0        17.0    0.075779   37619  0.394958  0.155963  \n",
       "1                   19.904459    ...              0           0                          0                       0            0        17.0    0.073248   26552  0.360342  0.061856  \n",
       "2                   97.847358    ...              0           0                          0                       0            0        17.0    0.151337   38750  0.415695  0.089279  \n",
       "3                   91.533181    ...              0           0                          0                       0            0        17.0    0.528604   62039  0.641988  0.037353  \n",
       "4                  114.784206    ...              0           0                          0                       0            0        17.0    0.159550   53644  0.786753  0.057276  \n",
       "5                    0.000000    ...              0           0                          0                       0            0        17.0    0.112269   24771  0.468884  0.095294  \n",
       "6                    0.000000    ...              0           0                          0                       0            0        17.0    0.047437   21694  0.610000  0.135290  \n",
       "7                   80.450523    ...              0           0                          0                       0            0        17.0    0.094663   30786  0.444444  0.161074  \n",
       "8                    0.000000    ...              0           0                          0                       0            0        17.0    0.109322   28393  0.395389  0.161396  \n",
       "9                    0.000000    ...              0           0                          0                       0            0        17.0    0.146766   13491  0.422581  0.138272  \n",
       "10                  53.092647    ...              0           0                          0                       0            0        17.0    0.052827   34435  0.833543  0.068212  \n",
       "11                  22.857143    ...              0           0                          0                       0            0        17.0    0.077257   25440  0.655377  0.073756  \n",
       "12                   0.000000    ...              0           0                          0                       0            0        17.0    0.065300   34420  0.642155  0.042597  \n",
       "13                 135.025655    ...              0           0                          0                       0            0        17.0    0.173643   47230  0.726776  0.028876  \n",
       "14                  61.003508    ...              0           0                          0                       0            0        17.0    0.240964   75234  0.784766  0.024862  \n",
       "15                 175.702811    ...              0           0                          0                       0            0        17.0    0.176456   41852  0.604412  0.138010  \n",
       "16                   0.000000    ...              0           0                          0                       0            0        17.0    0.121029   73671  0.815000  0.031794  \n",
       "17                  38.925652    ...              0           0                          0                       0            0        17.0    0.174387   67188  0.755447  0.050032  \n",
       "18                 101.378751    ...              0           0                          0                       0            0        17.0    0.087997   46771  0.570280  0.057240  \n",
       "19                   0.000000    ...              0           0                          0                       0            0        17.0    0.043563   33196  0.546717  0.074115  \n",
       "20                  41.701418    ...              0           0                          0                       0            0        17.0    0.072977   40469  0.735414  0.048471  \n",
       "21                  55.035773    ...              0           0                          0                       0            0        17.0    0.104018   26611  0.644231  0.053684  \n",
       "22                   0.000000    ...              0           0                          0                       0            0        17.0    0.036215   21656  0.382405  0.204852  \n",
       "23                 105.540897    ...           6539        7586                          0                       0            0        17.0    0.208795   32500  0.596729  0.058726  \n",
       "24                  83.090985    ...              0           0                          0                       0            0        17.0    0.173245   50330  0.487959  0.038587  \n",
       "25                  91.240876    ...              0           0                          0                       0            0        17.0    0.104015   30739  0.307692  0.066667  \n",
       "26                  69.444444    ...              0           0                          0                       0            0        17.0    0.152083   24621  0.340267  0.090456  \n",
       "27                 123.685838    ...              0           0                          0                       0            0        17.0    0.187848   56076  0.462796  0.059770  \n",
       "28                  39.123631    ...              0           0                          0                       0            0        17.0    0.128717   40789  0.514418  0.050306  \n",
       "29                   0.000000    ...              0           0                          0                       0            0        17.0    0.155797   39058  0.443130  0.064181  \n",
       "...                       ...    ...            ...         ...                        ...                     ...          ...         ...         ...     ...       ...       ...  \n",
       "3794               277.585010    ...              0           0                          0                       0            0        11.7    0.273074  123542  0.758386  0.091424  \n",
       "3795                39.904230    ...              0           0                          0                       0            0        11.7    0.141261   52981  0.499697  0.115616  \n",
       "3796                22.411475    ...              0           0                          0                       0            0        11.7    0.110040   63958  0.538410  0.060896  \n",
       "3797                62.548866    ...              0           0                          0                       0            0        11.7    0.086943   71912  0.680356  0.089734  \n",
       "3798               100.831863    ...              0           0                          0                       0            0        11.7    0.117469   87350  0.638341  0.017544  \n",
       "3799                84.871632    ...              0           0                          0                       0            0        11.7    0.151496   64681  0.526284  0.067198  \n",
       "3800                52.548607    ...              0           0                          0                       0            0        11.7    0.208968  110788  0.679637  0.033333  \n",
       "3801                62.363580    ...              0           0                          0                       0            0        11.7    0.110072  104167  0.836653  0.054404  \n",
       "3802                85.160741    ...              0           0                          0                       0            0        11.7    0.117522   89866  0.702720  0.066228  \n",
       "3803                45.641260    ...              0           0                          0                       0            0        11.7    0.141944   84464  0.596587  0.088285  \n",
       "3804                68.622405    ...              0           0                          0                       0            0        11.7    0.129353   46058  0.382020  0.150070  \n",
       "3805                55.632823    ...              0           0                          0                       0            0        11.7    0.081502   57500  0.370837  0.060842  \n",
       "3806                26.226069    ...              0           0                          0                       0            0        11.7    0.085759   32930  0.331594  0.101498  \n",
       "3807               118.220777    ...              0           0                          0                       0            0        11.7    0.073297   78030  0.586684  0.054417  \n",
       "3808                68.104427    ...              0           0                          0                       0            0        11.7    0.154597   74779  0.640536  0.076322  \n",
       "3809                95.057034    ...              0           0                          0                       0            0        11.7    0.144170   81763  0.670290  0.082141  \n",
       "3810                35.971223    ...              0           0                          0                       0            0        11.7    0.238129   60087  0.684798  0.027677  \n",
       "3811               110.882306    ...              0           0                          0                       0            0        11.7    0.085221  165978  0.852382  0.046854  \n",
       "3812                71.275837    ...              0           0                          0                       0            0        11.7    0.082918  117900  0.750991  0.065987  \n",
       "3813                82.000820    ...              0           0                          0                       0            0        11.7    0.191267   89523  0.570198  0.072757  \n",
       "3814               112.676056    ...              0           0                          0                       0            0        11.7    0.100845   96917  0.664147  0.040369  \n",
       "3815                 0.000000    ...              0           0                          0                       0            0        11.7    0.110757   81293  0.572827  0.032947  \n",
       "3816                75.443229    ...              0           0                          0                       0            0        11.7    0.120583   89806  0.678152  0.067293  \n",
       "3817               143.163923    ...              0           0                          0                       0            0        11.7    0.103794  144091  0.786352  0.052021  \n",
       "3818                44.313146    ...              0           0                          0                       0            0        11.7    0.105908  110069  0.708945  0.061965  \n",
       "3819                92.449923    ...              0           0                          0                       0            0        11.7    0.145455  119500  0.779116  0.015090  \n",
       "3820                58.266570    ...              0           0                          0                       0            0        11.7    0.113037  113211  0.720663  0.037388  \n",
       "3821               130.650640    ...              0           0                          0                       0            0        11.7    0.120721  102112  0.691228  0.045655  \n",
       "3822                 0.000000    ...              0           0                          0                       0            0        11.7    0.102295  135089  0.730413  0.031943  \n",
       "3823               133.766482    ...              0           0                          0                       0            0        11.7    0.226830  131875  0.724037  0.040841  \n",
       "\n",
       "[3824 rows x 57 columns]"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['geoid11', 'tractFIPS_x', 'totPop_x', 'observed_Bladder_Per100k',\n",
       "       'observed_Bone_Per100k', 'observed_Brain_Per100k',\n",
       "       'observed_Breast_Per100k', 'observed_Colorectal_Per100k',\n",
       "       'observed_Esophagus_Per100k', 'observed_Kidney_Per100k',\n",
       "       'observed_Larynx_Per100k', 'observed_Leukemia_Per100k',\n",
       "       'observed_Liver_Per100k', 'observed_Lung_Per100k',\n",
       "       'observed_Mesothelioma_Per100k', 'observed_NHL_Per100k',\n",
       "       'observed_Nasal_Per100k', 'observed_Oral_Per100k',\n",
       "       'observed_Other_Per100k', 'observed_Ovary_Per100k',\n",
       "       'observed_Pancreas_Per100k', 'observed_Prostate_Per100k',\n",
       "       'observed_Soft_Tissue_Per100k', 'observed_Stomach_Per100k',\n",
       "       'observed_Testis_Per100k', 'observed_Thyroid_Per100k',\n",
       "       'observed_Uterus_Per100k', 'observed_Total_Per100k',\n",
       "       'n_5_1_fugitive_air', 'n_5_2_stack_air', 'airTotal',\n",
       "       'n_5_1_fugitive_air_benzene', 'n_5_2_stack_air_benzene',\n",
       "       'benzeneTotal', 'n_5_1_fugitive_air_toluene',\n",
       "       'n_5_2_stack_air_toluene', 'tolueneTotal',\n",
       "       'n_5_1_fugitive_air_ethylbenzene', 'n_5_2_stack_air_ethylbenzene',\n",
       "       'ethylbenzeneTotal', 'n_5_1_fugitive_air_xylene',\n",
       "       'n_5_2_stack_air_xylene', 'xyleneTotal',\n",
       "       'n_5_1_fugitive_air_formaldehyde', 'n_5_2_stack_air_formaldehyde',\n",
       "       'formaldehydeTotal', 'BTEX_fugitive', 'BTEX_stack', 'BTEX_total',\n",
       "       'n_5_1_fugitive_air_dioxin', 'n_5_2_stack_air_dioxin',\n",
       "       'dioxinTotal', 'pctSmoking', 'pctElderly', 'income', 'higherEd',\n",
       "       'unemploy'], dtype=object)"
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subData.columns.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "moreToDrop = subData.columns.values[:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['geoid11', 'tractFIPS_x', 'totPop_x'], dtype=object)"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moreToDrop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "subData = subData.drop(moreToDrop, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'observed_Bladder_Per100k',\n",
      "'observed_Bone_Per100k',\n",
      "'observed_Brain_Per100k',\n",
      "'observed_Breast_Per100k',\n",
      "'observed_Colorectal_Per100k',\n",
      "'observed_Esophagus_Per100k',\n",
      "'observed_Kidney_Per100k',\n",
      "'observed_Larynx_Per100k',\n",
      "'observed_Leukemia_Per100k',\n",
      "'observed_Liver_Per100k',\n",
      "'observed_Lung_Per100k',\n",
      "'observed_Mesothelioma_Per100k',\n",
      "'observed_NHL_Per100k',\n",
      "'observed_Nasal_Per100k',\n",
      "'observed_Oral_Per100k',\n",
      "'observed_Other_Per100k',\n",
      "'observed_Ovary_Per100k',\n",
      "'observed_Pancreas_Per100k',\n",
      "'observed_Prostate_Per100k',\n",
      "'observed_Soft_Tissue_Per100k',\n",
      "'observed_Stomach_Per100k',\n",
      "'observed_Testis_Per100k',\n",
      "'observed_Thyroid_Per100k',\n",
      "'observed_Uterus_Per100k',\n",
      "'observed_Total_Per100k',\n",
      "'n_5_1_fugitive_air',\n",
      "'n_5_2_stack_air',\n",
      "'airTotal',\n",
      "'n_5_1_fugitive_air_benzene',\n",
      "'n_5_2_stack_air_benzene',\n",
      "'benzeneTotal',\n",
      "'n_5_1_fugitive_air_toluene',\n",
      "'n_5_2_stack_air_toluene',\n",
      "'tolueneTotal',\n",
      "'n_5_1_fugitive_air_ethylbenzene',\n",
      "'n_5_2_stack_air_ethylbenzene',\n",
      "'ethylbenzeneTotal',\n",
      "'n_5_1_fugitive_air_xylene',\n",
      "'n_5_2_stack_air_xylene',\n",
      "'xyleneTotal',\n",
      "'n_5_1_fugitive_air_formaldehyde',\n",
      "'n_5_2_stack_air_formaldehyde',\n",
      "'formaldehydeTotal',\n",
      "'BTEX_fugitive',\n",
      "'BTEX_stack',\n",
      "'BTEX_total',\n",
      "'n_5_1_fugitive_air_dioxin',\n",
      "'n_5_2_stack_air_dioxin',\n",
      "'dioxinTotal',\n",
      "'pctSmoking',\n",
      "'pctElderly',\n",
      "'income',\n",
      "'higherEd',\n",
      "'unemploy',\n"
     ]
    }
   ],
   "source": [
    "# printing for ease of editing in text editor, to make into renamed columns\n",
    "for i in subData.columns.values:\n",
    "    print \"'\"+i+\"',\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# better names for display\n",
    "reCols = [\n",
    "'Bladder',\n",
    "'Bone',\n",
    "'Brain',\n",
    "'Breast',\n",
    "'Colorectal',\n",
    "'Esophagus',\n",
    "'Kidney',\n",
    "'Larynx',\n",
    "'Leukemia',\n",
    "'Liver',\n",
    "'Lung',\n",
    "'Mesothelioma',\n",
    "'NHL',\n",
    "'Nasal',\n",
    "'Oral',\n",
    "'Other',\n",
    "'Ovary',\n",
    "'Pancreas',\n",
    "'Prostate',\n",
    "'Soft_Tissue',\n",
    "'Stomach',\n",
    "'Testis',\n",
    "'Thyroid',\n",
    "'Uterus',\n",
    "'ALL CANCERS',\n",
    "'Fugitive Emissions',\n",
    "'Stack Emissions',\n",
    "'Total Emisisons',\n",
    "'Fugitive Benzene',\n",
    "'Stack Benzene',\n",
    "'Total Benzene',\n",
    "'Fugitive Toluene',\n",
    "'Stack Toluene',\n",
    "'Total Toluene',\n",
    "'Fugitive Ethylbenzene',\n",
    "'Stack Ethylbenzene',\n",
    "'Total Ethylbenzene',\n",
    "'Fugitive Xylene',\n",
    "'Stack Xylene',\n",
    "'Total Xylene',\n",
    "'Fugitive Formaldehyde',\n",
    "'Stack Formaldehyde',\n",
    "'Total Formaldehyde',\n",
    "'Fugitive BTEX',\n",
    "'Stack BTEX',\n",
    "'Total BTEX',\n",
    "'Fugitive Dioxin',\n",
    "'Stack Dioxin',\n",
    "'Total Dioxin',\n",
    "'Pct Smoking',\n",
    "'Pct Elderly',\n",
    "'Median Income',\n",
    "'Higher Education',\n",
    "'Unemployment'    \n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# rename with better names\n",
    "subData.columns = reCols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# reorder for better display\n",
    "reReCols = reCols[24:25]+reCols[:24]+reCols[25:]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ALL CANCERS',\n",
       " 'Bladder',\n",
       " 'Bone',\n",
       " 'Brain',\n",
       " 'Breast',\n",
       " 'Colorectal',\n",
       " 'Esophagus',\n",
       " 'Kidney',\n",
       " 'Larynx',\n",
       " 'Leukemia',\n",
       " 'Liver',\n",
       " 'Lung',\n",
       " 'Mesothelioma',\n",
       " 'NHL',\n",
       " 'Nasal',\n",
       " 'Oral',\n",
       " 'Other',\n",
       " 'Ovary',\n",
       " 'Pancreas',\n",
       " 'Prostate',\n",
       " 'Soft_Tissue',\n",
       " 'Stomach',\n",
       " 'Testis',\n",
       " 'Thyroid',\n",
       " 'Uterus',\n",
       " 'Fugitive Emissions',\n",
       " 'Stack Emissions',\n",
       " 'Total Emisisons',\n",
       " 'Fugitive Benzene',\n",
       " 'Stack Benzene',\n",
       " 'Total Benzene',\n",
       " 'Fugitive Toluene',\n",
       " 'Stack Toluene',\n",
       " 'Total Toluene',\n",
       " 'Fugitive Ethylbenzene',\n",
       " 'Stack Ethylbenzene',\n",
       " 'Total Ethylbenzene',\n",
       " 'Fugitive Xylene',\n",
       " 'Stack Xylene',\n",
       " 'Total Xylene',\n",
       " 'Fugitive Formaldehyde',\n",
       " 'Stack Formaldehyde',\n",
       " 'Total Formaldehyde',\n",
       " 'Fugitive BTEX',\n",
       " 'Stack BTEX',\n",
       " 'Total BTEX',\n",
       " 'Fugitive Dioxin',\n",
       " 'Stack Dioxin',\n",
       " 'Total Dioxin',\n",
       " 'Pct Smoking',\n",
       " 'Pct Elderly',\n",
       " 'Median Income',\n",
       " 'Higher Education',\n",
       " 'Unemployment']"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# that's better\n",
    "reReCols\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# assign the new order to the dataframe\n",
    "subData = subData[reReCols]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ct = subData.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ALL CANCERS</th>\n",
       "      <th>Bladder</th>\n",
       "      <th>Bone</th>\n",
       "      <th>Brain</th>\n",
       "      <th>Breast</th>\n",
       "      <th>Colorectal</th>\n",
       "      <th>Esophagus</th>\n",
       "      <th>Kidney</th>\n",
       "      <th>Larynx</th>\n",
       "      <th>Leukemia</th>\n",
       "      <th>...</th>\n",
       "      <th>Stack BTEX</th>\n",
       "      <th>Total BTEX</th>\n",
       "      <th>Fugitive Dioxin</th>\n",
       "      <th>Stack Dioxin</th>\n",
       "      <th>Total Dioxin</th>\n",
       "      <th>Pct Smoking</th>\n",
       "      <th>Pct Elderly</th>\n",
       "      <th>Median Income</th>\n",
       "      <th>Higher Education</th>\n",
       "      <th>Unemployment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ALL CANCERS</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.790179</td>\n",
       "      <td>0.077309</td>\n",
       "      <td>0.538982</td>\n",
       "      <td>0.836804</td>\n",
       "      <td>0.814447</td>\n",
       "      <td>0.402297</td>\n",
       "      <td>0.632731</td>\n",
       "      <td>0.445220</td>\n",
       "      <td>0.591765</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000466</td>\n",
       "      <td>0.001686</td>\n",
       "      <td>-0.023507</td>\n",
       "      <td>0.011539</td>\n",
       "      <td>0.010347</td>\n",
       "      <td>0.132413</td>\n",
       "      <td>0.547752</td>\n",
       "      <td>0.163932</td>\n",
       "      <td>0.216731</td>\n",
       "      <td>-0.202583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bladder</th>\n",
       "      <td>0.790179</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.052618</td>\n",
       "      <td>0.466083</td>\n",
       "      <td>0.631286</td>\n",
       "      <td>0.621042</td>\n",
       "      <td>0.297143</td>\n",
       "      <td>0.488844</td>\n",
       "      <td>0.332779</td>\n",
       "      <td>0.463793</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004482</td>\n",
       "      <td>0.006218</td>\n",
       "      <td>-0.018558</td>\n",
       "      <td>0.011434</td>\n",
       "      <td>0.010462</td>\n",
       "      <td>0.169963</td>\n",
       "      <td>0.445912</td>\n",
       "      <td>0.138538</td>\n",
       "      <td>0.181141</td>\n",
       "      <td>-0.223679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bone</th>\n",
       "      <td>0.077309</td>\n",
       "      <td>0.052618</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.021007</td>\n",
       "      <td>0.053016</td>\n",
       "      <td>0.068165</td>\n",
       "      <td>0.041313</td>\n",
       "      <td>0.042032</td>\n",
       "      <td>0.012799</td>\n",
       "      <td>0.067709</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.007758</td>\n",
       "      <td>-0.008284</td>\n",
       "      <td>-0.006332</td>\n",
       "      <td>-0.000586</td>\n",
       "      <td>-0.000857</td>\n",
       "      <td>-0.005119</td>\n",
       "      <td>0.066461</td>\n",
       "      <td>0.016021</td>\n",
       "      <td>0.011598</td>\n",
       "      <td>-0.000631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brain</th>\n",
       "      <td>0.538982</td>\n",
       "      <td>0.466083</td>\n",
       "      <td>0.021007</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.420469</td>\n",
       "      <td>0.437979</td>\n",
       "      <td>0.169629</td>\n",
       "      <td>0.332838</td>\n",
       "      <td>0.293486</td>\n",
       "      <td>0.332143</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.009911</td>\n",
       "      <td>-0.008244</td>\n",
       "      <td>-0.013301</td>\n",
       "      <td>-0.003535</td>\n",
       "      <td>-0.004073</td>\n",
       "      <td>0.081321</td>\n",
       "      <td>0.204321</td>\n",
       "      <td>0.080713</td>\n",
       "      <td>0.118051</td>\n",
       "      <td>-0.126668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Breast</th>\n",
       "      <td>0.836804</td>\n",
       "      <td>0.631286</td>\n",
       "      <td>0.053016</td>\n",
       "      <td>0.420469</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.629626</td>\n",
       "      <td>0.283781</td>\n",
       "      <td>0.503097</td>\n",
       "      <td>0.316553</td>\n",
       "      <td>0.478546</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.006442</td>\n",
       "      <td>-0.005835</td>\n",
       "      <td>-0.022328</td>\n",
       "      <td>0.001609</td>\n",
       "      <td>0.000604</td>\n",
       "      <td>0.029890</td>\n",
       "      <td>0.444592</td>\n",
       "      <td>0.284665</td>\n",
       "      <td>0.325637</td>\n",
       "      <td>-0.251318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colorectal</th>\n",
       "      <td>0.814447</td>\n",
       "      <td>0.621042</td>\n",
       "      <td>0.068165</td>\n",
       "      <td>0.437979</td>\n",
       "      <td>0.629626</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.312186</td>\n",
       "      <td>0.503259</td>\n",
       "      <td>0.416924</td>\n",
       "      <td>0.451672</td>\n",
       "      <td>...</td>\n",
       "      <td>0.017571</td>\n",
       "      <td>0.019426</td>\n",
       "      <td>-0.024206</td>\n",
       "      <td>0.006447</td>\n",
       "      <td>0.005293</td>\n",
       "      <td>0.093603</td>\n",
       "      <td>0.454662</td>\n",
       "      <td>0.004983</td>\n",
       "      <td>0.043743</td>\n",
       "      <td>-0.091906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Esophagus</th>\n",
       "      <td>0.402297</td>\n",
       "      <td>0.297143</td>\n",
       "      <td>0.041313</td>\n",
       "      <td>0.169629</td>\n",
       "      <td>0.283781</td>\n",
       "      <td>0.312186</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.256383</td>\n",
       "      <td>0.195436</td>\n",
       "      <td>0.207620</td>\n",
       "      <td>...</td>\n",
       "      <td>0.008513</td>\n",
       "      <td>0.008722</td>\n",
       "      <td>0.006879</td>\n",
       "      <td>0.007120</td>\n",
       "      <td>0.007327</td>\n",
       "      <td>0.151928</td>\n",
       "      <td>0.253713</td>\n",
       "      <td>-0.014646</td>\n",
       "      <td>0.033035</td>\n",
       "      <td>-0.047416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kidney</th>\n",
       "      <td>0.632731</td>\n",
       "      <td>0.488844</td>\n",
       "      <td>0.042032</td>\n",
       "      <td>0.332838</td>\n",
       "      <td>0.503097</td>\n",
       "      <td>0.503259</td>\n",
       "      <td>0.256383</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.284717</td>\n",
       "      <td>0.331242</td>\n",
       "      <td>...</td>\n",
       "      <td>0.013992</td>\n",
       "      <td>0.015540</td>\n",
       "      <td>0.009519</td>\n",
       "      <td>0.023465</td>\n",
       "      <td>0.023566</td>\n",
       "      <td>0.077502</td>\n",
       "      <td>0.306338</td>\n",
       "      <td>0.085819</td>\n",
       "      <td>0.101715</td>\n",
       "      <td>-0.138176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Larynx</th>\n",
       "      <td>0.445220</td>\n",
       "      <td>0.332779</td>\n",
       "      <td>0.012799</td>\n",
       "      <td>0.293486</td>\n",
       "      <td>0.316553</td>\n",
       "      <td>0.416924</td>\n",
       "      <td>0.195436</td>\n",
       "      <td>0.284717</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.227885</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.012294</td>\n",
       "      <td>-0.011400</td>\n",
       "      <td>-0.010969</td>\n",
       "      <td>-0.008233</td>\n",
       "      <td>-0.008605</td>\n",
       "      <td>0.146951</td>\n",
       "      <td>0.145935</td>\n",
       "      <td>-0.105373</td>\n",
       "      <td>-0.076520</td>\n",
       "      <td>0.041022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Leukemia</th>\n",
       "      <td>0.591765</td>\n",
       "      <td>0.463793</td>\n",
       "      <td>0.067709</td>\n",
       "      <td>0.332143</td>\n",
       "      <td>0.478546</td>\n",
       "      <td>0.451672</td>\n",
       "      <td>0.207620</td>\n",
       "      <td>0.331242</td>\n",
       "      <td>0.227885</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.004844</td>\n",
       "      <td>-0.004573</td>\n",
       "      <td>-0.019217</td>\n",
       "      <td>0.015900</td>\n",
       "      <td>0.014839</td>\n",
       "      <td>0.099499</td>\n",
       "      <td>0.382803</td>\n",
       "      <td>0.123416</td>\n",
       "      <td>0.157381</td>\n",
       "      <td>-0.169168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Liver</th>\n",
       "      <td>0.375628</td>\n",
       "      <td>0.234723</td>\n",
       "      <td>0.011922</td>\n",
       "      <td>0.202278</td>\n",
       "      <td>0.248275</td>\n",
       "      <td>0.333665</td>\n",
       "      <td>0.125423</td>\n",
       "      <td>0.228367</td>\n",
       "      <td>0.252245</td>\n",
       "      <td>0.165421</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.007301</td>\n",
       "      <td>-0.006958</td>\n",
       "      <td>-0.000053</td>\n",
       "      <td>-0.022390</td>\n",
       "      <td>-0.022089</td>\n",
       "      <td>-0.046269</td>\n",
       "      <td>0.111578</td>\n",
       "      <td>-0.123946</td>\n",
       "      <td>-0.116862</td>\n",
       "      <td>0.077223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lung</th>\n",
       "      <td>0.819019</td>\n",
       "      <td>0.653721</td>\n",
       "      <td>0.052422</td>\n",
       "      <td>0.468634</td>\n",
       "      <td>0.610983</td>\n",
       "      <td>0.665341</td>\n",
       "      <td>0.366412</td>\n",
       "      <td>0.530747</td>\n",
       "      <td>0.497155</td>\n",
       "      <td>0.479171</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.004281</td>\n",
       "      <td>-0.002807</td>\n",
       "      <td>-0.014482</td>\n",
       "      <td>0.022236</td>\n",
       "      <td>0.021297</td>\n",
       "      <td>0.261189</td>\n",
       "      <td>0.426432</td>\n",
       "      <td>-0.033337</td>\n",
       "      <td>0.021703</td>\n",
       "      <td>-0.086190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mesothelioma</th>\n",
       "      <td>0.337862</td>\n",
       "      <td>0.267145</td>\n",
       "      <td>-0.025525</td>\n",
       "      <td>0.219923</td>\n",
       "      <td>0.263723</td>\n",
       "      <td>0.267781</td>\n",
       "      <td>0.211306</td>\n",
       "      <td>0.280656</td>\n",
       "      <td>0.215583</td>\n",
       "      <td>0.163250</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.005195</td>\n",
       "      <td>-0.003505</td>\n",
       "      <td>-0.005500</td>\n",
       "      <td>-0.002567</td>\n",
       "      <td>-0.002774</td>\n",
       "      <td>0.076274</td>\n",
       "      <td>0.148852</td>\n",
       "      <td>0.060087</td>\n",
       "      <td>0.061254</td>\n",
       "      <td>-0.052234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NHL</th>\n",
       "      <td>0.659955</td>\n",
       "      <td>0.504000</td>\n",
       "      <td>0.047105</td>\n",
       "      <td>0.327342</td>\n",
       "      <td>0.533909</td>\n",
       "      <td>0.472337</td>\n",
       "      <td>0.241601</td>\n",
       "      <td>0.408535</td>\n",
       "      <td>0.196277</td>\n",
       "      <td>0.408952</td>\n",
       "      <td>...</td>\n",
       "      <td>0.003713</td>\n",
       "      <td>0.005788</td>\n",
       "      <td>-0.022733</td>\n",
       "      <td>0.024463</td>\n",
       "      <td>0.023131</td>\n",
       "      <td>0.042885</td>\n",
       "      <td>0.415642</td>\n",
       "      <td>0.203764</td>\n",
       "      <td>0.244175</td>\n",
       "      <td>-0.214022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nasal</th>\n",
       "      <td>0.364414</td>\n",
       "      <td>0.297734</td>\n",
       "      <td>0.027368</td>\n",
       "      <td>0.278253</td>\n",
       "      <td>0.300239</td>\n",
       "      <td>0.348960</td>\n",
       "      <td>0.132391</td>\n",
       "      <td>0.269954</td>\n",
       "      <td>0.298168</td>\n",
       "      <td>0.180919</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.006102</td>\n",
       "      <td>-0.006415</td>\n",
       "      <td>-0.004867</td>\n",
       "      <td>0.006766</td>\n",
       "      <td>0.006460</td>\n",
       "      <td>0.071518</td>\n",
       "      <td>0.066232</td>\n",
       "      <td>-0.013257</td>\n",
       "      <td>-0.001539</td>\n",
       "      <td>-0.036860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oral</th>\n",
       "      <td>0.372000</td>\n",
       "      <td>0.250314</td>\n",
       "      <td>0.017090</td>\n",
       "      <td>0.091841</td>\n",
       "      <td>0.290886</td>\n",
       "      <td>0.253403</td>\n",
       "      <td>0.150415</td>\n",
       "      <td>0.217167</td>\n",
       "      <td>0.148863</td>\n",
       "      <td>0.167124</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000921</td>\n",
       "      <td>0.002440</td>\n",
       "      <td>-0.003861</td>\n",
       "      <td>0.018272</td>\n",
       "      <td>0.017855</td>\n",
       "      <td>0.125636</td>\n",
       "      <td>0.248538</td>\n",
       "      <td>0.031535</td>\n",
       "      <td>0.042342</td>\n",
       "      <td>-0.064003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other</th>\n",
       "      <td>0.859549</td>\n",
       "      <td>0.658216</td>\n",
       "      <td>0.028478</td>\n",
       "      <td>0.433824</td>\n",
       "      <td>0.676930</td>\n",
       "      <td>0.635722</td>\n",
       "      <td>0.323636</td>\n",
       "      <td>0.477661</td>\n",
       "      <td>0.322021</td>\n",
       "      <td>0.504548</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006294</td>\n",
       "      <td>0.006979</td>\n",
       "      <td>-0.017002</td>\n",
       "      <td>0.006086</td>\n",
       "      <td>0.005255</td>\n",
       "      <td>0.109055</td>\n",
       "      <td>0.523873</td>\n",
       "      <td>0.189243</td>\n",
       "      <td>0.253583</td>\n",
       "      <td>-0.182872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ovary</th>\n",
       "      <td>0.439870</td>\n",
       "      <td>0.328964</td>\n",
       "      <td>0.042165</td>\n",
       "      <td>0.203316</td>\n",
       "      <td>0.378708</td>\n",
       "      <td>0.364512</td>\n",
       "      <td>0.137406</td>\n",
       "      <td>0.287236</td>\n",
       "      <td>0.159774</td>\n",
       "      <td>0.218688</td>\n",
       "      <td>...</td>\n",
       "      <td>0.010520</td>\n",
       "      <td>0.009444</td>\n",
       "      <td>-0.016043</td>\n",
       "      <td>0.022347</td>\n",
       "      <td>0.021338</td>\n",
       "      <td>0.017866</td>\n",
       "      <td>0.266129</td>\n",
       "      <td>0.104647</td>\n",
       "      <td>0.136669</td>\n",
       "      <td>-0.122843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pancreas</th>\n",
       "      <td>0.626320</td>\n",
       "      <td>0.515345</td>\n",
       "      <td>0.091126</td>\n",
       "      <td>0.405727</td>\n",
       "      <td>0.467633</td>\n",
       "      <td>0.503738</td>\n",
       "      <td>0.227833</td>\n",
       "      <td>0.359043</td>\n",
       "      <td>0.278435</td>\n",
       "      <td>0.408795</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001077</td>\n",
       "      <td>-0.000935</td>\n",
       "      <td>-0.006808</td>\n",
       "      <td>-0.004442</td>\n",
       "      <td>-0.004682</td>\n",
       "      <td>0.049877</td>\n",
       "      <td>0.413282</td>\n",
       "      <td>0.085009</td>\n",
       "      <td>0.115418</td>\n",
       "      <td>-0.093116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Prostate</th>\n",
       "      <td>0.748345</td>\n",
       "      <td>0.536545</td>\n",
       "      <td>0.039204</td>\n",
       "      <td>0.340668</td>\n",
       "      <td>0.625683</td>\n",
       "      <td>0.521849</td>\n",
       "      <td>0.280011</td>\n",
       "      <td>0.394823</td>\n",
       "      <td>0.219824</td>\n",
       "      <td>0.391336</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.004881</td>\n",
       "      <td>-0.004615</td>\n",
       "      <td>-0.028320</td>\n",
       "      <td>0.010964</td>\n",
       "      <td>0.009569</td>\n",
       "      <td>0.072794</td>\n",
       "      <td>0.368148</td>\n",
       "      <td>0.229201</td>\n",
       "      <td>0.258645</td>\n",
       "      <td>-0.170827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Soft_Tissue</th>\n",
       "      <td>0.315972</td>\n",
       "      <td>0.231497</td>\n",
       "      <td>0.005374</td>\n",
       "      <td>0.111543</td>\n",
       "      <td>0.269504</td>\n",
       "      <td>0.245699</td>\n",
       "      <td>0.087206</td>\n",
       "      <td>0.165059</td>\n",
       "      <td>0.070207</td>\n",
       "      <td>0.166121</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.011101</td>\n",
       "      <td>-0.008640</td>\n",
       "      <td>-0.010615</td>\n",
       "      <td>-0.008101</td>\n",
       "      <td>-0.008458</td>\n",
       "      <td>-0.021583</td>\n",
       "      <td>0.145211</td>\n",
       "      <td>0.066950</td>\n",
       "      <td>0.075100</td>\n",
       "      <td>-0.067784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stomach</th>\n",
       "      <td>0.307085</td>\n",
       "      <td>0.170777</td>\n",
       "      <td>0.017993</td>\n",
       "      <td>0.143265</td>\n",
       "      <td>0.230359</td>\n",
       "      <td>0.321443</td>\n",
       "      <td>0.100552</td>\n",
       "      <td>0.196268</td>\n",
       "      <td>0.171440</td>\n",
       "      <td>0.129950</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001054</td>\n",
       "      <td>-0.001130</td>\n",
       "      <td>-0.016716</td>\n",
       "      <td>-0.007994</td>\n",
       "      <td>-0.008622</td>\n",
       "      <td>-0.078319</td>\n",
       "      <td>0.215433</td>\n",
       "      <td>-0.092620</td>\n",
       "      <td>-0.084611</td>\n",
       "      <td>0.058750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Testis</th>\n",
       "      <td>0.196194</td>\n",
       "      <td>0.137306</td>\n",
       "      <td>0.072420</td>\n",
       "      <td>0.092050</td>\n",
       "      <td>0.171222</td>\n",
       "      <td>0.112160</td>\n",
       "      <td>0.070306</td>\n",
       "      <td>0.129538</td>\n",
       "      <td>0.069006</td>\n",
       "      <td>0.123499</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.009455</td>\n",
       "      <td>-0.009788</td>\n",
       "      <td>-0.009939</td>\n",
       "      <td>-0.008153</td>\n",
       "      <td>-0.008480</td>\n",
       "      <td>0.030829</td>\n",
       "      <td>0.112506</td>\n",
       "      <td>0.132953</td>\n",
       "      <td>0.147076</td>\n",
       "      <td>-0.118420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thyroid</th>\n",
       "      <td>0.413526</td>\n",
       "      <td>0.294721</td>\n",
       "      <td>0.080555</td>\n",
       "      <td>0.141326</td>\n",
       "      <td>0.363557</td>\n",
       "      <td>0.304923</td>\n",
       "      <td>0.131901</td>\n",
       "      <td>0.263134</td>\n",
       "      <td>0.061149</td>\n",
       "      <td>0.213405</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.015097</td>\n",
       "      <td>-0.015944</td>\n",
       "      <td>-0.008652</td>\n",
       "      <td>-0.018060</td>\n",
       "      <td>-0.018197</td>\n",
       "      <td>-0.080575</td>\n",
       "      <td>0.199021</td>\n",
       "      <td>0.268837</td>\n",
       "      <td>0.247942</td>\n",
       "      <td>-0.244337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Uterus</th>\n",
       "      <td>0.536610</td>\n",
       "      <td>0.359507</td>\n",
       "      <td>0.058313</td>\n",
       "      <td>0.239794</td>\n",
       "      <td>0.405588</td>\n",
       "      <td>0.411142</td>\n",
       "      <td>0.238006</td>\n",
       "      <td>0.374752</td>\n",
       "      <td>0.186626</td>\n",
       "      <td>0.275120</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005621</td>\n",
       "      <td>0.004908</td>\n",
       "      <td>-0.010897</td>\n",
       "      <td>0.006634</td>\n",
       "      <td>0.006064</td>\n",
       "      <td>0.013238</td>\n",
       "      <td>0.318370</td>\n",
       "      <td>0.088731</td>\n",
       "      <td>0.124836</td>\n",
       "      <td>-0.105095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fugitive Emissions</th>\n",
       "      <td>0.015893</td>\n",
       "      <td>0.028443</td>\n",
       "      <td>0.007030</td>\n",
       "      <td>-0.003396</td>\n",
       "      <td>0.014065</td>\n",
       "      <td>0.000238</td>\n",
       "      <td>0.024122</td>\n",
       "      <td>0.020277</td>\n",
       "      <td>0.001750</td>\n",
       "      <td>-0.000828</td>\n",
       "      <td>...</td>\n",
       "      <td>0.028912</td>\n",
       "      <td>0.031212</td>\n",
       "      <td>0.289360</td>\n",
       "      <td>0.150260</td>\n",
       "      <td>0.160969</td>\n",
       "      <td>0.038899</td>\n",
       "      <td>0.003946</td>\n",
       "      <td>-0.010741</td>\n",
       "      <td>-0.009266</td>\n",
       "      <td>-0.017332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stack Emissions</th>\n",
       "      <td>-0.000123</td>\n",
       "      <td>0.007565</td>\n",
       "      <td>-0.010181</td>\n",
       "      <td>0.011797</td>\n",
       "      <td>-0.000727</td>\n",
       "      <td>-0.005149</td>\n",
       "      <td>0.015849</td>\n",
       "      <td>0.007340</td>\n",
       "      <td>-0.013253</td>\n",
       "      <td>-0.010093</td>\n",
       "      <td>...</td>\n",
       "      <td>0.065882</td>\n",
       "      <td>0.068467</td>\n",
       "      <td>0.577015</td>\n",
       "      <td>0.316614</td>\n",
       "      <td>0.337738</td>\n",
       "      <td>0.037501</td>\n",
       "      <td>-0.005362</td>\n",
       "      <td>-0.018120</td>\n",
       "      <td>-0.011550</td>\n",
       "      <td>0.001259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Emisisons</th>\n",
       "      <td>0.001363</td>\n",
       "      <td>0.009984</td>\n",
       "      <td>-0.009210</td>\n",
       "      <td>0.011115</td>\n",
       "      <td>0.000607</td>\n",
       "      <td>-0.004967</td>\n",
       "      <td>0.017609</td>\n",
       "      <td>0.009004</td>\n",
       "      <td>-0.012680</td>\n",
       "      <td>-0.009858</td>\n",
       "      <td>...</td>\n",
       "      <td>0.066541</td>\n",
       "      <td>0.069261</td>\n",
       "      <td>0.586159</td>\n",
       "      <td>0.320837</td>\n",
       "      <td>0.342307</td>\n",
       "      <td>0.039969</td>\n",
       "      <td>-0.004828</td>\n",
       "      <td>-0.018562</td>\n",
       "      <td>-0.012057</td>\n",
       "      <td>-0.000396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fugitive Benzene</th>\n",
       "      <td>0.021935</td>\n",
       "      <td>0.014320</td>\n",
       "      <td>-0.014552</td>\n",
       "      <td>0.047590</td>\n",
       "      <td>0.010125</td>\n",
       "      <td>0.010608</td>\n",
       "      <td>0.018403</td>\n",
       "      <td>0.029533</td>\n",
       "      <td>-0.012253</td>\n",
       "      <td>0.043158</td>\n",
       "      <td>...</td>\n",
       "      <td>0.042169</td>\n",
       "      <td>0.055597</td>\n",
       "      <td>-0.000937</td>\n",
       "      <td>0.008597</td>\n",
       "      <td>0.008439</td>\n",
       "      <td>0.010993</td>\n",
       "      <td>0.008512</td>\n",
       "      <td>0.020824</td>\n",
       "      <td>0.022831</td>\n",
       "      <td>-0.003298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stack Benzene</th>\n",
       "      <td>0.015450</td>\n",
       "      <td>0.016713</td>\n",
       "      <td>-0.009426</td>\n",
       "      <td>0.043914</td>\n",
       "      <td>0.005111</td>\n",
       "      <td>0.017278</td>\n",
       "      <td>0.007754</td>\n",
       "      <td>-0.001832</td>\n",
       "      <td>-0.012041</td>\n",
       "      <td>0.000410</td>\n",
       "      <td>...</td>\n",
       "      <td>0.058588</td>\n",
       "      <td>0.066414</td>\n",
       "      <td>-0.000529</td>\n",
       "      <td>0.038071</td>\n",
       "      <td>0.037532</td>\n",
       "      <td>0.029642</td>\n",
       "      <td>0.012412</td>\n",
       "      <td>-0.010505</td>\n",
       "      <td>-0.007394</td>\n",
       "      <td>0.018780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Benzene</th>\n",
       "      <td>0.016801</td>\n",
       "      <td>0.017251</td>\n",
       "      <td>-0.010365</td>\n",
       "      <td>0.046306</td>\n",
       "      <td>0.005839</td>\n",
       "      <td>0.017423</td>\n",
       "      <td>0.009158</td>\n",
       "      <td>0.001160</td>\n",
       "      <td>-0.012619</td>\n",
       "      <td>0.004624</td>\n",
       "      <td>...</td>\n",
       "      <td>0.059687</td>\n",
       "      <td>0.068425</td>\n",
       "      <td>-0.000593</td>\n",
       "      <td>0.036940</td>\n",
       "      <td>0.036414</td>\n",
       "      <td>0.029184</td>\n",
       "      <td>0.012604</td>\n",
       "      <td>-0.007917</td>\n",
       "      <td>-0.004770</td>\n",
       "      <td>0.017483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fugitive Toluene</th>\n",
       "      <td>0.010717</td>\n",
       "      <td>0.032654</td>\n",
       "      <td>0.009955</td>\n",
       "      <td>-0.017788</td>\n",
       "      <td>0.006672</td>\n",
       "      <td>0.002066</td>\n",
       "      <td>0.000681</td>\n",
       "      <td>0.013149</td>\n",
       "      <td>-0.003233</td>\n",
       "      <td>-0.003497</td>\n",
       "      <td>...</td>\n",
       "      <td>0.034928</td>\n",
       "      <td>0.035522</td>\n",
       "      <td>0.014473</td>\n",
       "      <td>0.030374</td>\n",
       "      <td>0.030600</td>\n",
       "      <td>0.026076</td>\n",
       "      <td>0.013541</td>\n",
       "      <td>0.003273</td>\n",
       "      <td>-0.003097</td>\n",
       "      <td>-0.013194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stack Toluene</th>\n",
       "      <td>0.005683</td>\n",
       "      <td>0.013511</td>\n",
       "      <td>-0.007871</td>\n",
       "      <td>-0.012872</td>\n",
       "      <td>-0.004689</td>\n",
       "      <td>0.007917</td>\n",
       "      <td>0.015415</td>\n",
       "      <td>0.020099</td>\n",
       "      <td>-0.000032</td>\n",
       "      <td>0.012149</td>\n",
       "      <td>...</td>\n",
       "      <td>0.721506</td>\n",
       "      <td>0.719555</td>\n",
       "      <td>0.142994</td>\n",
       "      <td>0.054728</td>\n",
       "      <td>0.060285</td>\n",
       "      <td>0.002875</td>\n",
       "      <td>0.009777</td>\n",
       "      <td>0.005093</td>\n",
       "      <td>0.001547</td>\n",
       "      <td>-0.012775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Toluene</th>\n",
       "      <td>0.010586</td>\n",
       "      <td>0.029949</td>\n",
       "      <td>0.001865</td>\n",
       "      <td>-0.019655</td>\n",
       "      <td>0.001605</td>\n",
       "      <td>0.006175</td>\n",
       "      <td>0.009795</td>\n",
       "      <td>0.020943</td>\n",
       "      <td>-0.002174</td>\n",
       "      <td>0.005032</td>\n",
       "      <td>...</td>\n",
       "      <td>0.460513</td>\n",
       "      <td>0.459726</td>\n",
       "      <td>0.096300</td>\n",
       "      <td>0.053407</td>\n",
       "      <td>0.056925</td>\n",
       "      <td>0.019120</td>\n",
       "      <td>0.014949</td>\n",
       "      <td>0.005268</td>\n",
       "      <td>-0.001127</td>\n",
       "      <td>-0.016535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fugitive Ethylbenzene</th>\n",
       "      <td>0.017471</td>\n",
       "      <td>0.022555</td>\n",
       "      <td>0.027244</td>\n",
       "      <td>-0.001153</td>\n",
       "      <td>0.025858</td>\n",
       "      <td>0.000365</td>\n",
       "      <td>0.028690</td>\n",
       "      <td>0.007902</td>\n",
       "      <td>0.003302</td>\n",
       "      <td>0.019073</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000721</td>\n",
       "      <td>0.000894</td>\n",
       "      <td>-0.000309</td>\n",
       "      <td>-0.000211</td>\n",
       "      <td>-0.000222</td>\n",
       "      <td>-0.001632</td>\n",
       "      <td>0.018100</td>\n",
       "      <td>-0.003774</td>\n",
       "      <td>0.002948</td>\n",
       "      <td>-0.006362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stack Ethylbenzene</th>\n",
       "      <td>0.017547</td>\n",
       "      <td>0.022710</td>\n",
       "      <td>0.026407</td>\n",
       "      <td>-0.001190</td>\n",
       "      <td>0.025599</td>\n",
       "      <td>0.001096</td>\n",
       "      <td>0.029274</td>\n",
       "      <td>0.007485</td>\n",
       "      <td>0.002959</td>\n",
       "      <td>0.019488</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001365</td>\n",
       "      <td>0.001662</td>\n",
       "      <td>-0.000344</td>\n",
       "      <td>-0.000355</td>\n",
       "      <td>-0.000365</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>0.018293</td>\n",
       "      <td>-0.004079</td>\n",
       "      <td>0.003042</td>\n",
       "      <td>-0.007317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Ethylbenzene</th>\n",
       "      <td>0.017520</td>\n",
       "      <td>0.022647</td>\n",
       "      <td>0.026829</td>\n",
       "      <td>-0.001173</td>\n",
       "      <td>0.025739</td>\n",
       "      <td>0.000740</td>\n",
       "      <td>0.029005</td>\n",
       "      <td>0.007693</td>\n",
       "      <td>0.003128</td>\n",
       "      <td>0.019296</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001051</td>\n",
       "      <td>0.001288</td>\n",
       "      <td>-0.000327</td>\n",
       "      <td>-0.000285</td>\n",
       "      <td>-0.000295</td>\n",
       "      <td>-0.000801</td>\n",
       "      <td>0.018209</td>\n",
       "      <td>-0.003932</td>\n",
       "      <td>0.002998</td>\n",
       "      <td>-0.006855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fugitive Xylene</th>\n",
       "      <td>0.027637</td>\n",
       "      <td>0.040886</td>\n",
       "      <td>0.021289</td>\n",
       "      <td>-0.004100</td>\n",
       "      <td>0.027970</td>\n",
       "      <td>0.005890</td>\n",
       "      <td>0.026546</td>\n",
       "      <td>0.022503</td>\n",
       "      <td>0.005688</td>\n",
       "      <td>0.021308</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006956</td>\n",
       "      <td>0.010010</td>\n",
       "      <td>0.012722</td>\n",
       "      <td>0.003608</td>\n",
       "      <td>0.004120</td>\n",
       "      <td>0.009803</td>\n",
       "      <td>0.030017</td>\n",
       "      <td>-0.006430</td>\n",
       "      <td>-0.004496</td>\n",
       "      <td>-0.006907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stack Xylene</th>\n",
       "      <td>0.013150</td>\n",
       "      <td>0.018854</td>\n",
       "      <td>0.022089</td>\n",
       "      <td>-0.007906</td>\n",
       "      <td>0.020668</td>\n",
       "      <td>-0.004093</td>\n",
       "      <td>0.026662</td>\n",
       "      <td>0.006095</td>\n",
       "      <td>-0.003205</td>\n",
       "      <td>0.024014</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004998</td>\n",
       "      <td>0.006477</td>\n",
       "      <td>0.060293</td>\n",
       "      <td>0.018011</td>\n",
       "      <td>0.020422</td>\n",
       "      <td>0.009491</td>\n",
       "      <td>0.018009</td>\n",
       "      <td>-0.012038</td>\n",
       "      <td>-0.004288</td>\n",
       "      <td>-0.006770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Xylene</th>\n",
       "      <td>0.016504</td>\n",
       "      <td>0.023933</td>\n",
       "      <td>0.022360</td>\n",
       "      <td>-0.007252</td>\n",
       "      <td>0.022640</td>\n",
       "      <td>-0.002044</td>\n",
       "      <td>0.027170</td>\n",
       "      <td>0.009719</td>\n",
       "      <td>-0.001371</td>\n",
       "      <td>0.023917</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005515</td>\n",
       "      <td>0.007361</td>\n",
       "      <td>0.051346</td>\n",
       "      <td>0.015297</td>\n",
       "      <td>0.017351</td>\n",
       "      <td>0.009747</td>\n",
       "      <td>0.020932</td>\n",
       "      <td>-0.011082</td>\n",
       "      <td>-0.004418</td>\n",
       "      <td>-0.006935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fugitive Formaldehyde</th>\n",
       "      <td>0.027907</td>\n",
       "      <td>0.002885</td>\n",
       "      <td>0.052890</td>\n",
       "      <td>0.032992</td>\n",
       "      <td>0.004901</td>\n",
       "      <td>0.014844</td>\n",
       "      <td>0.059275</td>\n",
       "      <td>0.003830</td>\n",
       "      <td>-0.009884</td>\n",
       "      <td>0.022515</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.000538</td>\n",
       "      <td>-0.000579</td>\n",
       "      <td>0.041811</td>\n",
       "      <td>0.046443</td>\n",
       "      <td>0.047656</td>\n",
       "      <td>0.012086</td>\n",
       "      <td>0.010837</td>\n",
       "      <td>-0.013747</td>\n",
       "      <td>-0.009187</td>\n",
       "      <td>0.005269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stack Formaldehyde</th>\n",
       "      <td>0.005544</td>\n",
       "      <td>0.008486</td>\n",
       "      <td>-0.003864</td>\n",
       "      <td>-0.002776</td>\n",
       "      <td>0.009271</td>\n",
       "      <td>-0.000352</td>\n",
       "      <td>0.006128</td>\n",
       "      <td>0.000763</td>\n",
       "      <td>-0.005602</td>\n",
       "      <td>0.013180</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.000765</td>\n",
       "      <td>-0.000824</td>\n",
       "      <td>0.030456</td>\n",
       "      <td>0.013609</td>\n",
       "      <td>0.014766</td>\n",
       "      <td>0.004162</td>\n",
       "      <td>-0.000248</td>\n",
       "      <td>0.008862</td>\n",
       "      <td>0.023542</td>\n",
       "      <td>-0.028949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Formaldehyde</th>\n",
       "      <td>0.020568</td>\n",
       "      <td>0.007521</td>\n",
       "      <td>0.029182</td>\n",
       "      <td>0.017954</td>\n",
       "      <td>0.009269</td>\n",
       "      <td>0.008690</td>\n",
       "      <td>0.039835</td>\n",
       "      <td>0.002824</td>\n",
       "      <td>-0.009765</td>\n",
       "      <td>0.022529</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.000845</td>\n",
       "      <td>-0.000910</td>\n",
       "      <td>0.045915</td>\n",
       "      <td>0.037216</td>\n",
       "      <td>0.038734</td>\n",
       "      <td>0.010107</td>\n",
       "      <td>0.006350</td>\n",
       "      <td>-0.002228</td>\n",
       "      <td>0.010522</td>\n",
       "      <td>-0.016566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fugitive BTEX</th>\n",
       "      <td>0.018436</td>\n",
       "      <td>0.029279</td>\n",
       "      <td>-0.013980</td>\n",
       "      <td>0.016799</td>\n",
       "      <td>0.003854</td>\n",
       "      <td>0.041472</td>\n",
       "      <td>0.009885</td>\n",
       "      <td>0.034075</td>\n",
       "      <td>0.003452</td>\n",
       "      <td>0.000158</td>\n",
       "      <td>...</td>\n",
       "      <td>0.783307</td>\n",
       "      <td>0.808700</td>\n",
       "      <td>-0.000647</td>\n",
       "      <td>0.002309</td>\n",
       "      <td>0.002249</td>\n",
       "      <td>0.017788</td>\n",
       "      <td>0.001644</td>\n",
       "      <td>-0.004915</td>\n",
       "      <td>-0.015878</td>\n",
       "      <td>0.003173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stack BTEX</th>\n",
       "      <td>0.000466</td>\n",
       "      <td>0.004482</td>\n",
       "      <td>-0.007758</td>\n",
       "      <td>-0.009911</td>\n",
       "      <td>-0.006442</td>\n",
       "      <td>0.017571</td>\n",
       "      <td>0.008513</td>\n",
       "      <td>0.013992</td>\n",
       "      <td>-0.012294</td>\n",
       "      <td>-0.004844</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.999119</td>\n",
       "      <td>-0.000335</td>\n",
       "      <td>0.000931</td>\n",
       "      <td>0.000904</td>\n",
       "      <td>0.010126</td>\n",
       "      <td>-0.002816</td>\n",
       "      <td>0.000477</td>\n",
       "      <td>-0.002386</td>\n",
       "      <td>0.002429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total BTEX</th>\n",
       "      <td>0.001686</td>\n",
       "      <td>0.006218</td>\n",
       "      <td>-0.008284</td>\n",
       "      <td>-0.008244</td>\n",
       "      <td>-0.005835</td>\n",
       "      <td>0.019426</td>\n",
       "      <td>0.008722</td>\n",
       "      <td>0.015540</td>\n",
       "      <td>-0.011400</td>\n",
       "      <td>-0.004573</td>\n",
       "      <td>...</td>\n",
       "      <td>0.999119</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.000360</td>\n",
       "      <td>0.001037</td>\n",
       "      <td>0.001007</td>\n",
       "      <td>0.010782</td>\n",
       "      <td>-0.002554</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>-0.003329</td>\n",
       "      <td>0.002513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fugitive Dioxin</th>\n",
       "      <td>-0.023507</td>\n",
       "      <td>-0.018558</td>\n",
       "      <td>-0.006332</td>\n",
       "      <td>-0.013301</td>\n",
       "      <td>-0.022328</td>\n",
       "      <td>-0.024206</td>\n",
       "      <td>0.006879</td>\n",
       "      <td>0.009519</td>\n",
       "      <td>-0.010969</td>\n",
       "      <td>-0.019217</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.000335</td>\n",
       "      <td>-0.000360</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.287200</td>\n",
       "      <td>0.327350</td>\n",
       "      <td>0.006423</td>\n",
       "      <td>-0.019118</td>\n",
       "      <td>-0.019434</td>\n",
       "      <td>-0.015294</td>\n",
       "      <td>-0.001962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stack Dioxin</th>\n",
       "      <td>0.011539</td>\n",
       "      <td>0.011434</td>\n",
       "      <td>-0.000586</td>\n",
       "      <td>-0.003535</td>\n",
       "      <td>0.001609</td>\n",
       "      <td>0.006447</td>\n",
       "      <td>0.007120</td>\n",
       "      <td>0.023465</td>\n",
       "      <td>-0.008233</td>\n",
       "      <td>0.015900</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000931</td>\n",
       "      <td>0.001037</td>\n",
       "      <td>0.287200</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.999110</td>\n",
       "      <td>0.035383</td>\n",
       "      <td>0.005415</td>\n",
       "      <td>-0.000529</td>\n",
       "      <td>0.000828</td>\n",
       "      <td>-0.008109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Dioxin</th>\n",
       "      <td>0.010347</td>\n",
       "      <td>0.010462</td>\n",
       "      <td>-0.000857</td>\n",
       "      <td>-0.004073</td>\n",
       "      <td>0.000604</td>\n",
       "      <td>0.005293</td>\n",
       "      <td>0.007327</td>\n",
       "      <td>0.023566</td>\n",
       "      <td>-0.008605</td>\n",
       "      <td>0.014839</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000904</td>\n",
       "      <td>0.001007</td>\n",
       "      <td>0.327350</td>\n",
       "      <td>0.999110</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.035187</td>\n",
       "      <td>0.004500</td>\n",
       "      <td>-0.001378</td>\n",
       "      <td>0.000143</td>\n",
       "      <td>-0.008085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pct Smoking</th>\n",
       "      <td>0.132413</td>\n",
       "      <td>0.169963</td>\n",
       "      <td>-0.005119</td>\n",
       "      <td>0.081321</td>\n",
       "      <td>0.029890</td>\n",
       "      <td>0.093603</td>\n",
       "      <td>0.151928</td>\n",
       "      <td>0.077502</td>\n",
       "      <td>0.146951</td>\n",
       "      <td>0.099499</td>\n",
       "      <td>...</td>\n",
       "      <td>0.010126</td>\n",
       "      <td>0.010782</td>\n",
       "      <td>0.006423</td>\n",
       "      <td>0.035383</td>\n",
       "      <td>0.035187</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.081698</td>\n",
       "      <td>-0.390450</td>\n",
       "      <td>-0.191455</td>\n",
       "      <td>0.082622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pct Elderly</th>\n",
       "      <td>0.547752</td>\n",
       "      <td>0.445912</td>\n",
       "      <td>0.066461</td>\n",
       "      <td>0.204321</td>\n",
       "      <td>0.444592</td>\n",
       "      <td>0.454662</td>\n",
       "      <td>0.253713</td>\n",
       "      <td>0.306338</td>\n",
       "      <td>0.145935</td>\n",
       "      <td>0.382803</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.002816</td>\n",
       "      <td>-0.002554</td>\n",
       "      <td>-0.019118</td>\n",
       "      <td>0.005415</td>\n",
       "      <td>0.004500</td>\n",
       "      <td>0.081698</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.067396</td>\n",
       "      <td>0.168810</td>\n",
       "      <td>-0.161420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Median Income</th>\n",
       "      <td>0.163932</td>\n",
       "      <td>0.138538</td>\n",
       "      <td>0.016021</td>\n",
       "      <td>0.080713</td>\n",
       "      <td>0.284665</td>\n",
       "      <td>0.004983</td>\n",
       "      <td>-0.014646</td>\n",
       "      <td>0.085819</td>\n",
       "      <td>-0.105373</td>\n",
       "      <td>0.123416</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000477</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>-0.019434</td>\n",
       "      <td>-0.000529</td>\n",
       "      <td>-0.001378</td>\n",
       "      <td>-0.390450</td>\n",
       "      <td>0.067396</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.708575</td>\n",
       "      <td>-0.462675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Higher Education</th>\n",
       "      <td>0.216731</td>\n",
       "      <td>0.181141</td>\n",
       "      <td>0.011598</td>\n",
       "      <td>0.118051</td>\n",
       "      <td>0.325637</td>\n",
       "      <td>0.043743</td>\n",
       "      <td>0.033035</td>\n",
       "      <td>0.101715</td>\n",
       "      <td>-0.076520</td>\n",
       "      <td>0.157381</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.002386</td>\n",
       "      <td>-0.003329</td>\n",
       "      <td>-0.015294</td>\n",
       "      <td>0.000828</td>\n",
       "      <td>0.000143</td>\n",
       "      <td>-0.191455</td>\n",
       "      <td>0.168810</td>\n",
       "      <td>0.708575</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.454249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unemployment</th>\n",
       "      <td>-0.202583</td>\n",
       "      <td>-0.223679</td>\n",
       "      <td>-0.000631</td>\n",
       "      <td>-0.126668</td>\n",
       "      <td>-0.251318</td>\n",
       "      <td>-0.091906</td>\n",
       "      <td>-0.047416</td>\n",
       "      <td>-0.138176</td>\n",
       "      <td>0.041022</td>\n",
       "      <td>-0.169168</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002429</td>\n",
       "      <td>0.002513</td>\n",
       "      <td>-0.001962</td>\n",
       "      <td>-0.008109</td>\n",
       "      <td>-0.008085</td>\n",
       "      <td>0.082622</td>\n",
       "      <td>-0.161420</td>\n",
       "      <td>-0.462675</td>\n",
       "      <td>-0.454249</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>54 rows × 54 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       ALL CANCERS   Bladder      Bone     Brain    Breast  Colorectal  Esophagus    Kidney    Larynx  Leukemia      ...       Stack BTEX  Total BTEX  Fugitive Dioxin  Stack Dioxin  \\\n",
       "ALL CANCERS               1.000000  0.790179  0.077309  0.538982  0.836804    0.814447   0.402297  0.632731  0.445220  0.591765      ...         0.000466    0.001686        -0.023507      0.011539   \n",
       "Bladder                   0.790179  1.000000  0.052618  0.466083  0.631286    0.621042   0.297143  0.488844  0.332779  0.463793      ...         0.004482    0.006218        -0.018558      0.011434   \n",
       "Bone                      0.077309  0.052618  1.000000  0.021007  0.053016    0.068165   0.041313  0.042032  0.012799  0.067709      ...        -0.007758   -0.008284        -0.006332     -0.000586   \n",
       "Brain                     0.538982  0.466083  0.021007  1.000000  0.420469    0.437979   0.169629  0.332838  0.293486  0.332143      ...        -0.009911   -0.008244        -0.013301     -0.003535   \n",
       "Breast                    0.836804  0.631286  0.053016  0.420469  1.000000    0.629626   0.283781  0.503097  0.316553  0.478546      ...        -0.006442   -0.005835        -0.022328      0.001609   \n",
       "Colorectal                0.814447  0.621042  0.068165  0.437979  0.629626    1.000000   0.312186  0.503259  0.416924  0.451672      ...         0.017571    0.019426        -0.024206      0.006447   \n",
       "Esophagus                 0.402297  0.297143  0.041313  0.169629  0.283781    0.312186   1.000000  0.256383  0.195436  0.207620      ...         0.008513    0.008722         0.006879      0.007120   \n",
       "Kidney                    0.632731  0.488844  0.042032  0.332838  0.503097    0.503259   0.256383  1.000000  0.284717  0.331242      ...         0.013992    0.015540         0.009519      0.023465   \n",
       "Larynx                    0.445220  0.332779  0.012799  0.293486  0.316553    0.416924   0.195436  0.284717  1.000000  0.227885      ...        -0.012294   -0.011400        -0.010969     -0.008233   \n",
       "Leukemia                  0.591765  0.463793  0.067709  0.332143  0.478546    0.451672   0.207620  0.331242  0.227885  1.000000      ...        -0.004844   -0.004573        -0.019217      0.015900   \n",
       "Liver                     0.375628  0.234723  0.011922  0.202278  0.248275    0.333665   0.125423  0.228367  0.252245  0.165421      ...        -0.007301   -0.006958        -0.000053     -0.022390   \n",
       "Lung                      0.819019  0.653721  0.052422  0.468634  0.610983    0.665341   0.366412  0.530747  0.497155  0.479171      ...        -0.004281   -0.002807        -0.014482      0.022236   \n",
       "Mesothelioma              0.337862  0.267145 -0.025525  0.219923  0.263723    0.267781   0.211306  0.280656  0.215583  0.163250      ...        -0.005195   -0.003505        -0.005500     -0.002567   \n",
       "NHL                       0.659955  0.504000  0.047105  0.327342  0.533909    0.472337   0.241601  0.408535  0.196277  0.408952      ...         0.003713    0.005788        -0.022733      0.024463   \n",
       "Nasal                     0.364414  0.297734  0.027368  0.278253  0.300239    0.348960   0.132391  0.269954  0.298168  0.180919      ...        -0.006102   -0.006415        -0.004867      0.006766   \n",
       "Oral                      0.372000  0.250314  0.017090  0.091841  0.290886    0.253403   0.150415  0.217167  0.148863  0.167124      ...         0.000921    0.002440        -0.003861      0.018272   \n",
       "Other                     0.859549  0.658216  0.028478  0.433824  0.676930    0.635722   0.323636  0.477661  0.322021  0.504548      ...         0.006294    0.006979        -0.017002      0.006086   \n",
       "Ovary                     0.439870  0.328964  0.042165  0.203316  0.378708    0.364512   0.137406  0.287236  0.159774  0.218688      ...         0.010520    0.009444        -0.016043      0.022347   \n",
       "Pancreas                  0.626320  0.515345  0.091126  0.405727  0.467633    0.503738   0.227833  0.359043  0.278435  0.408795      ...        -0.001077   -0.000935        -0.006808     -0.004442   \n",
       "Prostate                  0.748345  0.536545  0.039204  0.340668  0.625683    0.521849   0.280011  0.394823  0.219824  0.391336      ...        -0.004881   -0.004615        -0.028320      0.010964   \n",
       "Soft_Tissue               0.315972  0.231497  0.005374  0.111543  0.269504    0.245699   0.087206  0.165059  0.070207  0.166121      ...        -0.011101   -0.008640        -0.010615     -0.008101   \n",
       "Stomach                   0.307085  0.170777  0.017993  0.143265  0.230359    0.321443   0.100552  0.196268  0.171440  0.129950      ...        -0.001054   -0.001130        -0.016716     -0.007994   \n",
       "Testis                    0.196194  0.137306  0.072420  0.092050  0.171222    0.112160   0.070306  0.129538  0.069006  0.123499      ...        -0.009455   -0.009788        -0.009939     -0.008153   \n",
       "Thyroid                   0.413526  0.294721  0.080555  0.141326  0.363557    0.304923   0.131901  0.263134  0.061149  0.213405      ...        -0.015097   -0.015944        -0.008652     -0.018060   \n",
       "Uterus                    0.536610  0.359507  0.058313  0.239794  0.405588    0.411142   0.238006  0.374752  0.186626  0.275120      ...         0.005621    0.004908        -0.010897      0.006634   \n",
       "Fugitive Emissions        0.015893  0.028443  0.007030 -0.003396  0.014065    0.000238   0.024122  0.020277  0.001750 -0.000828      ...         0.028912    0.031212         0.289360      0.150260   \n",
       "Stack Emissions          -0.000123  0.007565 -0.010181  0.011797 -0.000727   -0.005149   0.015849  0.007340 -0.013253 -0.010093      ...         0.065882    0.068467         0.577015      0.316614   \n",
       "Total Emisisons           0.001363  0.009984 -0.009210  0.011115  0.000607   -0.004967   0.017609  0.009004 -0.012680 -0.009858      ...         0.066541    0.069261         0.586159      0.320837   \n",
       "Fugitive Benzene          0.021935  0.014320 -0.014552  0.047590  0.010125    0.010608   0.018403  0.029533 -0.012253  0.043158      ...         0.042169    0.055597        -0.000937      0.008597   \n",
       "Stack Benzene             0.015450  0.016713 -0.009426  0.043914  0.005111    0.017278   0.007754 -0.001832 -0.012041  0.000410      ...         0.058588    0.066414        -0.000529      0.038071   \n",
       "Total Benzene             0.016801  0.017251 -0.010365  0.046306  0.005839    0.017423   0.009158  0.001160 -0.012619  0.004624      ...         0.059687    0.068425        -0.000593      0.036940   \n",
       "Fugitive Toluene          0.010717  0.032654  0.009955 -0.017788  0.006672    0.002066   0.000681  0.013149 -0.003233 -0.003497      ...         0.034928    0.035522         0.014473      0.030374   \n",
       "Stack Toluene             0.005683  0.013511 -0.007871 -0.012872 -0.004689    0.007917   0.015415  0.020099 -0.000032  0.012149      ...         0.721506    0.719555         0.142994      0.054728   \n",
       "Total Toluene             0.010586  0.029949  0.001865 -0.019655  0.001605    0.006175   0.009795  0.020943 -0.002174  0.005032      ...         0.460513    0.459726         0.096300      0.053407   \n",
       "Fugitive Ethylbenzene     0.017471  0.022555  0.027244 -0.001153  0.025858    0.000365   0.028690  0.007902  0.003302  0.019073      ...         0.000721    0.000894        -0.000309     -0.000211   \n",
       "Stack Ethylbenzene        0.017547  0.022710  0.026407 -0.001190  0.025599    0.001096   0.029274  0.007485  0.002959  0.019488      ...         0.001365    0.001662        -0.000344     -0.000355   \n",
       "Total Ethylbenzene        0.017520  0.022647  0.026829 -0.001173  0.025739    0.000740   0.029005  0.007693  0.003128  0.019296      ...         0.001051    0.001288        -0.000327     -0.000285   \n",
       "Fugitive Xylene           0.027637  0.040886  0.021289 -0.004100  0.027970    0.005890   0.026546  0.022503  0.005688  0.021308      ...         0.006956    0.010010         0.012722      0.003608   \n",
       "Stack Xylene              0.013150  0.018854  0.022089 -0.007906  0.020668   -0.004093   0.026662  0.006095 -0.003205  0.024014      ...         0.004998    0.006477         0.060293      0.018011   \n",
       "Total Xylene              0.016504  0.023933  0.022360 -0.007252  0.022640   -0.002044   0.027170  0.009719 -0.001371  0.023917      ...         0.005515    0.007361         0.051346      0.015297   \n",
       "Fugitive Formaldehyde     0.027907  0.002885  0.052890  0.032992  0.004901    0.014844   0.059275  0.003830 -0.009884  0.022515      ...        -0.000538   -0.000579         0.041811      0.046443   \n",
       "Stack Formaldehyde        0.005544  0.008486 -0.003864 -0.002776  0.009271   -0.000352   0.006128  0.000763 -0.005602  0.013180      ...        -0.000765   -0.000824         0.030456      0.013609   \n",
       "Total Formaldehyde        0.020568  0.007521  0.029182  0.017954  0.009269    0.008690   0.039835  0.002824 -0.009765  0.022529      ...        -0.000845   -0.000910         0.045915      0.037216   \n",
       "Fugitive BTEX             0.018436  0.029279 -0.013980  0.016799  0.003854    0.041472   0.009885  0.034075  0.003452  0.000158      ...         0.783307    0.808700        -0.000647      0.002309   \n",
       "Stack BTEX                0.000466  0.004482 -0.007758 -0.009911 -0.006442    0.017571   0.008513  0.013992 -0.012294 -0.004844      ...         1.000000    0.999119        -0.000335      0.000931   \n",
       "Total BTEX                0.001686  0.006218 -0.008284 -0.008244 -0.005835    0.019426   0.008722  0.015540 -0.011400 -0.004573      ...         0.999119    1.000000        -0.000360      0.001037   \n",
       "Fugitive Dioxin          -0.023507 -0.018558 -0.006332 -0.013301 -0.022328   -0.024206   0.006879  0.009519 -0.010969 -0.019217      ...        -0.000335   -0.000360         1.000000      0.287200   \n",
       "Stack Dioxin              0.011539  0.011434 -0.000586 -0.003535  0.001609    0.006447   0.007120  0.023465 -0.008233  0.015900      ...         0.000931    0.001037         0.287200      1.000000   \n",
       "Total Dioxin              0.010347  0.010462 -0.000857 -0.004073  0.000604    0.005293   0.007327  0.023566 -0.008605  0.014839      ...         0.000904    0.001007         0.327350      0.999110   \n",
       "Pct Smoking               0.132413  0.169963 -0.005119  0.081321  0.029890    0.093603   0.151928  0.077502  0.146951  0.099499      ...         0.010126    0.010782         0.006423      0.035383   \n",
       "Pct Elderly               0.547752  0.445912  0.066461  0.204321  0.444592    0.454662   0.253713  0.306338  0.145935  0.382803      ...        -0.002816   -0.002554        -0.019118      0.005415   \n",
       "Median Income             0.163932  0.138538  0.016021  0.080713  0.284665    0.004983  -0.014646  0.085819 -0.105373  0.123416      ...         0.000477    0.000120        -0.019434     -0.000529   \n",
       "Higher Education          0.216731  0.181141  0.011598  0.118051  0.325637    0.043743   0.033035  0.101715 -0.076520  0.157381      ...        -0.002386   -0.003329        -0.015294      0.000828   \n",
       "Unemployment             -0.202583 -0.223679 -0.000631 -0.126668 -0.251318   -0.091906  -0.047416 -0.138176  0.041022 -0.169168      ...         0.002429    0.002513        -0.001962     -0.008109   \n",
       "\n",
       "                       Total Dioxin  Pct Smoking  Pct Elderly  Median Income  Higher Education  Unemployment  \n",
       "ALL CANCERS                0.010347     0.132413     0.547752       0.163932          0.216731     -0.202583  \n",
       "Bladder                    0.010462     0.169963     0.445912       0.138538          0.181141     -0.223679  \n",
       "Bone                      -0.000857    -0.005119     0.066461       0.016021          0.011598     -0.000631  \n",
       "Brain                     -0.004073     0.081321     0.204321       0.080713          0.118051     -0.126668  \n",
       "Breast                     0.000604     0.029890     0.444592       0.284665          0.325637     -0.251318  \n",
       "Colorectal                 0.005293     0.093603     0.454662       0.004983          0.043743     -0.091906  \n",
       "Esophagus                  0.007327     0.151928     0.253713      -0.014646          0.033035     -0.047416  \n",
       "Kidney                     0.023566     0.077502     0.306338       0.085819          0.101715     -0.138176  \n",
       "Larynx                    -0.008605     0.146951     0.145935      -0.105373         -0.076520      0.041022  \n",
       "Leukemia                   0.014839     0.099499     0.382803       0.123416          0.157381     -0.169168  \n",
       "Liver                     -0.022089    -0.046269     0.111578      -0.123946         -0.116862      0.077223  \n",
       "Lung                       0.021297     0.261189     0.426432      -0.033337          0.021703     -0.086190  \n",
       "Mesothelioma              -0.002774     0.076274     0.148852       0.060087          0.061254     -0.052234  \n",
       "NHL                        0.023131     0.042885     0.415642       0.203764          0.244175     -0.214022  \n",
       "Nasal                      0.006460     0.071518     0.066232      -0.013257         -0.001539     -0.036860  \n",
       "Oral                       0.017855     0.125636     0.248538       0.031535          0.042342     -0.064003  \n",
       "Other                      0.005255     0.109055     0.523873       0.189243          0.253583     -0.182872  \n",
       "Ovary                      0.021338     0.017866     0.266129       0.104647          0.136669     -0.122843  \n",
       "Pancreas                  -0.004682     0.049877     0.413282       0.085009          0.115418     -0.093116  \n",
       "Prostate                   0.009569     0.072794     0.368148       0.229201          0.258645     -0.170827  \n",
       "Soft_Tissue               -0.008458    -0.021583     0.145211       0.066950          0.075100     -0.067784  \n",
       "Stomach                   -0.008622    -0.078319     0.215433      -0.092620         -0.084611      0.058750  \n",
       "Testis                    -0.008480     0.030829     0.112506       0.132953          0.147076     -0.118420  \n",
       "Thyroid                   -0.018197    -0.080575     0.199021       0.268837          0.247942     -0.244337  \n",
       "Uterus                     0.006064     0.013238     0.318370       0.088731          0.124836     -0.105095  \n",
       "Fugitive Emissions         0.160969     0.038899     0.003946      -0.010741         -0.009266     -0.017332  \n",
       "Stack Emissions            0.337738     0.037501    -0.005362      -0.018120         -0.011550      0.001259  \n",
       "Total Emisisons            0.342307     0.039969    -0.004828      -0.018562         -0.012057     -0.000396  \n",
       "Fugitive Benzene           0.008439     0.010993     0.008512       0.020824          0.022831     -0.003298  \n",
       "Stack Benzene              0.037532     0.029642     0.012412      -0.010505         -0.007394      0.018780  \n",
       "Total Benzene              0.036414     0.029184     0.012604      -0.007917         -0.004770      0.017483  \n",
       "Fugitive Toluene           0.030600     0.026076     0.013541       0.003273         -0.003097     -0.013194  \n",
       "Stack Toluene              0.060285     0.002875     0.009777       0.005093          0.001547     -0.012775  \n",
       "Total Toluene              0.056925     0.019120     0.014949       0.005268         -0.001127     -0.016535  \n",
       "Fugitive Ethylbenzene     -0.000222    -0.001632     0.018100      -0.003774          0.002948     -0.006362  \n",
       "Stack Ethylbenzene        -0.000365    -0.000008     0.018293      -0.004079          0.003042     -0.007317  \n",
       "Total Ethylbenzene        -0.000295    -0.000801     0.018209      -0.003932          0.002998     -0.006855  \n",
       "Fugitive Xylene            0.004120     0.009803     0.030017      -0.006430         -0.004496     -0.006907  \n",
       "Stack Xylene               0.020422     0.009491     0.018009      -0.012038         -0.004288     -0.006770  \n",
       "Total Xylene               0.017351     0.009747     0.020932      -0.011082         -0.004418     -0.006935  \n",
       "Fugitive Formaldehyde      0.047656     0.012086     0.010837      -0.013747         -0.009187      0.005269  \n",
       "Stack Formaldehyde         0.014766     0.004162    -0.000248       0.008862          0.023542     -0.028949  \n",
       "Total Formaldehyde         0.038734     0.010107     0.006350      -0.002228          0.010522     -0.016566  \n",
       "Fugitive BTEX              0.002249     0.017788     0.001644      -0.004915         -0.015878      0.003173  \n",
       "Stack BTEX                 0.000904     0.010126    -0.002816       0.000477         -0.002386      0.002429  \n",
       "Total BTEX                 0.001007     0.010782    -0.002554       0.000120         -0.003329      0.002513  \n",
       "Fugitive Dioxin            0.327350     0.006423    -0.019118      -0.019434         -0.015294     -0.001962  \n",
       "Stack Dioxin               0.999110     0.035383     0.005415      -0.000529          0.000828     -0.008109  \n",
       "Total Dioxin               1.000000     0.035187     0.004500      -0.001378          0.000143     -0.008085  \n",
       "Pct Smoking                0.035187     1.000000     0.081698      -0.390450         -0.191455      0.082622  \n",
       "Pct Elderly                0.004500     0.081698     1.000000       0.067396          0.168810     -0.161420  \n",
       "Median Income             -0.001378    -0.390450     0.067396       1.000000          0.708575     -0.462675  \n",
       "Higher Education           0.000143    -0.191455     0.168810       0.708575          1.000000     -0.454249  \n",
       "Unemployment              -0.008085     0.082622    -0.161420      -0.462675         -0.454249      1.000000  \n",
       "\n",
       "[54 rows x 54 columns]"
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# same as in the corrHeatMap.py file\n",
    "def hm(corr):\n",
    "\tsns.set(style=\"white\")\n",
    "\n",
    "\n",
    "\t# Generate a mask for the upper triangle\n",
    "\tmask = np.zeros_like(corr, dtype=np.bool)\n",
    "\tmask[np.triu_indices_from(mask)] = True\n",
    "\n",
    "\t# Set up the matplotlib figure\n",
    "\tf, ax = plt.subplots(figsize=(11, 9))\n",
    "\n",
    "\t# Generate a custom diverging colormap\n",
    "\tcmap = sns.diverging_palette(220, 10, as_cmap=True)\n",
    "\n",
    "\t# Draw the heatmap with the mask and correct aspect ratio\n",
    "\tsns.heatmap(corr, mask=mask, \n",
    "                cmap=cmap, vmax=.3,\n",
    "\t            square=True, #xticklabels=False, yticklabels=False,\n",
    "\t            linewidths=.5, cbar_kws={\"shrink\": .5}, ax=ax)\n",
    "\n",
    "\tplt.yticks(rotation=0) \n",
    "\tplt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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OHTtStmxZoqKi+OyzzzCZTPTv35+TJ09m++ciIiIiktOUrALly5fn1KlTqY5dunSJU6dO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uasdcXmbi6empdEdTSrtqbQXGp0+fxtatW3H27Fns2rULly9fRuPGjXH37l0F/9N79+4J/Gd/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\nYJUgCIIgCIKosvw/8A2YpExDH+4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f994790>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hm(ct)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}