Table 4-7.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Nur did this, you're welcome <3\n",
    "#Naman loves y'all ;)  \n",
    "import pandas as pd\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## About the project:\n",
    "\n",
    "The goal of this project is to create a tutorial for Data Science by performing essential DS pipeline steps on real data. We are using Affordable Housing data throughout the USA to show how the Data Science Pipeline can be used to attain useful information and make reasonable comparisions and conclusions. For example, we can find out what racial or age demographic inhibits these affordable apartments and use our historical knowledge to make reasonable assumption about these housing initiatives. This is also a tutorial of how evidence found in the data pipeline can be used conclusively, and our plan is to show that by cleaning, analysing and medling our Affordable housing data in this project."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip install openpyxl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "##Creating mapping for each sheet in excel file\n",
    "LIHTC_data = pd.ExcelFile(\"2018-LIHTC-Tenant-Tables.xlsx\")\n",
    "\n",
    "sheets = {}\n",
    "for sheet_name in LIHTC_data.sheet_names:\n",
    "    sheets[sheet_name] = pd.read_excel(\"2018-LIHTC-Tenant-Tables.xlsx\", sheet_name=sheet_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "##Dropping columns \n",
    "sheets[\"Table 4\"] = sheets[\"Table 4\"].drop(columns=\"Unnamed: 10\")\n",
    "\n",
    "##Renaming cols to match actual dataset\n",
    "sheets[\"Table 4\"].iloc[0, 0] = sheets[\"Table 4\"].iloc[1, 0]\n",
    "sheets[\"Table 4\"].iloc[0, 2:8] = sheets[\"Table 4\"].iloc[1, 2:8]\n",
    "sheets[\"Table 4\"].iloc[0, 9] = sheets[\"Table 4\"].iloc[1, 9]\n",
    "sheets[\"Table 4\"].columns = sheets[\"Table 4\"].iloc[0]\n",
    "\n",
    "##Dropping rows that are irrelevant\n",
    "sheets[\"Table 4\"] = sheets[\"Table 4\"].drop(sheets[\"Table 4\"].index[57:81])\n",
    "sheets[\"Table 4\"] = sheets[\"Table 4\"].drop([0,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Properties Reported (%)</th>\n",
       "      <th>White Alone (%)</th>\n",
       "      <th>Black or African American Alone (%)</th>\n",
       "      <th>Asian Alone (%)</th>\n",
       "      <th>American Indian and Alaska Native Alone (%)</th>\n",
       "      <th>Native Hawaiian and Other Pacific Islander Alone (%)</th>\n",
       "      <th>Other (including Multiple Race) (%)</th>\n",
       "      <th>Hispanic (Any Race) (%)</th>\n",
       "      <th>Race or Ethnicity Not Reported (%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>86.36364</td>\n",
       "      <td>34.45933</td>\n",
       "      <td>63.74529</td>\n",
       "      <td>0.30981</td>\n",
       "      <td>0.20529</td>\n",
       "      <td>0.10451</td>\n",
       "      <td>0.80624</td>\n",
       "      <td>0.35086</td>\n",
       "      <td>0.01866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alaska</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>52.25753</td>\n",
       "      <td>6.68896</td>\n",
       "      <td>4.18060</td>\n",
       "      <td>18.22743</td>\n",
       "      <td>2.17391</td>\n",
       "      <td>0.25084</td>\n",
       "      <td>4.34783</td>\n",
       "      <td>11.87291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arizona</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>94.71154</td>\n",
       "      <td>35.68655</td>\n",
       "      <td>13.70379</td>\n",
       "      <td>1.21932</td>\n",
       "      <td>7.16837</td>\n",
       "      <td>0.29124</td>\n",
       "      <td>2.15129</td>\n",
       "      <td>33.10811</td>\n",
       "      <td>6.67133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arkansas</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>98.32869</td>\n",
       "      <td>42.98514</td>\n",
       "      <td>43.62179</td>\n",
       "      <td>0.37727</td>\n",
       "      <td>0.25937</td>\n",
       "      <td>10.98797</td>\n",
       "      <td>0.56590</td>\n",
       "      <td>1.20255</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>California</th>\n",
       "      <td>California</td>\n",
       "      <td>81.15494</td>\n",
       "      <td>24.97301</td>\n",
       "      <td>18.02942</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.84126</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>3.44880</td>\n",
       "      <td>38.61794</td>\n",
       "      <td>14.08958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>84.25605</td>\n",
       "      <td>35.71180</td>\n",
       "      <td>11.20104</td>\n",
       "      <td>1.28039</td>\n",
       "      <td>0.70817</td>\n",
       "      <td>0.11065</td>\n",
       "      <td>3.39224</td>\n",
       "      <td>21.33350</td>\n",
       "      <td>26.26221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Connecticut</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>91.57895</td>\n",
       "      <td>30.98213</td>\n",
       "      <td>27.23370</td>\n",
       "      <td>0.01745</td>\n",
       "      <td>0.52352</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1.83582</td>\n",
       "      <td>29.51277</td>\n",
       "      <td>9.89460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delaware</th>\n",
       "      <td>Delaware</td>\n",
       "      <td>98.42520</td>\n",
       "      <td>24.79282</td>\n",
       "      <td>65.19337</td>\n",
       "      <td>0.69061</td>\n",
       "      <td>0.63536</td>\n",
       "      <td>0.15193</td>\n",
       "      <td>0.95304</td>\n",
       "      <td>7.56906</td>\n",
       "      <td>0.01381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>District of Columbia</th>\n",
       "      <td>District of Columbia</td>\n",
       "      <td>71.96262</td>\n",
       "      <td>2.46130</td>\n",
       "      <td>80.92712</td>\n",
       "      <td>0.34789</td>\n",
       "      <td>0.18264</td>\n",
       "      <td>0.07827</td>\n",
       "      <td>0.97408</td>\n",
       "      <td>6.07932</td>\n",
       "      <td>8.94938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Florida</th>\n",
       "      <td>Florida</td>\n",
       "      <td>92.34194</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>100.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Georgia</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>87.06522</td>\n",
       "      <td>19.02480</td>\n",
       "      <td>75.32427</td>\n",
       "      <td>1.16118</td>\n",
       "      <td>0.23605</td>\n",
       "      <td>0.10491</td>\n",
       "      <td>1.59275</td>\n",
       "      <td>2.54888</td>\n",
       "      <td>0.00715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Guam</th>\n",
       "      <td>Guam</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>4.57143</td>\n",
       "      <td>1.90476</td>\n",
       "      <td>47.23810</td>\n",
       "      <td>0.57143</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>44.00000</td>\n",
       "      <td>0.76190</td>\n",
       "      <td>0.95238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hawaii</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>92.15686</td>\n",
       "      <td>43.50032</td>\n",
       "      <td>4.81928</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1.26823</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>8.97273</td>\n",
       "      <td>11.31896</td>\n",
       "      <td>30.12048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Idaho</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>99.16667</td>\n",
       "      <td>80.15055</td>\n",
       "      <td>2.70990</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1.54024</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1.27389</td>\n",
       "      <td>9.54256</td>\n",
       "      <td>4.78286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Illinois</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>71.12069</td>\n",
       "      <td>41.97026</td>\n",
       "      <td>49.41281</td>\n",
       "      <td>0.56901</td>\n",
       "      <td>0.18361</td>\n",
       "      <td>0.13634</td>\n",
       "      <td>1.42888</td>\n",
       "      <td>6.17910</td>\n",
       "      <td>0.11998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Indiana</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>87.78409</td>\n",
       "      <td>54.67125</td>\n",
       "      <td>42.51516</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.19497</td>\n",
       "      <td>0.11103</td>\n",
       "      <td>0.85572</td>\n",
       "      <td>1.61666</td>\n",
       "      <td>0.03520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Iowa</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>99.03101</td>\n",
       "      <td>57.11566</td>\n",
       "      <td>16.62748</td>\n",
       "      <td>0.91815</td>\n",
       "      <td>0.60464</td>\n",
       "      <td>0.07838</td>\n",
       "      <td>1.03012</td>\n",
       "      <td>3.67260</td>\n",
       "      <td>19.95297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kansas</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>74.94199</td>\n",
       "      <td>55.65804</td>\n",
       "      <td>19.80312</td>\n",
       "      <td>0.67400</td>\n",
       "      <td>0.77155</td>\n",
       "      <td>0.16850</td>\n",
       "      <td>0.79816</td>\n",
       "      <td>4.40759</td>\n",
       "      <td>17.71905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kentucky</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>98.46416</td>\n",
       "      <td>61.06818</td>\n",
       "      <td>36.34091</td>\n",
       "      <td>0.36364</td>\n",
       "      <td>0.52273</td>\n",
       "      <td>0.11364</td>\n",
       "      <td>1.20455</td>\n",
       "      <td>0.38636</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Louisiana</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>94.11765</td>\n",
       "      <td>13.56058</td>\n",
       "      <td>71.25973</td>\n",
       "      <td>0.12227</td>\n",
       "      <td>0.21860</td>\n",
       "      <td>0.02223</td>\n",
       "      <td>2.11560</td>\n",
       "      <td>2.49352</td>\n",
       "      <td>10.20748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maine</th>\n",
       "      <td>Maine</td>\n",
       "      <td>86.01695</td>\n",
       "      <td>78.00926</td>\n",
       "      <td>9.15033</td>\n",
       "      <td>0.62636</td>\n",
       "      <td>1.14379</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>3.14543</td>\n",
       "      <td>1.96078</td>\n",
       "      <td>5.96405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maryland</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>63.12997</td>\n",
       "      <td>24.73079</td>\n",
       "      <td>60.64947</td>\n",
       "      <td>2.45563</td>\n",
       "      <td>0.39250</td>\n",
       "      <td>0.09729</td>\n",
       "      <td>0.69778</td>\n",
       "      <td>4.51541</td>\n",
       "      <td>6.46114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Massachusetts</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>62.35059</td>\n",
       "      <td>33.00030</td>\n",
       "      <td>22.99127</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.31297</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>3.27415</td>\n",
       "      <td>35.91333</td>\n",
       "      <td>4.50797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Michigan</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>93.19853</td>\n",
       "      <td>37.25527</td>\n",
       "      <td>33.84700</td>\n",
       "      <td>0.74828</td>\n",
       "      <td>0.38781</td>\n",
       "      <td>0.03075</td>\n",
       "      <td>1.72891</td>\n",
       "      <td>1.99371</td>\n",
       "      <td>24.00827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Minnesota</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>89.95157</td>\n",
       "      <td>42.33167</td>\n",
       "      <td>38.58617</td>\n",
       "      <td>2.36445</td>\n",
       "      <td>3.04423</td>\n",
       "      <td>0.12091</td>\n",
       "      <td>1.45091</td>\n",
       "      <td>2.86421</td>\n",
       "      <td>9.23747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mississippi</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>83.54204</td>\n",
       "      <td>11.95212</td>\n",
       "      <td>77.58527</td>\n",
       "      <td>0.46800</td>\n",
       "      <td>0.17550</td>\n",
       "      <td>0.05850</td>\n",
       "      <td>1.89452</td>\n",
       "      <td>0.94051</td>\n",
       "      <td>6.92557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Missouri</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>93.48470</td>\n",
       "      <td>46.32815</td>\n",
       "      <td>34.09894</td>\n",
       "      <td>0.36303</td>\n",
       "      <td>0.31083</td>\n",
       "      <td>0.10440</td>\n",
       "      <td>1.81042</td>\n",
       "      <td>1.91007</td>\n",
       "      <td>15.07415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Montana</th>\n",
       "      <td>Montana</td>\n",
       "      <td>99.01960</td>\n",
       "      <td>68.69610</td>\n",
       "      <td>0.86237</td>\n",
       "      <td>0.27596</td>\n",
       "      <td>12.02139</td>\n",
       "      <td>0.20697</td>\n",
       "      <td>1.82822</td>\n",
       "      <td>3.20800</td>\n",
       "      <td>12.90100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nebraska</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>99.39577</td>\n",
       "      <td>40.57377</td>\n",
       "      <td>16.73331</td>\n",
       "      <td>0.42983</td>\n",
       "      <td>1.18952</td>\n",
       "      <td>0.10996</td>\n",
       "      <td>1.44942</td>\n",
       "      <td>5.36785</td>\n",
       "      <td>34.14634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nevada</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>96.35417</td>\n",
       "      <td>36.07545</td>\n",
       "      <td>14.43808</td>\n",
       "      <td>1.73810</td>\n",
       "      <td>0.79005</td>\n",
       "      <td>0.58266</td>\n",
       "      <td>1.76773</td>\n",
       "      <td>14.81335</td>\n",
       "      <td>29.79459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Hampshire</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>90.33816</td>\n",
       "      <td>75.85324</td>\n",
       "      <td>2.67918</td>\n",
       "      <td>0.49488</td>\n",
       "      <td>0.17065</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>4.77816</td>\n",
       "      <td>6.65529</td>\n",
       "      <td>9.36860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Jersey</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>52.35110</td>\n",
       "      <td>27.50646</td>\n",
       "      <td>52.61305</td>\n",
       "      <td>1.54070</td>\n",
       "      <td>0.26809</td>\n",
       "      <td>0.12274</td>\n",
       "      <td>2.26744</td>\n",
       "      <td>15.61369</td>\n",
       "      <td>0.06783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Mexico</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>81.89300</td>\n",
       "      <td>19.15622</td>\n",
       "      <td>3.12307</td>\n",
       "      <td>0.58900</td>\n",
       "      <td>8.64324</td>\n",
       "      <td>0.11643</td>\n",
       "      <td>3.60249</td>\n",
       "      <td>44.95583</td>\n",
       "      <td>19.81371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New York</th>\n",
       "      <td>New York</td>\n",
       "      <td>94.03244</td>\n",
       "      <td>16.43556</td>\n",
       "      <td>27.34669</td>\n",
       "      <td>1.24659</td>\n",
       "      <td>0.33182</td>\n",
       "      <td>0.07154</td>\n",
       "      <td>0.70625</td>\n",
       "      <td>19.41658</td>\n",
       "      <td>34.44497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Carolina</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>26.26405</td>\n",
       "      <td>53.72272</td>\n",
       "      <td>0.43641</td>\n",
       "      <td>1.20564</td>\n",
       "      <td>0.19837</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>3.18713</td>\n",
       "      <td>14.98567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Dakota</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>85.63830</td>\n",
       "      <td>64.97678</td>\n",
       "      <td>5.14706</td>\n",
       "      <td>1.02554</td>\n",
       "      <td>15.07353</td>\n",
       "      <td>0.05805</td>\n",
       "      <td>1.68344</td>\n",
       "      <td>2.63158</td>\n",
       "      <td>9.40402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Northern Mariana</th>\n",
       "      <td>Northern Mariana</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>4.85437</td>\n",
       "      <td>1.94175</td>\n",
       "      <td>67.96116</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>21.35922</td>\n",
       "      <td>1.94175</td>\n",
       "      <td>0.97087</td>\n",
       "      <td>0.97087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>87.58003</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>100.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oklahoma</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>81.37472</td>\n",
       "      <td>57.96958</td>\n",
       "      <td>20.88294</td>\n",
       "      <td>0.50705</td>\n",
       "      <td>7.57275</td>\n",
       "      <td>0.30864</td>\n",
       "      <td>3.00375</td>\n",
       "      <td>3.96825</td>\n",
       "      <td>5.78704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oregon</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>82.46446</td>\n",
       "      <td>61.11080</td>\n",
       "      <td>10.03717</td>\n",
       "      <td>1.90312</td>\n",
       "      <td>1.40931</td>\n",
       "      <td>0.52156</td>\n",
       "      <td>4.13361</td>\n",
       "      <td>15.88526</td>\n",
       "      <td>4.99917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pennsylvania</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>93.85593</td>\n",
       "      <td>47.42151</td>\n",
       "      <td>44.04899</td>\n",
       "      <td>1.19536</td>\n",
       "      <td>0.23073</td>\n",
       "      <td>0.10064</td>\n",
       "      <td>0.33382</td>\n",
       "      <td>6.66896</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Puerto Rico</th>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>98.08612</td>\n",
       "      <td>0.17982</td>\n",
       "      <td>0.02320</td>\n",
       "      <td>0.01740</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00580</td>\n",
       "      <td>0.21463</td>\n",
       "      <td>87.91113</td>\n",
       "      <td>11.64801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rhode Island</th>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>94.47514</td>\n",
       "      <td>49.10983</td>\n",
       "      <td>13.99942</td>\n",
       "      <td>0.64209</td>\n",
       "      <td>1.11879</td>\n",
       "      <td>0.07783</td>\n",
       "      <td>4.02763</td>\n",
       "      <td>28.02802</td>\n",
       "      <td>2.99640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Carolina</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>82.72884</td>\n",
       "      <td>20.16055</td>\n",
       "      <td>69.38162</td>\n",
       "      <td>0.27858</td>\n",
       "      <td>0.19427</td>\n",
       "      <td>0.11363</td>\n",
       "      <td>1.91342</td>\n",
       "      <td>2.00139</td>\n",
       "      <td>5.95653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Dakota</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>86.47059</td>\n",
       "      <td>63.21490</td>\n",
       "      <td>6.21319</td>\n",
       "      <td>0.85503</td>\n",
       "      <td>16.34049</td>\n",
       "      <td>0.13300</td>\n",
       "      <td>4.16112</td>\n",
       "      <td>4.18013</td>\n",
       "      <td>4.90215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tennessee</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>91.27517</td>\n",
       "      <td>37.85408</td>\n",
       "      <td>50.89344</td>\n",
       "      <td>0.48995</td>\n",
       "      <td>0.23880</td>\n",
       "      <td>0.12146</td>\n",
       "      <td>1.30105</td>\n",
       "      <td>0.92227</td>\n",
       "      <td>8.17894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>Texas</td>\n",
       "      <td>92.96715</td>\n",
       "      <td>20.87707</td>\n",
       "      <td>34.23060</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.10997</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1.30566</td>\n",
       "      <td>33.83820</td>\n",
       "      <td>9.63849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U.S. Virgin Islands</th>\n",
       "      <td>U.S. Virgin Islands</td>\n",
       "      <td>68.96552</td>\n",
       "      <td>0.75758</td>\n",
       "      <td>56.91288</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1.23106</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>8.90151</td>\n",
       "      <td>15.15152</td>\n",
       "      <td>17.04545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>Utah</td>\n",
       "      <td>98.97959</td>\n",
       "      <td>41.74410</td>\n",
       "      <td>2.91202</td>\n",
       "      <td>1.09006</td>\n",
       "      <td>0.71113</td>\n",
       "      <td>0.59175</td>\n",
       "      <td>1.29769</td>\n",
       "      <td>11.63768</td>\n",
       "      <td>40.01557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vermont</th>\n",
       "      <td>Vermont</td>\n",
       "      <td>92.83154</td>\n",
       "      <td>80.68182</td>\n",
       "      <td>3.49787</td>\n",
       "      <td>1.33168</td>\n",
       "      <td>0.42614</td>\n",
       "      <td>0.03551</td>\n",
       "      <td>4.59872</td>\n",
       "      <td>3.23153</td>\n",
       "      <td>6.19673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virginia</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>96.71642</td>\n",
       "      <td>21.07403</td>\n",
       "      <td>51.97589</td>\n",
       "      <td>2.41578</td>\n",
       "      <td>0.27060</td>\n",
       "      <td>0.08236</td>\n",
       "      <td>2.82233</td>\n",
       "      <td>9.38207</td>\n",
       "      <td>11.97694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Washington</th>\n",
       "      <td>Washington</td>\n",
       "      <td>96.05602</td>\n",
       "      <td>41.86517</td>\n",
       "      <td>13.62366</td>\n",
       "      <td>2.65372</td>\n",
       "      <td>5.65015</td>\n",
       "      <td>1.22883</td>\n",
       "      <td>1.28441</td>\n",
       "      <td>7.95962</td>\n",
       "      <td>25.73444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>West Virginia</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>84.31373</td>\n",
       "      <td>78.58475</td>\n",
       "      <td>15.21855</td>\n",
       "      <td>0.27985</td>\n",
       "      <td>0.30650</td>\n",
       "      <td>0.09328</td>\n",
       "      <td>0.42644</td>\n",
       "      <td>1.61247</td>\n",
       "      <td>3.47814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wisconsin</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>97.13604</td>\n",
       "      <td>63.62187</td>\n",
       "      <td>9.25393</td>\n",
       "      <td>1.07594</td>\n",
       "      <td>1.98805</td>\n",
       "      <td>0.07527</td>\n",
       "      <td>0.88997</td>\n",
       "      <td>3.82555</td>\n",
       "      <td>19.26943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wyoming</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>78.70370</td>\n",
       "      <td>56.09978</td>\n",
       "      <td>2.00791</td>\n",
       "      <td>0.27381</td>\n",
       "      <td>4.44174</td>\n",
       "      <td>0.15211</td>\n",
       "      <td>0.48677</td>\n",
       "      <td>8.30545</td>\n",
       "      <td>28.23243</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "0                                    State  Properties Reported (%)  \\\n",
       "Alabama                            Alabama                 86.36364   \n",
       "Alaska                              Alaska                100.00000   \n",
       "Arizona                            Arizona                 94.71154   \n",
       "Arkansas                          Arkansas                 98.32869   \n",
       "California                      California                 81.15494   \n",
       "Colorado                          Colorado                 84.25605   \n",
       "Connecticut                    Connecticut                 91.57895   \n",
       "Delaware                          Delaware                 98.42520   \n",
       "District of Columbia  District of Columbia                 71.96262   \n",
       "Florida                            Florida                 92.34194   \n",
       "Georgia                            Georgia                 87.06522   \n",
       "Guam                                  Guam                100.00000   \n",
       "Hawaii                              Hawaii                 92.15686   \n",
       "Idaho                                Idaho                 99.16667   \n",
       "Illinois                          Illinois                 71.12069   \n",
       "Indiana                            Indiana                 87.78409   \n",
       "Iowa                                  Iowa                 99.03101   \n",
       "Kansas                              Kansas                 74.94199   \n",
       "Kentucky                          Kentucky                 98.46416   \n",
       "Louisiana                        Louisiana                 94.11765   \n",
       "Maine                                Maine                 86.01695   \n",
       "Maryland                          Maryland                 63.12997   \n",
       "Massachusetts                Massachusetts                 62.35059   \n",
       "Michigan                          Michigan                 93.19853   \n",
       "Minnesota                        Minnesota                 89.95157   \n",
       "Mississippi                    Mississippi                 83.54204   \n",
       "Missouri                          Missouri                 93.48470   \n",
       "Montana                            Montana                 99.01960   \n",
       "Nebraska                          Nebraska                 99.39577   \n",
       "Nevada                              Nevada                 96.35417   \n",
       "New Hampshire                New Hampshire                 90.33816   \n",
       "New Jersey                      New Jersey                 52.35110   \n",
       "New Mexico                      New Mexico                 81.89300   \n",
       "New York                          New York                 94.03244   \n",
       "North Carolina              North Carolina                100.00000   \n",
       "North Dakota                  North Dakota                 85.63830   \n",
       "Northern Mariana          Northern Mariana                100.00000   \n",
       "Ohio                                  Ohio                 87.58003   \n",
       "Oklahoma                          Oklahoma                 81.37472   \n",
       "Oregon                              Oregon                 82.46446   \n",
       "Pennsylvania                  Pennsylvania                 93.85593   \n",
       "Puerto Rico                    Puerto Rico                 98.08612   \n",
       "Rhode Island                  Rhode Island                 94.47514   \n",
       "South Carolina              South Carolina                 82.72884   \n",
       "South Dakota                  South Dakota                 86.47059   \n",
       "Tennessee                        Tennessee                 91.27517   \n",
       "Texas                                Texas                 92.96715   \n",
       "U.S. Virgin Islands    U.S. Virgin Islands                 68.96552   \n",
       "Utah                                  Utah                 98.97959   \n",
       "Vermont                            Vermont                 92.83154   \n",
       "Virginia                          Virginia                 96.71642   \n",
       "Washington                      Washington                 96.05602   \n",
       "West Virginia                West Virginia                 84.31373   \n",
       "Wisconsin                        Wisconsin                 97.13604   \n",
       "Wyoming                            Wyoming                 78.70370   \n",
       "\n",
       "0                     White Alone (%)  Black or African American Alone (%)  \\\n",
       "Alabama                      34.45933                             63.74529   \n",
       "Alaska                       52.25753                              6.68896   \n",
       "Arizona                      35.68655                             13.70379   \n",
       "Arkansas                     42.98514                             43.62179   \n",
       "California                   24.97301                             18.02942   \n",
       "Colorado                     35.71180                             11.20104   \n",
       "Connecticut                  30.98213                             27.23370   \n",
       "Delaware                     24.79282                             65.19337   \n",
       "District of Columbia          2.46130                             80.92712   \n",
       "Florida                       0.00000                              0.00000   \n",
       "Georgia                      19.02480                             75.32427   \n",
       "Guam                          4.57143                              1.90476   \n",
       "Hawaii                       43.50032                              4.81928   \n",
       "Idaho                        80.15055                              2.70990   \n",
       "Illinois                     41.97026                             49.41281   \n",
       "Indiana                      54.67125                             42.51516   \n",
       "Iowa                         57.11566                             16.62748   \n",
       "Kansas                       55.65804                             19.80312   \n",
       "Kentucky                     61.06818                             36.34091   \n",
       "Louisiana                    13.56058                             71.25973   \n",
       "Maine                        78.00926                              9.15033   \n",
       "Maryland                     24.73079                             60.64947   \n",
       "Massachusetts                33.00030                             22.99127   \n",
       "Michigan                     37.25527                             33.84700   \n",
       "Minnesota                    42.33167                             38.58617   \n",
       "Mississippi                  11.95212                             77.58527   \n",
       "Missouri                     46.32815                             34.09894   \n",
       "Montana                      68.69610                              0.86237   \n",
       "Nebraska                     40.57377                             16.73331   \n",
       "Nevada                       36.07545                             14.43808   \n",
       "New Hampshire                75.85324                              2.67918   \n",
       "New Jersey                   27.50646                             52.61305   \n",
       "New Mexico                   19.15622                              3.12307   \n",
       "New York                     16.43556                             27.34669   \n",
       "North Carolina               26.26405                             53.72272   \n",
       "North Dakota                 64.97678                              5.14706   \n",
       "Northern Mariana              4.85437                              1.94175   \n",
       "Ohio                          0.00000                              0.00000   \n",
       "Oklahoma                     57.96958                             20.88294   \n",
       "Oregon                       61.11080                             10.03717   \n",
       "Pennsylvania                 47.42151                             44.04899   \n",
       "Puerto Rico                   0.17982                              0.02320   \n",
       "Rhode Island                 49.10983                             13.99942   \n",
       "South Carolina               20.16055                             69.38162   \n",
       "South Dakota                 63.21490                              6.21319   \n",
       "Tennessee                    37.85408                             50.89344   \n",
       "Texas                        20.87707                             34.23060   \n",
       "U.S. Virgin Islands           0.75758                             56.91288   \n",
       "Utah                         41.74410                              2.91202   \n",
       "Vermont                      80.68182                              3.49787   \n",
       "Virginia                     21.07403                             51.97589   \n",
       "Washington                   41.86517                             13.62366   \n",
       "West Virginia                78.58475                             15.21855   \n",
       "Wisconsin                    63.62187                              9.25393   \n",
       "Wyoming                      56.09978                              2.00791   \n",
       "\n",
       "0                     Asian Alone (%)  \\\n",
       "Alabama                       0.30981   \n",
       "Alaska                        4.18060   \n",
       "Arizona                       1.21932   \n",
       "Arkansas                      0.37727   \n",
       "California                    0.00000   \n",
       "Colorado                      1.28039   \n",
       "Connecticut                   0.01745   \n",
       "Delaware                      0.69061   \n",
       "District of Columbia          0.34789   \n",
       "Florida                       0.00000   \n",
       "Georgia                       1.16118   \n",
       "Guam                         47.23810   \n",
       "Hawaii                        0.00000   \n",
       "Idaho                         0.00000   \n",
       "Illinois                      0.56901   \n",
       "Indiana                       0.00000   \n",
       "Iowa                          0.91815   \n",
       "Kansas                        0.67400   \n",
       "Kentucky                      0.36364   \n",
       "Louisiana                     0.12227   \n",
       "Maine                         0.62636   \n",
       "Maryland                      2.45563   \n",
       "Massachusetts                 0.00000   \n",
       "Michigan                      0.74828   \n",
       "Minnesota                     2.36445   \n",
       "Mississippi                   0.46800   \n",
       "Missouri                      0.36303   \n",
       "Montana                       0.27596   \n",
       "Nebraska                      0.42983   \n",
       "Nevada                        1.73810   \n",
       "New Hampshire                 0.49488   \n",
       "New Jersey                    1.54070   \n",
       "New Mexico                    0.58900   \n",
       "New York                      1.24659   \n",
       "North Carolina                0.43641   \n",
       "North Dakota                  1.02554   \n",
       "Northern Mariana             67.96116   \n",
       "Ohio                          0.00000   \n",
       "Oklahoma                      0.50705   \n",
       "Oregon                        1.90312   \n",
       "Pennsylvania                  1.19536   \n",
       "Puerto Rico                   0.01740   \n",
       "Rhode Island                  0.64209   \n",
       "South Carolina                0.27858   \n",
       "South Dakota                  0.85503   \n",
       "Tennessee                     0.48995   \n",
       "Texas                         0.00000   \n",
       "U.S. Virgin Islands           0.00000   \n",
       "Utah                          1.09006   \n",
       "Vermont                       1.33168   \n",
       "Virginia                      2.41578   \n",
       "Washington                    2.65372   \n",
       "West Virginia                 0.27985   \n",
       "Wisconsin                     1.07594   \n",
       "Wyoming                       0.27381   \n",
       "\n",
       "0                     American Indian and Alaska Native Alone (%)  \\\n",
       "Alabama                                                   0.20529   \n",
       "Alaska                                                   18.22743   \n",
       "Arizona                                                   7.16837   \n",
       "Arkansas                                                  0.25937   \n",
       "California                                                0.84126   \n",
       "Colorado                                                  0.70817   \n",
       "Connecticut                                               0.52352   \n",
       "Delaware                                                  0.63536   \n",
       "District of Columbia                                      0.18264   \n",
       "Florida                                                   0.00000   \n",
       "Georgia                                                   0.23605   \n",
       "Guam                                                      0.57143   \n",
       "Hawaii                                                    1.26823   \n",
       "Idaho                                                     1.54024   \n",
       "Illinois                                                  0.18361   \n",
       "Indiana                                                   0.19497   \n",
       "Iowa                                                      0.60464   \n",
       "Kansas                                                    0.77155   \n",
       "Kentucky                                                  0.52273   \n",
       "Louisiana                                                 0.21860   \n",
       "Maine                                                     1.14379   \n",
       "Maryland                                                  0.39250   \n",
       "Massachusetts                                             0.31297   \n",
       "Michigan                                                  0.38781   \n",
       "Minnesota                                                 3.04423   \n",
       "Mississippi                                               0.17550   \n",
       "Missouri                                                  0.31083   \n",
       "Montana                                                  12.02139   \n",
       "Nebraska                                                  1.18952   \n",
       "Nevada                                                    0.79005   \n",
       "New Hampshire                                             0.17065   \n",
       "New Jersey                                                0.26809   \n",
       "New Mexico                                                8.64324   \n",
       "New York                                                  0.33182   \n",
       "North Carolina                                            1.20564   \n",
       "North Dakota                                             15.07353   \n",
       "Northern Mariana                                          0.00000   \n",
       "Ohio                                                      0.00000   \n",
       "Oklahoma                                                  7.57275   \n",
       "Oregon                                                    1.40931   \n",
       "Pennsylvania                                              0.23073   \n",
       "Puerto Rico                                               0.00000   \n",
       "Rhode Island                                              1.11879   \n",
       "South Carolina                                            0.19427   \n",
       "South Dakota                                             16.34049   \n",
       "Tennessee                                                 0.23880   \n",
       "Texas                                                     0.10997   \n",
       "U.S. Virgin Islands                                       1.23106   \n",
       "Utah                                                      0.71113   \n",
       "Vermont                                                   0.42614   \n",
       "Virginia                                                  0.27060   \n",
       "Washington                                                5.65015   \n",
       "West Virginia                                             0.30650   \n",
       "Wisconsin                                                 1.98805   \n",
       "Wyoming                                                   4.44174   \n",
       "\n",
       "0                     Native Hawaiian and Other Pacific Islander Alone (%)  \\\n",
       "Alabama                                                         0.10451      \n",
       "Alaska                                                          2.17391      \n",
       "Arizona                                                         0.29124      \n",
       "Arkansas                                                       10.98797      \n",
       "California                                                      0.00000      \n",
       "Colorado                                                        0.11065      \n",
       "Connecticut                                                     0.00000      \n",
       "Delaware                                                        0.15193      \n",
       "District of Columbia                                            0.07827      \n",
       "Florida                                                         0.00000      \n",
       "Georgia                                                         0.10491      \n",
       "Guam                                                            0.00000      \n",
       "Hawaii                                                          0.00000      \n",
       "Idaho                                                           0.00000      \n",
       "Illinois                                                        0.13634      \n",
       "Indiana                                                         0.11103      \n",
       "Iowa                                                            0.07838      \n",
       "Kansas                                                          0.16850      \n",
       "Kentucky                                                        0.11364      \n",
       "Louisiana                                                       0.02223      \n",
       "Maine                                                           0.00000      \n",
       "Maryland                                                        0.09729      \n",
       "Massachusetts                                                   0.00000      \n",
       "Michigan                                                        0.03075      \n",
       "Minnesota                                                       0.12091      \n",
       "Mississippi                                                     0.05850      \n",
       "Missouri                                                        0.10440      \n",
       "Montana                                                         0.20697      \n",
       "Nebraska                                                        0.10996      \n",
       "Nevada                                                          0.58266      \n",
       "New Hampshire                                                   0.00000      \n",
       "New Jersey                                                      0.12274      \n",
       "New Mexico                                                      0.11643      \n",
       "New York                                                        0.07154      \n",
       "North Carolina                                                  0.19837      \n",
       "North Dakota                                                    0.05805      \n",
       "Northern Mariana                                               21.35922      \n",
       "Ohio                                                            0.00000      \n",
       "Oklahoma                                                        0.30864      \n",
       "Oregon                                                          0.52156      \n",
       "Pennsylvania                                                    0.10064      \n",
       "Puerto Rico                                                     0.00580      \n",
       "Rhode Island                                                    0.07783      \n",
       "South Carolina                                                  0.11363      \n",
       "South Dakota                                                    0.13300      \n",
       "Tennessee                                                       0.12146      \n",
       "Texas                                                           0.00000      \n",
       "U.S. Virgin Islands                                             0.00000      \n",
       "Utah                                                            0.59175      \n",
       "Vermont                                                         0.03551      \n",
       "Virginia                                                        0.08236      \n",
       "Washington                                                      1.22883      \n",
       "West Virginia                                                   0.09328      \n",
       "Wisconsin                                                       0.07527      \n",
       "Wyoming                                                         0.15211      \n",
       "\n",
       "0                     Other (including Multiple Race) (%)  \\\n",
       "Alabama                                           0.80624   \n",
       "Alaska                                            0.25084   \n",
       "Arizona                                           2.15129   \n",
       "Arkansas                                          0.56590   \n",
       "California                                        3.44880   \n",
       "Colorado                                          3.39224   \n",
       "Connecticut                                       1.83582   \n",
       "Delaware                                          0.95304   \n",
       "District of Columbia                              0.97408   \n",
       "Florida                                           0.00000   \n",
       "Georgia                                           1.59275   \n",
       "Guam                                             44.00000   \n",
       "Hawaii                                            8.97273   \n",
       "Idaho                                             1.27389   \n",
       "Illinois                                          1.42888   \n",
       "Indiana                                           0.85572   \n",
       "Iowa                                              1.03012   \n",
       "Kansas                                            0.79816   \n",
       "Kentucky                                          1.20455   \n",
       "Louisiana                                         2.11560   \n",
       "Maine                                             3.14543   \n",
       "Maryland                                          0.69778   \n",
       "Massachusetts                                     3.27415   \n",
       "Michigan                                          1.72891   \n",
       "Minnesota                                         1.45091   \n",
       "Mississippi                                       1.89452   \n",
       "Missouri                                          1.81042   \n",
       "Montana                                           1.82822   \n",
       "Nebraska                                          1.44942   \n",
       "Nevada                                            1.76773   \n",
       "New Hampshire                                     4.77816   \n",
       "New Jersey                                        2.26744   \n",
       "New Mexico                                        3.60249   \n",
       "New York                                          0.70625   \n",
       "North Carolina                                    0.00000   \n",
       "North Dakota                                      1.68344   \n",
       "Northern Mariana                                  1.94175   \n",
       "Ohio                                              0.00000   \n",
       "Oklahoma                                          3.00375   \n",
       "Oregon                                            4.13361   \n",
       "Pennsylvania                                      0.33382   \n",
       "Puerto Rico                                       0.21463   \n",
       "Rhode Island                                      4.02763   \n",
       "South Carolina                                    1.91342   \n",
       "South Dakota                                      4.16112   \n",
       "Tennessee                                         1.30105   \n",
       "Texas                                             1.30566   \n",
       "U.S. Virgin Islands                               8.90151   \n",
       "Utah                                              1.29769   \n",
       "Vermont                                           4.59872   \n",
       "Virginia                                          2.82233   \n",
       "Washington                                        1.28441   \n",
       "West Virginia                                     0.42644   \n",
       "Wisconsin                                         0.88997   \n",
       "Wyoming                                           0.48677   \n",
       "\n",
       "0                     Hispanic (Any Race) (%)  \\\n",
       "Alabama                               0.35086   \n",
       "Alaska                                4.34783   \n",
       "Arizona                              33.10811   \n",
       "Arkansas                              1.20255   \n",
       "California                           38.61794   \n",
       "Colorado                             21.33350   \n",
       "Connecticut                          29.51277   \n",
       "Delaware                              7.56906   \n",
       "District of Columbia                  6.07932   \n",
       "Florida                               0.00000   \n",
       "Georgia                               2.54888   \n",
       "Guam                                  0.76190   \n",
       "Hawaii                               11.31896   \n",
       "Idaho                                 9.54256   \n",
       "Illinois                              6.17910   \n",
       "Indiana                               1.61666   \n",
       "Iowa                                  3.67260   \n",
       "Kansas                                4.40759   \n",
       "Kentucky                              0.38636   \n",
       "Louisiana                             2.49352   \n",
       "Maine                                 1.96078   \n",
       "Maryland                              4.51541   \n",
       "Massachusetts                        35.91333   \n",
       "Michigan                              1.99371   \n",
       "Minnesota                             2.86421   \n",
       "Mississippi                           0.94051   \n",
       "Missouri                              1.91007   \n",
       "Montana                               3.20800   \n",
       "Nebraska                              5.36785   \n",
       "Nevada                               14.81335   \n",
       "New Hampshire                         6.65529   \n",
       "New Jersey                           15.61369   \n",
       "New Mexico                           44.95583   \n",
       "New York                             19.41658   \n",
       "North Carolina                        3.18713   \n",
       "North Dakota                          2.63158   \n",
       "Northern Mariana                      0.97087   \n",
       "Ohio                                  0.00000   \n",
       "Oklahoma                              3.96825   \n",
       "Oregon                               15.88526   \n",
       "Pennsylvania                          6.66896   \n",
       "Puerto Rico                          87.91113   \n",
       "Rhode Island                         28.02802   \n",
       "South Carolina                        2.00139   \n",
       "South Dakota                          4.18013   \n",
       "Tennessee                             0.92227   \n",
       "Texas                                33.83820   \n",
       "U.S. Virgin Islands                  15.15152   \n",
       "Utah                                 11.63768   \n",
       "Vermont                               3.23153   \n",
       "Virginia                              9.38207   \n",
       "Washington                            7.95962   \n",
       "West Virginia                         1.61247   \n",
       "Wisconsin                             3.82555   \n",
       "Wyoming                               8.30545   \n",
       "\n",
       "0                     Race or Ethnicity Not Reported (%)  \n",
       "Alabama                                          0.01866  \n",
       "Alaska                                          11.87291  \n",
       "Arizona                                          6.67133  \n",
       "Arkansas                                         0.00000  \n",
       "California                                      14.08958  \n",
       "Colorado                                        26.26221  \n",
       "Connecticut                                      9.89460  \n",
       "Delaware                                         0.01381  \n",
       "District of Columbia                             8.94938  \n",
       "Florida                                        100.00000  \n",
       "Georgia                                          0.00715  \n",
       "Guam                                             0.95238  \n",
       "Hawaii                                          30.12048  \n",
       "Idaho                                            4.78286  \n",
       "Illinois                                         0.11998  \n",
       "Indiana                                          0.03520  \n",
       "Iowa                                            19.95297  \n",
       "Kansas                                          17.71905  \n",
       "Kentucky                                         0.00000  \n",
       "Louisiana                                       10.20748  \n",
       "Maine                                            5.96405  \n",
       "Maryland                                         6.46114  \n",
       "Massachusetts                                    4.50797  \n",
       "Michigan                                        24.00827  \n",
       "Minnesota                                        9.23747  \n",
       "Mississippi                                      6.92557  \n",
       "Missouri                                        15.07415  \n",
       "Montana                                         12.90100  \n",
       "Nebraska                                        34.14634  \n",
       "Nevada                                          29.79459  \n",
       "New Hampshire                                    9.36860  \n",
       "New Jersey                                       0.06783  \n",
       "New Mexico                                      19.81371  \n",
       "New York                                        34.44497  \n",
       "North Carolina                                  14.98567  \n",
       "North Dakota                                     9.40402  \n",
       "Northern Mariana                                 0.97087  \n",
       "Ohio                                           100.00000  \n",
       "Oklahoma                                         5.78704  \n",
       "Oregon                                           4.99917  \n",
       "Pennsylvania                                     0.00000  \n",
       "Puerto Rico                                     11.64801  \n",
       "Rhode Island                                     2.99640  \n",
       "South Carolina                                   5.95653  \n",
       "South Dakota                                     4.90215  \n",
       "Tennessee                                        8.17894  \n",
       "Texas                                            9.63849  \n",
       "U.S. Virgin Islands                             17.04545  \n",
       "Utah                                            40.01557  \n",
       "Vermont                                          6.19673  \n",
       "Virginia                                        11.97694  \n",
       "Washington                                      25.73444  \n",
       "West Virginia                                    3.47814  \n",
       "Wisconsin                                       19.26943  \n",
       "Wyoming                                         28.23243  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##Getting rid of footnote\n",
    "sheets[\"Table 4\"] = sheets[\"Table 4\"].replace(to_replace = \"New York1\", value = \"New York\")\n",
    "\n",
    "##Renaming indices\n",
    "sheets[\"Table 4\"].index = sheets[\"Table 4\"].State.values\n",
    "\n",
    "##Removing extra whitespaces from column names\n",
    "sheets[\"Table 4\"].columns = sheets[\"Table 4\"].columns.str.replace('\\s{2,}',' ', regex=True)\n",
    "\n",
    "sheets[\"Table 4\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "##Drop cols \n",
    "\n",
    "##Renaming cols to match actual dataset\n",
    "sheets[\"Table 7\"].iloc[0, 0] = sheets[\"Table 7\"].iloc[1, 0]\n",
    "sheets[\"Table 7\"].iloc[0, 2:4] = sheets[\"Table 7\"].iloc[1, 2:4]\n",
    "sheets[\"Table 7\"].columns = sheets[\"Table 7\"].iloc[0]\n",
    "\n",
    "##Dropping rows that are irrelevant\n",
    "sheets[\"Table 7\"] = sheets[\"Table 7\"].drop(sheets[\"Table 7\"].index[57:66])\n",
    "sheets[\"Table 7\"] = sheets[\"Table 7\"].drop([0,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>All Household Members Reported (% of Households)</th>\n",
       "      <th>Head of Household (%)</th>\n",
       "      <th>All Reported Members (%)</th>\n",
       "      <th>At Least One Member &lt; 18 (%)</th>\n",
       "      <th>At Least One Member &gt;= 62 (%)</th>\n",
       "      <th>Reported Head of Household &gt;= 62 (%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>92.45592</td>\n",
       "      <td>99.98210</td>\n",
       "      <td>99.90904</td>\n",
       "      <td>37.55631</td>\n",
       "      <td>31.21141</td>\n",
       "      <td>30.64165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alaska</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>77.47126</td>\n",
       "      <td>99.15709</td>\n",
       "      <td>99.06250</td>\n",
       "      <td>33.40996</td>\n",
       "      <td>33.10345</td>\n",
       "      <td>32.33716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arizona</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>99.37811</td>\n",
       "      <td>99.95966</td>\n",
       "      <td>99.81042</td>\n",
       "      <td>45.06522</td>\n",
       "      <td>31.83071</td>\n",
       "      <td>30.57348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arkansas</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>99.98844</td>\n",
       "      <td>99.69946</td>\n",
       "      <td>99.59094</td>\n",
       "      <td>36.29638</td>\n",
       "      <td>31.19870</td>\n",
       "      <td>30.71321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>California</th>\n",
       "      <td>California</td>\n",
       "      <td>95.26921</td>\n",
       "      <td>99.78389</td>\n",
       "      <td>99.78015</td>\n",
       "      <td>36.73368</td>\n",
       "      <td>41.57440</td>\n",
       "      <td>39.76464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>99.51023</td>\n",
       "      <td>99.67349</td>\n",
       "      <td>99.68896</td>\n",
       "      <td>35.53325</td>\n",
       "      <td>31.35287</td>\n",
       "      <td>30.42955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Connecticut</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>96.24147</td>\n",
       "      <td>96.67155</td>\n",
       "      <td>97.91855</td>\n",
       "      <td>29.43248</td>\n",
       "      <td>41.41241</td>\n",
       "      <td>40.38396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delaware</th>\n",
       "      <td>Delaware</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>99.98622</td>\n",
       "      <td>94.60915</td>\n",
       "      <td>39.23649</td>\n",
       "      <td>30.89857</td>\n",
       "      <td>30.44377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>District of Columbia</th>\n",
       "      <td>District of Columbia</td>\n",
       "      <td>69.09379</td>\n",
       "      <td>96.33291</td>\n",
       "      <td>97.05082</td>\n",
       "      <td>27.45039</td>\n",
       "      <td>25.42821</td>\n",
       "      <td>24.74911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Florida</th>\n",
       "      <td>Florida</td>\n",
       "      <td>10.17116</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Georgia</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>98.54653</td>\n",
       "      <td>95.48174</td>\n",
       "      <td>34.05214</td>\n",
       "      <td>35.40224</td>\n",
       "      <td>34.84194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Guam</th>\n",
       "      <td>Guam</td>\n",
       "      <td>94.67519</td>\n",
       "      <td>99.46752</td>\n",
       "      <td>99.73649</td>\n",
       "      <td>53.14164</td>\n",
       "      <td>34.71779</td>\n",
       "      <td>30.03195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hawaii</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>95.58620</td>\n",
       "      <td>99.50575</td>\n",
       "      <td>99.34123</td>\n",
       "      <td>32.66667</td>\n",
       "      <td>49.70115</td>\n",
       "      <td>47.70115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Idaho</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>98.74808</td>\n",
       "      <td>99.69215</td>\n",
       "      <td>99.44958</td>\n",
       "      <td>37.26013</td>\n",
       "      <td>34.14058</td>\n",
       "      <td>33.39148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Illinois</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>86.61054</td>\n",
       "      <td>97.28009</td>\n",
       "      <td>98.15893</td>\n",
       "      <td>23.62294</td>\n",
       "      <td>47.24747</td>\n",
       "      <td>46.78115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Indiana</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>87.83397</td>\n",
       "      <td>99.96279</td>\n",
       "      <td>99.85029</td>\n",
       "      <td>37.30031</td>\n",
       "      <td>30.41972</td>\n",
       "      <td>29.85467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Iowa</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>99.59091</td>\n",
       "      <td>99.98447</td>\n",
       "      <td>99.70663</td>\n",
       "      <td>30.67681</td>\n",
       "      <td>36.82875</td>\n",
       "      <td>35.98467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kansas</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>99.88232</td>\n",
       "      <td>99.84025</td>\n",
       "      <td>29.96234</td>\n",
       "      <td>39.92625</td>\n",
       "      <td>39.37706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kentucky</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>95.54612</td>\n",
       "      <td>99.51370</td>\n",
       "      <td>98.82177</td>\n",
       "      <td>33.89425</td>\n",
       "      <td>33.53145</td>\n",
       "      <td>33.43111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Louisiana</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>99.34106</td>\n",
       "      <td>98.45279</td>\n",
       "      <td>98.62646</td>\n",
       "      <td>41.91027</td>\n",
       "      <td>27.52673</td>\n",
       "      <td>26.83226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maine</th>\n",
       "      <td>Maine</td>\n",
       "      <td>99.27456</td>\n",
       "      <td>99.82786</td>\n",
       "      <td>99.84028</td>\n",
       "      <td>28.12001</td>\n",
       "      <td>43.55097</td>\n",
       "      <td>42.46895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maryland</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>90.98213</td>\n",
       "      <td>99.45737</td>\n",
       "      <td>99.54072</td>\n",
       "      <td>25.55462</td>\n",
       "      <td>47.78751</td>\n",
       "      <td>47.08898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Massachusetts</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>99.80360</td>\n",
       "      <td>99.84893</td>\n",
       "      <td>99.77317</td>\n",
       "      <td>33.52805</td>\n",
       "      <td>39.97885</td>\n",
       "      <td>38.64941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Michigan</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>99.26705</td>\n",
       "      <td>99.97365</td>\n",
       "      <td>99.62246</td>\n",
       "      <td>28.75848</td>\n",
       "      <td>40.94741</td>\n",
       "      <td>40.50888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Minnesota</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>96.56800</td>\n",
       "      <td>92.17474</td>\n",
       "      <td>91.98977</td>\n",
       "      <td>32.53024</td>\n",
       "      <td>25.80883</td>\n",
       "      <td>24.92625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mississippi</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>99.28441</td>\n",
       "      <td>99.98266</td>\n",
       "      <td>99.60746</td>\n",
       "      <td>47.25475</td>\n",
       "      <td>21.73649</td>\n",
       "      <td>21.15101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Missouri</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>99.63265</td>\n",
       "      <td>99.99099</td>\n",
       "      <td>99.64849</td>\n",
       "      <td>27.39791</td>\n",
       "      <td>39.01785</td>\n",
       "      <td>38.57613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Montana</th>\n",
       "      <td>Montana</td>\n",
       "      <td>99.77046</td>\n",
       "      <td>99.88523</td>\n",
       "      <td>99.82235</td>\n",
       "      <td>30.49680</td>\n",
       "      <td>37.89146</td>\n",
       "      <td>37.41597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nebraska</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>99.38812</td>\n",
       "      <td>99.98117</td>\n",
       "      <td>99.61354</td>\n",
       "      <td>39.61216</td>\n",
       "      <td>32.23195</td>\n",
       "      <td>31.60124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nevada</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>99.32601</td>\n",
       "      <td>99.93088</td>\n",
       "      <td>99.80217</td>\n",
       "      <td>24.13376</td>\n",
       "      <td>52.85578</td>\n",
       "      <td>52.00899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Hampshire</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>99.61340</td>\n",
       "      <td>99.67068</td>\n",
       "      <td>99.73692</td>\n",
       "      <td>30.24055</td>\n",
       "      <td>46.82131</td>\n",
       "      <td>45.60424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Jersey</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>99.96985</td>\n",
       "      <td>97.07718</td>\n",
       "      <td>93.60114</td>\n",
       "      <td>28.11014</td>\n",
       "      <td>44.94189</td>\n",
       "      <td>44.04881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Mexico</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>97.65855</td>\n",
       "      <td>97.87141</td>\n",
       "      <td>98.92138</td>\n",
       "      <td>40.96287</td>\n",
       "      <td>24.96713</td>\n",
       "      <td>23.95918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New York</th>\n",
       "      <td>New York</td>\n",
       "      <td>34.51517</td>\n",
       "      <td>66.05018</td>\n",
       "      <td>72.19748</td>\n",
       "      <td>19.17005</td>\n",
       "      <td>26.74862</td>\n",
       "      <td>25.96938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Carolina</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>87.66884</td>\n",
       "      <td>99.28262</td>\n",
       "      <td>99.24405</td>\n",
       "      <td>35.51132</td>\n",
       "      <td>36.96762</td>\n",
       "      <td>36.38381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Dakota</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>99.57814</td>\n",
       "      <td>99.98166</td>\n",
       "      <td>99.91100</td>\n",
       "      <td>28.31988</td>\n",
       "      <td>37.96772</td>\n",
       "      <td>37.30741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Northern Mariana</th>\n",
       "      <td>Northern Mariana</td>\n",
       "      <td>93.85965</td>\n",
       "      <td>99.56141</td>\n",
       "      <td>99.32432</td>\n",
       "      <td>70.17544</td>\n",
       "      <td>7.01754</td>\n",
       "      <td>3.94737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>66.69506</td>\n",
       "      <td>99.31198</td>\n",
       "      <td>99.51633</td>\n",
       "      <td>33.10141</td>\n",
       "      <td>38.27485</td>\n",
       "      <td>55.05288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oklahoma</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>99.50551</td>\n",
       "      <td>99.92475</td>\n",
       "      <td>99.53303</td>\n",
       "      <td>34.08761</td>\n",
       "      <td>39.81725</td>\n",
       "      <td>39.34426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oregon</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>99.76255</td>\n",
       "      <td>99.97544</td>\n",
       "      <td>99.92257</td>\n",
       "      <td>30.83190</td>\n",
       "      <td>35.13879</td>\n",
       "      <td>34.27495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pennsylvania</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>99.71903</td>\n",
       "      <td>99.93979</td>\n",
       "      <td>99.86195</td>\n",
       "      <td>27.55045</td>\n",
       "      <td>52.09053</td>\n",
       "      <td>51.45278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Puerto Rico</th>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>99.87109</td>\n",
       "      <td>99.98319</td>\n",
       "      <td>99.54296</td>\n",
       "      <td>38.06748</td>\n",
       "      <td>40.02914</td>\n",
       "      <td>39.49669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rhode Island</th>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>98.88948</td>\n",
       "      <td>99.98237</td>\n",
       "      <td>99.89699</td>\n",
       "      <td>24.02609</td>\n",
       "      <td>47.04742</td>\n",
       "      <td>46.04266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Carolina</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>99.63639</td>\n",
       "      <td>99.95330</td>\n",
       "      <td>99.91097</td>\n",
       "      <td>46.74250</td>\n",
       "      <td>27.87804</td>\n",
       "      <td>27.35764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Dakota</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>99.89856</td>\n",
       "      <td>99.79712</td>\n",
       "      <td>99.85629</td>\n",
       "      <td>44.78445</td>\n",
       "      <td>27.47253</td>\n",
       "      <td>26.74556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tennessee</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>99.94442</td>\n",
       "      <td>99.91201</td>\n",
       "      <td>42.55394</td>\n",
       "      <td>24.44005</td>\n",
       "      <td>23.71542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>Texas</td>\n",
       "      <td>99.80766</td>\n",
       "      <td>99.81977</td>\n",
       "      <td>99.35365</td>\n",
       "      <td>44.63485</td>\n",
       "      <td>30.71616</td>\n",
       "      <td>29.58344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U.S. Virgin Islands</th>\n",
       "      <td>U.S. Virgin Islands</td>\n",
       "      <td>99.90646</td>\n",
       "      <td>98.87745</td>\n",
       "      <td>99.26215</td>\n",
       "      <td>48.08232</td>\n",
       "      <td>26.75398</td>\n",
       "      <td>25.81852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>Utah</td>\n",
       "      <td>99.86048</td>\n",
       "      <td>99.97594</td>\n",
       "      <td>98.97500</td>\n",
       "      <td>42.05234</td>\n",
       "      <td>22.07736</td>\n",
       "      <td>21.13923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vermont</th>\n",
       "      <td>Vermont</td>\n",
       "      <td>98.94883</td>\n",
       "      <td>99.52079</td>\n",
       "      <td>99.51267</td>\n",
       "      <td>27.42310</td>\n",
       "      <td>44.22631</td>\n",
       "      <td>43.22152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virginia</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>99.48273</td>\n",
       "      <td>99.93356</td>\n",
       "      <td>99.78991</td>\n",
       "      <td>40.45416</td>\n",
       "      <td>29.37310</td>\n",
       "      <td>28.24245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Washington</th>\n",
       "      <td>Washington</td>\n",
       "      <td>85.10126</td>\n",
       "      <td>96.22813</td>\n",
       "      <td>96.27192</td>\n",
       "      <td>34.35505</td>\n",
       "      <td>33.66974</td>\n",
       "      <td>31.08779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>West Virginia</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>99.98702</td>\n",
       "      <td>99.79646</td>\n",
       "      <td>35.21163</td>\n",
       "      <td>30.03116</td>\n",
       "      <td>31.03090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wisconsin</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>99.75801</td>\n",
       "      <td>98.70244</td>\n",
       "      <td>98.95400</td>\n",
       "      <td>25.86782</td>\n",
       "      <td>46.88334</td>\n",
       "      <td>46.25751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wyoming</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>99.97554</td>\n",
       "      <td>99.95108</td>\n",
       "      <td>99.69841</td>\n",
       "      <td>41.63405</td>\n",
       "      <td>26.44325</td>\n",
       "      <td>25.80724</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "0                                    State  \\\n",
       "Alabama                            Alabama   \n",
       "Alaska                              Alaska   \n",
       "Arizona                            Arizona   \n",
       "Arkansas                          Arkansas   \n",
       "California                      California   \n",
       "Colorado                          Colorado   \n",
       "Connecticut                    Connecticut   \n",
       "Delaware                          Delaware   \n",
       "District of Columbia  District of Columbia   \n",
       "Florida                            Florida   \n",
       "Georgia                            Georgia   \n",
       "Guam                                  Guam   \n",
       "Hawaii                              Hawaii   \n",
       "Idaho                                Idaho   \n",
       "Illinois                          Illinois   \n",
       "Indiana                            Indiana   \n",
       "Iowa                                  Iowa   \n",
       "Kansas                              Kansas   \n",
       "Kentucky                          Kentucky   \n",
       "Louisiana                        Louisiana   \n",
       "Maine                                Maine   \n",
       "Maryland                          Maryland   \n",
       "Massachusetts                Massachusetts   \n",
       "Michigan                          Michigan   \n",
       "Minnesota                        Minnesota   \n",
       "Mississippi                    Mississippi   \n",
       "Missouri                          Missouri   \n",
       "Montana                            Montana   \n",
       "Nebraska                          Nebraska   \n",
       "Nevada                              Nevada   \n",
       "New Hampshire                New Hampshire   \n",
       "New Jersey                      New Jersey   \n",
       "New Mexico                      New Mexico   \n",
       "New York                          New York   \n",
       "North Carolina              North Carolina   \n",
       "North Dakota                  North Dakota   \n",
       "Northern Mariana          Northern Mariana   \n",
       "Ohio                                  Ohio   \n",
       "Oklahoma                          Oklahoma   \n",
       "Oregon                              Oregon   \n",
       "Pennsylvania                  Pennsylvania   \n",
       "Puerto Rico                    Puerto Rico   \n",
       "Rhode Island                  Rhode Island   \n",
       "South Carolina              South Carolina   \n",
       "South Dakota                  South Dakota   \n",
       "Tennessee                        Tennessee   \n",
       "Texas                                Texas   \n",
       "U.S. Virgin Islands    U.S. Virgin Islands   \n",
       "Utah                                  Utah   \n",
       "Vermont                            Vermont   \n",
       "Virginia                          Virginia   \n",
       "Washington                      Washington   \n",
       "West Virginia                West Virginia   \n",
       "Wisconsin                        Wisconsin   \n",
       "Wyoming                            Wyoming   \n",
       "\n",
       "0                     All Household Members Reported (% of Households)  \\\n",
       "Alabama                                                       92.45592   \n",
       "Alaska                                                        77.47126   \n",
       "Arizona                                                       99.37811   \n",
       "Arkansas                                                      99.98844   \n",
       "California                                                    95.26921   \n",
       "Colorado                                                      99.51023   \n",
       "Connecticut                                                   96.24147   \n",
       "Delaware                                                     100.00000   \n",
       "District of Columbia                                          69.09379   \n",
       "Florida                                                       10.17116   \n",
       "Georgia                                                      100.00000   \n",
       "Guam                                                          94.67519   \n",
       "Hawaii                                                        95.58620   \n",
       "Idaho                                                         98.74808   \n",
       "Illinois                                                      86.61054   \n",
       "Indiana                                                       87.83397   \n",
       "Iowa                                                          99.59091   \n",
       "Kansas                                                       100.00000   \n",
       "Kentucky                                                      95.54612   \n",
       "Louisiana                                                     99.34106   \n",
       "Maine                                                         99.27456   \n",
       "Maryland                                                      90.98213   \n",
       "Massachusetts                                                 99.80360   \n",
       "Michigan                                                      99.26705   \n",
       "Minnesota                                                     96.56800   \n",
       "Mississippi                                                   99.28441   \n",
       "Missouri                                                      99.63265   \n",
       "Montana                                                       99.77046   \n",
       "Nebraska                                                      99.38812   \n",
       "Nevada                                                        99.32601   \n",
       "New Hampshire                                                 99.61340   \n",
       "New Jersey                                                    99.96985   \n",
       "New Mexico                                                    97.65855   \n",
       "New York                                                      34.51517   \n",
       "North Carolina                                                87.66884   \n",
       "North Dakota                                                  99.57814   \n",
       "Northern Mariana                                              93.85965   \n",
       "Ohio                                                          66.69506   \n",
       "Oklahoma                                                      99.50551   \n",
       "Oregon                                                        99.76255   \n",
       "Pennsylvania                                                  99.71903   \n",
       "Puerto Rico                                                   99.87109   \n",
       "Rhode Island                                                  98.88948   \n",
       "South Carolina                                                99.63639   \n",
       "South Dakota                                                  99.89856   \n",
       "Tennessee                                                      0.00000   \n",
       "Texas                                                         99.80766   \n",
       "U.S. Virgin Islands                                           99.90646   \n",
       "Utah                                                          99.86048   \n",
       "Vermont                                                       98.94883   \n",
       "Virginia                                                      99.48273   \n",
       "Washington                                                    85.10126   \n",
       "West Virginia                                                100.00000   \n",
       "Wisconsin                                                     99.75801   \n",
       "Wyoming                                                       99.97554   \n",
       "\n",
       "0                     Head of Household (%)  All Reported Members (%)  \\\n",
       "Alabama                            99.98210                  99.90904   \n",
       "Alaska                             99.15709                  99.06250   \n",
       "Arizona                            99.95966                  99.81042   \n",
       "Arkansas                           99.69946                  99.59094   \n",
       "California                         99.78389                  99.78015   \n",
       "Colorado                           99.67349                  99.68896   \n",
       "Connecticut                        96.67155                  97.91855   \n",
       "Delaware                           99.98622                  94.60915   \n",
       "District of Columbia               96.33291                  97.05082   \n",
       "Florida                                 NaN                       NaN   \n",
       "Georgia                            98.54653                  95.48174   \n",
       "Guam                               99.46752                  99.73649   \n",
       "Hawaii                             99.50575                  99.34123   \n",
       "Idaho                              99.69215                  99.44958   \n",
       "Illinois                           97.28009                  98.15893   \n",
       "Indiana                            99.96279                  99.85029   \n",
       "Iowa                               99.98447                  99.70663   \n",
       "Kansas                             99.88232                  99.84025   \n",
       "Kentucky                           99.51370                  98.82177   \n",
       "Louisiana                          98.45279                  98.62646   \n",
       "Maine                              99.82786                  99.84028   \n",
       "Maryland                           99.45737                  99.54072   \n",
       "Massachusetts                      99.84893                  99.77317   \n",
       "Michigan                           99.97365                  99.62246   \n",
       "Minnesota                          92.17474                  91.98977   \n",
       "Mississippi                        99.98266                  99.60746   \n",
       "Missouri                           99.99099                  99.64849   \n",
       "Montana                            99.88523                  99.82235   \n",
       "Nebraska                           99.98117                  99.61354   \n",
       "Nevada                             99.93088                  99.80217   \n",
       "New Hampshire                      99.67068                  99.73692   \n",
       "New Jersey                         97.07718                  93.60114   \n",
       "New Mexico                         97.87141                  98.92138   \n",
       "New York                           66.05018                  72.19748   \n",
       "North Carolina                     99.28262                  99.24405   \n",
       "North Dakota                       99.98166                  99.91100   \n",
       "Northern Mariana                   99.56141                  99.32432   \n",
       "Ohio                               99.31198                  99.51633   \n",
       "Oklahoma                           99.92475                  99.53303   \n",
       "Oregon                             99.97544                  99.92257   \n",
       "Pennsylvania                       99.93979                  99.86195   \n",
       "Puerto Rico                        99.98319                  99.54296   \n",
       "Rhode Island                       99.98237                  99.89699   \n",
       "South Carolina                     99.95330                  99.91097   \n",
       "South Dakota                       99.79712                  99.85629   \n",
       "Tennessee                          99.94442                  99.91201   \n",
       "Texas                              99.81977                  99.35365   \n",
       "U.S. Virgin Islands                98.87745                  99.26215   \n",
       "Utah                               99.97594                  98.97500   \n",
       "Vermont                            99.52079                  99.51267   \n",
       "Virginia                           99.93356                  99.78991   \n",
       "Washington                         96.22813                  96.27192   \n",
       "West Virginia                      99.98702                  99.79646   \n",
       "Wisconsin                          98.70244                  98.95400   \n",
       "Wyoming                            99.95108                  99.69841   \n",
       "\n",
       "0                     At Least One Member < 18 (%)  \\\n",
       "Alabama                                   37.55631   \n",
       "Alaska                                    33.40996   \n",
       "Arizona                                   45.06522   \n",
       "Arkansas                                  36.29638   \n",
       "California                                36.73368   \n",
       "Colorado                                  35.53325   \n",
       "Connecticut                               29.43248   \n",
       "Delaware                                  39.23649   \n",
       "District of Columbia                      27.45039   \n",
       "Florida                                        NaN   \n",
       "Georgia                                   34.05214   \n",
       "Guam                                      53.14164   \n",
       "Hawaii                                    32.66667   \n",
       "Idaho                                     37.26013   \n",
       "Illinois                                  23.62294   \n",
       "Indiana                                   37.30031   \n",
       "Iowa                                      30.67681   \n",
       "Kansas                                    29.96234   \n",
       "Kentucky                                  33.89425   \n",
       "Louisiana                                 41.91027   \n",
       "Maine                                     28.12001   \n",
       "Maryland                                  25.55462   \n",
       "Massachusetts                             33.52805   \n",
       "Michigan                                  28.75848   \n",
       "Minnesota                                 32.53024   \n",
       "Mississippi                               47.25475   \n",
       "Missouri                                  27.39791   \n",
       "Montana                                   30.49680   \n",
       "Nebraska                                  39.61216   \n",
       "Nevada                                    24.13376   \n",
       "New Hampshire                             30.24055   \n",
       "New Jersey                                28.11014   \n",
       "New Mexico                                40.96287   \n",
       "New York                                  19.17005   \n",
       "North Carolina                            35.51132   \n",
       "North Dakota                              28.31988   \n",
       "Northern Mariana                          70.17544   \n",
       "Ohio                                      33.10141   \n",
       "Oklahoma                                  34.08761   \n",
       "Oregon                                    30.83190   \n",
       "Pennsylvania                              27.55045   \n",
       "Puerto Rico                               38.06748   \n",
       "Rhode Island                              24.02609   \n",
       "South Carolina                            46.74250   \n",
       "South Dakota                              44.78445   \n",
       "Tennessee                                 42.55394   \n",
       "Texas                                     44.63485   \n",
       "U.S. Virgin Islands                       48.08232   \n",
       "Utah                                      42.05234   \n",
       "Vermont                                   27.42310   \n",
       "Virginia                                  40.45416   \n",
       "Washington                                34.35505   \n",
       "West Virginia                             35.21163   \n",
       "Wisconsin                                 25.86782   \n",
       "Wyoming                                   41.63405   \n",
       "\n",
       "0                     At Least One Member >= 62 (%)  \\\n",
       "Alabama                                    31.21141   \n",
       "Alaska                                     33.10345   \n",
       "Arizona                                    31.83071   \n",
       "Arkansas                                   31.19870   \n",
       "California                                 41.57440   \n",
       "Colorado                                   31.35287   \n",
       "Connecticut                                41.41241   \n",
       "Delaware                                   30.89857   \n",
       "District of Columbia                       25.42821   \n",
       "Florida                                         NaN   \n",
       "Georgia                                    35.40224   \n",
       "Guam                                       34.71779   \n",
       "Hawaii                                     49.70115   \n",
       "Idaho                                      34.14058   \n",
       "Illinois                                   47.24747   \n",
       "Indiana                                    30.41972   \n",
       "Iowa                                       36.82875   \n",
       "Kansas                                     39.92625   \n",
       "Kentucky                                   33.53145   \n",
       "Louisiana                                  27.52673   \n",
       "Maine                                      43.55097   \n",
       "Maryland                                   47.78751   \n",
       "Massachusetts                              39.97885   \n",
       "Michigan                                   40.94741   \n",
       "Minnesota                                  25.80883   \n",
       "Mississippi                                21.73649   \n",
       "Missouri                                   39.01785   \n",
       "Montana                                    37.89146   \n",
       "Nebraska                                   32.23195   \n",
       "Nevada                                     52.85578   \n",
       "New Hampshire                              46.82131   \n",
       "New Jersey                                 44.94189   \n",
       "New Mexico                                 24.96713   \n",
       "New York                                   26.74862   \n",
       "North Carolina                             36.96762   \n",
       "North Dakota                               37.96772   \n",
       "Northern Mariana                            7.01754   \n",
       "Ohio                                       38.27485   \n",
       "Oklahoma                                   39.81725   \n",
       "Oregon                                     35.13879   \n",
       "Pennsylvania                               52.09053   \n",
       "Puerto Rico                                40.02914   \n",
       "Rhode Island                               47.04742   \n",
       "South Carolina                             27.87804   \n",
       "South Dakota                               27.47253   \n",
       "Tennessee                                  24.44005   \n",
       "Texas                                      30.71616   \n",
       "U.S. Virgin Islands                        26.75398   \n",
       "Utah                                       22.07736   \n",
       "Vermont                                    44.22631   \n",
       "Virginia                                   29.37310   \n",
       "Washington                                 33.66974   \n",
       "West Virginia                              30.03116   \n",
       "Wisconsin                                  46.88334   \n",
       "Wyoming                                    26.44325   \n",
       "\n",
       "0                     Reported Head of Household >= 62 (%)  \n",
       "Alabama                                           30.64165  \n",
       "Alaska                                            32.33716  \n",
       "Arizona                                           30.57348  \n",
       "Arkansas                                          30.71321  \n",
       "California                                        39.76464  \n",
       "Colorado                                          30.42955  \n",
       "Connecticut                                       40.38396  \n",
       "Delaware                                          30.44377  \n",
       "District of Columbia                              24.74911  \n",
       "Florida                                                NaN  \n",
       "Georgia                                           34.84194  \n",
       "Guam                                              30.03195  \n",
       "Hawaii                                            47.70115  \n",
       "Idaho                                             33.39148  \n",
       "Illinois                                          46.78115  \n",
       "Indiana                                           29.85467  \n",
       "Iowa                                              35.98467  \n",
       "Kansas                                            39.37706  \n",
       "Kentucky                                          33.43111  \n",
       "Louisiana                                         26.83226  \n",
       "Maine                                             42.46895  \n",
       "Maryland                                          47.08898  \n",
       "Massachusetts                                     38.64941  \n",
       "Michigan                                          40.50888  \n",
       "Minnesota                                         24.92625  \n",
       "Mississippi                                       21.15101  \n",
       "Missouri                                          38.57613  \n",
       "Montana                                           37.41597  \n",
       "Nebraska                                          31.60124  \n",
       "Nevada                                            52.00899  \n",
       "New Hampshire                                     45.60424  \n",
       "New Jersey                                        44.04881  \n",
       "New Mexico                                        23.95918  \n",
       "New York                                          25.96938  \n",
       "North Carolina                                    36.38381  \n",
       "North Dakota                                      37.30741  \n",
       "Northern Mariana                                   3.94737  \n",
       "Ohio                                              55.05288  \n",
       "Oklahoma                                          39.34426  \n",
       "Oregon                                            34.27495  \n",
       "Pennsylvania                                      51.45278  \n",
       "Puerto Rico                                       39.49669  \n",
       "Rhode Island                                      46.04266  \n",
       "South Carolina                                    27.35764  \n",
       "South Dakota                                      26.74556  \n",
       "Tennessee                                         23.71542  \n",
       "Texas                                             29.58344  \n",
       "U.S. Virgin Islands                               25.81852  \n",
       "Utah                                              21.13923  \n",
       "Vermont                                           43.22152  \n",
       "Virginia                                          28.24245  \n",
       "Washington                                        31.08779  \n",
       "West Virginia                                     31.03090  \n",
       "Wisconsin                                         46.25751  \n",
       "Wyoming                                           25.80724  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##Getting rid of footnote\n",
    "sheets[\"Table 7\"] = sheets[\"Table 7\"].replace(to_replace = \"New York2\", value = \"New York\")\n",
    "\n",
    "##Replacing missing values w/ nan\n",
    "sheets[\"Table 7\"] = sheets[\"Table 7\"].replace(to_replace = \"Data Not Reported\", value = np.nan) \n",
    "\n",
    "##Renaming indices\n",
    "sheets[\"Table 7\"].index = sheets[\"Table 7\"].State.values\n",
    "sheets[\"Table 7\"]\n",
    "\n",
    "##Removing extra whitespaces from column names\n",
    "sheets[\"Table 7\"].columns = sheets[\"Table 7\"].columns.str.replace('\\s{2,}',' ', regex=True)\n",
    "\n",
    "##Getting rid of footname in column name\n",
    "sheets[\"Table 7\"] = sheets[\"Table 7\"].rename(columns={\"All Household Members Reported1 (% of Households)\": \"All Household Members Reported (% of Households)\"})\n",
    "\n",
    "sheets[\"Table 7\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fded4b42910>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Creating a new dataframe for plotting\n",
    "race_data_per_state = sheets[\"Table 4\"]\n",
    "\n",
    "##Put American Indian & Alaska Native Alone and Native Hawaiian and Other Pacific Islander Alone (%) together w/ Other catergory\n",
    "race_data_per_state[\"Other (including Multiple Race) (%)\"] = sheets[\"Table 4\"][\"American Indian and Alaska Native Alone (%)\"] +sheets[\"Table 4\"][\"Native Hawaiian and Other Pacific Islander Alone (%)\"] + sheets[\"Table 4\"][\"Other (including Multiple Race) (%)\"]\n",
    "\n",
    "##Dropping cols that aren't relevant\n",
    "race_data_per_state = race_data_per_state.drop(columns = [\"Properties Reported (%)\", \"American Indian and Alaska Native Alone (%)\", \"Native Hawaiian and Other Pacific Islander Alone (%)\"])\n",
    "\n",
    "##Plotting\n",
    "race_data_per_state.plot.bar(stacked=True, xlabel=\"states\", ylabel=\"race %\", figsize=(15, 10), title= \"Race % for each state\")\n",
    "\n",
    "##Moving legend outside of plot for easier viewing\n",
    "plt.legend(loc='center left', bbox_to_anchor=(1.0, 0.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "##2018-LIHTC table 2, 4, 6, 7, 8, 12\n",
    "##State 2018 table\n",
    "\n",
    "##sam: 2018-LIHTC table 2, 6 (X)\n",
    "##nur: 2018-LIHTC table 4, 7 (X)\n",
    "##elliot: 2018-LIHTC table 8, 12 (X)\n",
    "##Naman: state 2018 table"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}