Home Loans (HMDA) Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import OrderedDict\n",
    "\n",
    "import geopandas as gpd\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import statsmodels.api as sm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Loading"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/onyxfish/.pyenv/versions/3.6.2/envs/tyler-home-loans/lib/python3.6/site-packages/IPython/core/interactiveshell.py:2785: DtypeWarning: Columns (28,29,30,38,39) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    }
   ],
   "source": [
    "raw_hmda = pd.read_csv('data/hmda_lar__smith_county__all_years.csv', dtype={\n",
    "    'census_tract_number': 'str'\n",
    "}, na_values=[\n",
    "    'Not applicable',\n",
    "    'Information not provided by applicant in mail, Internet, or telephone application'\n",
    "])\n",
    "\n",
    "tract_geos = gpd.read_file('data/tl_2017_48_tract')\n",
    "\n",
    "raw_demographics = pd.read_csv('data/ACS_16_5YR_B03002/ACS_16_5YR_B03002.csv', dtype={\n",
    "    'GEO.id2': 'str'\n",
    "})\n",
    "\n",
    "raw_urban_rural = pd.read_csv('data/DEC_10_SF1_P2/DEC_10_SF1_P2.csv', dtype={\n",
    "    'GEO.id2': 'str'\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "reporter_panels = pd.read_csv('data/processed_reporter_panels.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Enrichment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "enriched_hmda = raw_hmda.copy(deep=True)\n",
    "\n",
    "enriched_hmda['log_loan_amount_000s'] = np.log(enriched_hmda['loan_amount_000s'])\n",
    "enriched_hmda['log_applicant_income_000s'] = np.log(enriched_hmda['applicant_income_000s'])\n",
    "\n",
    "def race_ethnicity(row):\n",
    "    if row['applicant_ethnicity_name'] == 'Hispanic or Latino':\n",
    "        return 'Latino'\n",
    "    elif row['applicant_ethnicity_name'] == 'Not Hispanic or Latino':\n",
    "        if row['applicant_race_name_1'] == 'White':\n",
    "            return 'White'\n",
    "        elif row['applicant_race_name_1'] == 'Black or African American':\n",
    "            return 'Black'\n",
    "        elif row['applicant_race_name_1'] == 'Asian':\n",
    "            return 'Asian'\n",
    "        elif row['applicant_race_name_1'] == 'American Indian or Alaska Native':\n",
    "            return 'Native American'\n",
    "        elif row['applicant_race_name_1'] == 'Native Hawaiian or Other Pacific Islander':\n",
    "            return 'Native Hawaiian'\n",
    "        else:\n",
    "            return np.nan\n",
    "    \n",
    "    return np.nan\n",
    "    \n",
    "def census_tract_number_string(row):\n",
    "    if str(row['census_tract_number']) == 'nan':\n",
    "        return None\n",
    "    \n",
    "    return str(row['census_tract_number']).replace('.', '').rjust(6, '0')\n",
    "\n",
    "enriched_hmda['race_ethnicity'] = enriched_hmda.apply(race_ethnicity, axis=1)\n",
    "enriched_hmda['census_tract_number_string'] = enriched_hmda.apply(census_tract_number_string, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "enriched_demographics = raw_demographics.copy(deep=True)\n",
    "\n",
    "enriched_demographics['census_tract_number_string'] = enriched_demographics['GEO.id2'].str.slice(-6)\n",
    "\n",
    "enriched_demographics['percent_white'] = enriched_demographics['HD01_VD03'] / enriched_demographics['HD01_VD01'] * 100\n",
    "enriched_demographics['percent_black'] = enriched_demographics['HD01_VD04'] / enriched_demographics['HD01_VD01'] * 100\n",
    "enriched_demographics['percent_latino'] = enriched_demographics['HD01_VD12'] / enriched_demographics['HD01_VD01'] * 100\n",
    "enriched_demographics['percent_asian'] = enriched_demographics['HD01_VD06'] / enriched_demographics['HD01_VD01'] * 100\n",
    "enriched_demographics['percent_native_american'] = enriched_demographics['HD01_VD05'] / enriched_demographics['HD01_VD01'] * 100\n",
    "enriched_demographics['percent_native_hawaiian'] = enriched_demographics['HD01_VD07'] / enriched_demographics['HD01_VD01'] * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "enriched_urban_rural = raw_urban_rural.copy(deep=True)\n",
    "\n",
    "enriched_urban_rural['census_tract_number_string'] = enriched_urban_rural['GEO.id2'].str.slice(-6)\n",
    "\n",
    "enriched_urban_rural['percent_urban'] = enriched_urban_rural['D002'] / enriched_urban_rural['D001'] * 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Filtering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "filtered_hmda = enriched_hmda.copy(deep=True)\n",
    "\n",
    "filtered_hmda = filtered_hmda[\n",
    "#     (filtered_hmda['loan_type_name'] == 'Conventional') &\n",
    "    (filtered_hmda['property_type_name'] == 'One-to-four family dwelling (other than manufactured housing)') &\n",
    "    (filtered_hmda['owner_occupancy_name'] == 'Owner-occupied as a principal dwelling') &\n",
    "    (filtered_hmda['loan_purpose_name'] == 'Home purchase') &\n",
    "    (filtered_hmda['action_taken_name'].isin(['Loan originated', 'Application denied by financial institution'])) &\n",
    "    (filtered_hmda['loan_amount_000s'] < 90000) &\n",
    "    (filtered_hmda['applicant_income_000s'] != 9999)\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q: How many loans are approved by race and ethnicity, by year?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>race_ethnicity</th>\n",
       "      <th>as_of_year</th>\n",
       "      <th colspan=\"4\" halign=\"left\">action_taken_name</th>\n",
       "      <th>applicant_income_000s</th>\n",
       "      <th>loan_amount_000s</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>approved</th>\n",
       "      <th>denied</th>\n",
       "      <th>pct_denied</th>\n",
       "      <th>mean</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2007</td>\n",
       "      <td>36</td>\n",
       "      <td>30</td>\n",
       "      <td>6</td>\n",
       "      <td>16.7</td>\n",
       "      <td>111.1</td>\n",
       "      <td>165.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2008</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>2</td>\n",
       "      <td>7.4</td>\n",
       "      <td>100.6</td>\n",
       "      <td>174.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2009</td>\n",
       "      <td>29</td>\n",
       "      <td>25</td>\n",
       "      <td>4</td>\n",
       "      <td>13.8</td>\n",
       "      <td>155.0</td>\n",
       "      <td>186.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2010</td>\n",
       "      <td>27</td>\n",
       "      <td>22</td>\n",
       "      <td>5</td>\n",
       "      <td>18.5</td>\n",
       "      <td>93.3</td>\n",
       "      <td>181.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2011</td>\n",
       "      <td>27</td>\n",
       "      <td>19</td>\n",
       "      <td>8</td>\n",
       "      <td>29.6</td>\n",
       "      <td>86.9</td>\n",
       "      <td>192.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2012</td>\n",
       "      <td>30</td>\n",
       "      <td>24</td>\n",
       "      <td>6</td>\n",
       "      <td>20.0</td>\n",
       "      <td>101.6</td>\n",
       "      <td>175.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2013</td>\n",
       "      <td>40</td>\n",
       "      <td>34</td>\n",
       "      <td>6</td>\n",
       "      <td>15.0</td>\n",
       "      <td>122.4</td>\n",
       "      <td>198.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2014</td>\n",
       "      <td>37</td>\n",
       "      <td>30</td>\n",
       "      <td>7</td>\n",
       "      <td>18.9</td>\n",
       "      <td>91.9</td>\n",
       "      <td>177.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2015</td>\n",
       "      <td>48</td>\n",
       "      <td>42</td>\n",
       "      <td>6</td>\n",
       "      <td>12.5</td>\n",
       "      <td>106.4</td>\n",
       "      <td>225.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2016</td>\n",
       "      <td>43</td>\n",
       "      <td>39</td>\n",
       "      <td>4</td>\n",
       "      <td>9.3</td>\n",
       "      <td>153.0</td>\n",
       "      <td>225.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2017</td>\n",
       "      <td>53</td>\n",
       "      <td>49</td>\n",
       "      <td>4</td>\n",
       "      <td>7.5</td>\n",
       "      <td>127.4</td>\n",
       "      <td>226.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Black</td>\n",
       "      <td>2007</td>\n",
       "      <td>209</td>\n",
       "      <td>138</td>\n",
       "      <td>71</td>\n",
       "      <td>34.0</td>\n",
       "      <td>63.6</td>\n",
       "      <td>121.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Black</td>\n",
       "      <td>2008</td>\n",
       "      <td>132</td>\n",
       "      <td>102</td>\n",
       "      <td>30</td>\n",
       "      <td>22.7</td>\n",
       "      <td>55.3</td>\n",
       "      <td>115.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Black</td>\n",
       "      <td>2009</td>\n",
       "      <td>128</td>\n",
       "      <td>95</td>\n",
       "      <td>33</td>\n",
       "      <td>25.8</td>\n",
       "      <td>59.8</td>\n",
       "      <td>135.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Black</td>\n",
       "      <td>2010</td>\n",
       "      <td>115</td>\n",
       "      <td>79</td>\n",
       "      <td>36</td>\n",
       "      <td>31.3</td>\n",
       "      <td>66.2</td>\n",
       "      <td>127.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Black</td>\n",
       "      <td>2011</td>\n",
       "      <td>68</td>\n",
       "      <td>55</td>\n",
       "      <td>13</td>\n",
       "      <td>19.1</td>\n",
       "      <td>69.5</td>\n",
       "      <td>137.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Black</td>\n",
       "      <td>2012</td>\n",
       "      <td>107</td>\n",
       "      <td>68</td>\n",
       "      <td>39</td>\n",
       "      <td>36.4</td>\n",
       "      <td>63.8</td>\n",
       "      <td>134.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Black</td>\n",
       "      <td>2013</td>\n",
       "      <td>110</td>\n",
       "      <td>85</td>\n",
       "      <td>25</td>\n",
       "      <td>22.7</td>\n",
       "      <td>75.4</td>\n",
       "      <td>156.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Black</td>\n",
       "      <td>2014</td>\n",
       "      <td>144</td>\n",
       "      <td>118</td>\n",
       "      <td>26</td>\n",
       "      <td>18.1</td>\n",
       "      <td>68.9</td>\n",
       "      <td>151.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Black</td>\n",
       "      <td>2015</td>\n",
       "      <td>132</td>\n",
       "      <td>100</td>\n",
       "      <td>32</td>\n",
       "      <td>24.2</td>\n",
       "      <td>67.6</td>\n",
       "      <td>151.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Black</td>\n",
       "      <td>2016</td>\n",
       "      <td>175</td>\n",
       "      <td>143</td>\n",
       "      <td>32</td>\n",
       "      <td>18.3</td>\n",
       "      <td>74.1</td>\n",
       "      <td>180.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Black</td>\n",
       "      <td>2017</td>\n",
       "      <td>170</td>\n",
       "      <td>139</td>\n",
       "      <td>31</td>\n",
       "      <td>18.2</td>\n",
       "      <td>73.6</td>\n",
       "      <td>178.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2007</td>\n",
       "      <td>281</td>\n",
       "      <td>223</td>\n",
       "      <td>58</td>\n",
       "      <td>20.6</td>\n",
       "      <td>51.9</td>\n",
       "      <td>95.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2008</td>\n",
       "      <td>184</td>\n",
       "      <td>147</td>\n",
       "      <td>37</td>\n",
       "      <td>20.1</td>\n",
       "      <td>57.4</td>\n",
       "      <td>102.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2009</td>\n",
       "      <td>143</td>\n",
       "      <td>118</td>\n",
       "      <td>25</td>\n",
       "      <td>17.5</td>\n",
       "      <td>58.7</td>\n",
       "      <td>111.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2010</td>\n",
       "      <td>136</td>\n",
       "      <td>114</td>\n",
       "      <td>22</td>\n",
       "      <td>16.2</td>\n",
       "      <td>63.2</td>\n",
       "      <td>107.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2011</td>\n",
       "      <td>162</td>\n",
       "      <td>139</td>\n",
       "      <td>23</td>\n",
       "      <td>14.2</td>\n",
       "      <td>53.5</td>\n",
       "      <td>102.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2012</td>\n",
       "      <td>185</td>\n",
       "      <td>151</td>\n",
       "      <td>34</td>\n",
       "      <td>18.4</td>\n",
       "      <td>69.9</td>\n",
       "      <td>115.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2013</td>\n",
       "      <td>210</td>\n",
       "      <td>173</td>\n",
       "      <td>37</td>\n",
       "      <td>17.6</td>\n",
       "      <td>63.6</td>\n",
       "      <td>114.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2014</td>\n",
       "      <td>222</td>\n",
       "      <td>172</td>\n",
       "      <td>50</td>\n",
       "      <td>22.5</td>\n",
       "      <td>62.9</td>\n",
       "      <td>121.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2008</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>93.1</td>\n",
       "      <td>132.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2009</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.4</td>\n",
       "      <td>145.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2010</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>33.3</td>\n",
       "      <td>176.0</td>\n",
       "      <td>260.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2011</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>40.0</td>\n",
       "      <td>90.6</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2012</td>\n",
       "      <td>42</td>\n",
       "      <td>41</td>\n",
       "      <td>1</td>\n",
       "      <td>2.4</td>\n",
       "      <td>94.9</td>\n",
       "      <td>170.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2013</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>66.2</td>\n",
       "      <td>139.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2014</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>9.1</td>\n",
       "      <td>73.5</td>\n",
       "      <td>171.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2015</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>16.7</td>\n",
       "      <td>68.7</td>\n",
       "      <td>223.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2016</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>91.5</td>\n",
       "      <td>183.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2017</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>7.7</td>\n",
       "      <td>78.0</td>\n",
       "      <td>172.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2007</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>40.0</td>\n",
       "      <td>155.8</td>\n",
       "      <td>243.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2008</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>110.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2012</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>50.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>141.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2013</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>234.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2014</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>65.8</td>\n",
       "      <td>143.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2015</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>174.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2016</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>109.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2017</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>9.1</td>\n",
       "      <td>75.6</td>\n",
       "      <td>169.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>White</td>\n",
       "      <td>2007</td>\n",
       "      <td>2365</td>\n",
       "      <td>2126</td>\n",
       "      <td>239</td>\n",
       "      <td>10.1</td>\n",
       "      <td>95.0</td>\n",
       "      <td>141.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>White</td>\n",
       "      <td>2008</td>\n",
       "      <td>1790</td>\n",
       "      <td>1607</td>\n",
       "      <td>183</td>\n",
       "      <td>10.2</td>\n",
       "      <td>99.5</td>\n",
       "      <td>168.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>White</td>\n",
       "      <td>2009</td>\n",
       "      <td>1528</td>\n",
       "      <td>1361</td>\n",
       "      <td>167</td>\n",
       "      <td>10.9</td>\n",
       "      <td>95.7</td>\n",
       "      <td>162.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>White</td>\n",
       "      <td>2010</td>\n",
       "      <td>1465</td>\n",
       "      <td>1295</td>\n",
       "      <td>170</td>\n",
       "      <td>11.6</td>\n",
       "      <td>96.7</td>\n",
       "      <td>163.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>White</td>\n",
       "      <td>2011</td>\n",
       "      <td>1370</td>\n",
       "      <td>1220</td>\n",
       "      <td>150</td>\n",
       "      <td>10.9</td>\n",
       "      <td>102.4</td>\n",
       "      <td>167.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>White</td>\n",
       "      <td>2012</td>\n",
       "      <td>1543</td>\n",
       "      <td>1345</td>\n",
       "      <td>198</td>\n",
       "      <td>12.8</td>\n",
       "      <td>102.0</td>\n",
       "      <td>175.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>White</td>\n",
       "      <td>2013</td>\n",
       "      <td>1810</td>\n",
       "      <td>1583</td>\n",
       "      <td>227</td>\n",
       "      <td>12.5</td>\n",
       "      <td>101.7</td>\n",
       "      <td>170.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>White</td>\n",
       "      <td>2014</td>\n",
       "      <td>1752</td>\n",
       "      <td>1590</td>\n",
       "      <td>162</td>\n",
       "      <td>9.2</td>\n",
       "      <td>105.6</td>\n",
       "      <td>179.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>White</td>\n",
       "      <td>2015</td>\n",
       "      <td>1945</td>\n",
       "      <td>1761</td>\n",
       "      <td>184</td>\n",
       "      <td>9.5</td>\n",
       "      <td>105.6</td>\n",
       "      <td>191.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>White</td>\n",
       "      <td>2016</td>\n",
       "      <td>1977</td>\n",
       "      <td>1780</td>\n",
       "      <td>197</td>\n",
       "      <td>10.0</td>\n",
       "      <td>101.5</td>\n",
       "      <td>195.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>White</td>\n",
       "      <td>2017</td>\n",
       "      <td>2002</td>\n",
       "      <td>1816</td>\n",
       "      <td>186</td>\n",
       "      <td>9.3</td>\n",
       "      <td>110.5</td>\n",
       "      <td>202.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>64 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     race_ethnicity as_of_year action_taken_name                             \\\n",
       "                                           count approved denied pct_denied   \n",
       "0             Asian       2007                36       30      6       16.7   \n",
       "1             Asian       2008                27       25      2        7.4   \n",
       "2             Asian       2009                29       25      4       13.8   \n",
       "3             Asian       2010                27       22      5       18.5   \n",
       "4             Asian       2011                27       19      8       29.6   \n",
       "5             Asian       2012                30       24      6       20.0   \n",
       "6             Asian       2013                40       34      6       15.0   \n",
       "7             Asian       2014                37       30      7       18.9   \n",
       "8             Asian       2015                48       42      6       12.5   \n",
       "9             Asian       2016                43       39      4        9.3   \n",
       "10            Asian       2017                53       49      4        7.5   \n",
       "11            Black       2007               209      138     71       34.0   \n",
       "12            Black       2008               132      102     30       22.7   \n",
       "13            Black       2009               128       95     33       25.8   \n",
       "14            Black       2010               115       79     36       31.3   \n",
       "15            Black       2011                68       55     13       19.1   \n",
       "16            Black       2012               107       68     39       36.4   \n",
       "17            Black       2013               110       85     25       22.7   \n",
       "18            Black       2014               144      118     26       18.1   \n",
       "19            Black       2015               132      100     32       24.2   \n",
       "20            Black       2016               175      143     32       18.3   \n",
       "21            Black       2017               170      139     31       18.2   \n",
       "22           Latino       2007               281      223     58       20.6   \n",
       "23           Latino       2008               184      147     37       20.1   \n",
       "24           Latino       2009               143      118     25       17.5   \n",
       "25           Latino       2010               136      114     22       16.2   \n",
       "26           Latino       2011               162      139     23       14.2   \n",
       "27           Latino       2012               185      151     34       18.4   \n",
       "28           Latino       2013               210      173     37       17.6   \n",
       "29           Latino       2014               222      172     50       22.5   \n",
       "..              ...        ...               ...      ...    ...        ...   \n",
       "34  Native American       2008                 7        7      0        0.0   \n",
       "35  Native American       2009                 5        5      0        0.0   \n",
       "36  Native American       2010                 6        4      2       33.3   \n",
       "37  Native American       2011                 5        3      2       40.0   \n",
       "38  Native American       2012                42       41      1        2.4   \n",
       "39  Native American       2013                25       25      0        0.0   \n",
       "40  Native American       2014                11       10      1        9.1   \n",
       "41  Native American       2015                 6        5      1       16.7   \n",
       "42  Native American       2016                10        8      2       20.0   \n",
       "43  Native American       2017                13       12      1        7.7   \n",
       "44  Native Hawaiian       2007                 5        3      2       40.0   \n",
       "45  Native Hawaiian       2008                 3        3      0        0.0   \n",
       "46  Native Hawaiian       2011                 1        1      0        0.0   \n",
       "47  Native Hawaiian       2012                 4        2      2       50.0   \n",
       "48  Native Hawaiian       2013                 4        4      0        0.0   \n",
       "49  Native Hawaiian       2014                 4        4      0        0.0   \n",
       "50  Native Hawaiian       2015                 3        3      0        0.0   \n",
       "51  Native Hawaiian       2016                 3        3      0        0.0   \n",
       "52  Native Hawaiian       2017                11       10      1        9.1   \n",
       "53            White       2007              2365     2126    239       10.1   \n",
       "54            White       2008              1790     1607    183       10.2   \n",
       "55            White       2009              1528     1361    167       10.9   \n",
       "56            White       2010              1465     1295    170       11.6   \n",
       "57            White       2011              1370     1220    150       10.9   \n",
       "58            White       2012              1543     1345    198       12.8   \n",
       "59            White       2013              1810     1583    227       12.5   \n",
       "60            White       2014              1752     1590    162        9.2   \n",
       "61            White       2015              1945     1761    184        9.5   \n",
       "62            White       2016              1977     1780    197       10.0   \n",
       "63            White       2017              2002     1816    186        9.3   \n",
       "\n",
       "   applicant_income_000s loan_amount_000s  \n",
       "                    mean             mean  \n",
       "0                  111.1            165.6  \n",
       "1                  100.6            174.7  \n",
       "2                  155.0            186.0  \n",
       "3                   93.3            181.4  \n",
       "4                   86.9            192.4  \n",
       "5                  101.6            175.1  \n",
       "6                  122.4            198.2  \n",
       "7                   91.9            177.7  \n",
       "8                  106.4            225.8  \n",
       "9                  153.0            225.6  \n",
       "10                 127.4            226.2  \n",
       "11                  63.6            121.2  \n",
       "12                  55.3            115.9  \n",
       "13                  59.8            135.3  \n",
       "14                  66.2            127.4  \n",
       "15                  69.5            137.8  \n",
       "16                  63.8            134.3  \n",
       "17                  75.4            156.4  \n",
       "18                  68.9            151.6  \n",
       "19                  67.6            151.7  \n",
       "20                  74.1            180.3  \n",
       "21                  73.6            178.4  \n",
       "22                  51.9             95.1  \n",
       "23                  57.4            102.7  \n",
       "24                  58.7            111.6  \n",
       "25                  63.2            107.4  \n",
       "26                  53.5            102.5  \n",
       "27                  69.9            115.9  \n",
       "28                  63.6            114.2  \n",
       "29                  62.9            121.7  \n",
       "..                   ...              ...  \n",
       "34                  93.1            132.6  \n",
       "35                  40.4            145.6  \n",
       "36                 176.0            260.0  \n",
       "37                  90.6            150.0  \n",
       "38                  94.9            170.5  \n",
       "39                  66.2            139.5  \n",
       "40                  73.5            171.5  \n",
       "41                  68.7            223.0  \n",
       "42                  91.5            183.2  \n",
       "43                  78.0            172.5  \n",
       "44                 155.8            243.0  \n",
       "45                  66.0            110.3  \n",
       "46                  95.0             90.0  \n",
       "47                  57.5            141.5  \n",
       "48                 121.0            234.2  \n",
       "49                  65.8            143.8  \n",
       "50                 126.0            174.0  \n",
       "51                  75.0            109.7  \n",
       "52                  75.6            169.8  \n",
       "53                  95.0            141.8  \n",
       "54                  99.5            168.9  \n",
       "55                  95.7            162.2  \n",
       "56                  96.7            163.2  \n",
       "57                 102.4            167.2  \n",
       "58                 102.0            175.3  \n",
       "59                 101.7            170.1  \n",
       "60                 105.6            179.5  \n",
       "61                 105.6            191.7  \n",
       "62                 101.5            195.6  \n",
       "63                 110.5            202.3  \n",
       "\n",
       "[64 rows x 8 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def approved(group_column):\n",
    "    counts = group_column.value_counts()\n",
    "    \n",
    "    return counts.get('Loan originated', 0)\n",
    "\n",
    "def denied(group_column):\n",
    "    counts = group_column.value_counts()\n",
    "    \n",
    "    return counts.get('Application denied by financial institution', 0)\n",
    "\n",
    "def pct_denied(group_column):\n",
    "    counts = group_column.value_counts()\n",
    "    \n",
    "    return counts.get('Application denied by financial institution', 0) / sum(counts) * 100\n",
    "\n",
    "data = filtered_hmda.groupby(['race_ethnicity', 'as_of_year'], as_index=False).agg({\n",
    "    'action_taken_name': ['count', approved, denied, pct_denied],\n",
    "    'applicant_income_000s': 'mean',\n",
    "    'loan_amount_000s': 'mean',\n",
    "})\n",
    "\n",
    "data.round(1).head(200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q: How much more likely are white applicants to successfully apply for loans than applicants of color? (2010-2017)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>race_ethnicity</th>\n",
       "      <th colspan=\"4\" halign=\"left\">action_taken_name</th>\n",
       "      <th>applicant_income_000s</th>\n",
       "      <th>loan_amount_000s</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>approved</th>\n",
       "      <th>denied</th>\n",
       "      <th>pct_denied</th>\n",
       "      <th>mean</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Asian</td>\n",
       "      <td>305</td>\n",
       "      <td>259</td>\n",
       "      <td>46</td>\n",
       "      <td>15.1</td>\n",
       "      <td>113.8</td>\n",
       "      <td>204.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Black</td>\n",
       "      <td>1021</td>\n",
       "      <td>787</td>\n",
       "      <td>234</td>\n",
       "      <td>22.9</td>\n",
       "      <td>70.3</td>\n",
       "      <td>156.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Latino</td>\n",
       "      <td>1719</td>\n",
       "      <td>1422</td>\n",
       "      <td>297</td>\n",
       "      <td>17.3</td>\n",
       "      <td>64.9</td>\n",
       "      <td>126.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Native American</td>\n",
       "      <td>118</td>\n",
       "      <td>108</td>\n",
       "      <td>10</td>\n",
       "      <td>8.5</td>\n",
       "      <td>87.3</td>\n",
       "      <td>171.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>30</td>\n",
       "      <td>27</td>\n",
       "      <td>3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>83.6</td>\n",
       "      <td>162.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>White</td>\n",
       "      <td>13864</td>\n",
       "      <td>12390</td>\n",
       "      <td>1474</td>\n",
       "      <td>10.6</td>\n",
       "      <td>103.5</td>\n",
       "      <td>182.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    race_ethnicity action_taken_name                             \\\n",
       "                               count approved denied pct_denied   \n",
       "0            Asian               305      259     46       15.1   \n",
       "1            Black              1021      787    234       22.9   \n",
       "2           Latino              1719     1422    297       17.3   \n",
       "3  Native American               118      108     10        8.5   \n",
       "4  Native Hawaiian                30       27      3       10.0   \n",
       "5            White             13864    12390   1474       10.6   \n",
       "\n",
       "  applicant_income_000s loan_amount_000s  \n",
       "                   mean             mean  \n",
       "0                 113.8            204.5  \n",
       "1                  70.3            156.0  \n",
       "2                  64.9            126.0  \n",
       "3                  87.3            171.7  \n",
       "4                  83.6            162.9  \n",
       "5                 103.5            182.1  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = filtered_hmda[filtered_hmda['as_of_year'] >= 2010]\n",
    "\n",
    "def approved(group_column):\n",
    "    counts = group_column.value_counts()\n",
    "    \n",
    "    return counts.get('Loan originated', 0)\n",
    "\n",
    "def denied(group_column):\n",
    "    counts = group_column.value_counts()\n",
    "    \n",
    "    return counts.get('Application denied by financial institution', 0)\n",
    "\n",
    "def pct_denied(group_column):\n",
    "    counts = group_column.value_counts()\n",
    "    \n",
    "    return counts.get('Application denied by financial institution', 0) / sum(counts) * 100\n",
    "\n",
    "data = data.groupby('race_ethnicity', as_index=False).agg({\n",
    "    'action_taken_name': ['count', approved, denied, pct_denied],\n",
    "    'applicant_income_000s': 'mean',\n",
    "    'loan_amount_000s': 'mean',\n",
    "})\n",
    "\n",
    "data.round(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q: What tracts have the highest number of loan for each race and ethnicity? (2010-2017)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/onyxfish/.pyenv/versions/3.6.2/envs/tyler-home-loans/lib/python3.6/site-packages/pandas/core/reshape/merge.py:544: UserWarning: merging between different levels can give an unintended result (1 levels on the left, 2 on the right)\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/Users/onyxfish/.pyenv/versions/3.6.2/envs/tyler-home-loans/lib/python3.6/site-packages/pysal/__init__.py:65: VisibleDeprecationWarning: PySAL's API will be changed on 2018-12-31. The last release made with this API is version 1.14.4. A preview of the next API version is provided in the `pysal` 2.0 prelease candidate. The API changes and a guide on how to change imports is provided at https://migrating.pysal.org\n",
      "  ), VisibleDeprecationWarning)\n",
      "/Users/onyxfish/.pyenv/versions/3.6.2/envs/tyler-home-loans/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = filtered_hmda[filtered_hmda['as_of_year'] >= 2010]\n",
    "\n",
    "def black(group_column):\n",
    "    return group_column.value_counts().get('Black', 0)\n",
    "\n",
    "def latino(group_column):\n",
    "    return group_column.value_counts().get('Latino', 0)\n",
    "\n",
    "def asian(group_column):\n",
    "    return group_column.value_counts().get('Asian', 0)\n",
    "\n",
    "def white(group_column):\n",
    "    return group_column.value_counts().get('White', 0)\n",
    "\n",
    "def other(group_column):\n",
    "    return group_column.value_counts().get('Other or N/A', 0)\n",
    "\n",
    "data = data.groupby('census_tract_number_string', as_index=False).agg({\n",
    "    'race_ethnicity': ['count', black, latino, asian, white]\n",
    "})\n",
    "\n",
    "data = tract_geos.merge(data, left_on='TRACTCE', right_on='census_tract_number_string')\n",
    "\n",
    "plt.figure(figsize=(15, 15))\n",
    "\n",
    "for i, group in enumerate(['black', 'latino', 'asian', 'white']):\n",
    "    ax = plt.subplot(2, 2, i + 1)\n",
    "    data.plot(column=('race_ethnicity', group), ax=ax, cmap='OrRd', scheme='Quantiles', legend=True)\n",
    "    ax.set_title(group)\n",
    "    ax.set_aspect('equal', adjustable='datalim')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q: What tracts have the highest proportion of loans for each race and ethnicity? (2010-2017)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/onyxfish/.pyenv/versions/3.6.2/envs/tyler-home-loans/lib/python3.6/site-packages/pandas/core/reshape/merge.py:544: UserWarning: merging between different levels can give an unintended result (1 levels on the left, 2 on the right)\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/Users/onyxfish/.pyenv/versions/3.6.2/envs/tyler-home-loans/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = filtered_hmda[filtered_hmda['as_of_year'] >= 2010]\n",
    "\n",
    "def black(group_column):\n",
    "    return group_column.value_counts(normalize=True).get('Black', 0) * 100\n",
    "\n",
    "def latino(group_column):\n",
    "    return group_column.value_counts(normalize=True).get('Latino', 0) * 100\n",
    "\n",
    "def asian(group_column):\n",
    "    return group_column.value_counts(normalize=True).get('Asian', 0) * 100\n",
    "\n",
    "def white(group_column):\n",
    "    return group_column.value_counts(normalize=True).get('White', 0) * 100\n",
    "\n",
    "def other(group_column):\n",
    "    return group_column.value_counts(normalize=True).get('Other or N/A', 0) * 100\n",
    "\n",
    "data = data.groupby('census_tract_number_string', as_index=False).agg({\n",
    "    'race_ethnicity': [black, latino, asian, white]\n",
    "})\n",
    "\n",
    "data = tract_geos.merge(data, left_on='TRACTCE', right_on='census_tract_number_string')\n",
    "\n",
    "plt.figure(figsize=(15, 15))\n",
    "\n",
    "for i, group in enumerate(['black', 'latino', 'asian', 'white']):\n",
    "    ax = plt.subplot(2, 2, i + 1)\n",
    "    data.plot(column=('race_ethnicity', group), ax=ax, cmap='OrRd', scheme='Quantiles', legend=True)\n",
    "    ax.set_title(group)\n",
    "    ax.set_aspect('equal', adjustable='datalim')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q: How are the share of black and Hispanic loans changing over time? (2010-2017)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/onyxfish/.pyenv/versions/3.6.2/envs/tyler-home-loans/lib/python3.6/site-packages/pandas/core/reshape/merge.py:544: UserWarning: merging between different levels can give an unintended result (1 levels on the left, 2 on the right)\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = filtered_hmda[filtered_hmda['as_of_year'] >= 2010]\n",
    "\n",
    "def black(group_column):\n",
    "    return group_column.value_counts(normalize=True).get('Black', 0) * 100\n",
    "\n",
    "def latino(group_column):\n",
    "    return group_column.value_counts(normalize=True).get('Latino', 0) * 100\n",
    "\n",
    "def asian(group_column):\n",
    "    return group_column.value_counts(normalize=True).get('Asian', 0) * 100\n",
    "\n",
    "def white(group_column):\n",
    "    return group_column.value_counts(normalize=True).get('White', 0) * 100\n",
    "\n",
    "data = data.groupby(['census_tract_number_string', 'as_of_year'], as_index=False).agg({\n",
    "    'race_ethnicity': ['count', black, latino, asian, white]\n",
    "})\n",
    "\n",
    "def change(group_column):\n",
    "    return group_column.iat[-1] - group_column.iat[0]\n",
    "\n",
    "data = data.groupby('census_tract_number_string', as_index=False).agg({\n",
    "    ('race_ethnicity', 'black'): change,\n",
    "    ('race_ethnicity', 'latino'): change,\n",
    "    ('race_ethnicity', 'asian'): change,\n",
    "    ('race_ethnicity', 'white'): change\n",
    "})\n",
    "\n",
    "data = tract_geos.merge(data, left_on='TRACTCE', right_on='census_tract_number_string')\n",
    "\n",
    "plt.figure(figsize=(15, 15))\n",
    "\n",
    "for i, group in enumerate(['black', 'latino', 'asian', 'white']):\n",
    "    ax = plt.subplot(2, 2, i + 1)\n",
    "    data.plot(column=('race_ethnicity', group), ax=ax, cmap='PiYG', legend=True, vmin=-75, vmax=75)\n",
    "    ax.set_title(group)\n",
    "    ax.set_aspect('equal', adjustable='datalim')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q: Are there particular banks that appear to have higher or lower rates of denial for applicants of color? (2010-2017)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>respondent_id</th>\n",
       "      <th>respondent_name</th>\n",
       "      <th>race_ethnicity</th>\n",
       "      <th colspan=\"4\" halign=\"left\">action_taken_name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>approved</th>\n",
       "      <th>denied</th>\n",
       "      <th>pct_denied</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0000005581</td>\n",
       "      <td>AUSTIN BK TX NA</td>\n",
       "      <td>Latino</td>\n",
       "      <td>229</td>\n",
       "      <td>201</td>\n",
       "      <td>28</td>\n",
       "      <td>12.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>0000018297</td>\n",
       "      <td>SOUTHSIDE BK</td>\n",
       "      <td>Latino</td>\n",
       "      <td>157</td>\n",
       "      <td>115</td>\n",
       "      <td>42</td>\n",
       "      <td>26.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>826</th>\n",
       "      <td>75-2725402</td>\n",
       "      <td>NTFN INC</td>\n",
       "      <td>Latino</td>\n",
       "      <td>136</td>\n",
       "      <td>115</td>\n",
       "      <td>21</td>\n",
       "      <td>15.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>0000013443</td>\n",
       "      <td>CITIZENS NB</td>\n",
       "      <td>Latino</td>\n",
       "      <td>121</td>\n",
       "      <td>114</td>\n",
       "      <td>7</td>\n",
       "      <td>5.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>825</th>\n",
       "      <td>75-2725402</td>\n",
       "      <td>NTFN INC</td>\n",
       "      <td>Black</td>\n",
       "      <td>95</td>\n",
       "      <td>84</td>\n",
       "      <td>11</td>\n",
       "      <td>11.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>917</th>\n",
       "      <td>83-0368926</td>\n",
       "      <td>AB COMMUNITY INVESTMENT CO</td>\n",
       "      <td>Latino</td>\n",
       "      <td>89</td>\n",
       "      <td>85</td>\n",
       "      <td>4</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>0000018297</td>\n",
       "      <td>SOUTHSIDE BK</td>\n",
       "      <td>Black</td>\n",
       "      <td>49</td>\n",
       "      <td>23</td>\n",
       "      <td>26</td>\n",
       "      <td>53.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>1522600000</td>\n",
       "      <td>WR STARKEY MORTGAGE LLP</td>\n",
       "      <td>Latino</td>\n",
       "      <td>46</td>\n",
       "      <td>43</td>\n",
       "      <td>3</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>789</th>\n",
       "      <td>73-1577221</td>\n",
       "      <td>GATEWAY MORTGAGE GROUP, LLC.</td>\n",
       "      <td>Latino</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>788</th>\n",
       "      <td>73-1577221</td>\n",
       "      <td>GATEWAY MORTGAGE GROUP, LLC.</td>\n",
       "      <td>Black</td>\n",
       "      <td>40</td>\n",
       "      <td>38</td>\n",
       "      <td>2</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>0002888798</td>\n",
       "      <td>PRIMELENDING A PLAINSCAPITAL C</td>\n",
       "      <td>Black</td>\n",
       "      <td>39</td>\n",
       "      <td>37</td>\n",
       "      <td>2</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>649</th>\n",
       "      <td>32-0016270</td>\n",
       "      <td>AMCAP MORTGAGE LIMITED</td>\n",
       "      <td>Latino</td>\n",
       "      <td>38</td>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>0002888798</td>\n",
       "      <td>PRIMELENDING A PLAINSCAPITAL C</td>\n",
       "      <td>Latino</td>\n",
       "      <td>37</td>\n",
       "      <td>35</td>\n",
       "      <td>2</td>\n",
       "      <td>5.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>0000024077</td>\n",
       "      <td>ALTRA FCU</td>\n",
       "      <td>Latino</td>\n",
       "      <td>36</td>\n",
       "      <td>24</td>\n",
       "      <td>12</td>\n",
       "      <td>33.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>1522600000</td>\n",
       "      <td>WR STARKEY MORTGAGE LLP</td>\n",
       "      <td>Black</td>\n",
       "      <td>33</td>\n",
       "      <td>29</td>\n",
       "      <td>4</td>\n",
       "      <td>12.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>0000852218</td>\n",
       "      <td>JPMORGAN CHASE BK NA</td>\n",
       "      <td>Latino</td>\n",
       "      <td>30</td>\n",
       "      <td>13</td>\n",
       "      <td>17</td>\n",
       "      <td>56.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>0471809999</td>\n",
       "      <td>GUILD MORTGAGE COMPANY</td>\n",
       "      <td>Black</td>\n",
       "      <td>30</td>\n",
       "      <td>28</td>\n",
       "      <td>2</td>\n",
       "      <td>6.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>752</th>\n",
       "      <td>68-0309242</td>\n",
       "      <td>CMG MORTGAGE, INC.</td>\n",
       "      <td>Latino</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>0000024077</td>\n",
       "      <td>ALTRA FCU</td>\n",
       "      <td>Black</td>\n",
       "      <td>26</td>\n",
       "      <td>19</td>\n",
       "      <td>7</td>\n",
       "      <td>26.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>0471809999</td>\n",
       "      <td>GUILD MORTGAGE COMPANY</td>\n",
       "      <td>Latino</td>\n",
       "      <td>25</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>929</th>\n",
       "      <td>86-0860478</td>\n",
       "      <td>PRIMARY RESIDENTIAL MORTGAGE</td>\n",
       "      <td>Black</td>\n",
       "      <td>24</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>4.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>0000233031</td>\n",
       "      <td>REGIONS BK</td>\n",
       "      <td>Black</td>\n",
       "      <td>24</td>\n",
       "      <td>18</td>\n",
       "      <td>6</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>660</th>\n",
       "      <td>34-1194858</td>\n",
       "      <td>STONEGATE MORTGAGE LLC</td>\n",
       "      <td>Latino</td>\n",
       "      <td>24</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>16.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>0000697633</td>\n",
       "      <td>COMPASS BK</td>\n",
       "      <td>Latino</td>\n",
       "      <td>24</td>\n",
       "      <td>18</td>\n",
       "      <td>6</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>7197000003</td>\n",
       "      <td>QUICKEN LOANS, INC.</td>\n",
       "      <td>Black</td>\n",
       "      <td>23</td>\n",
       "      <td>18</td>\n",
       "      <td>5</td>\n",
       "      <td>21.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>930</th>\n",
       "      <td>86-0860478</td>\n",
       "      <td>PRIMARY RESIDENTIAL MORTGAGE</td>\n",
       "      <td>Latino</td>\n",
       "      <td>23</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>17.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>7197000003</td>\n",
       "      <td>QUICKEN LOANS, INC.</td>\n",
       "      <td>Latino</td>\n",
       "      <td>21</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>28.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>648</th>\n",
       "      <td>32-0016270</td>\n",
       "      <td>AMCAP MORTGAGE LIMITED</td>\n",
       "      <td>Black</td>\n",
       "      <td>21</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>4.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>2317700005</td>\n",
       "      <td>PHH HOME LOANS LLC</td>\n",
       "      <td>Black</td>\n",
       "      <td>21</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>14.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    respondent_id                 respondent_name race_ethnicity  \\\n",
       "                                                                   \n",
       "44     0000005581                 AUSTIN BK TX NA         Latino   \n",
       "172    0000018297                    SOUTHSIDE BK         Latino   \n",
       "826    75-2725402                        NTFN INC         Latino   \n",
       "110    0000013443                     CITIZENS NB         Latino   \n",
       "825    75-2725402                        NTFN INC          Black   \n",
       "917    83-0368926      AB COMMUNITY INVESTMENT CO         Latino   \n",
       "171    0000018297                    SOUTHSIDE BK          Black   \n",
       "500    1522600000         WR STARKEY MORTGAGE LLP         Latino   \n",
       "789    73-1577221    GATEWAY MORTGAGE GROUP, LLC.         Latino   \n",
       "788    73-1577221    GATEWAY MORTGAGE GROUP, LLC.          Black   \n",
       "429    0002888798  PRIMELENDING A PLAINSCAPITAL C          Black   \n",
       "649    32-0016270          AMCAP MORTGAGE LIMITED         Latino   \n",
       "430    0002888798  PRIMELENDING A PLAINSCAPITAL C         Latino   \n",
       "225    0000024077                       ALTRA FCU         Latino   \n",
       "499    1522600000         WR STARKEY MORTGAGE LLP          Black   \n",
       "402    0000852218            JPMORGAN CHASE BK NA         Latino   \n",
       "457    0471809999          GUILD MORTGAGE COMPANY          Black   \n",
       "752    68-0309242              CMG MORTGAGE, INC.         Latino   \n",
       "224    0000024077                       ALTRA FCU          Black   \n",
       "458    0471809999          GUILD MORTGAGE COMPANY         Latino   \n",
       "929    86-0860478    PRIMARY RESIDENTIAL MORTGAGE          Black   \n",
       "304    0000233031                      REGIONS BK          Black   \n",
       "660    34-1194858          STONEGATE MORTGAGE LLC         Latino   \n",
       "370    0000697633                      COMPASS BK         Latino   \n",
       "764    7197000003             QUICKEN LOANS, INC.          Black   \n",
       "930    86-0860478    PRIMARY RESIDENTIAL MORTGAGE         Latino   \n",
       "765    7197000003             QUICKEN LOANS, INC.         Latino   \n",
       "648    32-0016270          AMCAP MORTGAGE LIMITED          Black   \n",
       "587    2317700005              PHH HOME LOANS LLC          Black   \n",
       "\n",
       "    action_taken_name                             \n",
       "                count approved denied pct_denied  \n",
       "44                229      201     28       12.2  \n",
       "172               157      115     42       26.8  \n",
       "826               136      115     21       15.4  \n",
       "110               121      114      7        5.8  \n",
       "825                95       84     11       11.6  \n",
       "917                89       85      4        4.5  \n",
       "171                49       23     26       53.1  \n",
       "500                46       43      3        6.5  \n",
       "789                41       41      0        0.0  \n",
       "788                40       38      2        5.0  \n",
       "429                39       37      2        5.1  \n",
       "649                38       36      2        5.3  \n",
       "430                37       35      2        5.4  \n",
       "225                36       24     12       33.3  \n",
       "499                33       29      4       12.1  \n",
       "402                30       13     17       56.7  \n",
       "457                30       28      2        6.7  \n",
       "752                27       27      0        0.0  \n",
       "224                26       19      7       26.9  \n",
       "458                25       24      1        4.0  \n",
       "929                24       23      1        4.2  \n",
       "304                24       18      6       25.0  \n",
       "660                24       20      4       16.7  \n",
       "370                24       18      6       25.0  \n",
       "764                23       18      5       21.7  \n",
       "930                23       19      4       17.4  \n",
       "765                21       15      6       28.6  \n",
       "648                21       20      1        4.8  \n",
       "587                21       18      3       14.3  "
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = filtered_hmda[filtered_hmda['as_of_year'] >= 2010]\n",
    "\n",
    "data = data.merge(reporter_panels, left_on=['agency_abbr', 'respondent_id'], right_on=['agency_abbr', 'respondent_id'], how='left')\n",
    "\n",
    "def approved(group_column):\n",
    "    counts = group_column.value_counts()\n",
    "    \n",
    "    return counts.get('Loan originated', 0)\n",
    "\n",
    "def denied(group_column):\n",
    "    counts = group_column.value_counts()\n",
    "    \n",
    "    return counts.get('Application denied by financial institution', 0)\n",
    "\n",
    "def pct_denied(group_column):\n",
    "    counts = group_column.value_counts()\n",
    "    \n",
    "    return counts.get('Application denied by financial institution', 0) / sum(counts) * 100\n",
    "\n",
    "data = data.groupby(['respondent_id', 'respondent_name', 'race_ethnicity'], as_index=False).agg({\n",
    "    'action_taken_name': ['count', approved, denied, pct_denied]\n",
    "})\n",
    "\n",
    "data = data[data[('action_taken_name', 'count')] >= 20]\n",
    "data = data[data['race_ethnicity'].isin(['Black', 'Latino'])]\n",
    "data.sort_values(by=[('action_taken_name', 'count')], ascending=False).round(1)\n",
    "# data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q: Which banks serve people of color? (2010-2017)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th colspan=\"5\" halign=\"left\">race_ethnicity</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>black</th>\n",
       "      <th>latino</th>\n",
       "      <th>asian</th>\n",
       "      <th>white</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>respondent_id</th>\n",
       "      <th>respondent_name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0000005581</th>\n",
       "      <th>AUSTIN BK TX NA</th>\n",
       "      <td>805</td>\n",
       "      <td>1.9</td>\n",
       "      <td>28.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>66.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0000013443</th>\n",
       "      <th>CITIZENS NB</th>\n",
       "      <td>562</td>\n",
       "      <td>1.2</td>\n",
       "      <td>21.5</td>\n",
       "      <td>1.2</td>\n",
       "      <td>75.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34-1194858</th>\n",
       "      <th>STONEGATE MORTGAGE LLC</th>\n",
       "      <td>153</td>\n",
       "      <td>12.4</td>\n",
       "      <td>15.7</td>\n",
       "      <td>4.6</td>\n",
       "      <td>67.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0471809999</th>\n",
       "      <th>GUILD MORTGAGE COMPANY</th>\n",
       "      <td>145</td>\n",
       "      <td>20.7</td>\n",
       "      <td>17.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0000697633</th>\n",
       "      <th>COMPASS BK</th>\n",
       "      <td>110</td>\n",
       "      <td>5.5</td>\n",
       "      <td>21.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>69.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83-0368926</th>\n",
       "      <th>AB COMMUNITY INVESTMENT CO</th>\n",
       "      <td>109</td>\n",
       "      <td>3.7</td>\n",
       "      <td>81.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76-0454396</th>\n",
       "      <th>REPUBLIC STATE MORTGAGE</th>\n",
       "      <td>99</td>\n",
       "      <td>9.1</td>\n",
       "      <td>16.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>72.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72-0506617</th>\n",
       "      <th>UNITED-BILT HOMES, INC.</th>\n",
       "      <td>87</td>\n",
       "      <td>19.5</td>\n",
       "      <td>17.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26-0595342</th>\n",
       "      <th>MOVEMENT MORTGAGE, LLC</th>\n",
       "      <td>76</td>\n",
       "      <td>6.6</td>\n",
       "      <td>17.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>72.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20-3702275</th>\n",
       "      <th>FBC MORTGAGE, LLC</th>\n",
       "      <td>48</td>\n",
       "      <td>18.8</td>\n",
       "      <td>10.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>68.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7635500004</th>\n",
       "      <th>SECURITYNATIONAL MORTGAGE COMP</th>\n",
       "      <td>44</td>\n",
       "      <td>15.9</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0002590037</th>\n",
       "      <th>STATE FARM BK FSB</th>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.8</td>\n",
       "      <td>3.1</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11-3412303</th>\n",
       "      <th>THE MONEY SOURCE</th>\n",
       "      <td>30</td>\n",
       "      <td>26.7</td>\n",
       "      <td>6.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>66.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0000021074</th>\n",
       "      <th>TEXAS BK</th>\n",
       "      <td>26</td>\n",
       "      <td>15.4</td>\n",
       "      <td>26.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0000013044</th>\n",
       "      <th>BANK OF AMER NA</th>\n",
       "      <td>25</td>\n",
       "      <td>12.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>68.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0000703155</th>\n",
       "      <th>HENDERSON FSB</th>\n",
       "      <td>24</td>\n",
       "      <td>45.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>54.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0000005288</th>\n",
       "      <th>FIRST NB</th>\n",
       "      <td>22</td>\n",
       "      <td>4.5</td>\n",
       "      <td>22.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>68.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0000018344</th>\n",
       "      <th>HUNTINGTON ST BK</th>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             race_ethnicity               \\\n",
       "                                                      count black latino   \n",
       "respondent_id respondent_name                                              \n",
       "0000005581    AUSTIN BK TX NA                           805   1.9   28.4   \n",
       "0000013443    CITIZENS NB                               562   1.2   21.5   \n",
       "34-1194858    STONEGATE MORTGAGE LLC                    153  12.4   15.7   \n",
       "0471809999    GUILD MORTGAGE COMPANY                    145  20.7   17.2   \n",
       "0000697633    COMPASS BK                                110   5.5   21.8   \n",
       "83-0368926    AB COMMUNITY INVESTMENT CO                109   3.7   81.7   \n",
       "76-0454396    REPUBLIC STATE MORTGAGE                    99   9.1   16.2   \n",
       "72-0506617    UNITED-BILT HOMES, INC.                    87  19.5   17.2   \n",
       "26-0595342    MOVEMENT MORTGAGE, LLC                     76   6.6   17.1   \n",
       "20-3702275    FBC MORTGAGE, LLC                          48  18.8   10.4   \n",
       "7635500004    SECURITYNATIONAL MORTGAGE COMP             44  15.9    6.8   \n",
       "0002590037    STATE FARM BK FSB                          32   0.0   18.8   \n",
       "11-3412303    THE MONEY SOURCE                           30  26.7    6.7   \n",
       "0000021074    TEXAS BK                                   26  15.4   26.9   \n",
       "0000013044    BANK OF AMER NA                            25  12.0   20.0   \n",
       "0000703155    HENDERSON FSB                              24  45.8    0.0   \n",
       "0000005288    FIRST NB                                   22   4.5   22.7   \n",
       "0000018344    HUNTINGTON ST BK                           20   0.0   25.0   \n",
       "\n",
       "                                                          \n",
       "                                             asian white  \n",
       "respondent_id respondent_name                             \n",
       "0000005581    AUSTIN BK TX NA                  3.0  66.6  \n",
       "0000013443    CITIZENS NB                      1.2  75.4  \n",
       "34-1194858    STONEGATE MORTGAGE LLC           4.6  67.3  \n",
       "0471809999    GUILD MORTGAGE COMPANY           0.0  61.4  \n",
       "0000697633    COMPASS BK                       1.8  69.1  \n",
       "83-0368926    AB COMMUNITY INVESTMENT CO       0.0  14.7  \n",
       "76-0454396    REPUBLIC STATE MORTGAGE          1.0  72.7  \n",
       "72-0506617    UNITED-BILT HOMES, INC.          0.0  62.1  \n",
       "26-0595342    MOVEMENT MORTGAGE, LLC           0.0  72.4  \n",
       "20-3702275    FBC MORTGAGE, LLC                2.1  68.8  \n",
       "7635500004    SECURITYNATIONAL MORTGAGE COMP   0.0  75.0  \n",
       "0002590037    STATE FARM BK FSB                3.1  75.0  \n",
       "11-3412303    THE MONEY SOURCE                 0.0  66.7  \n",
       "0000021074    TEXAS BK                         0.0  57.7  \n",
       "0000013044    BANK OF AMER NA                  0.0  68.0  \n",
       "0000703155    HENDERSON FSB                    0.0  54.2  \n",
       "0000005288    FIRST NB                         0.0  68.2  \n",
       "0000018344    HUNTINGTON ST BK                10.0  65.0  "
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = filtered_hmda[filtered_hmda['as_of_year'] >= 2010]\n",
    "\n",
    "data = data.merge(reporter_panels, left_on=['agency_abbr', 'respondent_id'], right_on=['agency_abbr', 'respondent_id'], how='left')\n",
    "\n",
    "def black(group_column):\n",
    "    return group_column.value_counts(normalize=True).get('Black', 0) * 100\n",
    "\n",
    "def latino(group_column):\n",
    "    return group_column.value_counts(normalize=True).get('Latino', 0) * 100\n",
    "\n",
    "def asian(group_column):\n",
    "    return group_column.value_counts(normalize=True).get('Asian', 0) * 100\n",
    "\n",
    "def white(group_column):\n",
    "    return group_column.value_counts(normalize=True).get('White', 0) * 100\n",
    "\n",
    "def other(group_column):\n",
    "    return group_column.value_counts(normalize=True).get('Other or N/A', 0) * 100\n",
    "\n",
    "data = data.groupby(['respondent_id', 'respondent_name']).agg({\n",
    "    'race_ethnicity': ['count', black, latino, asian, white]\n",
    "})\n",
    "\n",
    "data = data[\n",
    "    (data[('race_ethnicity', 'count')] >= 20) & (\n",
    "        (data[('race_ethnicity', 'black')] > 15) |\n",
    "        (data[('race_ethnicity', 'latino')] > 15)\n",
    "    )\n",
    "]\n",
    "data.sort_values(by=('race_ethnicity', 'count'), ascending=False).round(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q: Has the likelihood of being approved as person of color changed over time? (2010-2017)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>race_ethnicity</th>\n",
       "      <th>as_of_year</th>\n",
       "      <th colspan=\"2\" halign=\"left\">action_taken_name</th>\n",
       "      <th>applicant_income_000s</th>\n",
       "      <th>loan_amount_000s</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>pct_denied</th>\n",
       "      <th>mean</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2010</td>\n",
       "      <td>27</td>\n",
       "      <td>18.5</td>\n",
       "      <td>93.3</td>\n",
       "      <td>181.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2011</td>\n",
       "      <td>26</td>\n",
       "      <td>30.8</td>\n",
       "      <td>88.8</td>\n",
       "      <td>194.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2012</td>\n",
       "      <td>29</td>\n",
       "      <td>20.7</td>\n",
       "      <td>103.1</td>\n",
       "      <td>175.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2013</td>\n",
       "      <td>38</td>\n",
       "      <td>13.2</td>\n",
       "      <td>123.0</td>\n",
       "      <td>198.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2014</td>\n",
       "      <td>34</td>\n",
       "      <td>20.6</td>\n",
       "      <td>96.1</td>\n",
       "      <td>181.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2015</td>\n",
       "      <td>48</td>\n",
       "      <td>12.5</td>\n",
       "      <td>106.4</td>\n",
       "      <td>225.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2016</td>\n",
       "      <td>43</td>\n",
       "      <td>9.3</td>\n",
       "      <td>153.0</td>\n",
       "      <td>225.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2017</td>\n",
       "      <td>50</td>\n",
       "      <td>8.0</td>\n",
       "      <td>130.4</td>\n",
       "      <td>228.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Black</td>\n",
       "      <td>2010</td>\n",
       "      <td>99</td>\n",
       "      <td>33.3</td>\n",
       "      <td>70.2</td>\n",
       "      <td>128.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Black</td>\n",
       "      <td>2011</td>\n",
       "      <td>55</td>\n",
       "      <td>21.8</td>\n",
       "      <td>75.4</td>\n",
       "      <td>139.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Black</td>\n",
       "      <td>2012</td>\n",
       "      <td>88</td>\n",
       "      <td>39.8</td>\n",
       "      <td>63.2</td>\n",
       "      <td>130.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Black</td>\n",
       "      <td>2013</td>\n",
       "      <td>86</td>\n",
       "      <td>22.1</td>\n",
       "      <td>76.6</td>\n",
       "      <td>157.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Black</td>\n",
       "      <td>2014</td>\n",
       "      <td>102</td>\n",
       "      <td>20.6</td>\n",
       "      <td>71.3</td>\n",
       "      <td>150.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Black</td>\n",
       "      <td>2015</td>\n",
       "      <td>104</td>\n",
       "      <td>26.9</td>\n",
       "      <td>69.6</td>\n",
       "      <td>146.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Black</td>\n",
       "      <td>2016</td>\n",
       "      <td>139</td>\n",
       "      <td>18.7</td>\n",
       "      <td>76.6</td>\n",
       "      <td>179.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Black</td>\n",
       "      <td>2017</td>\n",
       "      <td>140</td>\n",
       "      <td>15.7</td>\n",
       "      <td>75.4</td>\n",
       "      <td>175.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2010</td>\n",
       "      <td>125</td>\n",
       "      <td>17.6</td>\n",
       "      <td>62.1</td>\n",
       "      <td>102.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2011</td>\n",
       "      <td>143</td>\n",
       "      <td>14.7</td>\n",
       "      <td>53.0</td>\n",
       "      <td>97.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2012</td>\n",
       "      <td>168</td>\n",
       "      <td>18.5</td>\n",
       "      <td>71.3</td>\n",
       "      <td>114.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2013</td>\n",
       "      <td>185</td>\n",
       "      <td>17.3</td>\n",
       "      <td>65.2</td>\n",
       "      <td>111.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2014</td>\n",
       "      <td>193</td>\n",
       "      <td>21.8</td>\n",
       "      <td>61.5</td>\n",
       "      <td>117.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2015</td>\n",
       "      <td>217</td>\n",
       "      <td>17.1</td>\n",
       "      <td>63.9</td>\n",
       "      <td>126.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2016</td>\n",
       "      <td>237</td>\n",
       "      <td>18.1</td>\n",
       "      <td>58.9</td>\n",
       "      <td>128.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2017</td>\n",
       "      <td>266</td>\n",
       "      <td>15.8</td>\n",
       "      <td>73.8</td>\n",
       "      <td>151.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2010</td>\n",
       "      <td>6</td>\n",
       "      <td>33.3</td>\n",
       "      <td>176.0</td>\n",
       "      <td>260.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2011</td>\n",
       "      <td>5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>90.6</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2012</td>\n",
       "      <td>34</td>\n",
       "      <td>2.9</td>\n",
       "      <td>101.7</td>\n",
       "      <td>172.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2013</td>\n",
       "      <td>17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.7</td>\n",
       "      <td>132.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2014</td>\n",
       "      <td>8</td>\n",
       "      <td>12.5</td>\n",
       "      <td>81.8</td>\n",
       "      <td>164.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2015</td>\n",
       "      <td>3</td>\n",
       "      <td>33.3</td>\n",
       "      <td>66.0</td>\n",
       "      <td>140.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2016</td>\n",
       "      <td>7</td>\n",
       "      <td>28.6</td>\n",
       "      <td>88.9</td>\n",
       "      <td>184.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2017</td>\n",
       "      <td>10</td>\n",
       "      <td>10.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>163.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2012</td>\n",
       "      <td>4</td>\n",
       "      <td>50.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>141.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2013</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>134.3</td>\n",
       "      <td>227.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2014</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>65.8</td>\n",
       "      <td>143.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2015</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>174.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2016</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>79.5</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2017</td>\n",
       "      <td>10</td>\n",
       "      <td>10.0</td>\n",
       "      <td>78.2</td>\n",
       "      <td>174.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>White</td>\n",
       "      <td>2010</td>\n",
       "      <td>1270</td>\n",
       "      <td>11.3</td>\n",
       "      <td>102.6</td>\n",
       "      <td>165.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>White</td>\n",
       "      <td>2011</td>\n",
       "      <td>1164</td>\n",
       "      <td>10.7</td>\n",
       "      <td>109.9</td>\n",
       "      <td>170.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>White</td>\n",
       "      <td>2012</td>\n",
       "      <td>1302</td>\n",
       "      <td>13.4</td>\n",
       "      <td>108.9</td>\n",
       "      <td>177.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>White</td>\n",
       "      <td>2013</td>\n",
       "      <td>1521</td>\n",
       "      <td>12.0</td>\n",
       "      <td>109.6</td>\n",
       "      <td>174.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>White</td>\n",
       "      <td>2014</td>\n",
       "      <td>1482</td>\n",
       "      <td>9.1</td>\n",
       "      <td>113.3</td>\n",
       "      <td>182.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>White</td>\n",
       "      <td>2015</td>\n",
       "      <td>1675</td>\n",
       "      <td>9.7</td>\n",
       "      <td>111.3</td>\n",
       "      <td>194.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>White</td>\n",
       "      <td>2016</td>\n",
       "      <td>1700</td>\n",
       "      <td>9.5</td>\n",
       "      <td>106.0</td>\n",
       "      <td>197.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>White</td>\n",
       "      <td>2017</td>\n",
       "      <td>1738</td>\n",
       "      <td>8.9</td>\n",
       "      <td>115.4</td>\n",
       "      <td>202.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     race_ethnicity as_of_year action_taken_name             \\\n",
       "                                           count pct_denied   \n",
       "0             Asian       2010                27       18.5   \n",
       "1             Asian       2011                26       30.8   \n",
       "2             Asian       2012                29       20.7   \n",
       "3             Asian       2013                38       13.2   \n",
       "4             Asian       2014                34       20.6   \n",
       "5             Asian       2015                48       12.5   \n",
       "6             Asian       2016                43        9.3   \n",
       "7             Asian       2017                50        8.0   \n",
       "8             Black       2010                99       33.3   \n",
       "9             Black       2011                55       21.8   \n",
       "10            Black       2012                88       39.8   \n",
       "11            Black       2013                86       22.1   \n",
       "12            Black       2014               102       20.6   \n",
       "13            Black       2015               104       26.9   \n",
       "14            Black       2016               139       18.7   \n",
       "15            Black       2017               140       15.7   \n",
       "16           Latino       2010               125       17.6   \n",
       "17           Latino       2011               143       14.7   \n",
       "18           Latino       2012               168       18.5   \n",
       "19           Latino       2013               185       17.3   \n",
       "20           Latino       2014               193       21.8   \n",
       "21           Latino       2015               217       17.1   \n",
       "22           Latino       2016               237       18.1   \n",
       "23           Latino       2017               266       15.8   \n",
       "24  Native American       2010                 6       33.3   \n",
       "25  Native American       2011                 5       40.0   \n",
       "26  Native American       2012                34        2.9   \n",
       "27  Native American       2013                17        0.0   \n",
       "28  Native American       2014                 8       12.5   \n",
       "29  Native American       2015                 3       33.3   \n",
       "30  Native American       2016                 7       28.6   \n",
       "31  Native American       2017                10       10.0   \n",
       "32  Native Hawaiian       2011                 1        0.0   \n",
       "33  Native Hawaiian       2012                 4       50.0   \n",
       "34  Native Hawaiian       2013                 3        0.0   \n",
       "35  Native Hawaiian       2014                 4        0.0   \n",
       "36  Native Hawaiian       2015                 3        0.0   \n",
       "37  Native Hawaiian       2016                 2        0.0   \n",
       "38  Native Hawaiian       2017                10       10.0   \n",
       "39            White       2010              1270       11.3   \n",
       "40            White       2011              1164       10.7   \n",
       "41            White       2012              1302       13.4   \n",
       "42            White       2013              1521       12.0   \n",
       "43            White       2014              1482        9.1   \n",
       "44            White       2015              1675        9.7   \n",
       "45            White       2016              1700        9.5   \n",
       "46            White       2017              1738        8.9   \n",
       "\n",
       "   applicant_income_000s loan_amount_000s  \n",
       "                    mean             mean  \n",
       "0                   93.3            181.4  \n",
       "1                   88.8            194.8  \n",
       "2                  103.1            175.2  \n",
       "3                  123.0            198.2  \n",
       "4                   96.1            181.9  \n",
       "5                  106.4            225.8  \n",
       "6                  153.0            225.6  \n",
       "7                  130.4            228.3  \n",
       "8                   70.2            128.1  \n",
       "9                   75.4            139.5  \n",
       "10                  63.2            130.5  \n",
       "11                  76.6            157.4  \n",
       "12                  71.3            150.3  \n",
       "13                  69.6            146.8  \n",
       "14                  76.6            179.9  \n",
       "15                  75.4            175.7  \n",
       "16                  62.1            102.2  \n",
       "17                  53.0             97.7  \n",
       "18                  71.3            114.5  \n",
       "19                  65.2            111.9  \n",
       "20                  61.5            117.6  \n",
       "21                  63.9            126.1  \n",
       "22                  58.9            128.7  \n",
       "23                  73.8            151.4  \n",
       "24                 176.0            260.0  \n",
       "25                  90.6            150.0  \n",
       "26                 101.7            172.6  \n",
       "27                  61.7            132.2  \n",
       "28                  81.8            164.1  \n",
       "29                  66.0            140.0  \n",
       "30                  88.9            184.9  \n",
       "31                  71.0            163.2  \n",
       "32                  95.0             90.0  \n",
       "33                  57.5            141.5  \n",
       "34                 134.3            227.7  \n",
       "35                  65.8            143.8  \n",
       "36                 126.0            174.0  \n",
       "37                  79.5            100.0  \n",
       "38                  78.2            174.1  \n",
       "39                 102.6            165.9  \n",
       "40                 109.9            170.5  \n",
       "41                 108.9            177.4  \n",
       "42                 109.6            174.6  \n",
       "43                 113.3            182.6  \n",
       "44                 111.3            194.4  \n",
       "45                 106.0            197.2  \n",
       "46                 115.4            202.5  "
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = filtered_hmda[filtered_hmda['as_of_year'] >= 2010]\n",
    "data = data[data['loan_type_name'].isin(['Conventional', 'FHA-insured'])]\n",
    "\n",
    "def pct_denied(group_column):\n",
    "    counts = group_column.value_counts()\n",
    "    \n",
    "    return counts.get('Application denied by financial institution', 0) / sum(counts) * 100\n",
    "\n",
    "data = data.groupby(['race_ethnicity', 'as_of_year'], as_index=False).agg({\n",
    "    'action_taken_name': ['count', pct_denied],\n",
    "    'applicant_income_000s': 'mean',\n",
    "    'loan_amount_000s': 'mean',\n",
    "})\n",
    "\n",
    "data.round(1)\n",
    "\n",
    "# In 2016, in Tyler, of nearly 12,000 (11, 876) black households, just 139 applied for home loans. That's one out of every 85.\n",
    "# By comparison, one out of every 35 white households applied. (1700 / 59,604). Whites were also nearly twice as likely to be approved."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q: Are there census tracts with exceptionally few or many loans? (2010-2017)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = filtered_hmda[filtered_hmda['as_of_year'] >= 2010]\n",
    "\n",
    "data = data.groupby('census_tract_number_string', as_index=False).agg({\n",
    "    'state_name': 'count',\n",
    "    'applicant_income_000s': 'mean',\n",
    "    'loan_amount_000s': 'mean'\n",
    "})\n",
    "\n",
    "data = tract_geos.merge(data, left_on='TRACTCE', right_on='census_tract_number_string')\n",
    "\n",
    "plt.figure(figsize=(15, 15))\n",
    "\n",
    "ax = plt.subplot(2, 2, 1)\n",
    "data.plot(column='state_name', ax=ax, cmap='OrRd', legend=True)\n",
    "ax.set_title('count')\n",
    "ax.set_aspect('equal', adjustable='datalim')\n",
    "\n",
    "ax = plt.subplot(2, 2, 2)\n",
    "data.plot(column='applicant_income_000s', ax=ax, cmap='OrRd', legend=True)\n",
    "ax.set_title('income')\n",
    "ax.set_aspect('equal', adjustable='datalim')\n",
    "\n",
    "ax = plt.subplot(2, 2, 3)\n",
    "data.plot(column='loan_amount_000s', ax=ax, cmap='OrRd', legend=True)\n",
    "ax.set_title('loan_amount')\n",
    "ax.set_aspect('equal', adjustable='datalim')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q: Is there statistical evidence of bias against applicants of color? (Reveal, 2010-2017)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimization terminated successfully.\n",
      "         Current function value: 0.330470\n",
      "         Iterations 10\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>Logit Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>      <td>Denied</td>      <th>  No. Observations:  </th>   <td> 10256</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>               <td>Logit</td>      <th>  Df Residuals:      </th>   <td> 10237</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>               <td>MLE</td>       <th>  Df Model:          </th>   <td>    18</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>          <td>Thu, 02 Aug 2018</td> <th>  Pseudo R-squ.:     </th>   <td>0.1028</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>              <td>20:05:26</td>     <th>  Log-Likelihood:    </th>  <td> -3389.3</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>converged:</th>           <td>True</td>       <th>  LL-Null:           </th>  <td> -3777.7</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th> </th>                      <td> </td>        <th>  LLR p-value:       </th> <td>2.855e-153</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "             <td></td>                <th>coef</th>     <th>std err</th>      <th>z</th>      <th>P>|z|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Black</th>                   <td>    0.8749</td> <td>    0.142</td> <td>    6.143</td> <td> 0.000</td> <td>    0.596</td> <td>    1.154</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Latino</th>                  <td>    0.1072</td> <td>    0.113</td> <td>    0.947</td> <td> 0.344</td> <td>   -0.115</td> <td>    0.329</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Asian</th>                   <td>    0.6720</td> <td>    0.201</td> <td>    3.348</td> <td> 0.001</td> <td>    0.279</td> <td>    1.065</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Native American</th>         <td>    0.6053</td> <td>    0.435</td> <td>    1.391</td> <td> 0.164</td> <td>   -0.248</td> <td>    1.458</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Native Hawaiian</th>         <td>   -0.2120</td> <td>    1.040</td> <td>   -0.204</td> <td> 0.838</td> <td>   -2.251</td> <td>    1.827</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Race N/A</th>                <td>    0.5990</td> <td>    0.127</td> <td>    4.710</td> <td> 0.000</td> <td>    0.350</td> <td>    0.848</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Log of loan</th>             <td>   -0.7256</td> <td>    0.106</td> <td>   -6.831</td> <td> 0.000</td> <td>   -0.934</td> <td>   -0.517</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Log of income</th>           <td>    0.1623</td> <td>    0.101</td> <td>    1.613</td> <td> 0.107</td> <td>   -0.035</td> <td>    0.360</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Loan-to-income ratio</th>    <td>    0.4424</td> <td>    0.051</td> <td>    8.741</td> <td> 0.000</td> <td>    0.343</td> <td>    0.542</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Percent black in tract</th>  <td>    0.0105</td> <td>    0.003</td> <td>    3.502</td> <td> 0.000</td> <td>    0.005</td> <td>    0.016</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Percent Latino in tract</th> <td>    0.0108</td> <td>    0.003</td> <td>    3.489</td> <td> 0.000</td> <td>    0.005</td> <td>    0.017</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Percent Asian in tract</th>  <td>   -0.0730</td> <td>    0.020</td> <td>   -3.682</td> <td> 0.000</td> <td>   -0.112</td> <td>   -0.034</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>OCC</th>                     <td>    0.1523</td> <td>    0.086</td> <td>    1.767</td> <td> 0.077</td> <td>   -0.017</td> <td>    0.321</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>CFPB</th>                    <td>    0.6660</td> <td>    0.091</td> <td>    7.327</td> <td> 0.000</td> <td>    0.488</td> <td>    0.844</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>OTS</th>                     <td>    0.6695</td> <td>    0.342</td> <td>    1.959</td> <td> 0.050</td> <td>   -0.000</td> <td>    1.339</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Southside Bank</th>          <td>    0.8439</td> <td>    0.103</td> <td>    8.181</td> <td> 0.000</td> <td>    0.642</td> <td>    1.046</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>CMG Mortgage</th>            <td>   -5.7948</td> <td>    1.485</td> <td>   -3.902</td> <td> 0.000</td> <td>   -8.705</td> <td>   -2.884</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>USAA</th>                    <td>    0.5040</td> <td>    0.217</td> <td>    2.323</td> <td> 0.020</td> <td>    0.079</td> <td>    0.929</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Percent urban</th>           <td>   -0.0084</td> <td>    0.001</td> <td>   -7.293</td> <td> 0.000</td> <td>   -0.011</td> <td>   -0.006</td>\n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                           Logit Regression Results                           \n",
       "==============================================================================\n",
       "Dep. Variable:                 Denied   No. Observations:                10256\n",
       "Model:                          Logit   Df Residuals:                    10237\n",
       "Method:                           MLE   Df Model:                           18\n",
       "Date:                Thu, 02 Aug 2018   Pseudo R-squ.:                  0.1028\n",
       "Time:                        20:05:26   Log-Likelihood:                -3389.3\n",
       "converged:                       True   LL-Null:                       -3777.7\n",
       "                                        LLR p-value:                2.855e-153\n",
       "===========================================================================================\n",
       "                              coef    std err          z      P>|z|      [0.025      0.975]\n",
       "-------------------------------------------------------------------------------------------\n",
       "Black                       0.8749      0.142      6.143      0.000       0.596       1.154\n",
       "Latino                      0.1072      0.113      0.947      0.344      -0.115       0.329\n",
       "Asian                       0.6720      0.201      3.348      0.001       0.279       1.065\n",
       "Native American             0.6053      0.435      1.391      0.164      -0.248       1.458\n",
       "Native Hawaiian            -0.2120      1.040     -0.204      0.838      -2.251       1.827\n",
       "Race N/A                    0.5990      0.127      4.710      0.000       0.350       0.848\n",
       "Log of loan                -0.7256      0.106     -6.831      0.000      -0.934      -0.517\n",
       "Log of income               0.1623      0.101      1.613      0.107      -0.035       0.360\n",
       "Loan-to-income ratio        0.4424      0.051      8.741      0.000       0.343       0.542\n",
       "Percent black in tract      0.0105      0.003      3.502      0.000       0.005       0.016\n",
       "Percent Latino in tract     0.0108      0.003      3.489      0.000       0.005       0.017\n",
       "Percent Asian in tract     -0.0730      0.020     -3.682      0.000      -0.112      -0.034\n",
       "OCC                         0.1523      0.086      1.767      0.077      -0.017       0.321\n",
       "CFPB                        0.6660      0.091      7.327      0.000       0.488       0.844\n",
       "OTS                         0.6695      0.342      1.959      0.050      -0.000       1.339\n",
       "Southside Bank              0.8439      0.103      8.181      0.000       0.642       1.046\n",
       "CMG Mortgage               -5.7948      1.485     -3.902      0.000      -8.705      -2.884\n",
       "USAA                        0.5040      0.217      2.323      0.020       0.079       0.929\n",
       "Percent urban              -0.0084      0.001     -7.293      0.000      -0.011      -0.006\n",
       "===========================================================================================\n",
       "\"\"\""
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = filtered_hmda[filtered_hmda['as_of_year'] >= 2010]\n",
    "data = data[data['loan_type_name'] == 'Conventional']\n",
    "\n",
    "data = data.merge(enriched_demographics, on='census_tract_number_string')\n",
    "data = data.merge(enriched_urban_rural, on='census_tract_number_string')\n",
    "\n",
    "X = pd.concat([\n",
    "    # Reference variable: White\n",
    "    pd.Series(data['race_ethnicity'] == 'Black', name='Black', dtype='int'),\n",
    "    pd.Series(data['race_ethnicity'] == 'Latino', name='Latino', dtype='int'),\n",
    "    pd.Series(data['race_ethnicity'] == 'Asian', name='Asian', dtype='int'),\n",
    "    pd.Series(data['race_ethnicity'] == 'Native American', name='Native American', dtype='int'),\n",
    "    pd.Series(data['race_ethnicity'] == 'Native Hawaiian', name='Native Hawaiian', dtype='int'),\n",
    "    pd.Series(data['race_ethnicity'].isna(), name='Race N/A', dtype='int'),\n",
    "    # Reference variable: Female\n",
    "#     pd.Series(data['applicant_sex_name'] == 'Male', name='Male', dtype='int'),\n",
    "#     pd.Series(data['applicant_sex_name'].isna(), name='Sex N/A', dtype='int'),\n",
    "#     pd.Series(data['co_applicant_sex_name'].isin(['Male', 'Female']), name='Co-applicant', dtype='int'),\n",
    "#     pd.Series(data['co_applicant_sex_name'].isna(), name='Co-applicant N/A', dtype='int'),\n",
    "    pd.Series(np.log(data['loan_amount_000s']), name='Log of loan'),\n",
    "    pd.Series(np.log(data['applicant_income_000s']), name='Log of income'),\n",
    "    pd.Series(data['loan_amount_000s'] / data['applicant_income_000s'], name='Loan-to-income ratio'),\n",
    "#     pd.Series(data['tract_to_msamd_income'], name='Tract-MSA median income ratio'),\n",
    "    pd.Series(data['percent_black'], name='Percent black in tract'),\n",
    "    pd.Series(data['percent_latino'], name='Percent Latino in tract'),\n",
    "    pd.Series(data['percent_asian'], name='Percent Asian in tract'),\n",
    "#     pd.Series(data['percent_native_american'], name='Percent Native American in tract'),\n",
    "#     pd.Series(data['percent_native_hawaiian'], name='Percent Native Hawaiian in tract'),\n",
    "#     pd.Series(data['percent_black'] > 50, name='Majority black tract', dtype='int'),\n",
    "#     pd.Series(data['percent_latino'] > 50, name='Majority Latino tract', dtype='int'),\n",
    "#     pd.Series(data['percent_white'] > 50, name='Majority white tract', dtype='int'),\n",
    "    # Reference variable: FDIC\n",
    "    pd.Series(data['agency_abbr'] == 'OCC', name='OCC', dtype='int'),\n",
    "#     pd.Series(data['agency_abbr'] == 'FRS', name='FRS', dtype='int'),\n",
    "#     pd.Series(data['agency_abbr'] == 'NCUA', name='NCUA', dtype='int'),\n",
    "#     pd.Series(data['agency_abbr'] == 'HUD', name='HUD', dtype='int'),\n",
    "    pd.Series(data['agency_abbr'] == 'CFPB', name='CFPB', dtype='int'),\n",
    "    pd.Series(data['agency_abbr'] == 'OTS', name='OTS', dtype='int'),\n",
    "#     pd.Series(data['as_of_year'], name='Year'),\n",
    "    # Reference: all banks with fewer than 500 loans\n",
    "#     pd.Series(data['respondent_id'] == '75-2725402', name='NTFN', dtype='int'),\n",
    "    pd.Series(data['respondent_id'] == '0000018297', name='Southside Bank', dtype='int'),\n",
    "#     pd.Series(data['respondent_id'] == '0000005581', name='Austin Bank', dtype='int'),\n",
    "#     pd.Series(data['respondent_id'] == '1522600000', name='WR Starkey Mortgage', dtype='int'),\n",
    "#     pd.Series(data['respondent_id'] == '0000013443', name='Citizen\\'s National Bank', dtype='int'),\n",
    "#     pd.Series(data['respondent_id'] == '0000017842', name='Texas Bank', dtype='int'),\n",
    "#     pd.Series(data['respondent_id'] == '0002888798', name='PlainsCapital', dtype='int'),\n",
    "#     pd.Series(data['respondent_id'] == '0000024077', name='Altra Federal Credit Union', dtype='int'),\n",
    "#     pd.Series(data['respondent_id'] == '7197000003', name='Quicken Loans', dtype='int'),\n",
    "    pd.Series(data['respondent_id'] == '68-0309242', name='CMG Mortgage', dtype='int'),\n",
    "#     pd.Series(data['respondent_id'] == '86-0860478', name='Primary Residential Mortgage', dtype='int'),\n",
    "#     pd.Series(data['respondent_id'] == '73-1577221', name='Gateway Mortgage Group', dtype='int'),\n",
    "#     pd.Series(data['respondent_id'] == '0000451965', name='Wells Fargo', dtype='int'),\n",
    "    pd.Series(data['respondent_id'] == '0000619877', name='USAA', dtype='int'),\n",
    "#     pd.get_dummies(data['census_tract_number_string']),\n",
    "    pd.Series(data['percent_urban'], name='Percent urban')\n",
    "], axis=1)\n",
    "\n",
    "y = pd.Series(data['action_taken_name'] == 'Application denied by financial institution', name='Denied', dtype='int')\n",
    "\n",
    "logit = sm.Logit(y, X, missing='drop')\n",
    "result = logit.fit()\n",
    "\n",
    "result.summary()\n",
    "\n",
    "# np.exp(result.params)\n",
    "\n",
    "# Over the life of the loan FHA tends to be more expensive because they have higher interest rates and PMI\n",
    "# Tend to go to folks with lower credit score or higher debt-to-income ratio\n",
    "# Go to \"riskier\" borrowers\n",
    "\n",
    "# What is Southside's definition of \"poor credit history\"\n",
    "# Is that why they deny loans that otherwise look like good bets\n",
    "\n",
    "# Look at banks v. credit unions v. independent mortgage banker instead of regulatory agency\n",
    "# Reporter panel allows you to determine what kind of lender they are\n",
    "# Banks are subject to Community Reinvestment Act (CRA)\n",
    "\n",
    "# They didn't model specific banks\n",
    "\n",
    "# ADD PERCENT IN POVERTY\n",
    "\n",
    "# We tried dozens of different models. In virtually all of them blacks were between 2 and 3 times more likely to be denied."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q: Are there banks which are obviously redlining?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = filtered_hmda[filtered_hmda['as_of_year'] >= 2010]\n",
    "\n",
    "data = data.groupby(['respondent_id', 'census_tract_number_string'], as_index=False).agg({\n",
    "    'state_name': 'count'\n",
    "})\n",
    "\n",
    "data = tract_geos.merge(data, how='right', left_on='TRACTCE', right_on='census_tract_number_string')\n",
    "\n",
    "banks = data.groupby('respondent_id')\n",
    "\n",
    "plt.figure(figsize=(15, 15))\n",
    "\n",
    "ax = plt.subplot(2, 2, 1)\n",
    "banks.get_group('0000018297').plot(column='state_name', ax=ax, cmap='OrRd', legend=True, vmin=0, vmax=75)\n",
    "ax.set_title('Southside Bank')\n",
    "ax.set_aspect('equal', adjustable='datalim')\n",
    "\n",
    "ax = plt.subplot(2, 2, 2)\n",
    "banks.get_group('0000005581').plot(column='state_name', ax=ax, cmap='OrRd', legend=True, vmin=0, vmax=75)\n",
    "ax.set_title('Austin Bank')\n",
    "ax.set_aspect('equal', adjustable='datalim')\n",
    "\n",
    "ax = plt.subplot(2, 2, 3)\n",
    "banks.get_group('0000013443').plot(column='state_name', ax=ax, cmap='OrRd', legend=True, vmin=0, vmax=75)\n",
    "ax.set_title('Citizen\\'s National Bank')\n",
    "ax.set_aspect('equal', adjustable='datalim')\n",
    "\n",
    "ax = plt.subplot(2, 2, 4)\n",
    "banks.get_group('0000017842').plot(column='state_name', ax=ax, cmap='OrRd', legend=True, vmin=0, vmax=75)\n",
    "ax.set_title('Texas Bank')\n",
    "ax.set_aspect('equal', adjustable='datalim')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q: Are black Tylerites mortgaging their houses for cash?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>race_ethnicity</th>\n",
       "      <th>as_of_year</th>\n",
       "      <th colspan=\"4\" halign=\"left\">loan_purpose_name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>purchase</th>\n",
       "      <th>refinance</th>\n",
       "      <th>home_improvement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2010</td>\n",
       "      <td>68</td>\n",
       "      <td>27</td>\n",
       "      <td>39</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2011</td>\n",
       "      <td>72</td>\n",
       "      <td>27</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2012</td>\n",
       "      <td>73</td>\n",
       "      <td>30</td>\n",
       "      <td>38</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2013</td>\n",
       "      <td>71</td>\n",
       "      <td>40</td>\n",
       "      <td>29</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2014</td>\n",
       "      <td>55</td>\n",
       "      <td>37</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2015</td>\n",
       "      <td>76</td>\n",
       "      <td>48</td>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2016</td>\n",
       "      <td>59</td>\n",
       "      <td>43</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Asian</td>\n",
       "      <td>2017</td>\n",
       "      <td>71</td>\n",
       "      <td>53</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Black</td>\n",
       "      <td>2010</td>\n",
       "      <td>292</td>\n",
       "      <td>115</td>\n",
       "      <td>126</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Black</td>\n",
       "      <td>2011</td>\n",
       "      <td>223</td>\n",
       "      <td>68</td>\n",
       "      <td>116</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Black</td>\n",
       "      <td>2012</td>\n",
       "      <td>308</td>\n",
       "      <td>107</td>\n",
       "      <td>147</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Black</td>\n",
       "      <td>2013</td>\n",
       "      <td>414</td>\n",
       "      <td>110</td>\n",
       "      <td>200</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Black</td>\n",
       "      <td>2014</td>\n",
       "      <td>354</td>\n",
       "      <td>144</td>\n",
       "      <td>152</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Black</td>\n",
       "      <td>2015</td>\n",
       "      <td>376</td>\n",
       "      <td>132</td>\n",
       "      <td>181</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Black</td>\n",
       "      <td>2016</td>\n",
       "      <td>462</td>\n",
       "      <td>175</td>\n",
       "      <td>210</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Black</td>\n",
       "      <td>2017</td>\n",
       "      <td>418</td>\n",
       "      <td>170</td>\n",
       "      <td>151</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2010</td>\n",
       "      <td>339</td>\n",
       "      <td>136</td>\n",
       "      <td>134</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2011</td>\n",
       "      <td>323</td>\n",
       "      <td>162</td>\n",
       "      <td>120</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2012</td>\n",
       "      <td>411</td>\n",
       "      <td>185</td>\n",
       "      <td>166</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2013</td>\n",
       "      <td>439</td>\n",
       "      <td>210</td>\n",
       "      <td>164</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2014</td>\n",
       "      <td>412</td>\n",
       "      <td>222</td>\n",
       "      <td>136</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2015</td>\n",
       "      <td>462</td>\n",
       "      <td>248</td>\n",
       "      <td>163</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2016</td>\n",
       "      <td>465</td>\n",
       "      <td>265</td>\n",
       "      <td>145</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Latino</td>\n",
       "      <td>2017</td>\n",
       "      <td>472</td>\n",
       "      <td>291</td>\n",
       "      <td>128</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2010</td>\n",
       "      <td>19</td>\n",
       "      <td>6</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2011</td>\n",
       "      <td>24</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2012</td>\n",
       "      <td>58</td>\n",
       "      <td>42</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2013</td>\n",
       "      <td>39</td>\n",
       "      <td>25</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2014</td>\n",
       "      <td>21</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2015</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2016</td>\n",
       "      <td>24</td>\n",
       "      <td>10</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Native American</td>\n",
       "      <td>2017</td>\n",
       "      <td>22</td>\n",
       "      <td>13</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2010</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2011</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2012</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2013</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2014</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2015</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2016</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Native Hawaiian</td>\n",
       "      <td>2017</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>White</td>\n",
       "      <td>2010</td>\n",
       "      <td>3721</td>\n",
       "      <td>1465</td>\n",
       "      <td>1946</td>\n",
       "      <td>310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>White</td>\n",
       "      <td>2011</td>\n",
       "      <td>3510</td>\n",
       "      <td>1370</td>\n",
       "      <td>1849</td>\n",
       "      <td>291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>White</td>\n",
       "      <td>2012</td>\n",
       "      <td>4053</td>\n",
       "      <td>1543</td>\n",
       "      <td>2221</td>\n",
       "      <td>289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>White</td>\n",
       "      <td>2013</td>\n",
       "      <td>4012</td>\n",
       "      <td>1810</td>\n",
       "      <td>1851</td>\n",
       "      <td>351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>White</td>\n",
       "      <td>2014</td>\n",
       "      <td>3052</td>\n",
       "      <td>1752</td>\n",
       "      <td>1022</td>\n",
       "      <td>278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>White</td>\n",
       "      <td>2015</td>\n",
       "      <td>3438</td>\n",
       "      <td>1945</td>\n",
       "      <td>1213</td>\n",
       "      <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>White</td>\n",
       "      <td>2016</td>\n",
       "      <td>3740</td>\n",
       "      <td>1977</td>\n",
       "      <td>1427</td>\n",
       "      <td>336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>White</td>\n",
       "      <td>2017</td>\n",
       "      <td>3178</td>\n",
       "      <td>2002</td>\n",
       "      <td>870</td>\n",
       "      <td>306</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     race_ethnicity as_of_year loan_purpose_name                     \\\n",
       "                                           count purchase refinance   \n",
       "0             Asian       2010                68       27        39   \n",
       "1             Asian       2011                72       27        42   \n",
       "2             Asian       2012                73       30        38   \n",
       "3             Asian       2013                71       40        29   \n",
       "4             Asian       2014                55       37        15   \n",
       "5             Asian       2015                76       48        25   \n",
       "6             Asian       2016                59       43        16   \n",
       "7             Asian       2017                71       53        14   \n",
       "8             Black       2010               292      115       126   \n",
       "9             Black       2011               223       68       116   \n",
       "10            Black       2012               308      107       147   \n",
       "11            Black       2013               414      110       200   \n",
       "12            Black       2014               354      144       152   \n",
       "13            Black       2015               376      132       181   \n",
       "14            Black       2016               462      175       210   \n",
       "15            Black       2017               418      170       151   \n",
       "16           Latino       2010               339      136       134   \n",
       "17           Latino       2011               323      162       120   \n",
       "18           Latino       2012               411      185       166   \n",
       "19           Latino       2013               439      210       164   \n",
       "20           Latino       2014               412      222       136   \n",
       "21           Latino       2015               462      248       163   \n",
       "22           Latino       2016               465      265       145   \n",
       "23           Latino       2017               472      291       128   \n",
       "24  Native American       2010                19        6        13   \n",
       "25  Native American       2011                24        5        13   \n",
       "26  Native American       2012                58       42        13   \n",
       "27  Native American       2013                39       25        12   \n",
       "28  Native American       2014                21       11         8   \n",
       "29  Native American       2015                16        6         9   \n",
       "30  Native American       2016                24       10        13   \n",
       "31  Native American       2017                22       13         8   \n",
       "32  Native Hawaiian       2010                 8        0         7   \n",
       "33  Native Hawaiian       2011                 4        1         0   \n",
       "34  Native Hawaiian       2012                 7        4         2   \n",
       "35  Native Hawaiian       2013                 9        4         4   \n",
       "36  Native Hawaiian       2014                 8        4         2   \n",
       "37  Native Hawaiian       2015                 6        3         3   \n",
       "38  Native Hawaiian       2016                 7        3         4   \n",
       "39  Native Hawaiian       2017                13       11         2   \n",
       "40            White       2010              3721     1465      1946   \n",
       "41            White       2011              3510     1370      1849   \n",
       "42            White       2012              4053     1543      2221   \n",
       "43            White       2013              4012     1810      1851   \n",
       "44            White       2014              3052     1752      1022   \n",
       "45            White       2015              3438     1945      1213   \n",
       "46            White       2016              3740     1977      1427   \n",
       "47            White       2017              3178     2002       870   \n",
       "\n",
       "                     \n",
       "   home_improvement  \n",
       "0                 2  \n",
       "1                 3  \n",
       "2                 5  \n",
       "3                 2  \n",
       "4                 3  \n",
       "5                 3  \n",
       "6                 0  \n",
       "7                 4  \n",
       "8                51  \n",
       "9                39  \n",
       "10               54  \n",
       "11              104  \n",
       "12               58  \n",
       "13               63  \n",
       "14               77  \n",
       "15               97  \n",
       "16               69  \n",
       "17               41  \n",
       "18               60  \n",
       "19               65  \n",
       "20               54  \n",
       "21               51  \n",
       "22               55  \n",
       "23               53  \n",
       "24                0  \n",
       "25                6  \n",
       "26                3  \n",
       "27                2  \n",
       "28                2  \n",
       "29                1  \n",
       "30                1  \n",
       "31                1  \n",
       "32                1  \n",
       "33                3  \n",
       "34                1  \n",
       "35                1  \n",
       "36                2  \n",
       "37                0  \n",
       "38                0  \n",
       "39                0  \n",
       "40              310  \n",
       "41              291  \n",
       "42              289  \n",
       "43              351  \n",
       "44              278  \n",
       "45              280  \n",
       "46              336  \n",
       "47              306  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = enriched_hmda[enriched_hmda['as_of_year'] >= 2010]\n",
    "\n",
    "data = data[\n",
    "    (data['property_type_name'] == 'One-to-four family dwelling (other than manufactured housing)') &\n",
    "    (data['owner_occupancy_name'] == 'Owner-occupied as a principal dwelling') &\n",
    "    (data['action_taken_name'].isin(['Loan originated', 'Application denied by financial institution'])) &\n",
    "    (data['loan_amount_000s'] < 90000) &\n",
    "    (data['applicant_income_000s'] != 9999)\n",
    "]\n",
    "\n",
    "def purchase(group_column):\n",
    "    counts = group_column.value_counts()\n",
    "    \n",
    "    return counts.get('Home purchase', 0)\n",
    "\n",
    "def refinance(group_column):\n",
    "    counts = group_column.value_counts()\n",
    "    \n",
    "    return counts.get('Refinancing', 0)\n",
    "\n",
    "def home_improvement(group_column):\n",
    "    counts = group_column.value_counts()\n",
    "    \n",
    "    return counts.get('Home improvement', 0)\n",
    "\n",
    "data = data.groupby(['race_ethnicity', 'as_of_year'], as_index=False).agg({\n",
    "    'loan_purpose_name': ['count', purchase, refinance, home_improvement]\n",
    "})\n",
    "\n",
    "data.round(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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