diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..142f17e
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,3 @@
+.DS_Store
+__pycache__/
+.vs_code/
diff --git a/frontend/src/components/SurveyPage/Result.js b/frontend/src/components/SurveyPage/Result.js
index dc28dad..086f803 100644
--- a/frontend/src/components/SurveyPage/Result.js
+++ b/frontend/src/components/SurveyPage/Result.js
@@ -8,16 +8,19 @@ export default class Result extends Component {
    }
  }
  render() {
+   const {titles,questions,answers} = this.props.result;
    return(
      <div style={{backgroundColor: 'orange'}}>
         <h2>Good job, you're done.</h2>
         {
-          Object.keys(this.props.answers).map(
-            function(title, i){
-              return <div><span>{title}: </span><span>{this.answers[title]}</span></div>
-            },
-            {
-              answers: this.props.answers
+          questions.map(
+            function(question, i){
+              return (
+                <div key={i}>
+                  <span>{titles[i]}: </span>
+                  <span>{answers[i]}</span>
+                </div>
+              )
             }
           )
         }
diff --git a/frontend/src/components/SurveyPage/Survey/Question/index.js b/frontend/src/components/SurveyPage/Survey/Question/index.js
index 551ab03..e9040de 100644
--- a/frontend/src/components/SurveyPage/Survey/Question/index.js
+++ b/frontend/src/components/SurveyPage/Survey/Question/index.js
@@ -2,26 +2,16 @@ import React, {Component} from 'react';
 import Input from './Input.js';
 
 export default class Question extends Component {
- constructor(props) {
-   super(props)
-   this.state = {
-     response: this.props.value
-   }
- }
- handleChange = (event) => {
-   this.setState({
-     response: event.target.value
-   })
- }
  render() {
    return(
      <div style={{backgroundColor: 'red'}}>
       <h2>{this.props.title}</h2>
       {this.props.text}
       <br/>
-      <input id={this.props.title} name={this.props.title} onChange={this.handleChange} value={this.state.response}/>
+      <input name={this.props.i} onChange={this.props.onChange}/>
+      {this.props.answer}
       <br/>
-      <button onClick={() => this.props.func(this.props.i, this.props.title, this.state.response)}>submit</button>
+      <button onClick={this.props.onSubmit}>submit</button>
      </div>
    )
  }
diff --git a/frontend/src/components/SurveyPage/Survey/index.js b/frontend/src/components/SurveyPage/Survey/index.js
index f1aad9a..e4a5230 100644
--- a/frontend/src/components/SurveyPage/Survey/index.js
+++ b/frontend/src/components/SurveyPage/Survey/index.js
@@ -8,15 +8,9 @@ export default class Survey extends Component {
    super(props)
    this.state = {
      answered: [0, 0, 0],
-     answers: {},
-     questions: [
-       {title: "q1", text:"1"},
-       {title: "q2", text:"2"},
-       {title: "q3", text:"3"}
-       // <Question title = "q1" text="1" i={0} func={this.answerQuestion}/>,
-       // <Question title = "q2" text="2" i={1} func={this.answerQuestion}/>,
-       // <Question title = "q3" text="3" i={2} func={this.answerQuestion}/>
-     ],
+     answers: [],
+     titles : ['q1','q2','q3'],
+     questions: ['1','2','3'],
      i: 0
    }
  }
@@ -25,25 +19,51 @@ export default class Survey extends Component {
      i: x
    });
  }
- answerQuestion = (i, title, answer) => {
-   var ansrd = this.state.answered;
+
+ onChange = (event) => {
+   let answers = [...this.state.answers]
+   answers[event.target.name] = event.target.value
+   this.setState({answers})
+ }
+
+ answerQuestion = (i, answer) => {
+   let ansrd = [...this.state.answered];
    ansrd[i] = 1;
-   var ansrs = this.state.answers;
-   ansrs[title] = answer;
+   var ansrs = [...this.state.answers];
+   ansrs[i] = answer;
    this.setState({
      answered: ansrd,
      answers: ansrs
    })
  }
  render() {
+   const {i,questions,titles,answered,answers} = this.state;
    return(
      <div style={{backgroundColor: 'blue'}}>
         <h2>Survey</h2>
-        <ProgBar ans={this.state.answered} i={this.state.i} func={this.changeQuestion}/>
-        <Question key={this.state.i} title = {this.state.questions[this.state.i]['title']} text={this.state.questions[this.state.i]['text']} i={this.state.i} func={this.answerQuestion} value=""/>
-        {this.state.i != 0 && <button onClick={() => this.changeQuestion(this.state.i-1)}>back</button>}
-        {this.state.i != this.state.questions.length-1 && <button onClick={() => this.changeQuestion(this.state.i+1)}>next</button>}
-        {this.state.i == this.state.questions.length-1 && <button onClick={() => this.props.submit(this.state.answers)}>submit</button>}
+        <ProgBar ans={answered} i={i} func={this.changeQuestion}/>
+        <Question 
+          title = {titles[i]} 
+          text={questions[i]} 
+          key={i} 
+          onSubmit={this.answerQuestion}
+          onChange={this.onChange}
+        />
+        {i != 0 && 
+          <button onClick={() => this.changeQuestion(i-1)}>
+            back
+          </button>
+        }
+        {i != questions.length-1 && 
+          <button onClick={() => this.changeQuestion(i+1)}>
+            next
+          </button>
+        }
+        {i == questions.length-1 && 
+          <button onClick={() => this.props.submit({titles,questions,answers})}>
+          submit
+          </button>
+        }
      </div>
    )
  }
diff --git a/frontend/src/components/SurveyPage/index.js b/frontend/src/components/SurveyPage/index.js
index 7d04166..386dc3e 100644
--- a/frontend/src/components/SurveyPage/index.js
+++ b/frontend/src/components/SurveyPage/index.js
@@ -10,7 +10,7 @@ export default class SurveyPage extends Component {
      showIntro: true,
      showSurvey: false,
      showResult: false,
-     answers: {}
+     result: {}
    }
  }
  startSurvey = () => {
@@ -19,11 +19,11 @@ export default class SurveyPage extends Component {
      showSurvey: true
    })
  }
- endSurvey = (ans) => {
+ endSurvey = (result) => {
    this.setState({
      showResult: true,
      showSurvey: false,
-     answers: ans
+     result
    })
  }
  reset = () => {
@@ -31,7 +31,7 @@ export default class SurveyPage extends Component {
      showIntro: true,
      showResult: false,
      showSurvey: false,
-     answers: {}
+     result: {}
    })
  }
  render() {
@@ -40,7 +40,7 @@ export default class SurveyPage extends Component {
         <h2>Survey Page</h2>
         {this.state.showIntro && <Intro func={this.startSurvey}/>}
         {this.state.showSurvey && <Survey submit={this.endSurvey}/>}
-        {this.state.showResult && <Result answers={this.state.answers} reset={this.reset}/>}
+        {this.state.showResult && <Result result={this.state.result} reset={this.reset}/>}
      </div>
    )
  }
diff --git a/notebooks/.ipynb_checkpoints/OurNotebook-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/OurNotebook-checkpoint.ipynb
new file mode 100644
index 0000000..a841014
--- /dev/null
+++ b/notebooks/.ipynb_checkpoints/OurNotebook-checkpoint.ipynb
@@ -0,0 +1,8438 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 445,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import sklearn as sk\n",
+    "from sklearn.decomposition import PCA\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "from sklearn.pipeline import Pipeline\n",
+    "from sklearn.preprocessing import FunctionTransformer\n",
+    "import json"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hmad = pd.read_csv(\"HMAD.csv\")\n",
+    "tm = pd.read_csv(\"table_merged.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Zip Code</th>\n",
+       "      <th>Population below poverty level</th>\n",
+       "      <th>Median household income</th>\n",
+       "      <th>Non-White, Non-Hispanic or Latino</th>\n",
+       "      <th>Hispanic or Latino, of any race</th>\n",
+       "      <th>Population with disability</th>\n",
+       "      <th>Unemployment</th>\n",
+       "      <th>Large households (5+ members)</th>\n",
+       "      <th>Homes affordable to people earning less than $50,000</th>\n",
+       "      <th>Rentals affordable to people earning less than $25,000</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Rental units affordable to average teacher</th>\n",
+       "      <th>Owner units affordable to average teacher</th>\n",
+       "      <th>Rental units affordable to average tech worker</th>\n",
+       "      <th>Owner units affordable to average tech worker</th>\n",
+       "      <th>Change in percentage of population below poverty, 2000-2012</th>\n",
+       "      <th>Change in median rent, 2000-2012</th>\n",
+       "      <th>Change in median home value, 2000-2012</th>\n",
+       "      <th>Percentage of homes within 1/4-mi of transit stop</th>\n",
+       "      <th>Average monthly transportation cost</th>\n",
+       "      <th>Percentage of housing and transportation costs that is transportation-related</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>78726</td>\n",
+       "      <td>9</td>\n",
+       "      <td>66096</td>\n",
+       "      <td>16</td>\n",
+       "      <td>20</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>70</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>375</td>\n",
+       "      <td>20</td>\n",
+       "      <td>55</td>\n",
+       "      <td>2</td>\n",
+       "      <td>786</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>78724</td>\n",
+       "      <td>38</td>\n",
+       "      <td>35711</td>\n",
+       "      <td>29</td>\n",
+       "      <td>63</td>\n",
+       "      <td>8</td>\n",
+       "      <td>8</td>\n",
+       "      <td>28</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>16</td>\n",
+       "      <td>...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>208</td>\n",
+       "      <td>37</td>\n",
+       "      <td>46</td>\n",
+       "      <td>21</td>\n",
+       "      <td>786</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>78617</td>\n",
+       "      <td>18</td>\n",
+       "      <td>43957</td>\n",
+       "      <td>12</td>\n",
+       "      <td>67</td>\n",
+       "      <td>10</td>\n",
+       "      <td>15</td>\n",
+       "      <td>23</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>11</td>\n",
+       "      <td>...</td>\n",
+       "      <td>63</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>99</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>101</td>\n",
+       "      <td>74</td>\n",
+       "      <td>21</td>\n",
+       "      <td>16</td>\n",
+       "      <td>865</td>\n",
+       "      <td>42</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>78701</td>\n",
+       "      <td>20</td>\n",
+       "      <td>68152</td>\n",
+       "      <td>16</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>90</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>115</td>\n",
+       "      <td>59</td>\n",
+       "      <td>97</td>\n",
+       "      <td>433</td>\n",
+       "      <td>23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>78702</td>\n",
+       "      <td>33</td>\n",
+       "      <td>34734</td>\n",
+       "      <td>18</td>\n",
+       "      <td>56</td>\n",
+       "      <td>14</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>41</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>73</td>\n",
+       "      <td>207</td>\n",
+       "      <td>96</td>\n",
+       "      <td>590</td>\n",
+       "      <td>39</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>78703</td>\n",
+       "      <td>10</td>\n",
+       "      <td>92606</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>...</td>\n",
+       "      <td>51</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>92</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>65</td>\n",
+       "      <td>104</td>\n",
+       "      <td>67</td>\n",
+       "      <td>629</td>\n",
+       "      <td>25</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>78704</td>\n",
+       "      <td>21</td>\n",
+       "      <td>50248</td>\n",
+       "      <td>7</td>\n",
+       "      <td>30</td>\n",
+       "      <td>9</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33</td>\n",
+       "      <td>40</td>\n",
+       "      <td>126</td>\n",
+       "      <td>76</td>\n",
+       "      <td>629</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>78705</td>\n",
+       "      <td>66</td>\n",
+       "      <td>11917</td>\n",
+       "      <td>21</td>\n",
+       "      <td>17</td>\n",
+       "      <td>4</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>57</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>94</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>49</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>100</td>\n",
+       "      <td>511</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>78717</td>\n",
+       "      <td>3</td>\n",
+       "      <td>93305</td>\n",
+       "      <td>25</td>\n",
+       "      <td>14</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>9</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>70</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>98</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>638</td>\n",
+       "      <td>2</td>\n",
+       "      <td>33</td>\n",
+       "      <td>3</td>\n",
+       "      <td>708</td>\n",
+       "      <td>47</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>78721</td>\n",
+       "      <td>32</td>\n",
+       "      <td>32131</td>\n",
+       "      <td>36</td>\n",
+       "      <td>52</td>\n",
+       "      <td>17</td>\n",
+       "      <td>16</td>\n",
+       "      <td>14</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>...</td>\n",
+       "      <td>84</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>95.0</td>\n",
+       "      <td>36</td>\n",
+       "      <td>62</td>\n",
+       "      <td>113</td>\n",
+       "      <td>87</td>\n",
+       "      <td>668</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>78722</td>\n",
+       "      <td>19</td>\n",
+       "      <td>44917</td>\n",
+       "      <td>18</td>\n",
+       "      <td>19</td>\n",
+       "      <td>11</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>...</td>\n",
+       "      <td>65</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>97</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>40</td>\n",
+       "      <td>127</td>\n",
+       "      <td>98</td>\n",
+       "      <td>590</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>78723</td>\n",
+       "      <td>29</td>\n",
+       "      <td>41869</td>\n",
+       "      <td>27</td>\n",
+       "      <td>46</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>13</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>22</td>\n",
+       "      <td>...</td>\n",
+       "      <td>82</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>49</td>\n",
+       "      <td>28</td>\n",
+       "      <td>107</td>\n",
+       "      <td>84</td>\n",
+       "      <td>668</td>\n",
+       "      <td>43</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>78727</td>\n",
+       "      <td>11</td>\n",
+       "      <td>65687</td>\n",
+       "      <td>25</td>\n",
+       "      <td>20</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6</td>\n",
+       "      <td>5</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>67</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>181</td>\n",
+       "      <td>13</td>\n",
+       "      <td>61</td>\n",
+       "      <td>24</td>\n",
+       "      <td>708</td>\n",
+       "      <td>41</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>78728</td>\n",
+       "      <td>14</td>\n",
+       "      <td>47405</td>\n",
+       "      <td>26</td>\n",
+       "      <td>28</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>83</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>302</td>\n",
+       "      <td>16</td>\n",
+       "      <td>30</td>\n",
+       "      <td>28</td>\n",
+       "      <td>668</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>78729</td>\n",
+       "      <td>8</td>\n",
+       "      <td>57358</td>\n",
+       "      <td>22</td>\n",
+       "      <td>17</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>73</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>116</td>\n",
+       "      <td>12</td>\n",
+       "      <td>43</td>\n",
+       "      <td>13</td>\n",
+       "      <td>747</td>\n",
+       "      <td>37</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>78730</td>\n",
+       "      <td>4</td>\n",
+       "      <td>119573</td>\n",
+       "      <td>13</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>64</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>283</td>\n",
+       "      <td>22</td>\n",
+       "      <td>44</td>\n",
+       "      <td>2</td>\n",
+       "      <td>786</td>\n",
+       "      <td>34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>78731</td>\n",
+       "      <td>9</td>\n",
+       "      <td>78265</td>\n",
+       "      <td>12</td>\n",
+       "      <td>9</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>67</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>97</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>31</td>\n",
+       "      <td>68</td>\n",
+       "      <td>44</td>\n",
+       "      <td>747</td>\n",
+       "      <td>32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>78732</td>\n",
+       "      <td>3</td>\n",
+       "      <td>127726</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>15</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>80</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>1242</td>\n",
+       "      <td>105</td>\n",
+       "      <td>75</td>\n",
+       "      <td>0</td>\n",
+       "      <td>786</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>78735</td>\n",
+       "      <td>6</td>\n",
+       "      <td>74571</td>\n",
+       "      <td>9</td>\n",
+       "      <td>20</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>62</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>97</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>96</td>\n",
+       "      <td>4</td>\n",
+       "      <td>85</td>\n",
+       "      <td>9</td>\n",
+       "      <td>747</td>\n",
+       "      <td>38</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>78739</td>\n",
+       "      <td>1</td>\n",
+       "      <td>126525</td>\n",
+       "      <td>14</td>\n",
+       "      <td>15</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>13</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>71</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>46</td>\n",
+       "      <td>0</td>\n",
+       "      <td>72</td>\n",
+       "      <td>8</td>\n",
+       "      <td>786</td>\n",
+       "      <td>34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>78741</td>\n",
+       "      <td>40</td>\n",
+       "      <td>30183</td>\n",
+       "      <td>16</td>\n",
+       "      <td>62</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>15</td>\n",
+       "      <td>...</td>\n",
+       "      <td>86</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>45</td>\n",
+       "      <td>28</td>\n",
+       "      <td>58</td>\n",
+       "      <td>80</td>\n",
+       "      <td>668</td>\n",
+       "      <td>43</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>78742</td>\n",
+       "      <td>37</td>\n",
+       "      <td>34076</td>\n",
+       "      <td>4</td>\n",
+       "      <td>70</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11</td>\n",
+       "      <td>18</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>40</td>\n",
+       "      <td>...</td>\n",
+       "      <td>100</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>165</td>\n",
+       "      <td>17</td>\n",
+       "      <td>-37</td>\n",
+       "      <td>3</td>\n",
+       "      <td>747</td>\n",
+       "      <td>43</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>78744</td>\n",
+       "      <td>26</td>\n",
+       "      <td>41056</td>\n",
+       "      <td>9</td>\n",
+       "      <td>77</td>\n",
+       "      <td>8</td>\n",
+       "      <td>9</td>\n",
+       "      <td>23</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>81</td>\n",
+       "      <td>87.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>89</td>\n",
+       "      <td>26</td>\n",
+       "      <td>44</td>\n",
+       "      <td>63</td>\n",
+       "      <td>708</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>78745</td>\n",
+       "      <td>16</td>\n",
+       "      <td>49243</td>\n",
+       "      <td>7</td>\n",
+       "      <td>40</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>72</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>73</td>\n",
+       "      <td>30</td>\n",
+       "      <td>83</td>\n",
+       "      <td>76</td>\n",
+       "      <td>668</td>\n",
+       "      <td>35</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>78746</td>\n",
+       "      <td>5</td>\n",
+       "      <td>125327</td>\n",
+       "      <td>10</td>\n",
+       "      <td>8</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>48</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>94</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>32</td>\n",
+       "      <td>32</td>\n",
+       "      <td>80</td>\n",
+       "      <td>14</td>\n",
+       "      <td>786</td>\n",
+       "      <td>29</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>78748</td>\n",
+       "      <td>9</td>\n",
+       "      <td>65889</td>\n",
+       "      <td>10</td>\n",
+       "      <td>35</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>63</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>260</td>\n",
+       "      <td>29</td>\n",
+       "      <td>58</td>\n",
+       "      <td>40</td>\n",
+       "      <td>747</td>\n",
+       "      <td>44</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>78749</td>\n",
+       "      <td>6</td>\n",
+       "      <td>80956</td>\n",
+       "      <td>13</td>\n",
+       "      <td>20</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>57</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>97</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>171</td>\n",
+       "      <td>25</td>\n",
+       "      <td>61</td>\n",
+       "      <td>37</td>\n",
+       "      <td>708</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>78750</td>\n",
+       "      <td>7</td>\n",
+       "      <td>75958</td>\n",
+       "      <td>16</td>\n",
+       "      <td>16</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>70</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>104</td>\n",
+       "      <td>20</td>\n",
+       "      <td>64</td>\n",
+       "      <td>21</td>\n",
+       "      <td>747</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>78751</td>\n",
+       "      <td>26</td>\n",
+       "      <td>38624</td>\n",
+       "      <td>11</td>\n",
+       "      <td>14</td>\n",
+       "      <td>6</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>13</td>\n",
+       "      <td>...</td>\n",
+       "      <td>68</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>97</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>23</td>\n",
+       "      <td>38</td>\n",
+       "      <td>97</td>\n",
+       "      <td>98</td>\n",
+       "      <td>550</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>78752</td>\n",
+       "      <td>32</td>\n",
+       "      <td>33271</td>\n",
+       "      <td>19</td>\n",
+       "      <td>57</td>\n",
+       "      <td>11</td>\n",
+       "      <td>9</td>\n",
+       "      <td>8</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>20</td>\n",
+       "      <td>...</td>\n",
+       "      <td>92</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>17</td>\n",
+       "      <td>71</td>\n",
+       "      <td>80</td>\n",
+       "      <td>629</td>\n",
+       "      <td>37</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>78753</td>\n",
+       "      <td>26</td>\n",
+       "      <td>39593</td>\n",
+       "      <td>20</td>\n",
+       "      <td>60</td>\n",
+       "      <td>10</td>\n",
+       "      <td>9</td>\n",
+       "      <td>16</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>...</td>\n",
+       "      <td>89</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>128</td>\n",
+       "      <td>26</td>\n",
+       "      <td>40</td>\n",
+       "      <td>59</td>\n",
+       "      <td>708</td>\n",
+       "      <td>44</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>78754</td>\n",
+       "      <td>11</td>\n",
+       "      <td>53274</td>\n",
+       "      <td>36</td>\n",
+       "      <td>32</td>\n",
+       "      <td>8</td>\n",
+       "      <td>9</td>\n",
+       "      <td>7</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>74</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>286</td>\n",
+       "      <td>33</td>\n",
+       "      <td>33</td>\n",
+       "      <td>19</td>\n",
+       "      <td>708</td>\n",
+       "      <td>41</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>78756</td>\n",
+       "      <td>9</td>\n",
+       "      <td>59685</td>\n",
+       "      <td>8</td>\n",
+       "      <td>9</td>\n",
+       "      <td>12</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>17</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>-20</td>\n",
+       "      <td>47</td>\n",
+       "      <td>99</td>\n",
+       "      <td>90</td>\n",
+       "      <td>550</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>78757</td>\n",
+       "      <td>16</td>\n",
+       "      <td>55156</td>\n",
+       "      <td>5</td>\n",
+       "      <td>25</td>\n",
+       "      <td>10</td>\n",
+       "      <td>6</td>\n",
+       "      <td>5</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>75</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>103</td>\n",
+       "      <td>24</td>\n",
+       "      <td>93</td>\n",
+       "      <td>79</td>\n",
+       "      <td>590</td>\n",
+       "      <td>36</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>78758</td>\n",
+       "      <td>24</td>\n",
+       "      <td>41792</td>\n",
+       "      <td>22</td>\n",
+       "      <td>46</td>\n",
+       "      <td>9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>...</td>\n",
+       "      <td>83</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>128</td>\n",
+       "      <td>20</td>\n",
+       "      <td>49</td>\n",
+       "      <td>75</td>\n",
+       "      <td>668</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>78759</td>\n",
+       "      <td>7</td>\n",
+       "      <td>65672</td>\n",
+       "      <td>18</td>\n",
+       "      <td>11</td>\n",
+       "      <td>8</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>75</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>60</td>\n",
+       "      <td>7</td>\n",
+       "      <td>60</td>\n",
+       "      <td>28</td>\n",
+       "      <td>629</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>36 rows × 30 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Zip Code  Population below poverty level  Median household income  \\\n",
+       "0      78726                               9                    66096   \n",
+       "1      78724                              38                    35711   \n",
+       "2      78617                              18                    43957   \n",
+       "3      78701                              20                    68152   \n",
+       "4      78702                              33                    34734   \n",
+       "5      78703                              10                    92606   \n",
+       "6      78704                              21                    50248   \n",
+       "7      78705                              66                    11917   \n",
+       "8      78717                               3                    93305   \n",
+       "9      78721                              32                    32131   \n",
+       "10     78722                              19                    44917   \n",
+       "11     78723                              29                    41869   \n",
+       "12     78727                              11                    65687   \n",
+       "13     78728                              14                    47405   \n",
+       "14     78729                               8                    57358   \n",
+       "15     78730                               4                   119573   \n",
+       "16     78731                               9                    78265   \n",
+       "17     78732                               3                   127726   \n",
+       "18     78735                               6                    74571   \n",
+       "19     78739                               1                   126525   \n",
+       "20     78741                              40                    30183   \n",
+       "21     78742                              37                    34076   \n",
+       "22     78744                              26                    41056   \n",
+       "23     78745                              16                    49243   \n",
+       "24     78746                               5                   125327   \n",
+       "25     78748                               9                    65889   \n",
+       "26     78749                               6                    80956   \n",
+       "27     78750                               7                    75958   \n",
+       "28     78751                              26                    38624   \n",
+       "29     78752                              32                    33271   \n",
+       "30     78753                              26                    39593   \n",
+       "31     78754                              11                    53274   \n",
+       "32     78756                               9                    59685   \n",
+       "33     78757                              16                    55156   \n",
+       "34     78758                              24                    41792   \n",
+       "35     78759                               7                    65672   \n",
+       "\n",
+       "    Non-White, Non-Hispanic or Latino  Hispanic or Latino, of any race  \\\n",
+       "0                                  16                               20   \n",
+       "1                                  29                               63   \n",
+       "2                                  12                               67   \n",
+       "3                                  16                               14   \n",
+       "4                                  18                               56   \n",
+       "5                                   9                                9   \n",
+       "6                                   7                               30   \n",
+       "7                                  21                               17   \n",
+       "8                                  25                               14   \n",
+       "9                                  36                               52   \n",
+       "10                                 18                               19   \n",
+       "11                                 27                               46   \n",
+       "12                                 25                               20   \n",
+       "13                                 26                               28   \n",
+       "14                                 22                               17   \n",
+       "15                                 13                                5   \n",
+       "16                                 12                                9   \n",
+       "17                                 13                                9   \n",
+       "18                                  9                               20   \n",
+       "19                                 14                               15   \n",
+       "20                                 16                               62   \n",
+       "21                                  4                               70   \n",
+       "22                                  9                               77   \n",
+       "23                                  7                               40   \n",
+       "24                                 10                                8   \n",
+       "25                                 10                               35   \n",
+       "26                                 13                               20   \n",
+       "27                                 16                               16   \n",
+       "28                                 11                               14   \n",
+       "29                                 19                               57   \n",
+       "30                                 20                               60   \n",
+       "31                                 36                               32   \n",
+       "32                                  8                                9   \n",
+       "33                                  5                               25   \n",
+       "34                                 22                               46   \n",
+       "35                                 18                               11   \n",
+       "\n",
+       "    Population with disability  Unemployment  Large households (5+ members)  \\\n",
+       "0                            3             4                              2   \n",
+       "1                            8             8                             28   \n",
+       "2                           10            15                             23   \n",
+       "3                           10             9                              0   \n",
+       "4                           14            11                             10   \n",
+       "5                            6             4                              4   \n",
+       "6                            9             7                              3   \n",
+       "7                            4            14                              2   \n",
+       "8                            4             5                              9   \n",
+       "9                           17            16                             14   \n",
+       "10                          11             8                              3   \n",
+       "11                          10            10                             13   \n",
+       "12                           7             6                              5   \n",
+       "13                           9             6                              4   \n",
+       "14                           7             7                              7   \n",
+       "15                           4             3                              9   \n",
+       "16                           8             4                              2   \n",
+       "17                           3             5                             15   \n",
+       "18                           7             4                             10   \n",
+       "19                           4             4                             13   \n",
+       "20                           9             9                             10   \n",
+       "21                           7            11                             18   \n",
+       "22                           8             9                             23   \n",
+       "23                          11             7                              6   \n",
+       "24                           6             4                              7   \n",
+       "25                           9             6                              8   \n",
+       "26                           7             4                              7   \n",
+       "27                           9             6                              6   \n",
+       "28                           6             9                              2   \n",
+       "29                          11             9                              8   \n",
+       "30                          10             9                             16   \n",
+       "31                           8             9                              7   \n",
+       "32                          12             4                              2   \n",
+       "33                          10             6                              5   \n",
+       "34                           9            10                             10   \n",
+       "35                           8             7                              2   \n",
+       "\n",
+       "    Homes affordable to people earning less than $50,000  \\\n",
+       "0                                                 0.0      \n",
+       "1                                                85.0      \n",
+       "2                                                 NaN      \n",
+       "3                                                 7.0      \n",
+       "4                                                21.0      \n",
+       "5                                                 3.0      \n",
+       "6                                                13.0      \n",
+       "7                                                39.0      \n",
+       "8                                                 7.0      \n",
+       "9                                                61.0      \n",
+       "10                                                7.0      \n",
+       "11                                               33.0      \n",
+       "12                                               32.0      \n",
+       "13                                               46.0      \n",
+       "14                                               26.0      \n",
+       "15                                               19.0      \n",
+       "16                                               13.0      \n",
+       "17                                                0.0      \n",
+       "18                                                8.0      \n",
+       "19                                                0.0      \n",
+       "20                                               76.0      \n",
+       "21                                               50.0      \n",
+       "22                                               93.0      \n",
+       "23                                               33.0      \n",
+       "24                                                1.0      \n",
+       "25                                               29.0      \n",
+       "26                                                5.0      \n",
+       "27                                               19.0      \n",
+       "28                                               11.0      \n",
+       "29                                               43.0      \n",
+       "30                                               78.0      \n",
+       "31                                               70.0      \n",
+       "32                                               20.0      \n",
+       "33                                               21.0      \n",
+       "34                                               71.0      \n",
+       "35                                               13.0      \n",
+       "\n",
+       "    Rentals affordable to people earning less than $25,000  \\\n",
+       "0                                                   1        \n",
+       "1                                                  16        \n",
+       "2                                                  11        \n",
+       "3                                                   7        \n",
+       "4                                                  41        \n",
+       "5                                                  11        \n",
+       "6                                                  12        \n",
+       "7                                                   8        \n",
+       "8                                                   1        \n",
+       "9                                                  26        \n",
+       "10                                                 11        \n",
+       "11                                                 22        \n",
+       "12                                                  2        \n",
+       "13                                                  4        \n",
+       "14                                                  3        \n",
+       "15                                                  0        \n",
+       "16                                                  4        \n",
+       "17                                                  0        \n",
+       "18                                                  4        \n",
+       "19                                                  0        \n",
+       "20                                                 15        \n",
+       "21                                                 40        \n",
+       "22                                                  7        \n",
+       "23                                                  8        \n",
+       "24                                                  4        \n",
+       "25                                                  4        \n",
+       "26                                                  1        \n",
+       "27                                                  2        \n",
+       "28                                                 13        \n",
+       "29                                                 20        \n",
+       "30                                                 14        \n",
+       "31                                                  4        \n",
+       "32                                                 17        \n",
+       "33                                                  8        \n",
+       "34                                                 11        \n",
+       "35                                                  3        \n",
+       "\n",
+       "                                        ...                                        \\\n",
+       "0                                       ...                                         \n",
+       "1                                       ...                                         \n",
+       "2                                       ...                                         \n",
+       "3                                       ...                                         \n",
+       "4                                       ...                                         \n",
+       "5                                       ...                                         \n",
+       "6                                       ...                                         \n",
+       "7                                       ...                                         \n",
+       "8                                       ...                                         \n",
+       "9                                       ...                                         \n",
+       "10                                      ...                                         \n",
+       "11                                      ...                                         \n",
+       "12                                      ...                                         \n",
+       "13                                      ...                                         \n",
+       "14                                      ...                                         \n",
+       "15                                      ...                                         \n",
+       "16                                      ...                                         \n",
+       "17                                      ...                                         \n",
+       "18                                      ...                                         \n",
+       "19                                      ...                                         \n",
+       "20                                      ...                                         \n",
+       "21                                      ...                                         \n",
+       "22                                      ...                                         \n",
+       "23                                      ...                                         \n",
+       "24                                      ...                                         \n",
+       "25                                      ...                                         \n",
+       "26                                      ...                                         \n",
+       "27                                      ...                                         \n",
+       "28                                      ...                                         \n",
+       "29                                      ...                                         \n",
+       "30                                      ...                                         \n",
+       "31                                      ...                                         \n",
+       "32                                      ...                                         \n",
+       "33                                      ...                                         \n",
+       "34                                      ...                                         \n",
+       "35                                      ...                                         \n",
+       "\n",
+       "    Rental units affordable to average teacher  \\\n",
+       "0                                           70   \n",
+       "1                                           78   \n",
+       "2                                           63   \n",
+       "3                                           29   \n",
+       "4                                           80   \n",
+       "5                                           51   \n",
+       "6                                           76   \n",
+       "7                                           57   \n",
+       "8                                           70   \n",
+       "9                                           84   \n",
+       "10                                          65   \n",
+       "11                                          82   \n",
+       "12                                          67   \n",
+       "13                                          83   \n",
+       "14                                          73   \n",
+       "15                                          64   \n",
+       "16                                          67   \n",
+       "17                                          26   \n",
+       "18                                          62   \n",
+       "19                                           8   \n",
+       "20                                          86   \n",
+       "21                                         100   \n",
+       "22                                          81   \n",
+       "23                                          72   \n",
+       "24                                          48   \n",
+       "25                                          63   \n",
+       "26                                          57   \n",
+       "27                                          70   \n",
+       "28                                          68   \n",
+       "29                                          92   \n",
+       "30                                          89   \n",
+       "31                                          74   \n",
+       "32                                          76   \n",
+       "33                                          75   \n",
+       "34                                          83   \n",
+       "35                                          75   \n",
+       "\n",
+       "    Owner units affordable to average teacher  \\\n",
+       "0                                         0.0   \n",
+       "1                                        84.0   \n",
+       "2                                         NaN   \n",
+       "3                                         7.0   \n",
+       "4                                        15.0   \n",
+       "5                                         2.0   \n",
+       "6                                        13.0   \n",
+       "7                                        38.0   \n",
+       "8                                         6.0   \n",
+       "9                                        57.0   \n",
+       "10                                        6.0   \n",
+       "11                                       28.0   \n",
+       "12                                       29.0   \n",
+       "13                                       35.0   \n",
+       "14                                       22.0   \n",
+       "15                                       17.0   \n",
+       "16                                       12.0   \n",
+       "17                                        0.0   \n",
+       "18                                        5.0   \n",
+       "19                                        0.0   \n",
+       "20                                       76.0   \n",
+       "21                                       50.0   \n",
+       "22                                       87.0   \n",
+       "23                                       29.0   \n",
+       "24                                        1.0   \n",
+       "25                                       22.0   \n",
+       "26                                        3.0   \n",
+       "27                                       15.0   \n",
+       "28                                       10.0   \n",
+       "29                                       39.0   \n",
+       "30                                       75.0   \n",
+       "31                                       59.0   \n",
+       "32                                       19.0   \n",
+       "33                                       21.0   \n",
+       "34                                       69.0   \n",
+       "35                                       13.0   \n",
+       "\n",
+       "    Rental units affordable to average tech worker  \\\n",
+       "0                                               99   \n",
+       "1                                              100   \n",
+       "2                                               99   \n",
+       "3                                               90   \n",
+       "4                                               99   \n",
+       "5                                               92   \n",
+       "6                                               99   \n",
+       "7                                               94   \n",
+       "8                                               98   \n",
+       "9                                              100   \n",
+       "10                                              97   \n",
+       "11                                              99   \n",
+       "12                                              99   \n",
+       "13                                              99   \n",
+       "14                                             100   \n",
+       "15                                              99   \n",
+       "16                                              97   \n",
+       "17                                              80   \n",
+       "18                                              97   \n",
+       "19                                              71   \n",
+       "20                                             100   \n",
+       "21                                             100   \n",
+       "22                                             100   \n",
+       "23                                              99   \n",
+       "24                                              94   \n",
+       "25                                             100   \n",
+       "26                                              97   \n",
+       "27                                              99   \n",
+       "28                                              97   \n",
+       "29                                             100   \n",
+       "30                                             100   \n",
+       "31                                             100   \n",
+       "32                                              99   \n",
+       "33                                             100   \n",
+       "34                                              99   \n",
+       "35                                              99   \n",
+       "\n",
+       "    Owner units affordable to average tech worker  \\\n",
+       "0                                            17.0   \n",
+       "1                                            96.0   \n",
+       "2                                             NaN   \n",
+       "3                                            30.0   \n",
+       "4                                            67.0   \n",
+       "5                                            13.0   \n",
+       "6                                            33.0   \n",
+       "7                                            79.0   \n",
+       "8                                            67.0   \n",
+       "9                                            95.0   \n",
+       "10                                           37.0   \n",
+       "11                                           83.0   \n",
+       "12                                           90.0   \n",
+       "13                                          100.0   \n",
+       "14                                           96.0   \n",
+       "15                                           25.0   \n",
+       "16                                           26.0   \n",
+       "17                                           15.0   \n",
+       "18                                           23.0   \n",
+       "19                                           11.0   \n",
+       "20                                           93.0   \n",
+       "21                                          100.0   \n",
+       "22                                          100.0   \n",
+       "23                                           96.0   \n",
+       "24                                            6.0   \n",
+       "25                                           92.0   \n",
+       "26                                           70.0   \n",
+       "27                                           51.0   \n",
+       "28                                           42.0   \n",
+       "29                                           86.0   \n",
+       "30                                           98.0   \n",
+       "31                                          100.0   \n",
+       "32                                           37.0   \n",
+       "33                                           56.0   \n",
+       "34                                           99.0   \n",
+       "35                                           45.0   \n",
+       "\n",
+       "    Change in percentage of population below poverty, 2000-2012  \\\n",
+       "0                                                 375             \n",
+       "1                                                 208             \n",
+       "2                                                 101             \n",
+       "3                                                  12             \n",
+       "4                                                   3             \n",
+       "5                                                   7             \n",
+       "6                                                  33             \n",
+       "7                                                  49             \n",
+       "8                                                 638             \n",
+       "9                                                  36             \n",
+       "10                                                  8             \n",
+       "11                                                 49             \n",
+       "12                                                181             \n",
+       "13                                                302             \n",
+       "14                                                116             \n",
+       "15                                                283             \n",
+       "16                                                 26             \n",
+       "17                                               1242             \n",
+       "18                                                 96             \n",
+       "19                                                 46             \n",
+       "20                                                 45             \n",
+       "21                                                165             \n",
+       "22                                                 89             \n",
+       "23                                                 73             \n",
+       "24                                                 32             \n",
+       "25                                                260             \n",
+       "26                                                171             \n",
+       "27                                                104             \n",
+       "28                                                 23             \n",
+       "29                                                  8             \n",
+       "30                                                128             \n",
+       "31                                                286             \n",
+       "32                                                -20             \n",
+       "33                                                103             \n",
+       "34                                                128             \n",
+       "35                                                 60             \n",
+       "\n",
+       "    Change in median rent, 2000-2012  Change in median home value, 2000-2012  \\\n",
+       "0                                 20                                      55   \n",
+       "1                                 37                                      46   \n",
+       "2                                 74                                      21   \n",
+       "3                                115                                      59   \n",
+       "4                                 73                                     207   \n",
+       "5                                 65                                     104   \n",
+       "6                                 40                                     126   \n",
+       "7                                 70                                      40   \n",
+       "8                                  2                                      33   \n",
+       "9                                 62                                     113   \n",
+       "10                                40                                     127   \n",
+       "11                                28                                     107   \n",
+       "12                                13                                      61   \n",
+       "13                                16                                      30   \n",
+       "14                                12                                      43   \n",
+       "15                                22                                      44   \n",
+       "16                                31                                      68   \n",
+       "17                               105                                      75   \n",
+       "18                                 4                                      85   \n",
+       "19                                 0                                      72   \n",
+       "20                                28                                      58   \n",
+       "21                                17                                     -37   \n",
+       "22                                26                                      44   \n",
+       "23                                30                                      83   \n",
+       "24                                32                                      80   \n",
+       "25                                29                                      58   \n",
+       "26                                25                                      61   \n",
+       "27                                20                                      64   \n",
+       "28                                38                                      97   \n",
+       "29                                17                                      71   \n",
+       "30                                26                                      40   \n",
+       "31                                33                                      33   \n",
+       "32                                47                                      99   \n",
+       "33                                24                                      93   \n",
+       "34                                20                                      49   \n",
+       "35                                 7                                      60   \n",
+       "\n",
+       "    Percentage of homes within 1/4-mi of transit stop  \\\n",
+       "0                                                   2   \n",
+       "1                                                  21   \n",
+       "2                                                  16   \n",
+       "3                                                  97   \n",
+       "4                                                  96   \n",
+       "5                                                  67   \n",
+       "6                                                  76   \n",
+       "7                                                 100   \n",
+       "8                                                   3   \n",
+       "9                                                  87   \n",
+       "10                                                 98   \n",
+       "11                                                 84   \n",
+       "12                                                 24   \n",
+       "13                                                 28   \n",
+       "14                                                 13   \n",
+       "15                                                  2   \n",
+       "16                                                 44   \n",
+       "17                                                  0   \n",
+       "18                                                  9   \n",
+       "19                                                  8   \n",
+       "20                                                 80   \n",
+       "21                                                  3   \n",
+       "22                                                 63   \n",
+       "23                                                 76   \n",
+       "24                                                 14   \n",
+       "25                                                 40   \n",
+       "26                                                 37   \n",
+       "27                                                 21   \n",
+       "28                                                 98   \n",
+       "29                                                 80   \n",
+       "30                                                 59   \n",
+       "31                                                 19   \n",
+       "32                                                 90   \n",
+       "33                                                 79   \n",
+       "34                                                 75   \n",
+       "35                                                 28   \n",
+       "\n",
+       "    Average monthly transportation cost  \\\n",
+       "0                                   786   \n",
+       "1                                   786   \n",
+       "2                                   865   \n",
+       "3                                   433   \n",
+       "4                                   590   \n",
+       "5                                   629   \n",
+       "6                                   629   \n",
+       "7                                   511   \n",
+       "8                                   708   \n",
+       "9                                   668   \n",
+       "10                                  590   \n",
+       "11                                  668   \n",
+       "12                                  708   \n",
+       "13                                  668   \n",
+       "14                                  747   \n",
+       "15                                  786   \n",
+       "16                                  747   \n",
+       "17                                  786   \n",
+       "18                                  747   \n",
+       "19                                  786   \n",
+       "20                                  668   \n",
+       "21                                  747   \n",
+       "22                                  708   \n",
+       "23                                  668   \n",
+       "24                                  786   \n",
+       "25                                  747   \n",
+       "26                                  708   \n",
+       "27                                  747   \n",
+       "28                                  550   \n",
+       "29                                  629   \n",
+       "30                                  708   \n",
+       "31                                  708   \n",
+       "32                                  550   \n",
+       "33                                  590   \n",
+       "34                                  668   \n",
+       "35                                  629   \n",
+       "\n",
+       "    Percentage of housing and transportation costs that is transportation-related  \n",
+       "0                                                  40                              \n",
+       "1                                                  40                              \n",
+       "2                                                  42                              \n",
+       "3                                                  23                              \n",
+       "4                                                  39                              \n",
+       "5                                                  25                              \n",
+       "6                                                  33                              \n",
+       "7                                                  30                              \n",
+       "8                                                  47                              \n",
+       "9                                                  40                              \n",
+       "10                                                 33                              \n",
+       "11                                                 43                              \n",
+       "12                                                 41                              \n",
+       "13                                                 40                              \n",
+       "14                                                 37                              \n",
+       "15                                                 34                              \n",
+       "16                                                 32                              \n",
+       "17                                                 33                              \n",
+       "18                                                 38                              \n",
+       "19                                                 34                              \n",
+       "20                                                 43                              \n",
+       "21                                                 43                              \n",
+       "22                                                 40                              \n",
+       "23                                                 35                              \n",
+       "24                                                 29                              \n",
+       "25                                                 44                              \n",
+       "26                                                 40                              \n",
+       "27                                                 33                              \n",
+       "28                                                 40                              \n",
+       "29                                                 37                              \n",
+       "30                                                 44                              \n",
+       "31                                                 41                              \n",
+       "32                                                 40                              \n",
+       "33                                                 36                              \n",
+       "34                                                 40                              \n",
+       "35                                                 40                              \n",
+       "\n",
+       "[36 rows x 30 columns]"
+      ]
+     },
+     "execution_count": 84,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hmad"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Neighborhood Reporting Area</th>\n",
+       "      <th>Total Population</th>\n",
+       "      <th>Total Households</th>\n",
+       "      <th>Population in Households</th>\n",
+       "      <th>Household Size</th>\n",
+       "      <th>Population in Group Quarters</th>\n",
+       "      <th>Family Households</th>\n",
+       "      <th>Non-Family Households</th>\n",
+       "      <th>Families with Children</th>\n",
+       "      <th>Percent of All Households: Families with Children</th>\n",
+       "      <th>...</th>\n",
+       "      <th>75--84</th>\n",
+       "      <th>85 Plus</th>\n",
+       "      <th>Population</th>\n",
+       "      <th>Total units</th>\n",
+       "      <th>Occupied units</th>\n",
+       "      <th>Vacant units</th>\n",
+       "      <th>Percent owner occupied</th>\n",
+       "      <th>Person per acre</th>\n",
+       "      <th>Acres</th>\n",
+       "      <th>Zip Code</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>ALLENDALE</td>\n",
+       "      <td>6,643</td>\n",
+       "      <td>3,263</td>\n",
+       "      <td>6,621</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1,650</td>\n",
+       "      <td>1,613</td>\n",
+       "      <td>723</td>\n",
+       "      <td>22.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.40%</td>\n",
+       "      <td>3.00%</td>\n",
+       "      <td>6,643</td>\n",
+       "      <td>3,612</td>\n",
+       "      <td>3,263</td>\n",
+       "      <td>349</td>\n",
+       "      <td>64.10%</td>\n",
+       "      <td>5.1</td>\n",
+       "      <td>1,303.50</td>\n",
+       "      <td>78757</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>ANDERSON MILL</td>\n",
+       "      <td>28,473</td>\n",
+       "      <td>10,904</td>\n",
+       "      <td>28,368</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>105</td>\n",
+       "      <td>7,812</td>\n",
+       "      <td>3,092</td>\n",
+       "      <td>4,037</td>\n",
+       "      <td>37.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.80%</td>\n",
+       "      <td>1.10%</td>\n",
+       "      <td>28,473</td>\n",
+       "      <td>11,507</td>\n",
+       "      <td>10,904</td>\n",
+       "      <td>603</td>\n",
+       "      <td>67.30%</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5,706.40</td>\n",
+       "      <td>78750</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>AVERY RANCH--LAKELINE</td>\n",
+       "      <td>14,785</td>\n",
+       "      <td>5,681</td>\n",
+       "      <td>14,785</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3,878</td>\n",
+       "      <td>1,803</td>\n",
+       "      <td>2,472</td>\n",
+       "      <td>43.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.90%</td>\n",
+       "      <td>0.30%</td>\n",
+       "      <td>14,785</td>\n",
+       "      <td>6,108</td>\n",
+       "      <td>5,681</td>\n",
+       "      <td>427</td>\n",
+       "      <td>60.50%</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>4,641.40</td>\n",
+       "      <td>78717</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>BARTON CREEK MALL</td>\n",
+       "      <td>5,147</td>\n",
+       "      <td>2,076</td>\n",
+       "      <td>5,099</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>48</td>\n",
+       "      <td>1,359</td>\n",
+       "      <td>717</td>\n",
+       "      <td>719</td>\n",
+       "      <td>34.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.60%</td>\n",
+       "      <td>3.80%</td>\n",
+       "      <td>5,147</td>\n",
+       "      <td>2,195</td>\n",
+       "      <td>2,076</td>\n",
+       "      <td>119</td>\n",
+       "      <td>63.70%</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>2,318.10</td>\n",
+       "      <td>78733</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>BARTON HILLS</td>\n",
+       "      <td>8,022</td>\n",
+       "      <td>4,614</td>\n",
+       "      <td>7,890</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>132</td>\n",
+       "      <td>1,445</td>\n",
+       "      <td>3,169</td>\n",
+       "      <td>556</td>\n",
+       "      <td>12.10%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.20%</td>\n",
+       "      <td>2.50%</td>\n",
+       "      <td>8,022</td>\n",
+       "      <td>4,965</td>\n",
+       "      <td>4,614</td>\n",
+       "      <td>351</td>\n",
+       "      <td>31.40%</td>\n",
+       "      <td>3.9</td>\n",
+       "      <td>2,038.10</td>\n",
+       "      <td>78704</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>BERGSTROM</td>\n",
+       "      <td>179</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>179</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.00%</td>\n",
+       "      <td>0.00%</td>\n",
+       "      <td>179</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4,744.80</td>\n",
+       "      <td>78719</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>BLUFF SPRINGS</td>\n",
+       "      <td>23,000</td>\n",
+       "      <td>7,362</td>\n",
+       "      <td>23,000</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4,942</td>\n",
+       "      <td>2,420</td>\n",
+       "      <td>2,981</td>\n",
+       "      <td>40.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.80%</td>\n",
+       "      <td>0.20%</td>\n",
+       "      <td>23,000</td>\n",
+       "      <td>7,947</td>\n",
+       "      <td>7,362</td>\n",
+       "      <td>585</td>\n",
+       "      <td>53.60%</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>8,431.80</td>\n",
+       "      <td>78747</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>BOULDIN</td>\n",
+       "      <td>5,510</td>\n",
+       "      <td>2,694</td>\n",
+       "      <td>5,468</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>42</td>\n",
+       "      <td>1,024</td>\n",
+       "      <td>1,670</td>\n",
+       "      <td>489</td>\n",
+       "      <td>18.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.70%</td>\n",
+       "      <td>1.00%</td>\n",
+       "      <td>5,510</td>\n",
+       "      <td>2,949</td>\n",
+       "      <td>2,694</td>\n",
+       "      <td>255</td>\n",
+       "      <td>40.40%</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>773.3</td>\n",
+       "      <td>78704</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>BRENTWOOD</td>\n",
+       "      <td>7,513</td>\n",
+       "      <td>4,127</td>\n",
+       "      <td>7,469</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>44</td>\n",
+       "      <td>1,467</td>\n",
+       "      <td>2,660</td>\n",
+       "      <td>562</td>\n",
+       "      <td>13.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.50%</td>\n",
+       "      <td>1.40%</td>\n",
+       "      <td>7,513</td>\n",
+       "      <td>4,401</td>\n",
+       "      <td>4,127</td>\n",
+       "      <td>274</td>\n",
+       "      <td>40.30%</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>1,013.70</td>\n",
+       "      <td>78757</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>BRODIE LANE</td>\n",
+       "      <td>10,913</td>\n",
+       "      <td>4,770</td>\n",
+       "      <td>10,884</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>29</td>\n",
+       "      <td>2,646</td>\n",
+       "      <td>2,124</td>\n",
+       "      <td>1,239</td>\n",
+       "      <td>26.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.60%</td>\n",
+       "      <td>0.40%</td>\n",
+       "      <td>10,913</td>\n",
+       "      <td>4,939</td>\n",
+       "      <td>4,770</td>\n",
+       "      <td>169</td>\n",
+       "      <td>58.40%</td>\n",
+       "      <td>5.7</td>\n",
+       "      <td>1,920.30</td>\n",
+       "      <td>78748</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>BULL CREEK</td>\n",
+       "      <td>7,655</td>\n",
+       "      <td>3,409</td>\n",
+       "      <td>7,574</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>81</td>\n",
+       "      <td>2,155</td>\n",
+       "      <td>1,254</td>\n",
+       "      <td>867</td>\n",
+       "      <td>25.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.50%</td>\n",
+       "      <td>3.30%</td>\n",
+       "      <td>7,655</td>\n",
+       "      <td>3,606</td>\n",
+       "      <td>3,409</td>\n",
+       "      <td>197</td>\n",
+       "      <td>76.20%</td>\n",
+       "      <td>3.4</td>\n",
+       "      <td>2,247.30</td>\n",
+       "      <td>78757</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>CENTRAL EAST AUSTIN</td>\n",
+       "      <td>4,677</td>\n",
+       "      <td>1,874</td>\n",
+       "      <td>4,421</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>256</td>\n",
+       "      <td>819</td>\n",
+       "      <td>1,055</td>\n",
+       "      <td>389</td>\n",
+       "      <td>20.80%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.90%</td>\n",
+       "      <td>1.00%</td>\n",
+       "      <td>4,677</td>\n",
+       "      <td>2,102</td>\n",
+       "      <td>1,874</td>\n",
+       "      <td>228</td>\n",
+       "      <td>37.50%</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>624.8</td>\n",
+       "      <td>78702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>CENTRAL WEST AUSTIN</td>\n",
+       "      <td>10,522</td>\n",
+       "      <td>4,490</td>\n",
+       "      <td>10,139</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>383</td>\n",
+       "      <td>2,501</td>\n",
+       "      <td>1,989</td>\n",
+       "      <td>1,300</td>\n",
+       "      <td>29.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.30%</td>\n",
+       "      <td>1.50%</td>\n",
+       "      <td>10,522</td>\n",
+       "      <td>4,891</td>\n",
+       "      <td>4,490</td>\n",
+       "      <td>401</td>\n",
+       "      <td>58.90%</td>\n",
+       "      <td>5.2</td>\n",
+       "      <td>2,025.50</td>\n",
+       "      <td>78703</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>CHERRY CREEK</td>\n",
+       "      <td>20,143</td>\n",
+       "      <td>8,449</td>\n",
+       "      <td>20,000</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>143</td>\n",
+       "      <td>4,867</td>\n",
+       "      <td>3,582</td>\n",
+       "      <td>2,147</td>\n",
+       "      <td>25.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.50%</td>\n",
+       "      <td>1.20%</td>\n",
+       "      <td>20,143</td>\n",
+       "      <td>8,842</td>\n",
+       "      <td>8,449</td>\n",
+       "      <td>393</td>\n",
+       "      <td>59.00%</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>2,854.40</td>\n",
+       "      <td>78745</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>CHESTNUT</td>\n",
+       "      <td>1,777</td>\n",
+       "      <td>678</td>\n",
+       "      <td>1,647</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>130</td>\n",
+       "      <td>310</td>\n",
+       "      <td>368</td>\n",
+       "      <td>115</td>\n",
+       "      <td>17.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.80%</td>\n",
+       "      <td>1.60%</td>\n",
+       "      <td>1,777</td>\n",
+       "      <td>765</td>\n",
+       "      <td>678</td>\n",
+       "      <td>87</td>\n",
+       "      <td>53.40%</td>\n",
+       "      <td>9.8</td>\n",
+       "      <td>180.5</td>\n",
+       "      <td>78702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>CIRCLE C SOUTH</td>\n",
+       "      <td>12,802</td>\n",
+       "      <td>4,016</td>\n",
+       "      <td>12,802</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3,575</td>\n",
+       "      <td>441</td>\n",
+       "      <td>2,362</td>\n",
+       "      <td>58.80%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.50%</td>\n",
+       "      <td>0.30%</td>\n",
+       "      <td>12,802</td>\n",
+       "      <td>4,121</td>\n",
+       "      <td>4,016</td>\n",
+       "      <td>105</td>\n",
+       "      <td>94.80%</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>3,232.80</td>\n",
+       "      <td>78739</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>CORONADO HILLS</td>\n",
+       "      <td>3,546</td>\n",
+       "      <td>1,283</td>\n",
+       "      <td>3,544</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>766</td>\n",
+       "      <td>517</td>\n",
+       "      <td>426</td>\n",
+       "      <td>33.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.70%</td>\n",
+       "      <td>0.80%</td>\n",
+       "      <td>3,546</td>\n",
+       "      <td>1,390</td>\n",
+       "      <td>1,283</td>\n",
+       "      <td>107</td>\n",
+       "      <td>30.20%</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>356.3</td>\n",
+       "      <td>78752</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>CRESTVIEW</td>\n",
+       "      <td>3,927</td>\n",
+       "      <td>1,945</td>\n",
+       "      <td>3,786</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>141</td>\n",
+       "      <td>883</td>\n",
+       "      <td>1,062</td>\n",
+       "      <td>355</td>\n",
+       "      <td>18.30%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.00%</td>\n",
+       "      <td>3.30%</td>\n",
+       "      <td>3,927</td>\n",
+       "      <td>2,297</td>\n",
+       "      <td>1,945</td>\n",
+       "      <td>352</td>\n",
+       "      <td>61.30%</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>652.8</td>\n",
+       "      <td>78757</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>DAVENPORT--LAKE AUSTIN</td>\n",
+       "      <td>5,161</td>\n",
+       "      <td>1,996</td>\n",
+       "      <td>5,104</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>57</td>\n",
+       "      <td>1,403</td>\n",
+       "      <td>593</td>\n",
+       "      <td>739</td>\n",
+       "      <td>37.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.50%</td>\n",
+       "      <td>0.60%</td>\n",
+       "      <td>5,161</td>\n",
+       "      <td>2,223</td>\n",
+       "      <td>1,996</td>\n",
+       "      <td>227</td>\n",
+       "      <td>73.70%</td>\n",
+       "      <td>1.2</td>\n",
+       "      <td>4,245.50</td>\n",
+       "      <td>78746</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>DAWSON</td>\n",
+       "      <td>2,670</td>\n",
+       "      <td>1,273</td>\n",
+       "      <td>2,670</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>491</td>\n",
+       "      <td>782</td>\n",
+       "      <td>184</td>\n",
+       "      <td>14.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.80%</td>\n",
+       "      <td>1.40%</td>\n",
+       "      <td>2,670</td>\n",
+       "      <td>1,420</td>\n",
+       "      <td>1,273</td>\n",
+       "      <td>147</td>\n",
+       "      <td>37.20%</td>\n",
+       "      <td>8.5</td>\n",
+       "      <td>315.2</td>\n",
+       "      <td>78704</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>DECKER LAKE</td>\n",
+       "      <td>326</td>\n",
+       "      <td>94</td>\n",
+       "      <td>326</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>83</td>\n",
+       "      <td>11</td>\n",
+       "      <td>56</td>\n",
+       "      <td>59.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.20%</td>\n",
+       "      <td>0.30%</td>\n",
+       "      <td>326</td>\n",
+       "      <td>103</td>\n",
+       "      <td>94</td>\n",
+       "      <td>9</td>\n",
+       "      <td>80.90%</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6,866.50</td>\n",
+       "      <td>78724</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>DEL VALLE</td>\n",
+       "      <td>3,520</td>\n",
+       "      <td>996</td>\n",
+       "      <td>3,520</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>735</td>\n",
+       "      <td>261</td>\n",
+       "      <td>466</td>\n",
+       "      <td>46.80%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.10%</td>\n",
+       "      <td>0.50%</td>\n",
+       "      <td>3,520</td>\n",
+       "      <td>1,101</td>\n",
+       "      <td>996</td>\n",
+       "      <td>105</td>\n",
+       "      <td>47.80%</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3,568.60</td>\n",
+       "      <td>78617</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>DEL VALLE EAST</td>\n",
+       "      <td>7,526</td>\n",
+       "      <td>2,004</td>\n",
+       "      <td>7,526</td>\n",
+       "      <td>3.8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1,712</td>\n",
+       "      <td>292</td>\n",
+       "      <td>1,183</td>\n",
+       "      <td>59.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.50%</td>\n",
+       "      <td>0.10%</td>\n",
+       "      <td>7,526</td>\n",
+       "      <td>2,148</td>\n",
+       "      <td>2,004</td>\n",
+       "      <td>144</td>\n",
+       "      <td>87.80%</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>4,415.70</td>\n",
+       "      <td>78617</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>DITTMAR--SLAUGHTER</td>\n",
+       "      <td>15,697</td>\n",
+       "      <td>6,333</td>\n",
+       "      <td>15,606</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>91</td>\n",
+       "      <td>3,666</td>\n",
+       "      <td>2,667</td>\n",
+       "      <td>1,708</td>\n",
+       "      <td>27.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.70%</td>\n",
+       "      <td>0.60%</td>\n",
+       "      <td>15,697</td>\n",
+       "      <td>6,644</td>\n",
+       "      <td>6,333</td>\n",
+       "      <td>311</td>\n",
+       "      <td>57.70%</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>2,531.90</td>\n",
+       "      <td>78745</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>DOWNTOWN</td>\n",
+       "      <td>7,635</td>\n",
+       "      <td>4,379</td>\n",
+       "      <td>6,357</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>1,278</td>\n",
+       "      <td>908</td>\n",
+       "      <td>3,471</td>\n",
+       "      <td>159</td>\n",
+       "      <td>3.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.10%</td>\n",
+       "      <td>0.90%</td>\n",
+       "      <td>7,635</td>\n",
+       "      <td>5,670</td>\n",
+       "      <td>4,379</td>\n",
+       "      <td>1,291</td>\n",
+       "      <td>33.30%</td>\n",
+       "      <td>6.8</td>\n",
+       "      <td>1,117.20</td>\n",
+       "      <td>78701</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>EAST CESAR CHAVEZ</td>\n",
+       "      <td>3,291</td>\n",
+       "      <td>1,349</td>\n",
+       "      <td>3,083</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>208</td>\n",
+       "      <td>595</td>\n",
+       "      <td>754</td>\n",
+       "      <td>225</td>\n",
+       "      <td>16.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.30%</td>\n",
+       "      <td>2.40%</td>\n",
+       "      <td>3,291</td>\n",
+       "      <td>1,482</td>\n",
+       "      <td>1,349</td>\n",
+       "      <td>133</td>\n",
+       "      <td>41.10%</td>\n",
+       "      <td>7.6</td>\n",
+       "      <td>430.8</td>\n",
+       "      <td>78702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>EAST CONGRESS</td>\n",
+       "      <td>3,104</td>\n",
+       "      <td>1,374</td>\n",
+       "      <td>3,100</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>610</td>\n",
+       "      <td>764</td>\n",
+       "      <td>246</td>\n",
+       "      <td>17.90%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.70%</td>\n",
+       "      <td>0.80%</td>\n",
+       "      <td>3,104</td>\n",
+       "      <td>1,446</td>\n",
+       "      <td>1,374</td>\n",
+       "      <td>72</td>\n",
+       "      <td>50.30%</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>771.9</td>\n",
+       "      <td>78704</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>EAST OAK HILL</td>\n",
+       "      <td>14,508</td>\n",
+       "      <td>6,974</td>\n",
+       "      <td>14,398</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>110</td>\n",
+       "      <td>3,455</td>\n",
+       "      <td>3,519</td>\n",
+       "      <td>1,615</td>\n",
+       "      <td>23.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.70%</td>\n",
+       "      <td>1.80%</td>\n",
+       "      <td>14,508</td>\n",
+       "      <td>7,389</td>\n",
+       "      <td>6,974</td>\n",
+       "      <td>415</td>\n",
+       "      <td>40.80%</td>\n",
+       "      <td>2.9</td>\n",
+       "      <td>5,042.20</td>\n",
+       "      <td>78735</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>FOUR POINTS</td>\n",
+       "      <td>6,226</td>\n",
+       "      <td>3,087</td>\n",
+       "      <td>6,017</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>209</td>\n",
+       "      <td>1,287</td>\n",
+       "      <td>1,800</td>\n",
+       "      <td>686</td>\n",
+       "      <td>22.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.00%</td>\n",
+       "      <td>0.30%</td>\n",
+       "      <td>6,226</td>\n",
+       "      <td>3,339</td>\n",
+       "      <td>3,087</td>\n",
+       "      <td>252</td>\n",
+       "      <td>16.00%</td>\n",
+       "      <td>1.3</td>\n",
+       "      <td>4,980.60</td>\n",
+       "      <td>78730</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>FRANKLIN PARK</td>\n",
+       "      <td>16,927</td>\n",
+       "      <td>4,313</td>\n",
+       "      <td>16,914</td>\n",
+       "      <td>3.9</td>\n",
+       "      <td>13</td>\n",
+       "      <td>3,507</td>\n",
+       "      <td>806</td>\n",
+       "      <td>2,226</td>\n",
+       "      <td>51.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.00%</td>\n",
+       "      <td>0.10%</td>\n",
+       "      <td>16,927</td>\n",
+       "      <td>4,507</td>\n",
+       "      <td>4,313</td>\n",
+       "      <td>194</td>\n",
+       "      <td>45.00%</td>\n",
+       "      <td>11.8</td>\n",
+       "      <td>1,428.50</td>\n",
+       "      <td>78744</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>73</th>\n",
+       "      <td>ROSEWOOD</td>\n",
+       "      <td>4,076</td>\n",
+       "      <td>1,486</td>\n",
+       "      <td>3,892</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>184</td>\n",
+       "      <td>799</td>\n",
+       "      <td>687</td>\n",
+       "      <td>418</td>\n",
+       "      <td>28.10%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.30%</td>\n",
+       "      <td>2.50%</td>\n",
+       "      <td>4,076</td>\n",
+       "      <td>1,679</td>\n",
+       "      <td>1,486</td>\n",
+       "      <td>193</td>\n",
+       "      <td>42.50%</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>572.2</td>\n",
+       "      <td>78702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74</th>\n",
+       "      <td>SAMSUNG--PIONEER CROSSING</td>\n",
+       "      <td>5,139</td>\n",
+       "      <td>2,035</td>\n",
+       "      <td>5,139</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1,199</td>\n",
+       "      <td>836</td>\n",
+       "      <td>680</td>\n",
+       "      <td>33.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.60%</td>\n",
+       "      <td>0.20%</td>\n",
+       "      <td>5,139</td>\n",
+       "      <td>2,212</td>\n",
+       "      <td>2,035</td>\n",
+       "      <td>177</td>\n",
+       "      <td>45.50%</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>2,124.40</td>\n",
+       "      <td>78754</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75</th>\n",
+       "      <td>SLAUGHTER CREEK</td>\n",
+       "      <td>10,877</td>\n",
+       "      <td>4,638</td>\n",
+       "      <td>10,861</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>16</td>\n",
+       "      <td>2,510</td>\n",
+       "      <td>2,128</td>\n",
+       "      <td>1,323</td>\n",
+       "      <td>28.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.00%</td>\n",
+       "      <td>0.30%</td>\n",
+       "      <td>10,877</td>\n",
+       "      <td>5,058</td>\n",
+       "      <td>4,638</td>\n",
+       "      <td>420</td>\n",
+       "      <td>43.10%</td>\n",
+       "      <td>4.3</td>\n",
+       "      <td>2,551.60</td>\n",
+       "      <td>78748</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>SOUTH BRODIE</td>\n",
+       "      <td>13,243</td>\n",
+       "      <td>4,707</td>\n",
+       "      <td>13,223</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>20</td>\n",
+       "      <td>3,549</td>\n",
+       "      <td>1,158</td>\n",
+       "      <td>1,995</td>\n",
+       "      <td>42.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.50%</td>\n",
+       "      <td>0.30%</td>\n",
+       "      <td>13,243</td>\n",
+       "      <td>4,870</td>\n",
+       "      <td>4,707</td>\n",
+       "      <td>163</td>\n",
+       "      <td>79.20%</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>3,278.90</td>\n",
+       "      <td>78748</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>SOUTH LAMAR</td>\n",
+       "      <td>8,152</td>\n",
+       "      <td>4,264</td>\n",
+       "      <td>8,053</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>99</td>\n",
+       "      <td>1,307</td>\n",
+       "      <td>2,957</td>\n",
+       "      <td>619</td>\n",
+       "      <td>14.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.50%</td>\n",
+       "      <td>0.70%</td>\n",
+       "      <td>8,152</td>\n",
+       "      <td>4,745</td>\n",
+       "      <td>4,264</td>\n",
+       "      <td>481</td>\n",
+       "      <td>18.70%</td>\n",
+       "      <td>10.5</td>\n",
+       "      <td>777.7</td>\n",
+       "      <td>78704</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>SOUTH MANCHACA</td>\n",
+       "      <td>6,453</td>\n",
+       "      <td>2,806</td>\n",
+       "      <td>6,443</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1,497</td>\n",
+       "      <td>1,309</td>\n",
+       "      <td>561</td>\n",
+       "      <td>20.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.50%</td>\n",
+       "      <td>1.10%</td>\n",
+       "      <td>6,453</td>\n",
+       "      <td>2,971</td>\n",
+       "      <td>2,806</td>\n",
+       "      <td>165</td>\n",
+       "      <td>56.80%</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>892.3</td>\n",
+       "      <td>78745</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>SOUTH RIVER CITY</td>\n",
+       "      <td>6,511</td>\n",
+       "      <td>3,559</td>\n",
+       "      <td>6,384</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>127</td>\n",
+       "      <td>1,090</td>\n",
+       "      <td>2,469</td>\n",
+       "      <td>488</td>\n",
+       "      <td>13.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.60%</td>\n",
+       "      <td>0.80%</td>\n",
+       "      <td>6,511</td>\n",
+       "      <td>3,979</td>\n",
+       "      <td>3,559</td>\n",
+       "      <td>420</td>\n",
+       "      <td>34.60%</td>\n",
+       "      <td>8.9</td>\n",
+       "      <td>733.2</td>\n",
+       "      <td>78704</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80</th>\n",
+       "      <td>SOUTHEAST</td>\n",
+       "      <td>2,290</td>\n",
+       "      <td>736</td>\n",
+       "      <td>2,290</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>487</td>\n",
+       "      <td>249</td>\n",
+       "      <td>297</td>\n",
+       "      <td>40.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.20%</td>\n",
+       "      <td>0.30%</td>\n",
+       "      <td>2,290</td>\n",
+       "      <td>813</td>\n",
+       "      <td>736</td>\n",
+       "      <td>77</td>\n",
+       "      <td>76.20%</td>\n",
+       "      <td>1.3</td>\n",
+       "      <td>1,790.10</td>\n",
+       "      <td>78617</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>81</th>\n",
+       "      <td>SPICEWOOD</td>\n",
+       "      <td>1,182</td>\n",
+       "      <td>434</td>\n",
+       "      <td>1,182</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>349</td>\n",
+       "      <td>85</td>\n",
+       "      <td>160</td>\n",
+       "      <td>36.90%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.80%</td>\n",
+       "      <td>0.60%</td>\n",
+       "      <td>1,182</td>\n",
+       "      <td>449</td>\n",
+       "      <td>434</td>\n",
+       "      <td>15</td>\n",
+       "      <td>93.30%</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>2,066.80</td>\n",
+       "      <td>78744</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82</th>\n",
+       "      <td>ST. EDWARDS</td>\n",
+       "      <td>5,322</td>\n",
+       "      <td>2,045</td>\n",
+       "      <td>4,181</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1,141</td>\n",
+       "      <td>660</td>\n",
+       "      <td>1,385</td>\n",
+       "      <td>324</td>\n",
+       "      <td>15.80%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.90%</td>\n",
+       "      <td>0.60%</td>\n",
+       "      <td>5,322</td>\n",
+       "      <td>2,214</td>\n",
+       "      <td>2,045</td>\n",
+       "      <td>169</td>\n",
+       "      <td>11.80%</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>719.6</td>\n",
+       "      <td>78704</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>83</th>\n",
+       "      <td>ST. JOHN</td>\n",
+       "      <td>9,348</td>\n",
+       "      <td>3,339</td>\n",
+       "      <td>9,308</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>40</td>\n",
+       "      <td>1,766</td>\n",
+       "      <td>1,573</td>\n",
+       "      <td>1,118</td>\n",
+       "      <td>33.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.20%</td>\n",
+       "      <td>1.20%</td>\n",
+       "      <td>9,348</td>\n",
+       "      <td>3,775</td>\n",
+       "      <td>3,339</td>\n",
+       "      <td>436</td>\n",
+       "      <td>11.40%</td>\n",
+       "      <td>11.7</td>\n",
+       "      <td>798</td>\n",
+       "      <td>78752</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>SWEET BRIAR</td>\n",
+       "      <td>5,746</td>\n",
+       "      <td>2,521</td>\n",
+       "      <td>5,740</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1,071</td>\n",
+       "      <td>1,450</td>\n",
+       "      <td>495</td>\n",
+       "      <td>19.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.40%</td>\n",
+       "      <td>0.30%</td>\n",
+       "      <td>5,746</td>\n",
+       "      <td>2,695</td>\n",
+       "      <td>2,521</td>\n",
+       "      <td>174</td>\n",
+       "      <td>27.50%</td>\n",
+       "      <td>9.4</td>\n",
+       "      <td>611</td>\n",
+       "      <td>78745</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>TECH RIDGE</td>\n",
+       "      <td>15,842</td>\n",
+       "      <td>6,499</td>\n",
+       "      <td>15,832</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>3,613</td>\n",
+       "      <td>2,886</td>\n",
+       "      <td>1,913</td>\n",
+       "      <td>29.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.30%</td>\n",
+       "      <td>0.30%</td>\n",
+       "      <td>15,842</td>\n",
+       "      <td>7,202</td>\n",
+       "      <td>6,499</td>\n",
+       "      <td>703</td>\n",
+       "      <td>45.70%</td>\n",
+       "      <td>3.6</td>\n",
+       "      <td>4,380.50</td>\n",
+       "      <td>78753</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>TRIANGLE-STATE</td>\n",
+       "      <td>1,707</td>\n",
+       "      <td>840</td>\n",
+       "      <td>1,460</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>247</td>\n",
+       "      <td>152</td>\n",
+       "      <td>688</td>\n",
+       "      <td>45</td>\n",
+       "      <td>5.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.80%</td>\n",
+       "      <td>0.20%</td>\n",
+       "      <td>1,707</td>\n",
+       "      <td>926</td>\n",
+       "      <td>840</td>\n",
+       "      <td>86</td>\n",
+       "      <td>3.70%</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>311.3</td>\n",
+       "      <td>78751</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>UNIVERSITY HILLS</td>\n",
+       "      <td>4,665</td>\n",
+       "      <td>1,787</td>\n",
+       "      <td>4,643</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1,084</td>\n",
+       "      <td>703</td>\n",
+       "      <td>433</td>\n",
+       "      <td>24.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.80%</td>\n",
+       "      <td>0.70%</td>\n",
+       "      <td>4,665</td>\n",
+       "      <td>1,950</td>\n",
+       "      <td>1,787</td>\n",
+       "      <td>163</td>\n",
+       "      <td>57.50%</td>\n",
+       "      <td>6.4</td>\n",
+       "      <td>726.4</td>\n",
+       "      <td>78723</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88</th>\n",
+       "      <td>UPPER BOGGY CREEK</td>\n",
+       "      <td>5,302</td>\n",
+       "      <td>2,584</td>\n",
+       "      <td>5,299</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>968</td>\n",
+       "      <td>1,616</td>\n",
+       "      <td>394</td>\n",
+       "      <td>15.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.50%</td>\n",
+       "      <td>1.70%</td>\n",
+       "      <td>5,302</td>\n",
+       "      <td>2,809</td>\n",
+       "      <td>2,584</td>\n",
+       "      <td>225</td>\n",
+       "      <td>44.10%</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>719.7</td>\n",
+       "      <td>78722</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>UT</td>\n",
+       "      <td>7,246</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>7,240</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.00%</td>\n",
+       "      <td>0.00%</td>\n",
+       "      <td>7,246</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00%</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>443</td>\n",
+       "      <td>78712</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>90</th>\n",
+       "      <td>VILLAGE AT WESTERN OAKS</td>\n",
+       "      <td>10,163</td>\n",
+       "      <td>4,035</td>\n",
+       "      <td>10,163</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2,763</td>\n",
+       "      <td>1,272</td>\n",
+       "      <td>1,579</td>\n",
+       "      <td>39.10%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.10%</td>\n",
+       "      <td>1.00%</td>\n",
+       "      <td>10,163</td>\n",
+       "      <td>4,114</td>\n",
+       "      <td>4,035</td>\n",
+       "      <td>79</td>\n",
+       "      <td>75.00%</td>\n",
+       "      <td>5.7</td>\n",
+       "      <td>1,780.30</td>\n",
+       "      <td>78749</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>WALNUT CREEK--PIONEER HILL</td>\n",
+       "      <td>3,012</td>\n",
+       "      <td>1,394</td>\n",
+       "      <td>3,006</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>671</td>\n",
+       "      <td>723</td>\n",
+       "      <td>331</td>\n",
+       "      <td>23.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.50%</td>\n",
+       "      <td>0.40%</td>\n",
+       "      <td>3,012</td>\n",
+       "      <td>1,541</td>\n",
+       "      <td>1,394</td>\n",
+       "      <td>147</td>\n",
+       "      <td>21.40%</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>1,903.90</td>\n",
+       "      <td>78753</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>WEST CONGRESS</td>\n",
+       "      <td>2,674</td>\n",
+       "      <td>1,072</td>\n",
+       "      <td>2,674</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>583</td>\n",
+       "      <td>489</td>\n",
+       "      <td>295</td>\n",
+       "      <td>27.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.90%</td>\n",
+       "      <td>0.60%</td>\n",
+       "      <td>2,674</td>\n",
+       "      <td>1,201</td>\n",
+       "      <td>1,072</td>\n",
+       "      <td>129</td>\n",
+       "      <td>39.80%</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>377.1</td>\n",
+       "      <td>78745</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>WEST OAK HILL</td>\n",
+       "      <td>17,275</td>\n",
+       "      <td>6,778</td>\n",
+       "      <td>17,257</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>4,551</td>\n",
+       "      <td>2,227</td>\n",
+       "      <td>2,304</td>\n",
+       "      <td>34.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.00%</td>\n",
+       "      <td>0.60%</td>\n",
+       "      <td>17,275</td>\n",
+       "      <td>7,100</td>\n",
+       "      <td>6,778</td>\n",
+       "      <td>322</td>\n",
+       "      <td>70.30%</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>8,559.20</td>\n",
+       "      <td>78753</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>WEST UNIVERSITY</td>\n",
+       "      <td>16,408</td>\n",
+       "      <td>6,104</td>\n",
+       "      <td>12,492</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3,916</td>\n",
+       "      <td>537</td>\n",
+       "      <td>5,567</td>\n",
+       "      <td>97</td>\n",
+       "      <td>1.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.10%</td>\n",
+       "      <td>0.10%</td>\n",
+       "      <td>16,408</td>\n",
+       "      <td>6,471</td>\n",
+       "      <td>6,104</td>\n",
+       "      <td>367</td>\n",
+       "      <td>8.10%</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>468.7</td>\n",
+       "      <td>78705</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>WESTGATE</td>\n",
+       "      <td>3,914</td>\n",
+       "      <td>1,675</td>\n",
+       "      <td>3,765</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>149</td>\n",
+       "      <td>835</td>\n",
+       "      <td>840</td>\n",
+       "      <td>376</td>\n",
+       "      <td>22.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.50%</td>\n",
+       "      <td>5.50%</td>\n",
+       "      <td>3,914</td>\n",
+       "      <td>1,790</td>\n",
+       "      <td>1,675</td>\n",
+       "      <td>115</td>\n",
+       "      <td>38.20%</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>540.2</td>\n",
+       "      <td>78745</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>WESTOVER HILLS</td>\n",
+       "      <td>7,626</td>\n",
+       "      <td>4,012</td>\n",
+       "      <td>7,616</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1,774</td>\n",
+       "      <td>2,238</td>\n",
+       "      <td>678</td>\n",
+       "      <td>16.90%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.00%</td>\n",
+       "      <td>2.70%</td>\n",
+       "      <td>7,626</td>\n",
+       "      <td>4,353</td>\n",
+       "      <td>4,012</td>\n",
+       "      <td>341</td>\n",
+       "      <td>58.10%</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>1,230.60</td>\n",
+       "      <td>78759</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>WHISPER VALLEY</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>50.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.00%</td>\n",
+       "      <td>0.00%</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100.00%</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1,923.20</td>\n",
+       "      <td>78653</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>WINDSOR HILLS</td>\n",
+       "      <td>7,089</td>\n",
+       "      <td>2,275</td>\n",
+       "      <td>6,908</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>181</td>\n",
+       "      <td>1,488</td>\n",
+       "      <td>787</td>\n",
+       "      <td>766</td>\n",
+       "      <td>33.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.90%</td>\n",
+       "      <td>2.20%</td>\n",
+       "      <td>7,089</td>\n",
+       "      <td>2,449</td>\n",
+       "      <td>2,275</td>\n",
+       "      <td>174</td>\n",
+       "      <td>51.60%</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>790.5</td>\n",
+       "      <td>78753</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>WINDSOR PARK</td>\n",
+       "      <td>15,086</td>\n",
+       "      <td>5,599</td>\n",
+       "      <td>15,007</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>79</td>\n",
+       "      <td>3,167</td>\n",
+       "      <td>2,432</td>\n",
+       "      <td>1,607</td>\n",
+       "      <td>28.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.90%</td>\n",
+       "      <td>1.10%</td>\n",
+       "      <td>15,086</td>\n",
+       "      <td>6,528</td>\n",
+       "      <td>5,599</td>\n",
+       "      <td>929</td>\n",
+       "      <td>40.10%</td>\n",
+       "      <td>9.8</td>\n",
+       "      <td>1,532.30</td>\n",
+       "      <td>78723</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>100</th>\n",
+       "      <td>WINDSOR ROAD</td>\n",
+       "      <td>2,985</td>\n",
+       "      <td>1,225</td>\n",
+       "      <td>2,968</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>769</td>\n",
+       "      <td>456</td>\n",
+       "      <td>433</td>\n",
+       "      <td>35.30%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.70%</td>\n",
+       "      <td>1.40%</td>\n",
+       "      <td>2,985</td>\n",
+       "      <td>1,342</td>\n",
+       "      <td>1,225</td>\n",
+       "      <td>117</td>\n",
+       "      <td>77.80%</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>545.6</td>\n",
+       "      <td>78703</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>101</th>\n",
+       "      <td>WOOTEN</td>\n",
+       "      <td>5,339</td>\n",
+       "      <td>2,027</td>\n",
+       "      <td>5,331</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1,197</td>\n",
+       "      <td>830</td>\n",
+       "      <td>602</td>\n",
+       "      <td>29.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.40%</td>\n",
+       "      <td>1.20%</td>\n",
+       "      <td>5,339</td>\n",
+       "      <td>2,257</td>\n",
+       "      <td>2,027</td>\n",
+       "      <td>230</td>\n",
+       "      <td>43.60%</td>\n",
+       "      <td>8.6</td>\n",
+       "      <td>621</td>\n",
+       "      <td>78757</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>102</th>\n",
+       "      <td>ZILKER</td>\n",
+       "      <td>5,779</td>\n",
+       "      <td>3,174</td>\n",
+       "      <td>5,728</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>51</td>\n",
+       "      <td>1,155</td>\n",
+       "      <td>2,019</td>\n",
+       "      <td>511</td>\n",
+       "      <td>16.10%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.90%</td>\n",
+       "      <td>1.10%</td>\n",
+       "      <td>5,779</td>\n",
+       "      <td>3,652</td>\n",
+       "      <td>3,174</td>\n",
+       "      <td>478</td>\n",
+       "      <td>47.60%</td>\n",
+       "      <td>7.7</td>\n",
+       "      <td>747</td>\n",
+       "      <td>78704</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>103 rows × 32 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Neighborhood Reporting Area Total Population Total Households  \\\n",
+       "0                     ALLENDALE            6,643            3,263   \n",
+       "1                 ANDERSON MILL           28,473           10,904   \n",
+       "2         AVERY RANCH--LAKELINE           14,785            5,681   \n",
+       "3             BARTON CREEK MALL            5,147            2,076   \n",
+       "4                  BARTON HILLS            8,022            4,614   \n",
+       "5                     BERGSTROM              179                0   \n",
+       "6                 BLUFF SPRINGS           23,000            7,362   \n",
+       "7                       BOULDIN            5,510            2,694   \n",
+       "8                     BRENTWOOD            7,513            4,127   \n",
+       "9                   BRODIE LANE           10,913            4,770   \n",
+       "10                   BULL CREEK            7,655            3,409   \n",
+       "11          CENTRAL EAST AUSTIN            4,677            1,874   \n",
+       "12          CENTRAL WEST AUSTIN           10,522            4,490   \n",
+       "13                 CHERRY CREEK           20,143            8,449   \n",
+       "14                     CHESTNUT            1,777              678   \n",
+       "15               CIRCLE C SOUTH           12,802            4,016   \n",
+       "16               CORONADO HILLS            3,546            1,283   \n",
+       "17                    CRESTVIEW            3,927            1,945   \n",
+       "18       DAVENPORT--LAKE AUSTIN            5,161            1,996   \n",
+       "19                       DAWSON            2,670            1,273   \n",
+       "20                  DECKER LAKE              326               94   \n",
+       "21                    DEL VALLE            3,520              996   \n",
+       "22               DEL VALLE EAST            7,526            2,004   \n",
+       "23           DITTMAR--SLAUGHTER           15,697            6,333   \n",
+       "24                     DOWNTOWN            7,635            4,379   \n",
+       "25            EAST CESAR CHAVEZ            3,291            1,349   \n",
+       "26                EAST CONGRESS            3,104            1,374   \n",
+       "27                EAST OAK HILL           14,508            6,974   \n",
+       "28                  FOUR POINTS            6,226            3,087   \n",
+       "29                FRANKLIN PARK           16,927            4,313   \n",
+       "..                          ...              ...              ...   \n",
+       "73                     ROSEWOOD            4,076            1,486   \n",
+       "74    SAMSUNG--PIONEER CROSSING            5,139            2,035   \n",
+       "75              SLAUGHTER CREEK           10,877            4,638   \n",
+       "76                 SOUTH BRODIE           13,243            4,707   \n",
+       "77                  SOUTH LAMAR            8,152            4,264   \n",
+       "78               SOUTH MANCHACA            6,453            2,806   \n",
+       "79             SOUTH RIVER CITY            6,511            3,559   \n",
+       "80                    SOUTHEAST            2,290              736   \n",
+       "81                    SPICEWOOD            1,182              434   \n",
+       "82                  ST. EDWARDS            5,322            2,045   \n",
+       "83                     ST. JOHN            9,348            3,339   \n",
+       "84                  SWEET BRIAR            5,746            2,521   \n",
+       "85                   TECH RIDGE           15,842            6,499   \n",
+       "86               TRIANGLE-STATE            1,707              840   \n",
+       "87             UNIVERSITY HILLS            4,665            1,787   \n",
+       "88            UPPER BOGGY CREEK            5,302            2,584   \n",
+       "89                           UT            7,246                3   \n",
+       "90      VILLAGE AT WESTERN OAKS           10,163            4,035   \n",
+       "91   WALNUT CREEK--PIONEER HILL            3,012            1,394   \n",
+       "92                WEST CONGRESS            2,674            1,072   \n",
+       "93                WEST OAK HILL           17,275            6,778   \n",
+       "94              WEST UNIVERSITY           16,408            6,104   \n",
+       "95                     WESTGATE            3,914            1,675   \n",
+       "96               WESTOVER HILLS            7,626            4,012   \n",
+       "97               WHISPER VALLEY                6                2   \n",
+       "98                WINDSOR HILLS            7,089            2,275   \n",
+       "99                 WINDSOR PARK           15,086            5,599   \n",
+       "100                WINDSOR ROAD            2,985            1,225   \n",
+       "101                      WOOTEN            5,339            2,027   \n",
+       "102                      ZILKER            5,779            3,174   \n",
+       "\n",
+       "    Population in Households  Household Size Population in Group Quarters  \\\n",
+       "0                      6,621             2.0                           22   \n",
+       "1                     28,368             2.6                          105   \n",
+       "2                     14,785             2.6                            0   \n",
+       "3                      5,099             2.5                           48   \n",
+       "4                      7,890             1.7                          132   \n",
+       "5                          0             NaN                          179   \n",
+       "6                     23,000             3.1                            0   \n",
+       "7                      5,468             2.0                           42   \n",
+       "8                      7,469             1.8                           44   \n",
+       "9                     10,884             2.3                           29   \n",
+       "10                     7,574             2.2                           81   \n",
+       "11                     4,421             2.4                          256   \n",
+       "12                    10,139             2.3                          383   \n",
+       "13                    20,000             2.4                          143   \n",
+       "14                     1,647             2.4                          130   \n",
+       "15                    12,802             3.2                            0   \n",
+       "16                     3,544             2.8                            2   \n",
+       "17                     3,786             1.9                          141   \n",
+       "18                     5,104             2.6                           57   \n",
+       "19                     2,670             2.1                            0   \n",
+       "20                       326             3.5                            0   \n",
+       "21                     3,520             3.5                            0   \n",
+       "22                     7,526             3.8                            0   \n",
+       "23                    15,606             2.5                           91   \n",
+       "24                     6,357             1.5                        1,278   \n",
+       "25                     3,083             2.3                          208   \n",
+       "26                     3,100             2.3                            4   \n",
+       "27                    14,398             2.1                          110   \n",
+       "28                     6,017             1.9                          209   \n",
+       "29                    16,914             3.9                           13   \n",
+       "..                       ...             ...                          ...   \n",
+       "73                     3,892             2.6                          184   \n",
+       "74                     5,139             2.5                            0   \n",
+       "75                    10,861             2.3                           16   \n",
+       "76                    13,223             2.8                           20   \n",
+       "77                     8,053             1.9                           99   \n",
+       "78                     6,443             2.3                           10   \n",
+       "79                     6,384             1.8                          127   \n",
+       "80                     2,290             3.1                            0   \n",
+       "81                     1,182             2.7                            0   \n",
+       "82                     4,181             2.0                        1,141   \n",
+       "83                     9,308             2.8                           40   \n",
+       "84                     5,740             2.3                            6   \n",
+       "85                    15,832             2.4                           10   \n",
+       "86                     1,460             1.7                          247   \n",
+       "87                     4,643             2.6                           22   \n",
+       "88                     5,299             2.1                            3   \n",
+       "89                         6             2.0                        7,240   \n",
+       "90                    10,163             2.5                            0   \n",
+       "91                     3,006             2.2                            6   \n",
+       "92                     2,674             2.5                            0   \n",
+       "93                    17,257             2.5                           18   \n",
+       "94                    12,492             2.0                        3,916   \n",
+       "95                     3,765             2.2                          149   \n",
+       "96                     7,616             1.9                           10   \n",
+       "97                         6             3.0                            0   \n",
+       "98                     6,908             3.0                          181   \n",
+       "99                    15,007             2.7                           79   \n",
+       "100                    2,968             2.4                           17   \n",
+       "101                    5,331             2.6                            8   \n",
+       "102                    5,728             1.8                           51   \n",
+       "\n",
+       "    Family Households Non-Family Households Families with Children  \\\n",
+       "0               1,650                 1,613                    723   \n",
+       "1               7,812                 3,092                  4,037   \n",
+       "2               3,878                 1,803                  2,472   \n",
+       "3               1,359                   717                    719   \n",
+       "4               1,445                 3,169                    556   \n",
+       "5                   0                     0                      0   \n",
+       "6               4,942                 2,420                  2,981   \n",
+       "7               1,024                 1,670                    489   \n",
+       "8               1,467                 2,660                    562   \n",
+       "9               2,646                 2,124                  1,239   \n",
+       "10              2,155                 1,254                    867   \n",
+       "11                819                 1,055                    389   \n",
+       "12              2,501                 1,989                  1,300   \n",
+       "13              4,867                 3,582                  2,147   \n",
+       "14                310                   368                    115   \n",
+       "15              3,575                   441                  2,362   \n",
+       "16                766                   517                    426   \n",
+       "17                883                 1,062                    355   \n",
+       "18              1,403                   593                    739   \n",
+       "19                491                   782                    184   \n",
+       "20                 83                    11                     56   \n",
+       "21                735                   261                    466   \n",
+       "22              1,712                   292                  1,183   \n",
+       "23              3,666                 2,667                  1,708   \n",
+       "24                908                 3,471                    159   \n",
+       "25                595                   754                    225   \n",
+       "26                610                   764                    246   \n",
+       "27              3,455                 3,519                  1,615   \n",
+       "28              1,287                 1,800                    686   \n",
+       "29              3,507                   806                  2,226   \n",
+       "..                ...                   ...                    ...   \n",
+       "73                799                   687                    418   \n",
+       "74              1,199                   836                    680   \n",
+       "75              2,510                 2,128                  1,323   \n",
+       "76              3,549                 1,158                  1,995   \n",
+       "77              1,307                 2,957                    619   \n",
+       "78              1,497                 1,309                    561   \n",
+       "79              1,090                 2,469                    488   \n",
+       "80                487                   249                    297   \n",
+       "81                349                    85                    160   \n",
+       "82                660                 1,385                    324   \n",
+       "83              1,766                 1,573                  1,118   \n",
+       "84              1,071                 1,450                    495   \n",
+       "85              3,613                 2,886                  1,913   \n",
+       "86                152                   688                     45   \n",
+       "87              1,084                   703                    433   \n",
+       "88                968                 1,616                    394   \n",
+       "89                  0                     3                      0   \n",
+       "90              2,763                 1,272                  1,579   \n",
+       "91                671                   723                    331   \n",
+       "92                583                   489                    295   \n",
+       "93              4,551                 2,227                  2,304   \n",
+       "94                537                 5,567                     97   \n",
+       "95                835                   840                    376   \n",
+       "96              1,774                 2,238                    678   \n",
+       "97                  2                     0                      1   \n",
+       "98              1,488                   787                    766   \n",
+       "99              3,167                 2,432                  1,607   \n",
+       "100               769                   456                    433   \n",
+       "101             1,197                   830                    602   \n",
+       "102             1,155                 2,019                    511   \n",
+       "\n",
+       "    Percent of All Households: Families with Children   ...    75--84 85 Plus  \\\n",
+       "0                                              22.20%   ...     5.40%   3.00%   \n",
+       "1                                              37.00%   ...     2.80%   1.10%   \n",
+       "2                                              43.50%   ...     0.90%   0.30%   \n",
+       "3                                              34.60%   ...     3.60%   3.80%   \n",
+       "4                                              12.10%   ...     3.20%   2.50%   \n",
+       "5                                                 NaN   ...     0.00%   0.00%   \n",
+       "6                                              40.50%   ...     0.80%   0.20%   \n",
+       "7                                              18.20%   ...     1.70%   1.00%   \n",
+       "8                                              13.60%   ...     2.50%   1.40%   \n",
+       "9                                              26.00%   ...     1.60%   0.40%   \n",
+       "10                                             25.40%   ...     6.50%   3.30%   \n",
+       "11                                             20.80%   ...     2.90%   1.00%   \n",
+       "12                                             29.00%   ...     3.30%   1.50%   \n",
+       "13                                             25.40%   ...     2.50%   1.20%   \n",
+       "14                                             17.00%   ...     2.80%   1.60%   \n",
+       "15                                             58.80%   ...     1.50%   0.30%   \n",
+       "16                                             33.20%   ...     2.70%   0.80%   \n",
+       "17                                             18.30%   ...     6.00%   3.30%   \n",
+       "18                                             37.00%   ...     2.50%   0.60%   \n",
+       "19                                             14.50%   ...     2.80%   1.40%   \n",
+       "20                                             59.60%   ...     1.20%   0.30%   \n",
+       "21                                             46.80%   ...     2.10%   0.50%   \n",
+       "22                                             59.00%   ...     0.50%   0.10%   \n",
+       "23                                             27.00%   ...     1.70%   0.60%   \n",
+       "24                                              3.60%   ...     2.10%   0.90%   \n",
+       "25                                             16.70%   ...     5.30%   2.40%   \n",
+       "26                                             17.90%   ...     1.70%   0.80%   \n",
+       "27                                             23.20%   ...     2.70%   1.80%   \n",
+       "28                                             22.20%   ...     1.00%   0.30%   \n",
+       "29                                             51.60%   ...     1.00%   0.10%   \n",
+       "..                                                ...   ...       ...     ...   \n",
+       "73                                             28.10%   ...     4.30%   2.50%   \n",
+       "74                                             33.40%   ...     0.60%   0.20%   \n",
+       "75                                             28.50%   ...     1.00%   0.30%   \n",
+       "76                                             42.40%   ...     1.50%   0.30%   \n",
+       "77                                             14.50%   ...     1.50%   0.70%   \n",
+       "78                                             20.00%   ...     3.50%   1.10%   \n",
+       "79                                             13.70%   ...     1.60%   0.80%   \n",
+       "80                                             40.40%   ...     1.20%   0.30%   \n",
+       "81                                             36.90%   ...     3.80%   0.60%   \n",
+       "82                                             15.80%   ...     1.90%   0.60%   \n",
+       "83                                             33.50%   ...     1.20%   1.20%   \n",
+       "84                                             19.60%   ...     1.40%   0.30%   \n",
+       "85                                             29.40%   ...     1.30%   0.30%   \n",
+       "86                                              5.40%   ...     0.80%   0.20%   \n",
+       "87                                             24.20%   ...     3.80%   0.70%   \n",
+       "88                                             15.20%   ...     2.50%   1.70%   \n",
+       "89                                              0.00%   ...     0.00%   0.00%   \n",
+       "90                                             39.10%   ...     2.10%   1.00%   \n",
+       "91                                             23.70%   ...     1.50%   0.40%   \n",
+       "92                                             27.50%   ...     1.90%   0.60%   \n",
+       "93                                             34.00%   ...     2.00%   0.60%   \n",
+       "94                                              1.60%   ...     0.10%   0.10%   \n",
+       "95                                             22.40%   ...     7.50%   5.50%   \n",
+       "96                                             16.90%   ...     7.00%   2.70%   \n",
+       "97                                             50.00%   ...     0.00%   0.00%   \n",
+       "98                                             33.70%   ...     3.90%   2.20%   \n",
+       "99                                             28.70%   ...     2.90%   1.10%   \n",
+       "100                                            35.30%   ...     2.70%   1.40%   \n",
+       "101                                            29.70%   ...     3.40%   1.20%   \n",
+       "102                                            16.10%   ...     1.90%   1.10%   \n",
+       "\n",
+       "    Population Total units Occupied units Vacant units Percent owner occupied  \\\n",
+       "0        6,643       3,612          3,263          349                 64.10%   \n",
+       "1       28,473      11,507         10,904          603                 67.30%   \n",
+       "2       14,785       6,108          5,681          427                 60.50%   \n",
+       "3        5,147       2,195          2,076          119                 63.70%   \n",
+       "4        8,022       4,965          4,614          351                 31.40%   \n",
+       "5          179           2              0            2                    NaN   \n",
+       "6       23,000       7,947          7,362          585                 53.60%   \n",
+       "7        5,510       2,949          2,694          255                 40.40%   \n",
+       "8        7,513       4,401          4,127          274                 40.30%   \n",
+       "9       10,913       4,939          4,770          169                 58.40%   \n",
+       "10       7,655       3,606          3,409          197                 76.20%   \n",
+       "11       4,677       2,102          1,874          228                 37.50%   \n",
+       "12      10,522       4,891          4,490          401                 58.90%   \n",
+       "13      20,143       8,842          8,449          393                 59.00%   \n",
+       "14       1,777         765            678           87                 53.40%   \n",
+       "15      12,802       4,121          4,016          105                 94.80%   \n",
+       "16       3,546       1,390          1,283          107                 30.20%   \n",
+       "17       3,927       2,297          1,945          352                 61.30%   \n",
+       "18       5,161       2,223          1,996          227                 73.70%   \n",
+       "19       2,670       1,420          1,273          147                 37.20%   \n",
+       "20         326         103             94            9                 80.90%   \n",
+       "21       3,520       1,101            996          105                 47.80%   \n",
+       "22       7,526       2,148          2,004          144                 87.80%   \n",
+       "23      15,697       6,644          6,333          311                 57.70%   \n",
+       "24       7,635       5,670          4,379        1,291                 33.30%   \n",
+       "25       3,291       1,482          1,349          133                 41.10%   \n",
+       "26       3,104       1,446          1,374           72                 50.30%   \n",
+       "27      14,508       7,389          6,974          415                 40.80%   \n",
+       "28       6,226       3,339          3,087          252                 16.00%   \n",
+       "29      16,927       4,507          4,313          194                 45.00%   \n",
+       "..         ...         ...            ...          ...                    ...   \n",
+       "73       4,076       1,679          1,486          193                 42.50%   \n",
+       "74       5,139       2,212          2,035          177                 45.50%   \n",
+       "75      10,877       5,058          4,638          420                 43.10%   \n",
+       "76      13,243       4,870          4,707          163                 79.20%   \n",
+       "77       8,152       4,745          4,264          481                 18.70%   \n",
+       "78       6,453       2,971          2,806          165                 56.80%   \n",
+       "79       6,511       3,979          3,559          420                 34.60%   \n",
+       "80       2,290         813            736           77                 76.20%   \n",
+       "81       1,182         449            434           15                 93.30%   \n",
+       "82       5,322       2,214          2,045          169                 11.80%   \n",
+       "83       9,348       3,775          3,339          436                 11.40%   \n",
+       "84       5,746       2,695          2,521          174                 27.50%   \n",
+       "85      15,842       7,202          6,499          703                 45.70%   \n",
+       "86       1,707         926            840           86                  3.70%   \n",
+       "87       4,665       1,950          1,787          163                 57.50%   \n",
+       "88       5,302       2,809          2,584          225                 44.10%   \n",
+       "89       7,246           3              3            0                  0.00%   \n",
+       "90      10,163       4,114          4,035           79                 75.00%   \n",
+       "91       3,012       1,541          1,394          147                 21.40%   \n",
+       "92       2,674       1,201          1,072          129                 39.80%   \n",
+       "93      17,275       7,100          6,778          322                 70.30%   \n",
+       "94      16,408       6,471          6,104          367                  8.10%   \n",
+       "95       3,914       1,790          1,675          115                 38.20%   \n",
+       "96       7,626       4,353          4,012          341                 58.10%   \n",
+       "97           6           2              2            0                100.00%   \n",
+       "98       7,089       2,449          2,275          174                 51.60%   \n",
+       "99      15,086       6,528          5,599          929                 40.10%   \n",
+       "100      2,985       1,342          1,225          117                 77.80%   \n",
+       "101      5,339       2,257          2,027          230                 43.60%   \n",
+       "102      5,779       3,652          3,174          478                 47.60%   \n",
+       "\n",
+       "    Person per acre     Acres Zip Code  \n",
+       "0               5.1  1,303.50    78757  \n",
+       "1               5.0  5,706.40    78750  \n",
+       "2               3.2  4,641.40    78717  \n",
+       "3               2.2  2,318.10    78733  \n",
+       "4               3.9  2,038.10    78704  \n",
+       "5               0.0  4,744.80    78719  \n",
+       "6               2.7  8,431.80    78747  \n",
+       "7               7.1     773.3    78704  \n",
+       "8               7.4  1,013.70    78757  \n",
+       "9               5.7  1,920.30    78748  \n",
+       "10              3.4  2,247.30    78757  \n",
+       "11              7.5     624.8    78702  \n",
+       "12              5.2  2,025.50    78703  \n",
+       "13              7.1  2,854.40    78745  \n",
+       "14              9.8     180.5    78702  \n",
+       "15              4.0  3,232.80    78739  \n",
+       "16             10.0     356.3    78752  \n",
+       "17              6.0     652.8    78757  \n",
+       "18              1.2  4,245.50    78746  \n",
+       "19              8.5     315.2    78704  \n",
+       "20              0.0  6,866.50    78724  \n",
+       "21              1.0  3,568.60    78617  \n",
+       "22              1.7  4,415.70    78617  \n",
+       "23              6.2  2,531.90    78745  \n",
+       "24              6.8  1,117.20    78701  \n",
+       "25              7.6     430.8    78702  \n",
+       "26              4.0     771.9    78704  \n",
+       "27              2.9  5,042.20    78735  \n",
+       "28              1.3  4,980.60    78730  \n",
+       "29             11.8  1,428.50    78744  \n",
+       "..              ...       ...      ...  \n",
+       "73              7.1     572.2    78702  \n",
+       "74              2.4  2,124.40    78754  \n",
+       "75              4.3  2,551.60    78748  \n",
+       "76              4.0  3,278.90    78748  \n",
+       "77             10.5     777.7    78704  \n",
+       "78              7.2     892.3    78745  \n",
+       "79              8.9     733.2    78704  \n",
+       "80              1.3  1,790.10    78617  \n",
+       "81              0.6  2,066.80    78744  \n",
+       "82              7.4     719.6    78704  \n",
+       "83             11.7       798    78752  \n",
+       "84              9.4       611    78745  \n",
+       "85              3.6  4,380.50    78753  \n",
+       "86              5.5     311.3    78751  \n",
+       "87              6.4     726.4    78723  \n",
+       "88              7.4     719.7    78722  \n",
+       "89             16.4       443    78712  \n",
+       "90              5.7  1,780.30    78749  \n",
+       "91              1.6  1,903.90    78753  \n",
+       "92              7.1     377.1    78745  \n",
+       "93              2.0  8,559.20    78753  \n",
+       "94             35.0     468.7    78705  \n",
+       "95              7.2     540.2    78745  \n",
+       "96              6.2  1,230.60    78759  \n",
+       "97              0.0  1,923.20    78653  \n",
+       "98              9.0     790.5    78753  \n",
+       "99              9.8  1,532.30    78723  \n",
+       "100             5.5     545.6    78703  \n",
+       "101             8.6       621    78757  \n",
+       "102             7.7       747    78704  \n",
+       "\n",
+       "[103 rows x 32 columns]"
+      ]
+     },
+     "execution_count": 85,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hmad['Zip Code'] = hmad['Zip Code'].apply(int)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "result = tm.join(hmad, how='outer', on='Zip Code', lsuffix='_caller', rsuffix='_other')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "result = pd.merge(tm, hmad, on='Zip Code', how='left')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Neighborhood Reporting Area</th>\n",
+       "      <th>Total Population</th>\n",
+       "      <th>Total Households</th>\n",
+       "      <th>Population in Households</th>\n",
+       "      <th>Household Size</th>\n",
+       "      <th>Population in Group Quarters</th>\n",
+       "      <th>Family Households</th>\n",
+       "      <th>Non-Family Households</th>\n",
+       "      <th>Families with Children</th>\n",
+       "      <th>Percent of All Households: Families with Children</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Rental units affordable to average teacher</th>\n",
+       "      <th>Owner units affordable to average teacher</th>\n",
+       "      <th>Rental units affordable to average tech worker</th>\n",
+       "      <th>Owner units affordable to average tech worker</th>\n",
+       "      <th>Change in percentage of population below poverty, 2000-2012</th>\n",
+       "      <th>Change in median rent, 2000-2012</th>\n",
+       "      <th>Change in median home value, 2000-2012</th>\n",
+       "      <th>Percentage of homes within 1/4-mi of transit stop</th>\n",
+       "      <th>Average monthly transportation cost</th>\n",
+       "      <th>Percentage of housing and transportation costs that is transportation-related</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>ALLENDALE</td>\n",
+       "      <td>6,643</td>\n",
+       "      <td>3,263</td>\n",
+       "      <td>6,621</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1,650</td>\n",
+       "      <td>1,613</td>\n",
+       "      <td>723</td>\n",
+       "      <td>22.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>36.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>ANDERSON MILL</td>\n",
+       "      <td>28,473</td>\n",
+       "      <td>10,904</td>\n",
+       "      <td>28,368</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>105</td>\n",
+       "      <td>7,812</td>\n",
+       "      <td>3,092</td>\n",
+       "      <td>4,037</td>\n",
+       "      <td>37.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>104.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>747.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>AVERY RANCH--LAKELINE</td>\n",
+       "      <td>14,785</td>\n",
+       "      <td>5,681</td>\n",
+       "      <td>14,785</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3,878</td>\n",
+       "      <td>1,803</td>\n",
+       "      <td>2,472</td>\n",
+       "      <td>43.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>638.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>47.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>BARTON CREEK MALL</td>\n",
+       "      <td>5,147</td>\n",
+       "      <td>2,076</td>\n",
+       "      <td>5,099</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>48</td>\n",
+       "      <td>1,359</td>\n",
+       "      <td>717</td>\n",
+       "      <td>719</td>\n",
+       "      <td>34.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>BARTON HILLS</td>\n",
+       "      <td>8,022</td>\n",
+       "      <td>4,614</td>\n",
+       "      <td>7,890</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>132</td>\n",
+       "      <td>1,445</td>\n",
+       "      <td>3,169</td>\n",
+       "      <td>556</td>\n",
+       "      <td>12.10%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>BERGSTROM</td>\n",
+       "      <td>179</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>179</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>BLUFF SPRINGS</td>\n",
+       "      <td>23,000</td>\n",
+       "      <td>7,362</td>\n",
+       "      <td>23,000</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4,942</td>\n",
+       "      <td>2,420</td>\n",
+       "      <td>2,981</td>\n",
+       "      <td>40.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>BOULDIN</td>\n",
+       "      <td>5,510</td>\n",
+       "      <td>2,694</td>\n",
+       "      <td>5,468</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>42</td>\n",
+       "      <td>1,024</td>\n",
+       "      <td>1,670</td>\n",
+       "      <td>489</td>\n",
+       "      <td>18.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>BRENTWOOD</td>\n",
+       "      <td>7,513</td>\n",
+       "      <td>4,127</td>\n",
+       "      <td>7,469</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>44</td>\n",
+       "      <td>1,467</td>\n",
+       "      <td>2,660</td>\n",
+       "      <td>562</td>\n",
+       "      <td>13.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>36.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>BRODIE LANE</td>\n",
+       "      <td>10,913</td>\n",
+       "      <td>4,770</td>\n",
+       "      <td>10,884</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>29</td>\n",
+       "      <td>2,646</td>\n",
+       "      <td>2,124</td>\n",
+       "      <td>1,239</td>\n",
+       "      <td>26.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>260.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>747.0</td>\n",
+       "      <td>44.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>BULL CREEK</td>\n",
+       "      <td>7,655</td>\n",
+       "      <td>3,409</td>\n",
+       "      <td>7,574</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>81</td>\n",
+       "      <td>2,155</td>\n",
+       "      <td>1,254</td>\n",
+       "      <td>867</td>\n",
+       "      <td>25.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>36.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>CENTRAL EAST AUSTIN</td>\n",
+       "      <td>4,677</td>\n",
+       "      <td>1,874</td>\n",
+       "      <td>4,421</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>256</td>\n",
+       "      <td>819</td>\n",
+       "      <td>1,055</td>\n",
+       "      <td>389</td>\n",
+       "      <td>20.80%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>39.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>CENTRAL WEST AUSTIN</td>\n",
+       "      <td>10,522</td>\n",
+       "      <td>4,490</td>\n",
+       "      <td>10,139</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>383</td>\n",
+       "      <td>2,501</td>\n",
+       "      <td>1,989</td>\n",
+       "      <td>1,300</td>\n",
+       "      <td>29.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>104.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>25.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>CHERRY CREEK</td>\n",
+       "      <td>20,143</td>\n",
+       "      <td>8,449</td>\n",
+       "      <td>20,000</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>143</td>\n",
+       "      <td>4,867</td>\n",
+       "      <td>3,582</td>\n",
+       "      <td>2,147</td>\n",
+       "      <td>25.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>668.0</td>\n",
+       "      <td>35.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>CHESTNUT</td>\n",
+       "      <td>1,777</td>\n",
+       "      <td>678</td>\n",
+       "      <td>1,647</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>130</td>\n",
+       "      <td>310</td>\n",
+       "      <td>368</td>\n",
+       "      <td>115</td>\n",
+       "      <td>17.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>39.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>CIRCLE C SOUTH</td>\n",
+       "      <td>12,802</td>\n",
+       "      <td>4,016</td>\n",
+       "      <td>12,802</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3,575</td>\n",
+       "      <td>441</td>\n",
+       "      <td>2,362</td>\n",
+       "      <td>58.80%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>786.0</td>\n",
+       "      <td>34.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>CORONADO HILLS</td>\n",
+       "      <td>3,546</td>\n",
+       "      <td>1,283</td>\n",
+       "      <td>3,544</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>766</td>\n",
+       "      <td>517</td>\n",
+       "      <td>426</td>\n",
+       "      <td>33.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>37.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>CRESTVIEW</td>\n",
+       "      <td>3,927</td>\n",
+       "      <td>1,945</td>\n",
+       "      <td>3,786</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>141</td>\n",
+       "      <td>883</td>\n",
+       "      <td>1,062</td>\n",
+       "      <td>355</td>\n",
+       "      <td>18.30%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>36.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>DAVENPORT--LAKE AUSTIN</td>\n",
+       "      <td>5,161</td>\n",
+       "      <td>1,996</td>\n",
+       "      <td>5,104</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>57</td>\n",
+       "      <td>1,403</td>\n",
+       "      <td>593</td>\n",
+       "      <td>739</td>\n",
+       "      <td>37.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>94.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>786.0</td>\n",
+       "      <td>29.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>DAWSON</td>\n",
+       "      <td>2,670</td>\n",
+       "      <td>1,273</td>\n",
+       "      <td>2,670</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>491</td>\n",
+       "      <td>782</td>\n",
+       "      <td>184</td>\n",
+       "      <td>14.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>DECKER LAKE</td>\n",
+       "      <td>326</td>\n",
+       "      <td>94</td>\n",
+       "      <td>326</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>83</td>\n",
+       "      <td>11</td>\n",
+       "      <td>56</td>\n",
+       "      <td>59.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>208.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>786.0</td>\n",
+       "      <td>40.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>DEL VALLE</td>\n",
+       "      <td>3,520</td>\n",
+       "      <td>996</td>\n",
+       "      <td>3,520</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>735</td>\n",
+       "      <td>261</td>\n",
+       "      <td>466</td>\n",
+       "      <td>46.80%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>101.0</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>865.0</td>\n",
+       "      <td>42.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>DEL VALLE EAST</td>\n",
+       "      <td>7,526</td>\n",
+       "      <td>2,004</td>\n",
+       "      <td>7,526</td>\n",
+       "      <td>3.8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1,712</td>\n",
+       "      <td>292</td>\n",
+       "      <td>1,183</td>\n",
+       "      <td>59.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>101.0</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>865.0</td>\n",
+       "      <td>42.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>DITTMAR--SLAUGHTER</td>\n",
+       "      <td>15,697</td>\n",
+       "      <td>6,333</td>\n",
+       "      <td>15,606</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>91</td>\n",
+       "      <td>3,666</td>\n",
+       "      <td>2,667</td>\n",
+       "      <td>1,708</td>\n",
+       "      <td>27.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>668.0</td>\n",
+       "      <td>35.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>DOWNTOWN</td>\n",
+       "      <td>7,635</td>\n",
+       "      <td>4,379</td>\n",
+       "      <td>6,357</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>1,278</td>\n",
+       "      <td>908</td>\n",
+       "      <td>3,471</td>\n",
+       "      <td>159</td>\n",
+       "      <td>3.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>115.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>433.0</td>\n",
+       "      <td>23.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>EAST CESAR CHAVEZ</td>\n",
+       "      <td>3,291</td>\n",
+       "      <td>1,349</td>\n",
+       "      <td>3,083</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>208</td>\n",
+       "      <td>595</td>\n",
+       "      <td>754</td>\n",
+       "      <td>225</td>\n",
+       "      <td>16.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>39.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>EAST CONGRESS</td>\n",
+       "      <td>3,104</td>\n",
+       "      <td>1,374</td>\n",
+       "      <td>3,100</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>610</td>\n",
+       "      <td>764</td>\n",
+       "      <td>246</td>\n",
+       "      <td>17.90%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>EAST OAK HILL</td>\n",
+       "      <td>14,508</td>\n",
+       "      <td>6,974</td>\n",
+       "      <td>14,398</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>110</td>\n",
+       "      <td>3,455</td>\n",
+       "      <td>3,519</td>\n",
+       "      <td>1,615</td>\n",
+       "      <td>23.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>747.0</td>\n",
+       "      <td>38.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>FOUR POINTS</td>\n",
+       "      <td>6,226</td>\n",
+       "      <td>3,087</td>\n",
+       "      <td>6,017</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>209</td>\n",
+       "      <td>1,287</td>\n",
+       "      <td>1,800</td>\n",
+       "      <td>686</td>\n",
+       "      <td>22.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>283.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>786.0</td>\n",
+       "      <td>34.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>FRANKLIN PARK</td>\n",
+       "      <td>16,927</td>\n",
+       "      <td>4,313</td>\n",
+       "      <td>16,914</td>\n",
+       "      <td>3.9</td>\n",
+       "      <td>13</td>\n",
+       "      <td>3,507</td>\n",
+       "      <td>806</td>\n",
+       "      <td>2,226</td>\n",
+       "      <td>51.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>81.0</td>\n",
+       "      <td>87.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>40.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>73</th>\n",
+       "      <td>ROSEWOOD</td>\n",
+       "      <td>4,076</td>\n",
+       "      <td>1,486</td>\n",
+       "      <td>3,892</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>184</td>\n",
+       "      <td>799</td>\n",
+       "      <td>687</td>\n",
+       "      <td>418</td>\n",
+       "      <td>28.10%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>39.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74</th>\n",
+       "      <td>SAMSUNG--PIONEER CROSSING</td>\n",
+       "      <td>5,139</td>\n",
+       "      <td>2,035</td>\n",
+       "      <td>5,139</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1,199</td>\n",
+       "      <td>836</td>\n",
+       "      <td>680</td>\n",
+       "      <td>33.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>286.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>41.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75</th>\n",
+       "      <td>SLAUGHTER CREEK</td>\n",
+       "      <td>10,877</td>\n",
+       "      <td>4,638</td>\n",
+       "      <td>10,861</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>16</td>\n",
+       "      <td>2,510</td>\n",
+       "      <td>2,128</td>\n",
+       "      <td>1,323</td>\n",
+       "      <td>28.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>260.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>747.0</td>\n",
+       "      <td>44.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>SOUTH BRODIE</td>\n",
+       "      <td>13,243</td>\n",
+       "      <td>4,707</td>\n",
+       "      <td>13,223</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>20</td>\n",
+       "      <td>3,549</td>\n",
+       "      <td>1,158</td>\n",
+       "      <td>1,995</td>\n",
+       "      <td>42.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>260.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>747.0</td>\n",
+       "      <td>44.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>SOUTH LAMAR</td>\n",
+       "      <td>8,152</td>\n",
+       "      <td>4,264</td>\n",
+       "      <td>8,053</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>99</td>\n",
+       "      <td>1,307</td>\n",
+       "      <td>2,957</td>\n",
+       "      <td>619</td>\n",
+       "      <td>14.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>SOUTH MANCHACA</td>\n",
+       "      <td>6,453</td>\n",
+       "      <td>2,806</td>\n",
+       "      <td>6,443</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1,497</td>\n",
+       "      <td>1,309</td>\n",
+       "      <td>561</td>\n",
+       "      <td>20.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>668.0</td>\n",
+       "      <td>35.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>SOUTH RIVER CITY</td>\n",
+       "      <td>6,511</td>\n",
+       "      <td>3,559</td>\n",
+       "      <td>6,384</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>127</td>\n",
+       "      <td>1,090</td>\n",
+       "      <td>2,469</td>\n",
+       "      <td>488</td>\n",
+       "      <td>13.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80</th>\n",
+       "      <td>SOUTHEAST</td>\n",
+       "      <td>2,290</td>\n",
+       "      <td>736</td>\n",
+       "      <td>2,290</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>487</td>\n",
+       "      <td>249</td>\n",
+       "      <td>297</td>\n",
+       "      <td>40.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>101.0</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>865.0</td>\n",
+       "      <td>42.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>81</th>\n",
+       "      <td>SPICEWOOD</td>\n",
+       "      <td>1,182</td>\n",
+       "      <td>434</td>\n",
+       "      <td>1,182</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>349</td>\n",
+       "      <td>85</td>\n",
+       "      <td>160</td>\n",
+       "      <td>36.90%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>81.0</td>\n",
+       "      <td>87.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>40.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82</th>\n",
+       "      <td>ST. EDWARDS</td>\n",
+       "      <td>5,322</td>\n",
+       "      <td>2,045</td>\n",
+       "      <td>4,181</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1,141</td>\n",
+       "      <td>660</td>\n",
+       "      <td>1,385</td>\n",
+       "      <td>324</td>\n",
+       "      <td>15.80%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>83</th>\n",
+       "      <td>ST. JOHN</td>\n",
+       "      <td>9,348</td>\n",
+       "      <td>3,339</td>\n",
+       "      <td>9,308</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>40</td>\n",
+       "      <td>1,766</td>\n",
+       "      <td>1,573</td>\n",
+       "      <td>1,118</td>\n",
+       "      <td>33.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>37.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>SWEET BRIAR</td>\n",
+       "      <td>5,746</td>\n",
+       "      <td>2,521</td>\n",
+       "      <td>5,740</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1,071</td>\n",
+       "      <td>1,450</td>\n",
+       "      <td>495</td>\n",
+       "      <td>19.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>668.0</td>\n",
+       "      <td>35.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>TECH RIDGE</td>\n",
+       "      <td>15,842</td>\n",
+       "      <td>6,499</td>\n",
+       "      <td>15,832</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>3,613</td>\n",
+       "      <td>2,886</td>\n",
+       "      <td>1,913</td>\n",
+       "      <td>29.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>128.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>44.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>TRIANGLE-STATE</td>\n",
+       "      <td>1,707</td>\n",
+       "      <td>840</td>\n",
+       "      <td>1,460</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>247</td>\n",
+       "      <td>152</td>\n",
+       "      <td>688</td>\n",
+       "      <td>45</td>\n",
+       "      <td>5.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>550.0</td>\n",
+       "      <td>40.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>UNIVERSITY HILLS</td>\n",
+       "      <td>4,665</td>\n",
+       "      <td>1,787</td>\n",
+       "      <td>4,643</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1,084</td>\n",
+       "      <td>703</td>\n",
+       "      <td>433</td>\n",
+       "      <td>24.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>107.0</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>668.0</td>\n",
+       "      <td>43.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88</th>\n",
+       "      <td>UPPER BOGGY CREEK</td>\n",
+       "      <td>5,302</td>\n",
+       "      <td>2,584</td>\n",
+       "      <td>5,299</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>968</td>\n",
+       "      <td>1,616</td>\n",
+       "      <td>394</td>\n",
+       "      <td>15.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>127.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>UT</td>\n",
+       "      <td>7,246</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>7,240</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>90</th>\n",
+       "      <td>VILLAGE AT WESTERN OAKS</td>\n",
+       "      <td>10,163</td>\n",
+       "      <td>4,035</td>\n",
+       "      <td>10,163</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2,763</td>\n",
+       "      <td>1,272</td>\n",
+       "      <td>1,579</td>\n",
+       "      <td>39.10%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>171.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>40.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>WALNUT CREEK--PIONEER HILL</td>\n",
+       "      <td>3,012</td>\n",
+       "      <td>1,394</td>\n",
+       "      <td>3,006</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>671</td>\n",
+       "      <td>723</td>\n",
+       "      <td>331</td>\n",
+       "      <td>23.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>128.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>44.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>WEST CONGRESS</td>\n",
+       "      <td>2,674</td>\n",
+       "      <td>1,072</td>\n",
+       "      <td>2,674</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>583</td>\n",
+       "      <td>489</td>\n",
+       "      <td>295</td>\n",
+       "      <td>27.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>668.0</td>\n",
+       "      <td>35.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>WEST OAK HILL</td>\n",
+       "      <td>17,275</td>\n",
+       "      <td>6,778</td>\n",
+       "      <td>17,257</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>4,551</td>\n",
+       "      <td>2,227</td>\n",
+       "      <td>2,304</td>\n",
+       "      <td>34.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>128.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>44.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>WEST UNIVERSITY</td>\n",
+       "      <td>16,408</td>\n",
+       "      <td>6,104</td>\n",
+       "      <td>12,492</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3,916</td>\n",
+       "      <td>537</td>\n",
+       "      <td>5,567</td>\n",
+       "      <td>97</td>\n",
+       "      <td>1.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>94.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>511.0</td>\n",
+       "      <td>30.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>WESTGATE</td>\n",
+       "      <td>3,914</td>\n",
+       "      <td>1,675</td>\n",
+       "      <td>3,765</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>149</td>\n",
+       "      <td>835</td>\n",
+       "      <td>840</td>\n",
+       "      <td>376</td>\n",
+       "      <td>22.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>668.0</td>\n",
+       "      <td>35.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>WESTOVER HILLS</td>\n",
+       "      <td>7,626</td>\n",
+       "      <td>4,012</td>\n",
+       "      <td>7,616</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1,774</td>\n",
+       "      <td>2,238</td>\n",
+       "      <td>678</td>\n",
+       "      <td>16.90%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>40.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>WHISPER VALLEY</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>50.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>WINDSOR HILLS</td>\n",
+       "      <td>7,089</td>\n",
+       "      <td>2,275</td>\n",
+       "      <td>6,908</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>181</td>\n",
+       "      <td>1,488</td>\n",
+       "      <td>787</td>\n",
+       "      <td>766</td>\n",
+       "      <td>33.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>128.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>44.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>WINDSOR PARK</td>\n",
+       "      <td>15,086</td>\n",
+       "      <td>5,599</td>\n",
+       "      <td>15,007</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>79</td>\n",
+       "      <td>3,167</td>\n",
+       "      <td>2,432</td>\n",
+       "      <td>1,607</td>\n",
+       "      <td>28.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>107.0</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>668.0</td>\n",
+       "      <td>43.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>100</th>\n",
+       "      <td>WINDSOR ROAD</td>\n",
+       "      <td>2,985</td>\n",
+       "      <td>1,225</td>\n",
+       "      <td>2,968</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>769</td>\n",
+       "      <td>456</td>\n",
+       "      <td>433</td>\n",
+       "      <td>35.30%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>104.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>25.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>101</th>\n",
+       "      <td>WOOTEN</td>\n",
+       "      <td>5,339</td>\n",
+       "      <td>2,027</td>\n",
+       "      <td>5,331</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1,197</td>\n",
+       "      <td>830</td>\n",
+       "      <td>602</td>\n",
+       "      <td>29.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>36.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>102</th>\n",
+       "      <td>ZILKER</td>\n",
+       "      <td>5,779</td>\n",
+       "      <td>3,174</td>\n",
+       "      <td>5,728</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>51</td>\n",
+       "      <td>1,155</td>\n",
+       "      <td>2,019</td>\n",
+       "      <td>511</td>\n",
+       "      <td>16.10%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>103 rows × 61 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Neighborhood Reporting Area Total Population Total Households  \\\n",
+       "0                     ALLENDALE            6,643            3,263   \n",
+       "1                 ANDERSON MILL           28,473           10,904   \n",
+       "2         AVERY RANCH--LAKELINE           14,785            5,681   \n",
+       "3             BARTON CREEK MALL            5,147            2,076   \n",
+       "4                  BARTON HILLS            8,022            4,614   \n",
+       "5                     BERGSTROM              179                0   \n",
+       "6                 BLUFF SPRINGS           23,000            7,362   \n",
+       "7                       BOULDIN            5,510            2,694   \n",
+       "8                     BRENTWOOD            7,513            4,127   \n",
+       "9                   BRODIE LANE           10,913            4,770   \n",
+       "10                   BULL CREEK            7,655            3,409   \n",
+       "11          CENTRAL EAST AUSTIN            4,677            1,874   \n",
+       "12          CENTRAL WEST AUSTIN           10,522            4,490   \n",
+       "13                 CHERRY CREEK           20,143            8,449   \n",
+       "14                     CHESTNUT            1,777              678   \n",
+       "15               CIRCLE C SOUTH           12,802            4,016   \n",
+       "16               CORONADO HILLS            3,546            1,283   \n",
+       "17                    CRESTVIEW            3,927            1,945   \n",
+       "18       DAVENPORT--LAKE AUSTIN            5,161            1,996   \n",
+       "19                       DAWSON            2,670            1,273   \n",
+       "20                  DECKER LAKE              326               94   \n",
+       "21                    DEL VALLE            3,520              996   \n",
+       "22               DEL VALLE EAST            7,526            2,004   \n",
+       "23           DITTMAR--SLAUGHTER           15,697            6,333   \n",
+       "24                     DOWNTOWN            7,635            4,379   \n",
+       "25            EAST CESAR CHAVEZ            3,291            1,349   \n",
+       "26                EAST CONGRESS            3,104            1,374   \n",
+       "27                EAST OAK HILL           14,508            6,974   \n",
+       "28                  FOUR POINTS            6,226            3,087   \n",
+       "29                FRANKLIN PARK           16,927            4,313   \n",
+       "..                          ...              ...              ...   \n",
+       "73                     ROSEWOOD            4,076            1,486   \n",
+       "74    SAMSUNG--PIONEER CROSSING            5,139            2,035   \n",
+       "75              SLAUGHTER CREEK           10,877            4,638   \n",
+       "76                 SOUTH BRODIE           13,243            4,707   \n",
+       "77                  SOUTH LAMAR            8,152            4,264   \n",
+       "78               SOUTH MANCHACA            6,453            2,806   \n",
+       "79             SOUTH RIVER CITY            6,511            3,559   \n",
+       "80                    SOUTHEAST            2,290              736   \n",
+       "81                    SPICEWOOD            1,182              434   \n",
+       "82                  ST. EDWARDS            5,322            2,045   \n",
+       "83                     ST. JOHN            9,348            3,339   \n",
+       "84                  SWEET BRIAR            5,746            2,521   \n",
+       "85                   TECH RIDGE           15,842            6,499   \n",
+       "86               TRIANGLE-STATE            1,707              840   \n",
+       "87             UNIVERSITY HILLS            4,665            1,787   \n",
+       "88            UPPER BOGGY CREEK            5,302            2,584   \n",
+       "89                           UT            7,246                3   \n",
+       "90      VILLAGE AT WESTERN OAKS           10,163            4,035   \n",
+       "91   WALNUT CREEK--PIONEER HILL            3,012            1,394   \n",
+       "92                WEST CONGRESS            2,674            1,072   \n",
+       "93                WEST OAK HILL           17,275            6,778   \n",
+       "94              WEST UNIVERSITY           16,408            6,104   \n",
+       "95                     WESTGATE            3,914            1,675   \n",
+       "96               WESTOVER HILLS            7,626            4,012   \n",
+       "97               WHISPER VALLEY                6                2   \n",
+       "98                WINDSOR HILLS            7,089            2,275   \n",
+       "99                 WINDSOR PARK           15,086            5,599   \n",
+       "100                WINDSOR ROAD            2,985            1,225   \n",
+       "101                      WOOTEN            5,339            2,027   \n",
+       "102                      ZILKER            5,779            3,174   \n",
+       "\n",
+       "    Population in Households  Household Size Population in Group Quarters  \\\n",
+       "0                      6,621             2.0                           22   \n",
+       "1                     28,368             2.6                          105   \n",
+       "2                     14,785             2.6                            0   \n",
+       "3                      5,099             2.5                           48   \n",
+       "4                      7,890             1.7                          132   \n",
+       "5                          0             NaN                          179   \n",
+       "6                     23,000             3.1                            0   \n",
+       "7                      5,468             2.0                           42   \n",
+       "8                      7,469             1.8                           44   \n",
+       "9                     10,884             2.3                           29   \n",
+       "10                     7,574             2.2                           81   \n",
+       "11                     4,421             2.4                          256   \n",
+       "12                    10,139             2.3                          383   \n",
+       "13                    20,000             2.4                          143   \n",
+       "14                     1,647             2.4                          130   \n",
+       "15                    12,802             3.2                            0   \n",
+       "16                     3,544             2.8                            2   \n",
+       "17                     3,786             1.9                          141   \n",
+       "18                     5,104             2.6                           57   \n",
+       "19                     2,670             2.1                            0   \n",
+       "20                       326             3.5                            0   \n",
+       "21                     3,520             3.5                            0   \n",
+       "22                     7,526             3.8                            0   \n",
+       "23                    15,606             2.5                           91   \n",
+       "24                     6,357             1.5                        1,278   \n",
+       "25                     3,083             2.3                          208   \n",
+       "26                     3,100             2.3                            4   \n",
+       "27                    14,398             2.1                          110   \n",
+       "28                     6,017             1.9                          209   \n",
+       "29                    16,914             3.9                           13   \n",
+       "..                       ...             ...                          ...   \n",
+       "73                     3,892             2.6                          184   \n",
+       "74                     5,139             2.5                            0   \n",
+       "75                    10,861             2.3                           16   \n",
+       "76                    13,223             2.8                           20   \n",
+       "77                     8,053             1.9                           99   \n",
+       "78                     6,443             2.3                           10   \n",
+       "79                     6,384             1.8                          127   \n",
+       "80                     2,290             3.1                            0   \n",
+       "81                     1,182             2.7                            0   \n",
+       "82                     4,181             2.0                        1,141   \n",
+       "83                     9,308             2.8                           40   \n",
+       "84                     5,740             2.3                            6   \n",
+       "85                    15,832             2.4                           10   \n",
+       "86                     1,460             1.7                          247   \n",
+       "87                     4,643             2.6                           22   \n",
+       "88                     5,299             2.1                            3   \n",
+       "89                         6             2.0                        7,240   \n",
+       "90                    10,163             2.5                            0   \n",
+       "91                     3,006             2.2                            6   \n",
+       "92                     2,674             2.5                            0   \n",
+       "93                    17,257             2.5                           18   \n",
+       "94                    12,492             2.0                        3,916   \n",
+       "95                     3,765             2.2                          149   \n",
+       "96                     7,616             1.9                           10   \n",
+       "97                         6             3.0                            0   \n",
+       "98                     6,908             3.0                          181   \n",
+       "99                    15,007             2.7                           79   \n",
+       "100                    2,968             2.4                           17   \n",
+       "101                    5,331             2.6                            8   \n",
+       "102                    5,728             1.8                           51   \n",
+       "\n",
+       "    Family Households Non-Family Households Families with Children  \\\n",
+       "0               1,650                 1,613                    723   \n",
+       "1               7,812                 3,092                  4,037   \n",
+       "2               3,878                 1,803                  2,472   \n",
+       "3               1,359                   717                    719   \n",
+       "4               1,445                 3,169                    556   \n",
+       "5                   0                     0                      0   \n",
+       "6               4,942                 2,420                  2,981   \n",
+       "7               1,024                 1,670                    489   \n",
+       "8               1,467                 2,660                    562   \n",
+       "9               2,646                 2,124                  1,239   \n",
+       "10              2,155                 1,254                    867   \n",
+       "11                819                 1,055                    389   \n",
+       "12              2,501                 1,989                  1,300   \n",
+       "13              4,867                 3,582                  2,147   \n",
+       "14                310                   368                    115   \n",
+       "15              3,575                   441                  2,362   \n",
+       "16                766                   517                    426   \n",
+       "17                883                 1,062                    355   \n",
+       "18              1,403                   593                    739   \n",
+       "19                491                   782                    184   \n",
+       "20                 83                    11                     56   \n",
+       "21                735                   261                    466   \n",
+       "22              1,712                   292                  1,183   \n",
+       "23              3,666                 2,667                  1,708   \n",
+       "24                908                 3,471                    159   \n",
+       "25                595                   754                    225   \n",
+       "26                610                   764                    246   \n",
+       "27              3,455                 3,519                  1,615   \n",
+       "28              1,287                 1,800                    686   \n",
+       "29              3,507                   806                  2,226   \n",
+       "..                ...                   ...                    ...   \n",
+       "73                799                   687                    418   \n",
+       "74              1,199                   836                    680   \n",
+       "75              2,510                 2,128                  1,323   \n",
+       "76              3,549                 1,158                  1,995   \n",
+       "77              1,307                 2,957                    619   \n",
+       "78              1,497                 1,309                    561   \n",
+       "79              1,090                 2,469                    488   \n",
+       "80                487                   249                    297   \n",
+       "81                349                    85                    160   \n",
+       "82                660                 1,385                    324   \n",
+       "83              1,766                 1,573                  1,118   \n",
+       "84              1,071                 1,450                    495   \n",
+       "85              3,613                 2,886                  1,913   \n",
+       "86                152                   688                     45   \n",
+       "87              1,084                   703                    433   \n",
+       "88                968                 1,616                    394   \n",
+       "89                  0                     3                      0   \n",
+       "90              2,763                 1,272                  1,579   \n",
+       "91                671                   723                    331   \n",
+       "92                583                   489                    295   \n",
+       "93              4,551                 2,227                  2,304   \n",
+       "94                537                 5,567                     97   \n",
+       "95                835                   840                    376   \n",
+       "96              1,774                 2,238                    678   \n",
+       "97                  2                     0                      1   \n",
+       "98              1,488                   787                    766   \n",
+       "99              3,167                 2,432                  1,607   \n",
+       "100               769                   456                    433   \n",
+       "101             1,197                   830                    602   \n",
+       "102             1,155                 2,019                    511   \n",
+       "\n",
+       "    Percent of All Households: Families with Children  \\\n",
+       "0                                              22.20%   \n",
+       "1                                              37.00%   \n",
+       "2                                              43.50%   \n",
+       "3                                              34.60%   \n",
+       "4                                              12.10%   \n",
+       "5                                                 NaN   \n",
+       "6                                              40.50%   \n",
+       "7                                              18.20%   \n",
+       "8                                              13.60%   \n",
+       "9                                              26.00%   \n",
+       "10                                             25.40%   \n",
+       "11                                             20.80%   \n",
+       "12                                             29.00%   \n",
+       "13                                             25.40%   \n",
+       "14                                             17.00%   \n",
+       "15                                             58.80%   \n",
+       "16                                             33.20%   \n",
+       "17                                             18.30%   \n",
+       "18                                             37.00%   \n",
+       "19                                             14.50%   \n",
+       "20                                             59.60%   \n",
+       "21                                             46.80%   \n",
+       "22                                             59.00%   \n",
+       "23                                             27.00%   \n",
+       "24                                              3.60%   \n",
+       "25                                             16.70%   \n",
+       "26                                             17.90%   \n",
+       "27                                             23.20%   \n",
+       "28                                             22.20%   \n",
+       "29                                             51.60%   \n",
+       "..                                                ...   \n",
+       "73                                             28.10%   \n",
+       "74                                             33.40%   \n",
+       "75                                             28.50%   \n",
+       "76                                             42.40%   \n",
+       "77                                             14.50%   \n",
+       "78                                             20.00%   \n",
+       "79                                             13.70%   \n",
+       "80                                             40.40%   \n",
+       "81                                             36.90%   \n",
+       "82                                             15.80%   \n",
+       "83                                             33.50%   \n",
+       "84                                             19.60%   \n",
+       "85                                             29.40%   \n",
+       "86                                              5.40%   \n",
+       "87                                             24.20%   \n",
+       "88                                             15.20%   \n",
+       "89                                              0.00%   \n",
+       "90                                             39.10%   \n",
+       "91                                             23.70%   \n",
+       "92                                             27.50%   \n",
+       "93                                             34.00%   \n",
+       "94                                              1.60%   \n",
+       "95                                             22.40%   \n",
+       "96                                             16.90%   \n",
+       "97                                             50.00%   \n",
+       "98                                             33.70%   \n",
+       "99                                             28.70%   \n",
+       "100                                            35.30%   \n",
+       "101                                            29.70%   \n",
+       "102                                            16.10%   \n",
+       "\n",
+       "                                         ...                                       \\\n",
+       "0                                        ...                                        \n",
+       "1                                        ...                                        \n",
+       "2                                        ...                                        \n",
+       "3                                        ...                                        \n",
+       "4                                        ...                                        \n",
+       "5                                        ...                                        \n",
+       "6                                        ...                                        \n",
+       "7                                        ...                                        \n",
+       "8                                        ...                                        \n",
+       "9                                        ...                                        \n",
+       "10                                       ...                                        \n",
+       "11                                       ...                                        \n",
+       "12                                       ...                                        \n",
+       "13                                       ...                                        \n",
+       "14                                       ...                                        \n",
+       "15                                       ...                                        \n",
+       "16                                       ...                                        \n",
+       "17                                       ...                                        \n",
+       "18                                       ...                                        \n",
+       "19                                       ...                                        \n",
+       "20                                       ...                                        \n",
+       "21                                       ...                                        \n",
+       "22                                       ...                                        \n",
+       "23                                       ...                                        \n",
+       "24                                       ...                                        \n",
+       "25                                       ...                                        \n",
+       "26                                       ...                                        \n",
+       "27                                       ...                                        \n",
+       "28                                       ...                                        \n",
+       "29                                       ...                                        \n",
+       "..                                       ...                                        \n",
+       "73                                       ...                                        \n",
+       "74                                       ...                                        \n",
+       "75                                       ...                                        \n",
+       "76                                       ...                                        \n",
+       "77                                       ...                                        \n",
+       "78                                       ...                                        \n",
+       "79                                       ...                                        \n",
+       "80                                       ...                                        \n",
+       "81                                       ...                                        \n",
+       "82                                       ...                                        \n",
+       "83                                       ...                                        \n",
+       "84                                       ...                                        \n",
+       "85                                       ...                                        \n",
+       "86                                       ...                                        \n",
+       "87                                       ...                                        \n",
+       "88                                       ...                                        \n",
+       "89                                       ...                                        \n",
+       "90                                       ...                                        \n",
+       "91                                       ...                                        \n",
+       "92                                       ...                                        \n",
+       "93                                       ...                                        \n",
+       "94                                       ...                                        \n",
+       "95                                       ...                                        \n",
+       "96                                       ...                                        \n",
+       "97                                       ...                                        \n",
+       "98                                       ...                                        \n",
+       "99                                       ...                                        \n",
+       "100                                      ...                                        \n",
+       "101                                      ...                                        \n",
+       "102                                      ...                                        \n",
+       "\n",
+       "    Rental units affordable to average teacher  \\\n",
+       "0                                         75.0   \n",
+       "1                                         70.0   \n",
+       "2                                         70.0   \n",
+       "3                                          NaN   \n",
+       "4                                         76.0   \n",
+       "5                                          NaN   \n",
+       "6                                          NaN   \n",
+       "7                                         76.0   \n",
+       "8                                         75.0   \n",
+       "9                                         63.0   \n",
+       "10                                        75.0   \n",
+       "11                                        80.0   \n",
+       "12                                        51.0   \n",
+       "13                                        72.0   \n",
+       "14                                        80.0   \n",
+       "15                                         8.0   \n",
+       "16                                        92.0   \n",
+       "17                                        75.0   \n",
+       "18                                        48.0   \n",
+       "19                                        76.0   \n",
+       "20                                        78.0   \n",
+       "21                                        63.0   \n",
+       "22                                        63.0   \n",
+       "23                                        72.0   \n",
+       "24                                        29.0   \n",
+       "25                                        80.0   \n",
+       "26                                        76.0   \n",
+       "27                                        62.0   \n",
+       "28                                        64.0   \n",
+       "29                                        81.0   \n",
+       "..                                         ...   \n",
+       "73                                        80.0   \n",
+       "74                                        74.0   \n",
+       "75                                        63.0   \n",
+       "76                                        63.0   \n",
+       "77                                        76.0   \n",
+       "78                                        72.0   \n",
+       "79                                        76.0   \n",
+       "80                                        63.0   \n",
+       "81                                        81.0   \n",
+       "82                                        76.0   \n",
+       "83                                        92.0   \n",
+       "84                                        72.0   \n",
+       "85                                        89.0   \n",
+       "86                                        68.0   \n",
+       "87                                        82.0   \n",
+       "88                                        65.0   \n",
+       "89                                         NaN   \n",
+       "90                                        57.0   \n",
+       "91                                        89.0   \n",
+       "92                                        72.0   \n",
+       "93                                        89.0   \n",
+       "94                                        57.0   \n",
+       "95                                        72.0   \n",
+       "96                                        75.0   \n",
+       "97                                         NaN   \n",
+       "98                                        89.0   \n",
+       "99                                        82.0   \n",
+       "100                                       51.0   \n",
+       "101                                       75.0   \n",
+       "102                                       76.0   \n",
+       "\n",
+       "    Owner units affordable to average teacher  \\\n",
+       "0                                        21.0   \n",
+       "1                                        15.0   \n",
+       "2                                         6.0   \n",
+       "3                                         NaN   \n",
+       "4                                        13.0   \n",
+       "5                                         NaN   \n",
+       "6                                         NaN   \n",
+       "7                                        13.0   \n",
+       "8                                        21.0   \n",
+       "9                                        22.0   \n",
+       "10                                       21.0   \n",
+       "11                                       15.0   \n",
+       "12                                        2.0   \n",
+       "13                                       29.0   \n",
+       "14                                       15.0   \n",
+       "15                                        0.0   \n",
+       "16                                       39.0   \n",
+       "17                                       21.0   \n",
+       "18                                        1.0   \n",
+       "19                                       13.0   \n",
+       "20                                       84.0   \n",
+       "21                                        NaN   \n",
+       "22                                        NaN   \n",
+       "23                                       29.0   \n",
+       "24                                        7.0   \n",
+       "25                                       15.0   \n",
+       "26                                       13.0   \n",
+       "27                                        5.0   \n",
+       "28                                       17.0   \n",
+       "29                                       87.0   \n",
+       "..                                        ...   \n",
+       "73                                       15.0   \n",
+       "74                                       59.0   \n",
+       "75                                       22.0   \n",
+       "76                                       22.0   \n",
+       "77                                       13.0   \n",
+       "78                                       29.0   \n",
+       "79                                       13.0   \n",
+       "80                                        NaN   \n",
+       "81                                       87.0   \n",
+       "82                                       13.0   \n",
+       "83                                       39.0   \n",
+       "84                                       29.0   \n",
+       "85                                       75.0   \n",
+       "86                                       10.0   \n",
+       "87                                       28.0   \n",
+       "88                                        6.0   \n",
+       "89                                        NaN   \n",
+       "90                                        3.0   \n",
+       "91                                       75.0   \n",
+       "92                                       29.0   \n",
+       "93                                       75.0   \n",
+       "94                                       38.0   \n",
+       "95                                       29.0   \n",
+       "96                                       13.0   \n",
+       "97                                        NaN   \n",
+       "98                                       75.0   \n",
+       "99                                       28.0   \n",
+       "100                                       2.0   \n",
+       "101                                      21.0   \n",
+       "102                                      13.0   \n",
+       "\n",
+       "    Rental units affordable to average tech worker  \\\n",
+       "0                                            100.0   \n",
+       "1                                             99.0   \n",
+       "2                                             98.0   \n",
+       "3                                              NaN   \n",
+       "4                                             99.0   \n",
+       "5                                              NaN   \n",
+       "6                                              NaN   \n",
+       "7                                             99.0   \n",
+       "8                                            100.0   \n",
+       "9                                            100.0   \n",
+       "10                                           100.0   \n",
+       "11                                            99.0   \n",
+       "12                                            92.0   \n",
+       "13                                            99.0   \n",
+       "14                                            99.0   \n",
+       "15                                            71.0   \n",
+       "16                                           100.0   \n",
+       "17                                           100.0   \n",
+       "18                                            94.0   \n",
+       "19                                            99.0   \n",
+       "20                                           100.0   \n",
+       "21                                            99.0   \n",
+       "22                                            99.0   \n",
+       "23                                            99.0   \n",
+       "24                                            90.0   \n",
+       "25                                            99.0   \n",
+       "26                                            99.0   \n",
+       "27                                            97.0   \n",
+       "28                                            99.0   \n",
+       "29                                           100.0   \n",
+       "..                                             ...   \n",
+       "73                                            99.0   \n",
+       "74                                           100.0   \n",
+       "75                                           100.0   \n",
+       "76                                           100.0   \n",
+       "77                                            99.0   \n",
+       "78                                            99.0   \n",
+       "79                                            99.0   \n",
+       "80                                            99.0   \n",
+       "81                                           100.0   \n",
+       "82                                            99.0   \n",
+       "83                                           100.0   \n",
+       "84                                            99.0   \n",
+       "85                                           100.0   \n",
+       "86                                            97.0   \n",
+       "87                                            99.0   \n",
+       "88                                            97.0   \n",
+       "89                                             NaN   \n",
+       "90                                            97.0   \n",
+       "91                                           100.0   \n",
+       "92                                            99.0   \n",
+       "93                                           100.0   \n",
+       "94                                            94.0   \n",
+       "95                                            99.0   \n",
+       "96                                            99.0   \n",
+       "97                                             NaN   \n",
+       "98                                           100.0   \n",
+       "99                                            99.0   \n",
+       "100                                           92.0   \n",
+       "101                                          100.0   \n",
+       "102                                           99.0   \n",
+       "\n",
+       "    Owner units affordable to average tech worker  \\\n",
+       "0                                            56.0   \n",
+       "1                                            51.0   \n",
+       "2                                            67.0   \n",
+       "3                                             NaN   \n",
+       "4                                            33.0   \n",
+       "5                                             NaN   \n",
+       "6                                             NaN   \n",
+       "7                                            33.0   \n",
+       "8                                            56.0   \n",
+       "9                                            92.0   \n",
+       "10                                           56.0   \n",
+       "11                                           67.0   \n",
+       "12                                           13.0   \n",
+       "13                                           96.0   \n",
+       "14                                           67.0   \n",
+       "15                                           11.0   \n",
+       "16                                           86.0   \n",
+       "17                                           56.0   \n",
+       "18                                            6.0   \n",
+       "19                                           33.0   \n",
+       "20                                           96.0   \n",
+       "21                                            NaN   \n",
+       "22                                            NaN   \n",
+       "23                                           96.0   \n",
+       "24                                           30.0   \n",
+       "25                                           67.0   \n",
+       "26                                           33.0   \n",
+       "27                                           23.0   \n",
+       "28                                           25.0   \n",
+       "29                                          100.0   \n",
+       "..                                            ...   \n",
+       "73                                           67.0   \n",
+       "74                                          100.0   \n",
+       "75                                           92.0   \n",
+       "76                                           92.0   \n",
+       "77                                           33.0   \n",
+       "78                                           96.0   \n",
+       "79                                           33.0   \n",
+       "80                                            NaN   \n",
+       "81                                          100.0   \n",
+       "82                                           33.0   \n",
+       "83                                           86.0   \n",
+       "84                                           96.0   \n",
+       "85                                           98.0   \n",
+       "86                                           42.0   \n",
+       "87                                           83.0   \n",
+       "88                                           37.0   \n",
+       "89                                            NaN   \n",
+       "90                                           70.0   \n",
+       "91                                           98.0   \n",
+       "92                                           96.0   \n",
+       "93                                           98.0   \n",
+       "94                                           79.0   \n",
+       "95                                           96.0   \n",
+       "96                                           45.0   \n",
+       "97                                            NaN   \n",
+       "98                                           98.0   \n",
+       "99                                           83.0   \n",
+       "100                                          13.0   \n",
+       "101                                          56.0   \n",
+       "102                                          33.0   \n",
+       "\n",
+       "    Change in percentage of population below poverty, 2000-2012  \\\n",
+       "0                                                103.0            \n",
+       "1                                                104.0            \n",
+       "2                                                638.0            \n",
+       "3                                                  NaN            \n",
+       "4                                                 33.0            \n",
+       "5                                                  NaN            \n",
+       "6                                                  NaN            \n",
+       "7                                                 33.0            \n",
+       "8                                                103.0            \n",
+       "9                                                260.0            \n",
+       "10                                               103.0            \n",
+       "11                                                 3.0            \n",
+       "12                                                 7.0            \n",
+       "13                                                73.0            \n",
+       "14                                                 3.0            \n",
+       "15                                                46.0            \n",
+       "16                                                 8.0            \n",
+       "17                                               103.0            \n",
+       "18                                                32.0            \n",
+       "19                                                33.0            \n",
+       "20                                               208.0            \n",
+       "21                                               101.0            \n",
+       "22                                               101.0            \n",
+       "23                                                73.0            \n",
+       "24                                                12.0            \n",
+       "25                                                 3.0            \n",
+       "26                                                33.0            \n",
+       "27                                                96.0            \n",
+       "28                                               283.0            \n",
+       "29                                                89.0            \n",
+       "..                                                 ...            \n",
+       "73                                                 3.0            \n",
+       "74                                               286.0            \n",
+       "75                                               260.0            \n",
+       "76                                               260.0            \n",
+       "77                                                33.0            \n",
+       "78                                                73.0            \n",
+       "79                                                33.0            \n",
+       "80                                               101.0            \n",
+       "81                                                89.0            \n",
+       "82                                                33.0            \n",
+       "83                                                 8.0            \n",
+       "84                                                73.0            \n",
+       "85                                               128.0            \n",
+       "86                                                23.0            \n",
+       "87                                                49.0            \n",
+       "88                                                 8.0            \n",
+       "89                                                 NaN            \n",
+       "90                                               171.0            \n",
+       "91                                               128.0            \n",
+       "92                                                73.0            \n",
+       "93                                               128.0            \n",
+       "94                                                49.0            \n",
+       "95                                                73.0            \n",
+       "96                                                60.0            \n",
+       "97                                                 NaN            \n",
+       "98                                               128.0            \n",
+       "99                                                49.0            \n",
+       "100                                                7.0            \n",
+       "101                                              103.0            \n",
+       "102                                               33.0            \n",
+       "\n",
+       "    Change in median rent, 2000-2012 Change in median home value, 2000-2012  \\\n",
+       "0                               24.0                                   93.0   \n",
+       "1                               20.0                                   64.0   \n",
+       "2                                2.0                                   33.0   \n",
+       "3                                NaN                                    NaN   \n",
+       "4                               40.0                                  126.0   \n",
+       "5                                NaN                                    NaN   \n",
+       "6                                NaN                                    NaN   \n",
+       "7                               40.0                                  126.0   \n",
+       "8                               24.0                                   93.0   \n",
+       "9                               29.0                                   58.0   \n",
+       "10                              24.0                                   93.0   \n",
+       "11                              73.0                                  207.0   \n",
+       "12                              65.0                                  104.0   \n",
+       "13                              30.0                                   83.0   \n",
+       "14                              73.0                                  207.0   \n",
+       "15                               0.0                                   72.0   \n",
+       "16                              17.0                                   71.0   \n",
+       "17                              24.0                                   93.0   \n",
+       "18                              32.0                                   80.0   \n",
+       "19                              40.0                                  126.0   \n",
+       "20                              37.0                                   46.0   \n",
+       "21                              74.0                                   21.0   \n",
+       "22                              74.0                                   21.0   \n",
+       "23                              30.0                                   83.0   \n",
+       "24                             115.0                                   59.0   \n",
+       "25                              73.0                                  207.0   \n",
+       "26                              40.0                                  126.0   \n",
+       "27                               4.0                                   85.0   \n",
+       "28                              22.0                                   44.0   \n",
+       "29                              26.0                                   44.0   \n",
+       "..                               ...                                    ...   \n",
+       "73                              73.0                                  207.0   \n",
+       "74                              33.0                                   33.0   \n",
+       "75                              29.0                                   58.0   \n",
+       "76                              29.0                                   58.0   \n",
+       "77                              40.0                                  126.0   \n",
+       "78                              30.0                                   83.0   \n",
+       "79                              40.0                                  126.0   \n",
+       "80                              74.0                                   21.0   \n",
+       "81                              26.0                                   44.0   \n",
+       "82                              40.0                                  126.0   \n",
+       "83                              17.0                                   71.0   \n",
+       "84                              30.0                                   83.0   \n",
+       "85                              26.0                                   40.0   \n",
+       "86                              38.0                                   97.0   \n",
+       "87                              28.0                                  107.0   \n",
+       "88                              40.0                                  127.0   \n",
+       "89                               NaN                                    NaN   \n",
+       "90                              25.0                                   61.0   \n",
+       "91                              26.0                                   40.0   \n",
+       "92                              30.0                                   83.0   \n",
+       "93                              26.0                                   40.0   \n",
+       "94                              70.0                                   40.0   \n",
+       "95                              30.0                                   83.0   \n",
+       "96                               7.0                                   60.0   \n",
+       "97                               NaN                                    NaN   \n",
+       "98                              26.0                                   40.0   \n",
+       "99                              28.0                                  107.0   \n",
+       "100                             65.0                                  104.0   \n",
+       "101                             24.0                                   93.0   \n",
+       "102                             40.0                                  126.0   \n",
+       "\n",
+       "    Percentage of homes within 1/4-mi of transit stop  \\\n",
+       "0                                                79.0   \n",
+       "1                                                21.0   \n",
+       "2                                                 3.0   \n",
+       "3                                                 NaN   \n",
+       "4                                                76.0   \n",
+       "5                                                 NaN   \n",
+       "6                                                 NaN   \n",
+       "7                                                76.0   \n",
+       "8                                                79.0   \n",
+       "9                                                40.0   \n",
+       "10                                               79.0   \n",
+       "11                                               96.0   \n",
+       "12                                               67.0   \n",
+       "13                                               76.0   \n",
+       "14                                               96.0   \n",
+       "15                                                8.0   \n",
+       "16                                               80.0   \n",
+       "17                                               79.0   \n",
+       "18                                               14.0   \n",
+       "19                                               76.0   \n",
+       "20                                               21.0   \n",
+       "21                                               16.0   \n",
+       "22                                               16.0   \n",
+       "23                                               76.0   \n",
+       "24                                               97.0   \n",
+       "25                                               96.0   \n",
+       "26                                               76.0   \n",
+       "27                                                9.0   \n",
+       "28                                                2.0   \n",
+       "29                                               63.0   \n",
+       "..                                                ...   \n",
+       "73                                               96.0   \n",
+       "74                                               19.0   \n",
+       "75                                               40.0   \n",
+       "76                                               40.0   \n",
+       "77                                               76.0   \n",
+       "78                                               76.0   \n",
+       "79                                               76.0   \n",
+       "80                                               16.0   \n",
+       "81                                               63.0   \n",
+       "82                                               76.0   \n",
+       "83                                               80.0   \n",
+       "84                                               76.0   \n",
+       "85                                               59.0   \n",
+       "86                                               98.0   \n",
+       "87                                               84.0   \n",
+       "88                                               98.0   \n",
+       "89                                                NaN   \n",
+       "90                                               37.0   \n",
+       "91                                               59.0   \n",
+       "92                                               76.0   \n",
+       "93                                               59.0   \n",
+       "94                                              100.0   \n",
+       "95                                               76.0   \n",
+       "96                                               28.0   \n",
+       "97                                                NaN   \n",
+       "98                                               59.0   \n",
+       "99                                               84.0   \n",
+       "100                                              67.0   \n",
+       "101                                              79.0   \n",
+       "102                                              76.0   \n",
+       "\n",
+       "    Average monthly transportation cost  \\\n",
+       "0                                 590.0   \n",
+       "1                                 747.0   \n",
+       "2                                 708.0   \n",
+       "3                                   NaN   \n",
+       "4                                 629.0   \n",
+       "5                                   NaN   \n",
+       "6                                   NaN   \n",
+       "7                                 629.0   \n",
+       "8                                 590.0   \n",
+       "9                                 747.0   \n",
+       "10                                590.0   \n",
+       "11                                590.0   \n",
+       "12                                629.0   \n",
+       "13                                668.0   \n",
+       "14                                590.0   \n",
+       "15                                786.0   \n",
+       "16                                629.0   \n",
+       "17                                590.0   \n",
+       "18                                786.0   \n",
+       "19                                629.0   \n",
+       "20                                786.0   \n",
+       "21                                865.0   \n",
+       "22                                865.0   \n",
+       "23                                668.0   \n",
+       "24                                433.0   \n",
+       "25                                590.0   \n",
+       "26                                629.0   \n",
+       "27                                747.0   \n",
+       "28                                786.0   \n",
+       "29                                708.0   \n",
+       "..                                  ...   \n",
+       "73                                590.0   \n",
+       "74                                708.0   \n",
+       "75                                747.0   \n",
+       "76                                747.0   \n",
+       "77                                629.0   \n",
+       "78                                668.0   \n",
+       "79                                629.0   \n",
+       "80                                865.0   \n",
+       "81                                708.0   \n",
+       "82                                629.0   \n",
+       "83                                629.0   \n",
+       "84                                668.0   \n",
+       "85                                708.0   \n",
+       "86                                550.0   \n",
+       "87                                668.0   \n",
+       "88                                590.0   \n",
+       "89                                  NaN   \n",
+       "90                                708.0   \n",
+       "91                                708.0   \n",
+       "92                                668.0   \n",
+       "93                                708.0   \n",
+       "94                                511.0   \n",
+       "95                                668.0   \n",
+       "96                                629.0   \n",
+       "97                                  NaN   \n",
+       "98                                708.0   \n",
+       "99                                668.0   \n",
+       "100                               629.0   \n",
+       "101                               590.0   \n",
+       "102                               629.0   \n",
+       "\n",
+       "    Percentage of housing and transportation costs that is transportation-related  \n",
+       "0                                                 36.0                             \n",
+       "1                                                 33.0                             \n",
+       "2                                                 47.0                             \n",
+       "3                                                  NaN                             \n",
+       "4                                                 33.0                             \n",
+       "5                                                  NaN                             \n",
+       "6                                                  NaN                             \n",
+       "7                                                 33.0                             \n",
+       "8                                                 36.0                             \n",
+       "9                                                 44.0                             \n",
+       "10                                                36.0                             \n",
+       "11                                                39.0                             \n",
+       "12                                                25.0                             \n",
+       "13                                                35.0                             \n",
+       "14                                                39.0                             \n",
+       "15                                                34.0                             \n",
+       "16                                                37.0                             \n",
+       "17                                                36.0                             \n",
+       "18                                                29.0                             \n",
+       "19                                                33.0                             \n",
+       "20                                                40.0                             \n",
+       "21                                                42.0                             \n",
+       "22                                                42.0                             \n",
+       "23                                                35.0                             \n",
+       "24                                                23.0                             \n",
+       "25                                                39.0                             \n",
+       "26                                                33.0                             \n",
+       "27                                                38.0                             \n",
+       "28                                                34.0                             \n",
+       "29                                                40.0                             \n",
+       "..                                                 ...                             \n",
+       "73                                                39.0                             \n",
+       "74                                                41.0                             \n",
+       "75                                                44.0                             \n",
+       "76                                                44.0                             \n",
+       "77                                                33.0                             \n",
+       "78                                                35.0                             \n",
+       "79                                                33.0                             \n",
+       "80                                                42.0                             \n",
+       "81                                                40.0                             \n",
+       "82                                                33.0                             \n",
+       "83                                                37.0                             \n",
+       "84                                                35.0                             \n",
+       "85                                                44.0                             \n",
+       "86                                                40.0                             \n",
+       "87                                                43.0                             \n",
+       "88                                                33.0                             \n",
+       "89                                                 NaN                             \n",
+       "90                                                40.0                             \n",
+       "91                                                44.0                             \n",
+       "92                                                35.0                             \n",
+       "93                                                44.0                             \n",
+       "94                                                30.0                             \n",
+       "95                                                35.0                             \n",
+       "96                                                40.0                             \n",
+       "97                                                 NaN                             \n",
+       "98                                                44.0                             \n",
+       "99                                                43.0                             \n",
+       "100                                               25.0                             \n",
+       "101                                               36.0                             \n",
+       "102                                               33.0                             \n",
+       "\n",
+       "[103 rows x 61 columns]"
+      ]
+     },
+     "execution_count": 89,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "result = result.dropna()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Neighborhood Reporting Area                                                       object\n",
+       "Total Population                                                                   int64\n",
+       "Total Households                                                                   int64\n",
+       "Population in Households                                                           int64\n",
+       "Household Size                                                                   float64\n",
+       "Population in Group Quarters                                                      object\n",
+       "Family Households                                                                 object\n",
+       "Non-Family Households                                                             object\n",
+       "Families with Children                                                            object\n",
+       "Percent of All Households: Families with Children                                 object\n",
+       "0--4                                                                              object\n",
+       "5--9                                                                              object\n",
+       "10--14                                                                            object\n",
+       "15--17                                                                            object\n",
+       "18--19                                                                            object\n",
+       "20--24                                                                            object\n",
+       "25--34                                                                            object\n",
+       "35--44                                                                            object\n",
+       "45--54                                                                            object\n",
+       "55--59                                                                            object\n",
+       "60--64                                                                            object\n",
+       "65--74                                                                            object\n",
+       "75--84                                                                            object\n",
+       "85 Plus                                                                           object\n",
+       "Population                                                                        object\n",
+       "Total units                                                                       object\n",
+       "Occupied units                                                                    object\n",
+       "Vacant units                                                                      object\n",
+       "Percent owner occupied                                                            object\n",
+       "Person per acre                                                                  float64\n",
+       "                                                                                  ...   \n",
+       "Zip Code                                                                           int64\n",
+       "Population below poverty level                                                   float64\n",
+       "Median household income                                                          float64\n",
+       "Non-White, Non-Hispanic or Latino                                                float64\n",
+       "Hispanic or Latino, of any race                                                  float64\n",
+       "Population with disability                                                       float64\n",
+       "Unemployment                                                                     float64\n",
+       "Large households (5+ members)                                                    float64\n",
+       "Homes affordable to people earning less than $50,000                             float64\n",
+       "Rentals affordable to people earning less than $25,000                           float64\n",
+       "Rent-restricted units                                                            float64\n",
+       "Housing Choice Voucher holders                                                   float64\n",
+       "Median rent                                                                      float64\n",
+       "Median home value                                                                float64\n",
+       "Percentage of rental units in poor condition                                     float64\n",
+       "Percent change in number of housing units, 2000-2012                             float64\n",
+       "Owner units affordable to average retail/service worker                          float64\n",
+       "Rental units affordable to average retail/service worker                         float64\n",
+       "Rental units affordable to average artist                                        float64\n",
+       "Owner units affordable to average artist                                         float64\n",
+       "Rental units affordable to average teacher                                       float64\n",
+       "Owner units affordable to average teacher                                        float64\n",
+       "Rental units affordable to average tech worker                                   float64\n",
+       "Owner units affordable to average tech worker                                    float64\n",
+       "Change in percentage of population below poverty, 2000-2012                      float64\n",
+       "Change in median rent, 2000-2012                                                 float64\n",
+       "Change in median home value, 2000-2012                                           float64\n",
+       "Percentage of homes within 1/4-mi of transit stop                                float64\n",
+       "Average monthly transportation cost                                              float64\n",
+       "Percentage of housing and transportation costs that is transportation-related    float64\n",
+       "Length: 61, dtype: object"
+      ]
+     },
+     "execution_count": 113,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "result.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 154,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Acres\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Zilli\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  after removing the cwd from sys.path.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Neighborhood Reporting Area                                                       object\n",
+       "Total Population                                                                   int64\n",
+       "Total Households                                                                   int64\n",
+       "Population in Households                                                           int64\n",
+       "Household Size                                                                   float64\n",
+       "Population in Group Quarters                                                       int64\n",
+       "Family Households                                                                  int64\n",
+       "Non-Family Households                                                              int64\n",
+       "Families with Children                                                             int64\n",
+       "Percent of All Households: Families with Children                                float64\n",
+       "0--4                                                                             float64\n",
+       "5--9                                                                             float64\n",
+       "10--14                                                                           float64\n",
+       "15--17                                                                           float64\n",
+       "18--19                                                                           float64\n",
+       "20--24                                                                           float64\n",
+       "25--34                                                                           float64\n",
+       "35--44                                                                           float64\n",
+       "45--54                                                                           float64\n",
+       "55--59                                                                           float64\n",
+       "60--64                                                                           float64\n",
+       "65--74                                                                           float64\n",
+       "75--84                                                                           float64\n",
+       "85 Plus                                                                          float64\n",
+       "Population                                                                         int64\n",
+       "Total units                                                                        int64\n",
+       "Occupied units                                                                     int64\n",
+       "Vacant units                                                                       int64\n",
+       "Percent owner occupied                                                           float64\n",
+       "Person per acre                                                                  float64\n",
+       "                                                                                  ...   \n",
+       "Zip Code                                                                           int64\n",
+       "Population below poverty level                                                   float64\n",
+       "Median household income                                                          float64\n",
+       "Non-White, Non-Hispanic or Latino                                                float64\n",
+       "Hispanic or Latino, of any race                                                  float64\n",
+       "Population with disability                                                       float64\n",
+       "Unemployment                                                                     float64\n",
+       "Large households (5+ members)                                                    float64\n",
+       "Homes affordable to people earning less than $50,000                             float64\n",
+       "Rentals affordable to people earning less than $25,000                           float64\n",
+       "Rent-restricted units                                                            float64\n",
+       "Housing Choice Voucher holders                                                   float64\n",
+       "Median rent                                                                      float64\n",
+       "Median home value                                                                float64\n",
+       "Percentage of rental units in poor condition                                     float64\n",
+       "Percent change in number of housing units, 2000-2012                             float64\n",
+       "Owner units affordable to average retail/service worker                          float64\n",
+       "Rental units affordable to average retail/service worker                         float64\n",
+       "Rental units affordable to average artist                                        float64\n",
+       "Owner units affordable to average artist                                         float64\n",
+       "Rental units affordable to average teacher                                       float64\n",
+       "Owner units affordable to average teacher                                        float64\n",
+       "Rental units affordable to average tech worker                                   float64\n",
+       "Owner units affordable to average tech worker                                    float64\n",
+       "Change in percentage of population below poverty, 2000-2012                      float64\n",
+       "Change in median rent, 2000-2012                                                 float64\n",
+       "Change in median home value, 2000-2012                                           float64\n",
+       "Percentage of homes within 1/4-mi of transit stop                                float64\n",
+       "Average monthly transportation cost                                              float64\n",
+       "Percentage of housing and transportation costs that is transportation-related    float64\n",
+       "Length: 61, dtype: object"
+      ]
+     },
+     "execution_count": 154,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "col_names = list(result)\n",
+    "for name in col_names[30:31]:\n",
+    "    print(name)\n",
+    "    result[name] = result[name].apply(lambda pop: float(pop.replace(\",\", \"\")))\n",
+    "result.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 302,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Neighborhood Reporting Area,Total Population,Total Households,Population in Households,Household Size,Population in Group Quarters,Family Households,Non-Family Households,Families with Children,Percent of All Households: Families with Children,0--4,5--9,10--14,15--17,18--19,20--24,25--34,35--44,45--54,55--59,60--64,65--74,75--84,85 Plus,Population,Total units,Occupied units,Vacant units,Percent owner occupied,Person per acre,Acres,Zip Code,Population below poverty level,Median household income,\"Non-White, Non-Hispanic or Latino\",\"Hispanic or Latino, of any race\",Population with disability,Unemployment,Large households (5+ members),\"Homes affordable to people earning less than $50,000\",\"Rentals affordable to people earning less than $25,000\",Rent-restricted units,Housing Choice Voucher holders,Median rent,Median home value,Percentage of rental units in poor condition,\"Percent change in number of housing units, 2000-2012\",Owner units affordable to average retail/service worker,Rental units affordable to average retail/service worker,Rental units affordable to average artist,Owner units affordable to average artist,Rental units affordable to average teacher,Owner units affordable to average teacher,Rental units affordable to average tech worker,Owner units affordable to average tech worker,\"Change in percentage of population below poverty, 2000-2012\",\"Change in median rent, 2000-2012\",\"Change in median home value, 2000-2012\",Percentage of homes within 1/4-mi of transit stop,Average monthly transportation cost,Percentage of housing and transportation costs that is transportation-related\\nALLENDALE,6643,3263,6621,2.0,22,1650,1613,723,22.2,6.3,5.5,4.4,2.4,1.1,4.2,15.6,17.2,15.0,7.5,5.7,6.8,5.4,3.0,6643,3612,3263,349,64.1,5.1,1303.5,78757,16.0,55156.0,5.0,25.0,10.0,6.0,5.0,21.0,8.0,4.0,1.0,895.0,253300.0,0.7,10.0,2.0,6.0,32.0,8.0,75.0,21.0,100.0,56.0,103.0,24.0,93.0,79.0,590.0,36.0\\nANDERSON MILL,28473,10904,28368,2.6,105,7812,3092,4037,37.0,6.2,7.3,7.7,4.8,2.2,4.7,11.7,15.8,17.7,6.5,5.5,6.1,2.8,1.1,28473,11507,10904,603,67.3,5.0,5706.4,78750,7.0,75958.0,16.0,16.0,9.0,6.0,6.0,19.0,2.0,0.0,0.0,1012.0,303100.0,0.3,32.0,4.0,1.0,15.0,5.0,70.0,15.0,99.0,51.0,104.0,20.0,64.0,21.0,747.0,33.0\\nAVERY RANCH--LAKELINE,14785,5681,14785,2.6,0,3878,1803,2472,43.5,11.2,9.1,6.7,3.1,1.2,4.5,20.2,21.7,12.1,3.8,2.7,2.7,0.9,0.3,14785,6108,5681,427,60.5,3.2,4641.4,78717,3.0,93305.0,25.0,14.0,4.0,5.0,9.0,7.0,1.0,0.0,0.0,1018.0,243200.0,0.1,230.0,0.0,1.0,9.0,0.0,70.0,6.0,98.0,67.0,638.0,2.0,33.0,3.0,708.0,47.0\\nBARTON HILLS,8022,4614,7890,1.7,132,1445,3169,556,12.1,3.1,3.4,2.9,1.8,1.0,10.7,29.2,14.7,11.5,6.2,4.9,4.8,3.2,2.5,8022,4965,4614,351,31.4,3.9,2038.1,78704,21.0,50248.0,7.0,30.0,9.0,7.0,3.0,13.0,12.0,13.0,1.0,940.0,338200.0,0.4,9.0,0.0,11.0,26.0,2.0,76.0,13.0,99.0,33.0,33.0,40.0,126.0,76.0,629.0,33.0\\nBOULDIN,5510,2694,5468,2.0,42,1024,1670,489,18.2,7.9,5.5,4.2,2.6,1.7,8.9,26.4,17.3,11.5,4.5,3.5,3.2,1.7,1.0,5510,2949,2694,255,40.4,7.1,773.3,78704,21.0,50248.0,7.0,30.0,9.0,7.0,3.0,13.0,12.0,13.0,1.0,940.0,338200.0,0.4,9.0,0.0,11.0,26.0,2.0,76.0,13.0,99.0,33.0,33.0,40.0,126.0,76.0,629.0,33.0\\nBRENTWOOD,7513,4127,7469,1.8,44,1467,2660,562,13.6,4.8,3.4,2.7,1.7,2.0,10.6,26.2,17.9,13.5,6.3,3.7,3.4,2.5,1.4,7513,4401,4127,274,40.3,7.4,1013.7,78757,16.0,55156.0,5.0,25.0,10.0,6.0,5.0,21.0,8.0,4.0,1.0,895.0,253300.0,0.7,10.0,2.0,6.0,32.0,8.0,75.0,21.0,100.0,56.0,103.0,24.0,93.0,79.0,590.0,36.0\\nBRODIE LANE,10913,4770,10884,2.3,29,2646,2124,1239,26.0,6.6,5.7,4.9,3.3,2.1,7.4,23.5,16.0,15.3,5.9,4.0,3.2,1.6,0.4,10913,4939,4770,169,58.4,5.7,1920.3,78748,9.0,65889.0,10.0,35.0,9.0,6.0,8.0,29.0,4.0,7.0,3.0,1095.0,185500.0,0.6,74.0,0.0,4.0,12.0,0.0,63.0,22.0,100.0,92.0,260.0,29.0,58.0,40.0,747.0,44.0\\nBULL CREEK,7655,3409,7574,2.2,81,2155,1254,867,25.4,5.4,6.2,5.5,3.6,1.0,3.0,9.0,13.5,17.1,8.7,7.0,10.2,6.5,3.3,7655,3606,3409,197,76.2,3.4,2247.3,78757,16.0,55156.0,5.0,25.0,10.0,6.0,5.0,21.0,8.0,4.0,1.0,895.0,253300.0,0.7,10.0,2.0,6.0,32.0,8.0,75.0,21.0,100.0,56.0,103.0,24.0,93.0,79.0,590.0,36.0\\nCENTRAL EAST AUSTIN,4677,1874,4421,2.4,256,819,1055,389,20.8,7.2,5.6,4.9,2.8,5.2,12.8,23.5,13.1,10.5,4.3,2.8,3.4,2.9,1.0,4677,2102,1874,228,37.5,7.5,624.8,78702,33.0,34734.0,18.0,56.0,14.0,11.0,10.0,21.0,41.0,39.0,2.0,766.0,175400.0,2.2,15.0,0.0,39.0,51.0,2.0,80.0,15.0,99.0,67.0,3.0,73.0,207.0,96.0,590.0,39.0\\nCENTRAL WEST AUSTIN,10522,4490,10139,2.3,383,2501,1989,1300,29.0,7.5,7.0,5.8,2.9,1.0,5.0,18.7,15.3,14.1,6.4,5.6,6.1,3.3,1.5,10522,4891,4490,401,58.9,5.2,2025.5,78703,10.0,92606.0,9.0,9.0,6.0,4.0,4.0,3.0,11.0,0.0,0.0,1183.0,621900.0,0.4,1.0,0.0,8.0,25.0,0.0,51.0,2.0,92.0,13.0,7.0,65.0,104.0,67.0,629.0,25.0\\nCHERRY CREEK,20143,8449,20000,2.4,143,4867,3582,2147,25.4,6.6,5.4,5.2,3.1,2.1,7.4,21.1,15.8,13.8,6.3,4.6,5.0,2.5,1.2,20143,8842,8449,393,59.0,7.1,2854.4,78745,16.0,49243.0,7.0,40.0,11.0,7.0,6.0,33.0,8.0,7.0,2.0,990.0,166200.0,0.7,21.0,1.0,6.0,24.0,3.0,72.0,29.0,99.0,96.0,73.0,30.0,83.0,76.0,668.0,35.0\\nCHESTNUT,1777,678,1647,2.4,130,310,368,115,17.0,5.0,4.4,3.7,2.3,2.5,13.3,27.2,17.2,9.6,4.7,2.8,3.0,2.8,1.6,1777,765,678,87,53.4,9.8,180.5,78702,33.0,34734.0,18.0,56.0,14.0,11.0,10.0,21.0,41.0,39.0,2.0,766.0,175400.0,2.2,15.0,0.0,39.0,51.0,2.0,80.0,15.0,99.0,67.0,3.0,73.0,207.0,96.0,590.0,39.0\\nCIRCLE C SOUTH,12802,4016,12802,3.2,0,3575,441,2362,58.8,10.2,12.3,8.9,4.2,1.3,2.1,9.3,22.3,15.1,4.9,3.9,3.7,1.5,0.3,12802,4121,4016,105,94.8,4.0,3232.8,78739,1.0,126525.0,14.0,15.0,4.0,4.0,13.0,0.0,0.0,0.0,0.0,2000.0,350500.0,0.0,108.0,0.0,0.0,0.0,0.0,8.0,0.0,71.0,11.0,46.0,0.0,72.0,8.0,786.0,34.0\\nCORONADO HILLS,3546,1283,3544,2.8,2,766,517,426,33.2,13.5,8.4,4.3,2.4,2.6,10.4,21.9,12.9,8.9,4.2,3.0,3.8,2.7,0.8,3546,1390,1283,107,30.2,10.0,356.3,78752,32.0,33271.0,19.0,57.0,11.0,9.0,8.0,43.0,20.0,7.0,2.0,752.0,153000.0,0.8,15.0,5.0,14.0,55.0,8.0,92.0,39.0,100.0,86.0,8.0,17.0,71.0,80.0,629.0,37.0\\nCRESTVIEW,3927,1945,3786,1.9,141,883,1062,355,18.3,6.3,4.2,2.5,1.7,0.9,5.1,22.6,19.0,13.4,5.9,4.5,4.7,6.0,3.3,3927,2297,1945,352,61.3,6.0,652.8,78757,16.0,55156.0,5.0,25.0,10.0,6.0,5.0,21.0,8.0,4.0,1.0,895.0,253300.0,0.7,10.0,2.0,6.0,32.0,8.0,75.0,21.0,100.0,56.0,103.0,24.0,93.0,79.0,590.0,36.0\\nDAVENPORT--LAKE AUSTIN,5161,1996,5104,2.6,57,1403,593,739,37.0,4.8,8.5,9.2,5.9,1.9,2.5,7.9,16.1,17.9,8.3,7.4,6.4,2.5,0.6,5161,2223,1996,227,73.7,1.2,4245.5,78746,5.0,125327.0,10.0,8.0,6.0,4.0,7.0,1.0,4.0,0.0,0.0,1221.0,619900.0,0.1,12.0,0.0,4.0,8.0,0.0,48.0,1.0,94.0,6.0,32.0,32.0,80.0,14.0,786.0,29.0\\nDAWSON,2670,1273,2670,2.1,0,491,782,184,14.5,6.1,4.1,3.3,1.5,1.6,12.9,26.0,16.0,11.9,4.1,3.7,4.7,2.8,1.4,2670,1420,1273,147,37.2,8.5,315.2,78704,21.0,50248.0,7.0,30.0,9.0,7.0,3.0,13.0,12.0,13.0,1.0,940.0,338200.0,0.4,9.0,0.0,11.0,26.0,2.0,76.0,13.0,99.0,33.0,33.0,40.0,126.0,76.0,629.0,33.0\\nDECKER LAKE,326,94,326,3.5,0,83,11,56,59.6,14.4,12.3,9.5,3.4,2.8,5.2,16.9,16.9,8.6,1.5,4.6,2.5,1.2,0.3,326,103,94,9,80.9,0.0,6866.5,78724,38.0,35711.0,29.0,63.0,8.0,8.0,28.0,85.0,16.0,38.0,20.0,962.0,105700.0,1.5,48.0,28.0,15.0,22.0,42.0,78.0,84.0,100.0,96.0,208.0,37.0,46.0,21.0,786.0,40.0\\nDITTMAR--SLAUGHTER,15697,6333,15606,2.5,91,3666,2667,1708,27.0,7.2,6.0,5.6,3.6,2.3,7.9,20.7,15.6,14.1,6.0,4.5,4.0,1.7,0.6,15697,6644,6333,311,57.7,6.2,2531.9,78745,16.0,49243.0,7.0,40.0,11.0,7.0,6.0,33.0,8.0,7.0,2.0,990.0,166200.0,0.7,21.0,1.0,6.0,24.0,3.0,72.0,29.0,99.0,96.0,73.0,30.0,83.0,76.0,668.0,35.0\\nDOWNTOWN,7635,4379,6357,1.5,1278,908,3471,159,3.6,1.5,1.0,0.8,0.4,1.6,11.7,33.6,17.9,14.3,5.5,4.6,4.1,2.1,0.9,7635,5670,4379,1291,33.3,6.8,1117.2,78701,20.0,68152.0,16.0,14.0,10.0,9.0,0.0,7.0,7.0,9.0,0.0,1590.0,338300.0,0.8,134.0,0.0,7.0,12.0,1.0,29.0,7.0,90.0,30.0,12.0,115.0,59.0,97.0,433.0,23.0\\nEAST CESAR CHAVEZ,3291,1349,3083,2.3,208,595,754,225,16.7,6.1,4.5,4.6,3.0,1.9,6.7,21.2,14.1,13.1,5.5,4.8,6.8,5.3,2.4,3291,1482,1349,133,41.1,7.6,430.8,78702,33.0,34734.0,18.0,56.0,14.0,11.0,10.0,21.0,41.0,39.0,2.0,766.0,175400.0,2.2,15.0,0.0,39.0,51.0,2.0,80.0,15.0,99.0,67.0,3.0,73.0,207.0,96.0,590.0,39.0\\nEAST CONGRESS,3104,1374,3100,2.3,4,610,764,246,17.9,6.0,4.3,4.4,3.0,1.9,12.5,24.6,13.6,11.9,5.5,4.5,5.4,1.7,0.8,3104,1446,1374,72,50.3,4.0,771.9,78704,21.0,50248.0,7.0,30.0,9.0,7.0,3.0,13.0,12.0,13.0,1.0,940.0,338200.0,0.4,9.0,0.0,11.0,26.0,2.0,76.0,13.0,99.0,33.0,33.0,40.0,126.0,76.0,629.0,33.0\\nEAST OAK HILL,14508,6974,14398,2.1,110,3455,3519,1615,23.2,5.5,5.6,5.6,2.9,1.5,7.2,23.1,14.7,13.7,6.3,4.9,4.4,2.7,1.8,14508,7389,6974,415,40.8,2.9,5042.2,78735,6.0,74571.0,9.0,20.0,7.0,4.0,10.0,8.0,4.0,5.0,1.0,1122.0,379900.0,0.1,64.0,2.0,4.0,7.0,2.0,62.0,5.0,97.0,23.0,96.0,4.0,85.0,9.0,747.0,38.0\\nFOUR POINTS,6226,3087,6017,1.9,209,1287,1800,686,22.2,5.7,5.9,4.9,2.3,4.1,12.3,25.5,15.0,12.9,4.2,3.1,2.8,1.0,0.3,6226,3339,3087,252,16.0,1.3,4980.6,78730,4.0,119573.0,13.0,5.0,4.0,3.0,9.0,19.0,0.0,0.0,0.0,1106.0,570400.0,0.2,78.0,0.0,0.0,3.0,1.0,64.0,17.0,99.0,25.0,283.0,22.0,44.0,2.0,786.0,34.0\\nFRANKLIN PARK,16927,4313,16914,3.9,13,3507,806,2226,51.6,11.5,10.2,9.5,5.5,3.6,9.3,17.2,13.5,10.1,3.5,2.5,2.5,1.0,0.1,16927,4507,4313,194,45.0,11.8,1428.5,78744,26.0,41056.0,9.0,77.0,8.0,9.0,23.0,93.0,7.0,24.0,8.0,946.0,108100.0,0.7,35.0,13.0,6.0,22.0,33.0,81.0,87.0,100.0,100.0,89.0,26.0,44.0,63.0,708.0,40.0\\nGALINDO,3512,1745,3489,2.0,23,640,1105,274,15.7,5.4,5.0,4.7,2.5,2.0,8.9,26.8,16.2,12.6,4.8,4.1,3.9,2.4,0.8,3512,1864,1745,119,33.8,8.1,433.5,78704,21.0,50248.0,7.0,30.0,9.0,7.0,3.0,13.0,12.0,13.0,1.0,940.0,338200.0,0.4,9.0,0.0,11.0,26.0,2.0,76.0,13.0,99.0,33.0,33.0,40.0,126.0,76.0,629.0,33.0\\nGARRISON PARK,11748,5083,11725,2.3,23,2637,2446,1124,22.1,6.6,5.5,5.0,2.9,2.0,9.0,23.2,14.4,12.6,5.5,4.4,5.2,3.2,0.7,11748,5581,5083,498,48.7,8.7,1357.8,78745,16.0,49243.0,7.0,40.0,11.0,7.0,6.0,33.0,8.0,7.0,2.0,990.0,166200.0,0.7,21.0,1.0,6.0,24.0,3.0,72.0,29.0,99.0,96.0,73.0,30.0,83.0,76.0,668.0,35.0\\nGATEWAY,1121,748,1121,1.5,0,168,580,52,7.0,4.2,1.6,0.3,0.5,0.5,14.1,48.9,15.1,6.6,3.8,2.5,1.0,0.4,0.4,1121,815,748,67,0.0,2.3,484.7,78759,7.0,65672.0,18.0,11.0,8.0,7.0,2.0,13.0,3.0,1.0,0.0,962.0,307800.0,0.2,1.0,2.0,2.0,18.0,3.0,75.0,13.0,99.0,45.0,60.0,7.0,60.0,28.0,629.0,40.0\\nGEORGIA ACRES,8559,3128,8557,2.7,2,1783,1345,1111,35.5,11.8,8.3,6.0,3.2,2.9,11.1,20.9,14.6,11.0,3.8,2.6,2.4,1.2,0.3,8559,3763,3128,635,14.8,12.7,676.2,78753,26.0,39593.0,20.0,60.0,10.0,9.0,16.0,78.0,14.0,17.0,4.0,826.0,134900.0,0.7,19.0,8.0,11.0,40.0,24.0,89.0,75.0,100.0,98.0,128.0,26.0,40.0,59.0,708.0,44.0\\nGOVALLE,4006,1385,3913,2.8,93,837,548,334,24.1,6.6,5.7,5.5,4.1,2.5,6.8,17.0,13.6,12.6,5.2,5.3,8.2,5.1,1.7,4006,1523,1385,138,57.8,4.0,1004.8,78702,33.0,34734.0,18.0,56.0,14.0,11.0,10.0,21.0,41.0,39.0,2.0,766.0,175400.0,2.2,15.0,0.0,39.0,51.0,2.0,80.0,15.0,99.0,67.0,3.0,73.0,207.0,96.0,590.0,39.0\\nGRACY WOODS,28220,12659,28021,2.2,199,6564,6095,2977,23.5,7.3,5.4,4.3,2.6,2.1,8.9,24.6,14.8,13.2,5.9,3.9,3.9,2.0,1.1,28220,13330,12659,671,44.2,6.4,4412.6,78758,24.0,41792.0,22.0,46.0,9.0,10.0,10.0,71.0,11.0,9.0,2.0,898.0,144200.0,0.8,4.0,13.0,8.0,32.0,23.0,83.0,69.0,99.0,99.0,128.0,20.0,49.0,75.0,668.0,40.0\\nHANCOCK,4662,2466,4628,1.9,34,552,1914,194,7.9,2.4,2.2,1.4,1.0,2.7,38.3,25.9,8.4,7.1,3.6,2.7,2.9,1.1,0.5,4662,2710,2466,244,23.9,8.6,540.2,78751,26.0,38624.0,11.0,14.0,6.0,9.0,2.0,11.0,13.0,1.0,0.0,865.0,292200.0,0.4,7.0,0.0,9.0,38.0,2.0,68.0,10.0,97.0,42.0,23.0,38.0,97.0,98.0,550.0,40.0\\nHARRIS BRANCH,3432,1136,3432,3.0,0,889,247,477,42.0,9.9,8.1,6.9,3.8,1.7,5.0,19.3,16.8,14.8,5.2,3.6,3.1,1.6,0.3,3432,1192,1136,56,89.1,1.5,2294.6,78754,11.0,53274.0,36.0,32.0,8.0,9.0,7.0,70.0,4.0,9.0,5.0,969.0,167600.0,0.2,132.0,1.0,1.0,22.0,4.0,74.0,59.0,100.0,100.0,286.0,33.0,33.0,19.0,708.0,41.0\\nHAYS WARTHA,2,1,2,2.0,0,1,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,2,2,1,1,100.0,0.0,1796.3,78756,9.0,59685.0,8.0,9.0,12.0,4.0,2.0,20.0,17.0,6.0,0.0,888.0,342300.0,0.6,8.0,2.0,13.0,34.0,3.0,76.0,19.0,99.0,37.0,-20.0,47.0,99.0,90.0,550.0,40.0\\nHERITAGE HILLS,5853,1938,5850,3.0,3,1280,658,821,42.4,12.6,10.8,6.4,3.2,2.1,10.7,21.2,12.4,8.7,3.7,2.9,3.4,1.2,0.5,5853,2186,1938,248,34.8,6.8,864.8,78753,26.0,39593.0,20.0,60.0,10.0,9.0,16.0,78.0,14.0,17.0,4.0,826.0,134900.0,0.7,19.0,8.0,11.0,40.0,24.0,89.0,75.0,100.0,98.0,128.0,26.0,40.0,59.0,708.0,44.0\\nHIGHLAND,4225,1910,4225,2.2,0,873,1037,347,18.2,6.3,4.4,3.9,2.1,2.0,8.6,22.9,18.6,13.1,6.2,3.7,4.2,3.2,0.8,4225,2091,1910,181,47.7,5.1,832.4,78752,32.0,33271.0,19.0,57.0,11.0,9.0,8.0,43.0,20.0,7.0,2.0,752.0,153000.0,0.8,15.0,5.0,14.0,55.0,8.0,92.0,39.0,100.0,86.0,8.0,17.0,71.0,80.0,629.0,37.0\\nHIGHLAND PARK,3907,1647,3889,2.4,18,1123,524,477,29.0,5.4,6.8,7.1,3.5,1.3,2.7,7.9,14.7,16.7,10.0,7.6,8.5,4.9,2.9,3907,1741,1647,94,89.6,2.0,1935.4,78731,9.0,78265.0,12.0,9.0,8.0,4.0,2.0,13.0,4.0,0.0,0.0,1016.0,436800.0,0.5,8.0,0.0,2.0,24.0,2.0,67.0,12.0,97.0,26.0,26.0,31.0,68.0,44.0,747.0,32.0\\nHOLLY,3987,1506,3965,2.6,22,841,665,381,25.3,7.8,6.8,6.3,3.7,2.4,8.0,20.6,15.7,10.4,4.7,3.8,4.7,3.4,1.7,3987,1645,1506,139,50.1,8.7,459.7,78702,33.0,34734.0,18.0,56.0,14.0,11.0,10.0,21.0,41.0,39.0,2.0,766.0,175400.0,2.2,15.0,0.0,39.0,51.0,2.0,80.0,15.0,99.0,67.0,3.0,73.0,207.0,96.0,590.0,39.0\\nHYDE PARK,5894,3387,5859,1.7,35,808,2579,333,9.8,3.7,3.0,1.8,1.1,2.0,25.0,29.6,12.9,9.2,4.6,2.8,2.5,0.9,0.8,5894,3594,3387,207,26.3,12.7,465.1,78751,26.0,38624.0,11.0,14.0,6.0,9.0,2.0,11.0,13.0,1.0,0.0,865.0,292200.0,0.4,7.0,0.0,9.0,38.0,2.0,68.0,10.0,97.0,42.0,23.0,38.0,97.0,98.0,550.0,40.0\\nJESTER,4974,2329,4974,2.1,0,1298,1031,573,24.6,5.3,5.2,6.2,3.5,1.3,5.4,16.3,16.1,18.1,7.9,5.8,5.5,2.8,0.5,4974,2549,2329,220,57.5,1.3,3795.1,78750,7.0,75958.0,16.0,16.0,9.0,6.0,6.0,19.0,2.0,0.0,0.0,1012.0,303100.0,0.3,32.0,4.0,1.0,15.0,5.0,70.0,15.0,99.0,51.0,104.0,20.0,64.0,21.0,747.0,33.0\\nJOHNSTON TERRACE,1854,599,1854,3.1,0,381,218,193,32.2,9.8,9.1,7.7,3.6,3.5,6.2,18.9,15.0,11.1,3.5,3.9,4.9,2.4,0.5,1854,654,599,55,60.1,2.9,640.3,78721,32.0,32131.0,36.0,52.0,17.0,16.0,14.0,61.0,26.0,47.0,10.0,870.0,121000.0,2.0,35.0,12.0,25.0,39.0,22.0,84.0,57.0,100.0,95.0,36.0,62.0,113.0,87.0,668.0,40.0\\nJOLLYVILLE,19103,9067,19086,2.1,17,4824,4243,2163,23.9,5.5,5.5,5.7,3.0,1.3,6.1,18.0,16.9,16.2,7.0,5.3,5.4,2.7,1.4,19103,9539,9067,472,49.3,5.2,3702.5,78729,8.0,57358.0,22.0,17.0,7.0,7.0,7.0,26.0,3.0,0.0,0.0,1008.0,192300.0,0.1,28.0,0.0,2.0,17.0,1.0,73.0,22.0,100.0,96.0,116.0,12.0,43.0,13.0,747.0,37.0\\nLBJ,2624,794,2624,3.3,0,612,182,335,42.2,9.8,9.5,10.2,5.8,3.4,8.0,15.4,12.3,10.7,4.7,3.6,4.3,1.8,0.6,2624,841,794,47,39.7,1.6,1632.5,78724,38.0,35711.0,29.0,63.0,8.0,8.0,28.0,85.0,16.0,38.0,20.0,962.0,105700.0,1.5,48.0,28.0,15.0,22.0,42.0,78.0,84.0,100.0,96.0,208.0,37.0,46.0,21.0,786.0,40.0\\nMCNIEL,23322,11764,23160,2.0,162,5277,6487,2252,19.1,5.6,4.4,4.2,2.4,1.6,8.3,26.5,15.5,13.6,6.1,4.5,4.3,2.0,1.0,23322,12426,11764,662,39.5,5.4,4319.3,78729,8.0,57358.0,22.0,17.0,7.0,7.0,7.0,26.0,3.0,0.0,0.0,1008.0,192300.0,0.1,28.0,0.0,2.0,17.0,1.0,73.0,22.0,100.0,96.0,116.0,12.0,43.0,13.0,747.0,37.0\\nMLK,4917,1742,4863,2.8,54,1045,697,529,30.4,9.4,8.3,7.5,4.1,2.6,8.4,17.8,12.8,11.9,4.7,3.1,4.7,3.3,1.3,4917,2021,1742,279,42.0,5.0,992.5,78721,32.0,32131.0,36.0,52.0,17.0,16.0,14.0,61.0,26.0,47.0,10.0,870.0,121000.0,2.0,35.0,12.0,25.0,39.0,22.0,84.0,57.0,100.0,95.0,36.0,62.0,113.0,87.0,668.0,40.0\\nMLK-183,7675,2529,7585,3.0,90,1656,873,750,29.7,8.3,8.1,7.6,4.2,2.9,7.2,16.1,12.9,11.9,4.8,4.4,6.0,4.3,1.4,7675,2772,2529,243,54.7,3.4,2246.1,78721,32.0,32131.0,36.0,52.0,17.0,16.0,14.0,61.0,26.0,47.0,10.0,870.0,121000.0,2.0,35.0,12.0,25.0,39.0,22.0,84.0,57.0,100.0,95.0,36.0,62.0,113.0,87.0,668.0,40.0\\nMONTOPOLIS,10638,3152,10539,3.3,99,2312,840,1288,40.9,11.5,10.0,8.0,4.2,3.4,8.9,18.5,13.1,9.7,3.7,2.7,3.6,2.1,0.5,10638,3357,3152,205,46.8,7.4,1446.3,78741,40.0,30183.0,16.0,62.0,9.0,9.0,10.0,76.0,15.0,21.0,3.0,835.0,120200.0,0.6,18.0,28.0,11.0,40.0,39.0,86.0,76.0,100.0,93.0,45.0,28.0,58.0,80.0,668.0,43.0\\nMUELLER,2070,936,2070,2.2,0,463,473,237,25.3,10.8,5.6,3.0,1.1,1.3,10.6,31.0,19.4,8.9,3.4,2.5,1.9,0.4,0.1,2070,1120,936,184,60.3,2.8,726.6,78722,19.0,44917.0,18.0,19.0,11.0,8.0,3.0,7.0,11.0,12.0,1.0,930.0,265100.0,0.9,6.0,0.0,8.0,31.0,1.0,65.0,6.0,97.0,37.0,8.0,40.0,127.0,98.0,590.0,33.0\\nNACA,28604,9578,28532,3.0,72,6213,3365,3627,37.9,11.2,8.8,6.5,3.6,3.0,9.6,21.3,14.5,10.1,3.6,2.6,2.9,1.7,0.4,28604,10732,9578,1154,29.3,14.6,1953.7,78758,24.0,41792.0,22.0,46.0,9.0,10.0,10.0,71.0,11.0,9.0,2.0,898.0,144200.0,0.8,4.0,13.0,8.0,32.0,23.0,83.0,69.0,99.0,99.0,128.0,20.0,49.0,75.0,668.0,40.0\\nNORTH BURNET,4472,2554,4471,1.8,1,777,1777,364,14.3,5.9,4.2,2.0,1.2,4.0,16.7,39.8,14.0,6.7,2.2,2.1,1.2,0.2,0.0,4472,3018,2554,464,1.2,2.1,2088.1,78758,24.0,41792.0,22.0,46.0,9.0,10.0,10.0,71.0,11.0,9.0,2.0,898.0,144200.0,0.8,4.0,13.0,8.0,32.0,23.0,83.0,69.0,99.0,99.0,128.0,20.0,49.0,75.0,668.0,40.0\\nNORTH LAMAR,6478,1948,6464,3.3,14,1371,577,857,44.0,11.7,9.0,7.3,4.3,3.2,9.4,20.7,14.4,11.1,3.5,2.3,2.0,0.7,0.3,6478,2180,1948,232,26.7,10.3,627.8,78753,26.0,39593.0,20.0,60.0,10.0,9.0,16.0,78.0,14.0,17.0,4.0,826.0,134900.0,0.7,19.0,8.0,11.0,40.0,24.0,89.0,75.0,100.0,98.0,128.0,26.0,40.0,59.0,708.0,44.0\\nNORTH LOOP,5072,2506,5045,2.0,27,725,1781,288,11.5,4.5,2.6,2.1,1.3,2.0,24.4,29.1,15.0,8.8,3.4,2.5,2.1,1.4,0.8,5072,2758,2506,252,27.9,8.2,618.6,78751,26.0,38624.0,11.0,14.0,6.0,9.0,2.0,11.0,13.0,1.0,0.0,865.0,292200.0,0.4,7.0,0.0,9.0,38.0,2.0,68.0,10.0,97.0,42.0,23.0,38.0,97.0,98.0,550.0,40.0\\nNORTH SHOAL CREEK,3471,1948,3467,1.8,4,736,1212,283,14.5,5.8,3.7,2.4,1.5,1.0,6.6,24.9,15.0,12.7,5.9,5.9,7.3,5.7,1.6,3471,2139,1948,191,44.1,5.3,655.9,78757,16.0,55156.0,5.0,25.0,10.0,6.0,5.0,21.0,8.0,4.0,1.0,895.0,253300.0,0.7,10.0,2.0,6.0,32.0,8.0,75.0,21.0,100.0,56.0,103.0,24.0,93.0,79.0,590.0,36.0\\nNORTH UNIVERSITY,4791,2484,4295,1.7,496,326,2158,92,3.7,1.5,1.2,0.6,0.4,9.7,47.9,23.6,6.0,3.4,2.0,1.9,1.3,0.2,0.2,4791,2684,2484,200,13.0,20.3,235.9,78705,66.0,11917.0,21.0,17.0,4.0,14.0,2.0,39.0,8.0,1.0,0.0,1088.0,292500.0,0.3,2.0,1.0,6.0,23.0,10.0,57.0,38.0,94.0,79.0,49.0,70.0,40.0,100.0,511.0,30.0\\nNORTHWEST HILLS,11090,6037,11084,1.8,6,2391,3646,906,15.0,4.3,4.2,3.6,1.8,1.8,14.1,24.5,12.0,10.7,5.7,4.8,6.0,4.6,2.1,11090,6479,6037,442,39.1,7.8,1427.1,78759,7.0,65672.0,18.0,11.0,8.0,7.0,2.0,13.0,3.0,1.0,0.0,962.0,307800.0,0.2,1.0,2.0,2.0,18.0,3.0,75.0,13.0,99.0,45.0,60.0,7.0,60.0,28.0,629.0,40.0\\nOLD ENFIELD,1170,584,1168,2.0,2,247,337,106,18.2,5.6,3.6,5.0,2.3,0.5,7.7,21.5,16.8,14.4,5.0,6.2,7.4,2.1,2.1,1170,634,584,50,54.8,5.6,209.9,78703,10.0,92606.0,9.0,9.0,6.0,4.0,4.0,3.0,11.0,0.0,0.0,1183.0,621900.0,0.4,1.0,0.0,8.0,25.0,0.0,51.0,2.0,92.0,13.0,7.0,65.0,104.0,67.0,629.0,25.0\\nOLD WEST AUSTIN,4225,2603,4220,1.6,5,681,1922,227,8.7,3.0,2.6,1.9,1.0,1.1,10.8,35.6,15.8,11.7,5.3,5.4,4.0,1.1,0.7,4225,2915,2603,312,30.3,6.9,611.9,78703,10.0,92606.0,9.0,9.0,6.0,4.0,4.0,3.0,11.0,0.0,0.0,1183.0,621900.0,0.4,1.0,0.0,8.0,25.0,0.0,51.0,2.0,92.0,13.0,7.0,65.0,104.0,67.0,629.0,25.0\\nPARKER LANE,9581,4396,9560,2.2,21,1751,2645,951,21.6,9.2,6.0,4.4,2.5,3.0,15.9,25.7,13.6,9.8,3.7,2.4,2.1,1.2,0.4,9581,4867,4396,471,16.0,8.4,1133.9,78741,40.0,30183.0,16.0,62.0,9.0,9.0,10.0,76.0,15.0,21.0,3.0,835.0,120200.0,0.6,18.0,28.0,11.0,40.0,39.0,86.0,76.0,100.0,93.0,45.0,28.0,58.0,80.0,668.0,43.0\\nPECAN SPRINGS--SPINGDALE,4832,1693,4719,2.8,113,1130,563,467,27.6,8.5,7.4,6.3,3.7,2.2,7.6,17.0,13.5,11.7,5.3,4.8,6.6,3.6,1.7,4832,1978,1693,285,58.2,4.9,985.5,78723,29.0,41869.0,27.0,46.0,10.0,10.0,13.0,33.0,22.0,20.0,7.0,817.0,176500.0,1.3,13.0,1.0,18.0,44.0,4.0,82.0,28.0,99.0,83.0,49.0,28.0,107.0,84.0,668.0,43.0\\nPLEASANT VALLEY,12618,5163,12582,2.4,36,1302,3861,701,13.6,5.2,3.3,2.3,1.4,8.3,44.5,19.6,7.1,4.5,2.0,1.0,0.6,0.2,0.1,12618,5738,5163,575,5.0,8.8,1438.2,78741,40.0,30183.0,16.0,62.0,9.0,9.0,10.0,76.0,15.0,21.0,3.0,835.0,120200.0,0.6,18.0,28.0,11.0,40.0,39.0,86.0,76.0,100.0,93.0,45.0,28.0,58.0,80.0,668.0,43.0\\nPOND SPRINGS,16628,8044,16621,2.1,7,3674,4370,1892,23.5,6.9,5.1,4.7,3.2,2.2,10.1,25.5,15.0,13.2,5.4,3.3,3.0,1.4,1.1,16628,8754,8044,710,27.6,7.7,2171.5,78729,8.0,57358.0,22.0,17.0,7.0,7.0,7.0,26.0,3.0,0.0,0.0,1008.0,192300.0,0.1,28.0,0.0,2.0,17.0,1.0,73.0,22.0,100.0,96.0,116.0,12.0,43.0,13.0,747.0,37.0\\nRIVERSIDE,12012,4961,12001,2.4,11,2169,2792,1298,26.2,10.0,6.8,4.5,2.5,3.0,14.9,26.3,14.6,9.5,3.3,1.9,1.9,0.6,0.3,12012,6536,4961,1575,9.1,16.7,719.8,78741,40.0,30183.0,16.0,62.0,9.0,9.0,10.0,76.0,15.0,21.0,3.0,835.0,120200.0,0.6,18.0,28.0,11.0,40.0,39.0,86.0,76.0,100.0,93.0,45.0,28.0,58.0,80.0,668.0,43.0\\nROBINSON RANCH,873,480,873,1.8,0,190,290,69,14.4,4.7,4.2,1.8,1.5,1.0,10.5,33.0,17.4,9.4,6.6,3.7,3.4,2.2,0.5,873,521,480,41,25.6,0.1,7797.8,78729,8.0,57358.0,22.0,17.0,7.0,7.0,7.0,26.0,3.0,0.0,0.0,1008.0,192300.0,0.1,28.0,0.0,2.0,17.0,1.0,73.0,22.0,100.0,96.0,116.0,12.0,43.0,13.0,747.0,37.0\\nROGERS HILL,10811,2596,9697,3.7,1114,2090,506,1302,50.2,10.0,10.0,8.6,4.6,3.0,8.7,20.4,15.6,10.2,3.2,2.5,2.2,0.8,0.2,10811,2904,2596,308,64.4,2.8,3876.5,78724,38.0,35711.0,29.0,63.0,8.0,8.0,28.0,85.0,16.0,38.0,20.0,962.0,105700.0,1.5,48.0,28.0,15.0,22.0,42.0,78.0,84.0,100.0,96.0,208.0,37.0,46.0,21.0,786.0,40.0\\nROSEDALE,5819,2969,5701,1.9,118,1264,1705,575,19.4,6.3,4.6,3.6,1.8,0.7,6.4,20.8,17.3,14.3,6.3,4.2,4.1,3.9,5.8,5819,3327,2969,358,58.8,6.9,846.3,78756,9.0,59685.0,8.0,9.0,12.0,4.0,2.0,20.0,17.0,6.0,0.0,888.0,342300.0,0.6,8.0,2.0,13.0,34.0,3.0,76.0,19.0,99.0,37.0,-20.0,47.0,99.0,90.0,550.0,40.0\\nROSEWOOD,4076,1486,3892,2.6,184,799,687,418,28.1,9.5,7.8,6.7,3.2,2.3,9.2,19.8,12.5,10.3,3.9,3.4,4.6,4.3,2.5,4076,1679,1486,193,42.5,7.1,572.2,78702,33.0,34734.0,18.0,56.0,14.0,11.0,10.0,21.0,41.0,39.0,2.0,766.0,175400.0,2.2,15.0,0.0,39.0,51.0,2.0,80.0,15.0,99.0,67.0,3.0,73.0,207.0,96.0,590.0,39.0\\nSAMSUNG--PIONEER CROSSING,5139,2035,5139,2.5,0,1199,836,680,33.4,10.9,6.8,4.9,2.6,1.6,8.8,29.2,18.1,9.0,3.2,2.1,1.8,0.6,0.2,5139,2212,2035,177,45.5,2.4,2124.4,78754,11.0,53274.0,36.0,32.0,8.0,9.0,7.0,70.0,4.0,9.0,5.0,969.0,167600.0,0.2,132.0,1.0,1.0,22.0,4.0,74.0,59.0,100.0,100.0,286.0,33.0,33.0,19.0,708.0,41.0\\nSLAUGHTER CREEK,10877,4638,10861,2.3,16,2510,2128,1323,28.5,7.9,6.5,5.6,3.1,2.1,11.2,26.9,14.5,11.3,4.3,3.0,2.2,1.0,0.3,10877,5058,4638,420,43.1,4.3,2551.6,78748,9.0,65889.0,10.0,35.0,9.0,6.0,8.0,29.0,4.0,7.0,3.0,1095.0,185500.0,0.6,74.0,0.0,4.0,12.0,0.0,63.0,22.0,100.0,92.0,260.0,29.0,58.0,40.0,747.0,44.0\\nSOUTH BRODIE,13243,4707,13223,2.8,20,3549,1158,1995,42.4,9.0,8.2,7.4,3.9,1.5,4.7,18.5,19.2,13.7,5.0,3.6,3.4,1.5,0.3,13243,4870,4707,163,79.2,4.0,3278.9,78748,9.0,65889.0,10.0,35.0,9.0,6.0,8.0,29.0,4.0,7.0,3.0,1095.0,185500.0,0.6,74.0,0.0,4.0,12.0,0.0,63.0,22.0,100.0,92.0,260.0,29.0,58.0,40.0,747.0,44.0\\nSOUTH LAMAR,8152,4264,8053,1.9,99,1307,2957,619,14.5,5.9,4.7,2.8,1.7,1.6,12.3,32.9,15.3,10.3,4.5,3.1,2.7,1.5,0.7,8152,4745,4264,481,18.7,10.5,777.7,78704,21.0,50248.0,7.0,30.0,9.0,7.0,3.0,13.0,12.0,13.0,1.0,940.0,338200.0,0.4,9.0,0.0,11.0,26.0,2.0,76.0,13.0,99.0,33.0,33.0,40.0,126.0,76.0,629.0,33.0\\nSOUTH MANCHACA,6453,2806,6443,2.3,10,1497,1309,561,20.0,5.8,4.4,4.4,2.9,1.9,7.5,19.9,15.6,14.3,7.0,5.5,6.2,3.5,1.1,6453,2971,2806,165,56.8,7.2,892.3,78745,16.0,49243.0,7.0,40.0,11.0,7.0,6.0,33.0,8.0,7.0,2.0,990.0,166200.0,0.7,21.0,1.0,6.0,24.0,3.0,72.0,29.0,99.0,96.0,73.0,30.0,83.0,76.0,668.0,35.0\\nSOUTH RIVER CITY,6511,3559,6384,1.8,127,1090,2469,488,13.7,5.4,3.5,3.0,1.2,1.3,11.3,29.5,16.5,12.0,6.3,4.2,3.5,1.6,0.8,6511,3979,3559,420,34.6,8.9,733.2,78704,21.0,50248.0,7.0,30.0,9.0,7.0,3.0,13.0,12.0,13.0,1.0,940.0,338200.0,0.4,9.0,0.0,11.0,26.0,2.0,76.0,13.0,99.0,33.0,33.0,40.0,126.0,76.0,629.0,33.0\\nSPICEWOOD,1182,434,1182,2.7,0,349,85,160,36.9,4.1,8.4,8.7,4.2,2.3,1.8,5.8,15.8,19.1,10.3,6.9,8.1,3.8,0.6,1182,449,434,15,93.3,0.6,2066.8,78744,26.0,41056.0,9.0,77.0,8.0,9.0,23.0,93.0,7.0,24.0,8.0,946.0,108100.0,0.7,35.0,13.0,6.0,22.0,33.0,81.0,87.0,100.0,100.0,89.0,26.0,44.0,63.0,708.0,40.0\\nST. EDWARDS,5322,2045,4181,2.0,1141,660,1385,324,15.8,5.0,3.9,2.7,2.4,17.0,22.6,21.9,10.0,5.9,2.2,1.6,2.3,1.9,0.6,5322,2214,2045,169,11.8,7.4,719.6,78704,21.0,50248.0,7.0,30.0,9.0,7.0,3.0,13.0,12.0,13.0,1.0,940.0,338200.0,0.4,9.0,0.0,11.0,26.0,2.0,76.0,13.0,99.0,33.0,33.0,40.0,126.0,76.0,629.0,33.0\\nST. JOHN,9348,3339,9308,2.8,40,1766,1573,1118,33.5,11.0,8.9,6.1,3.4,3.6,12.4,23.0,13.0,9.3,3.1,2.0,1.8,1.2,1.2,9348,3775,3339,436,11.4,11.7,798.0,78752,32.0,33271.0,19.0,57.0,11.0,9.0,8.0,43.0,20.0,7.0,2.0,752.0,153000.0,0.8,15.0,5.0,14.0,55.0,8.0,92.0,39.0,100.0,86.0,8.0,17.0,71.0,80.0,629.0,37.0\\nSWEET BRIAR,5746,2521,5740,2.3,6,1071,1450,495,19.6,6.1,5.8,4.6,2.5,2.6,18.0,24.8,12.3,9.6,4.7,3.2,4.1,1.4,0.3,5746,2695,2521,174,27.5,9.4,611.0,78745,16.0,49243.0,7.0,40.0,11.0,7.0,6.0,33.0,8.0,7.0,2.0,990.0,166200.0,0.7,21.0,1.0,6.0,24.0,3.0,72.0,29.0,99.0,96.0,73.0,30.0,83.0,76.0,668.0,35.0\\nTECH RIDGE,15842,6499,15832,2.4,10,3613,2886,1913,29.4,7.4,6.8,6.5,4.0,2.5,9.0,21.4,16.0,13.4,4.8,3.2,3.3,1.3,0.3,15842,7202,6499,703,45.7,3.6,4380.5,78753,26.0,39593.0,20.0,60.0,10.0,9.0,16.0,78.0,14.0,17.0,4.0,826.0,134900.0,0.7,19.0,8.0,11.0,40.0,24.0,89.0,75.0,100.0,98.0,128.0,26.0,40.0,59.0,708.0,44.0\\nTRIANGLE-STATE,1707,840,1460,1.7,247,152,688,45,5.4,1.5,0.8,0.8,1.2,3.6,44.7,26.4,6.9,6.2,3.1,2.2,1.5,0.8,0.2,1707,926,840,86,3.7,5.5,311.3,78751,26.0,38624.0,11.0,14.0,6.0,9.0,2.0,11.0,13.0,1.0,0.0,865.0,292200.0,0.4,7.0,0.0,9.0,38.0,2.0,68.0,10.0,97.0,42.0,23.0,38.0,97.0,98.0,550.0,40.0\\nUNIVERSITY HILLS,4665,1787,4643,2.6,22,1084,703,433,24.2,6.9,6.2,6.5,3.6,2.4,7.7,18.5,12.7,13.2,5.7,5.4,7.0,3.8,0.7,4665,1950,1787,163,57.5,6.4,726.4,78723,29.0,41869.0,27.0,46.0,10.0,10.0,13.0,33.0,22.0,20.0,7.0,817.0,176500.0,1.3,13.0,1.0,18.0,44.0,4.0,82.0,28.0,99.0,83.0,49.0,28.0,107.0,84.0,668.0,43.0\\nUPPER BOGGY CREEK,5302,2584,5299,2.1,3,968,1616,394,15.2,5.6,3.3,2.9,1.4,1.1,12.2,31.3,15.8,10.3,5.1,3.7,3.3,2.5,1.7,5302,2809,2584,225,44.1,7.4,719.7,78722,19.0,44917.0,18.0,19.0,11.0,8.0,3.0,7.0,11.0,12.0,1.0,930.0,265100.0,0.9,6.0,0.0,8.0,31.0,1.0,65.0,6.0,97.0,37.0,8.0,40.0,127.0,98.0,590.0,33.0\\nVILLAGE AT WESTERN OAKS,10163,4035,10163,2.5,0,2763,1272,1579,39.1,8.2,8.5,7.1,3.8,1.2,3.3,14.6,19.5,16.1,6.1,4.4,4.1,2.1,1.0,10163,4114,4035,79,75.0,5.7,1780.3,78749,6.0,80956.0,13.0,20.0,7.0,4.0,7.0,5.0,1.0,1.0,0.0,1150.0,233900.0,0.3,32.0,0.0,1.0,6.0,0.0,57.0,3.0,97.0,70.0,171.0,25.0,61.0,37.0,708.0,40.0\\nWALNUT CREEK--PIONEER HILL,3012,1394,3006,2.2,6,671,723,331,23.7,8.7,6.0,4.0,2.3,1.9,11.1,27.9,14.7,11.3,4.2,2.9,3.2,1.5,0.4,3012,1541,1394,147,21.4,1.6,1903.9,78753,26.0,39593.0,20.0,60.0,10.0,9.0,16.0,78.0,14.0,17.0,4.0,826.0,134900.0,0.7,19.0,8.0,11.0,40.0,24.0,89.0,75.0,100.0,98.0,128.0,26.0,40.0,59.0,708.0,44.0\\nWEST CONGRESS,2674,1072,2674,2.5,0,583,489,295,27.5,8.2,6.6,4.7,2.9,2.9,10.3,22.1,15.1,11.6,5.4,4.0,3.5,1.9,0.6,2674,1201,1072,129,39.8,7.1,377.1,78745,16.0,49243.0,7.0,40.0,11.0,7.0,6.0,33.0,8.0,7.0,2.0,990.0,166200.0,0.7,21.0,1.0,6.0,24.0,3.0,72.0,29.0,99.0,96.0,73.0,30.0,83.0,76.0,668.0,35.0\\nWEST OAK HILL,17275,6778,17257,2.5,18,4551,2227,2304,34.0,8.1,7.6,6.1,3.7,1.9,5.2,16.1,17.0,15.6,6.9,4.8,4.5,2.0,0.6,17275,7100,6778,322,70.3,2.0,8559.2,78753,26.0,39593.0,20.0,60.0,10.0,9.0,16.0,78.0,14.0,17.0,4.0,826.0,134900.0,0.7,19.0,8.0,11.0,40.0,24.0,89.0,75.0,100.0,98.0,128.0,26.0,40.0,59.0,708.0,44.0\\nWEST UNIVERSITY,16408,6104,12492,2.0,3916,537,5567,97,1.6,0.5,0.3,0.2,0.2,21.2,66.1,7.2,1.8,1.2,0.5,0.4,0.3,0.1,0.1,16408,6471,6104,367,8.1,35.0,468.7,78705,66.0,11917.0,21.0,17.0,4.0,14.0,2.0,39.0,8.0,1.0,0.0,1088.0,292500.0,0.3,2.0,1.0,6.0,23.0,10.0,57.0,38.0,94.0,79.0,49.0,70.0,40.0,100.0,511.0,30.0\\nWESTGATE,3914,1675,3765,2.2,149,835,840,376,22.4,7.0,6.5,5.2,3.6,2.0,7.2,16.0,13.5,11.3,5.0,3.7,6.0,7.5,5.5,3914,1790,1675,115,38.2,7.2,540.2,78745,16.0,49243.0,7.0,40.0,11.0,7.0,6.0,33.0,8.0,7.0,2.0,990.0,166200.0,0.7,21.0,1.0,6.0,24.0,3.0,72.0,29.0,99.0,96.0,73.0,30.0,83.0,76.0,668.0,35.0\\nWESTOVER HILLS,7626,4012,7616,1.9,10,1774,2238,678,16.9,4.1,4.1,4.2,2.8,1.2,7.6,17.1,13.0,13.6,6.9,6.0,9.6,7.0,2.7,7626,4353,4012,341,58.1,6.2,1230.6,78759,7.0,65672.0,18.0,11.0,8.0,7.0,2.0,13.0,3.0,1.0,0.0,962.0,307800.0,0.2,1.0,2.0,2.0,18.0,3.0,75.0,13.0,99.0,45.0,60.0,7.0,60.0,28.0,629.0,40.0\\nWINDSOR HILLS,7089,2275,6908,3.0,181,1488,787,766,33.7,8.9,8.5,6.5,3.9,2.5,8.0,16.0,13.8,11.8,4.3,4.4,5.2,3.9,2.2,7089,2449,2275,174,51.6,9.0,790.5,78753,26.0,39593.0,20.0,60.0,10.0,9.0,16.0,78.0,14.0,17.0,4.0,826.0,134900.0,0.7,19.0,8.0,11.0,40.0,24.0,89.0,75.0,100.0,98.0,128.0,26.0,40.0,59.0,708.0,44.0\\nWINDSOR PARK,15086,5599,15007,2.7,79,3167,2432,1607,28.7,9.3,7.3,5.5,3.2,2.7,9.1,20.5,14.7,12.0,4.4,3.5,3.7,2.9,1.1,15086,6528,5599,929,40.1,9.8,1532.3,78723,29.0,41869.0,27.0,46.0,10.0,10.0,13.0,33.0,22.0,20.0,7.0,817.0,176500.0,1.3,13.0,1.0,18.0,44.0,4.0,82.0,28.0,99.0,83.0,49.0,28.0,107.0,84.0,668.0,43.0\\nWINDSOR ROAD,2985,1225,2968,2.4,17,769,456,433,35.3,8.8,8.3,5.9,3.4,1.3,3.9,12.5,16.5,15.1,7.9,7.0,5.2,2.7,1.4,2985,1342,1225,117,77.8,5.5,545.6,78703,10.0,92606.0,9.0,9.0,6.0,4.0,4.0,3.0,11.0,0.0,0.0,1183.0,621900.0,0.4,1.0,0.0,8.0,25.0,0.0,51.0,2.0,92.0,13.0,7.0,65.0,104.0,67.0,629.0,25.0\\nWOOTEN,5339,2027,5331,2.6,8,1197,830,602,29.7,9.1,7.9,5.1,2.7,2.3,8.1,21.9,15.9,11.6,4.3,2.9,3.6,3.4,1.2,5339,2257,2027,230,43.6,8.6,621.0,78757,16.0,55156.0,5.0,25.0,10.0,6.0,5.0,21.0,8.0,4.0,1.0,895.0,253300.0,0.7,10.0,2.0,6.0,32.0,8.0,75.0,21.0,100.0,56.0,103.0,24.0,93.0,79.0,590.0,36.0\\nZILKER,5779,3174,5728,1.8,51,1155,2019,511,16.1,5.0,3.7,3.4,1.7,0.8,5.9,26.9,19.8,14.2,7.0,4.9,3.8,1.9,1.1,5779,3652,3174,478,47.6,7.7,747.0,78704,21.0,50248.0,7.0,30.0,9.0,7.0,3.0,13.0,12.0,13.0,1.0,940.0,338200.0,0.4,9.0,0.0,11.0,26.0,2.0,76.0,13.0,99.0,33.0,33.0,40.0,126.0,76.0,629.0,33.0\\n'"
+      ]
+     },
+     "execution_count": 302,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "result.to_csv(index=False)\n",
+    "# d = pd.read_csv('data_for_real')\n",
+    "# d.dtypes\n",
+    "# # len(d)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 225,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "col_names = list(d)\n",
+    "features = d[col_names[1:]]\n",
+    "labels = d[col_names[:1]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 296,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scaler = StandardScaler()\n",
+    "pca = PCA()\n",
+    "knc = KNeighborsClassifier(n_neighbors=1)\n",
+    "pipe = Pipeline(steps=[('scaler', scaler), ('pca', pca), ('knc', knc)])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 314,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Zilli\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\data.py:625: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64 by StandardScaler.\n",
+      "  return self.partial_fit(X, y)\n",
+      "C:\\Users\\Zilli\\Anaconda3\\lib\\site-packages\\sklearn\\base.py:465: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64 by StandardScaler.\n",
+      "  return self.fit(X, y, **fit_params).transform(X)\n",
+      "C:\\Users\\Zilli\\Anaconda3\\lib\\site-packages\\sklearn\\pipeline.py:267: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
+      "  self._final_estimator.fit(Xt, y, **fit_params)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(memory=None,\n",
+       "     steps=[('scaler', StandardScaler(copy=True, with_mean=True, with_std=True)), ('pca', PCA(copy=True, iterated_power='auto', n_components=None, random_state=None,\n",
+       "  svd_solver='auto', tol=0.0, whiten=False)), ('knc', KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n",
+       "           metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n",
+       "           weights='uniform'))])"
+      ]
+     },
+     "execution_count": 314,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "d = pd.read_csv('data_for_real')\n",
+    "pipe.fit(X=features, y=labels)\n",
+    "# knc.fit(X=features, y=labels)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 315,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['ZILKER', 5779, 3174, 5728, 1.8, 51, 1155, 2019, 511, 16.1, 5.0, 3.7, 3.4, 1.7, 0.8, 5.9, 26.9, 19.8, 14.2, 7.0, 4.9, 3.8, 1.9, 1.1, 5779, 3652, 3174, 478, 47.6, 7.7, 747.0, 78704, 21.0, 50248.0, 7.0, 30.0, 9.0, 7.0, 3.0, 13.0, 12.0, 13.0, 1.0, 940.0, 338200.0, 0.4, 9.0, 0.0, 11.0, 26.0, 2.0, 76.0, 13.0, 99.0, 33.0, 33.0, 40.0, 126.0, 76.0, 629.0, 33.0]\n",
+      "[[5.7790e+03 3.1740e+03 5.7280e+03 1.8000e+00 5.1000e+01 1.1550e+03\n",
+      "  2.0190e+03 5.1100e+02 1.6100e+01 5.0000e+00 3.7000e+00 3.4000e+00\n",
+      "  1.7000e+00 8.0000e-01 5.9000e+00 2.6900e+01 1.9800e+01 1.4200e+01\n",
+      "  7.0000e+00 4.9000e+00 3.8000e+00 1.9000e+00 1.1000e+00 5.7790e+03\n",
+      "  3.6520e+03 3.1740e+03 4.7800e+02 4.7600e+01 7.7000e+00 7.4700e+02\n",
+      "  7.8704e+04 2.1000e+01 5.0248e+04 7.0000e+00 3.0000e+01 9.0000e+00\n",
+      "  7.0000e+00 3.0000e+00 1.3000e+01 1.2000e+01 1.3000e+01 1.0000e+00\n",
+      "  9.4000e+02 3.3820e+05 4.0000e-01 9.0000e+00 0.0000e+00 1.1000e+01\n",
+      "  2.6000e+01 2.0000e+00 7.6000e+01 1.3000e+01 9.9000e+01 3.3000e+01\n",
+      "  3.3000e+01 4.0000e+01 1.2600e+02 7.6000e+01 6.2900e+02 3.3000e+01]]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "array(['ZILKER'], dtype=object)"
+      ]
+     },
+     "execution_count": 315,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\n",
+    "row = list(d.iloc[91])\n",
+    "print(row)\n",
+    "row = row[1:]\n",
+    "record = np.reshape(a=row, newshape=(1, -1))\n",
+    "print(record)\n",
+    "pipe.predict(X=record)\n",
+    "# knc.predict(X=record)[0]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 321,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Neighborhood Reporting Area                                                       object\n",
+      "Total Population                                                                   int64\n",
+      "Total Households                                                                   int64\n",
+      "Population in Households                                                           int64\n",
+      "Household Size                                                                   float64\n",
+      "Population in Group Quarters                                                       int64\n",
+      "Family Households                                                                  int64\n",
+      "Non-Family Households                                                              int64\n",
+      "Families with Children                                                             int64\n",
+      "Percent of All Households: Families with Children                                float64\n",
+      "0--4                                                                             float64\n",
+      "5--9                                                                             float64\n",
+      "10--14                                                                           float64\n",
+      "15--17                                                                           float64\n",
+      "18--19                                                                           float64\n",
+      "20--24                                                                           float64\n",
+      "25--34                                                                           float64\n",
+      "35--44                                                                           float64\n",
+      "45--54                                                                           float64\n",
+      "55--59                                                                           float64\n",
+      "60--64                                                                           float64\n",
+      "65--74                                                                           float64\n",
+      "75--84                                                                           float64\n",
+      "85 Plus                                                                          float64\n",
+      "Population                                                                         int64\n",
+      "Total units                                                                        int64\n",
+      "Occupied units                                                                     int64\n",
+      "Vacant units                                                                       int64\n",
+      "Percent owner occupied                                                           float64\n",
+      "Person per acre                                                                  float64\n",
+      "                                                                                  ...   \n",
+      "Zip Code                                                                           int64\n",
+      "Population below poverty level                                                   float64\n",
+      "Median household income                                                          float64\n",
+      "Non-White, Non-Hispanic or Latino                                                float64\n",
+      "Hispanic or Latino, of any race                                                  float64\n",
+      "Population with disability                                                       float64\n",
+      "Unemployment                                                                     float64\n",
+      "Large households (5+ members)                                                    float64\n",
+      "Homes affordable to people earning less than $50,000                             float64\n",
+      "Rentals affordable to people earning less than $25,000                           float64\n",
+      "Rent-restricted units                                                            float64\n",
+      "Housing Choice Voucher holders                                                   float64\n",
+      "Median rent                                                                      float64\n",
+      "Median home value                                                                float64\n",
+      "Percentage of rental units in poor condition                                     float64\n",
+      "Percent change in number of housing units, 2000-2012                             float64\n",
+      "Owner units affordable to average retail/service worker                          float64\n",
+      "Rental units affordable to average retail/service worker                         float64\n",
+      "Rental units affordable to average artist                                        float64\n",
+      "Owner units affordable to average artist                                         float64\n",
+      "Rental units affordable to average teacher                                       float64\n",
+      "Owner units affordable to average teacher                                        float64\n",
+      "Rental units affordable to average tech worker                                   float64\n",
+      "Owner units affordable to average tech worker                                    float64\n",
+      "Change in percentage of population below poverty, 2000-2012                      float64\n",
+      "Change in median rent, 2000-2012                                                 float64\n",
+      "Change in median home value, 2000-2012                                           float64\n",
+      "Percentage of homes within 1/4-mi of transit stop                                float64\n",
+      "Average monthly transportation cost                                              float64\n",
+      "Percentage of housing and transportation costs that is transportation-related    float64\n",
+      "Length: 61, dtype: object\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Neighborhood Reporting Area</th>\n",
+       "      <th>Total Population</th>\n",
+       "      <th>Total Households</th>\n",
+       "      <th>Population in Households</th>\n",
+       "      <th>Household Size</th>\n",
+       "      <th>Population in Group Quarters</th>\n",
+       "      <th>Family Households</th>\n",
+       "      <th>Non-Family Households</th>\n",
+       "      <th>Families with Children</th>\n",
+       "      <th>Percent of All Households: Families with Children</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Rental units affordable to average teacher</th>\n",
+       "      <th>Owner units affordable to average teacher</th>\n",
+       "      <th>Rental units affordable to average tech worker</th>\n",
+       "      <th>Owner units affordable to average tech worker</th>\n",
+       "      <th>Change in percentage of population below poverty, 2000-2012</th>\n",
+       "      <th>Change in median rent, 2000-2012</th>\n",
+       "      <th>Change in median home value, 2000-2012</th>\n",
+       "      <th>Percentage of homes within 1/4-mi of transit stop</th>\n",
+       "      <th>Average monthly transportation cost</th>\n",
+       "      <th>Percentage of housing and transportation costs that is transportation-related</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>ALLENDALE</td>\n",
+       "      <td>6643</td>\n",
+       "      <td>3263</td>\n",
+       "      <td>6621</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1650</td>\n",
+       "      <td>1613</td>\n",
+       "      <td>723</td>\n",
+       "      <td>22.2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>36.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>ANDERSON MILL</td>\n",
+       "      <td>28473</td>\n",
+       "      <td>10904</td>\n",
+       "      <td>28368</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>105</td>\n",
+       "      <td>7812</td>\n",
+       "      <td>3092</td>\n",
+       "      <td>4037</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>104.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>747.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>AVERY RANCH--LAKELINE</td>\n",
+       "      <td>14785</td>\n",
+       "      <td>5681</td>\n",
+       "      <td>14785</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3878</td>\n",
+       "      <td>1803</td>\n",
+       "      <td>2472</td>\n",
+       "      <td>43.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>638.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>47.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>BARTON HILLS</td>\n",
+       "      <td>8022</td>\n",
+       "      <td>4614</td>\n",
+       "      <td>7890</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>132</td>\n",
+       "      <td>1445</td>\n",
+       "      <td>3169</td>\n",
+       "      <td>556</td>\n",
+       "      <td>12.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>BOULDIN</td>\n",
+       "      <td>5510</td>\n",
+       "      <td>2694</td>\n",
+       "      <td>5468</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>42</td>\n",
+       "      <td>1024</td>\n",
+       "      <td>1670</td>\n",
+       "      <td>489</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 61 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Neighborhood Reporting Area  Total Population  Total Households  \\\n",
+       "0                   ALLENDALE              6643              3263   \n",
+       "1               ANDERSON MILL             28473             10904   \n",
+       "2       AVERY RANCH--LAKELINE             14785              5681   \n",
+       "3                BARTON HILLS              8022              4614   \n",
+       "4                     BOULDIN              5510              2694   \n",
+       "\n",
+       "   Population in Households  Household Size  Population in Group Quarters  \\\n",
+       "0                      6621             2.0                            22   \n",
+       "1                     28368             2.6                           105   \n",
+       "2                     14785             2.6                             0   \n",
+       "3                      7890             1.7                           132   \n",
+       "4                      5468             2.0                            42   \n",
+       "\n",
+       "   Family Households  Non-Family Households  Families with Children  \\\n",
+       "0               1650                   1613                     723   \n",
+       "1               7812                   3092                    4037   \n",
+       "2               3878                   1803                    2472   \n",
+       "3               1445                   3169                     556   \n",
+       "4               1024                   1670                     489   \n",
+       "\n",
+       "   Percent of All Households: Families with Children  \\\n",
+       "0                                               22.2   \n",
+       "1                                               37.0   \n",
+       "2                                               43.5   \n",
+       "3                                               12.1   \n",
+       "4                                               18.2   \n",
+       "\n",
+       "                                       ...                                        \\\n",
+       "0                                      ...                                         \n",
+       "1                                      ...                                         \n",
+       "2                                      ...                                         \n",
+       "3                                      ...                                         \n",
+       "4                                      ...                                         \n",
+       "\n",
+       "   Rental units affordable to average teacher  \\\n",
+       "0                                        75.0   \n",
+       "1                                        70.0   \n",
+       "2                                        70.0   \n",
+       "3                                        76.0   \n",
+       "4                                        76.0   \n",
+       "\n",
+       "   Owner units affordable to average teacher  \\\n",
+       "0                                       21.0   \n",
+       "1                                       15.0   \n",
+       "2                                        6.0   \n",
+       "3                                       13.0   \n",
+       "4                                       13.0   \n",
+       "\n",
+       "   Rental units affordable to average tech worker  \\\n",
+       "0                                           100.0   \n",
+       "1                                            99.0   \n",
+       "2                                            98.0   \n",
+       "3                                            99.0   \n",
+       "4                                            99.0   \n",
+       "\n",
+       "   Owner units affordable to average tech worker  \\\n",
+       "0                                           56.0   \n",
+       "1                                           51.0   \n",
+       "2                                           67.0   \n",
+       "3                                           33.0   \n",
+       "4                                           33.0   \n",
+       "\n",
+       "   Change in percentage of population below poverty, 2000-2012  \\\n",
+       "0                                              103.0             \n",
+       "1                                              104.0             \n",
+       "2                                              638.0             \n",
+       "3                                               33.0             \n",
+       "4                                               33.0             \n",
+       "\n",
+       "   Change in median rent, 2000-2012  Change in median home value, 2000-2012  \\\n",
+       "0                              24.0                                    93.0   \n",
+       "1                              20.0                                    64.0   \n",
+       "2                               2.0                                    33.0   \n",
+       "3                              40.0                                   126.0   \n",
+       "4                              40.0                                   126.0   \n",
+       "\n",
+       "   Percentage of homes within 1/4-mi of transit stop  \\\n",
+       "0                                               79.0   \n",
+       "1                                               21.0   \n",
+       "2                                                3.0   \n",
+       "3                                               76.0   \n",
+       "4                                               76.0   \n",
+       "\n",
+       "   Average monthly transportation cost  \\\n",
+       "0                                590.0   \n",
+       "1                                747.0   \n",
+       "2                                708.0   \n",
+       "3                                629.0   \n",
+       "4                                629.0   \n",
+       "\n",
+       "   Percentage of housing and transportation costs that is transportation-related  \n",
+       "0                                               36.0                              \n",
+       "1                                               33.0                              \n",
+       "2                                               47.0                              \n",
+       "3                                               33.0                              \n",
+       "4                                               33.0                              \n",
+       "\n",
+       "[5 rows x 61 columns]"
+      ]
+     },
+     "execution_count": 321,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "d = pd.read_csv('data_for_real.csv')\n",
+    "# d = d[list(d)[:1] + list(d)[3:6] + list(d)[9:10] + list(d)[24:31] + list(d)[32:]]\n",
+    "print()\n",
+    "print(d.dtypes)\n",
+    "d.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 348,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Neighborhood</th>\n",
+       "      <th>Majority Age</th>\n",
+       "      <th>Neighborhood Size</th>\n",
+       "      <th>House Size</th>\n",
+       "      <th>Family Percentage</th>\n",
+       "      <th>Vacancy</th>\n",
+       "      <th>Income</th>\n",
+       "      <th>Rent</th>\n",
+       "      <th>Home Value</th>\n",
+       "      <th>Transit Closeness</th>\n",
+       "      <th>Transit Cost</th>\n",
+       "      <th>Rent Increase</th>\n",
+       "      <th>Home Value Increase</th>\n",
+       "      <th>Density</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>ALLENDALE</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>ANDERSON MILL</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>AVERY RANCH--LAKELINE</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>BARTON HILLS</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>BOULDIN</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>BRENTWOOD</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>BRODIE LANE</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>BULL CREEK</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>CENTRAL EAST AUSTIN</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>CENTRAL WEST AUSTIN</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>CHERRY CREEK</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>CHESTNUT</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>CIRCLE C SOUTH</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>CORONADO HILLS</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>CRESTVIEW</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>DAVENPORT--LAKE AUSTIN</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>DAWSON</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>DECKER LAKE</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>DITTMAR--SLAUGHTER</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>DOWNTOWN</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>EAST CESAR CHAVEZ</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>EAST CONGRESS</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>EAST OAK HILL</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>FOUR POINTS</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>FRANKLIN PARK</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>GALINDO</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>GARRISON PARK</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>GATEWAY</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>GEORGIA ACRES</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>GOVALLE</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62</th>\n",
+       "      <td>ROBINSON RANCH</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63</th>\n",
+       "      <td>ROGERS HILL</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>64</th>\n",
+       "      <td>ROSEDALE</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65</th>\n",
+       "      <td>ROSEWOOD</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66</th>\n",
+       "      <td>SAMSUNG--PIONEER CROSSING</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>SLAUGHTER CREEK</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>SOUTH BRODIE</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>69</th>\n",
+       "      <td>SOUTH LAMAR</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70</th>\n",
+       "      <td>SOUTH MANCHACA</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>71</th>\n",
+       "      <td>SOUTH RIVER CITY</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>72</th>\n",
+       "      <td>SPICEWOOD</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>73</th>\n",
+       "      <td>ST. EDWARDS</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74</th>\n",
+       "      <td>ST. JOHN</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75</th>\n",
+       "      <td>SWEET BRIAR</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>TECH RIDGE</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>TRIANGLE-STATE</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>UNIVERSITY HILLS</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>UPPER BOGGY CREEK</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80</th>\n",
+       "      <td>VILLAGE AT WESTERN OAKS</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>81</th>\n",
+       "      <td>WALNUT CREEK--PIONEER HILL</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82</th>\n",
+       "      <td>WEST CONGRESS</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>83</th>\n",
+       "      <td>WEST OAK HILL</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>WEST UNIVERSITY</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>WESTGATE</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>WESTOVER HILLS</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>WINDSOR HILLS</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88</th>\n",
+       "      <td>WINDSOR PARK</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>WINDSOR ROAD</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>90</th>\n",
+       "      <td>WOOTEN</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>ZILKER</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>92 rows × 14 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  Neighborhood  Majority Age  Neighborhood Size  House Size  \\\n",
+       "0                    ALLENDALE      3.333333                  2           1   \n",
+       "1                ANDERSON MILL      3.333333                  5           2   \n",
+       "2        AVERY RANCH--LAKELINE      3.333333                  3           2   \n",
+       "3                 BARTON HILLS      1.666667                  2           0   \n",
+       "4                      BOULDIN      1.666667                  1           1   \n",
+       "5                    BRENTWOOD      1.666667                  2           0   \n",
+       "6                  BRODIE LANE      1.666667                  2           1   \n",
+       "7                   BULL CREEK      5.000000                  2           1   \n",
+       "8          CENTRAL EAST AUSTIN      1.666667                  1           1   \n",
+       "9          CENTRAL WEST AUSTIN      3.333333                  2           1   \n",
+       "10                CHERRY CREEK      1.666667                  4           1   \n",
+       "11                    CHESTNUT      1.666667                  1           1   \n",
+       "12              CIRCLE C SOUTH      3.333333                  2           3   \n",
+       "13              CORONADO HILLS      1.666667                  1           2   \n",
+       "14                   CRESTVIEW      3.333333                  1           0   \n",
+       "15      DAVENPORT--LAKE AUSTIN      3.333333                  1           2   \n",
+       "16                      DAWSON      1.666667                  1           1   \n",
+       "17                 DECKER LAKE      3.333333                  1           4   \n",
+       "18          DITTMAR--SLAUGHTER      1.666667                  3           2   \n",
+       "19                    DOWNTOWN      1.666667                  2           0   \n",
+       "20           EAST CESAR CHAVEZ      1.666667                  1           1   \n",
+       "21               EAST CONGRESS      1.666667                  1           1   \n",
+       "22               EAST OAK HILL      1.666667                  3           1   \n",
+       "23                 FOUR POINTS      1.666667                  2           0   \n",
+       "24               FRANKLIN PARK      1.666667                  2           4   \n",
+       "25                     GALINDO      1.666667                  1           1   \n",
+       "26               GARRISON PARK      1.666667                  3           1   \n",
+       "27                     GATEWAY      1.666667                  1           0   \n",
+       "28               GEORGIA ACRES      1.666667                  2           2   \n",
+       "29                     GOVALLE      1.666667                  1           2   \n",
+       "..                         ...           ...                ...         ...   \n",
+       "62              ROBINSON RANCH      1.666667                  1           0   \n",
+       "63                 ROGERS HILL      1.666667                  2           4   \n",
+       "64                    ROSEDALE      3.333333                  2           0   \n",
+       "65                    ROSEWOOD      1.666667                  1           2   \n",
+       "66   SAMSUNG--PIONEER CROSSING      1.666667                  1           2   \n",
+       "67             SLAUGHTER CREEK      1.666667                  2           1   \n",
+       "68                SOUTH BRODIE      3.333333                  2           2   \n",
+       "69                 SOUTH LAMAR      1.666667                  2           0   \n",
+       "70              SOUTH MANCHACA      3.333333                  2           1   \n",
+       "71            SOUTH RIVER CITY      1.666667                  2           0   \n",
+       "72                   SPICEWOOD      3.333333                  1           2   \n",
+       "73                 ST. EDWARDS      1.666667                  1           1   \n",
+       "74                    ST. JOHN      1.666667                  2           2   \n",
+       "75                 SWEET BRIAR      1.666667                  1           1   \n",
+       "76                  TECH RIDGE      1.666667                  3           1   \n",
+       "77              TRIANGLE-STATE      1.666667                  1           0   \n",
+       "78            UNIVERSITY HILLS      1.666667                  1           2   \n",
+       "79           UPPER BOGGY CREEK      1.666667                  1           1   \n",
+       "80     VILLAGE AT WESTERN OAKS      3.333333                  2           2   \n",
+       "81  WALNUT CREEK--PIONEER HILL      1.666667                  1           1   \n",
+       "82               WEST CONGRESS      1.666667                  1           2   \n",
+       "83               WEST OAK HILL      3.333333                  3           2   \n",
+       "84             WEST UNIVERSITY      1.666667                  3           1   \n",
+       "85                    WESTGATE      5.000000                  1           1   \n",
+       "86              WESTOVER HILLS      5.000000                  2           0   \n",
+       "87               WINDSOR HILLS      1.666667                  1           3   \n",
+       "88                WINDSOR PARK      1.666667                  3           2   \n",
+       "89                WINDSOR ROAD      3.333333                  1           1   \n",
+       "90                      WOOTEN      1.666667                  1           2   \n",
+       "91                      ZILKER      3.333333                  2           0   \n",
+       "\n",
+       "    Family Percentage  Vacancy  Income  Rent  Home Value  Transit Closeness  \\\n",
+       "0                   1        0       1     0           1                  3   \n",
+       "1                   3        0       2     1           1                  0   \n",
+       "2                   3        0       3     1           1                  0   \n",
+       "3                   1        0       1     0           2                  3   \n",
+       "4                   1        0       1     0           2                  3   \n",
+       "5                   1        0       1     0           1                  3   \n",
+       "6                   2        0       2     1           0                  1   \n",
+       "7                   2        0       1     0           1                  3   \n",
+       "8                   1        0       0     0           0                  4   \n",
+       "9                   2        0       3     1           4                  3   \n",
+       "10                  2        0       1     0           0                  3   \n",
+       "11                  1        0       0     0           0                  4   \n",
+       "12                  4        0       4     4           2                  0   \n",
+       "13                  2        0       0     0           0                  3   \n",
+       "14                  1        1       1     0           1                  3   \n",
+       "15                  3        0       4     1           4                  0   \n",
+       "16                  1        0       1     0           2                  3   \n",
+       "17                  4        0       1     0           0                  0   \n",
+       "18                  2        0       1     0           0                  3   \n",
+       "19                  0        2       2     3           2                  4   \n",
+       "20                  1        0       0     0           0                  4   \n",
+       "21                  1        0       1     0           2                  3   \n",
+       "22                  1        0       2     1           2                  0   \n",
+       "23                  1        0       4     1           4                  0   \n",
+       "24                  4        0       1     0           0                  3   \n",
+       "25                  1        0       1     0           2                  3   \n",
+       "26                  1        0       1     0           0                  3   \n",
+       "27                  0        0       2     0           1                  1   \n",
+       "28                  2        1       1     0           0                  2   \n",
+       "29                  2        0       0     0           0                  4   \n",
+       "..                ...      ...     ...   ...         ...                ...   \n",
+       "62                  1        0       1     1           0                  0   \n",
+       "63                  4        0       1     0           0                  0   \n",
+       "64                  1        0       2     0           2                  4   \n",
+       "65                  2        0       0     0           0                  4   \n",
+       "66                  2        0       1     0           0                  0   \n",
+       "67                  2        0       2     1           0                  1   \n",
+       "68                  3        0       2     1           0                  1   \n",
+       "69                  1        0       1     0           2                  3   \n",
+       "70                  1        0       1     0           0                  3   \n",
+       "71                  1        0       1     0           2                  3   \n",
+       "72                  3        0       1     0           0                  3   \n",
+       "73                  1        0       1     0           2                  3   \n",
+       "74                  2        1       0     0           0                  3   \n",
+       "75                  1        0       1     0           0                  3   \n",
+       "76                  2        0       1     0           0                  2   \n",
+       "77                  0        0       1     0           1                  4   \n",
+       "78                  2        0       1     0           0                  4   \n",
+       "79                  1        0       1     0           1                  4   \n",
+       "80                  3        0       3     1           1                  1   \n",
+       "81                  1        0       1     0           0                  2   \n",
+       "82                  2        0       1     0           0                  3   \n",
+       "83                  2        0       1     0           0                  2   \n",
+       "84                  0        0       0     1           1                  4   \n",
+       "85                  1        0       1     0           0                  3   \n",
+       "86                  1        0       2     0           1                  1   \n",
+       "87                  2        0       1     0           0                  2   \n",
+       "88                  2        1       1     0           0                  4   \n",
+       "89                  2        0       3     1           4                  3   \n",
+       "90                  2        0       1     0           1                  3   \n",
+       "91                  1        1       1     0           2                  3   \n",
+       "\n",
+       "    Transit Cost  Rent Increase  Home Value Increase  Density  \n",
+       "0              2              1                    1        0  \n",
+       "1              4              0                    0        0  \n",
+       "2              3              0                    0        0  \n",
+       "3              2              1                    2        0  \n",
+       "4              2              1                    2        1  \n",
+       "5              2              1                    1        1  \n",
+       "6              4              1                    0        0  \n",
+       "7              2              1                    1        0  \n",
+       "8              2              3                    4        1  \n",
+       "9              2              2                    2        0  \n",
+       "10             3              1                    1        1  \n",
+       "11             2              3                    4        1  \n",
+       "12             4              0                    1        0  \n",
+       "13             2              0                    1        1  \n",
+       "14             2              1                    1        0  \n",
+       "15             4              1                    1        0  \n",
+       "16             2              1                    2        1  \n",
+       "17             4              1                    0        0  \n",
+       "18             3              1                    1        0  \n",
+       "19             0              4                    0        0  \n",
+       "20             2              3                    4        1  \n",
+       "21             2              1                    2        0  \n",
+       "22             4              0                    1        0  \n",
+       "23             4              0                    0        0  \n",
+       "24             3              1                    0        1  \n",
+       "25             2              1                    2        1  \n",
+       "26             3              1                    1        1  \n",
+       "27             2              0                    0        0  \n",
+       "28             3              1                    0        1  \n",
+       "29             2              3                    4        0  \n",
+       "..           ...            ...                  ...      ...  \n",
+       "62             4              0                    0        0  \n",
+       "63             4              1                    0        0  \n",
+       "64             1              2                    1        0  \n",
+       "65             2              3                    4        1  \n",
+       "66             3              1                    0        0  \n",
+       "67             4              1                    0        0  \n",
+       "68             4              1                    0        0  \n",
+       "69             2              1                    2        1  \n",
+       "70             3              1                    1        1  \n",
+       "71             2              1                    2        1  \n",
+       "72             3              1                    0        0  \n",
+       "73             2              1                    2        1  \n",
+       "74             2              0                    1        1  \n",
+       "75             3              1                    1        1  \n",
+       "76             3              1                    0        0  \n",
+       "77             1              1                    1        0  \n",
+       "78             3              1                    2        0  \n",
+       "79             2              1                    2        1  \n",
+       "80             3              1                    0        0  \n",
+       "81             3              1                    0        0  \n",
+       "82             3              1                    1        1  \n",
+       "83             3              1                    0        0  \n",
+       "84             1              3                    0        4  \n",
+       "85             3              1                    1        1  \n",
+       "86             2              0                    0        0  \n",
+       "87             3              1                    0        1  \n",
+       "88             3              1                    2        1  \n",
+       "89             2              2                    2        0  \n",
+       "90             2              1                    1        1  \n",
+       "91             2              1                    2        1  \n",
+       "\n",
+       "[92 rows x 14 columns]"
+      ]
+     },
+     "execution_count": 348,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "nd = pd.DataFrame()\n",
+    "\n",
+    "nd['Neighborhood'] = d['Neighborhood Reporting Area']\n",
+    "\n",
+    "def find_majority_age_group(row):\n",
+    "    g1 = row['18--19'] + row['20--24'] + row['25--34']\n",
+    "    g2 = row['35--44'] + row['45--54']\n",
+    "    g3 = row['55--59'] + row['60--64'] + row['65--74'] + row['75--84'] + row['85 Plus']\n",
+    "#     print()\n",
+    "#     print(g1)\n",
+    "#     print(g2)\n",
+    "#     print(g3)\n",
+    "    if g1 >= g2 and g1 >= g3:\n",
+    "        return 1\n",
+    "    if g2 >= g1 and g2 >= g3:\n",
+    "        return 2\n",
+    "    if g3 >= g1 and g3 >= g2:\n",
+    "        return 3\n",
+    "nd['Majority Age'] = d.apply(lambda row: find_majority_age_group(row), axis=1)\n",
+    "\n",
+    "pop_class = pd.cut(d['Total Population'], bins=5, labels=[1, 2, 3, 4, 5], retbins=True)[0]\n",
+    "house_class = pd.cut(d['Total Households'], bins=5, labels=[1, 2, 3, 4, 5], retbins=True)[0]\n",
+    "comb_class = []\n",
+    "for i in range(len(pop_class)):\n",
+    "    comb_class.append((pop_class[i] + house_class[i])//2)\n",
+    "nd['Neighborhood Size'] = comb_class\n",
+    "\n",
+    "house_size_class = pd.cut(d['Household Size'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['House Size'] = house_size_class\n",
+    "\n",
+    "family_class = pd.cut(d['Percent of All Households: Families with Children'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['Family Percentage'] = family_class\n",
+    "\n",
+    "d['Percent Vacant'] = d.apply(lambda row: row['Vacant units']/row['Total units'], axis=1)\n",
+    "vacancy_class = pd.cut(d['Percent Vacant'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['Vacancy'] = vacancy_class\n",
+    "\n",
+    "income_class = pd.cut(d['Median household income'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['Income'] = income_class\n",
+    "\n",
+    "rent_class = pd.cut(d['Median rent'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['Rent'] = rent_class\n",
+    "\n",
+    "home_value_class = pd.cut(d['Median home value'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['Home Value'] = home_value_class\n",
+    "\n",
+    "nd['Transit Closeness'] = pd.cut(d['Percentage of homes within 1/4-mi of transit stop'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "nd['Transit Cost'] = pd.cut(d['Average monthly transportation cost'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "nd['Transit Closeness'] = pd.cut(d['Percentage of homes within 1/4-mi of transit stop'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "nd['Rent Increase'] = pd.cut(d['Change in median rent, 2000-2012'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "nd['Home Value Increase'] = pd.cut(d['Change in median home value, 2000-2012'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "nd['Density'] = pd.cut(d['Person per acre'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "# nd['Tech Worker Affordabable'] = d.apply(lambda row: (row[]+row[])/200, axis=1)\n",
+    "\n",
+    "nd['Majority Age'] = nd['Majority Age'].apply(lambda a: a*(5/3))\n",
+    "\n",
+    "nd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 347,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Zilli\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\data.py:625: DataConversionWarning: Data with input dtype int64 were all converted to float64 by StandardScaler.\n",
+      "  return self.partial_fit(X, y)\n",
+      "C:\\Users\\Zilli\\Anaconda3\\lib\\site-packages\\sklearn\\base.py:465: DataConversionWarning: Data with input dtype int64 were all converted to float64 by StandardScaler.\n",
+      "  return self.fit(X, y, **fit_params).transform(X)\n",
+      "C:\\Users\\Zilli\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_function_transformer.py:201: RuntimeWarning: invalid value encountered in log1p\n",
+      "  **(kw_args if kw_args else {}))\n"
+     ]
+    },
+    {
+     "ename": "ValueError",
+     "evalue": "Input contains NaN, infinity or a value too large for dtype('float64').",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-347-34064269dece>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     27\u001b[0m \u001b[0mlabels\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnd\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcol_names\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     28\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 29\u001b[1;33m \u001b[0mpipe\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfeatures\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     30\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     31\u001b[0m \u001b[0mrow\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\u001b[0m in \u001b[0;36mfit\u001b[1;34m(self, X, y, **fit_params)\u001b[0m\n\u001b[0;32m    263\u001b[0m             \u001b[0mThis\u001b[0m \u001b[0mestimator\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    264\u001b[0m         \"\"\"\n\u001b[1;32m--> 265\u001b[1;33m         \u001b[0mXt\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfit_params\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_fit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mfit_params\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    266\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_final_estimator\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    267\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_final_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mXt\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mfit_params\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\u001b[0m in \u001b[0;36m_fit\u001b[1;34m(self, X, y, **fit_params)\u001b[0m\n\u001b[0;32m    228\u001b[0m                 Xt, fitted_transformer = fit_transform_one_cached(\n\u001b[0;32m    229\u001b[0m                     \u001b[0mcloned_transformer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mXt\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 230\u001b[1;33m                     **fit_params_steps[name])\n\u001b[0m\u001b[0;32m    231\u001b[0m                 \u001b[1;31m# Replace the transformer of the step with the fitted\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    232\u001b[0m                 \u001b[1;31m# transformer. This is necessary when loading the transformer\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\sklearn\\externals\\joblib\\memory.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m    340\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    341\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__call__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 342\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    343\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    344\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mcall_and_shelve\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\u001b[0m in \u001b[0;36m_fit_transform_one\u001b[1;34m(transformer, X, y, weight, **fit_params)\u001b[0m\n\u001b[0;32m    612\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_fit_transform_one\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtransformer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mweight\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mfit_params\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    613\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtransformer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'fit_transform'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 614\u001b[1;33m         \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtransformer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit_transform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mfit_params\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    615\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    616\u001b[0m         \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtransformer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mfit_params\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\sklearn\\decomposition\\pca.py\u001b[0m in \u001b[0;36mfit_transform\u001b[1;34m(self, X, y)\u001b[0m\n\u001b[0;32m    357\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    358\u001b[0m         \"\"\"\n\u001b[1;32m--> 359\u001b[1;33m         \u001b[0mU\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mS\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mV\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_fit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    360\u001b[0m         \u001b[0mU\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mU\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m:\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mn_components_\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    361\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\sklearn\\decomposition\\pca.py\u001b[0m in \u001b[0;36m_fit\u001b[1;34m(self, X)\u001b[0m\n\u001b[0;32m    379\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    380\u001b[0m         X = check_array(X, dtype=[np.float64, np.float32], ensure_2d=True,\n\u001b[1;32m--> 381\u001b[1;33m                         copy=self.copy)\n\u001b[0m\u001b[0;32m    382\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    383\u001b[0m         \u001b[1;31m# Handle n_components==None\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py\u001b[0m in \u001b[0;36mcheck_array\u001b[1;34m(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, warn_on_dtype, estimator)\u001b[0m\n\u001b[0;32m    571\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mforce_all_finite\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    572\u001b[0m             _assert_all_finite(array,\n\u001b[1;32m--> 573\u001b[1;33m                                allow_nan=force_all_finite == 'allow-nan')\n\u001b[0m\u001b[0;32m    574\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    575\u001b[0m     \u001b[0mshape_repr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_shape_repr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marray\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py\u001b[0m in \u001b[0;36m_assert_all_finite\u001b[1;34m(X, allow_nan)\u001b[0m\n\u001b[0;32m     54\u001b[0m                 not allow_nan and not np.isfinite(X).all()):\n\u001b[0;32m     55\u001b[0m             \u001b[0mtype_err\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'infinity'\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mallow_nan\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;34m'NaN, infinity'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 56\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmsg_err\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtype_err\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     57\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     58\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mValueError\u001b[0m: Input contains NaN, infinity or a value too large for dtype('float64')."
+     ]
+    }
+   ],
+   "source": [
+    "# SHAP / lime / numpy\n",
+    "\n",
+    "# class weightor:\n",
+    "#     def __init__(self, w):\n",
+    "#         self.weights = 2\n",
+    "#     def fit(self, *_):\n",
+    "#         return self\n",
+    "#     def transform(self, X, *_):\n",
+    "#         result = []\n",
+    "#         for index, rowdata in X.iterrows():\n",
+    "#             print(rowdata)\n",
+    "#             rowdict = None\n",
+    "#             result.append(rowdict)\n",
+    "#         return data\n",
+    "        \n",
+    "# def weighty():\n",
+    "#     weights = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1,]\n",
+    "weight = weightor(weights)\n",
+    "transformer = FunctionTransformer(np.log1p, validate=True)\n",
+    "scaler = StandardScaler()\n",
+    "pca = PCA()\n",
+    "knc = KNeighborsClassifier(n_neighbors=1)\n",
+    "pipe = Pipeline(steps=[('scaler', scaler), ('pca', pca), ('knc', knc)])\n",
+    "\n",
+    "col_names = list(nd)\n",
+    "features = nd[col_names[1:]]\n",
+    "labels = nd[col_names[:1]]\n",
+    "\n",
+    "knc.fit(X=features, y=labels)\n",
+    "\n",
+    "row = list(nd.iloc[0])\n",
+    "print(row)\n",
+    "row = row[1:]\n",
+    "weights = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1,]\n",
+    "# apply weight\n",
+    "row = [a*b for a,b in zip(row, weights)]\n",
+    "record = np.reshape(a=row, newshape=(1, -1))\n",
+    "print(record)\n",
+    "pipe.predict(X=record)\n",
+    "# knc.predict(X=record)[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 496,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{\"value_dict\": {\"Majority Age\": 1, \"Neighborhood Size\": 2, \"House Size\": 1, \"Family Percentage\": 1, \"Vacancy\": 0, \"Income\": 0, \"Rent\": 0, \"Home Value\": 1, \"Transit Closeness\": 3, \"Transit Cost\": 2, \"Rent Increase\": 1, \"Home Value Increase\": 1, \"Density\": 0}, \"weight_dict\": {\"Majority Age\": 1, \"Neighborhood Size\": 1, \"House Size\": 1, \"Family Percentage\": 1, \"Vacancy\": 4, \"Income\": 4, \"Rent\": 1, \"Home Value\": 1, \"Transit Closeness\": 1, \"Transit Cost\": 1, \"Rent Increase\": 1, \"Home Value Increase\": 1, \"Density\": 1}}\n",
+      "{'Rent': 0, 'Density': 0, 'Vacancy': 0, 'Transit Closeness': 3, 'Rent Increase': 1, 'Family Percentage': 1, 'Income': 0, 'Neighborhood Size': 2, 'Transit Cost': 2, 'Majority Age': 1, 'Home Value Increase': 1, 'Home Value': 1, 'House Size': 1}\n",
+      "                  Neighborhood  Majority Age  Neighborhood Size  House Size  \\\n",
+      "0                    ALLENDALE             1                  2           1   \n",
+      "1                ANDERSON MILL             1                  5           2   \n",
+      "2        AVERY RANCH--LAKELINE             1                  3           2   \n",
+      "3                 BARTON HILLS             0                  2           0   \n",
+      "4                      BOULDIN             0                  1           1   \n",
+      "5                    BRENTWOOD             0                  2           0   \n",
+      "6                  BRODIE LANE             0                  2           1   \n",
+      "7                   BULL CREEK             2                  2           1   \n",
+      "8          CENTRAL EAST AUSTIN             0                  1           1   \n",
+      "9          CENTRAL WEST AUSTIN             1                  2           1   \n",
+      "10                CHERRY CREEK             0                  4           1   \n",
+      "11                    CHESTNUT             0                  1           1   \n",
+      "12              CIRCLE C SOUTH             1                  2           3   \n",
+      "13              CORONADO HILLS             0                  1           2   \n",
+      "14                   CRESTVIEW             1                  1           0   \n",
+      "15      DAVENPORT--LAKE AUSTIN             1                  1           2   \n",
+      "16                      DAWSON             0                  1           1   \n",
+      "17                 DECKER LAKE             1                  1           4   \n",
+      "18          DITTMAR--SLAUGHTER             0                  3           2   \n",
+      "19                    DOWNTOWN             0                  2           0   \n",
+      "20           EAST CESAR CHAVEZ             0                  1           1   \n",
+      "21               EAST CONGRESS             0                  1           1   \n",
+      "22               EAST OAK HILL             0                  3           1   \n",
+      "23                 FOUR POINTS             0                  2           0   \n",
+      "24               FRANKLIN PARK             0                  2           4   \n",
+      "25                     GALINDO             0                  1           1   \n",
+      "26               GARRISON PARK             0                  3           1   \n",
+      "27                     GATEWAY             0                  1           0   \n",
+      "28               GEORGIA ACRES             0                  2           2   \n",
+      "29                     GOVALLE             0                  1           2   \n",
+      "..                         ...           ...                ...         ...   \n",
+      "62              ROBINSON RANCH             0                  1           0   \n",
+      "63                 ROGERS HILL             0                  2           4   \n",
+      "64                    ROSEDALE             1                  2           0   \n",
+      "65                    ROSEWOOD             0                  1           2   \n",
+      "66   SAMSUNG--PIONEER CROSSING             0                  1           2   \n",
+      "67             SLAUGHTER CREEK             0                  2           1   \n",
+      "68                SOUTH BRODIE             1                  2           2   \n",
+      "69                 SOUTH LAMAR             0                  2           0   \n",
+      "70              SOUTH MANCHACA             1                  2           1   \n",
+      "71            SOUTH RIVER CITY             0                  2           0   \n",
+      "72                   SPICEWOOD             1                  1           2   \n",
+      "73                 ST. EDWARDS             0                  1           1   \n",
+      "74                    ST. JOHN             0                  2           2   \n",
+      "75                 SWEET BRIAR             0                  1           1   \n",
+      "76                  TECH RIDGE             0                  3           1   \n",
+      "77              TRIANGLE-STATE             0                  1           0   \n",
+      "78            UNIVERSITY HILLS             0                  1           2   \n",
+      "79           UPPER BOGGY CREEK             0                  1           1   \n",
+      "80     VILLAGE AT WESTERN OAKS             1                  2           2   \n",
+      "81  WALNUT CREEK--PIONEER HILL             0                  1           1   \n",
+      "82               WEST CONGRESS             0                  1           2   \n",
+      "83               WEST OAK HILL             1                  3           2   \n",
+      "84             WEST UNIVERSITY             0                  3           1   \n",
+      "85                    WESTGATE             2                  1           1   \n",
+      "86              WESTOVER HILLS             2                  2           0   \n",
+      "87               WINDSOR HILLS             0                  1           3   \n",
+      "88                WINDSOR PARK             0                  3           2   \n",
+      "89                WINDSOR ROAD             1                  1           1   \n",
+      "90                      WOOTEN             0                  1           2   \n",
+      "91                      ZILKER             1                  2           0   \n",
+      "\n",
+      "    Family Percentage  Vacancy  Income  Rent  Home Value  Transit Closeness  \\\n",
+      "0                   1        0       4     0           1                  3   \n",
+      "1                   3        0       8     1           1                  0   \n",
+      "2                   3        0      12     1           1                  0   \n",
+      "3                   1        0       4     0           2                  3   \n",
+      "4                   1        0       4     0           2                  3   \n",
+      "5                   1        0       4     0           1                  3   \n",
+      "6                   2        0       8     1           0                  1   \n",
+      "7                   2        0       4     0           1                  3   \n",
+      "8                   1        0       0     0           0                  4   \n",
+      "9                   2        0      12     1           4                  3   \n",
+      "10                  2        0       4     0           0                  3   \n",
+      "11                  1        0       0     0           0                  4   \n",
+      "12                  4        0      16     4           2                  0   \n",
+      "13                  2        0       0     0           0                  3   \n",
+      "14                  1        4       4     0           1                  3   \n",
+      "15                  3        0      16     1           4                  0   \n",
+      "16                  1        0       4     0           2                  3   \n",
+      "17                  4        0       4     0           0                  0   \n",
+      "18                  2        0       4     0           0                  3   \n",
+      "19                  0        8       8     3           2                  4   \n",
+      "20                  1        0       0     0           0                  4   \n",
+      "21                  1        0       4     0           2                  3   \n",
+      "22                  1        0       8     1           2                  0   \n",
+      "23                  1        0      16     1           4                  0   \n",
+      "24                  4        0       4     0           0                  3   \n",
+      "25                  1        0       4     0           2                  3   \n",
+      "26                  1        0       4     0           0                  3   \n",
+      "27                  0        0       8     0           1                  1   \n",
+      "28                  2        4       4     0           0                  2   \n",
+      "29                  2        0       0     0           0                  4   \n",
+      "..                ...      ...     ...   ...         ...                ...   \n",
+      "62                  1        0       4     1           0                  0   \n",
+      "63                  4        0       4     0           0                  0   \n",
+      "64                  1        0       8     0           2                  4   \n",
+      "65                  2        0       0     0           0                  4   \n",
+      "66                  2        0       4     0           0                  0   \n",
+      "67                  2        0       8     1           0                  1   \n",
+      "68                  3        0       8     1           0                  1   \n",
+      "69                  1        0       4     0           2                  3   \n",
+      "70                  1        0       4     0           0                  3   \n",
+      "71                  1        0       4     0           2                  3   \n",
+      "72                  3        0       4     0           0                  3   \n",
+      "73                  1        0       4     0           2                  3   \n",
+      "74                  2        4       0     0           0                  3   \n",
+      "75                  1        0       4     0           0                  3   \n",
+      "76                  2        0       4     0           0                  2   \n",
+      "77                  0        0       4     0           1                  4   \n",
+      "78                  2        0       4     0           0                  4   \n",
+      "79                  1        0       4     0           1                  4   \n",
+      "80                  3        0      12     1           1                  1   \n",
+      "81                  1        0       4     0           0                  2   \n",
+      "82                  2        0       4     0           0                  3   \n",
+      "83                  2        0       4     0           0                  2   \n",
+      "84                  0        0       0     1           1                  4   \n",
+      "85                  1        0       4     0           0                  3   \n",
+      "86                  1        0       8     0           1                  1   \n",
+      "87                  2        0       4     0           0                  2   \n",
+      "88                  2        4       4     0           0                  4   \n",
+      "89                  2        0      12     1           4                  3   \n",
+      "90                  2        0       4     0           1                  3   \n",
+      "91                  1        4       4     0           2                  3   \n",
+      "\n",
+      "    Transit Cost  Rent Increase  Home Value Increase  Density  \n",
+      "0              2              1                    1        0  \n",
+      "1              4              0                    0        0  \n",
+      "2              3              0                    0        0  \n",
+      "3              2              1                    2        0  \n",
+      "4              2              1                    2        1  \n",
+      "5              2              1                    1        1  \n",
+      "6              4              1                    0        0  \n",
+      "7              2              1                    1        0  \n",
+      "8              2              3                    4        1  \n",
+      "9              2              2                    2        0  \n",
+      "10             3              1                    1        1  \n",
+      "11             2              3                    4        1  \n",
+      "12             4              0                    1        0  \n",
+      "13             2              0                    1        1  \n",
+      "14             2              1                    1        0  \n",
+      "15             4              1                    1        0  \n",
+      "16             2              1                    2        1  \n",
+      "17             4              1                    0        0  \n",
+      "18             3              1                    1        0  \n",
+      "19             0              4                    0        0  \n",
+      "20             2              3                    4        1  \n",
+      "21             2              1                    2        0  \n",
+      "22             4              0                    1        0  \n",
+      "23             4              0                    0        0  \n",
+      "24             3              1                    0        1  \n",
+      "25             2              1                    2        1  \n",
+      "26             3              1                    1        1  \n",
+      "27             2              0                    0        0  \n",
+      "28             3              1                    0        1  \n",
+      "29             2              3                    4        0  \n",
+      "..           ...            ...                  ...      ...  \n",
+      "62             4              0                    0        0  \n",
+      "63             4              1                    0        0  \n",
+      "64             1              2                    1        0  \n",
+      "65             2              3                    4        1  \n",
+      "66             3              1                    0        0  \n",
+      "67             4              1                    0        0  \n",
+      "68             4              1                    0        0  \n",
+      "69             2              1                    2        1  \n",
+      "70             3              1                    1        1  \n",
+      "71             2              1                    2        1  \n",
+      "72             3              1                    0        0  \n",
+      "73             2              1                    2        1  \n",
+      "74             2              0                    1        1  \n",
+      "75             3              1                    1        1  \n",
+      "76             3              1                    0        0  \n",
+      "77             1              1                    1        0  \n",
+      "78             3              1                    2        0  \n",
+      "79             2              1                    2        1  \n",
+      "80             3              1                    0        0  \n",
+      "81             3              1                    0        0  \n",
+      "82             3              1                    1        1  \n",
+      "83             3              1                    0        0  \n",
+      "84             1              3                    0        4  \n",
+      "85             3              1                    1        1  \n",
+      "86             2              0                    0        0  \n",
+      "87             3              1                    0        1  \n",
+      "88             3              1                    2        1  \n",
+      "89             2              2                    2        0  \n",
+      "90             2              1                    1        1  \n",
+      "91             2              1                    2        1  \n",
+      "\n",
+      "[92 rows x 14 columns]\n",
+      "(array([[2.        , 2.23606798, 2.44948974, 2.64575131, 3.46410162,\n",
+      "        3.46410162, 3.60555128, 4.        , 4.        , 4.24264069,\n",
+      "        4.24264069, 4.24264069, 4.24264069, 4.35889894, 4.35889894,\n",
+      "        4.35889894, 4.35889894, 4.47213595, 4.47213595, 4.47213595]]), array([[35, 57, 59, 13, 40, 45, 46, 53,  0,  8, 11,  7, 20,  5, 52, 70,\n",
+      "        29, 65, 21,  3]], dtype=int64))\n",
+      "  (0, 35)\t2.0\n",
+      "  (0, 57)\t2.23606797749979\n",
+      "  (0, 59)\t2.449489742783178\n",
+      "  (0, 13)\t2.6457513110645907\n",
+      "  (0, 40)\t3.4641016151377544\n",
+      "  (0, 45)\t3.4641016151377544\n",
+      "  (0, 46)\t3.605551275463989\n",
+      "  (0, 53)\t4.0\n",
+      "  (0, 0)\t4.0\n",
+      "  (0, 8)\t4.242640687119285\n",
+      "  (0, 11)\t4.242640687119285\n",
+      "  (0, 7)\t4.242640687119285\n",
+      "  (0, 20)\t4.242640687119285\n",
+      "  (0, 5)\t4.358898943540674\n",
+      "  (0, 52)\t4.358898943540674\n",
+      "  (0, 70)\t4.358898943540674\n",
+      "  (0, 29)\t4.358898943540674\n",
+      "  (0, 65)\t4.47213595499958\n",
+      "  (0, 21)\t4.47213595499958\n",
+      "  (0, 3)\t4.47213595499958\n",
+      "{'Neighborhood': {35: 'HIGHLAND', 57: 'PARKER LANE', 59: 'PLEASANT VALLEY', 13: 'CORONADO HILLS', 40: 'JOHNSTON TERRACE', 45: 'MLK-183', 46: 'MONTOPOLIS', 53: 'NORTH UNIVERSITY', 0: 'ALLENDALE', 8: 'CENTRAL EAST AUSTIN', 11: 'CHESTNUT', 7: 'BULL CREEK', 20: 'EAST CESAR CHAVEZ', 5: 'BRENTWOOD', 52: 'NORTH SHOAL CREEK', 70: 'SOUTH MANCHACA', 29: 'GOVALLE', 65: 'ROSEWOOD', 21: 'EAST CONGRESS', 3: 'BARTON HILLS'}, 'Rent': {35: 0, 57: 0, 59: 0, 13: 0, 40: 0, 45: 0, 46: 0, 53: 1, 0: 0, 8: 0, 11: 0, 7: 0, 20: 0, 5: 0, 52: 0, 70: 0, 29: 0, 65: 0, 21: 0, 3: 0}, 'Density': {35: 0, 57: 1, 59: 1, 13: 1, 40: 0, 45: 0, 46: 1, 53: 2, 0: 0, 8: 1, 11: 1, 7: 0, 20: 1, 5: 1, 52: 0, 70: 1, 29: 0, 65: 1, 21: 0, 3: 0}, 'Vacancy': {35: 0, 57: 0, 59: 0, 13: 0, 40: 0, 45: 0, 46: 0, 53: 0, 0: 0, 8: 0, 11: 0, 7: 0, 20: 0, 5: 0, 52: 0, 70: 0, 29: 0, 65: 0, 21: 0, 3: 0}, 'Transit Closeness': {35: 3, 57: 3, 59: 3, 13: 3, 40: 4, 45: 4, 46: 3, 53: 4, 0: 3, 8: 4, 11: 4, 7: 3, 20: 4, 5: 3, 52: 3, 70: 3, 29: 4, 65: 4, 21: 3, 3: 3}, 'Rent Increase': {35: 0, 57: 1, 59: 1, 13: 0, 40: 2, 45: 2, 46: 1, 53: 3, 0: 1, 8: 3, 11: 3, 7: 1, 20: 3, 5: 1, 52: 1, 70: 1, 29: 3, 65: 3, 21: 1, 3: 1}, 'Family Percentage': {35: 1, 57: 1, 59: 1, 13: 2, 40: 2, 45: 2, 46: 3, 53: 0, 0: 1, 8: 1, 11: 1, 7: 2, 20: 1, 5: 1, 52: 1, 70: 1, 29: 2, 65: 2, 21: 1, 3: 1}, 'Income': {35: 0, 57: 0, 59: 0, 13: 0, 40: 0, 45: 0, 46: 0, 53: 0, 0: 4, 8: 0, 11: 0, 7: 4, 20: 0, 5: 4, 52: 4, 70: 4, 29: 0, 65: 0, 21: 4, 3: 4}, 'Neighborhood Size': {35: 1, 57: 2, 59: 3, 13: 1, 40: 1, 45: 1, 46: 2, 53: 1, 0: 2, 8: 1, 11: 1, 7: 2, 20: 1, 5: 2, 52: 1, 70: 2, 29: 1, 65: 1, 21: 1, 3: 2}, 'Transit Cost': {35: 2, 57: 3, 59: 3, 13: 2, 40: 3, 45: 3, 46: 3, 53: 1, 0: 2, 8: 2, 11: 2, 7: 2, 20: 2, 5: 2, 52: 2, 70: 3, 29: 2, 65: 2, 21: 2, 3: 2}, 'Majority Age': {35: 0, 57: 0, 59: 0, 13: 0, 40: 0, 45: 0, 46: 0, 53: 0, 0: 1, 8: 0, 11: 0, 7: 2, 20: 0, 5: 0, 52: 0, 70: 1, 29: 0, 65: 0, 21: 0, 3: 0}, 'Home Value Increase': {35: 1, 57: 0, 59: 0, 13: 1, 40: 2, 45: 2, 46: 0, 53: 0, 0: 1, 8: 4, 11: 4, 7: 1, 20: 4, 5: 1, 52: 1, 70: 1, 29: 4, 65: 4, 21: 2, 3: 2}, 'Home Value': {35: 0, 57: 0, 59: 0, 13: 0, 40: 0, 45: 0, 46: 0, 53: 1, 0: 1, 8: 0, 11: 0, 7: 1, 20: 0, 5: 1, 52: 1, 70: 0, 29: 0, 65: 0, 21: 2, 3: 2}, 'House Size': {35: 1, 57: 1, 59: 1, 13: 2, 40: 3, 45: 3, 46: 3, 53: 0, 0: 1, 8: 1, 11: 1, 7: 1, 20: 1, 5: 0, 52: 0, 70: 1, 29: 2, 65: 2, 21: 1, 3: 0}}\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Zilli\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:92: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'[\"HIGHLAND\", \"PARKER LANE\", \"PLEASANT VALLEY\", \"CORONADO HILLS\", \"JOHNSTON TERRACE\", \"MLK-183\", \"MONTOPOLIS\", \"NORTH UNIVERSITY\", \"ALLENDALE\", \"CENTRAL EAST AUSTIN\", \"CHESTNUT\", \"BULL CREEK\", \"EAST CESAR CHAVEZ\", \"BRENTWOOD\", \"NORTH SHOAL CREEK\", \"SOUTH MANCHACA\", \"GOVALLE\", \"ROSEWOOD\", \"EAST CONGRESS\", \"BARTON HILLS\"]'"
+      ]
+     },
+     "execution_count": 496,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "nd = pd.DataFrame()\n",
+    "d = pd.read_csv('data_for_real.csv')\n",
+    "nd['Neighborhood'] = d['Neighborhood Reporting Area']\n",
+    "\n",
+    "def find_majority_age_group(row):\n",
+    "    g1 = row['18--19'] + row['20--24'] + row['25--34']\n",
+    "    g2 = row['35--44'] + row['45--54']\n",
+    "    g3 = row['55--59'] + row['60--64'] + row['65--74'] + row['75--84'] + row['85 Plus']\n",
+    "#     print()\n",
+    "#     print(g1)\n",
+    "#     print(g2)\n",
+    "#     print(g3)\n",
+    "    if g1 >= g2 and g1 >= g3:\n",
+    "        return 0\n",
+    "    if g2 >= g1 and g2 >= g3:\n",
+    "        return 1\n",
+    "    if g3 >= g1 and g3 >= g2:\n",
+    "        return 2\n",
+    "nd['Majority Age'] = d.apply(lambda row: find_majority_age_group(row), axis=1)\n",
+    "\n",
+    "pop_class = pd.cut(d['Total Population'], bins=5, labels=[1, 2, 3, 4, 5], retbins=True)[0]\n",
+    "house_class = pd.cut(d['Total Households'], bins=5, labels=[1, 2, 3, 4, 5], retbins=True)[0]\n",
+    "comb_class = []\n",
+    "for i in range(len(pop_class)):\n",
+    "    comb_class.append((pop_class[i] + house_class[i])//2)\n",
+    "nd['Neighborhood Size'] = comb_class\n",
+    "\n",
+    "house_size_class = pd.cut(d['Household Size'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['House Size'] = house_size_class\n",
+    "\n",
+    "family_class = pd.cut(d['Percent of All Households: Families with Children'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['Family Percentage'] = family_class\n",
+    "\n",
+    "d['Percent Vacant'] = d.apply(lambda row: row['Vacant units']/row['Total units'], axis=1)\n",
+    "vacancy_class = pd.cut(d['Percent Vacant'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['Vacancy'] = vacancy_class\n",
+    "\n",
+    "income_class = pd.cut(d['Median household income'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['Income'] = income_class\n",
+    "\n",
+    "rent_class = pd.cut(d['Median rent'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['Rent'] = rent_class\n",
+    "\n",
+    "home_value_class = pd.cut(d['Median home value'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['Home Value'] = home_value_class\n",
+    "\n",
+    "nd['Transit Closeness'] = pd.cut(d['Percentage of homes within 1/4-mi of transit stop'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "nd['Transit Cost'] = pd.cut(d['Average monthly transportation cost'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "nd['Transit Closeness'] = pd.cut(d['Percentage of homes within 1/4-mi of transit stop'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "nd['Rent Increase'] = pd.cut(d['Change in median rent, 2000-2012'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "nd['Home Value Increase'] = pd.cut(d['Change in median home value, 2000-2012'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "nd['Density'] = pd.cut(d['Person per acre'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "# nd['Tech Worker Affordabable'] = d.apply(lambda row: (row[]+row[])/200, axis=1)\n",
+    "\n",
+    "# nd['Majority Age'] = nd['Majority Age'].apply(lambda a: a*(2))\n",
+    "\n",
+    "# print(nd)\n",
+    "\n",
+    "# nd.to_csv('binned_data', index=False)\n",
+    "\n",
+    "\n",
+    "\n",
+    "def mock_api_call(value_dict, weight_dict):\n",
+    "#     sort the input out\n",
+    "#     if 'Majority Age' in value_dict:\n",
+    "#         value_dict['Majority Age'] = value_dict['Majority Age']#*(5/3)\n",
+    "#     print(zip(weight_dict.items(), value_dict.items()))\n",
+    "    weighted_value_dict = {k:weight_dict[k]*value_dict[k] for k in weight_dict.keys() & value_dict.keys()}\n",
+    "    \n",
+    "    print(weighted_value_dict)\n",
+    "#     print(weighted_value_dict)\n",
+    "    \n",
+    "#     sort the dataframe out\n",
+    "    df = nd\n",
+    "    for item in weight_dict.items():\n",
+    "        df[item[0]] = df[item[0]].apply(lambda a: a*item[1])\n",
+    "    print(df)\n",
+    "    df = df[['Neighborhood'] + list(weighted_value_dict.keys())]\n",
+    "#     print(df)\n",
+    "#     train the model\n",
+    "    knc = KNeighborsClassifier(n_neighbors=1)\n",
+    "    col_names = list(df)\n",
+    "    features = df[col_names[1:]]\n",
+    "    labels = df[col_names[:1]]\n",
+    "#     print(labels)\n",
+    "    knc.fit(X=features, y=labels)\n",
+    "#     predict\n",
+    "    wv_input = list(weighted_value_dict.values())\n",
+    "#     print(wv_input)\n",
+    "    X = np.reshape(a=wv_input, newshape=(1, -1))\n",
+    "    \n",
+    "    kneighbors = knc.kneighbors(X, 20, True)\n",
+    "\n",
+    "    rd = [df.iloc[i].to_dict() for i in kneighbors[1]][0]\n",
+    "    print(kneighbors)\n",
+    "    print(knc.kneighbors_graph(X, 20, 'distance'))\n",
+    "    print(rd)\n",
+    "    return json.dumps([rd['Neighborhood'][i] for i in rd['Neighborhood']])\n",
+    "    \n",
+    "#     return knc.predict(X)[0]\n",
+    "\n",
+    "# nd    \n",
+    "row = nd.iloc[0].drop(['Neighborhood', 'Vacancy']).to_dict()\n",
+    "row['Majority Age'] = 0\n",
+    "row = {\n",
+    "\t\t\"Majority Age\": 1, \n",
+    "\t\t\"Neighborhood Size\": 2, \n",
+    "\t\t\"House Size\": 1, \n",
+    "\t\t\"Family Percentage\": 1, \n",
+    "\t\t\"Vacancy\": 0, \n",
+    "\t\t\"Income\": 0, \n",
+    "\t\t\"Rent\": 0, \n",
+    "\t\t\"Home Value\": 1, \n",
+    "\t\t\"Transit Closeness\": 3, \n",
+    "\t\t\"Transit Cost\": 2, \n",
+    "\t\t\"Rent Increase\": 1, \n",
+    "\t\t\"Home Value Increase\": 1, \n",
+    "\t\t\"Density\": 0\n",
+    "\t\t\n",
+    "\t}\n",
+    "\n",
+    "weight = {\n",
+    "         'Neighborhood Size': 1,\n",
+    "         'House Size': 1,\n",
+    "         'Family Percentage': 1,\n",
+    "        'Vacancy': 1,\n",
+    "         'Income': 4,\n",
+    "         'Rent': 1,\n",
+    "         'Home Value': 1,\n",
+    "         'Transit Closeness': 1,\n",
+    "         'Transit Cost': 1,\n",
+    "         'Rent Increase': 1,\n",
+    "         'Home Value Increase': 1,\n",
+    "         'Density': 1}\n",
+    "weight = {\n",
+    "\t\t\"Majority Age\": 1, \n",
+    "\t\t\"Neighborhood Size\": 1, \n",
+    "\t\t\"House Size\": 1, \n",
+    "\t\t\"Family Percentage\": 1, \n",
+    "\t\t\"Vacancy\": 4, \n",
+    "\t\t\"Income\": 4, \n",
+    "\t\t\"Rent\": 1, \n",
+    "\t\t\"Home Value\": 1, \n",
+    "\t\t\"Transit Closeness\": 1, \n",
+    "\t\t\"Transit Cost\": 1, \n",
+    "\t\t\"Rent Increase\": 1, \n",
+    "\t\t\"Home Value Increase\": 1, \n",
+    "\t\t\"Density\": 1\n",
+    "\t\t\n",
+    "\t}\n",
+    "\n",
+    "def default(o):\n",
+    "    if isinstance(o, np.int64): return int(o)  \n",
+    "    raise TypeError\n",
+    "print(json.dumps({'value_dict':row, 'weight_dict':weight}, default=default))\n",
+    "\n",
+    "mock_api_call(row , weight)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/notebooks/OurNotebook.ipynb b/notebooks/OurNotebook.ipynb
new file mode 100644
index 0000000..a841014
--- /dev/null
+++ b/notebooks/OurNotebook.ipynb
@@ -0,0 +1,8438 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 445,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import sklearn as sk\n",
+    "from sklearn.decomposition import PCA\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "from sklearn.pipeline import Pipeline\n",
+    "from sklearn.preprocessing import FunctionTransformer\n",
+    "import json"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hmad = pd.read_csv(\"HMAD.csv\")\n",
+    "tm = pd.read_csv(\"table_merged.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Zip Code</th>\n",
+       "      <th>Population below poverty level</th>\n",
+       "      <th>Median household income</th>\n",
+       "      <th>Non-White, Non-Hispanic or Latino</th>\n",
+       "      <th>Hispanic or Latino, of any race</th>\n",
+       "      <th>Population with disability</th>\n",
+       "      <th>Unemployment</th>\n",
+       "      <th>Large households (5+ members)</th>\n",
+       "      <th>Homes affordable to people earning less than $50,000</th>\n",
+       "      <th>Rentals affordable to people earning less than $25,000</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Rental units affordable to average teacher</th>\n",
+       "      <th>Owner units affordable to average teacher</th>\n",
+       "      <th>Rental units affordable to average tech worker</th>\n",
+       "      <th>Owner units affordable to average tech worker</th>\n",
+       "      <th>Change in percentage of population below poverty, 2000-2012</th>\n",
+       "      <th>Change in median rent, 2000-2012</th>\n",
+       "      <th>Change in median home value, 2000-2012</th>\n",
+       "      <th>Percentage of homes within 1/4-mi of transit stop</th>\n",
+       "      <th>Average monthly transportation cost</th>\n",
+       "      <th>Percentage of housing and transportation costs that is transportation-related</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>78726</td>\n",
+       "      <td>9</td>\n",
+       "      <td>66096</td>\n",
+       "      <td>16</td>\n",
+       "      <td>20</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>70</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>375</td>\n",
+       "      <td>20</td>\n",
+       "      <td>55</td>\n",
+       "      <td>2</td>\n",
+       "      <td>786</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>78724</td>\n",
+       "      <td>38</td>\n",
+       "      <td>35711</td>\n",
+       "      <td>29</td>\n",
+       "      <td>63</td>\n",
+       "      <td>8</td>\n",
+       "      <td>8</td>\n",
+       "      <td>28</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>16</td>\n",
+       "      <td>...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>208</td>\n",
+       "      <td>37</td>\n",
+       "      <td>46</td>\n",
+       "      <td>21</td>\n",
+       "      <td>786</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>78617</td>\n",
+       "      <td>18</td>\n",
+       "      <td>43957</td>\n",
+       "      <td>12</td>\n",
+       "      <td>67</td>\n",
+       "      <td>10</td>\n",
+       "      <td>15</td>\n",
+       "      <td>23</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>11</td>\n",
+       "      <td>...</td>\n",
+       "      <td>63</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>99</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>101</td>\n",
+       "      <td>74</td>\n",
+       "      <td>21</td>\n",
+       "      <td>16</td>\n",
+       "      <td>865</td>\n",
+       "      <td>42</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>78701</td>\n",
+       "      <td>20</td>\n",
+       "      <td>68152</td>\n",
+       "      <td>16</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>90</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>115</td>\n",
+       "      <td>59</td>\n",
+       "      <td>97</td>\n",
+       "      <td>433</td>\n",
+       "      <td>23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>78702</td>\n",
+       "      <td>33</td>\n",
+       "      <td>34734</td>\n",
+       "      <td>18</td>\n",
+       "      <td>56</td>\n",
+       "      <td>14</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>41</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>73</td>\n",
+       "      <td>207</td>\n",
+       "      <td>96</td>\n",
+       "      <td>590</td>\n",
+       "      <td>39</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>78703</td>\n",
+       "      <td>10</td>\n",
+       "      <td>92606</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>...</td>\n",
+       "      <td>51</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>92</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>65</td>\n",
+       "      <td>104</td>\n",
+       "      <td>67</td>\n",
+       "      <td>629</td>\n",
+       "      <td>25</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>78704</td>\n",
+       "      <td>21</td>\n",
+       "      <td>50248</td>\n",
+       "      <td>7</td>\n",
+       "      <td>30</td>\n",
+       "      <td>9</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33</td>\n",
+       "      <td>40</td>\n",
+       "      <td>126</td>\n",
+       "      <td>76</td>\n",
+       "      <td>629</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>78705</td>\n",
+       "      <td>66</td>\n",
+       "      <td>11917</td>\n",
+       "      <td>21</td>\n",
+       "      <td>17</td>\n",
+       "      <td>4</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>57</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>94</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>49</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>100</td>\n",
+       "      <td>511</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>78717</td>\n",
+       "      <td>3</td>\n",
+       "      <td>93305</td>\n",
+       "      <td>25</td>\n",
+       "      <td>14</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>9</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>70</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>98</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>638</td>\n",
+       "      <td>2</td>\n",
+       "      <td>33</td>\n",
+       "      <td>3</td>\n",
+       "      <td>708</td>\n",
+       "      <td>47</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>78721</td>\n",
+       "      <td>32</td>\n",
+       "      <td>32131</td>\n",
+       "      <td>36</td>\n",
+       "      <td>52</td>\n",
+       "      <td>17</td>\n",
+       "      <td>16</td>\n",
+       "      <td>14</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>...</td>\n",
+       "      <td>84</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>95.0</td>\n",
+       "      <td>36</td>\n",
+       "      <td>62</td>\n",
+       "      <td>113</td>\n",
+       "      <td>87</td>\n",
+       "      <td>668</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>78722</td>\n",
+       "      <td>19</td>\n",
+       "      <td>44917</td>\n",
+       "      <td>18</td>\n",
+       "      <td>19</td>\n",
+       "      <td>11</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>...</td>\n",
+       "      <td>65</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>97</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>40</td>\n",
+       "      <td>127</td>\n",
+       "      <td>98</td>\n",
+       "      <td>590</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>78723</td>\n",
+       "      <td>29</td>\n",
+       "      <td>41869</td>\n",
+       "      <td>27</td>\n",
+       "      <td>46</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>13</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>22</td>\n",
+       "      <td>...</td>\n",
+       "      <td>82</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>49</td>\n",
+       "      <td>28</td>\n",
+       "      <td>107</td>\n",
+       "      <td>84</td>\n",
+       "      <td>668</td>\n",
+       "      <td>43</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>78727</td>\n",
+       "      <td>11</td>\n",
+       "      <td>65687</td>\n",
+       "      <td>25</td>\n",
+       "      <td>20</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6</td>\n",
+       "      <td>5</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>67</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>181</td>\n",
+       "      <td>13</td>\n",
+       "      <td>61</td>\n",
+       "      <td>24</td>\n",
+       "      <td>708</td>\n",
+       "      <td>41</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>78728</td>\n",
+       "      <td>14</td>\n",
+       "      <td>47405</td>\n",
+       "      <td>26</td>\n",
+       "      <td>28</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>83</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>302</td>\n",
+       "      <td>16</td>\n",
+       "      <td>30</td>\n",
+       "      <td>28</td>\n",
+       "      <td>668</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>78729</td>\n",
+       "      <td>8</td>\n",
+       "      <td>57358</td>\n",
+       "      <td>22</td>\n",
+       "      <td>17</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>73</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>116</td>\n",
+       "      <td>12</td>\n",
+       "      <td>43</td>\n",
+       "      <td>13</td>\n",
+       "      <td>747</td>\n",
+       "      <td>37</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>78730</td>\n",
+       "      <td>4</td>\n",
+       "      <td>119573</td>\n",
+       "      <td>13</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>64</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>283</td>\n",
+       "      <td>22</td>\n",
+       "      <td>44</td>\n",
+       "      <td>2</td>\n",
+       "      <td>786</td>\n",
+       "      <td>34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>78731</td>\n",
+       "      <td>9</td>\n",
+       "      <td>78265</td>\n",
+       "      <td>12</td>\n",
+       "      <td>9</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>67</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>97</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>31</td>\n",
+       "      <td>68</td>\n",
+       "      <td>44</td>\n",
+       "      <td>747</td>\n",
+       "      <td>32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>78732</td>\n",
+       "      <td>3</td>\n",
+       "      <td>127726</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>15</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>80</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>1242</td>\n",
+       "      <td>105</td>\n",
+       "      <td>75</td>\n",
+       "      <td>0</td>\n",
+       "      <td>786</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>78735</td>\n",
+       "      <td>6</td>\n",
+       "      <td>74571</td>\n",
+       "      <td>9</td>\n",
+       "      <td>20</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>62</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>97</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>96</td>\n",
+       "      <td>4</td>\n",
+       "      <td>85</td>\n",
+       "      <td>9</td>\n",
+       "      <td>747</td>\n",
+       "      <td>38</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>78739</td>\n",
+       "      <td>1</td>\n",
+       "      <td>126525</td>\n",
+       "      <td>14</td>\n",
+       "      <td>15</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>13</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>71</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>46</td>\n",
+       "      <td>0</td>\n",
+       "      <td>72</td>\n",
+       "      <td>8</td>\n",
+       "      <td>786</td>\n",
+       "      <td>34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>78741</td>\n",
+       "      <td>40</td>\n",
+       "      <td>30183</td>\n",
+       "      <td>16</td>\n",
+       "      <td>62</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>15</td>\n",
+       "      <td>...</td>\n",
+       "      <td>86</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>45</td>\n",
+       "      <td>28</td>\n",
+       "      <td>58</td>\n",
+       "      <td>80</td>\n",
+       "      <td>668</td>\n",
+       "      <td>43</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>78742</td>\n",
+       "      <td>37</td>\n",
+       "      <td>34076</td>\n",
+       "      <td>4</td>\n",
+       "      <td>70</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11</td>\n",
+       "      <td>18</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>40</td>\n",
+       "      <td>...</td>\n",
+       "      <td>100</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>165</td>\n",
+       "      <td>17</td>\n",
+       "      <td>-37</td>\n",
+       "      <td>3</td>\n",
+       "      <td>747</td>\n",
+       "      <td>43</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>78744</td>\n",
+       "      <td>26</td>\n",
+       "      <td>41056</td>\n",
+       "      <td>9</td>\n",
+       "      <td>77</td>\n",
+       "      <td>8</td>\n",
+       "      <td>9</td>\n",
+       "      <td>23</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>81</td>\n",
+       "      <td>87.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>89</td>\n",
+       "      <td>26</td>\n",
+       "      <td>44</td>\n",
+       "      <td>63</td>\n",
+       "      <td>708</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>78745</td>\n",
+       "      <td>16</td>\n",
+       "      <td>49243</td>\n",
+       "      <td>7</td>\n",
+       "      <td>40</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>72</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>73</td>\n",
+       "      <td>30</td>\n",
+       "      <td>83</td>\n",
+       "      <td>76</td>\n",
+       "      <td>668</td>\n",
+       "      <td>35</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>78746</td>\n",
+       "      <td>5</td>\n",
+       "      <td>125327</td>\n",
+       "      <td>10</td>\n",
+       "      <td>8</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>48</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>94</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>32</td>\n",
+       "      <td>32</td>\n",
+       "      <td>80</td>\n",
+       "      <td>14</td>\n",
+       "      <td>786</td>\n",
+       "      <td>29</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>78748</td>\n",
+       "      <td>9</td>\n",
+       "      <td>65889</td>\n",
+       "      <td>10</td>\n",
+       "      <td>35</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>63</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>260</td>\n",
+       "      <td>29</td>\n",
+       "      <td>58</td>\n",
+       "      <td>40</td>\n",
+       "      <td>747</td>\n",
+       "      <td>44</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>78749</td>\n",
+       "      <td>6</td>\n",
+       "      <td>80956</td>\n",
+       "      <td>13</td>\n",
+       "      <td>20</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>57</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>97</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>171</td>\n",
+       "      <td>25</td>\n",
+       "      <td>61</td>\n",
+       "      <td>37</td>\n",
+       "      <td>708</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>78750</td>\n",
+       "      <td>7</td>\n",
+       "      <td>75958</td>\n",
+       "      <td>16</td>\n",
+       "      <td>16</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>70</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>104</td>\n",
+       "      <td>20</td>\n",
+       "      <td>64</td>\n",
+       "      <td>21</td>\n",
+       "      <td>747</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>78751</td>\n",
+       "      <td>26</td>\n",
+       "      <td>38624</td>\n",
+       "      <td>11</td>\n",
+       "      <td>14</td>\n",
+       "      <td>6</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>13</td>\n",
+       "      <td>...</td>\n",
+       "      <td>68</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>97</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>23</td>\n",
+       "      <td>38</td>\n",
+       "      <td>97</td>\n",
+       "      <td>98</td>\n",
+       "      <td>550</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>78752</td>\n",
+       "      <td>32</td>\n",
+       "      <td>33271</td>\n",
+       "      <td>19</td>\n",
+       "      <td>57</td>\n",
+       "      <td>11</td>\n",
+       "      <td>9</td>\n",
+       "      <td>8</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>20</td>\n",
+       "      <td>...</td>\n",
+       "      <td>92</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>17</td>\n",
+       "      <td>71</td>\n",
+       "      <td>80</td>\n",
+       "      <td>629</td>\n",
+       "      <td>37</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>78753</td>\n",
+       "      <td>26</td>\n",
+       "      <td>39593</td>\n",
+       "      <td>20</td>\n",
+       "      <td>60</td>\n",
+       "      <td>10</td>\n",
+       "      <td>9</td>\n",
+       "      <td>16</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>...</td>\n",
+       "      <td>89</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>128</td>\n",
+       "      <td>26</td>\n",
+       "      <td>40</td>\n",
+       "      <td>59</td>\n",
+       "      <td>708</td>\n",
+       "      <td>44</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>78754</td>\n",
+       "      <td>11</td>\n",
+       "      <td>53274</td>\n",
+       "      <td>36</td>\n",
+       "      <td>32</td>\n",
+       "      <td>8</td>\n",
+       "      <td>9</td>\n",
+       "      <td>7</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>74</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>286</td>\n",
+       "      <td>33</td>\n",
+       "      <td>33</td>\n",
+       "      <td>19</td>\n",
+       "      <td>708</td>\n",
+       "      <td>41</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>78756</td>\n",
+       "      <td>9</td>\n",
+       "      <td>59685</td>\n",
+       "      <td>8</td>\n",
+       "      <td>9</td>\n",
+       "      <td>12</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>17</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>-20</td>\n",
+       "      <td>47</td>\n",
+       "      <td>99</td>\n",
+       "      <td>90</td>\n",
+       "      <td>550</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>78757</td>\n",
+       "      <td>16</td>\n",
+       "      <td>55156</td>\n",
+       "      <td>5</td>\n",
+       "      <td>25</td>\n",
+       "      <td>10</td>\n",
+       "      <td>6</td>\n",
+       "      <td>5</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>75</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>103</td>\n",
+       "      <td>24</td>\n",
+       "      <td>93</td>\n",
+       "      <td>79</td>\n",
+       "      <td>590</td>\n",
+       "      <td>36</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>78758</td>\n",
+       "      <td>24</td>\n",
+       "      <td>41792</td>\n",
+       "      <td>22</td>\n",
+       "      <td>46</td>\n",
+       "      <td>9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>...</td>\n",
+       "      <td>83</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>128</td>\n",
+       "      <td>20</td>\n",
+       "      <td>49</td>\n",
+       "      <td>75</td>\n",
+       "      <td>668</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>78759</td>\n",
+       "      <td>7</td>\n",
+       "      <td>65672</td>\n",
+       "      <td>18</td>\n",
+       "      <td>11</td>\n",
+       "      <td>8</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>75</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>60</td>\n",
+       "      <td>7</td>\n",
+       "      <td>60</td>\n",
+       "      <td>28</td>\n",
+       "      <td>629</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>36 rows × 30 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Zip Code  Population below poverty level  Median household income  \\\n",
+       "0      78726                               9                    66096   \n",
+       "1      78724                              38                    35711   \n",
+       "2      78617                              18                    43957   \n",
+       "3      78701                              20                    68152   \n",
+       "4      78702                              33                    34734   \n",
+       "5      78703                              10                    92606   \n",
+       "6      78704                              21                    50248   \n",
+       "7      78705                              66                    11917   \n",
+       "8      78717                               3                    93305   \n",
+       "9      78721                              32                    32131   \n",
+       "10     78722                              19                    44917   \n",
+       "11     78723                              29                    41869   \n",
+       "12     78727                              11                    65687   \n",
+       "13     78728                              14                    47405   \n",
+       "14     78729                               8                    57358   \n",
+       "15     78730                               4                   119573   \n",
+       "16     78731                               9                    78265   \n",
+       "17     78732                               3                   127726   \n",
+       "18     78735                               6                    74571   \n",
+       "19     78739                               1                   126525   \n",
+       "20     78741                              40                    30183   \n",
+       "21     78742                              37                    34076   \n",
+       "22     78744                              26                    41056   \n",
+       "23     78745                              16                    49243   \n",
+       "24     78746                               5                   125327   \n",
+       "25     78748                               9                    65889   \n",
+       "26     78749                               6                    80956   \n",
+       "27     78750                               7                    75958   \n",
+       "28     78751                              26                    38624   \n",
+       "29     78752                              32                    33271   \n",
+       "30     78753                              26                    39593   \n",
+       "31     78754                              11                    53274   \n",
+       "32     78756                               9                    59685   \n",
+       "33     78757                              16                    55156   \n",
+       "34     78758                              24                    41792   \n",
+       "35     78759                               7                    65672   \n",
+       "\n",
+       "    Non-White, Non-Hispanic or Latino  Hispanic or Latino, of any race  \\\n",
+       "0                                  16                               20   \n",
+       "1                                  29                               63   \n",
+       "2                                  12                               67   \n",
+       "3                                  16                               14   \n",
+       "4                                  18                               56   \n",
+       "5                                   9                                9   \n",
+       "6                                   7                               30   \n",
+       "7                                  21                               17   \n",
+       "8                                  25                               14   \n",
+       "9                                  36                               52   \n",
+       "10                                 18                               19   \n",
+       "11                                 27                               46   \n",
+       "12                                 25                               20   \n",
+       "13                                 26                               28   \n",
+       "14                                 22                               17   \n",
+       "15                                 13                                5   \n",
+       "16                                 12                                9   \n",
+       "17                                 13                                9   \n",
+       "18                                  9                               20   \n",
+       "19                                 14                               15   \n",
+       "20                                 16                               62   \n",
+       "21                                  4                               70   \n",
+       "22                                  9                               77   \n",
+       "23                                  7                               40   \n",
+       "24                                 10                                8   \n",
+       "25                                 10                               35   \n",
+       "26                                 13                               20   \n",
+       "27                                 16                               16   \n",
+       "28                                 11                               14   \n",
+       "29                                 19                               57   \n",
+       "30                                 20                               60   \n",
+       "31                                 36                               32   \n",
+       "32                                  8                                9   \n",
+       "33                                  5                               25   \n",
+       "34                                 22                               46   \n",
+       "35                                 18                               11   \n",
+       "\n",
+       "    Population with disability  Unemployment  Large households (5+ members)  \\\n",
+       "0                            3             4                              2   \n",
+       "1                            8             8                             28   \n",
+       "2                           10            15                             23   \n",
+       "3                           10             9                              0   \n",
+       "4                           14            11                             10   \n",
+       "5                            6             4                              4   \n",
+       "6                            9             7                              3   \n",
+       "7                            4            14                              2   \n",
+       "8                            4             5                              9   \n",
+       "9                           17            16                             14   \n",
+       "10                          11             8                              3   \n",
+       "11                          10            10                             13   \n",
+       "12                           7             6                              5   \n",
+       "13                           9             6                              4   \n",
+       "14                           7             7                              7   \n",
+       "15                           4             3                              9   \n",
+       "16                           8             4                              2   \n",
+       "17                           3             5                             15   \n",
+       "18                           7             4                             10   \n",
+       "19                           4             4                             13   \n",
+       "20                           9             9                             10   \n",
+       "21                           7            11                             18   \n",
+       "22                           8             9                             23   \n",
+       "23                          11             7                              6   \n",
+       "24                           6             4                              7   \n",
+       "25                           9             6                              8   \n",
+       "26                           7             4                              7   \n",
+       "27                           9             6                              6   \n",
+       "28                           6             9                              2   \n",
+       "29                          11             9                              8   \n",
+       "30                          10             9                             16   \n",
+       "31                           8             9                              7   \n",
+       "32                          12             4                              2   \n",
+       "33                          10             6                              5   \n",
+       "34                           9            10                             10   \n",
+       "35                           8             7                              2   \n",
+       "\n",
+       "    Homes affordable to people earning less than $50,000  \\\n",
+       "0                                                 0.0      \n",
+       "1                                                85.0      \n",
+       "2                                                 NaN      \n",
+       "3                                                 7.0      \n",
+       "4                                                21.0      \n",
+       "5                                                 3.0      \n",
+       "6                                                13.0      \n",
+       "7                                                39.0      \n",
+       "8                                                 7.0      \n",
+       "9                                                61.0      \n",
+       "10                                                7.0      \n",
+       "11                                               33.0      \n",
+       "12                                               32.0      \n",
+       "13                                               46.0      \n",
+       "14                                               26.0      \n",
+       "15                                               19.0      \n",
+       "16                                               13.0      \n",
+       "17                                                0.0      \n",
+       "18                                                8.0      \n",
+       "19                                                0.0      \n",
+       "20                                               76.0      \n",
+       "21                                               50.0      \n",
+       "22                                               93.0      \n",
+       "23                                               33.0      \n",
+       "24                                                1.0      \n",
+       "25                                               29.0      \n",
+       "26                                                5.0      \n",
+       "27                                               19.0      \n",
+       "28                                               11.0      \n",
+       "29                                               43.0      \n",
+       "30                                               78.0      \n",
+       "31                                               70.0      \n",
+       "32                                               20.0      \n",
+       "33                                               21.0      \n",
+       "34                                               71.0      \n",
+       "35                                               13.0      \n",
+       "\n",
+       "    Rentals affordable to people earning less than $25,000  \\\n",
+       "0                                                   1        \n",
+       "1                                                  16        \n",
+       "2                                                  11        \n",
+       "3                                                   7        \n",
+       "4                                                  41        \n",
+       "5                                                  11        \n",
+       "6                                                  12        \n",
+       "7                                                   8        \n",
+       "8                                                   1        \n",
+       "9                                                  26        \n",
+       "10                                                 11        \n",
+       "11                                                 22        \n",
+       "12                                                  2        \n",
+       "13                                                  4        \n",
+       "14                                                  3        \n",
+       "15                                                  0        \n",
+       "16                                                  4        \n",
+       "17                                                  0        \n",
+       "18                                                  4        \n",
+       "19                                                  0        \n",
+       "20                                                 15        \n",
+       "21                                                 40        \n",
+       "22                                                  7        \n",
+       "23                                                  8        \n",
+       "24                                                  4        \n",
+       "25                                                  4        \n",
+       "26                                                  1        \n",
+       "27                                                  2        \n",
+       "28                                                 13        \n",
+       "29                                                 20        \n",
+       "30                                                 14        \n",
+       "31                                                  4        \n",
+       "32                                                 17        \n",
+       "33                                                  8        \n",
+       "34                                                 11        \n",
+       "35                                                  3        \n",
+       "\n",
+       "                                        ...                                        \\\n",
+       "0                                       ...                                         \n",
+       "1                                       ...                                         \n",
+       "2                                       ...                                         \n",
+       "3                                       ...                                         \n",
+       "4                                       ...                                         \n",
+       "5                                       ...                                         \n",
+       "6                                       ...                                         \n",
+       "7                                       ...                                         \n",
+       "8                                       ...                                         \n",
+       "9                                       ...                                         \n",
+       "10                                      ...                                         \n",
+       "11                                      ...                                         \n",
+       "12                                      ...                                         \n",
+       "13                                      ...                                         \n",
+       "14                                      ...                                         \n",
+       "15                                      ...                                         \n",
+       "16                                      ...                                         \n",
+       "17                                      ...                                         \n",
+       "18                                      ...                                         \n",
+       "19                                      ...                                         \n",
+       "20                                      ...                                         \n",
+       "21                                      ...                                         \n",
+       "22                                      ...                                         \n",
+       "23                                      ...                                         \n",
+       "24                                      ...                                         \n",
+       "25                                      ...                                         \n",
+       "26                                      ...                                         \n",
+       "27                                      ...                                         \n",
+       "28                                      ...                                         \n",
+       "29                                      ...                                         \n",
+       "30                                      ...                                         \n",
+       "31                                      ...                                         \n",
+       "32                                      ...                                         \n",
+       "33                                      ...                                         \n",
+       "34                                      ...                                         \n",
+       "35                                      ...                                         \n",
+       "\n",
+       "    Rental units affordable to average teacher  \\\n",
+       "0                                           70   \n",
+       "1                                           78   \n",
+       "2                                           63   \n",
+       "3                                           29   \n",
+       "4                                           80   \n",
+       "5                                           51   \n",
+       "6                                           76   \n",
+       "7                                           57   \n",
+       "8                                           70   \n",
+       "9                                           84   \n",
+       "10                                          65   \n",
+       "11                                          82   \n",
+       "12                                          67   \n",
+       "13                                          83   \n",
+       "14                                          73   \n",
+       "15                                          64   \n",
+       "16                                          67   \n",
+       "17                                          26   \n",
+       "18                                          62   \n",
+       "19                                           8   \n",
+       "20                                          86   \n",
+       "21                                         100   \n",
+       "22                                          81   \n",
+       "23                                          72   \n",
+       "24                                          48   \n",
+       "25                                          63   \n",
+       "26                                          57   \n",
+       "27                                          70   \n",
+       "28                                          68   \n",
+       "29                                          92   \n",
+       "30                                          89   \n",
+       "31                                          74   \n",
+       "32                                          76   \n",
+       "33                                          75   \n",
+       "34                                          83   \n",
+       "35                                          75   \n",
+       "\n",
+       "    Owner units affordable to average teacher  \\\n",
+       "0                                         0.0   \n",
+       "1                                        84.0   \n",
+       "2                                         NaN   \n",
+       "3                                         7.0   \n",
+       "4                                        15.0   \n",
+       "5                                         2.0   \n",
+       "6                                        13.0   \n",
+       "7                                        38.0   \n",
+       "8                                         6.0   \n",
+       "9                                        57.0   \n",
+       "10                                        6.0   \n",
+       "11                                       28.0   \n",
+       "12                                       29.0   \n",
+       "13                                       35.0   \n",
+       "14                                       22.0   \n",
+       "15                                       17.0   \n",
+       "16                                       12.0   \n",
+       "17                                        0.0   \n",
+       "18                                        5.0   \n",
+       "19                                        0.0   \n",
+       "20                                       76.0   \n",
+       "21                                       50.0   \n",
+       "22                                       87.0   \n",
+       "23                                       29.0   \n",
+       "24                                        1.0   \n",
+       "25                                       22.0   \n",
+       "26                                        3.0   \n",
+       "27                                       15.0   \n",
+       "28                                       10.0   \n",
+       "29                                       39.0   \n",
+       "30                                       75.0   \n",
+       "31                                       59.0   \n",
+       "32                                       19.0   \n",
+       "33                                       21.0   \n",
+       "34                                       69.0   \n",
+       "35                                       13.0   \n",
+       "\n",
+       "    Rental units affordable to average tech worker  \\\n",
+       "0                                               99   \n",
+       "1                                              100   \n",
+       "2                                               99   \n",
+       "3                                               90   \n",
+       "4                                               99   \n",
+       "5                                               92   \n",
+       "6                                               99   \n",
+       "7                                               94   \n",
+       "8                                               98   \n",
+       "9                                              100   \n",
+       "10                                              97   \n",
+       "11                                              99   \n",
+       "12                                              99   \n",
+       "13                                              99   \n",
+       "14                                             100   \n",
+       "15                                              99   \n",
+       "16                                              97   \n",
+       "17                                              80   \n",
+       "18                                              97   \n",
+       "19                                              71   \n",
+       "20                                             100   \n",
+       "21                                             100   \n",
+       "22                                             100   \n",
+       "23                                              99   \n",
+       "24                                              94   \n",
+       "25                                             100   \n",
+       "26                                              97   \n",
+       "27                                              99   \n",
+       "28                                              97   \n",
+       "29                                             100   \n",
+       "30                                             100   \n",
+       "31                                             100   \n",
+       "32                                              99   \n",
+       "33                                             100   \n",
+       "34                                              99   \n",
+       "35                                              99   \n",
+       "\n",
+       "    Owner units affordable to average tech worker  \\\n",
+       "0                                            17.0   \n",
+       "1                                            96.0   \n",
+       "2                                             NaN   \n",
+       "3                                            30.0   \n",
+       "4                                            67.0   \n",
+       "5                                            13.0   \n",
+       "6                                            33.0   \n",
+       "7                                            79.0   \n",
+       "8                                            67.0   \n",
+       "9                                            95.0   \n",
+       "10                                           37.0   \n",
+       "11                                           83.0   \n",
+       "12                                           90.0   \n",
+       "13                                          100.0   \n",
+       "14                                           96.0   \n",
+       "15                                           25.0   \n",
+       "16                                           26.0   \n",
+       "17                                           15.0   \n",
+       "18                                           23.0   \n",
+       "19                                           11.0   \n",
+       "20                                           93.0   \n",
+       "21                                          100.0   \n",
+       "22                                          100.0   \n",
+       "23                                           96.0   \n",
+       "24                                            6.0   \n",
+       "25                                           92.0   \n",
+       "26                                           70.0   \n",
+       "27                                           51.0   \n",
+       "28                                           42.0   \n",
+       "29                                           86.0   \n",
+       "30                                           98.0   \n",
+       "31                                          100.0   \n",
+       "32                                           37.0   \n",
+       "33                                           56.0   \n",
+       "34                                           99.0   \n",
+       "35                                           45.0   \n",
+       "\n",
+       "    Change in percentage of population below poverty, 2000-2012  \\\n",
+       "0                                                 375             \n",
+       "1                                                 208             \n",
+       "2                                                 101             \n",
+       "3                                                  12             \n",
+       "4                                                   3             \n",
+       "5                                                   7             \n",
+       "6                                                  33             \n",
+       "7                                                  49             \n",
+       "8                                                 638             \n",
+       "9                                                  36             \n",
+       "10                                                  8             \n",
+       "11                                                 49             \n",
+       "12                                                181             \n",
+       "13                                                302             \n",
+       "14                                                116             \n",
+       "15                                                283             \n",
+       "16                                                 26             \n",
+       "17                                               1242             \n",
+       "18                                                 96             \n",
+       "19                                                 46             \n",
+       "20                                                 45             \n",
+       "21                                                165             \n",
+       "22                                                 89             \n",
+       "23                                                 73             \n",
+       "24                                                 32             \n",
+       "25                                                260             \n",
+       "26                                                171             \n",
+       "27                                                104             \n",
+       "28                                                 23             \n",
+       "29                                                  8             \n",
+       "30                                                128             \n",
+       "31                                                286             \n",
+       "32                                                -20             \n",
+       "33                                                103             \n",
+       "34                                                128             \n",
+       "35                                                 60             \n",
+       "\n",
+       "    Change in median rent, 2000-2012  Change in median home value, 2000-2012  \\\n",
+       "0                                 20                                      55   \n",
+       "1                                 37                                      46   \n",
+       "2                                 74                                      21   \n",
+       "3                                115                                      59   \n",
+       "4                                 73                                     207   \n",
+       "5                                 65                                     104   \n",
+       "6                                 40                                     126   \n",
+       "7                                 70                                      40   \n",
+       "8                                  2                                      33   \n",
+       "9                                 62                                     113   \n",
+       "10                                40                                     127   \n",
+       "11                                28                                     107   \n",
+       "12                                13                                      61   \n",
+       "13                                16                                      30   \n",
+       "14                                12                                      43   \n",
+       "15                                22                                      44   \n",
+       "16                                31                                      68   \n",
+       "17                               105                                      75   \n",
+       "18                                 4                                      85   \n",
+       "19                                 0                                      72   \n",
+       "20                                28                                      58   \n",
+       "21                                17                                     -37   \n",
+       "22                                26                                      44   \n",
+       "23                                30                                      83   \n",
+       "24                                32                                      80   \n",
+       "25                                29                                      58   \n",
+       "26                                25                                      61   \n",
+       "27                                20                                      64   \n",
+       "28                                38                                      97   \n",
+       "29                                17                                      71   \n",
+       "30                                26                                      40   \n",
+       "31                                33                                      33   \n",
+       "32                                47                                      99   \n",
+       "33                                24                                      93   \n",
+       "34                                20                                      49   \n",
+       "35                                 7                                      60   \n",
+       "\n",
+       "    Percentage of homes within 1/4-mi of transit stop  \\\n",
+       "0                                                   2   \n",
+       "1                                                  21   \n",
+       "2                                                  16   \n",
+       "3                                                  97   \n",
+       "4                                                  96   \n",
+       "5                                                  67   \n",
+       "6                                                  76   \n",
+       "7                                                 100   \n",
+       "8                                                   3   \n",
+       "9                                                  87   \n",
+       "10                                                 98   \n",
+       "11                                                 84   \n",
+       "12                                                 24   \n",
+       "13                                                 28   \n",
+       "14                                                 13   \n",
+       "15                                                  2   \n",
+       "16                                                 44   \n",
+       "17                                                  0   \n",
+       "18                                                  9   \n",
+       "19                                                  8   \n",
+       "20                                                 80   \n",
+       "21                                                  3   \n",
+       "22                                                 63   \n",
+       "23                                                 76   \n",
+       "24                                                 14   \n",
+       "25                                                 40   \n",
+       "26                                                 37   \n",
+       "27                                                 21   \n",
+       "28                                                 98   \n",
+       "29                                                 80   \n",
+       "30                                                 59   \n",
+       "31                                                 19   \n",
+       "32                                                 90   \n",
+       "33                                                 79   \n",
+       "34                                                 75   \n",
+       "35                                                 28   \n",
+       "\n",
+       "    Average monthly transportation cost  \\\n",
+       "0                                   786   \n",
+       "1                                   786   \n",
+       "2                                   865   \n",
+       "3                                   433   \n",
+       "4                                   590   \n",
+       "5                                   629   \n",
+       "6                                   629   \n",
+       "7                                   511   \n",
+       "8                                   708   \n",
+       "9                                   668   \n",
+       "10                                  590   \n",
+       "11                                  668   \n",
+       "12                                  708   \n",
+       "13                                  668   \n",
+       "14                                  747   \n",
+       "15                                  786   \n",
+       "16                                  747   \n",
+       "17                                  786   \n",
+       "18                                  747   \n",
+       "19                                  786   \n",
+       "20                                  668   \n",
+       "21                                  747   \n",
+       "22                                  708   \n",
+       "23                                  668   \n",
+       "24                                  786   \n",
+       "25                                  747   \n",
+       "26                                  708   \n",
+       "27                                  747   \n",
+       "28                                  550   \n",
+       "29                                  629   \n",
+       "30                                  708   \n",
+       "31                                  708   \n",
+       "32                                  550   \n",
+       "33                                  590   \n",
+       "34                                  668   \n",
+       "35                                  629   \n",
+       "\n",
+       "    Percentage of housing and transportation costs that is transportation-related  \n",
+       "0                                                  40                              \n",
+       "1                                                  40                              \n",
+       "2                                                  42                              \n",
+       "3                                                  23                              \n",
+       "4                                                  39                              \n",
+       "5                                                  25                              \n",
+       "6                                                  33                              \n",
+       "7                                                  30                              \n",
+       "8                                                  47                              \n",
+       "9                                                  40                              \n",
+       "10                                                 33                              \n",
+       "11                                                 43                              \n",
+       "12                                                 41                              \n",
+       "13                                                 40                              \n",
+       "14                                                 37                              \n",
+       "15                                                 34                              \n",
+       "16                                                 32                              \n",
+       "17                                                 33                              \n",
+       "18                                                 38                              \n",
+       "19                                                 34                              \n",
+       "20                                                 43                              \n",
+       "21                                                 43                              \n",
+       "22                                                 40                              \n",
+       "23                                                 35                              \n",
+       "24                                                 29                              \n",
+       "25                                                 44                              \n",
+       "26                                                 40                              \n",
+       "27                                                 33                              \n",
+       "28                                                 40                              \n",
+       "29                                                 37                              \n",
+       "30                                                 44                              \n",
+       "31                                                 41                              \n",
+       "32                                                 40                              \n",
+       "33                                                 36                              \n",
+       "34                                                 40                              \n",
+       "35                                                 40                              \n",
+       "\n",
+       "[36 rows x 30 columns]"
+      ]
+     },
+     "execution_count": 84,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hmad"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Neighborhood Reporting Area</th>\n",
+       "      <th>Total Population</th>\n",
+       "      <th>Total Households</th>\n",
+       "      <th>Population in Households</th>\n",
+       "      <th>Household Size</th>\n",
+       "      <th>Population in Group Quarters</th>\n",
+       "      <th>Family Households</th>\n",
+       "      <th>Non-Family Households</th>\n",
+       "      <th>Families with Children</th>\n",
+       "      <th>Percent of All Households: Families with Children</th>\n",
+       "      <th>...</th>\n",
+       "      <th>75--84</th>\n",
+       "      <th>85 Plus</th>\n",
+       "      <th>Population</th>\n",
+       "      <th>Total units</th>\n",
+       "      <th>Occupied units</th>\n",
+       "      <th>Vacant units</th>\n",
+       "      <th>Percent owner occupied</th>\n",
+       "      <th>Person per acre</th>\n",
+       "      <th>Acres</th>\n",
+       "      <th>Zip Code</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>ALLENDALE</td>\n",
+       "      <td>6,643</td>\n",
+       "      <td>3,263</td>\n",
+       "      <td>6,621</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1,650</td>\n",
+       "      <td>1,613</td>\n",
+       "      <td>723</td>\n",
+       "      <td>22.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.40%</td>\n",
+       "      <td>3.00%</td>\n",
+       "      <td>6,643</td>\n",
+       "      <td>3,612</td>\n",
+       "      <td>3,263</td>\n",
+       "      <td>349</td>\n",
+       "      <td>64.10%</td>\n",
+       "      <td>5.1</td>\n",
+       "      <td>1,303.50</td>\n",
+       "      <td>78757</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>ANDERSON MILL</td>\n",
+       "      <td>28,473</td>\n",
+       "      <td>10,904</td>\n",
+       "      <td>28,368</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>105</td>\n",
+       "      <td>7,812</td>\n",
+       "      <td>3,092</td>\n",
+       "      <td>4,037</td>\n",
+       "      <td>37.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.80%</td>\n",
+       "      <td>1.10%</td>\n",
+       "      <td>28,473</td>\n",
+       "      <td>11,507</td>\n",
+       "      <td>10,904</td>\n",
+       "      <td>603</td>\n",
+       "      <td>67.30%</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5,706.40</td>\n",
+       "      <td>78750</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>AVERY RANCH--LAKELINE</td>\n",
+       "      <td>14,785</td>\n",
+       "      <td>5,681</td>\n",
+       "      <td>14,785</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3,878</td>\n",
+       "      <td>1,803</td>\n",
+       "      <td>2,472</td>\n",
+       "      <td>43.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.90%</td>\n",
+       "      <td>0.30%</td>\n",
+       "      <td>14,785</td>\n",
+       "      <td>6,108</td>\n",
+       "      <td>5,681</td>\n",
+       "      <td>427</td>\n",
+       "      <td>60.50%</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>4,641.40</td>\n",
+       "      <td>78717</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>BARTON CREEK MALL</td>\n",
+       "      <td>5,147</td>\n",
+       "      <td>2,076</td>\n",
+       "      <td>5,099</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>48</td>\n",
+       "      <td>1,359</td>\n",
+       "      <td>717</td>\n",
+       "      <td>719</td>\n",
+       "      <td>34.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.60%</td>\n",
+       "      <td>3.80%</td>\n",
+       "      <td>5,147</td>\n",
+       "      <td>2,195</td>\n",
+       "      <td>2,076</td>\n",
+       "      <td>119</td>\n",
+       "      <td>63.70%</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>2,318.10</td>\n",
+       "      <td>78733</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>BARTON HILLS</td>\n",
+       "      <td>8,022</td>\n",
+       "      <td>4,614</td>\n",
+       "      <td>7,890</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>132</td>\n",
+       "      <td>1,445</td>\n",
+       "      <td>3,169</td>\n",
+       "      <td>556</td>\n",
+       "      <td>12.10%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.20%</td>\n",
+       "      <td>2.50%</td>\n",
+       "      <td>8,022</td>\n",
+       "      <td>4,965</td>\n",
+       "      <td>4,614</td>\n",
+       "      <td>351</td>\n",
+       "      <td>31.40%</td>\n",
+       "      <td>3.9</td>\n",
+       "      <td>2,038.10</td>\n",
+       "      <td>78704</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>BERGSTROM</td>\n",
+       "      <td>179</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>179</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.00%</td>\n",
+       "      <td>0.00%</td>\n",
+       "      <td>179</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4,744.80</td>\n",
+       "      <td>78719</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>BLUFF SPRINGS</td>\n",
+       "      <td>23,000</td>\n",
+       "      <td>7,362</td>\n",
+       "      <td>23,000</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4,942</td>\n",
+       "      <td>2,420</td>\n",
+       "      <td>2,981</td>\n",
+       "      <td>40.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.80%</td>\n",
+       "      <td>0.20%</td>\n",
+       "      <td>23,000</td>\n",
+       "      <td>7,947</td>\n",
+       "      <td>7,362</td>\n",
+       "      <td>585</td>\n",
+       "      <td>53.60%</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>8,431.80</td>\n",
+       "      <td>78747</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>BOULDIN</td>\n",
+       "      <td>5,510</td>\n",
+       "      <td>2,694</td>\n",
+       "      <td>5,468</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>42</td>\n",
+       "      <td>1,024</td>\n",
+       "      <td>1,670</td>\n",
+       "      <td>489</td>\n",
+       "      <td>18.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.70%</td>\n",
+       "      <td>1.00%</td>\n",
+       "      <td>5,510</td>\n",
+       "      <td>2,949</td>\n",
+       "      <td>2,694</td>\n",
+       "      <td>255</td>\n",
+       "      <td>40.40%</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>773.3</td>\n",
+       "      <td>78704</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>BRENTWOOD</td>\n",
+       "      <td>7,513</td>\n",
+       "      <td>4,127</td>\n",
+       "      <td>7,469</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>44</td>\n",
+       "      <td>1,467</td>\n",
+       "      <td>2,660</td>\n",
+       "      <td>562</td>\n",
+       "      <td>13.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.50%</td>\n",
+       "      <td>1.40%</td>\n",
+       "      <td>7,513</td>\n",
+       "      <td>4,401</td>\n",
+       "      <td>4,127</td>\n",
+       "      <td>274</td>\n",
+       "      <td>40.30%</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>1,013.70</td>\n",
+       "      <td>78757</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>BRODIE LANE</td>\n",
+       "      <td>10,913</td>\n",
+       "      <td>4,770</td>\n",
+       "      <td>10,884</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>29</td>\n",
+       "      <td>2,646</td>\n",
+       "      <td>2,124</td>\n",
+       "      <td>1,239</td>\n",
+       "      <td>26.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.60%</td>\n",
+       "      <td>0.40%</td>\n",
+       "      <td>10,913</td>\n",
+       "      <td>4,939</td>\n",
+       "      <td>4,770</td>\n",
+       "      <td>169</td>\n",
+       "      <td>58.40%</td>\n",
+       "      <td>5.7</td>\n",
+       "      <td>1,920.30</td>\n",
+       "      <td>78748</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>BULL CREEK</td>\n",
+       "      <td>7,655</td>\n",
+       "      <td>3,409</td>\n",
+       "      <td>7,574</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>81</td>\n",
+       "      <td>2,155</td>\n",
+       "      <td>1,254</td>\n",
+       "      <td>867</td>\n",
+       "      <td>25.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.50%</td>\n",
+       "      <td>3.30%</td>\n",
+       "      <td>7,655</td>\n",
+       "      <td>3,606</td>\n",
+       "      <td>3,409</td>\n",
+       "      <td>197</td>\n",
+       "      <td>76.20%</td>\n",
+       "      <td>3.4</td>\n",
+       "      <td>2,247.30</td>\n",
+       "      <td>78757</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>CENTRAL EAST AUSTIN</td>\n",
+       "      <td>4,677</td>\n",
+       "      <td>1,874</td>\n",
+       "      <td>4,421</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>256</td>\n",
+       "      <td>819</td>\n",
+       "      <td>1,055</td>\n",
+       "      <td>389</td>\n",
+       "      <td>20.80%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.90%</td>\n",
+       "      <td>1.00%</td>\n",
+       "      <td>4,677</td>\n",
+       "      <td>2,102</td>\n",
+       "      <td>1,874</td>\n",
+       "      <td>228</td>\n",
+       "      <td>37.50%</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>624.8</td>\n",
+       "      <td>78702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>CENTRAL WEST AUSTIN</td>\n",
+       "      <td>10,522</td>\n",
+       "      <td>4,490</td>\n",
+       "      <td>10,139</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>383</td>\n",
+       "      <td>2,501</td>\n",
+       "      <td>1,989</td>\n",
+       "      <td>1,300</td>\n",
+       "      <td>29.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.30%</td>\n",
+       "      <td>1.50%</td>\n",
+       "      <td>10,522</td>\n",
+       "      <td>4,891</td>\n",
+       "      <td>4,490</td>\n",
+       "      <td>401</td>\n",
+       "      <td>58.90%</td>\n",
+       "      <td>5.2</td>\n",
+       "      <td>2,025.50</td>\n",
+       "      <td>78703</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>CHERRY CREEK</td>\n",
+       "      <td>20,143</td>\n",
+       "      <td>8,449</td>\n",
+       "      <td>20,000</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>143</td>\n",
+       "      <td>4,867</td>\n",
+       "      <td>3,582</td>\n",
+       "      <td>2,147</td>\n",
+       "      <td>25.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.50%</td>\n",
+       "      <td>1.20%</td>\n",
+       "      <td>20,143</td>\n",
+       "      <td>8,842</td>\n",
+       "      <td>8,449</td>\n",
+       "      <td>393</td>\n",
+       "      <td>59.00%</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>2,854.40</td>\n",
+       "      <td>78745</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>CHESTNUT</td>\n",
+       "      <td>1,777</td>\n",
+       "      <td>678</td>\n",
+       "      <td>1,647</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>130</td>\n",
+       "      <td>310</td>\n",
+       "      <td>368</td>\n",
+       "      <td>115</td>\n",
+       "      <td>17.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.80%</td>\n",
+       "      <td>1.60%</td>\n",
+       "      <td>1,777</td>\n",
+       "      <td>765</td>\n",
+       "      <td>678</td>\n",
+       "      <td>87</td>\n",
+       "      <td>53.40%</td>\n",
+       "      <td>9.8</td>\n",
+       "      <td>180.5</td>\n",
+       "      <td>78702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>CIRCLE C SOUTH</td>\n",
+       "      <td>12,802</td>\n",
+       "      <td>4,016</td>\n",
+       "      <td>12,802</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3,575</td>\n",
+       "      <td>441</td>\n",
+       "      <td>2,362</td>\n",
+       "      <td>58.80%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.50%</td>\n",
+       "      <td>0.30%</td>\n",
+       "      <td>12,802</td>\n",
+       "      <td>4,121</td>\n",
+       "      <td>4,016</td>\n",
+       "      <td>105</td>\n",
+       "      <td>94.80%</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>3,232.80</td>\n",
+       "      <td>78739</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>CORONADO HILLS</td>\n",
+       "      <td>3,546</td>\n",
+       "      <td>1,283</td>\n",
+       "      <td>3,544</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>766</td>\n",
+       "      <td>517</td>\n",
+       "      <td>426</td>\n",
+       "      <td>33.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.70%</td>\n",
+       "      <td>0.80%</td>\n",
+       "      <td>3,546</td>\n",
+       "      <td>1,390</td>\n",
+       "      <td>1,283</td>\n",
+       "      <td>107</td>\n",
+       "      <td>30.20%</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>356.3</td>\n",
+       "      <td>78752</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>CRESTVIEW</td>\n",
+       "      <td>3,927</td>\n",
+       "      <td>1,945</td>\n",
+       "      <td>3,786</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>141</td>\n",
+       "      <td>883</td>\n",
+       "      <td>1,062</td>\n",
+       "      <td>355</td>\n",
+       "      <td>18.30%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.00%</td>\n",
+       "      <td>3.30%</td>\n",
+       "      <td>3,927</td>\n",
+       "      <td>2,297</td>\n",
+       "      <td>1,945</td>\n",
+       "      <td>352</td>\n",
+       "      <td>61.30%</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>652.8</td>\n",
+       "      <td>78757</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>DAVENPORT--LAKE AUSTIN</td>\n",
+       "      <td>5,161</td>\n",
+       "      <td>1,996</td>\n",
+       "      <td>5,104</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>57</td>\n",
+       "      <td>1,403</td>\n",
+       "      <td>593</td>\n",
+       "      <td>739</td>\n",
+       "      <td>37.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.50%</td>\n",
+       "      <td>0.60%</td>\n",
+       "      <td>5,161</td>\n",
+       "      <td>2,223</td>\n",
+       "      <td>1,996</td>\n",
+       "      <td>227</td>\n",
+       "      <td>73.70%</td>\n",
+       "      <td>1.2</td>\n",
+       "      <td>4,245.50</td>\n",
+       "      <td>78746</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>DAWSON</td>\n",
+       "      <td>2,670</td>\n",
+       "      <td>1,273</td>\n",
+       "      <td>2,670</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>491</td>\n",
+       "      <td>782</td>\n",
+       "      <td>184</td>\n",
+       "      <td>14.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.80%</td>\n",
+       "      <td>1.40%</td>\n",
+       "      <td>2,670</td>\n",
+       "      <td>1,420</td>\n",
+       "      <td>1,273</td>\n",
+       "      <td>147</td>\n",
+       "      <td>37.20%</td>\n",
+       "      <td>8.5</td>\n",
+       "      <td>315.2</td>\n",
+       "      <td>78704</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>DECKER LAKE</td>\n",
+       "      <td>326</td>\n",
+       "      <td>94</td>\n",
+       "      <td>326</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>83</td>\n",
+       "      <td>11</td>\n",
+       "      <td>56</td>\n",
+       "      <td>59.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.20%</td>\n",
+       "      <td>0.30%</td>\n",
+       "      <td>326</td>\n",
+       "      <td>103</td>\n",
+       "      <td>94</td>\n",
+       "      <td>9</td>\n",
+       "      <td>80.90%</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6,866.50</td>\n",
+       "      <td>78724</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>DEL VALLE</td>\n",
+       "      <td>3,520</td>\n",
+       "      <td>996</td>\n",
+       "      <td>3,520</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>735</td>\n",
+       "      <td>261</td>\n",
+       "      <td>466</td>\n",
+       "      <td>46.80%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.10%</td>\n",
+       "      <td>0.50%</td>\n",
+       "      <td>3,520</td>\n",
+       "      <td>1,101</td>\n",
+       "      <td>996</td>\n",
+       "      <td>105</td>\n",
+       "      <td>47.80%</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3,568.60</td>\n",
+       "      <td>78617</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>DEL VALLE EAST</td>\n",
+       "      <td>7,526</td>\n",
+       "      <td>2,004</td>\n",
+       "      <td>7,526</td>\n",
+       "      <td>3.8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1,712</td>\n",
+       "      <td>292</td>\n",
+       "      <td>1,183</td>\n",
+       "      <td>59.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.50%</td>\n",
+       "      <td>0.10%</td>\n",
+       "      <td>7,526</td>\n",
+       "      <td>2,148</td>\n",
+       "      <td>2,004</td>\n",
+       "      <td>144</td>\n",
+       "      <td>87.80%</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>4,415.70</td>\n",
+       "      <td>78617</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>DITTMAR--SLAUGHTER</td>\n",
+       "      <td>15,697</td>\n",
+       "      <td>6,333</td>\n",
+       "      <td>15,606</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>91</td>\n",
+       "      <td>3,666</td>\n",
+       "      <td>2,667</td>\n",
+       "      <td>1,708</td>\n",
+       "      <td>27.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.70%</td>\n",
+       "      <td>0.60%</td>\n",
+       "      <td>15,697</td>\n",
+       "      <td>6,644</td>\n",
+       "      <td>6,333</td>\n",
+       "      <td>311</td>\n",
+       "      <td>57.70%</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>2,531.90</td>\n",
+       "      <td>78745</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>DOWNTOWN</td>\n",
+       "      <td>7,635</td>\n",
+       "      <td>4,379</td>\n",
+       "      <td>6,357</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>1,278</td>\n",
+       "      <td>908</td>\n",
+       "      <td>3,471</td>\n",
+       "      <td>159</td>\n",
+       "      <td>3.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.10%</td>\n",
+       "      <td>0.90%</td>\n",
+       "      <td>7,635</td>\n",
+       "      <td>5,670</td>\n",
+       "      <td>4,379</td>\n",
+       "      <td>1,291</td>\n",
+       "      <td>33.30%</td>\n",
+       "      <td>6.8</td>\n",
+       "      <td>1,117.20</td>\n",
+       "      <td>78701</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>EAST CESAR CHAVEZ</td>\n",
+       "      <td>3,291</td>\n",
+       "      <td>1,349</td>\n",
+       "      <td>3,083</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>208</td>\n",
+       "      <td>595</td>\n",
+       "      <td>754</td>\n",
+       "      <td>225</td>\n",
+       "      <td>16.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.30%</td>\n",
+       "      <td>2.40%</td>\n",
+       "      <td>3,291</td>\n",
+       "      <td>1,482</td>\n",
+       "      <td>1,349</td>\n",
+       "      <td>133</td>\n",
+       "      <td>41.10%</td>\n",
+       "      <td>7.6</td>\n",
+       "      <td>430.8</td>\n",
+       "      <td>78702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>EAST CONGRESS</td>\n",
+       "      <td>3,104</td>\n",
+       "      <td>1,374</td>\n",
+       "      <td>3,100</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>610</td>\n",
+       "      <td>764</td>\n",
+       "      <td>246</td>\n",
+       "      <td>17.90%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.70%</td>\n",
+       "      <td>0.80%</td>\n",
+       "      <td>3,104</td>\n",
+       "      <td>1,446</td>\n",
+       "      <td>1,374</td>\n",
+       "      <td>72</td>\n",
+       "      <td>50.30%</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>771.9</td>\n",
+       "      <td>78704</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>EAST OAK HILL</td>\n",
+       "      <td>14,508</td>\n",
+       "      <td>6,974</td>\n",
+       "      <td>14,398</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>110</td>\n",
+       "      <td>3,455</td>\n",
+       "      <td>3,519</td>\n",
+       "      <td>1,615</td>\n",
+       "      <td>23.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.70%</td>\n",
+       "      <td>1.80%</td>\n",
+       "      <td>14,508</td>\n",
+       "      <td>7,389</td>\n",
+       "      <td>6,974</td>\n",
+       "      <td>415</td>\n",
+       "      <td>40.80%</td>\n",
+       "      <td>2.9</td>\n",
+       "      <td>5,042.20</td>\n",
+       "      <td>78735</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>FOUR POINTS</td>\n",
+       "      <td>6,226</td>\n",
+       "      <td>3,087</td>\n",
+       "      <td>6,017</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>209</td>\n",
+       "      <td>1,287</td>\n",
+       "      <td>1,800</td>\n",
+       "      <td>686</td>\n",
+       "      <td>22.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.00%</td>\n",
+       "      <td>0.30%</td>\n",
+       "      <td>6,226</td>\n",
+       "      <td>3,339</td>\n",
+       "      <td>3,087</td>\n",
+       "      <td>252</td>\n",
+       "      <td>16.00%</td>\n",
+       "      <td>1.3</td>\n",
+       "      <td>4,980.60</td>\n",
+       "      <td>78730</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>FRANKLIN PARK</td>\n",
+       "      <td>16,927</td>\n",
+       "      <td>4,313</td>\n",
+       "      <td>16,914</td>\n",
+       "      <td>3.9</td>\n",
+       "      <td>13</td>\n",
+       "      <td>3,507</td>\n",
+       "      <td>806</td>\n",
+       "      <td>2,226</td>\n",
+       "      <td>51.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.00%</td>\n",
+       "      <td>0.10%</td>\n",
+       "      <td>16,927</td>\n",
+       "      <td>4,507</td>\n",
+       "      <td>4,313</td>\n",
+       "      <td>194</td>\n",
+       "      <td>45.00%</td>\n",
+       "      <td>11.8</td>\n",
+       "      <td>1,428.50</td>\n",
+       "      <td>78744</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>73</th>\n",
+       "      <td>ROSEWOOD</td>\n",
+       "      <td>4,076</td>\n",
+       "      <td>1,486</td>\n",
+       "      <td>3,892</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>184</td>\n",
+       "      <td>799</td>\n",
+       "      <td>687</td>\n",
+       "      <td>418</td>\n",
+       "      <td>28.10%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.30%</td>\n",
+       "      <td>2.50%</td>\n",
+       "      <td>4,076</td>\n",
+       "      <td>1,679</td>\n",
+       "      <td>1,486</td>\n",
+       "      <td>193</td>\n",
+       "      <td>42.50%</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>572.2</td>\n",
+       "      <td>78702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74</th>\n",
+       "      <td>SAMSUNG--PIONEER CROSSING</td>\n",
+       "      <td>5,139</td>\n",
+       "      <td>2,035</td>\n",
+       "      <td>5,139</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1,199</td>\n",
+       "      <td>836</td>\n",
+       "      <td>680</td>\n",
+       "      <td>33.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.60%</td>\n",
+       "      <td>0.20%</td>\n",
+       "      <td>5,139</td>\n",
+       "      <td>2,212</td>\n",
+       "      <td>2,035</td>\n",
+       "      <td>177</td>\n",
+       "      <td>45.50%</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>2,124.40</td>\n",
+       "      <td>78754</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75</th>\n",
+       "      <td>SLAUGHTER CREEK</td>\n",
+       "      <td>10,877</td>\n",
+       "      <td>4,638</td>\n",
+       "      <td>10,861</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>16</td>\n",
+       "      <td>2,510</td>\n",
+       "      <td>2,128</td>\n",
+       "      <td>1,323</td>\n",
+       "      <td>28.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.00%</td>\n",
+       "      <td>0.30%</td>\n",
+       "      <td>10,877</td>\n",
+       "      <td>5,058</td>\n",
+       "      <td>4,638</td>\n",
+       "      <td>420</td>\n",
+       "      <td>43.10%</td>\n",
+       "      <td>4.3</td>\n",
+       "      <td>2,551.60</td>\n",
+       "      <td>78748</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>SOUTH BRODIE</td>\n",
+       "      <td>13,243</td>\n",
+       "      <td>4,707</td>\n",
+       "      <td>13,223</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>20</td>\n",
+       "      <td>3,549</td>\n",
+       "      <td>1,158</td>\n",
+       "      <td>1,995</td>\n",
+       "      <td>42.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.50%</td>\n",
+       "      <td>0.30%</td>\n",
+       "      <td>13,243</td>\n",
+       "      <td>4,870</td>\n",
+       "      <td>4,707</td>\n",
+       "      <td>163</td>\n",
+       "      <td>79.20%</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>3,278.90</td>\n",
+       "      <td>78748</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>SOUTH LAMAR</td>\n",
+       "      <td>8,152</td>\n",
+       "      <td>4,264</td>\n",
+       "      <td>8,053</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>99</td>\n",
+       "      <td>1,307</td>\n",
+       "      <td>2,957</td>\n",
+       "      <td>619</td>\n",
+       "      <td>14.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.50%</td>\n",
+       "      <td>0.70%</td>\n",
+       "      <td>8,152</td>\n",
+       "      <td>4,745</td>\n",
+       "      <td>4,264</td>\n",
+       "      <td>481</td>\n",
+       "      <td>18.70%</td>\n",
+       "      <td>10.5</td>\n",
+       "      <td>777.7</td>\n",
+       "      <td>78704</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>SOUTH MANCHACA</td>\n",
+       "      <td>6,453</td>\n",
+       "      <td>2,806</td>\n",
+       "      <td>6,443</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1,497</td>\n",
+       "      <td>1,309</td>\n",
+       "      <td>561</td>\n",
+       "      <td>20.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.50%</td>\n",
+       "      <td>1.10%</td>\n",
+       "      <td>6,453</td>\n",
+       "      <td>2,971</td>\n",
+       "      <td>2,806</td>\n",
+       "      <td>165</td>\n",
+       "      <td>56.80%</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>892.3</td>\n",
+       "      <td>78745</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>SOUTH RIVER CITY</td>\n",
+       "      <td>6,511</td>\n",
+       "      <td>3,559</td>\n",
+       "      <td>6,384</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>127</td>\n",
+       "      <td>1,090</td>\n",
+       "      <td>2,469</td>\n",
+       "      <td>488</td>\n",
+       "      <td>13.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.60%</td>\n",
+       "      <td>0.80%</td>\n",
+       "      <td>6,511</td>\n",
+       "      <td>3,979</td>\n",
+       "      <td>3,559</td>\n",
+       "      <td>420</td>\n",
+       "      <td>34.60%</td>\n",
+       "      <td>8.9</td>\n",
+       "      <td>733.2</td>\n",
+       "      <td>78704</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80</th>\n",
+       "      <td>SOUTHEAST</td>\n",
+       "      <td>2,290</td>\n",
+       "      <td>736</td>\n",
+       "      <td>2,290</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>487</td>\n",
+       "      <td>249</td>\n",
+       "      <td>297</td>\n",
+       "      <td>40.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.20%</td>\n",
+       "      <td>0.30%</td>\n",
+       "      <td>2,290</td>\n",
+       "      <td>813</td>\n",
+       "      <td>736</td>\n",
+       "      <td>77</td>\n",
+       "      <td>76.20%</td>\n",
+       "      <td>1.3</td>\n",
+       "      <td>1,790.10</td>\n",
+       "      <td>78617</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>81</th>\n",
+       "      <td>SPICEWOOD</td>\n",
+       "      <td>1,182</td>\n",
+       "      <td>434</td>\n",
+       "      <td>1,182</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>349</td>\n",
+       "      <td>85</td>\n",
+       "      <td>160</td>\n",
+       "      <td>36.90%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.80%</td>\n",
+       "      <td>0.60%</td>\n",
+       "      <td>1,182</td>\n",
+       "      <td>449</td>\n",
+       "      <td>434</td>\n",
+       "      <td>15</td>\n",
+       "      <td>93.30%</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>2,066.80</td>\n",
+       "      <td>78744</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82</th>\n",
+       "      <td>ST. EDWARDS</td>\n",
+       "      <td>5,322</td>\n",
+       "      <td>2,045</td>\n",
+       "      <td>4,181</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1,141</td>\n",
+       "      <td>660</td>\n",
+       "      <td>1,385</td>\n",
+       "      <td>324</td>\n",
+       "      <td>15.80%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.90%</td>\n",
+       "      <td>0.60%</td>\n",
+       "      <td>5,322</td>\n",
+       "      <td>2,214</td>\n",
+       "      <td>2,045</td>\n",
+       "      <td>169</td>\n",
+       "      <td>11.80%</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>719.6</td>\n",
+       "      <td>78704</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>83</th>\n",
+       "      <td>ST. JOHN</td>\n",
+       "      <td>9,348</td>\n",
+       "      <td>3,339</td>\n",
+       "      <td>9,308</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>40</td>\n",
+       "      <td>1,766</td>\n",
+       "      <td>1,573</td>\n",
+       "      <td>1,118</td>\n",
+       "      <td>33.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.20%</td>\n",
+       "      <td>1.20%</td>\n",
+       "      <td>9,348</td>\n",
+       "      <td>3,775</td>\n",
+       "      <td>3,339</td>\n",
+       "      <td>436</td>\n",
+       "      <td>11.40%</td>\n",
+       "      <td>11.7</td>\n",
+       "      <td>798</td>\n",
+       "      <td>78752</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>SWEET BRIAR</td>\n",
+       "      <td>5,746</td>\n",
+       "      <td>2,521</td>\n",
+       "      <td>5,740</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1,071</td>\n",
+       "      <td>1,450</td>\n",
+       "      <td>495</td>\n",
+       "      <td>19.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.40%</td>\n",
+       "      <td>0.30%</td>\n",
+       "      <td>5,746</td>\n",
+       "      <td>2,695</td>\n",
+       "      <td>2,521</td>\n",
+       "      <td>174</td>\n",
+       "      <td>27.50%</td>\n",
+       "      <td>9.4</td>\n",
+       "      <td>611</td>\n",
+       "      <td>78745</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>TECH RIDGE</td>\n",
+       "      <td>15,842</td>\n",
+       "      <td>6,499</td>\n",
+       "      <td>15,832</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>3,613</td>\n",
+       "      <td>2,886</td>\n",
+       "      <td>1,913</td>\n",
+       "      <td>29.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.30%</td>\n",
+       "      <td>0.30%</td>\n",
+       "      <td>15,842</td>\n",
+       "      <td>7,202</td>\n",
+       "      <td>6,499</td>\n",
+       "      <td>703</td>\n",
+       "      <td>45.70%</td>\n",
+       "      <td>3.6</td>\n",
+       "      <td>4,380.50</td>\n",
+       "      <td>78753</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>TRIANGLE-STATE</td>\n",
+       "      <td>1,707</td>\n",
+       "      <td>840</td>\n",
+       "      <td>1,460</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>247</td>\n",
+       "      <td>152</td>\n",
+       "      <td>688</td>\n",
+       "      <td>45</td>\n",
+       "      <td>5.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.80%</td>\n",
+       "      <td>0.20%</td>\n",
+       "      <td>1,707</td>\n",
+       "      <td>926</td>\n",
+       "      <td>840</td>\n",
+       "      <td>86</td>\n",
+       "      <td>3.70%</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>311.3</td>\n",
+       "      <td>78751</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>UNIVERSITY HILLS</td>\n",
+       "      <td>4,665</td>\n",
+       "      <td>1,787</td>\n",
+       "      <td>4,643</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1,084</td>\n",
+       "      <td>703</td>\n",
+       "      <td>433</td>\n",
+       "      <td>24.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.80%</td>\n",
+       "      <td>0.70%</td>\n",
+       "      <td>4,665</td>\n",
+       "      <td>1,950</td>\n",
+       "      <td>1,787</td>\n",
+       "      <td>163</td>\n",
+       "      <td>57.50%</td>\n",
+       "      <td>6.4</td>\n",
+       "      <td>726.4</td>\n",
+       "      <td>78723</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88</th>\n",
+       "      <td>UPPER BOGGY CREEK</td>\n",
+       "      <td>5,302</td>\n",
+       "      <td>2,584</td>\n",
+       "      <td>5,299</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>968</td>\n",
+       "      <td>1,616</td>\n",
+       "      <td>394</td>\n",
+       "      <td>15.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.50%</td>\n",
+       "      <td>1.70%</td>\n",
+       "      <td>5,302</td>\n",
+       "      <td>2,809</td>\n",
+       "      <td>2,584</td>\n",
+       "      <td>225</td>\n",
+       "      <td>44.10%</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>719.7</td>\n",
+       "      <td>78722</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>UT</td>\n",
+       "      <td>7,246</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>7,240</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.00%</td>\n",
+       "      <td>0.00%</td>\n",
+       "      <td>7,246</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00%</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>443</td>\n",
+       "      <td>78712</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>90</th>\n",
+       "      <td>VILLAGE AT WESTERN OAKS</td>\n",
+       "      <td>10,163</td>\n",
+       "      <td>4,035</td>\n",
+       "      <td>10,163</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2,763</td>\n",
+       "      <td>1,272</td>\n",
+       "      <td>1,579</td>\n",
+       "      <td>39.10%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.10%</td>\n",
+       "      <td>1.00%</td>\n",
+       "      <td>10,163</td>\n",
+       "      <td>4,114</td>\n",
+       "      <td>4,035</td>\n",
+       "      <td>79</td>\n",
+       "      <td>75.00%</td>\n",
+       "      <td>5.7</td>\n",
+       "      <td>1,780.30</td>\n",
+       "      <td>78749</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>WALNUT CREEK--PIONEER HILL</td>\n",
+       "      <td>3,012</td>\n",
+       "      <td>1,394</td>\n",
+       "      <td>3,006</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>671</td>\n",
+       "      <td>723</td>\n",
+       "      <td>331</td>\n",
+       "      <td>23.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.50%</td>\n",
+       "      <td>0.40%</td>\n",
+       "      <td>3,012</td>\n",
+       "      <td>1,541</td>\n",
+       "      <td>1,394</td>\n",
+       "      <td>147</td>\n",
+       "      <td>21.40%</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>1,903.90</td>\n",
+       "      <td>78753</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>WEST CONGRESS</td>\n",
+       "      <td>2,674</td>\n",
+       "      <td>1,072</td>\n",
+       "      <td>2,674</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>583</td>\n",
+       "      <td>489</td>\n",
+       "      <td>295</td>\n",
+       "      <td>27.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.90%</td>\n",
+       "      <td>0.60%</td>\n",
+       "      <td>2,674</td>\n",
+       "      <td>1,201</td>\n",
+       "      <td>1,072</td>\n",
+       "      <td>129</td>\n",
+       "      <td>39.80%</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>377.1</td>\n",
+       "      <td>78745</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>WEST OAK HILL</td>\n",
+       "      <td>17,275</td>\n",
+       "      <td>6,778</td>\n",
+       "      <td>17,257</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>4,551</td>\n",
+       "      <td>2,227</td>\n",
+       "      <td>2,304</td>\n",
+       "      <td>34.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.00%</td>\n",
+       "      <td>0.60%</td>\n",
+       "      <td>17,275</td>\n",
+       "      <td>7,100</td>\n",
+       "      <td>6,778</td>\n",
+       "      <td>322</td>\n",
+       "      <td>70.30%</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>8,559.20</td>\n",
+       "      <td>78753</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>WEST UNIVERSITY</td>\n",
+       "      <td>16,408</td>\n",
+       "      <td>6,104</td>\n",
+       "      <td>12,492</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3,916</td>\n",
+       "      <td>537</td>\n",
+       "      <td>5,567</td>\n",
+       "      <td>97</td>\n",
+       "      <td>1.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.10%</td>\n",
+       "      <td>0.10%</td>\n",
+       "      <td>16,408</td>\n",
+       "      <td>6,471</td>\n",
+       "      <td>6,104</td>\n",
+       "      <td>367</td>\n",
+       "      <td>8.10%</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>468.7</td>\n",
+       "      <td>78705</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>WESTGATE</td>\n",
+       "      <td>3,914</td>\n",
+       "      <td>1,675</td>\n",
+       "      <td>3,765</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>149</td>\n",
+       "      <td>835</td>\n",
+       "      <td>840</td>\n",
+       "      <td>376</td>\n",
+       "      <td>22.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.50%</td>\n",
+       "      <td>5.50%</td>\n",
+       "      <td>3,914</td>\n",
+       "      <td>1,790</td>\n",
+       "      <td>1,675</td>\n",
+       "      <td>115</td>\n",
+       "      <td>38.20%</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>540.2</td>\n",
+       "      <td>78745</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>WESTOVER HILLS</td>\n",
+       "      <td>7,626</td>\n",
+       "      <td>4,012</td>\n",
+       "      <td>7,616</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1,774</td>\n",
+       "      <td>2,238</td>\n",
+       "      <td>678</td>\n",
+       "      <td>16.90%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.00%</td>\n",
+       "      <td>2.70%</td>\n",
+       "      <td>7,626</td>\n",
+       "      <td>4,353</td>\n",
+       "      <td>4,012</td>\n",
+       "      <td>341</td>\n",
+       "      <td>58.10%</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>1,230.60</td>\n",
+       "      <td>78759</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>WHISPER VALLEY</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>50.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.00%</td>\n",
+       "      <td>0.00%</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100.00%</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1,923.20</td>\n",
+       "      <td>78653</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>WINDSOR HILLS</td>\n",
+       "      <td>7,089</td>\n",
+       "      <td>2,275</td>\n",
+       "      <td>6,908</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>181</td>\n",
+       "      <td>1,488</td>\n",
+       "      <td>787</td>\n",
+       "      <td>766</td>\n",
+       "      <td>33.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.90%</td>\n",
+       "      <td>2.20%</td>\n",
+       "      <td>7,089</td>\n",
+       "      <td>2,449</td>\n",
+       "      <td>2,275</td>\n",
+       "      <td>174</td>\n",
+       "      <td>51.60%</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>790.5</td>\n",
+       "      <td>78753</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>WINDSOR PARK</td>\n",
+       "      <td>15,086</td>\n",
+       "      <td>5,599</td>\n",
+       "      <td>15,007</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>79</td>\n",
+       "      <td>3,167</td>\n",
+       "      <td>2,432</td>\n",
+       "      <td>1,607</td>\n",
+       "      <td>28.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.90%</td>\n",
+       "      <td>1.10%</td>\n",
+       "      <td>15,086</td>\n",
+       "      <td>6,528</td>\n",
+       "      <td>5,599</td>\n",
+       "      <td>929</td>\n",
+       "      <td>40.10%</td>\n",
+       "      <td>9.8</td>\n",
+       "      <td>1,532.30</td>\n",
+       "      <td>78723</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>100</th>\n",
+       "      <td>WINDSOR ROAD</td>\n",
+       "      <td>2,985</td>\n",
+       "      <td>1,225</td>\n",
+       "      <td>2,968</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>769</td>\n",
+       "      <td>456</td>\n",
+       "      <td>433</td>\n",
+       "      <td>35.30%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.70%</td>\n",
+       "      <td>1.40%</td>\n",
+       "      <td>2,985</td>\n",
+       "      <td>1,342</td>\n",
+       "      <td>1,225</td>\n",
+       "      <td>117</td>\n",
+       "      <td>77.80%</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>545.6</td>\n",
+       "      <td>78703</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>101</th>\n",
+       "      <td>WOOTEN</td>\n",
+       "      <td>5,339</td>\n",
+       "      <td>2,027</td>\n",
+       "      <td>5,331</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1,197</td>\n",
+       "      <td>830</td>\n",
+       "      <td>602</td>\n",
+       "      <td>29.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.40%</td>\n",
+       "      <td>1.20%</td>\n",
+       "      <td>5,339</td>\n",
+       "      <td>2,257</td>\n",
+       "      <td>2,027</td>\n",
+       "      <td>230</td>\n",
+       "      <td>43.60%</td>\n",
+       "      <td>8.6</td>\n",
+       "      <td>621</td>\n",
+       "      <td>78757</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>102</th>\n",
+       "      <td>ZILKER</td>\n",
+       "      <td>5,779</td>\n",
+       "      <td>3,174</td>\n",
+       "      <td>5,728</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>51</td>\n",
+       "      <td>1,155</td>\n",
+       "      <td>2,019</td>\n",
+       "      <td>511</td>\n",
+       "      <td>16.10%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.90%</td>\n",
+       "      <td>1.10%</td>\n",
+       "      <td>5,779</td>\n",
+       "      <td>3,652</td>\n",
+       "      <td>3,174</td>\n",
+       "      <td>478</td>\n",
+       "      <td>47.60%</td>\n",
+       "      <td>7.7</td>\n",
+       "      <td>747</td>\n",
+       "      <td>78704</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>103 rows × 32 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Neighborhood Reporting Area Total Population Total Households  \\\n",
+       "0                     ALLENDALE            6,643            3,263   \n",
+       "1                 ANDERSON MILL           28,473           10,904   \n",
+       "2         AVERY RANCH--LAKELINE           14,785            5,681   \n",
+       "3             BARTON CREEK MALL            5,147            2,076   \n",
+       "4                  BARTON HILLS            8,022            4,614   \n",
+       "5                     BERGSTROM              179                0   \n",
+       "6                 BLUFF SPRINGS           23,000            7,362   \n",
+       "7                       BOULDIN            5,510            2,694   \n",
+       "8                     BRENTWOOD            7,513            4,127   \n",
+       "9                   BRODIE LANE           10,913            4,770   \n",
+       "10                   BULL CREEK            7,655            3,409   \n",
+       "11          CENTRAL EAST AUSTIN            4,677            1,874   \n",
+       "12          CENTRAL WEST AUSTIN           10,522            4,490   \n",
+       "13                 CHERRY CREEK           20,143            8,449   \n",
+       "14                     CHESTNUT            1,777              678   \n",
+       "15               CIRCLE C SOUTH           12,802            4,016   \n",
+       "16               CORONADO HILLS            3,546            1,283   \n",
+       "17                    CRESTVIEW            3,927            1,945   \n",
+       "18       DAVENPORT--LAKE AUSTIN            5,161            1,996   \n",
+       "19                       DAWSON            2,670            1,273   \n",
+       "20                  DECKER LAKE              326               94   \n",
+       "21                    DEL VALLE            3,520              996   \n",
+       "22               DEL VALLE EAST            7,526            2,004   \n",
+       "23           DITTMAR--SLAUGHTER           15,697            6,333   \n",
+       "24                     DOWNTOWN            7,635            4,379   \n",
+       "25            EAST CESAR CHAVEZ            3,291            1,349   \n",
+       "26                EAST CONGRESS            3,104            1,374   \n",
+       "27                EAST OAK HILL           14,508            6,974   \n",
+       "28                  FOUR POINTS            6,226            3,087   \n",
+       "29                FRANKLIN PARK           16,927            4,313   \n",
+       "..                          ...              ...              ...   \n",
+       "73                     ROSEWOOD            4,076            1,486   \n",
+       "74    SAMSUNG--PIONEER CROSSING            5,139            2,035   \n",
+       "75              SLAUGHTER CREEK           10,877            4,638   \n",
+       "76                 SOUTH BRODIE           13,243            4,707   \n",
+       "77                  SOUTH LAMAR            8,152            4,264   \n",
+       "78               SOUTH MANCHACA            6,453            2,806   \n",
+       "79             SOUTH RIVER CITY            6,511            3,559   \n",
+       "80                    SOUTHEAST            2,290              736   \n",
+       "81                    SPICEWOOD            1,182              434   \n",
+       "82                  ST. EDWARDS            5,322            2,045   \n",
+       "83                     ST. JOHN            9,348            3,339   \n",
+       "84                  SWEET BRIAR            5,746            2,521   \n",
+       "85                   TECH RIDGE           15,842            6,499   \n",
+       "86               TRIANGLE-STATE            1,707              840   \n",
+       "87             UNIVERSITY HILLS            4,665            1,787   \n",
+       "88            UPPER BOGGY CREEK            5,302            2,584   \n",
+       "89                           UT            7,246                3   \n",
+       "90      VILLAGE AT WESTERN OAKS           10,163            4,035   \n",
+       "91   WALNUT CREEK--PIONEER HILL            3,012            1,394   \n",
+       "92                WEST CONGRESS            2,674            1,072   \n",
+       "93                WEST OAK HILL           17,275            6,778   \n",
+       "94              WEST UNIVERSITY           16,408            6,104   \n",
+       "95                     WESTGATE            3,914            1,675   \n",
+       "96               WESTOVER HILLS            7,626            4,012   \n",
+       "97               WHISPER VALLEY                6                2   \n",
+       "98                WINDSOR HILLS            7,089            2,275   \n",
+       "99                 WINDSOR PARK           15,086            5,599   \n",
+       "100                WINDSOR ROAD            2,985            1,225   \n",
+       "101                      WOOTEN            5,339            2,027   \n",
+       "102                      ZILKER            5,779            3,174   \n",
+       "\n",
+       "    Population in Households  Household Size Population in Group Quarters  \\\n",
+       "0                      6,621             2.0                           22   \n",
+       "1                     28,368             2.6                          105   \n",
+       "2                     14,785             2.6                            0   \n",
+       "3                      5,099             2.5                           48   \n",
+       "4                      7,890             1.7                          132   \n",
+       "5                          0             NaN                          179   \n",
+       "6                     23,000             3.1                            0   \n",
+       "7                      5,468             2.0                           42   \n",
+       "8                      7,469             1.8                           44   \n",
+       "9                     10,884             2.3                           29   \n",
+       "10                     7,574             2.2                           81   \n",
+       "11                     4,421             2.4                          256   \n",
+       "12                    10,139             2.3                          383   \n",
+       "13                    20,000             2.4                          143   \n",
+       "14                     1,647             2.4                          130   \n",
+       "15                    12,802             3.2                            0   \n",
+       "16                     3,544             2.8                            2   \n",
+       "17                     3,786             1.9                          141   \n",
+       "18                     5,104             2.6                           57   \n",
+       "19                     2,670             2.1                            0   \n",
+       "20                       326             3.5                            0   \n",
+       "21                     3,520             3.5                            0   \n",
+       "22                     7,526             3.8                            0   \n",
+       "23                    15,606             2.5                           91   \n",
+       "24                     6,357             1.5                        1,278   \n",
+       "25                     3,083             2.3                          208   \n",
+       "26                     3,100             2.3                            4   \n",
+       "27                    14,398             2.1                          110   \n",
+       "28                     6,017             1.9                          209   \n",
+       "29                    16,914             3.9                           13   \n",
+       "..                       ...             ...                          ...   \n",
+       "73                     3,892             2.6                          184   \n",
+       "74                     5,139             2.5                            0   \n",
+       "75                    10,861             2.3                           16   \n",
+       "76                    13,223             2.8                           20   \n",
+       "77                     8,053             1.9                           99   \n",
+       "78                     6,443             2.3                           10   \n",
+       "79                     6,384             1.8                          127   \n",
+       "80                     2,290             3.1                            0   \n",
+       "81                     1,182             2.7                            0   \n",
+       "82                     4,181             2.0                        1,141   \n",
+       "83                     9,308             2.8                           40   \n",
+       "84                     5,740             2.3                            6   \n",
+       "85                    15,832             2.4                           10   \n",
+       "86                     1,460             1.7                          247   \n",
+       "87                     4,643             2.6                           22   \n",
+       "88                     5,299             2.1                            3   \n",
+       "89                         6             2.0                        7,240   \n",
+       "90                    10,163             2.5                            0   \n",
+       "91                     3,006             2.2                            6   \n",
+       "92                     2,674             2.5                            0   \n",
+       "93                    17,257             2.5                           18   \n",
+       "94                    12,492             2.0                        3,916   \n",
+       "95                     3,765             2.2                          149   \n",
+       "96                     7,616             1.9                           10   \n",
+       "97                         6             3.0                            0   \n",
+       "98                     6,908             3.0                          181   \n",
+       "99                    15,007             2.7                           79   \n",
+       "100                    2,968             2.4                           17   \n",
+       "101                    5,331             2.6                            8   \n",
+       "102                    5,728             1.8                           51   \n",
+       "\n",
+       "    Family Households Non-Family Households Families with Children  \\\n",
+       "0               1,650                 1,613                    723   \n",
+       "1               7,812                 3,092                  4,037   \n",
+       "2               3,878                 1,803                  2,472   \n",
+       "3               1,359                   717                    719   \n",
+       "4               1,445                 3,169                    556   \n",
+       "5                   0                     0                      0   \n",
+       "6               4,942                 2,420                  2,981   \n",
+       "7               1,024                 1,670                    489   \n",
+       "8               1,467                 2,660                    562   \n",
+       "9               2,646                 2,124                  1,239   \n",
+       "10              2,155                 1,254                    867   \n",
+       "11                819                 1,055                    389   \n",
+       "12              2,501                 1,989                  1,300   \n",
+       "13              4,867                 3,582                  2,147   \n",
+       "14                310                   368                    115   \n",
+       "15              3,575                   441                  2,362   \n",
+       "16                766                   517                    426   \n",
+       "17                883                 1,062                    355   \n",
+       "18              1,403                   593                    739   \n",
+       "19                491                   782                    184   \n",
+       "20                 83                    11                     56   \n",
+       "21                735                   261                    466   \n",
+       "22              1,712                   292                  1,183   \n",
+       "23              3,666                 2,667                  1,708   \n",
+       "24                908                 3,471                    159   \n",
+       "25                595                   754                    225   \n",
+       "26                610                   764                    246   \n",
+       "27              3,455                 3,519                  1,615   \n",
+       "28              1,287                 1,800                    686   \n",
+       "29              3,507                   806                  2,226   \n",
+       "..                ...                   ...                    ...   \n",
+       "73                799                   687                    418   \n",
+       "74              1,199                   836                    680   \n",
+       "75              2,510                 2,128                  1,323   \n",
+       "76              3,549                 1,158                  1,995   \n",
+       "77              1,307                 2,957                    619   \n",
+       "78              1,497                 1,309                    561   \n",
+       "79              1,090                 2,469                    488   \n",
+       "80                487                   249                    297   \n",
+       "81                349                    85                    160   \n",
+       "82                660                 1,385                    324   \n",
+       "83              1,766                 1,573                  1,118   \n",
+       "84              1,071                 1,450                    495   \n",
+       "85              3,613                 2,886                  1,913   \n",
+       "86                152                   688                     45   \n",
+       "87              1,084                   703                    433   \n",
+       "88                968                 1,616                    394   \n",
+       "89                  0                     3                      0   \n",
+       "90              2,763                 1,272                  1,579   \n",
+       "91                671                   723                    331   \n",
+       "92                583                   489                    295   \n",
+       "93              4,551                 2,227                  2,304   \n",
+       "94                537                 5,567                     97   \n",
+       "95                835                   840                    376   \n",
+       "96              1,774                 2,238                    678   \n",
+       "97                  2                     0                      1   \n",
+       "98              1,488                   787                    766   \n",
+       "99              3,167                 2,432                  1,607   \n",
+       "100               769                   456                    433   \n",
+       "101             1,197                   830                    602   \n",
+       "102             1,155                 2,019                    511   \n",
+       "\n",
+       "    Percent of All Households: Families with Children   ...    75--84 85 Plus  \\\n",
+       "0                                              22.20%   ...     5.40%   3.00%   \n",
+       "1                                              37.00%   ...     2.80%   1.10%   \n",
+       "2                                              43.50%   ...     0.90%   0.30%   \n",
+       "3                                              34.60%   ...     3.60%   3.80%   \n",
+       "4                                              12.10%   ...     3.20%   2.50%   \n",
+       "5                                                 NaN   ...     0.00%   0.00%   \n",
+       "6                                              40.50%   ...     0.80%   0.20%   \n",
+       "7                                              18.20%   ...     1.70%   1.00%   \n",
+       "8                                              13.60%   ...     2.50%   1.40%   \n",
+       "9                                              26.00%   ...     1.60%   0.40%   \n",
+       "10                                             25.40%   ...     6.50%   3.30%   \n",
+       "11                                             20.80%   ...     2.90%   1.00%   \n",
+       "12                                             29.00%   ...     3.30%   1.50%   \n",
+       "13                                             25.40%   ...     2.50%   1.20%   \n",
+       "14                                             17.00%   ...     2.80%   1.60%   \n",
+       "15                                             58.80%   ...     1.50%   0.30%   \n",
+       "16                                             33.20%   ...     2.70%   0.80%   \n",
+       "17                                             18.30%   ...     6.00%   3.30%   \n",
+       "18                                             37.00%   ...     2.50%   0.60%   \n",
+       "19                                             14.50%   ...     2.80%   1.40%   \n",
+       "20                                             59.60%   ...     1.20%   0.30%   \n",
+       "21                                             46.80%   ...     2.10%   0.50%   \n",
+       "22                                             59.00%   ...     0.50%   0.10%   \n",
+       "23                                             27.00%   ...     1.70%   0.60%   \n",
+       "24                                              3.60%   ...     2.10%   0.90%   \n",
+       "25                                             16.70%   ...     5.30%   2.40%   \n",
+       "26                                             17.90%   ...     1.70%   0.80%   \n",
+       "27                                             23.20%   ...     2.70%   1.80%   \n",
+       "28                                             22.20%   ...     1.00%   0.30%   \n",
+       "29                                             51.60%   ...     1.00%   0.10%   \n",
+       "..                                                ...   ...       ...     ...   \n",
+       "73                                             28.10%   ...     4.30%   2.50%   \n",
+       "74                                             33.40%   ...     0.60%   0.20%   \n",
+       "75                                             28.50%   ...     1.00%   0.30%   \n",
+       "76                                             42.40%   ...     1.50%   0.30%   \n",
+       "77                                             14.50%   ...     1.50%   0.70%   \n",
+       "78                                             20.00%   ...     3.50%   1.10%   \n",
+       "79                                             13.70%   ...     1.60%   0.80%   \n",
+       "80                                             40.40%   ...     1.20%   0.30%   \n",
+       "81                                             36.90%   ...     3.80%   0.60%   \n",
+       "82                                             15.80%   ...     1.90%   0.60%   \n",
+       "83                                             33.50%   ...     1.20%   1.20%   \n",
+       "84                                             19.60%   ...     1.40%   0.30%   \n",
+       "85                                             29.40%   ...     1.30%   0.30%   \n",
+       "86                                              5.40%   ...     0.80%   0.20%   \n",
+       "87                                             24.20%   ...     3.80%   0.70%   \n",
+       "88                                             15.20%   ...     2.50%   1.70%   \n",
+       "89                                              0.00%   ...     0.00%   0.00%   \n",
+       "90                                             39.10%   ...     2.10%   1.00%   \n",
+       "91                                             23.70%   ...     1.50%   0.40%   \n",
+       "92                                             27.50%   ...     1.90%   0.60%   \n",
+       "93                                             34.00%   ...     2.00%   0.60%   \n",
+       "94                                              1.60%   ...     0.10%   0.10%   \n",
+       "95                                             22.40%   ...     7.50%   5.50%   \n",
+       "96                                             16.90%   ...     7.00%   2.70%   \n",
+       "97                                             50.00%   ...     0.00%   0.00%   \n",
+       "98                                             33.70%   ...     3.90%   2.20%   \n",
+       "99                                             28.70%   ...     2.90%   1.10%   \n",
+       "100                                            35.30%   ...     2.70%   1.40%   \n",
+       "101                                            29.70%   ...     3.40%   1.20%   \n",
+       "102                                            16.10%   ...     1.90%   1.10%   \n",
+       "\n",
+       "    Population Total units Occupied units Vacant units Percent owner occupied  \\\n",
+       "0        6,643       3,612          3,263          349                 64.10%   \n",
+       "1       28,473      11,507         10,904          603                 67.30%   \n",
+       "2       14,785       6,108          5,681          427                 60.50%   \n",
+       "3        5,147       2,195          2,076          119                 63.70%   \n",
+       "4        8,022       4,965          4,614          351                 31.40%   \n",
+       "5          179           2              0            2                    NaN   \n",
+       "6       23,000       7,947          7,362          585                 53.60%   \n",
+       "7        5,510       2,949          2,694          255                 40.40%   \n",
+       "8        7,513       4,401          4,127          274                 40.30%   \n",
+       "9       10,913       4,939          4,770          169                 58.40%   \n",
+       "10       7,655       3,606          3,409          197                 76.20%   \n",
+       "11       4,677       2,102          1,874          228                 37.50%   \n",
+       "12      10,522       4,891          4,490          401                 58.90%   \n",
+       "13      20,143       8,842          8,449          393                 59.00%   \n",
+       "14       1,777         765            678           87                 53.40%   \n",
+       "15      12,802       4,121          4,016          105                 94.80%   \n",
+       "16       3,546       1,390          1,283          107                 30.20%   \n",
+       "17       3,927       2,297          1,945          352                 61.30%   \n",
+       "18       5,161       2,223          1,996          227                 73.70%   \n",
+       "19       2,670       1,420          1,273          147                 37.20%   \n",
+       "20         326         103             94            9                 80.90%   \n",
+       "21       3,520       1,101            996          105                 47.80%   \n",
+       "22       7,526       2,148          2,004          144                 87.80%   \n",
+       "23      15,697       6,644          6,333          311                 57.70%   \n",
+       "24       7,635       5,670          4,379        1,291                 33.30%   \n",
+       "25       3,291       1,482          1,349          133                 41.10%   \n",
+       "26       3,104       1,446          1,374           72                 50.30%   \n",
+       "27      14,508       7,389          6,974          415                 40.80%   \n",
+       "28       6,226       3,339          3,087          252                 16.00%   \n",
+       "29      16,927       4,507          4,313          194                 45.00%   \n",
+       "..         ...         ...            ...          ...                    ...   \n",
+       "73       4,076       1,679          1,486          193                 42.50%   \n",
+       "74       5,139       2,212          2,035          177                 45.50%   \n",
+       "75      10,877       5,058          4,638          420                 43.10%   \n",
+       "76      13,243       4,870          4,707          163                 79.20%   \n",
+       "77       8,152       4,745          4,264          481                 18.70%   \n",
+       "78       6,453       2,971          2,806          165                 56.80%   \n",
+       "79       6,511       3,979          3,559          420                 34.60%   \n",
+       "80       2,290         813            736           77                 76.20%   \n",
+       "81       1,182         449            434           15                 93.30%   \n",
+       "82       5,322       2,214          2,045          169                 11.80%   \n",
+       "83       9,348       3,775          3,339          436                 11.40%   \n",
+       "84       5,746       2,695          2,521          174                 27.50%   \n",
+       "85      15,842       7,202          6,499          703                 45.70%   \n",
+       "86       1,707         926            840           86                  3.70%   \n",
+       "87       4,665       1,950          1,787          163                 57.50%   \n",
+       "88       5,302       2,809          2,584          225                 44.10%   \n",
+       "89       7,246           3              3            0                  0.00%   \n",
+       "90      10,163       4,114          4,035           79                 75.00%   \n",
+       "91       3,012       1,541          1,394          147                 21.40%   \n",
+       "92       2,674       1,201          1,072          129                 39.80%   \n",
+       "93      17,275       7,100          6,778          322                 70.30%   \n",
+       "94      16,408       6,471          6,104          367                  8.10%   \n",
+       "95       3,914       1,790          1,675          115                 38.20%   \n",
+       "96       7,626       4,353          4,012          341                 58.10%   \n",
+       "97           6           2              2            0                100.00%   \n",
+       "98       7,089       2,449          2,275          174                 51.60%   \n",
+       "99      15,086       6,528          5,599          929                 40.10%   \n",
+       "100      2,985       1,342          1,225          117                 77.80%   \n",
+       "101      5,339       2,257          2,027          230                 43.60%   \n",
+       "102      5,779       3,652          3,174          478                 47.60%   \n",
+       "\n",
+       "    Person per acre     Acres Zip Code  \n",
+       "0               5.1  1,303.50    78757  \n",
+       "1               5.0  5,706.40    78750  \n",
+       "2               3.2  4,641.40    78717  \n",
+       "3               2.2  2,318.10    78733  \n",
+       "4               3.9  2,038.10    78704  \n",
+       "5               0.0  4,744.80    78719  \n",
+       "6               2.7  8,431.80    78747  \n",
+       "7               7.1     773.3    78704  \n",
+       "8               7.4  1,013.70    78757  \n",
+       "9               5.7  1,920.30    78748  \n",
+       "10              3.4  2,247.30    78757  \n",
+       "11              7.5     624.8    78702  \n",
+       "12              5.2  2,025.50    78703  \n",
+       "13              7.1  2,854.40    78745  \n",
+       "14              9.8     180.5    78702  \n",
+       "15              4.0  3,232.80    78739  \n",
+       "16             10.0     356.3    78752  \n",
+       "17              6.0     652.8    78757  \n",
+       "18              1.2  4,245.50    78746  \n",
+       "19              8.5     315.2    78704  \n",
+       "20              0.0  6,866.50    78724  \n",
+       "21              1.0  3,568.60    78617  \n",
+       "22              1.7  4,415.70    78617  \n",
+       "23              6.2  2,531.90    78745  \n",
+       "24              6.8  1,117.20    78701  \n",
+       "25              7.6     430.8    78702  \n",
+       "26              4.0     771.9    78704  \n",
+       "27              2.9  5,042.20    78735  \n",
+       "28              1.3  4,980.60    78730  \n",
+       "29             11.8  1,428.50    78744  \n",
+       "..              ...       ...      ...  \n",
+       "73              7.1     572.2    78702  \n",
+       "74              2.4  2,124.40    78754  \n",
+       "75              4.3  2,551.60    78748  \n",
+       "76              4.0  3,278.90    78748  \n",
+       "77             10.5     777.7    78704  \n",
+       "78              7.2     892.3    78745  \n",
+       "79              8.9     733.2    78704  \n",
+       "80              1.3  1,790.10    78617  \n",
+       "81              0.6  2,066.80    78744  \n",
+       "82              7.4     719.6    78704  \n",
+       "83             11.7       798    78752  \n",
+       "84              9.4       611    78745  \n",
+       "85              3.6  4,380.50    78753  \n",
+       "86              5.5     311.3    78751  \n",
+       "87              6.4     726.4    78723  \n",
+       "88              7.4     719.7    78722  \n",
+       "89             16.4       443    78712  \n",
+       "90              5.7  1,780.30    78749  \n",
+       "91              1.6  1,903.90    78753  \n",
+       "92              7.1     377.1    78745  \n",
+       "93              2.0  8,559.20    78753  \n",
+       "94             35.0     468.7    78705  \n",
+       "95              7.2     540.2    78745  \n",
+       "96              6.2  1,230.60    78759  \n",
+       "97              0.0  1,923.20    78653  \n",
+       "98              9.0     790.5    78753  \n",
+       "99              9.8  1,532.30    78723  \n",
+       "100             5.5     545.6    78703  \n",
+       "101             8.6       621    78757  \n",
+       "102             7.7       747    78704  \n",
+       "\n",
+       "[103 rows x 32 columns]"
+      ]
+     },
+     "execution_count": 85,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hmad['Zip Code'] = hmad['Zip Code'].apply(int)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "result = tm.join(hmad, how='outer', on='Zip Code', lsuffix='_caller', rsuffix='_other')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "result = pd.merge(tm, hmad, on='Zip Code', how='left')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Neighborhood Reporting Area</th>\n",
+       "      <th>Total Population</th>\n",
+       "      <th>Total Households</th>\n",
+       "      <th>Population in Households</th>\n",
+       "      <th>Household Size</th>\n",
+       "      <th>Population in Group Quarters</th>\n",
+       "      <th>Family Households</th>\n",
+       "      <th>Non-Family Households</th>\n",
+       "      <th>Families with Children</th>\n",
+       "      <th>Percent of All Households: Families with Children</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Rental units affordable to average teacher</th>\n",
+       "      <th>Owner units affordable to average teacher</th>\n",
+       "      <th>Rental units affordable to average tech worker</th>\n",
+       "      <th>Owner units affordable to average tech worker</th>\n",
+       "      <th>Change in percentage of population below poverty, 2000-2012</th>\n",
+       "      <th>Change in median rent, 2000-2012</th>\n",
+       "      <th>Change in median home value, 2000-2012</th>\n",
+       "      <th>Percentage of homes within 1/4-mi of transit stop</th>\n",
+       "      <th>Average monthly transportation cost</th>\n",
+       "      <th>Percentage of housing and transportation costs that is transportation-related</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>ALLENDALE</td>\n",
+       "      <td>6,643</td>\n",
+       "      <td>3,263</td>\n",
+       "      <td>6,621</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1,650</td>\n",
+       "      <td>1,613</td>\n",
+       "      <td>723</td>\n",
+       "      <td>22.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>36.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>ANDERSON MILL</td>\n",
+       "      <td>28,473</td>\n",
+       "      <td>10,904</td>\n",
+       "      <td>28,368</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>105</td>\n",
+       "      <td>7,812</td>\n",
+       "      <td>3,092</td>\n",
+       "      <td>4,037</td>\n",
+       "      <td>37.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>104.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>747.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>AVERY RANCH--LAKELINE</td>\n",
+       "      <td>14,785</td>\n",
+       "      <td>5,681</td>\n",
+       "      <td>14,785</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3,878</td>\n",
+       "      <td>1,803</td>\n",
+       "      <td>2,472</td>\n",
+       "      <td>43.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>638.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>47.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>BARTON CREEK MALL</td>\n",
+       "      <td>5,147</td>\n",
+       "      <td>2,076</td>\n",
+       "      <td>5,099</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>48</td>\n",
+       "      <td>1,359</td>\n",
+       "      <td>717</td>\n",
+       "      <td>719</td>\n",
+       "      <td>34.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>BARTON HILLS</td>\n",
+       "      <td>8,022</td>\n",
+       "      <td>4,614</td>\n",
+       "      <td>7,890</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>132</td>\n",
+       "      <td>1,445</td>\n",
+       "      <td>3,169</td>\n",
+       "      <td>556</td>\n",
+       "      <td>12.10%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>BERGSTROM</td>\n",
+       "      <td>179</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>179</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>BLUFF SPRINGS</td>\n",
+       "      <td>23,000</td>\n",
+       "      <td>7,362</td>\n",
+       "      <td>23,000</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4,942</td>\n",
+       "      <td>2,420</td>\n",
+       "      <td>2,981</td>\n",
+       "      <td>40.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>BOULDIN</td>\n",
+       "      <td>5,510</td>\n",
+       "      <td>2,694</td>\n",
+       "      <td>5,468</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>42</td>\n",
+       "      <td>1,024</td>\n",
+       "      <td>1,670</td>\n",
+       "      <td>489</td>\n",
+       "      <td>18.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>BRENTWOOD</td>\n",
+       "      <td>7,513</td>\n",
+       "      <td>4,127</td>\n",
+       "      <td>7,469</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>44</td>\n",
+       "      <td>1,467</td>\n",
+       "      <td>2,660</td>\n",
+       "      <td>562</td>\n",
+       "      <td>13.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>36.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>BRODIE LANE</td>\n",
+       "      <td>10,913</td>\n",
+       "      <td>4,770</td>\n",
+       "      <td>10,884</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>29</td>\n",
+       "      <td>2,646</td>\n",
+       "      <td>2,124</td>\n",
+       "      <td>1,239</td>\n",
+       "      <td>26.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>260.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>747.0</td>\n",
+       "      <td>44.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>BULL CREEK</td>\n",
+       "      <td>7,655</td>\n",
+       "      <td>3,409</td>\n",
+       "      <td>7,574</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>81</td>\n",
+       "      <td>2,155</td>\n",
+       "      <td>1,254</td>\n",
+       "      <td>867</td>\n",
+       "      <td>25.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>36.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>CENTRAL EAST AUSTIN</td>\n",
+       "      <td>4,677</td>\n",
+       "      <td>1,874</td>\n",
+       "      <td>4,421</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>256</td>\n",
+       "      <td>819</td>\n",
+       "      <td>1,055</td>\n",
+       "      <td>389</td>\n",
+       "      <td>20.80%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>39.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>CENTRAL WEST AUSTIN</td>\n",
+       "      <td>10,522</td>\n",
+       "      <td>4,490</td>\n",
+       "      <td>10,139</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>383</td>\n",
+       "      <td>2,501</td>\n",
+       "      <td>1,989</td>\n",
+       "      <td>1,300</td>\n",
+       "      <td>29.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>104.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>25.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>CHERRY CREEK</td>\n",
+       "      <td>20,143</td>\n",
+       "      <td>8,449</td>\n",
+       "      <td>20,000</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>143</td>\n",
+       "      <td>4,867</td>\n",
+       "      <td>3,582</td>\n",
+       "      <td>2,147</td>\n",
+       "      <td>25.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>668.0</td>\n",
+       "      <td>35.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>CHESTNUT</td>\n",
+       "      <td>1,777</td>\n",
+       "      <td>678</td>\n",
+       "      <td>1,647</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>130</td>\n",
+       "      <td>310</td>\n",
+       "      <td>368</td>\n",
+       "      <td>115</td>\n",
+       "      <td>17.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>39.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>CIRCLE C SOUTH</td>\n",
+       "      <td>12,802</td>\n",
+       "      <td>4,016</td>\n",
+       "      <td>12,802</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3,575</td>\n",
+       "      <td>441</td>\n",
+       "      <td>2,362</td>\n",
+       "      <td>58.80%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>786.0</td>\n",
+       "      <td>34.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>CORONADO HILLS</td>\n",
+       "      <td>3,546</td>\n",
+       "      <td>1,283</td>\n",
+       "      <td>3,544</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>766</td>\n",
+       "      <td>517</td>\n",
+       "      <td>426</td>\n",
+       "      <td>33.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>37.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>CRESTVIEW</td>\n",
+       "      <td>3,927</td>\n",
+       "      <td>1,945</td>\n",
+       "      <td>3,786</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>141</td>\n",
+       "      <td>883</td>\n",
+       "      <td>1,062</td>\n",
+       "      <td>355</td>\n",
+       "      <td>18.30%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>36.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>DAVENPORT--LAKE AUSTIN</td>\n",
+       "      <td>5,161</td>\n",
+       "      <td>1,996</td>\n",
+       "      <td>5,104</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>57</td>\n",
+       "      <td>1,403</td>\n",
+       "      <td>593</td>\n",
+       "      <td>739</td>\n",
+       "      <td>37.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>94.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>786.0</td>\n",
+       "      <td>29.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>DAWSON</td>\n",
+       "      <td>2,670</td>\n",
+       "      <td>1,273</td>\n",
+       "      <td>2,670</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>491</td>\n",
+       "      <td>782</td>\n",
+       "      <td>184</td>\n",
+       "      <td>14.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>DECKER LAKE</td>\n",
+       "      <td>326</td>\n",
+       "      <td>94</td>\n",
+       "      <td>326</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>83</td>\n",
+       "      <td>11</td>\n",
+       "      <td>56</td>\n",
+       "      <td>59.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>208.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>786.0</td>\n",
+       "      <td>40.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>DEL VALLE</td>\n",
+       "      <td>3,520</td>\n",
+       "      <td>996</td>\n",
+       "      <td>3,520</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>735</td>\n",
+       "      <td>261</td>\n",
+       "      <td>466</td>\n",
+       "      <td>46.80%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>101.0</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>865.0</td>\n",
+       "      <td>42.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>DEL VALLE EAST</td>\n",
+       "      <td>7,526</td>\n",
+       "      <td>2,004</td>\n",
+       "      <td>7,526</td>\n",
+       "      <td>3.8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1,712</td>\n",
+       "      <td>292</td>\n",
+       "      <td>1,183</td>\n",
+       "      <td>59.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>101.0</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>865.0</td>\n",
+       "      <td>42.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>DITTMAR--SLAUGHTER</td>\n",
+       "      <td>15,697</td>\n",
+       "      <td>6,333</td>\n",
+       "      <td>15,606</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>91</td>\n",
+       "      <td>3,666</td>\n",
+       "      <td>2,667</td>\n",
+       "      <td>1,708</td>\n",
+       "      <td>27.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>668.0</td>\n",
+       "      <td>35.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>DOWNTOWN</td>\n",
+       "      <td>7,635</td>\n",
+       "      <td>4,379</td>\n",
+       "      <td>6,357</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>1,278</td>\n",
+       "      <td>908</td>\n",
+       "      <td>3,471</td>\n",
+       "      <td>159</td>\n",
+       "      <td>3.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>115.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>433.0</td>\n",
+       "      <td>23.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>EAST CESAR CHAVEZ</td>\n",
+       "      <td>3,291</td>\n",
+       "      <td>1,349</td>\n",
+       "      <td>3,083</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>208</td>\n",
+       "      <td>595</td>\n",
+       "      <td>754</td>\n",
+       "      <td>225</td>\n",
+       "      <td>16.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>39.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>EAST CONGRESS</td>\n",
+       "      <td>3,104</td>\n",
+       "      <td>1,374</td>\n",
+       "      <td>3,100</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>610</td>\n",
+       "      <td>764</td>\n",
+       "      <td>246</td>\n",
+       "      <td>17.90%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>EAST OAK HILL</td>\n",
+       "      <td>14,508</td>\n",
+       "      <td>6,974</td>\n",
+       "      <td>14,398</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>110</td>\n",
+       "      <td>3,455</td>\n",
+       "      <td>3,519</td>\n",
+       "      <td>1,615</td>\n",
+       "      <td>23.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>747.0</td>\n",
+       "      <td>38.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>FOUR POINTS</td>\n",
+       "      <td>6,226</td>\n",
+       "      <td>3,087</td>\n",
+       "      <td>6,017</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>209</td>\n",
+       "      <td>1,287</td>\n",
+       "      <td>1,800</td>\n",
+       "      <td>686</td>\n",
+       "      <td>22.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>283.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>786.0</td>\n",
+       "      <td>34.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>FRANKLIN PARK</td>\n",
+       "      <td>16,927</td>\n",
+       "      <td>4,313</td>\n",
+       "      <td>16,914</td>\n",
+       "      <td>3.9</td>\n",
+       "      <td>13</td>\n",
+       "      <td>3,507</td>\n",
+       "      <td>806</td>\n",
+       "      <td>2,226</td>\n",
+       "      <td>51.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>81.0</td>\n",
+       "      <td>87.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>40.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>73</th>\n",
+       "      <td>ROSEWOOD</td>\n",
+       "      <td>4,076</td>\n",
+       "      <td>1,486</td>\n",
+       "      <td>3,892</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>184</td>\n",
+       "      <td>799</td>\n",
+       "      <td>687</td>\n",
+       "      <td>418</td>\n",
+       "      <td>28.10%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>39.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74</th>\n",
+       "      <td>SAMSUNG--PIONEER CROSSING</td>\n",
+       "      <td>5,139</td>\n",
+       "      <td>2,035</td>\n",
+       "      <td>5,139</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1,199</td>\n",
+       "      <td>836</td>\n",
+       "      <td>680</td>\n",
+       "      <td>33.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>286.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>41.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75</th>\n",
+       "      <td>SLAUGHTER CREEK</td>\n",
+       "      <td>10,877</td>\n",
+       "      <td>4,638</td>\n",
+       "      <td>10,861</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>16</td>\n",
+       "      <td>2,510</td>\n",
+       "      <td>2,128</td>\n",
+       "      <td>1,323</td>\n",
+       "      <td>28.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>260.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>747.0</td>\n",
+       "      <td>44.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>SOUTH BRODIE</td>\n",
+       "      <td>13,243</td>\n",
+       "      <td>4,707</td>\n",
+       "      <td>13,223</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>20</td>\n",
+       "      <td>3,549</td>\n",
+       "      <td>1,158</td>\n",
+       "      <td>1,995</td>\n",
+       "      <td>42.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>260.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>747.0</td>\n",
+       "      <td>44.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>SOUTH LAMAR</td>\n",
+       "      <td>8,152</td>\n",
+       "      <td>4,264</td>\n",
+       "      <td>8,053</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>99</td>\n",
+       "      <td>1,307</td>\n",
+       "      <td>2,957</td>\n",
+       "      <td>619</td>\n",
+       "      <td>14.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>SOUTH MANCHACA</td>\n",
+       "      <td>6,453</td>\n",
+       "      <td>2,806</td>\n",
+       "      <td>6,443</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1,497</td>\n",
+       "      <td>1,309</td>\n",
+       "      <td>561</td>\n",
+       "      <td>20.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>668.0</td>\n",
+       "      <td>35.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>SOUTH RIVER CITY</td>\n",
+       "      <td>6,511</td>\n",
+       "      <td>3,559</td>\n",
+       "      <td>6,384</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>127</td>\n",
+       "      <td>1,090</td>\n",
+       "      <td>2,469</td>\n",
+       "      <td>488</td>\n",
+       "      <td>13.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80</th>\n",
+       "      <td>SOUTHEAST</td>\n",
+       "      <td>2,290</td>\n",
+       "      <td>736</td>\n",
+       "      <td>2,290</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>487</td>\n",
+       "      <td>249</td>\n",
+       "      <td>297</td>\n",
+       "      <td>40.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>101.0</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>865.0</td>\n",
+       "      <td>42.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>81</th>\n",
+       "      <td>SPICEWOOD</td>\n",
+       "      <td>1,182</td>\n",
+       "      <td>434</td>\n",
+       "      <td>1,182</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>349</td>\n",
+       "      <td>85</td>\n",
+       "      <td>160</td>\n",
+       "      <td>36.90%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>81.0</td>\n",
+       "      <td>87.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>40.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82</th>\n",
+       "      <td>ST. EDWARDS</td>\n",
+       "      <td>5,322</td>\n",
+       "      <td>2,045</td>\n",
+       "      <td>4,181</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1,141</td>\n",
+       "      <td>660</td>\n",
+       "      <td>1,385</td>\n",
+       "      <td>324</td>\n",
+       "      <td>15.80%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>83</th>\n",
+       "      <td>ST. JOHN</td>\n",
+       "      <td>9,348</td>\n",
+       "      <td>3,339</td>\n",
+       "      <td>9,308</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>40</td>\n",
+       "      <td>1,766</td>\n",
+       "      <td>1,573</td>\n",
+       "      <td>1,118</td>\n",
+       "      <td>33.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>37.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>SWEET BRIAR</td>\n",
+       "      <td>5,746</td>\n",
+       "      <td>2,521</td>\n",
+       "      <td>5,740</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1,071</td>\n",
+       "      <td>1,450</td>\n",
+       "      <td>495</td>\n",
+       "      <td>19.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>668.0</td>\n",
+       "      <td>35.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>TECH RIDGE</td>\n",
+       "      <td>15,842</td>\n",
+       "      <td>6,499</td>\n",
+       "      <td>15,832</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>3,613</td>\n",
+       "      <td>2,886</td>\n",
+       "      <td>1,913</td>\n",
+       "      <td>29.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>128.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>44.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>TRIANGLE-STATE</td>\n",
+       "      <td>1,707</td>\n",
+       "      <td>840</td>\n",
+       "      <td>1,460</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>247</td>\n",
+       "      <td>152</td>\n",
+       "      <td>688</td>\n",
+       "      <td>45</td>\n",
+       "      <td>5.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>550.0</td>\n",
+       "      <td>40.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>UNIVERSITY HILLS</td>\n",
+       "      <td>4,665</td>\n",
+       "      <td>1,787</td>\n",
+       "      <td>4,643</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1,084</td>\n",
+       "      <td>703</td>\n",
+       "      <td>433</td>\n",
+       "      <td>24.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>107.0</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>668.0</td>\n",
+       "      <td>43.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88</th>\n",
+       "      <td>UPPER BOGGY CREEK</td>\n",
+       "      <td>5,302</td>\n",
+       "      <td>2,584</td>\n",
+       "      <td>5,299</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>968</td>\n",
+       "      <td>1,616</td>\n",
+       "      <td>394</td>\n",
+       "      <td>15.20%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>127.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>UT</td>\n",
+       "      <td>7,246</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>7,240</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>90</th>\n",
+       "      <td>VILLAGE AT WESTERN OAKS</td>\n",
+       "      <td>10,163</td>\n",
+       "      <td>4,035</td>\n",
+       "      <td>10,163</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2,763</td>\n",
+       "      <td>1,272</td>\n",
+       "      <td>1,579</td>\n",
+       "      <td>39.10%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>171.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>40.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>WALNUT CREEK--PIONEER HILL</td>\n",
+       "      <td>3,012</td>\n",
+       "      <td>1,394</td>\n",
+       "      <td>3,006</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>671</td>\n",
+       "      <td>723</td>\n",
+       "      <td>331</td>\n",
+       "      <td>23.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>128.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>44.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>WEST CONGRESS</td>\n",
+       "      <td>2,674</td>\n",
+       "      <td>1,072</td>\n",
+       "      <td>2,674</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>583</td>\n",
+       "      <td>489</td>\n",
+       "      <td>295</td>\n",
+       "      <td>27.50%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>668.0</td>\n",
+       "      <td>35.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>WEST OAK HILL</td>\n",
+       "      <td>17,275</td>\n",
+       "      <td>6,778</td>\n",
+       "      <td>17,257</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>4,551</td>\n",
+       "      <td>2,227</td>\n",
+       "      <td>2,304</td>\n",
+       "      <td>34.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>128.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>44.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>WEST UNIVERSITY</td>\n",
+       "      <td>16,408</td>\n",
+       "      <td>6,104</td>\n",
+       "      <td>12,492</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3,916</td>\n",
+       "      <td>537</td>\n",
+       "      <td>5,567</td>\n",
+       "      <td>97</td>\n",
+       "      <td>1.60%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>94.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>511.0</td>\n",
+       "      <td>30.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>WESTGATE</td>\n",
+       "      <td>3,914</td>\n",
+       "      <td>1,675</td>\n",
+       "      <td>3,765</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>149</td>\n",
+       "      <td>835</td>\n",
+       "      <td>840</td>\n",
+       "      <td>376</td>\n",
+       "      <td>22.40%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>668.0</td>\n",
+       "      <td>35.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>WESTOVER HILLS</td>\n",
+       "      <td>7,626</td>\n",
+       "      <td>4,012</td>\n",
+       "      <td>7,616</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1,774</td>\n",
+       "      <td>2,238</td>\n",
+       "      <td>678</td>\n",
+       "      <td>16.90%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>40.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>WHISPER VALLEY</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>50.00%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>WINDSOR HILLS</td>\n",
+       "      <td>7,089</td>\n",
+       "      <td>2,275</td>\n",
+       "      <td>6,908</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>181</td>\n",
+       "      <td>1,488</td>\n",
+       "      <td>787</td>\n",
+       "      <td>766</td>\n",
+       "      <td>33.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>128.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>44.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>WINDSOR PARK</td>\n",
+       "      <td>15,086</td>\n",
+       "      <td>5,599</td>\n",
+       "      <td>15,007</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>79</td>\n",
+       "      <td>3,167</td>\n",
+       "      <td>2,432</td>\n",
+       "      <td>1,607</td>\n",
+       "      <td>28.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>107.0</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>668.0</td>\n",
+       "      <td>43.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>100</th>\n",
+       "      <td>WINDSOR ROAD</td>\n",
+       "      <td>2,985</td>\n",
+       "      <td>1,225</td>\n",
+       "      <td>2,968</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>769</td>\n",
+       "      <td>456</td>\n",
+       "      <td>433</td>\n",
+       "      <td>35.30%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>104.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>25.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>101</th>\n",
+       "      <td>WOOTEN</td>\n",
+       "      <td>5,339</td>\n",
+       "      <td>2,027</td>\n",
+       "      <td>5,331</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1,197</td>\n",
+       "      <td>830</td>\n",
+       "      <td>602</td>\n",
+       "      <td>29.70%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>36.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>102</th>\n",
+       "      <td>ZILKER</td>\n",
+       "      <td>5,779</td>\n",
+       "      <td>3,174</td>\n",
+       "      <td>5,728</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>51</td>\n",
+       "      <td>1,155</td>\n",
+       "      <td>2,019</td>\n",
+       "      <td>511</td>\n",
+       "      <td>16.10%</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>103 rows × 61 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Neighborhood Reporting Area Total Population Total Households  \\\n",
+       "0                     ALLENDALE            6,643            3,263   \n",
+       "1                 ANDERSON MILL           28,473           10,904   \n",
+       "2         AVERY RANCH--LAKELINE           14,785            5,681   \n",
+       "3             BARTON CREEK MALL            5,147            2,076   \n",
+       "4                  BARTON HILLS            8,022            4,614   \n",
+       "5                     BERGSTROM              179                0   \n",
+       "6                 BLUFF SPRINGS           23,000            7,362   \n",
+       "7                       BOULDIN            5,510            2,694   \n",
+       "8                     BRENTWOOD            7,513            4,127   \n",
+       "9                   BRODIE LANE           10,913            4,770   \n",
+       "10                   BULL CREEK            7,655            3,409   \n",
+       "11          CENTRAL EAST AUSTIN            4,677            1,874   \n",
+       "12          CENTRAL WEST AUSTIN           10,522            4,490   \n",
+       "13                 CHERRY CREEK           20,143            8,449   \n",
+       "14                     CHESTNUT            1,777              678   \n",
+       "15               CIRCLE C SOUTH           12,802            4,016   \n",
+       "16               CORONADO HILLS            3,546            1,283   \n",
+       "17                    CRESTVIEW            3,927            1,945   \n",
+       "18       DAVENPORT--LAKE AUSTIN            5,161            1,996   \n",
+       "19                       DAWSON            2,670            1,273   \n",
+       "20                  DECKER LAKE              326               94   \n",
+       "21                    DEL VALLE            3,520              996   \n",
+       "22               DEL VALLE EAST            7,526            2,004   \n",
+       "23           DITTMAR--SLAUGHTER           15,697            6,333   \n",
+       "24                     DOWNTOWN            7,635            4,379   \n",
+       "25            EAST CESAR CHAVEZ            3,291            1,349   \n",
+       "26                EAST CONGRESS            3,104            1,374   \n",
+       "27                EAST OAK HILL           14,508            6,974   \n",
+       "28                  FOUR POINTS            6,226            3,087   \n",
+       "29                FRANKLIN PARK           16,927            4,313   \n",
+       "..                          ...              ...              ...   \n",
+       "73                     ROSEWOOD            4,076            1,486   \n",
+       "74    SAMSUNG--PIONEER CROSSING            5,139            2,035   \n",
+       "75              SLAUGHTER CREEK           10,877            4,638   \n",
+       "76                 SOUTH BRODIE           13,243            4,707   \n",
+       "77                  SOUTH LAMAR            8,152            4,264   \n",
+       "78               SOUTH MANCHACA            6,453            2,806   \n",
+       "79             SOUTH RIVER CITY            6,511            3,559   \n",
+       "80                    SOUTHEAST            2,290              736   \n",
+       "81                    SPICEWOOD            1,182              434   \n",
+       "82                  ST. EDWARDS            5,322            2,045   \n",
+       "83                     ST. JOHN            9,348            3,339   \n",
+       "84                  SWEET BRIAR            5,746            2,521   \n",
+       "85                   TECH RIDGE           15,842            6,499   \n",
+       "86               TRIANGLE-STATE            1,707              840   \n",
+       "87             UNIVERSITY HILLS            4,665            1,787   \n",
+       "88            UPPER BOGGY CREEK            5,302            2,584   \n",
+       "89                           UT            7,246                3   \n",
+       "90      VILLAGE AT WESTERN OAKS           10,163            4,035   \n",
+       "91   WALNUT CREEK--PIONEER HILL            3,012            1,394   \n",
+       "92                WEST CONGRESS            2,674            1,072   \n",
+       "93                WEST OAK HILL           17,275            6,778   \n",
+       "94              WEST UNIVERSITY           16,408            6,104   \n",
+       "95                     WESTGATE            3,914            1,675   \n",
+       "96               WESTOVER HILLS            7,626            4,012   \n",
+       "97               WHISPER VALLEY                6                2   \n",
+       "98                WINDSOR HILLS            7,089            2,275   \n",
+       "99                 WINDSOR PARK           15,086            5,599   \n",
+       "100                WINDSOR ROAD            2,985            1,225   \n",
+       "101                      WOOTEN            5,339            2,027   \n",
+       "102                      ZILKER            5,779            3,174   \n",
+       "\n",
+       "    Population in Households  Household Size Population in Group Quarters  \\\n",
+       "0                      6,621             2.0                           22   \n",
+       "1                     28,368             2.6                          105   \n",
+       "2                     14,785             2.6                            0   \n",
+       "3                      5,099             2.5                           48   \n",
+       "4                      7,890             1.7                          132   \n",
+       "5                          0             NaN                          179   \n",
+       "6                     23,000             3.1                            0   \n",
+       "7                      5,468             2.0                           42   \n",
+       "8                      7,469             1.8                           44   \n",
+       "9                     10,884             2.3                           29   \n",
+       "10                     7,574             2.2                           81   \n",
+       "11                     4,421             2.4                          256   \n",
+       "12                    10,139             2.3                          383   \n",
+       "13                    20,000             2.4                          143   \n",
+       "14                     1,647             2.4                          130   \n",
+       "15                    12,802             3.2                            0   \n",
+       "16                     3,544             2.8                            2   \n",
+       "17                     3,786             1.9                          141   \n",
+       "18                     5,104             2.6                           57   \n",
+       "19                     2,670             2.1                            0   \n",
+       "20                       326             3.5                            0   \n",
+       "21                     3,520             3.5                            0   \n",
+       "22                     7,526             3.8                            0   \n",
+       "23                    15,606             2.5                           91   \n",
+       "24                     6,357             1.5                        1,278   \n",
+       "25                     3,083             2.3                          208   \n",
+       "26                     3,100             2.3                            4   \n",
+       "27                    14,398             2.1                          110   \n",
+       "28                     6,017             1.9                          209   \n",
+       "29                    16,914             3.9                           13   \n",
+       "..                       ...             ...                          ...   \n",
+       "73                     3,892             2.6                          184   \n",
+       "74                     5,139             2.5                            0   \n",
+       "75                    10,861             2.3                           16   \n",
+       "76                    13,223             2.8                           20   \n",
+       "77                     8,053             1.9                           99   \n",
+       "78                     6,443             2.3                           10   \n",
+       "79                     6,384             1.8                          127   \n",
+       "80                     2,290             3.1                            0   \n",
+       "81                     1,182             2.7                            0   \n",
+       "82                     4,181             2.0                        1,141   \n",
+       "83                     9,308             2.8                           40   \n",
+       "84                     5,740             2.3                            6   \n",
+       "85                    15,832             2.4                           10   \n",
+       "86                     1,460             1.7                          247   \n",
+       "87                     4,643             2.6                           22   \n",
+       "88                     5,299             2.1                            3   \n",
+       "89                         6             2.0                        7,240   \n",
+       "90                    10,163             2.5                            0   \n",
+       "91                     3,006             2.2                            6   \n",
+       "92                     2,674             2.5                            0   \n",
+       "93                    17,257             2.5                           18   \n",
+       "94                    12,492             2.0                        3,916   \n",
+       "95                     3,765             2.2                          149   \n",
+       "96                     7,616             1.9                           10   \n",
+       "97                         6             3.0                            0   \n",
+       "98                     6,908             3.0                          181   \n",
+       "99                    15,007             2.7                           79   \n",
+       "100                    2,968             2.4                           17   \n",
+       "101                    5,331             2.6                            8   \n",
+       "102                    5,728             1.8                           51   \n",
+       "\n",
+       "    Family Households Non-Family Households Families with Children  \\\n",
+       "0               1,650                 1,613                    723   \n",
+       "1               7,812                 3,092                  4,037   \n",
+       "2               3,878                 1,803                  2,472   \n",
+       "3               1,359                   717                    719   \n",
+       "4               1,445                 3,169                    556   \n",
+       "5                   0                     0                      0   \n",
+       "6               4,942                 2,420                  2,981   \n",
+       "7               1,024                 1,670                    489   \n",
+       "8               1,467                 2,660                    562   \n",
+       "9               2,646                 2,124                  1,239   \n",
+       "10              2,155                 1,254                    867   \n",
+       "11                819                 1,055                    389   \n",
+       "12              2,501                 1,989                  1,300   \n",
+       "13              4,867                 3,582                  2,147   \n",
+       "14                310                   368                    115   \n",
+       "15              3,575                   441                  2,362   \n",
+       "16                766                   517                    426   \n",
+       "17                883                 1,062                    355   \n",
+       "18              1,403                   593                    739   \n",
+       "19                491                   782                    184   \n",
+       "20                 83                    11                     56   \n",
+       "21                735                   261                    466   \n",
+       "22              1,712                   292                  1,183   \n",
+       "23              3,666                 2,667                  1,708   \n",
+       "24                908                 3,471                    159   \n",
+       "25                595                   754                    225   \n",
+       "26                610                   764                    246   \n",
+       "27              3,455                 3,519                  1,615   \n",
+       "28              1,287                 1,800                    686   \n",
+       "29              3,507                   806                  2,226   \n",
+       "..                ...                   ...                    ...   \n",
+       "73                799                   687                    418   \n",
+       "74              1,199                   836                    680   \n",
+       "75              2,510                 2,128                  1,323   \n",
+       "76              3,549                 1,158                  1,995   \n",
+       "77              1,307                 2,957                    619   \n",
+       "78              1,497                 1,309                    561   \n",
+       "79              1,090                 2,469                    488   \n",
+       "80                487                   249                    297   \n",
+       "81                349                    85                    160   \n",
+       "82                660                 1,385                    324   \n",
+       "83              1,766                 1,573                  1,118   \n",
+       "84              1,071                 1,450                    495   \n",
+       "85              3,613                 2,886                  1,913   \n",
+       "86                152                   688                     45   \n",
+       "87              1,084                   703                    433   \n",
+       "88                968                 1,616                    394   \n",
+       "89                  0                     3                      0   \n",
+       "90              2,763                 1,272                  1,579   \n",
+       "91                671                   723                    331   \n",
+       "92                583                   489                    295   \n",
+       "93              4,551                 2,227                  2,304   \n",
+       "94                537                 5,567                     97   \n",
+       "95                835                   840                    376   \n",
+       "96              1,774                 2,238                    678   \n",
+       "97                  2                     0                      1   \n",
+       "98              1,488                   787                    766   \n",
+       "99              3,167                 2,432                  1,607   \n",
+       "100               769                   456                    433   \n",
+       "101             1,197                   830                    602   \n",
+       "102             1,155                 2,019                    511   \n",
+       "\n",
+       "    Percent of All Households: Families with Children  \\\n",
+       "0                                              22.20%   \n",
+       "1                                              37.00%   \n",
+       "2                                              43.50%   \n",
+       "3                                              34.60%   \n",
+       "4                                              12.10%   \n",
+       "5                                                 NaN   \n",
+       "6                                              40.50%   \n",
+       "7                                              18.20%   \n",
+       "8                                              13.60%   \n",
+       "9                                              26.00%   \n",
+       "10                                             25.40%   \n",
+       "11                                             20.80%   \n",
+       "12                                             29.00%   \n",
+       "13                                             25.40%   \n",
+       "14                                             17.00%   \n",
+       "15                                             58.80%   \n",
+       "16                                             33.20%   \n",
+       "17                                             18.30%   \n",
+       "18                                             37.00%   \n",
+       "19                                             14.50%   \n",
+       "20                                             59.60%   \n",
+       "21                                             46.80%   \n",
+       "22                                             59.00%   \n",
+       "23                                             27.00%   \n",
+       "24                                              3.60%   \n",
+       "25                                             16.70%   \n",
+       "26                                             17.90%   \n",
+       "27                                             23.20%   \n",
+       "28                                             22.20%   \n",
+       "29                                             51.60%   \n",
+       "..                                                ...   \n",
+       "73                                             28.10%   \n",
+       "74                                             33.40%   \n",
+       "75                                             28.50%   \n",
+       "76                                             42.40%   \n",
+       "77                                             14.50%   \n",
+       "78                                             20.00%   \n",
+       "79                                             13.70%   \n",
+       "80                                             40.40%   \n",
+       "81                                             36.90%   \n",
+       "82                                             15.80%   \n",
+       "83                                             33.50%   \n",
+       "84                                             19.60%   \n",
+       "85                                             29.40%   \n",
+       "86                                              5.40%   \n",
+       "87                                             24.20%   \n",
+       "88                                             15.20%   \n",
+       "89                                              0.00%   \n",
+       "90                                             39.10%   \n",
+       "91                                             23.70%   \n",
+       "92                                             27.50%   \n",
+       "93                                             34.00%   \n",
+       "94                                              1.60%   \n",
+       "95                                             22.40%   \n",
+       "96                                             16.90%   \n",
+       "97                                             50.00%   \n",
+       "98                                             33.70%   \n",
+       "99                                             28.70%   \n",
+       "100                                            35.30%   \n",
+       "101                                            29.70%   \n",
+       "102                                            16.10%   \n",
+       "\n",
+       "                                         ...                                       \\\n",
+       "0                                        ...                                        \n",
+       "1                                        ...                                        \n",
+       "2                                        ...                                        \n",
+       "3                                        ...                                        \n",
+       "4                                        ...                                        \n",
+       "5                                        ...                                        \n",
+       "6                                        ...                                        \n",
+       "7                                        ...                                        \n",
+       "8                                        ...                                        \n",
+       "9                                        ...                                        \n",
+       "10                                       ...                                        \n",
+       "11                                       ...                                        \n",
+       "12                                       ...                                        \n",
+       "13                                       ...                                        \n",
+       "14                                       ...                                        \n",
+       "15                                       ...                                        \n",
+       "16                                       ...                                        \n",
+       "17                                       ...                                        \n",
+       "18                                       ...                                        \n",
+       "19                                       ...                                        \n",
+       "20                                       ...                                        \n",
+       "21                                       ...                                        \n",
+       "22                                       ...                                        \n",
+       "23                                       ...                                        \n",
+       "24                                       ...                                        \n",
+       "25                                       ...                                        \n",
+       "26                                       ...                                        \n",
+       "27                                       ...                                        \n",
+       "28                                       ...                                        \n",
+       "29                                       ...                                        \n",
+       "..                                       ...                                        \n",
+       "73                                       ...                                        \n",
+       "74                                       ...                                        \n",
+       "75                                       ...                                        \n",
+       "76                                       ...                                        \n",
+       "77                                       ...                                        \n",
+       "78                                       ...                                        \n",
+       "79                                       ...                                        \n",
+       "80                                       ...                                        \n",
+       "81                                       ...                                        \n",
+       "82                                       ...                                        \n",
+       "83                                       ...                                        \n",
+       "84                                       ...                                        \n",
+       "85                                       ...                                        \n",
+       "86                                       ...                                        \n",
+       "87                                       ...                                        \n",
+       "88                                       ...                                        \n",
+       "89                                       ...                                        \n",
+       "90                                       ...                                        \n",
+       "91                                       ...                                        \n",
+       "92                                       ...                                        \n",
+       "93                                       ...                                        \n",
+       "94                                       ...                                        \n",
+       "95                                       ...                                        \n",
+       "96                                       ...                                        \n",
+       "97                                       ...                                        \n",
+       "98                                       ...                                        \n",
+       "99                                       ...                                        \n",
+       "100                                      ...                                        \n",
+       "101                                      ...                                        \n",
+       "102                                      ...                                        \n",
+       "\n",
+       "    Rental units affordable to average teacher  \\\n",
+       "0                                         75.0   \n",
+       "1                                         70.0   \n",
+       "2                                         70.0   \n",
+       "3                                          NaN   \n",
+       "4                                         76.0   \n",
+       "5                                          NaN   \n",
+       "6                                          NaN   \n",
+       "7                                         76.0   \n",
+       "8                                         75.0   \n",
+       "9                                         63.0   \n",
+       "10                                        75.0   \n",
+       "11                                        80.0   \n",
+       "12                                        51.0   \n",
+       "13                                        72.0   \n",
+       "14                                        80.0   \n",
+       "15                                         8.0   \n",
+       "16                                        92.0   \n",
+       "17                                        75.0   \n",
+       "18                                        48.0   \n",
+       "19                                        76.0   \n",
+       "20                                        78.0   \n",
+       "21                                        63.0   \n",
+       "22                                        63.0   \n",
+       "23                                        72.0   \n",
+       "24                                        29.0   \n",
+       "25                                        80.0   \n",
+       "26                                        76.0   \n",
+       "27                                        62.0   \n",
+       "28                                        64.0   \n",
+       "29                                        81.0   \n",
+       "..                                         ...   \n",
+       "73                                        80.0   \n",
+       "74                                        74.0   \n",
+       "75                                        63.0   \n",
+       "76                                        63.0   \n",
+       "77                                        76.0   \n",
+       "78                                        72.0   \n",
+       "79                                        76.0   \n",
+       "80                                        63.0   \n",
+       "81                                        81.0   \n",
+       "82                                        76.0   \n",
+       "83                                        92.0   \n",
+       "84                                        72.0   \n",
+       "85                                        89.0   \n",
+       "86                                        68.0   \n",
+       "87                                        82.0   \n",
+       "88                                        65.0   \n",
+       "89                                         NaN   \n",
+       "90                                        57.0   \n",
+       "91                                        89.0   \n",
+       "92                                        72.0   \n",
+       "93                                        89.0   \n",
+       "94                                        57.0   \n",
+       "95                                        72.0   \n",
+       "96                                        75.0   \n",
+       "97                                         NaN   \n",
+       "98                                        89.0   \n",
+       "99                                        82.0   \n",
+       "100                                       51.0   \n",
+       "101                                       75.0   \n",
+       "102                                       76.0   \n",
+       "\n",
+       "    Owner units affordable to average teacher  \\\n",
+       "0                                        21.0   \n",
+       "1                                        15.0   \n",
+       "2                                         6.0   \n",
+       "3                                         NaN   \n",
+       "4                                        13.0   \n",
+       "5                                         NaN   \n",
+       "6                                         NaN   \n",
+       "7                                        13.0   \n",
+       "8                                        21.0   \n",
+       "9                                        22.0   \n",
+       "10                                       21.0   \n",
+       "11                                       15.0   \n",
+       "12                                        2.0   \n",
+       "13                                       29.0   \n",
+       "14                                       15.0   \n",
+       "15                                        0.0   \n",
+       "16                                       39.0   \n",
+       "17                                       21.0   \n",
+       "18                                        1.0   \n",
+       "19                                       13.0   \n",
+       "20                                       84.0   \n",
+       "21                                        NaN   \n",
+       "22                                        NaN   \n",
+       "23                                       29.0   \n",
+       "24                                        7.0   \n",
+       "25                                       15.0   \n",
+       "26                                       13.0   \n",
+       "27                                        5.0   \n",
+       "28                                       17.0   \n",
+       "29                                       87.0   \n",
+       "..                                        ...   \n",
+       "73                                       15.0   \n",
+       "74                                       59.0   \n",
+       "75                                       22.0   \n",
+       "76                                       22.0   \n",
+       "77                                       13.0   \n",
+       "78                                       29.0   \n",
+       "79                                       13.0   \n",
+       "80                                        NaN   \n",
+       "81                                       87.0   \n",
+       "82                                       13.0   \n",
+       "83                                       39.0   \n",
+       "84                                       29.0   \n",
+       "85                                       75.0   \n",
+       "86                                       10.0   \n",
+       "87                                       28.0   \n",
+       "88                                        6.0   \n",
+       "89                                        NaN   \n",
+       "90                                        3.0   \n",
+       "91                                       75.0   \n",
+       "92                                       29.0   \n",
+       "93                                       75.0   \n",
+       "94                                       38.0   \n",
+       "95                                       29.0   \n",
+       "96                                       13.0   \n",
+       "97                                        NaN   \n",
+       "98                                       75.0   \n",
+       "99                                       28.0   \n",
+       "100                                       2.0   \n",
+       "101                                      21.0   \n",
+       "102                                      13.0   \n",
+       "\n",
+       "    Rental units affordable to average tech worker  \\\n",
+       "0                                            100.0   \n",
+       "1                                             99.0   \n",
+       "2                                             98.0   \n",
+       "3                                              NaN   \n",
+       "4                                             99.0   \n",
+       "5                                              NaN   \n",
+       "6                                              NaN   \n",
+       "7                                             99.0   \n",
+       "8                                            100.0   \n",
+       "9                                            100.0   \n",
+       "10                                           100.0   \n",
+       "11                                            99.0   \n",
+       "12                                            92.0   \n",
+       "13                                            99.0   \n",
+       "14                                            99.0   \n",
+       "15                                            71.0   \n",
+       "16                                           100.0   \n",
+       "17                                           100.0   \n",
+       "18                                            94.0   \n",
+       "19                                            99.0   \n",
+       "20                                           100.0   \n",
+       "21                                            99.0   \n",
+       "22                                            99.0   \n",
+       "23                                            99.0   \n",
+       "24                                            90.0   \n",
+       "25                                            99.0   \n",
+       "26                                            99.0   \n",
+       "27                                            97.0   \n",
+       "28                                            99.0   \n",
+       "29                                           100.0   \n",
+       "..                                             ...   \n",
+       "73                                            99.0   \n",
+       "74                                           100.0   \n",
+       "75                                           100.0   \n",
+       "76                                           100.0   \n",
+       "77                                            99.0   \n",
+       "78                                            99.0   \n",
+       "79                                            99.0   \n",
+       "80                                            99.0   \n",
+       "81                                           100.0   \n",
+       "82                                            99.0   \n",
+       "83                                           100.0   \n",
+       "84                                            99.0   \n",
+       "85                                           100.0   \n",
+       "86                                            97.0   \n",
+       "87                                            99.0   \n",
+       "88                                            97.0   \n",
+       "89                                             NaN   \n",
+       "90                                            97.0   \n",
+       "91                                           100.0   \n",
+       "92                                            99.0   \n",
+       "93                                           100.0   \n",
+       "94                                            94.0   \n",
+       "95                                            99.0   \n",
+       "96                                            99.0   \n",
+       "97                                             NaN   \n",
+       "98                                           100.0   \n",
+       "99                                            99.0   \n",
+       "100                                           92.0   \n",
+       "101                                          100.0   \n",
+       "102                                           99.0   \n",
+       "\n",
+       "    Owner units affordable to average tech worker  \\\n",
+       "0                                            56.0   \n",
+       "1                                            51.0   \n",
+       "2                                            67.0   \n",
+       "3                                             NaN   \n",
+       "4                                            33.0   \n",
+       "5                                             NaN   \n",
+       "6                                             NaN   \n",
+       "7                                            33.0   \n",
+       "8                                            56.0   \n",
+       "9                                            92.0   \n",
+       "10                                           56.0   \n",
+       "11                                           67.0   \n",
+       "12                                           13.0   \n",
+       "13                                           96.0   \n",
+       "14                                           67.0   \n",
+       "15                                           11.0   \n",
+       "16                                           86.0   \n",
+       "17                                           56.0   \n",
+       "18                                            6.0   \n",
+       "19                                           33.0   \n",
+       "20                                           96.0   \n",
+       "21                                            NaN   \n",
+       "22                                            NaN   \n",
+       "23                                           96.0   \n",
+       "24                                           30.0   \n",
+       "25                                           67.0   \n",
+       "26                                           33.0   \n",
+       "27                                           23.0   \n",
+       "28                                           25.0   \n",
+       "29                                          100.0   \n",
+       "..                                            ...   \n",
+       "73                                           67.0   \n",
+       "74                                          100.0   \n",
+       "75                                           92.0   \n",
+       "76                                           92.0   \n",
+       "77                                           33.0   \n",
+       "78                                           96.0   \n",
+       "79                                           33.0   \n",
+       "80                                            NaN   \n",
+       "81                                          100.0   \n",
+       "82                                           33.0   \n",
+       "83                                           86.0   \n",
+       "84                                           96.0   \n",
+       "85                                           98.0   \n",
+       "86                                           42.0   \n",
+       "87                                           83.0   \n",
+       "88                                           37.0   \n",
+       "89                                            NaN   \n",
+       "90                                           70.0   \n",
+       "91                                           98.0   \n",
+       "92                                           96.0   \n",
+       "93                                           98.0   \n",
+       "94                                           79.0   \n",
+       "95                                           96.0   \n",
+       "96                                           45.0   \n",
+       "97                                            NaN   \n",
+       "98                                           98.0   \n",
+       "99                                           83.0   \n",
+       "100                                          13.0   \n",
+       "101                                          56.0   \n",
+       "102                                          33.0   \n",
+       "\n",
+       "    Change in percentage of population below poverty, 2000-2012  \\\n",
+       "0                                                103.0            \n",
+       "1                                                104.0            \n",
+       "2                                                638.0            \n",
+       "3                                                  NaN            \n",
+       "4                                                 33.0            \n",
+       "5                                                  NaN            \n",
+       "6                                                  NaN            \n",
+       "7                                                 33.0            \n",
+       "8                                                103.0            \n",
+       "9                                                260.0            \n",
+       "10                                               103.0            \n",
+       "11                                                 3.0            \n",
+       "12                                                 7.0            \n",
+       "13                                                73.0            \n",
+       "14                                                 3.0            \n",
+       "15                                                46.0            \n",
+       "16                                                 8.0            \n",
+       "17                                               103.0            \n",
+       "18                                                32.0            \n",
+       "19                                                33.0            \n",
+       "20                                               208.0            \n",
+       "21                                               101.0            \n",
+       "22                                               101.0            \n",
+       "23                                                73.0            \n",
+       "24                                                12.0            \n",
+       "25                                                 3.0            \n",
+       "26                                                33.0            \n",
+       "27                                                96.0            \n",
+       "28                                               283.0            \n",
+       "29                                                89.0            \n",
+       "..                                                 ...            \n",
+       "73                                                 3.0            \n",
+       "74                                               286.0            \n",
+       "75                                               260.0            \n",
+       "76                                               260.0            \n",
+       "77                                                33.0            \n",
+       "78                                                73.0            \n",
+       "79                                                33.0            \n",
+       "80                                               101.0            \n",
+       "81                                                89.0            \n",
+       "82                                                33.0            \n",
+       "83                                                 8.0            \n",
+       "84                                                73.0            \n",
+       "85                                               128.0            \n",
+       "86                                                23.0            \n",
+       "87                                                49.0            \n",
+       "88                                                 8.0            \n",
+       "89                                                 NaN            \n",
+       "90                                               171.0            \n",
+       "91                                               128.0            \n",
+       "92                                                73.0            \n",
+       "93                                               128.0            \n",
+       "94                                                49.0            \n",
+       "95                                                73.0            \n",
+       "96                                                60.0            \n",
+       "97                                                 NaN            \n",
+       "98                                               128.0            \n",
+       "99                                                49.0            \n",
+       "100                                                7.0            \n",
+       "101                                              103.0            \n",
+       "102                                               33.0            \n",
+       "\n",
+       "    Change in median rent, 2000-2012 Change in median home value, 2000-2012  \\\n",
+       "0                               24.0                                   93.0   \n",
+       "1                               20.0                                   64.0   \n",
+       "2                                2.0                                   33.0   \n",
+       "3                                NaN                                    NaN   \n",
+       "4                               40.0                                  126.0   \n",
+       "5                                NaN                                    NaN   \n",
+       "6                                NaN                                    NaN   \n",
+       "7                               40.0                                  126.0   \n",
+       "8                               24.0                                   93.0   \n",
+       "9                               29.0                                   58.0   \n",
+       "10                              24.0                                   93.0   \n",
+       "11                              73.0                                  207.0   \n",
+       "12                              65.0                                  104.0   \n",
+       "13                              30.0                                   83.0   \n",
+       "14                              73.0                                  207.0   \n",
+       "15                               0.0                                   72.0   \n",
+       "16                              17.0                                   71.0   \n",
+       "17                              24.0                                   93.0   \n",
+       "18                              32.0                                   80.0   \n",
+       "19                              40.0                                  126.0   \n",
+       "20                              37.0                                   46.0   \n",
+       "21                              74.0                                   21.0   \n",
+       "22                              74.0                                   21.0   \n",
+       "23                              30.0                                   83.0   \n",
+       "24                             115.0                                   59.0   \n",
+       "25                              73.0                                  207.0   \n",
+       "26                              40.0                                  126.0   \n",
+       "27                               4.0                                   85.0   \n",
+       "28                              22.0                                   44.0   \n",
+       "29                              26.0                                   44.0   \n",
+       "..                               ...                                    ...   \n",
+       "73                              73.0                                  207.0   \n",
+       "74                              33.0                                   33.0   \n",
+       "75                              29.0                                   58.0   \n",
+       "76                              29.0                                   58.0   \n",
+       "77                              40.0                                  126.0   \n",
+       "78                              30.0                                   83.0   \n",
+       "79                              40.0                                  126.0   \n",
+       "80                              74.0                                   21.0   \n",
+       "81                              26.0                                   44.0   \n",
+       "82                              40.0                                  126.0   \n",
+       "83                              17.0                                   71.0   \n",
+       "84                              30.0                                   83.0   \n",
+       "85                              26.0                                   40.0   \n",
+       "86                              38.0                                   97.0   \n",
+       "87                              28.0                                  107.0   \n",
+       "88                              40.0                                  127.0   \n",
+       "89                               NaN                                    NaN   \n",
+       "90                              25.0                                   61.0   \n",
+       "91                              26.0                                   40.0   \n",
+       "92                              30.0                                   83.0   \n",
+       "93                              26.0                                   40.0   \n",
+       "94                              70.0                                   40.0   \n",
+       "95                              30.0                                   83.0   \n",
+       "96                               7.0                                   60.0   \n",
+       "97                               NaN                                    NaN   \n",
+       "98                              26.0                                   40.0   \n",
+       "99                              28.0                                  107.0   \n",
+       "100                             65.0                                  104.0   \n",
+       "101                             24.0                                   93.0   \n",
+       "102                             40.0                                  126.0   \n",
+       "\n",
+       "    Percentage of homes within 1/4-mi of transit stop  \\\n",
+       "0                                                79.0   \n",
+       "1                                                21.0   \n",
+       "2                                                 3.0   \n",
+       "3                                                 NaN   \n",
+       "4                                                76.0   \n",
+       "5                                                 NaN   \n",
+       "6                                                 NaN   \n",
+       "7                                                76.0   \n",
+       "8                                                79.0   \n",
+       "9                                                40.0   \n",
+       "10                                               79.0   \n",
+       "11                                               96.0   \n",
+       "12                                               67.0   \n",
+       "13                                               76.0   \n",
+       "14                                               96.0   \n",
+       "15                                                8.0   \n",
+       "16                                               80.0   \n",
+       "17                                               79.0   \n",
+       "18                                               14.0   \n",
+       "19                                               76.0   \n",
+       "20                                               21.0   \n",
+       "21                                               16.0   \n",
+       "22                                               16.0   \n",
+       "23                                               76.0   \n",
+       "24                                               97.0   \n",
+       "25                                               96.0   \n",
+       "26                                               76.0   \n",
+       "27                                                9.0   \n",
+       "28                                                2.0   \n",
+       "29                                               63.0   \n",
+       "..                                                ...   \n",
+       "73                                               96.0   \n",
+       "74                                               19.0   \n",
+       "75                                               40.0   \n",
+       "76                                               40.0   \n",
+       "77                                               76.0   \n",
+       "78                                               76.0   \n",
+       "79                                               76.0   \n",
+       "80                                               16.0   \n",
+       "81                                               63.0   \n",
+       "82                                               76.0   \n",
+       "83                                               80.0   \n",
+       "84                                               76.0   \n",
+       "85                                               59.0   \n",
+       "86                                               98.0   \n",
+       "87                                               84.0   \n",
+       "88                                               98.0   \n",
+       "89                                                NaN   \n",
+       "90                                               37.0   \n",
+       "91                                               59.0   \n",
+       "92                                               76.0   \n",
+       "93                                               59.0   \n",
+       "94                                              100.0   \n",
+       "95                                               76.0   \n",
+       "96                                               28.0   \n",
+       "97                                                NaN   \n",
+       "98                                               59.0   \n",
+       "99                                               84.0   \n",
+       "100                                              67.0   \n",
+       "101                                              79.0   \n",
+       "102                                              76.0   \n",
+       "\n",
+       "    Average monthly transportation cost  \\\n",
+       "0                                 590.0   \n",
+       "1                                 747.0   \n",
+       "2                                 708.0   \n",
+       "3                                   NaN   \n",
+       "4                                 629.0   \n",
+       "5                                   NaN   \n",
+       "6                                   NaN   \n",
+       "7                                 629.0   \n",
+       "8                                 590.0   \n",
+       "9                                 747.0   \n",
+       "10                                590.0   \n",
+       "11                                590.0   \n",
+       "12                                629.0   \n",
+       "13                                668.0   \n",
+       "14                                590.0   \n",
+       "15                                786.0   \n",
+       "16                                629.0   \n",
+       "17                                590.0   \n",
+       "18                                786.0   \n",
+       "19                                629.0   \n",
+       "20                                786.0   \n",
+       "21                                865.0   \n",
+       "22                                865.0   \n",
+       "23                                668.0   \n",
+       "24                                433.0   \n",
+       "25                                590.0   \n",
+       "26                                629.0   \n",
+       "27                                747.0   \n",
+       "28                                786.0   \n",
+       "29                                708.0   \n",
+       "..                                  ...   \n",
+       "73                                590.0   \n",
+       "74                                708.0   \n",
+       "75                                747.0   \n",
+       "76                                747.0   \n",
+       "77                                629.0   \n",
+       "78                                668.0   \n",
+       "79                                629.0   \n",
+       "80                                865.0   \n",
+       "81                                708.0   \n",
+       "82                                629.0   \n",
+       "83                                629.0   \n",
+       "84                                668.0   \n",
+       "85                                708.0   \n",
+       "86                                550.0   \n",
+       "87                                668.0   \n",
+       "88                                590.0   \n",
+       "89                                  NaN   \n",
+       "90                                708.0   \n",
+       "91                                708.0   \n",
+       "92                                668.0   \n",
+       "93                                708.0   \n",
+       "94                                511.0   \n",
+       "95                                668.0   \n",
+       "96                                629.0   \n",
+       "97                                  NaN   \n",
+       "98                                708.0   \n",
+       "99                                668.0   \n",
+       "100                               629.0   \n",
+       "101                               590.0   \n",
+       "102                               629.0   \n",
+       "\n",
+       "    Percentage of housing and transportation costs that is transportation-related  \n",
+       "0                                                 36.0                             \n",
+       "1                                                 33.0                             \n",
+       "2                                                 47.0                             \n",
+       "3                                                  NaN                             \n",
+       "4                                                 33.0                             \n",
+       "5                                                  NaN                             \n",
+       "6                                                  NaN                             \n",
+       "7                                                 33.0                             \n",
+       "8                                                 36.0                             \n",
+       "9                                                 44.0                             \n",
+       "10                                                36.0                             \n",
+       "11                                                39.0                             \n",
+       "12                                                25.0                             \n",
+       "13                                                35.0                             \n",
+       "14                                                39.0                             \n",
+       "15                                                34.0                             \n",
+       "16                                                37.0                             \n",
+       "17                                                36.0                             \n",
+       "18                                                29.0                             \n",
+       "19                                                33.0                             \n",
+       "20                                                40.0                             \n",
+       "21                                                42.0                             \n",
+       "22                                                42.0                             \n",
+       "23                                                35.0                             \n",
+       "24                                                23.0                             \n",
+       "25                                                39.0                             \n",
+       "26                                                33.0                             \n",
+       "27                                                38.0                             \n",
+       "28                                                34.0                             \n",
+       "29                                                40.0                             \n",
+       "..                                                 ...                             \n",
+       "73                                                39.0                             \n",
+       "74                                                41.0                             \n",
+       "75                                                44.0                             \n",
+       "76                                                44.0                             \n",
+       "77                                                33.0                             \n",
+       "78                                                35.0                             \n",
+       "79                                                33.0                             \n",
+       "80                                                42.0                             \n",
+       "81                                                40.0                             \n",
+       "82                                                33.0                             \n",
+       "83                                                37.0                             \n",
+       "84                                                35.0                             \n",
+       "85                                                44.0                             \n",
+       "86                                                40.0                             \n",
+       "87                                                43.0                             \n",
+       "88                                                33.0                             \n",
+       "89                                                 NaN                             \n",
+       "90                                                40.0                             \n",
+       "91                                                44.0                             \n",
+       "92                                                35.0                             \n",
+       "93                                                44.0                             \n",
+       "94                                                30.0                             \n",
+       "95                                                35.0                             \n",
+       "96                                                40.0                             \n",
+       "97                                                 NaN                             \n",
+       "98                                                44.0                             \n",
+       "99                                                43.0                             \n",
+       "100                                               25.0                             \n",
+       "101                                               36.0                             \n",
+       "102                                               33.0                             \n",
+       "\n",
+       "[103 rows x 61 columns]"
+      ]
+     },
+     "execution_count": 89,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "result = result.dropna()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Neighborhood Reporting Area                                                       object\n",
+       "Total Population                                                                   int64\n",
+       "Total Households                                                                   int64\n",
+       "Population in Households                                                           int64\n",
+       "Household Size                                                                   float64\n",
+       "Population in Group Quarters                                                      object\n",
+       "Family Households                                                                 object\n",
+       "Non-Family Households                                                             object\n",
+       "Families with Children                                                            object\n",
+       "Percent of All Households: Families with Children                                 object\n",
+       "0--4                                                                              object\n",
+       "5--9                                                                              object\n",
+       "10--14                                                                            object\n",
+       "15--17                                                                            object\n",
+       "18--19                                                                            object\n",
+       "20--24                                                                            object\n",
+       "25--34                                                                            object\n",
+       "35--44                                                                            object\n",
+       "45--54                                                                            object\n",
+       "55--59                                                                            object\n",
+       "60--64                                                                            object\n",
+       "65--74                                                                            object\n",
+       "75--84                                                                            object\n",
+       "85 Plus                                                                           object\n",
+       "Population                                                                        object\n",
+       "Total units                                                                       object\n",
+       "Occupied units                                                                    object\n",
+       "Vacant units                                                                      object\n",
+       "Percent owner occupied                                                            object\n",
+       "Person per acre                                                                  float64\n",
+       "                                                                                  ...   \n",
+       "Zip Code                                                                           int64\n",
+       "Population below poverty level                                                   float64\n",
+       "Median household income                                                          float64\n",
+       "Non-White, Non-Hispanic or Latino                                                float64\n",
+       "Hispanic or Latino, of any race                                                  float64\n",
+       "Population with disability                                                       float64\n",
+       "Unemployment                                                                     float64\n",
+       "Large households (5+ members)                                                    float64\n",
+       "Homes affordable to people earning less than $50,000                             float64\n",
+       "Rentals affordable to people earning less than $25,000                           float64\n",
+       "Rent-restricted units                                                            float64\n",
+       "Housing Choice Voucher holders                                                   float64\n",
+       "Median rent                                                                      float64\n",
+       "Median home value                                                                float64\n",
+       "Percentage of rental units in poor condition                                     float64\n",
+       "Percent change in number of housing units, 2000-2012                             float64\n",
+       "Owner units affordable to average retail/service worker                          float64\n",
+       "Rental units affordable to average retail/service worker                         float64\n",
+       "Rental units affordable to average artist                                        float64\n",
+       "Owner units affordable to average artist                                         float64\n",
+       "Rental units affordable to average teacher                                       float64\n",
+       "Owner units affordable to average teacher                                        float64\n",
+       "Rental units affordable to average tech worker                                   float64\n",
+       "Owner units affordable to average tech worker                                    float64\n",
+       "Change in percentage of population below poverty, 2000-2012                      float64\n",
+       "Change in median rent, 2000-2012                                                 float64\n",
+       "Change in median home value, 2000-2012                                           float64\n",
+       "Percentage of homes within 1/4-mi of transit stop                                float64\n",
+       "Average monthly transportation cost                                              float64\n",
+       "Percentage of housing and transportation costs that is transportation-related    float64\n",
+       "Length: 61, dtype: object"
+      ]
+     },
+     "execution_count": 113,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "result.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 154,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Acres\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Zilli\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  after removing the cwd from sys.path.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Neighborhood Reporting Area                                                       object\n",
+       "Total Population                                                                   int64\n",
+       "Total Households                                                                   int64\n",
+       "Population in Households                                                           int64\n",
+       "Household Size                                                                   float64\n",
+       "Population in Group Quarters                                                       int64\n",
+       "Family Households                                                                  int64\n",
+       "Non-Family Households                                                              int64\n",
+       "Families with Children                                                             int64\n",
+       "Percent of All Households: Families with Children                                float64\n",
+       "0--4                                                                             float64\n",
+       "5--9                                                                             float64\n",
+       "10--14                                                                           float64\n",
+       "15--17                                                                           float64\n",
+       "18--19                                                                           float64\n",
+       "20--24                                                                           float64\n",
+       "25--34                                                                           float64\n",
+       "35--44                                                                           float64\n",
+       "45--54                                                                           float64\n",
+       "55--59                                                                           float64\n",
+       "60--64                                                                           float64\n",
+       "65--74                                                                           float64\n",
+       "75--84                                                                           float64\n",
+       "85 Plus                                                                          float64\n",
+       "Population                                                                         int64\n",
+       "Total units                                                                        int64\n",
+       "Occupied units                                                                     int64\n",
+       "Vacant units                                                                       int64\n",
+       "Percent owner occupied                                                           float64\n",
+       "Person per acre                                                                  float64\n",
+       "                                                                                  ...   \n",
+       "Zip Code                                                                           int64\n",
+       "Population below poverty level                                                   float64\n",
+       "Median household income                                                          float64\n",
+       "Non-White, Non-Hispanic or Latino                                                float64\n",
+       "Hispanic or Latino, of any race                                                  float64\n",
+       "Population with disability                                                       float64\n",
+       "Unemployment                                                                     float64\n",
+       "Large households (5+ members)                                                    float64\n",
+       "Homes affordable to people earning less than $50,000                             float64\n",
+       "Rentals affordable to people earning less than $25,000                           float64\n",
+       "Rent-restricted units                                                            float64\n",
+       "Housing Choice Voucher holders                                                   float64\n",
+       "Median rent                                                                      float64\n",
+       "Median home value                                                                float64\n",
+       "Percentage of rental units in poor condition                                     float64\n",
+       "Percent change in number of housing units, 2000-2012                             float64\n",
+       "Owner units affordable to average retail/service worker                          float64\n",
+       "Rental units affordable to average retail/service worker                         float64\n",
+       "Rental units affordable to average artist                                        float64\n",
+       "Owner units affordable to average artist                                         float64\n",
+       "Rental units affordable to average teacher                                       float64\n",
+       "Owner units affordable to average teacher                                        float64\n",
+       "Rental units affordable to average tech worker                                   float64\n",
+       "Owner units affordable to average tech worker                                    float64\n",
+       "Change in percentage of population below poverty, 2000-2012                      float64\n",
+       "Change in median rent, 2000-2012                                                 float64\n",
+       "Change in median home value, 2000-2012                                           float64\n",
+       "Percentage of homes within 1/4-mi of transit stop                                float64\n",
+       "Average monthly transportation cost                                              float64\n",
+       "Percentage of housing and transportation costs that is transportation-related    float64\n",
+       "Length: 61, dtype: object"
+      ]
+     },
+     "execution_count": 154,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "col_names = list(result)\n",
+    "for name in col_names[30:31]:\n",
+    "    print(name)\n",
+    "    result[name] = result[name].apply(lambda pop: float(pop.replace(\",\", \"\")))\n",
+    "result.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 302,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Neighborhood Reporting Area,Total Population,Total Households,Population in Households,Household Size,Population in Group Quarters,Family Households,Non-Family Households,Families with Children,Percent of All Households: Families with Children,0--4,5--9,10--14,15--17,18--19,20--24,25--34,35--44,45--54,55--59,60--64,65--74,75--84,85 Plus,Population,Total units,Occupied units,Vacant units,Percent owner occupied,Person per acre,Acres,Zip Code,Population below poverty level,Median household income,\"Non-White, Non-Hispanic or Latino\",\"Hispanic or Latino, of any race\",Population with disability,Unemployment,Large households (5+ members),\"Homes affordable to people earning less than $50,000\",\"Rentals affordable to people earning less than $25,000\",Rent-restricted units,Housing Choice Voucher holders,Median rent,Median home value,Percentage of rental units in poor condition,\"Percent change in number of housing units, 2000-2012\",Owner units affordable to average retail/service worker,Rental units affordable to average retail/service worker,Rental units affordable to average artist,Owner units affordable to average artist,Rental units affordable to average teacher,Owner units affordable to average teacher,Rental units affordable to average tech worker,Owner units affordable to average tech worker,\"Change in percentage of population below poverty, 2000-2012\",\"Change in median rent, 2000-2012\",\"Change in median home value, 2000-2012\",Percentage of homes within 1/4-mi of transit stop,Average monthly transportation cost,Percentage of housing and transportation costs that is transportation-related\\nALLENDALE,6643,3263,6621,2.0,22,1650,1613,723,22.2,6.3,5.5,4.4,2.4,1.1,4.2,15.6,17.2,15.0,7.5,5.7,6.8,5.4,3.0,6643,3612,3263,349,64.1,5.1,1303.5,78757,16.0,55156.0,5.0,25.0,10.0,6.0,5.0,21.0,8.0,4.0,1.0,895.0,253300.0,0.7,10.0,2.0,6.0,32.0,8.0,75.0,21.0,100.0,56.0,103.0,24.0,93.0,79.0,590.0,36.0\\nANDERSON MILL,28473,10904,28368,2.6,105,7812,3092,4037,37.0,6.2,7.3,7.7,4.8,2.2,4.7,11.7,15.8,17.7,6.5,5.5,6.1,2.8,1.1,28473,11507,10904,603,67.3,5.0,5706.4,78750,7.0,75958.0,16.0,16.0,9.0,6.0,6.0,19.0,2.0,0.0,0.0,1012.0,303100.0,0.3,32.0,4.0,1.0,15.0,5.0,70.0,15.0,99.0,51.0,104.0,20.0,64.0,21.0,747.0,33.0\\nAVERY RANCH--LAKELINE,14785,5681,14785,2.6,0,3878,1803,2472,43.5,11.2,9.1,6.7,3.1,1.2,4.5,20.2,21.7,12.1,3.8,2.7,2.7,0.9,0.3,14785,6108,5681,427,60.5,3.2,4641.4,78717,3.0,93305.0,25.0,14.0,4.0,5.0,9.0,7.0,1.0,0.0,0.0,1018.0,243200.0,0.1,230.0,0.0,1.0,9.0,0.0,70.0,6.0,98.0,67.0,638.0,2.0,33.0,3.0,708.0,47.0\\nBARTON HILLS,8022,4614,7890,1.7,132,1445,3169,556,12.1,3.1,3.4,2.9,1.8,1.0,10.7,29.2,14.7,11.5,6.2,4.9,4.8,3.2,2.5,8022,4965,4614,351,31.4,3.9,2038.1,78704,21.0,50248.0,7.0,30.0,9.0,7.0,3.0,13.0,12.0,13.0,1.0,940.0,338200.0,0.4,9.0,0.0,11.0,26.0,2.0,76.0,13.0,99.0,33.0,33.0,40.0,126.0,76.0,629.0,33.0\\nBOULDIN,5510,2694,5468,2.0,42,1024,1670,489,18.2,7.9,5.5,4.2,2.6,1.7,8.9,26.4,17.3,11.5,4.5,3.5,3.2,1.7,1.0,5510,2949,2694,255,40.4,7.1,773.3,78704,21.0,50248.0,7.0,30.0,9.0,7.0,3.0,13.0,12.0,13.0,1.0,940.0,338200.0,0.4,9.0,0.0,11.0,26.0,2.0,76.0,13.0,99.0,33.0,33.0,40.0,126.0,76.0,629.0,33.0\\nBRENTWOOD,7513,4127,7469,1.8,44,1467,2660,562,13.6,4.8,3.4,2.7,1.7,2.0,10.6,26.2,17.9,13.5,6.3,3.7,3.4,2.5,1.4,7513,4401,4127,274,40.3,7.4,1013.7,78757,16.0,55156.0,5.0,25.0,10.0,6.0,5.0,21.0,8.0,4.0,1.0,895.0,253300.0,0.7,10.0,2.0,6.0,32.0,8.0,75.0,21.0,100.0,56.0,103.0,24.0,93.0,79.0,590.0,36.0\\nBRODIE LANE,10913,4770,10884,2.3,29,2646,2124,1239,26.0,6.6,5.7,4.9,3.3,2.1,7.4,23.5,16.0,15.3,5.9,4.0,3.2,1.6,0.4,10913,4939,4770,169,58.4,5.7,1920.3,78748,9.0,65889.0,10.0,35.0,9.0,6.0,8.0,29.0,4.0,7.0,3.0,1095.0,185500.0,0.6,74.0,0.0,4.0,12.0,0.0,63.0,22.0,100.0,92.0,260.0,29.0,58.0,40.0,747.0,44.0\\nBULL CREEK,7655,3409,7574,2.2,81,2155,1254,867,25.4,5.4,6.2,5.5,3.6,1.0,3.0,9.0,13.5,17.1,8.7,7.0,10.2,6.5,3.3,7655,3606,3409,197,76.2,3.4,2247.3,78757,16.0,55156.0,5.0,25.0,10.0,6.0,5.0,21.0,8.0,4.0,1.0,895.0,253300.0,0.7,10.0,2.0,6.0,32.0,8.0,75.0,21.0,100.0,56.0,103.0,24.0,93.0,79.0,590.0,36.0\\nCENTRAL EAST AUSTIN,4677,1874,4421,2.4,256,819,1055,389,20.8,7.2,5.6,4.9,2.8,5.2,12.8,23.5,13.1,10.5,4.3,2.8,3.4,2.9,1.0,4677,2102,1874,228,37.5,7.5,624.8,78702,33.0,34734.0,18.0,56.0,14.0,11.0,10.0,21.0,41.0,39.0,2.0,766.0,175400.0,2.2,15.0,0.0,39.0,51.0,2.0,80.0,15.0,99.0,67.0,3.0,73.0,207.0,96.0,590.0,39.0\\nCENTRAL WEST AUSTIN,10522,4490,10139,2.3,383,2501,1989,1300,29.0,7.5,7.0,5.8,2.9,1.0,5.0,18.7,15.3,14.1,6.4,5.6,6.1,3.3,1.5,10522,4891,4490,401,58.9,5.2,2025.5,78703,10.0,92606.0,9.0,9.0,6.0,4.0,4.0,3.0,11.0,0.0,0.0,1183.0,621900.0,0.4,1.0,0.0,8.0,25.0,0.0,51.0,2.0,92.0,13.0,7.0,65.0,104.0,67.0,629.0,25.0\\nCHERRY CREEK,20143,8449,20000,2.4,143,4867,3582,2147,25.4,6.6,5.4,5.2,3.1,2.1,7.4,21.1,15.8,13.8,6.3,4.6,5.0,2.5,1.2,20143,8842,8449,393,59.0,7.1,2854.4,78745,16.0,49243.0,7.0,40.0,11.0,7.0,6.0,33.0,8.0,7.0,2.0,990.0,166200.0,0.7,21.0,1.0,6.0,24.0,3.0,72.0,29.0,99.0,96.0,73.0,30.0,83.0,76.0,668.0,35.0\\nCHESTNUT,1777,678,1647,2.4,130,310,368,115,17.0,5.0,4.4,3.7,2.3,2.5,13.3,27.2,17.2,9.6,4.7,2.8,3.0,2.8,1.6,1777,765,678,87,53.4,9.8,180.5,78702,33.0,34734.0,18.0,56.0,14.0,11.0,10.0,21.0,41.0,39.0,2.0,766.0,175400.0,2.2,15.0,0.0,39.0,51.0,2.0,80.0,15.0,99.0,67.0,3.0,73.0,207.0,96.0,590.0,39.0\\nCIRCLE C SOUTH,12802,4016,12802,3.2,0,3575,441,2362,58.8,10.2,12.3,8.9,4.2,1.3,2.1,9.3,22.3,15.1,4.9,3.9,3.7,1.5,0.3,12802,4121,4016,105,94.8,4.0,3232.8,78739,1.0,126525.0,14.0,15.0,4.0,4.0,13.0,0.0,0.0,0.0,0.0,2000.0,350500.0,0.0,108.0,0.0,0.0,0.0,0.0,8.0,0.0,71.0,11.0,46.0,0.0,72.0,8.0,786.0,34.0\\nCORONADO HILLS,3546,1283,3544,2.8,2,766,517,426,33.2,13.5,8.4,4.3,2.4,2.6,10.4,21.9,12.9,8.9,4.2,3.0,3.8,2.7,0.8,3546,1390,1283,107,30.2,10.0,356.3,78752,32.0,33271.0,19.0,57.0,11.0,9.0,8.0,43.0,20.0,7.0,2.0,752.0,153000.0,0.8,15.0,5.0,14.0,55.0,8.0,92.0,39.0,100.0,86.0,8.0,17.0,71.0,80.0,629.0,37.0\\nCRESTVIEW,3927,1945,3786,1.9,141,883,1062,355,18.3,6.3,4.2,2.5,1.7,0.9,5.1,22.6,19.0,13.4,5.9,4.5,4.7,6.0,3.3,3927,2297,1945,352,61.3,6.0,652.8,78757,16.0,55156.0,5.0,25.0,10.0,6.0,5.0,21.0,8.0,4.0,1.0,895.0,253300.0,0.7,10.0,2.0,6.0,32.0,8.0,75.0,21.0,100.0,56.0,103.0,24.0,93.0,79.0,590.0,36.0\\nDAVENPORT--LAKE AUSTIN,5161,1996,5104,2.6,57,1403,593,739,37.0,4.8,8.5,9.2,5.9,1.9,2.5,7.9,16.1,17.9,8.3,7.4,6.4,2.5,0.6,5161,2223,1996,227,73.7,1.2,4245.5,78746,5.0,125327.0,10.0,8.0,6.0,4.0,7.0,1.0,4.0,0.0,0.0,1221.0,619900.0,0.1,12.0,0.0,4.0,8.0,0.0,48.0,1.0,94.0,6.0,32.0,32.0,80.0,14.0,786.0,29.0\\nDAWSON,2670,1273,2670,2.1,0,491,782,184,14.5,6.1,4.1,3.3,1.5,1.6,12.9,26.0,16.0,11.9,4.1,3.7,4.7,2.8,1.4,2670,1420,1273,147,37.2,8.5,315.2,78704,21.0,50248.0,7.0,30.0,9.0,7.0,3.0,13.0,12.0,13.0,1.0,940.0,338200.0,0.4,9.0,0.0,11.0,26.0,2.0,76.0,13.0,99.0,33.0,33.0,40.0,126.0,76.0,629.0,33.0\\nDECKER LAKE,326,94,326,3.5,0,83,11,56,59.6,14.4,12.3,9.5,3.4,2.8,5.2,16.9,16.9,8.6,1.5,4.6,2.5,1.2,0.3,326,103,94,9,80.9,0.0,6866.5,78724,38.0,35711.0,29.0,63.0,8.0,8.0,28.0,85.0,16.0,38.0,20.0,962.0,105700.0,1.5,48.0,28.0,15.0,22.0,42.0,78.0,84.0,100.0,96.0,208.0,37.0,46.0,21.0,786.0,40.0\\nDITTMAR--SLAUGHTER,15697,6333,15606,2.5,91,3666,2667,1708,27.0,7.2,6.0,5.6,3.6,2.3,7.9,20.7,15.6,14.1,6.0,4.5,4.0,1.7,0.6,15697,6644,6333,311,57.7,6.2,2531.9,78745,16.0,49243.0,7.0,40.0,11.0,7.0,6.0,33.0,8.0,7.0,2.0,990.0,166200.0,0.7,21.0,1.0,6.0,24.0,3.0,72.0,29.0,99.0,96.0,73.0,30.0,83.0,76.0,668.0,35.0\\nDOWNTOWN,7635,4379,6357,1.5,1278,908,3471,159,3.6,1.5,1.0,0.8,0.4,1.6,11.7,33.6,17.9,14.3,5.5,4.6,4.1,2.1,0.9,7635,5670,4379,1291,33.3,6.8,1117.2,78701,20.0,68152.0,16.0,14.0,10.0,9.0,0.0,7.0,7.0,9.0,0.0,1590.0,338300.0,0.8,134.0,0.0,7.0,12.0,1.0,29.0,7.0,90.0,30.0,12.0,115.0,59.0,97.0,433.0,23.0\\nEAST CESAR CHAVEZ,3291,1349,3083,2.3,208,595,754,225,16.7,6.1,4.5,4.6,3.0,1.9,6.7,21.2,14.1,13.1,5.5,4.8,6.8,5.3,2.4,3291,1482,1349,133,41.1,7.6,430.8,78702,33.0,34734.0,18.0,56.0,14.0,11.0,10.0,21.0,41.0,39.0,2.0,766.0,175400.0,2.2,15.0,0.0,39.0,51.0,2.0,80.0,15.0,99.0,67.0,3.0,73.0,207.0,96.0,590.0,39.0\\nEAST CONGRESS,3104,1374,3100,2.3,4,610,764,246,17.9,6.0,4.3,4.4,3.0,1.9,12.5,24.6,13.6,11.9,5.5,4.5,5.4,1.7,0.8,3104,1446,1374,72,50.3,4.0,771.9,78704,21.0,50248.0,7.0,30.0,9.0,7.0,3.0,13.0,12.0,13.0,1.0,940.0,338200.0,0.4,9.0,0.0,11.0,26.0,2.0,76.0,13.0,99.0,33.0,33.0,40.0,126.0,76.0,629.0,33.0\\nEAST OAK HILL,14508,6974,14398,2.1,110,3455,3519,1615,23.2,5.5,5.6,5.6,2.9,1.5,7.2,23.1,14.7,13.7,6.3,4.9,4.4,2.7,1.8,14508,7389,6974,415,40.8,2.9,5042.2,78735,6.0,74571.0,9.0,20.0,7.0,4.0,10.0,8.0,4.0,5.0,1.0,1122.0,379900.0,0.1,64.0,2.0,4.0,7.0,2.0,62.0,5.0,97.0,23.0,96.0,4.0,85.0,9.0,747.0,38.0\\nFOUR POINTS,6226,3087,6017,1.9,209,1287,1800,686,22.2,5.7,5.9,4.9,2.3,4.1,12.3,25.5,15.0,12.9,4.2,3.1,2.8,1.0,0.3,6226,3339,3087,252,16.0,1.3,4980.6,78730,4.0,119573.0,13.0,5.0,4.0,3.0,9.0,19.0,0.0,0.0,0.0,1106.0,570400.0,0.2,78.0,0.0,0.0,3.0,1.0,64.0,17.0,99.0,25.0,283.0,22.0,44.0,2.0,786.0,34.0\\nFRANKLIN PARK,16927,4313,16914,3.9,13,3507,806,2226,51.6,11.5,10.2,9.5,5.5,3.6,9.3,17.2,13.5,10.1,3.5,2.5,2.5,1.0,0.1,16927,4507,4313,194,45.0,11.8,1428.5,78744,26.0,41056.0,9.0,77.0,8.0,9.0,23.0,93.0,7.0,24.0,8.0,946.0,108100.0,0.7,35.0,13.0,6.0,22.0,33.0,81.0,87.0,100.0,100.0,89.0,26.0,44.0,63.0,708.0,40.0\\nGALINDO,3512,1745,3489,2.0,23,640,1105,274,15.7,5.4,5.0,4.7,2.5,2.0,8.9,26.8,16.2,12.6,4.8,4.1,3.9,2.4,0.8,3512,1864,1745,119,33.8,8.1,433.5,78704,21.0,50248.0,7.0,30.0,9.0,7.0,3.0,13.0,12.0,13.0,1.0,940.0,338200.0,0.4,9.0,0.0,11.0,26.0,2.0,76.0,13.0,99.0,33.0,33.0,40.0,126.0,76.0,629.0,33.0\\nGARRISON PARK,11748,5083,11725,2.3,23,2637,2446,1124,22.1,6.6,5.5,5.0,2.9,2.0,9.0,23.2,14.4,12.6,5.5,4.4,5.2,3.2,0.7,11748,5581,5083,498,48.7,8.7,1357.8,78745,16.0,49243.0,7.0,40.0,11.0,7.0,6.0,33.0,8.0,7.0,2.0,990.0,166200.0,0.7,21.0,1.0,6.0,24.0,3.0,72.0,29.0,99.0,96.0,73.0,30.0,83.0,76.0,668.0,35.0\\nGATEWAY,1121,748,1121,1.5,0,168,580,52,7.0,4.2,1.6,0.3,0.5,0.5,14.1,48.9,15.1,6.6,3.8,2.5,1.0,0.4,0.4,1121,815,748,67,0.0,2.3,484.7,78759,7.0,65672.0,18.0,11.0,8.0,7.0,2.0,13.0,3.0,1.0,0.0,962.0,307800.0,0.2,1.0,2.0,2.0,18.0,3.0,75.0,13.0,99.0,45.0,60.0,7.0,60.0,28.0,629.0,40.0\\nGEORGIA ACRES,8559,3128,8557,2.7,2,1783,1345,1111,35.5,11.8,8.3,6.0,3.2,2.9,11.1,20.9,14.6,11.0,3.8,2.6,2.4,1.2,0.3,8559,3763,3128,635,14.8,12.7,676.2,78753,26.0,39593.0,20.0,60.0,10.0,9.0,16.0,78.0,14.0,17.0,4.0,826.0,134900.0,0.7,19.0,8.0,11.0,40.0,24.0,89.0,75.0,100.0,98.0,128.0,26.0,40.0,59.0,708.0,44.0\\nGOVALLE,4006,1385,3913,2.8,93,837,548,334,24.1,6.6,5.7,5.5,4.1,2.5,6.8,17.0,13.6,12.6,5.2,5.3,8.2,5.1,1.7,4006,1523,1385,138,57.8,4.0,1004.8,78702,33.0,34734.0,18.0,56.0,14.0,11.0,10.0,21.0,41.0,39.0,2.0,766.0,175400.0,2.2,15.0,0.0,39.0,51.0,2.0,80.0,15.0,99.0,67.0,3.0,73.0,207.0,96.0,590.0,39.0\\nGRACY WOODS,28220,12659,28021,2.2,199,6564,6095,2977,23.5,7.3,5.4,4.3,2.6,2.1,8.9,24.6,14.8,13.2,5.9,3.9,3.9,2.0,1.1,28220,13330,12659,671,44.2,6.4,4412.6,78758,24.0,41792.0,22.0,46.0,9.0,10.0,10.0,71.0,11.0,9.0,2.0,898.0,144200.0,0.8,4.0,13.0,8.0,32.0,23.0,83.0,69.0,99.0,99.0,128.0,20.0,49.0,75.0,668.0,40.0\\nHANCOCK,4662,2466,4628,1.9,34,552,1914,194,7.9,2.4,2.2,1.4,1.0,2.7,38.3,25.9,8.4,7.1,3.6,2.7,2.9,1.1,0.5,4662,2710,2466,244,23.9,8.6,540.2,78751,26.0,38624.0,11.0,14.0,6.0,9.0,2.0,11.0,13.0,1.0,0.0,865.0,292200.0,0.4,7.0,0.0,9.0,38.0,2.0,68.0,10.0,97.0,42.0,23.0,38.0,97.0,98.0,550.0,40.0\\nHARRIS BRANCH,3432,1136,3432,3.0,0,889,247,477,42.0,9.9,8.1,6.9,3.8,1.7,5.0,19.3,16.8,14.8,5.2,3.6,3.1,1.6,0.3,3432,1192,1136,56,89.1,1.5,2294.6,78754,11.0,53274.0,36.0,32.0,8.0,9.0,7.0,70.0,4.0,9.0,5.0,969.0,167600.0,0.2,132.0,1.0,1.0,22.0,4.0,74.0,59.0,100.0,100.0,286.0,33.0,33.0,19.0,708.0,41.0\\nHAYS WARTHA,2,1,2,2.0,0,1,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,2,2,1,1,100.0,0.0,1796.3,78756,9.0,59685.0,8.0,9.0,12.0,4.0,2.0,20.0,17.0,6.0,0.0,888.0,342300.0,0.6,8.0,2.0,13.0,34.0,3.0,76.0,19.0,99.0,37.0,-20.0,47.0,99.0,90.0,550.0,40.0\\nHERITAGE HILLS,5853,1938,5850,3.0,3,1280,658,821,42.4,12.6,10.8,6.4,3.2,2.1,10.7,21.2,12.4,8.7,3.7,2.9,3.4,1.2,0.5,5853,2186,1938,248,34.8,6.8,864.8,78753,26.0,39593.0,20.0,60.0,10.0,9.0,16.0,78.0,14.0,17.0,4.0,826.0,134900.0,0.7,19.0,8.0,11.0,40.0,24.0,89.0,75.0,100.0,98.0,128.0,26.0,40.0,59.0,708.0,44.0\\nHIGHLAND,4225,1910,4225,2.2,0,873,1037,347,18.2,6.3,4.4,3.9,2.1,2.0,8.6,22.9,18.6,13.1,6.2,3.7,4.2,3.2,0.8,4225,2091,1910,181,47.7,5.1,832.4,78752,32.0,33271.0,19.0,57.0,11.0,9.0,8.0,43.0,20.0,7.0,2.0,752.0,153000.0,0.8,15.0,5.0,14.0,55.0,8.0,92.0,39.0,100.0,86.0,8.0,17.0,71.0,80.0,629.0,37.0\\nHIGHLAND PARK,3907,1647,3889,2.4,18,1123,524,477,29.0,5.4,6.8,7.1,3.5,1.3,2.7,7.9,14.7,16.7,10.0,7.6,8.5,4.9,2.9,3907,1741,1647,94,89.6,2.0,1935.4,78731,9.0,78265.0,12.0,9.0,8.0,4.0,2.0,13.0,4.0,0.0,0.0,1016.0,436800.0,0.5,8.0,0.0,2.0,24.0,2.0,67.0,12.0,97.0,26.0,26.0,31.0,68.0,44.0,747.0,32.0\\nHOLLY,3987,1506,3965,2.6,22,841,665,381,25.3,7.8,6.8,6.3,3.7,2.4,8.0,20.6,15.7,10.4,4.7,3.8,4.7,3.4,1.7,3987,1645,1506,139,50.1,8.7,459.7,78702,33.0,34734.0,18.0,56.0,14.0,11.0,10.0,21.0,41.0,39.0,2.0,766.0,175400.0,2.2,15.0,0.0,39.0,51.0,2.0,80.0,15.0,99.0,67.0,3.0,73.0,207.0,96.0,590.0,39.0\\nHYDE PARK,5894,3387,5859,1.7,35,808,2579,333,9.8,3.7,3.0,1.8,1.1,2.0,25.0,29.6,12.9,9.2,4.6,2.8,2.5,0.9,0.8,5894,3594,3387,207,26.3,12.7,465.1,78751,26.0,38624.0,11.0,14.0,6.0,9.0,2.0,11.0,13.0,1.0,0.0,865.0,292200.0,0.4,7.0,0.0,9.0,38.0,2.0,68.0,10.0,97.0,42.0,23.0,38.0,97.0,98.0,550.0,40.0\\nJESTER,4974,2329,4974,2.1,0,1298,1031,573,24.6,5.3,5.2,6.2,3.5,1.3,5.4,16.3,16.1,18.1,7.9,5.8,5.5,2.8,0.5,4974,2549,2329,220,57.5,1.3,3795.1,78750,7.0,75958.0,16.0,16.0,9.0,6.0,6.0,19.0,2.0,0.0,0.0,1012.0,303100.0,0.3,32.0,4.0,1.0,15.0,5.0,70.0,15.0,99.0,51.0,104.0,20.0,64.0,21.0,747.0,33.0\\nJOHNSTON TERRACE,1854,599,1854,3.1,0,381,218,193,32.2,9.8,9.1,7.7,3.6,3.5,6.2,18.9,15.0,11.1,3.5,3.9,4.9,2.4,0.5,1854,654,599,55,60.1,2.9,640.3,78721,32.0,32131.0,36.0,52.0,17.0,16.0,14.0,61.0,26.0,47.0,10.0,870.0,121000.0,2.0,35.0,12.0,25.0,39.0,22.0,84.0,57.0,100.0,95.0,36.0,62.0,113.0,87.0,668.0,40.0\\nJOLLYVILLE,19103,9067,19086,2.1,17,4824,4243,2163,23.9,5.5,5.5,5.7,3.0,1.3,6.1,18.0,16.9,16.2,7.0,5.3,5.4,2.7,1.4,19103,9539,9067,472,49.3,5.2,3702.5,78729,8.0,57358.0,22.0,17.0,7.0,7.0,7.0,26.0,3.0,0.0,0.0,1008.0,192300.0,0.1,28.0,0.0,2.0,17.0,1.0,73.0,22.0,100.0,96.0,116.0,12.0,43.0,13.0,747.0,37.0\\nLBJ,2624,794,2624,3.3,0,612,182,335,42.2,9.8,9.5,10.2,5.8,3.4,8.0,15.4,12.3,10.7,4.7,3.6,4.3,1.8,0.6,2624,841,794,47,39.7,1.6,1632.5,78724,38.0,35711.0,29.0,63.0,8.0,8.0,28.0,85.0,16.0,38.0,20.0,962.0,105700.0,1.5,48.0,28.0,15.0,22.0,42.0,78.0,84.0,100.0,96.0,208.0,37.0,46.0,21.0,786.0,40.0\\nMCNIEL,23322,11764,23160,2.0,162,5277,6487,2252,19.1,5.6,4.4,4.2,2.4,1.6,8.3,26.5,15.5,13.6,6.1,4.5,4.3,2.0,1.0,23322,12426,11764,662,39.5,5.4,4319.3,78729,8.0,57358.0,22.0,17.0,7.0,7.0,7.0,26.0,3.0,0.0,0.0,1008.0,192300.0,0.1,28.0,0.0,2.0,17.0,1.0,73.0,22.0,100.0,96.0,116.0,12.0,43.0,13.0,747.0,37.0\\nMLK,4917,1742,4863,2.8,54,1045,697,529,30.4,9.4,8.3,7.5,4.1,2.6,8.4,17.8,12.8,11.9,4.7,3.1,4.7,3.3,1.3,4917,2021,1742,279,42.0,5.0,992.5,78721,32.0,32131.0,36.0,52.0,17.0,16.0,14.0,61.0,26.0,47.0,10.0,870.0,121000.0,2.0,35.0,12.0,25.0,39.0,22.0,84.0,57.0,100.0,95.0,36.0,62.0,113.0,87.0,668.0,40.0\\nMLK-183,7675,2529,7585,3.0,90,1656,873,750,29.7,8.3,8.1,7.6,4.2,2.9,7.2,16.1,12.9,11.9,4.8,4.4,6.0,4.3,1.4,7675,2772,2529,243,54.7,3.4,2246.1,78721,32.0,32131.0,36.0,52.0,17.0,16.0,14.0,61.0,26.0,47.0,10.0,870.0,121000.0,2.0,35.0,12.0,25.0,39.0,22.0,84.0,57.0,100.0,95.0,36.0,62.0,113.0,87.0,668.0,40.0\\nMONTOPOLIS,10638,3152,10539,3.3,99,2312,840,1288,40.9,11.5,10.0,8.0,4.2,3.4,8.9,18.5,13.1,9.7,3.7,2.7,3.6,2.1,0.5,10638,3357,3152,205,46.8,7.4,1446.3,78741,40.0,30183.0,16.0,62.0,9.0,9.0,10.0,76.0,15.0,21.0,3.0,835.0,120200.0,0.6,18.0,28.0,11.0,40.0,39.0,86.0,76.0,100.0,93.0,45.0,28.0,58.0,80.0,668.0,43.0\\nMUELLER,2070,936,2070,2.2,0,463,473,237,25.3,10.8,5.6,3.0,1.1,1.3,10.6,31.0,19.4,8.9,3.4,2.5,1.9,0.4,0.1,2070,1120,936,184,60.3,2.8,726.6,78722,19.0,44917.0,18.0,19.0,11.0,8.0,3.0,7.0,11.0,12.0,1.0,930.0,265100.0,0.9,6.0,0.0,8.0,31.0,1.0,65.0,6.0,97.0,37.0,8.0,40.0,127.0,98.0,590.0,33.0\\nNACA,28604,9578,28532,3.0,72,6213,3365,3627,37.9,11.2,8.8,6.5,3.6,3.0,9.6,21.3,14.5,10.1,3.6,2.6,2.9,1.7,0.4,28604,10732,9578,1154,29.3,14.6,1953.7,78758,24.0,41792.0,22.0,46.0,9.0,10.0,10.0,71.0,11.0,9.0,2.0,898.0,144200.0,0.8,4.0,13.0,8.0,32.0,23.0,83.0,69.0,99.0,99.0,128.0,20.0,49.0,75.0,668.0,40.0\\nNORTH BURNET,4472,2554,4471,1.8,1,777,1777,364,14.3,5.9,4.2,2.0,1.2,4.0,16.7,39.8,14.0,6.7,2.2,2.1,1.2,0.2,0.0,4472,3018,2554,464,1.2,2.1,2088.1,78758,24.0,41792.0,22.0,46.0,9.0,10.0,10.0,71.0,11.0,9.0,2.0,898.0,144200.0,0.8,4.0,13.0,8.0,32.0,23.0,83.0,69.0,99.0,99.0,128.0,20.0,49.0,75.0,668.0,40.0\\nNORTH LAMAR,6478,1948,6464,3.3,14,1371,577,857,44.0,11.7,9.0,7.3,4.3,3.2,9.4,20.7,14.4,11.1,3.5,2.3,2.0,0.7,0.3,6478,2180,1948,232,26.7,10.3,627.8,78753,26.0,39593.0,20.0,60.0,10.0,9.0,16.0,78.0,14.0,17.0,4.0,826.0,134900.0,0.7,19.0,8.0,11.0,40.0,24.0,89.0,75.0,100.0,98.0,128.0,26.0,40.0,59.0,708.0,44.0\\nNORTH LOOP,5072,2506,5045,2.0,27,725,1781,288,11.5,4.5,2.6,2.1,1.3,2.0,24.4,29.1,15.0,8.8,3.4,2.5,2.1,1.4,0.8,5072,2758,2506,252,27.9,8.2,618.6,78751,26.0,38624.0,11.0,14.0,6.0,9.0,2.0,11.0,13.0,1.0,0.0,865.0,292200.0,0.4,7.0,0.0,9.0,38.0,2.0,68.0,10.0,97.0,42.0,23.0,38.0,97.0,98.0,550.0,40.0\\nNORTH SHOAL CREEK,3471,1948,3467,1.8,4,736,1212,283,14.5,5.8,3.7,2.4,1.5,1.0,6.6,24.9,15.0,12.7,5.9,5.9,7.3,5.7,1.6,3471,2139,1948,191,44.1,5.3,655.9,78757,16.0,55156.0,5.0,25.0,10.0,6.0,5.0,21.0,8.0,4.0,1.0,895.0,253300.0,0.7,10.0,2.0,6.0,32.0,8.0,75.0,21.0,100.0,56.0,103.0,24.0,93.0,79.0,590.0,36.0\\nNORTH UNIVERSITY,4791,2484,4295,1.7,496,326,2158,92,3.7,1.5,1.2,0.6,0.4,9.7,47.9,23.6,6.0,3.4,2.0,1.9,1.3,0.2,0.2,4791,2684,2484,200,13.0,20.3,235.9,78705,66.0,11917.0,21.0,17.0,4.0,14.0,2.0,39.0,8.0,1.0,0.0,1088.0,292500.0,0.3,2.0,1.0,6.0,23.0,10.0,57.0,38.0,94.0,79.0,49.0,70.0,40.0,100.0,511.0,30.0\\nNORTHWEST HILLS,11090,6037,11084,1.8,6,2391,3646,906,15.0,4.3,4.2,3.6,1.8,1.8,14.1,24.5,12.0,10.7,5.7,4.8,6.0,4.6,2.1,11090,6479,6037,442,39.1,7.8,1427.1,78759,7.0,65672.0,18.0,11.0,8.0,7.0,2.0,13.0,3.0,1.0,0.0,962.0,307800.0,0.2,1.0,2.0,2.0,18.0,3.0,75.0,13.0,99.0,45.0,60.0,7.0,60.0,28.0,629.0,40.0\\nOLD ENFIELD,1170,584,1168,2.0,2,247,337,106,18.2,5.6,3.6,5.0,2.3,0.5,7.7,21.5,16.8,14.4,5.0,6.2,7.4,2.1,2.1,1170,634,584,50,54.8,5.6,209.9,78703,10.0,92606.0,9.0,9.0,6.0,4.0,4.0,3.0,11.0,0.0,0.0,1183.0,621900.0,0.4,1.0,0.0,8.0,25.0,0.0,51.0,2.0,92.0,13.0,7.0,65.0,104.0,67.0,629.0,25.0\\nOLD WEST AUSTIN,4225,2603,4220,1.6,5,681,1922,227,8.7,3.0,2.6,1.9,1.0,1.1,10.8,35.6,15.8,11.7,5.3,5.4,4.0,1.1,0.7,4225,2915,2603,312,30.3,6.9,611.9,78703,10.0,92606.0,9.0,9.0,6.0,4.0,4.0,3.0,11.0,0.0,0.0,1183.0,621900.0,0.4,1.0,0.0,8.0,25.0,0.0,51.0,2.0,92.0,13.0,7.0,65.0,104.0,67.0,629.0,25.0\\nPARKER LANE,9581,4396,9560,2.2,21,1751,2645,951,21.6,9.2,6.0,4.4,2.5,3.0,15.9,25.7,13.6,9.8,3.7,2.4,2.1,1.2,0.4,9581,4867,4396,471,16.0,8.4,1133.9,78741,40.0,30183.0,16.0,62.0,9.0,9.0,10.0,76.0,15.0,21.0,3.0,835.0,120200.0,0.6,18.0,28.0,11.0,40.0,39.0,86.0,76.0,100.0,93.0,45.0,28.0,58.0,80.0,668.0,43.0\\nPECAN SPRINGS--SPINGDALE,4832,1693,4719,2.8,113,1130,563,467,27.6,8.5,7.4,6.3,3.7,2.2,7.6,17.0,13.5,11.7,5.3,4.8,6.6,3.6,1.7,4832,1978,1693,285,58.2,4.9,985.5,78723,29.0,41869.0,27.0,46.0,10.0,10.0,13.0,33.0,22.0,20.0,7.0,817.0,176500.0,1.3,13.0,1.0,18.0,44.0,4.0,82.0,28.0,99.0,83.0,49.0,28.0,107.0,84.0,668.0,43.0\\nPLEASANT VALLEY,12618,5163,12582,2.4,36,1302,3861,701,13.6,5.2,3.3,2.3,1.4,8.3,44.5,19.6,7.1,4.5,2.0,1.0,0.6,0.2,0.1,12618,5738,5163,575,5.0,8.8,1438.2,78741,40.0,30183.0,16.0,62.0,9.0,9.0,10.0,76.0,15.0,21.0,3.0,835.0,120200.0,0.6,18.0,28.0,11.0,40.0,39.0,86.0,76.0,100.0,93.0,45.0,28.0,58.0,80.0,668.0,43.0\\nPOND SPRINGS,16628,8044,16621,2.1,7,3674,4370,1892,23.5,6.9,5.1,4.7,3.2,2.2,10.1,25.5,15.0,13.2,5.4,3.3,3.0,1.4,1.1,16628,8754,8044,710,27.6,7.7,2171.5,78729,8.0,57358.0,22.0,17.0,7.0,7.0,7.0,26.0,3.0,0.0,0.0,1008.0,192300.0,0.1,28.0,0.0,2.0,17.0,1.0,73.0,22.0,100.0,96.0,116.0,12.0,43.0,13.0,747.0,37.0\\nRIVERSIDE,12012,4961,12001,2.4,11,2169,2792,1298,26.2,10.0,6.8,4.5,2.5,3.0,14.9,26.3,14.6,9.5,3.3,1.9,1.9,0.6,0.3,12012,6536,4961,1575,9.1,16.7,719.8,78741,40.0,30183.0,16.0,62.0,9.0,9.0,10.0,76.0,15.0,21.0,3.0,835.0,120200.0,0.6,18.0,28.0,11.0,40.0,39.0,86.0,76.0,100.0,93.0,45.0,28.0,58.0,80.0,668.0,43.0\\nROBINSON RANCH,873,480,873,1.8,0,190,290,69,14.4,4.7,4.2,1.8,1.5,1.0,10.5,33.0,17.4,9.4,6.6,3.7,3.4,2.2,0.5,873,521,480,41,25.6,0.1,7797.8,78729,8.0,57358.0,22.0,17.0,7.0,7.0,7.0,26.0,3.0,0.0,0.0,1008.0,192300.0,0.1,28.0,0.0,2.0,17.0,1.0,73.0,22.0,100.0,96.0,116.0,12.0,43.0,13.0,747.0,37.0\\nROGERS HILL,10811,2596,9697,3.7,1114,2090,506,1302,50.2,10.0,10.0,8.6,4.6,3.0,8.7,20.4,15.6,10.2,3.2,2.5,2.2,0.8,0.2,10811,2904,2596,308,64.4,2.8,3876.5,78724,38.0,35711.0,29.0,63.0,8.0,8.0,28.0,85.0,16.0,38.0,20.0,962.0,105700.0,1.5,48.0,28.0,15.0,22.0,42.0,78.0,84.0,100.0,96.0,208.0,37.0,46.0,21.0,786.0,40.0\\nROSEDALE,5819,2969,5701,1.9,118,1264,1705,575,19.4,6.3,4.6,3.6,1.8,0.7,6.4,20.8,17.3,14.3,6.3,4.2,4.1,3.9,5.8,5819,3327,2969,358,58.8,6.9,846.3,78756,9.0,59685.0,8.0,9.0,12.0,4.0,2.0,20.0,17.0,6.0,0.0,888.0,342300.0,0.6,8.0,2.0,13.0,34.0,3.0,76.0,19.0,99.0,37.0,-20.0,47.0,99.0,90.0,550.0,40.0\\nROSEWOOD,4076,1486,3892,2.6,184,799,687,418,28.1,9.5,7.8,6.7,3.2,2.3,9.2,19.8,12.5,10.3,3.9,3.4,4.6,4.3,2.5,4076,1679,1486,193,42.5,7.1,572.2,78702,33.0,34734.0,18.0,56.0,14.0,11.0,10.0,21.0,41.0,39.0,2.0,766.0,175400.0,2.2,15.0,0.0,39.0,51.0,2.0,80.0,15.0,99.0,67.0,3.0,73.0,207.0,96.0,590.0,39.0\\nSAMSUNG--PIONEER CROSSING,5139,2035,5139,2.5,0,1199,836,680,33.4,10.9,6.8,4.9,2.6,1.6,8.8,29.2,18.1,9.0,3.2,2.1,1.8,0.6,0.2,5139,2212,2035,177,45.5,2.4,2124.4,78754,11.0,53274.0,36.0,32.0,8.0,9.0,7.0,70.0,4.0,9.0,5.0,969.0,167600.0,0.2,132.0,1.0,1.0,22.0,4.0,74.0,59.0,100.0,100.0,286.0,33.0,33.0,19.0,708.0,41.0\\nSLAUGHTER CREEK,10877,4638,10861,2.3,16,2510,2128,1323,28.5,7.9,6.5,5.6,3.1,2.1,11.2,26.9,14.5,11.3,4.3,3.0,2.2,1.0,0.3,10877,5058,4638,420,43.1,4.3,2551.6,78748,9.0,65889.0,10.0,35.0,9.0,6.0,8.0,29.0,4.0,7.0,3.0,1095.0,185500.0,0.6,74.0,0.0,4.0,12.0,0.0,63.0,22.0,100.0,92.0,260.0,29.0,58.0,40.0,747.0,44.0\\nSOUTH BRODIE,13243,4707,13223,2.8,20,3549,1158,1995,42.4,9.0,8.2,7.4,3.9,1.5,4.7,18.5,19.2,13.7,5.0,3.6,3.4,1.5,0.3,13243,4870,4707,163,79.2,4.0,3278.9,78748,9.0,65889.0,10.0,35.0,9.0,6.0,8.0,29.0,4.0,7.0,3.0,1095.0,185500.0,0.6,74.0,0.0,4.0,12.0,0.0,63.0,22.0,100.0,92.0,260.0,29.0,58.0,40.0,747.0,44.0\\nSOUTH LAMAR,8152,4264,8053,1.9,99,1307,2957,619,14.5,5.9,4.7,2.8,1.7,1.6,12.3,32.9,15.3,10.3,4.5,3.1,2.7,1.5,0.7,8152,4745,4264,481,18.7,10.5,777.7,78704,21.0,50248.0,7.0,30.0,9.0,7.0,3.0,13.0,12.0,13.0,1.0,940.0,338200.0,0.4,9.0,0.0,11.0,26.0,2.0,76.0,13.0,99.0,33.0,33.0,40.0,126.0,76.0,629.0,33.0\\nSOUTH MANCHACA,6453,2806,6443,2.3,10,1497,1309,561,20.0,5.8,4.4,4.4,2.9,1.9,7.5,19.9,15.6,14.3,7.0,5.5,6.2,3.5,1.1,6453,2971,2806,165,56.8,7.2,892.3,78745,16.0,49243.0,7.0,40.0,11.0,7.0,6.0,33.0,8.0,7.0,2.0,990.0,166200.0,0.7,21.0,1.0,6.0,24.0,3.0,72.0,29.0,99.0,96.0,73.0,30.0,83.0,76.0,668.0,35.0\\nSOUTH RIVER CITY,6511,3559,6384,1.8,127,1090,2469,488,13.7,5.4,3.5,3.0,1.2,1.3,11.3,29.5,16.5,12.0,6.3,4.2,3.5,1.6,0.8,6511,3979,3559,420,34.6,8.9,733.2,78704,21.0,50248.0,7.0,30.0,9.0,7.0,3.0,13.0,12.0,13.0,1.0,940.0,338200.0,0.4,9.0,0.0,11.0,26.0,2.0,76.0,13.0,99.0,33.0,33.0,40.0,126.0,76.0,629.0,33.0\\nSPICEWOOD,1182,434,1182,2.7,0,349,85,160,36.9,4.1,8.4,8.7,4.2,2.3,1.8,5.8,15.8,19.1,10.3,6.9,8.1,3.8,0.6,1182,449,434,15,93.3,0.6,2066.8,78744,26.0,41056.0,9.0,77.0,8.0,9.0,23.0,93.0,7.0,24.0,8.0,946.0,108100.0,0.7,35.0,13.0,6.0,22.0,33.0,81.0,87.0,100.0,100.0,89.0,26.0,44.0,63.0,708.0,40.0\\nST. EDWARDS,5322,2045,4181,2.0,1141,660,1385,324,15.8,5.0,3.9,2.7,2.4,17.0,22.6,21.9,10.0,5.9,2.2,1.6,2.3,1.9,0.6,5322,2214,2045,169,11.8,7.4,719.6,78704,21.0,50248.0,7.0,30.0,9.0,7.0,3.0,13.0,12.0,13.0,1.0,940.0,338200.0,0.4,9.0,0.0,11.0,26.0,2.0,76.0,13.0,99.0,33.0,33.0,40.0,126.0,76.0,629.0,33.0\\nST. JOHN,9348,3339,9308,2.8,40,1766,1573,1118,33.5,11.0,8.9,6.1,3.4,3.6,12.4,23.0,13.0,9.3,3.1,2.0,1.8,1.2,1.2,9348,3775,3339,436,11.4,11.7,798.0,78752,32.0,33271.0,19.0,57.0,11.0,9.0,8.0,43.0,20.0,7.0,2.0,752.0,153000.0,0.8,15.0,5.0,14.0,55.0,8.0,92.0,39.0,100.0,86.0,8.0,17.0,71.0,80.0,629.0,37.0\\nSWEET BRIAR,5746,2521,5740,2.3,6,1071,1450,495,19.6,6.1,5.8,4.6,2.5,2.6,18.0,24.8,12.3,9.6,4.7,3.2,4.1,1.4,0.3,5746,2695,2521,174,27.5,9.4,611.0,78745,16.0,49243.0,7.0,40.0,11.0,7.0,6.0,33.0,8.0,7.0,2.0,990.0,166200.0,0.7,21.0,1.0,6.0,24.0,3.0,72.0,29.0,99.0,96.0,73.0,30.0,83.0,76.0,668.0,35.0\\nTECH RIDGE,15842,6499,15832,2.4,10,3613,2886,1913,29.4,7.4,6.8,6.5,4.0,2.5,9.0,21.4,16.0,13.4,4.8,3.2,3.3,1.3,0.3,15842,7202,6499,703,45.7,3.6,4380.5,78753,26.0,39593.0,20.0,60.0,10.0,9.0,16.0,78.0,14.0,17.0,4.0,826.0,134900.0,0.7,19.0,8.0,11.0,40.0,24.0,89.0,75.0,100.0,98.0,128.0,26.0,40.0,59.0,708.0,44.0\\nTRIANGLE-STATE,1707,840,1460,1.7,247,152,688,45,5.4,1.5,0.8,0.8,1.2,3.6,44.7,26.4,6.9,6.2,3.1,2.2,1.5,0.8,0.2,1707,926,840,86,3.7,5.5,311.3,78751,26.0,38624.0,11.0,14.0,6.0,9.0,2.0,11.0,13.0,1.0,0.0,865.0,292200.0,0.4,7.0,0.0,9.0,38.0,2.0,68.0,10.0,97.0,42.0,23.0,38.0,97.0,98.0,550.0,40.0\\nUNIVERSITY HILLS,4665,1787,4643,2.6,22,1084,703,433,24.2,6.9,6.2,6.5,3.6,2.4,7.7,18.5,12.7,13.2,5.7,5.4,7.0,3.8,0.7,4665,1950,1787,163,57.5,6.4,726.4,78723,29.0,41869.0,27.0,46.0,10.0,10.0,13.0,33.0,22.0,20.0,7.0,817.0,176500.0,1.3,13.0,1.0,18.0,44.0,4.0,82.0,28.0,99.0,83.0,49.0,28.0,107.0,84.0,668.0,43.0\\nUPPER BOGGY CREEK,5302,2584,5299,2.1,3,968,1616,394,15.2,5.6,3.3,2.9,1.4,1.1,12.2,31.3,15.8,10.3,5.1,3.7,3.3,2.5,1.7,5302,2809,2584,225,44.1,7.4,719.7,78722,19.0,44917.0,18.0,19.0,11.0,8.0,3.0,7.0,11.0,12.0,1.0,930.0,265100.0,0.9,6.0,0.0,8.0,31.0,1.0,65.0,6.0,97.0,37.0,8.0,40.0,127.0,98.0,590.0,33.0\\nVILLAGE AT WESTERN OAKS,10163,4035,10163,2.5,0,2763,1272,1579,39.1,8.2,8.5,7.1,3.8,1.2,3.3,14.6,19.5,16.1,6.1,4.4,4.1,2.1,1.0,10163,4114,4035,79,75.0,5.7,1780.3,78749,6.0,80956.0,13.0,20.0,7.0,4.0,7.0,5.0,1.0,1.0,0.0,1150.0,233900.0,0.3,32.0,0.0,1.0,6.0,0.0,57.0,3.0,97.0,70.0,171.0,25.0,61.0,37.0,708.0,40.0\\nWALNUT CREEK--PIONEER HILL,3012,1394,3006,2.2,6,671,723,331,23.7,8.7,6.0,4.0,2.3,1.9,11.1,27.9,14.7,11.3,4.2,2.9,3.2,1.5,0.4,3012,1541,1394,147,21.4,1.6,1903.9,78753,26.0,39593.0,20.0,60.0,10.0,9.0,16.0,78.0,14.0,17.0,4.0,826.0,134900.0,0.7,19.0,8.0,11.0,40.0,24.0,89.0,75.0,100.0,98.0,128.0,26.0,40.0,59.0,708.0,44.0\\nWEST CONGRESS,2674,1072,2674,2.5,0,583,489,295,27.5,8.2,6.6,4.7,2.9,2.9,10.3,22.1,15.1,11.6,5.4,4.0,3.5,1.9,0.6,2674,1201,1072,129,39.8,7.1,377.1,78745,16.0,49243.0,7.0,40.0,11.0,7.0,6.0,33.0,8.0,7.0,2.0,990.0,166200.0,0.7,21.0,1.0,6.0,24.0,3.0,72.0,29.0,99.0,96.0,73.0,30.0,83.0,76.0,668.0,35.0\\nWEST OAK HILL,17275,6778,17257,2.5,18,4551,2227,2304,34.0,8.1,7.6,6.1,3.7,1.9,5.2,16.1,17.0,15.6,6.9,4.8,4.5,2.0,0.6,17275,7100,6778,322,70.3,2.0,8559.2,78753,26.0,39593.0,20.0,60.0,10.0,9.0,16.0,78.0,14.0,17.0,4.0,826.0,134900.0,0.7,19.0,8.0,11.0,40.0,24.0,89.0,75.0,100.0,98.0,128.0,26.0,40.0,59.0,708.0,44.0\\nWEST UNIVERSITY,16408,6104,12492,2.0,3916,537,5567,97,1.6,0.5,0.3,0.2,0.2,21.2,66.1,7.2,1.8,1.2,0.5,0.4,0.3,0.1,0.1,16408,6471,6104,367,8.1,35.0,468.7,78705,66.0,11917.0,21.0,17.0,4.0,14.0,2.0,39.0,8.0,1.0,0.0,1088.0,292500.0,0.3,2.0,1.0,6.0,23.0,10.0,57.0,38.0,94.0,79.0,49.0,70.0,40.0,100.0,511.0,30.0\\nWESTGATE,3914,1675,3765,2.2,149,835,840,376,22.4,7.0,6.5,5.2,3.6,2.0,7.2,16.0,13.5,11.3,5.0,3.7,6.0,7.5,5.5,3914,1790,1675,115,38.2,7.2,540.2,78745,16.0,49243.0,7.0,40.0,11.0,7.0,6.0,33.0,8.0,7.0,2.0,990.0,166200.0,0.7,21.0,1.0,6.0,24.0,3.0,72.0,29.0,99.0,96.0,73.0,30.0,83.0,76.0,668.0,35.0\\nWESTOVER HILLS,7626,4012,7616,1.9,10,1774,2238,678,16.9,4.1,4.1,4.2,2.8,1.2,7.6,17.1,13.0,13.6,6.9,6.0,9.6,7.0,2.7,7626,4353,4012,341,58.1,6.2,1230.6,78759,7.0,65672.0,18.0,11.0,8.0,7.0,2.0,13.0,3.0,1.0,0.0,962.0,307800.0,0.2,1.0,2.0,2.0,18.0,3.0,75.0,13.0,99.0,45.0,60.0,7.0,60.0,28.0,629.0,40.0\\nWINDSOR HILLS,7089,2275,6908,3.0,181,1488,787,766,33.7,8.9,8.5,6.5,3.9,2.5,8.0,16.0,13.8,11.8,4.3,4.4,5.2,3.9,2.2,7089,2449,2275,174,51.6,9.0,790.5,78753,26.0,39593.0,20.0,60.0,10.0,9.0,16.0,78.0,14.0,17.0,4.0,826.0,134900.0,0.7,19.0,8.0,11.0,40.0,24.0,89.0,75.0,100.0,98.0,128.0,26.0,40.0,59.0,708.0,44.0\\nWINDSOR PARK,15086,5599,15007,2.7,79,3167,2432,1607,28.7,9.3,7.3,5.5,3.2,2.7,9.1,20.5,14.7,12.0,4.4,3.5,3.7,2.9,1.1,15086,6528,5599,929,40.1,9.8,1532.3,78723,29.0,41869.0,27.0,46.0,10.0,10.0,13.0,33.0,22.0,20.0,7.0,817.0,176500.0,1.3,13.0,1.0,18.0,44.0,4.0,82.0,28.0,99.0,83.0,49.0,28.0,107.0,84.0,668.0,43.0\\nWINDSOR ROAD,2985,1225,2968,2.4,17,769,456,433,35.3,8.8,8.3,5.9,3.4,1.3,3.9,12.5,16.5,15.1,7.9,7.0,5.2,2.7,1.4,2985,1342,1225,117,77.8,5.5,545.6,78703,10.0,92606.0,9.0,9.0,6.0,4.0,4.0,3.0,11.0,0.0,0.0,1183.0,621900.0,0.4,1.0,0.0,8.0,25.0,0.0,51.0,2.0,92.0,13.0,7.0,65.0,104.0,67.0,629.0,25.0\\nWOOTEN,5339,2027,5331,2.6,8,1197,830,602,29.7,9.1,7.9,5.1,2.7,2.3,8.1,21.9,15.9,11.6,4.3,2.9,3.6,3.4,1.2,5339,2257,2027,230,43.6,8.6,621.0,78757,16.0,55156.0,5.0,25.0,10.0,6.0,5.0,21.0,8.0,4.0,1.0,895.0,253300.0,0.7,10.0,2.0,6.0,32.0,8.0,75.0,21.0,100.0,56.0,103.0,24.0,93.0,79.0,590.0,36.0\\nZILKER,5779,3174,5728,1.8,51,1155,2019,511,16.1,5.0,3.7,3.4,1.7,0.8,5.9,26.9,19.8,14.2,7.0,4.9,3.8,1.9,1.1,5779,3652,3174,478,47.6,7.7,747.0,78704,21.0,50248.0,7.0,30.0,9.0,7.0,3.0,13.0,12.0,13.0,1.0,940.0,338200.0,0.4,9.0,0.0,11.0,26.0,2.0,76.0,13.0,99.0,33.0,33.0,40.0,126.0,76.0,629.0,33.0\\n'"
+      ]
+     },
+     "execution_count": 302,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "result.to_csv(index=False)\n",
+    "# d = pd.read_csv('data_for_real')\n",
+    "# d.dtypes\n",
+    "# # len(d)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 225,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "col_names = list(d)\n",
+    "features = d[col_names[1:]]\n",
+    "labels = d[col_names[:1]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 296,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scaler = StandardScaler()\n",
+    "pca = PCA()\n",
+    "knc = KNeighborsClassifier(n_neighbors=1)\n",
+    "pipe = Pipeline(steps=[('scaler', scaler), ('pca', pca), ('knc', knc)])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 314,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Zilli\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\data.py:625: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64 by StandardScaler.\n",
+      "  return self.partial_fit(X, y)\n",
+      "C:\\Users\\Zilli\\Anaconda3\\lib\\site-packages\\sklearn\\base.py:465: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64 by StandardScaler.\n",
+      "  return self.fit(X, y, **fit_params).transform(X)\n",
+      "C:\\Users\\Zilli\\Anaconda3\\lib\\site-packages\\sklearn\\pipeline.py:267: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
+      "  self._final_estimator.fit(Xt, y, **fit_params)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(memory=None,\n",
+       "     steps=[('scaler', StandardScaler(copy=True, with_mean=True, with_std=True)), ('pca', PCA(copy=True, iterated_power='auto', n_components=None, random_state=None,\n",
+       "  svd_solver='auto', tol=0.0, whiten=False)), ('knc', KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n",
+       "           metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n",
+       "           weights='uniform'))])"
+      ]
+     },
+     "execution_count": 314,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "d = pd.read_csv('data_for_real')\n",
+    "pipe.fit(X=features, y=labels)\n",
+    "# knc.fit(X=features, y=labels)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 315,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['ZILKER', 5779, 3174, 5728, 1.8, 51, 1155, 2019, 511, 16.1, 5.0, 3.7, 3.4, 1.7, 0.8, 5.9, 26.9, 19.8, 14.2, 7.0, 4.9, 3.8, 1.9, 1.1, 5779, 3652, 3174, 478, 47.6, 7.7, 747.0, 78704, 21.0, 50248.0, 7.0, 30.0, 9.0, 7.0, 3.0, 13.0, 12.0, 13.0, 1.0, 940.0, 338200.0, 0.4, 9.0, 0.0, 11.0, 26.0, 2.0, 76.0, 13.0, 99.0, 33.0, 33.0, 40.0, 126.0, 76.0, 629.0, 33.0]\n",
+      "[[5.7790e+03 3.1740e+03 5.7280e+03 1.8000e+00 5.1000e+01 1.1550e+03\n",
+      "  2.0190e+03 5.1100e+02 1.6100e+01 5.0000e+00 3.7000e+00 3.4000e+00\n",
+      "  1.7000e+00 8.0000e-01 5.9000e+00 2.6900e+01 1.9800e+01 1.4200e+01\n",
+      "  7.0000e+00 4.9000e+00 3.8000e+00 1.9000e+00 1.1000e+00 5.7790e+03\n",
+      "  3.6520e+03 3.1740e+03 4.7800e+02 4.7600e+01 7.7000e+00 7.4700e+02\n",
+      "  7.8704e+04 2.1000e+01 5.0248e+04 7.0000e+00 3.0000e+01 9.0000e+00\n",
+      "  7.0000e+00 3.0000e+00 1.3000e+01 1.2000e+01 1.3000e+01 1.0000e+00\n",
+      "  9.4000e+02 3.3820e+05 4.0000e-01 9.0000e+00 0.0000e+00 1.1000e+01\n",
+      "  2.6000e+01 2.0000e+00 7.6000e+01 1.3000e+01 9.9000e+01 3.3000e+01\n",
+      "  3.3000e+01 4.0000e+01 1.2600e+02 7.6000e+01 6.2900e+02 3.3000e+01]]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "array(['ZILKER'], dtype=object)"
+      ]
+     },
+     "execution_count": 315,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\n",
+    "row = list(d.iloc[91])\n",
+    "print(row)\n",
+    "row = row[1:]\n",
+    "record = np.reshape(a=row, newshape=(1, -1))\n",
+    "print(record)\n",
+    "pipe.predict(X=record)\n",
+    "# knc.predict(X=record)[0]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 321,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Neighborhood Reporting Area                                                       object\n",
+      "Total Population                                                                   int64\n",
+      "Total Households                                                                   int64\n",
+      "Population in Households                                                           int64\n",
+      "Household Size                                                                   float64\n",
+      "Population in Group Quarters                                                       int64\n",
+      "Family Households                                                                  int64\n",
+      "Non-Family Households                                                              int64\n",
+      "Families with Children                                                             int64\n",
+      "Percent of All Households: Families with Children                                float64\n",
+      "0--4                                                                             float64\n",
+      "5--9                                                                             float64\n",
+      "10--14                                                                           float64\n",
+      "15--17                                                                           float64\n",
+      "18--19                                                                           float64\n",
+      "20--24                                                                           float64\n",
+      "25--34                                                                           float64\n",
+      "35--44                                                                           float64\n",
+      "45--54                                                                           float64\n",
+      "55--59                                                                           float64\n",
+      "60--64                                                                           float64\n",
+      "65--74                                                                           float64\n",
+      "75--84                                                                           float64\n",
+      "85 Plus                                                                          float64\n",
+      "Population                                                                         int64\n",
+      "Total units                                                                        int64\n",
+      "Occupied units                                                                     int64\n",
+      "Vacant units                                                                       int64\n",
+      "Percent owner occupied                                                           float64\n",
+      "Person per acre                                                                  float64\n",
+      "                                                                                  ...   \n",
+      "Zip Code                                                                           int64\n",
+      "Population below poverty level                                                   float64\n",
+      "Median household income                                                          float64\n",
+      "Non-White, Non-Hispanic or Latino                                                float64\n",
+      "Hispanic or Latino, of any race                                                  float64\n",
+      "Population with disability                                                       float64\n",
+      "Unemployment                                                                     float64\n",
+      "Large households (5+ members)                                                    float64\n",
+      "Homes affordable to people earning less than $50,000                             float64\n",
+      "Rentals affordable to people earning less than $25,000                           float64\n",
+      "Rent-restricted units                                                            float64\n",
+      "Housing Choice Voucher holders                                                   float64\n",
+      "Median rent                                                                      float64\n",
+      "Median home value                                                                float64\n",
+      "Percentage of rental units in poor condition                                     float64\n",
+      "Percent change in number of housing units, 2000-2012                             float64\n",
+      "Owner units affordable to average retail/service worker                          float64\n",
+      "Rental units affordable to average retail/service worker                         float64\n",
+      "Rental units affordable to average artist                                        float64\n",
+      "Owner units affordable to average artist                                         float64\n",
+      "Rental units affordable to average teacher                                       float64\n",
+      "Owner units affordable to average teacher                                        float64\n",
+      "Rental units affordable to average tech worker                                   float64\n",
+      "Owner units affordable to average tech worker                                    float64\n",
+      "Change in percentage of population below poverty, 2000-2012                      float64\n",
+      "Change in median rent, 2000-2012                                                 float64\n",
+      "Change in median home value, 2000-2012                                           float64\n",
+      "Percentage of homes within 1/4-mi of transit stop                                float64\n",
+      "Average monthly transportation cost                                              float64\n",
+      "Percentage of housing and transportation costs that is transportation-related    float64\n",
+      "Length: 61, dtype: object\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Neighborhood Reporting Area</th>\n",
+       "      <th>Total Population</th>\n",
+       "      <th>Total Households</th>\n",
+       "      <th>Population in Households</th>\n",
+       "      <th>Household Size</th>\n",
+       "      <th>Population in Group Quarters</th>\n",
+       "      <th>Family Households</th>\n",
+       "      <th>Non-Family Households</th>\n",
+       "      <th>Families with Children</th>\n",
+       "      <th>Percent of All Households: Families with Children</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Rental units affordable to average teacher</th>\n",
+       "      <th>Owner units affordable to average teacher</th>\n",
+       "      <th>Rental units affordable to average tech worker</th>\n",
+       "      <th>Owner units affordable to average tech worker</th>\n",
+       "      <th>Change in percentage of population below poverty, 2000-2012</th>\n",
+       "      <th>Change in median rent, 2000-2012</th>\n",
+       "      <th>Change in median home value, 2000-2012</th>\n",
+       "      <th>Percentage of homes within 1/4-mi of transit stop</th>\n",
+       "      <th>Average monthly transportation cost</th>\n",
+       "      <th>Percentage of housing and transportation costs that is transportation-related</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>ALLENDALE</td>\n",
+       "      <td>6643</td>\n",
+       "      <td>3263</td>\n",
+       "      <td>6621</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1650</td>\n",
+       "      <td>1613</td>\n",
+       "      <td>723</td>\n",
+       "      <td>22.2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>36.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>ANDERSON MILL</td>\n",
+       "      <td>28473</td>\n",
+       "      <td>10904</td>\n",
+       "      <td>28368</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>105</td>\n",
+       "      <td>7812</td>\n",
+       "      <td>3092</td>\n",
+       "      <td>4037</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>104.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>747.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>AVERY RANCH--LAKELINE</td>\n",
+       "      <td>14785</td>\n",
+       "      <td>5681</td>\n",
+       "      <td>14785</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3878</td>\n",
+       "      <td>1803</td>\n",
+       "      <td>2472</td>\n",
+       "      <td>43.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>638.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>47.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>BARTON HILLS</td>\n",
+       "      <td>8022</td>\n",
+       "      <td>4614</td>\n",
+       "      <td>7890</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>132</td>\n",
+       "      <td>1445</td>\n",
+       "      <td>3169</td>\n",
+       "      <td>556</td>\n",
+       "      <td>12.1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>BOULDIN</td>\n",
+       "      <td>5510</td>\n",
+       "      <td>2694</td>\n",
+       "      <td>5468</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>42</td>\n",
+       "      <td>1024</td>\n",
+       "      <td>1670</td>\n",
+       "      <td>489</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>629.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 61 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Neighborhood Reporting Area  Total Population  Total Households  \\\n",
+       "0                   ALLENDALE              6643              3263   \n",
+       "1               ANDERSON MILL             28473             10904   \n",
+       "2       AVERY RANCH--LAKELINE             14785              5681   \n",
+       "3                BARTON HILLS              8022              4614   \n",
+       "4                     BOULDIN              5510              2694   \n",
+       "\n",
+       "   Population in Households  Household Size  Population in Group Quarters  \\\n",
+       "0                      6621             2.0                            22   \n",
+       "1                     28368             2.6                           105   \n",
+       "2                     14785             2.6                             0   \n",
+       "3                      7890             1.7                           132   \n",
+       "4                      5468             2.0                            42   \n",
+       "\n",
+       "   Family Households  Non-Family Households  Families with Children  \\\n",
+       "0               1650                   1613                     723   \n",
+       "1               7812                   3092                    4037   \n",
+       "2               3878                   1803                    2472   \n",
+       "3               1445                   3169                     556   \n",
+       "4               1024                   1670                     489   \n",
+       "\n",
+       "   Percent of All Households: Families with Children  \\\n",
+       "0                                               22.2   \n",
+       "1                                               37.0   \n",
+       "2                                               43.5   \n",
+       "3                                               12.1   \n",
+       "4                                               18.2   \n",
+       "\n",
+       "                                       ...                                        \\\n",
+       "0                                      ...                                         \n",
+       "1                                      ...                                         \n",
+       "2                                      ...                                         \n",
+       "3                                      ...                                         \n",
+       "4                                      ...                                         \n",
+       "\n",
+       "   Rental units affordable to average teacher  \\\n",
+       "0                                        75.0   \n",
+       "1                                        70.0   \n",
+       "2                                        70.0   \n",
+       "3                                        76.0   \n",
+       "4                                        76.0   \n",
+       "\n",
+       "   Owner units affordable to average teacher  \\\n",
+       "0                                       21.0   \n",
+       "1                                       15.0   \n",
+       "2                                        6.0   \n",
+       "3                                       13.0   \n",
+       "4                                       13.0   \n",
+       "\n",
+       "   Rental units affordable to average tech worker  \\\n",
+       "0                                           100.0   \n",
+       "1                                            99.0   \n",
+       "2                                            98.0   \n",
+       "3                                            99.0   \n",
+       "4                                            99.0   \n",
+       "\n",
+       "   Owner units affordable to average tech worker  \\\n",
+       "0                                           56.0   \n",
+       "1                                           51.0   \n",
+       "2                                           67.0   \n",
+       "3                                           33.0   \n",
+       "4                                           33.0   \n",
+       "\n",
+       "   Change in percentage of population below poverty, 2000-2012  \\\n",
+       "0                                              103.0             \n",
+       "1                                              104.0             \n",
+       "2                                              638.0             \n",
+       "3                                               33.0             \n",
+       "4                                               33.0             \n",
+       "\n",
+       "   Change in median rent, 2000-2012  Change in median home value, 2000-2012  \\\n",
+       "0                              24.0                                    93.0   \n",
+       "1                              20.0                                    64.0   \n",
+       "2                               2.0                                    33.0   \n",
+       "3                              40.0                                   126.0   \n",
+       "4                              40.0                                   126.0   \n",
+       "\n",
+       "   Percentage of homes within 1/4-mi of transit stop  \\\n",
+       "0                                               79.0   \n",
+       "1                                               21.0   \n",
+       "2                                                3.0   \n",
+       "3                                               76.0   \n",
+       "4                                               76.0   \n",
+       "\n",
+       "   Average monthly transportation cost  \\\n",
+       "0                                590.0   \n",
+       "1                                747.0   \n",
+       "2                                708.0   \n",
+       "3                                629.0   \n",
+       "4                                629.0   \n",
+       "\n",
+       "   Percentage of housing and transportation costs that is transportation-related  \n",
+       "0                                               36.0                              \n",
+       "1                                               33.0                              \n",
+       "2                                               47.0                              \n",
+       "3                                               33.0                              \n",
+       "4                                               33.0                              \n",
+       "\n",
+       "[5 rows x 61 columns]"
+      ]
+     },
+     "execution_count": 321,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "d = pd.read_csv('data_for_real.csv')\n",
+    "# d = d[list(d)[:1] + list(d)[3:6] + list(d)[9:10] + list(d)[24:31] + list(d)[32:]]\n",
+    "print()\n",
+    "print(d.dtypes)\n",
+    "d.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 348,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Neighborhood</th>\n",
+       "      <th>Majority Age</th>\n",
+       "      <th>Neighborhood Size</th>\n",
+       "      <th>House Size</th>\n",
+       "      <th>Family Percentage</th>\n",
+       "      <th>Vacancy</th>\n",
+       "      <th>Income</th>\n",
+       "      <th>Rent</th>\n",
+       "      <th>Home Value</th>\n",
+       "      <th>Transit Closeness</th>\n",
+       "      <th>Transit Cost</th>\n",
+       "      <th>Rent Increase</th>\n",
+       "      <th>Home Value Increase</th>\n",
+       "      <th>Density</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>ALLENDALE</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>ANDERSON MILL</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>AVERY RANCH--LAKELINE</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>BARTON HILLS</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>BOULDIN</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>BRENTWOOD</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>BRODIE LANE</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>BULL CREEK</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>CENTRAL EAST AUSTIN</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>CENTRAL WEST AUSTIN</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>CHERRY CREEK</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>CHESTNUT</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>CIRCLE C SOUTH</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>CORONADO HILLS</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>CRESTVIEW</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>DAVENPORT--LAKE AUSTIN</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>DAWSON</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>DECKER LAKE</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>DITTMAR--SLAUGHTER</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>DOWNTOWN</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>EAST CESAR CHAVEZ</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>EAST CONGRESS</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>EAST OAK HILL</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>FOUR POINTS</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>FRANKLIN PARK</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>GALINDO</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>GARRISON PARK</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>GATEWAY</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>GEORGIA ACRES</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>GOVALLE</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62</th>\n",
+       "      <td>ROBINSON RANCH</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63</th>\n",
+       "      <td>ROGERS HILL</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>64</th>\n",
+       "      <td>ROSEDALE</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65</th>\n",
+       "      <td>ROSEWOOD</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66</th>\n",
+       "      <td>SAMSUNG--PIONEER CROSSING</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>SLAUGHTER CREEK</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>SOUTH BRODIE</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>69</th>\n",
+       "      <td>SOUTH LAMAR</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70</th>\n",
+       "      <td>SOUTH MANCHACA</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>71</th>\n",
+       "      <td>SOUTH RIVER CITY</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>72</th>\n",
+       "      <td>SPICEWOOD</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>73</th>\n",
+       "      <td>ST. EDWARDS</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74</th>\n",
+       "      <td>ST. JOHN</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75</th>\n",
+       "      <td>SWEET BRIAR</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>TECH RIDGE</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>TRIANGLE-STATE</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>UNIVERSITY HILLS</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>UPPER BOGGY CREEK</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80</th>\n",
+       "      <td>VILLAGE AT WESTERN OAKS</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>81</th>\n",
+       "      <td>WALNUT CREEK--PIONEER HILL</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82</th>\n",
+       "      <td>WEST CONGRESS</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>83</th>\n",
+       "      <td>WEST OAK HILL</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>WEST UNIVERSITY</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>WESTGATE</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>WESTOVER HILLS</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>WINDSOR HILLS</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88</th>\n",
+       "      <td>WINDSOR PARK</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>WINDSOR ROAD</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>90</th>\n",
+       "      <td>WOOTEN</td>\n",
+       "      <td>1.666667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>ZILKER</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>92 rows × 14 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  Neighborhood  Majority Age  Neighborhood Size  House Size  \\\n",
+       "0                    ALLENDALE      3.333333                  2           1   \n",
+       "1                ANDERSON MILL      3.333333                  5           2   \n",
+       "2        AVERY RANCH--LAKELINE      3.333333                  3           2   \n",
+       "3                 BARTON HILLS      1.666667                  2           0   \n",
+       "4                      BOULDIN      1.666667                  1           1   \n",
+       "5                    BRENTWOOD      1.666667                  2           0   \n",
+       "6                  BRODIE LANE      1.666667                  2           1   \n",
+       "7                   BULL CREEK      5.000000                  2           1   \n",
+       "8          CENTRAL EAST AUSTIN      1.666667                  1           1   \n",
+       "9          CENTRAL WEST AUSTIN      3.333333                  2           1   \n",
+       "10                CHERRY CREEK      1.666667                  4           1   \n",
+       "11                    CHESTNUT      1.666667                  1           1   \n",
+       "12              CIRCLE C SOUTH      3.333333                  2           3   \n",
+       "13              CORONADO HILLS      1.666667                  1           2   \n",
+       "14                   CRESTVIEW      3.333333                  1           0   \n",
+       "15      DAVENPORT--LAKE AUSTIN      3.333333                  1           2   \n",
+       "16                      DAWSON      1.666667                  1           1   \n",
+       "17                 DECKER LAKE      3.333333                  1           4   \n",
+       "18          DITTMAR--SLAUGHTER      1.666667                  3           2   \n",
+       "19                    DOWNTOWN      1.666667                  2           0   \n",
+       "20           EAST CESAR CHAVEZ      1.666667                  1           1   \n",
+       "21               EAST CONGRESS      1.666667                  1           1   \n",
+       "22               EAST OAK HILL      1.666667                  3           1   \n",
+       "23                 FOUR POINTS      1.666667                  2           0   \n",
+       "24               FRANKLIN PARK      1.666667                  2           4   \n",
+       "25                     GALINDO      1.666667                  1           1   \n",
+       "26               GARRISON PARK      1.666667                  3           1   \n",
+       "27                     GATEWAY      1.666667                  1           0   \n",
+       "28               GEORGIA ACRES      1.666667                  2           2   \n",
+       "29                     GOVALLE      1.666667                  1           2   \n",
+       "..                         ...           ...                ...         ...   \n",
+       "62              ROBINSON RANCH      1.666667                  1           0   \n",
+       "63                 ROGERS HILL      1.666667                  2           4   \n",
+       "64                    ROSEDALE      3.333333                  2           0   \n",
+       "65                    ROSEWOOD      1.666667                  1           2   \n",
+       "66   SAMSUNG--PIONEER CROSSING      1.666667                  1           2   \n",
+       "67             SLAUGHTER CREEK      1.666667                  2           1   \n",
+       "68                SOUTH BRODIE      3.333333                  2           2   \n",
+       "69                 SOUTH LAMAR      1.666667                  2           0   \n",
+       "70              SOUTH MANCHACA      3.333333                  2           1   \n",
+       "71            SOUTH RIVER CITY      1.666667                  2           0   \n",
+       "72                   SPICEWOOD      3.333333                  1           2   \n",
+       "73                 ST. EDWARDS      1.666667                  1           1   \n",
+       "74                    ST. JOHN      1.666667                  2           2   \n",
+       "75                 SWEET BRIAR      1.666667                  1           1   \n",
+       "76                  TECH RIDGE      1.666667                  3           1   \n",
+       "77              TRIANGLE-STATE      1.666667                  1           0   \n",
+       "78            UNIVERSITY HILLS      1.666667                  1           2   \n",
+       "79           UPPER BOGGY CREEK      1.666667                  1           1   \n",
+       "80     VILLAGE AT WESTERN OAKS      3.333333                  2           2   \n",
+       "81  WALNUT CREEK--PIONEER HILL      1.666667                  1           1   \n",
+       "82               WEST CONGRESS      1.666667                  1           2   \n",
+       "83               WEST OAK HILL      3.333333                  3           2   \n",
+       "84             WEST UNIVERSITY      1.666667                  3           1   \n",
+       "85                    WESTGATE      5.000000                  1           1   \n",
+       "86              WESTOVER HILLS      5.000000                  2           0   \n",
+       "87               WINDSOR HILLS      1.666667                  1           3   \n",
+       "88                WINDSOR PARK      1.666667                  3           2   \n",
+       "89                WINDSOR ROAD      3.333333                  1           1   \n",
+       "90                      WOOTEN      1.666667                  1           2   \n",
+       "91                      ZILKER      3.333333                  2           0   \n",
+       "\n",
+       "    Family Percentage  Vacancy  Income  Rent  Home Value  Transit Closeness  \\\n",
+       "0                   1        0       1     0           1                  3   \n",
+       "1                   3        0       2     1           1                  0   \n",
+       "2                   3        0       3     1           1                  0   \n",
+       "3                   1        0       1     0           2                  3   \n",
+       "4                   1        0       1     0           2                  3   \n",
+       "5                   1        0       1     0           1                  3   \n",
+       "6                   2        0       2     1           0                  1   \n",
+       "7                   2        0       1     0           1                  3   \n",
+       "8                   1        0       0     0           0                  4   \n",
+       "9                   2        0       3     1           4                  3   \n",
+       "10                  2        0       1     0           0                  3   \n",
+       "11                  1        0       0     0           0                  4   \n",
+       "12                  4        0       4     4           2                  0   \n",
+       "13                  2        0       0     0           0                  3   \n",
+       "14                  1        1       1     0           1                  3   \n",
+       "15                  3        0       4     1           4                  0   \n",
+       "16                  1        0       1     0           2                  3   \n",
+       "17                  4        0       1     0           0                  0   \n",
+       "18                  2        0       1     0           0                  3   \n",
+       "19                  0        2       2     3           2                  4   \n",
+       "20                  1        0       0     0           0                  4   \n",
+       "21                  1        0       1     0           2                  3   \n",
+       "22                  1        0       2     1           2                  0   \n",
+       "23                  1        0       4     1           4                  0   \n",
+       "24                  4        0       1     0           0                  3   \n",
+       "25                  1        0       1     0           2                  3   \n",
+       "26                  1        0       1     0           0                  3   \n",
+       "27                  0        0       2     0           1                  1   \n",
+       "28                  2        1       1     0           0                  2   \n",
+       "29                  2        0       0     0           0                  4   \n",
+       "..                ...      ...     ...   ...         ...                ...   \n",
+       "62                  1        0       1     1           0                  0   \n",
+       "63                  4        0       1     0           0                  0   \n",
+       "64                  1        0       2     0           2                  4   \n",
+       "65                  2        0       0     0           0                  4   \n",
+       "66                  2        0       1     0           0                  0   \n",
+       "67                  2        0       2     1           0                  1   \n",
+       "68                  3        0       2     1           0                  1   \n",
+       "69                  1        0       1     0           2                  3   \n",
+       "70                  1        0       1     0           0                  3   \n",
+       "71                  1        0       1     0           2                  3   \n",
+       "72                  3        0       1     0           0                  3   \n",
+       "73                  1        0       1     0           2                  3   \n",
+       "74                  2        1       0     0           0                  3   \n",
+       "75                  1        0       1     0           0                  3   \n",
+       "76                  2        0       1     0           0                  2   \n",
+       "77                  0        0       1     0           1                  4   \n",
+       "78                  2        0       1     0           0                  4   \n",
+       "79                  1        0       1     0           1                  4   \n",
+       "80                  3        0       3     1           1                  1   \n",
+       "81                  1        0       1     0           0                  2   \n",
+       "82                  2        0       1     0           0                  3   \n",
+       "83                  2        0       1     0           0                  2   \n",
+       "84                  0        0       0     1           1                  4   \n",
+       "85                  1        0       1     0           0                  3   \n",
+       "86                  1        0       2     0           1                  1   \n",
+       "87                  2        0       1     0           0                  2   \n",
+       "88                  2        1       1     0           0                  4   \n",
+       "89                  2        0       3     1           4                  3   \n",
+       "90                  2        0       1     0           1                  3   \n",
+       "91                  1        1       1     0           2                  3   \n",
+       "\n",
+       "    Transit Cost  Rent Increase  Home Value Increase  Density  \n",
+       "0              2              1                    1        0  \n",
+       "1              4              0                    0        0  \n",
+       "2              3              0                    0        0  \n",
+       "3              2              1                    2        0  \n",
+       "4              2              1                    2        1  \n",
+       "5              2              1                    1        1  \n",
+       "6              4              1                    0        0  \n",
+       "7              2              1                    1        0  \n",
+       "8              2              3                    4        1  \n",
+       "9              2              2                    2        0  \n",
+       "10             3              1                    1        1  \n",
+       "11             2              3                    4        1  \n",
+       "12             4              0                    1        0  \n",
+       "13             2              0                    1        1  \n",
+       "14             2              1                    1        0  \n",
+       "15             4              1                    1        0  \n",
+       "16             2              1                    2        1  \n",
+       "17             4              1                    0        0  \n",
+       "18             3              1                    1        0  \n",
+       "19             0              4                    0        0  \n",
+       "20             2              3                    4        1  \n",
+       "21             2              1                    2        0  \n",
+       "22             4              0                    1        0  \n",
+       "23             4              0                    0        0  \n",
+       "24             3              1                    0        1  \n",
+       "25             2              1                    2        1  \n",
+       "26             3              1                    1        1  \n",
+       "27             2              0                    0        0  \n",
+       "28             3              1                    0        1  \n",
+       "29             2              3                    4        0  \n",
+       "..           ...            ...                  ...      ...  \n",
+       "62             4              0                    0        0  \n",
+       "63             4              1                    0        0  \n",
+       "64             1              2                    1        0  \n",
+       "65             2              3                    4        1  \n",
+       "66             3              1                    0        0  \n",
+       "67             4              1                    0        0  \n",
+       "68             4              1                    0        0  \n",
+       "69             2              1                    2        1  \n",
+       "70             3              1                    1        1  \n",
+       "71             2              1                    2        1  \n",
+       "72             3              1                    0        0  \n",
+       "73             2              1                    2        1  \n",
+       "74             2              0                    1        1  \n",
+       "75             3              1                    1        1  \n",
+       "76             3              1                    0        0  \n",
+       "77             1              1                    1        0  \n",
+       "78             3              1                    2        0  \n",
+       "79             2              1                    2        1  \n",
+       "80             3              1                    0        0  \n",
+       "81             3              1                    0        0  \n",
+       "82             3              1                    1        1  \n",
+       "83             3              1                    0        0  \n",
+       "84             1              3                    0        4  \n",
+       "85             3              1                    1        1  \n",
+       "86             2              0                    0        0  \n",
+       "87             3              1                    0        1  \n",
+       "88             3              1                    2        1  \n",
+       "89             2              2                    2        0  \n",
+       "90             2              1                    1        1  \n",
+       "91             2              1                    2        1  \n",
+       "\n",
+       "[92 rows x 14 columns]"
+      ]
+     },
+     "execution_count": 348,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "nd = pd.DataFrame()\n",
+    "\n",
+    "nd['Neighborhood'] = d['Neighborhood Reporting Area']\n",
+    "\n",
+    "def find_majority_age_group(row):\n",
+    "    g1 = row['18--19'] + row['20--24'] + row['25--34']\n",
+    "    g2 = row['35--44'] + row['45--54']\n",
+    "    g3 = row['55--59'] + row['60--64'] + row['65--74'] + row['75--84'] + row['85 Plus']\n",
+    "#     print()\n",
+    "#     print(g1)\n",
+    "#     print(g2)\n",
+    "#     print(g3)\n",
+    "    if g1 >= g2 and g1 >= g3:\n",
+    "        return 1\n",
+    "    if g2 >= g1 and g2 >= g3:\n",
+    "        return 2\n",
+    "    if g3 >= g1 and g3 >= g2:\n",
+    "        return 3\n",
+    "nd['Majority Age'] = d.apply(lambda row: find_majority_age_group(row), axis=1)\n",
+    "\n",
+    "pop_class = pd.cut(d['Total Population'], bins=5, labels=[1, 2, 3, 4, 5], retbins=True)[0]\n",
+    "house_class = pd.cut(d['Total Households'], bins=5, labels=[1, 2, 3, 4, 5], retbins=True)[0]\n",
+    "comb_class = []\n",
+    "for i in range(len(pop_class)):\n",
+    "    comb_class.append((pop_class[i] + house_class[i])//2)\n",
+    "nd['Neighborhood Size'] = comb_class\n",
+    "\n",
+    "house_size_class = pd.cut(d['Household Size'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['House Size'] = house_size_class\n",
+    "\n",
+    "family_class = pd.cut(d['Percent of All Households: Families with Children'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['Family Percentage'] = family_class\n",
+    "\n",
+    "d['Percent Vacant'] = d.apply(lambda row: row['Vacant units']/row['Total units'], axis=1)\n",
+    "vacancy_class = pd.cut(d['Percent Vacant'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['Vacancy'] = vacancy_class\n",
+    "\n",
+    "income_class = pd.cut(d['Median household income'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['Income'] = income_class\n",
+    "\n",
+    "rent_class = pd.cut(d['Median rent'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['Rent'] = rent_class\n",
+    "\n",
+    "home_value_class = pd.cut(d['Median home value'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['Home Value'] = home_value_class\n",
+    "\n",
+    "nd['Transit Closeness'] = pd.cut(d['Percentage of homes within 1/4-mi of transit stop'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "nd['Transit Cost'] = pd.cut(d['Average monthly transportation cost'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "nd['Transit Closeness'] = pd.cut(d['Percentage of homes within 1/4-mi of transit stop'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "nd['Rent Increase'] = pd.cut(d['Change in median rent, 2000-2012'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "nd['Home Value Increase'] = pd.cut(d['Change in median home value, 2000-2012'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "nd['Density'] = pd.cut(d['Person per acre'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "# nd['Tech Worker Affordabable'] = d.apply(lambda row: (row[]+row[])/200, axis=1)\n",
+    "\n",
+    "nd['Majority Age'] = nd['Majority Age'].apply(lambda a: a*(5/3))\n",
+    "\n",
+    "nd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 347,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Zilli\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\data.py:625: DataConversionWarning: Data with input dtype int64 were all converted to float64 by StandardScaler.\n",
+      "  return self.partial_fit(X, y)\n",
+      "C:\\Users\\Zilli\\Anaconda3\\lib\\site-packages\\sklearn\\base.py:465: DataConversionWarning: Data with input dtype int64 were all converted to float64 by StandardScaler.\n",
+      "  return self.fit(X, y, **fit_params).transform(X)\n",
+      "C:\\Users\\Zilli\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_function_transformer.py:201: RuntimeWarning: invalid value encountered in log1p\n",
+      "  **(kw_args if kw_args else {}))\n"
+     ]
+    },
+    {
+     "ename": "ValueError",
+     "evalue": "Input contains NaN, infinity or a value too large for dtype('float64').",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-347-34064269dece>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     27\u001b[0m \u001b[0mlabels\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnd\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcol_names\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     28\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 29\u001b[1;33m \u001b[0mpipe\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfeatures\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     30\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     31\u001b[0m \u001b[0mrow\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\u001b[0m in \u001b[0;36mfit\u001b[1;34m(self, X, y, **fit_params)\u001b[0m\n\u001b[0;32m    263\u001b[0m             \u001b[0mThis\u001b[0m \u001b[0mestimator\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    264\u001b[0m         \"\"\"\n\u001b[1;32m--> 265\u001b[1;33m         \u001b[0mXt\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfit_params\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_fit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mfit_params\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    266\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_final_estimator\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    267\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_final_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mXt\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mfit_params\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\u001b[0m in \u001b[0;36m_fit\u001b[1;34m(self, X, y, **fit_params)\u001b[0m\n\u001b[0;32m    228\u001b[0m                 Xt, fitted_transformer = fit_transform_one_cached(\n\u001b[0;32m    229\u001b[0m                     \u001b[0mcloned_transformer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mXt\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 230\u001b[1;33m                     **fit_params_steps[name])\n\u001b[0m\u001b[0;32m    231\u001b[0m                 \u001b[1;31m# Replace the transformer of the step with the fitted\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    232\u001b[0m                 \u001b[1;31m# transformer. This is necessary when loading the transformer\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\sklearn\\externals\\joblib\\memory.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m    340\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    341\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__call__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 342\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    343\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    344\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mcall_and_shelve\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\u001b[0m in \u001b[0;36m_fit_transform_one\u001b[1;34m(transformer, X, y, weight, **fit_params)\u001b[0m\n\u001b[0;32m    612\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_fit_transform_one\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtransformer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mweight\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mfit_params\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    613\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtransformer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'fit_transform'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 614\u001b[1;33m         \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtransformer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit_transform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mfit_params\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    615\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    616\u001b[0m         \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtransformer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mfit_params\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\sklearn\\decomposition\\pca.py\u001b[0m in \u001b[0;36mfit_transform\u001b[1;34m(self, X, y)\u001b[0m\n\u001b[0;32m    357\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    358\u001b[0m         \"\"\"\n\u001b[1;32m--> 359\u001b[1;33m         \u001b[0mU\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mS\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mV\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_fit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    360\u001b[0m         \u001b[0mU\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mU\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m:\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mn_components_\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    361\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\sklearn\\decomposition\\pca.py\u001b[0m in \u001b[0;36m_fit\u001b[1;34m(self, X)\u001b[0m\n\u001b[0;32m    379\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    380\u001b[0m         X = check_array(X, dtype=[np.float64, np.float32], ensure_2d=True,\n\u001b[1;32m--> 381\u001b[1;33m                         copy=self.copy)\n\u001b[0m\u001b[0;32m    382\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    383\u001b[0m         \u001b[1;31m# Handle n_components==None\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py\u001b[0m in \u001b[0;36mcheck_array\u001b[1;34m(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, warn_on_dtype, estimator)\u001b[0m\n\u001b[0;32m    571\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mforce_all_finite\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    572\u001b[0m             _assert_all_finite(array,\n\u001b[1;32m--> 573\u001b[1;33m                                allow_nan=force_all_finite == 'allow-nan')\n\u001b[0m\u001b[0;32m    574\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    575\u001b[0m     \u001b[0mshape_repr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_shape_repr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marray\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py\u001b[0m in \u001b[0;36m_assert_all_finite\u001b[1;34m(X, allow_nan)\u001b[0m\n\u001b[0;32m     54\u001b[0m                 not allow_nan and not np.isfinite(X).all()):\n\u001b[0;32m     55\u001b[0m             \u001b[0mtype_err\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'infinity'\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mallow_nan\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;34m'NaN, infinity'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 56\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmsg_err\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtype_err\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     57\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     58\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mValueError\u001b[0m: Input contains NaN, infinity or a value too large for dtype('float64')."
+     ]
+    }
+   ],
+   "source": [
+    "# SHAP / lime / numpy\n",
+    "\n",
+    "# class weightor:\n",
+    "#     def __init__(self, w):\n",
+    "#         self.weights = 2\n",
+    "#     def fit(self, *_):\n",
+    "#         return self\n",
+    "#     def transform(self, X, *_):\n",
+    "#         result = []\n",
+    "#         for index, rowdata in X.iterrows():\n",
+    "#             print(rowdata)\n",
+    "#             rowdict = None\n",
+    "#             result.append(rowdict)\n",
+    "#         return data\n",
+    "        \n",
+    "# def weighty():\n",
+    "#     weights = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1,]\n",
+    "weight = weightor(weights)\n",
+    "transformer = FunctionTransformer(np.log1p, validate=True)\n",
+    "scaler = StandardScaler()\n",
+    "pca = PCA()\n",
+    "knc = KNeighborsClassifier(n_neighbors=1)\n",
+    "pipe = Pipeline(steps=[('scaler', scaler), ('pca', pca), ('knc', knc)])\n",
+    "\n",
+    "col_names = list(nd)\n",
+    "features = nd[col_names[1:]]\n",
+    "labels = nd[col_names[:1]]\n",
+    "\n",
+    "knc.fit(X=features, y=labels)\n",
+    "\n",
+    "row = list(nd.iloc[0])\n",
+    "print(row)\n",
+    "row = row[1:]\n",
+    "weights = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1,]\n",
+    "# apply weight\n",
+    "row = [a*b for a,b in zip(row, weights)]\n",
+    "record = np.reshape(a=row, newshape=(1, -1))\n",
+    "print(record)\n",
+    "pipe.predict(X=record)\n",
+    "# knc.predict(X=record)[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 496,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{\"value_dict\": {\"Majority Age\": 1, \"Neighborhood Size\": 2, \"House Size\": 1, \"Family Percentage\": 1, \"Vacancy\": 0, \"Income\": 0, \"Rent\": 0, \"Home Value\": 1, \"Transit Closeness\": 3, \"Transit Cost\": 2, \"Rent Increase\": 1, \"Home Value Increase\": 1, \"Density\": 0}, \"weight_dict\": {\"Majority Age\": 1, \"Neighborhood Size\": 1, \"House Size\": 1, \"Family Percentage\": 1, \"Vacancy\": 4, \"Income\": 4, \"Rent\": 1, \"Home Value\": 1, \"Transit Closeness\": 1, \"Transit Cost\": 1, \"Rent Increase\": 1, \"Home Value Increase\": 1, \"Density\": 1}}\n",
+      "{'Rent': 0, 'Density': 0, 'Vacancy': 0, 'Transit Closeness': 3, 'Rent Increase': 1, 'Family Percentage': 1, 'Income': 0, 'Neighborhood Size': 2, 'Transit Cost': 2, 'Majority Age': 1, 'Home Value Increase': 1, 'Home Value': 1, 'House Size': 1}\n",
+      "                  Neighborhood  Majority Age  Neighborhood Size  House Size  \\\n",
+      "0                    ALLENDALE             1                  2           1   \n",
+      "1                ANDERSON MILL             1                  5           2   \n",
+      "2        AVERY RANCH--LAKELINE             1                  3           2   \n",
+      "3                 BARTON HILLS             0                  2           0   \n",
+      "4                      BOULDIN             0                  1           1   \n",
+      "5                    BRENTWOOD             0                  2           0   \n",
+      "6                  BRODIE LANE             0                  2           1   \n",
+      "7                   BULL CREEK             2                  2           1   \n",
+      "8          CENTRAL EAST AUSTIN             0                  1           1   \n",
+      "9          CENTRAL WEST AUSTIN             1                  2           1   \n",
+      "10                CHERRY CREEK             0                  4           1   \n",
+      "11                    CHESTNUT             0                  1           1   \n",
+      "12              CIRCLE C SOUTH             1                  2           3   \n",
+      "13              CORONADO HILLS             0                  1           2   \n",
+      "14                   CRESTVIEW             1                  1           0   \n",
+      "15      DAVENPORT--LAKE AUSTIN             1                  1           2   \n",
+      "16                      DAWSON             0                  1           1   \n",
+      "17                 DECKER LAKE             1                  1           4   \n",
+      "18          DITTMAR--SLAUGHTER             0                  3           2   \n",
+      "19                    DOWNTOWN             0                  2           0   \n",
+      "20           EAST CESAR CHAVEZ             0                  1           1   \n",
+      "21               EAST CONGRESS             0                  1           1   \n",
+      "22               EAST OAK HILL             0                  3           1   \n",
+      "23                 FOUR POINTS             0                  2           0   \n",
+      "24               FRANKLIN PARK             0                  2           4   \n",
+      "25                     GALINDO             0                  1           1   \n",
+      "26               GARRISON PARK             0                  3           1   \n",
+      "27                     GATEWAY             0                  1           0   \n",
+      "28               GEORGIA ACRES             0                  2           2   \n",
+      "29                     GOVALLE             0                  1           2   \n",
+      "..                         ...           ...                ...         ...   \n",
+      "62              ROBINSON RANCH             0                  1           0   \n",
+      "63                 ROGERS HILL             0                  2           4   \n",
+      "64                    ROSEDALE             1                  2           0   \n",
+      "65                    ROSEWOOD             0                  1           2   \n",
+      "66   SAMSUNG--PIONEER CROSSING             0                  1           2   \n",
+      "67             SLAUGHTER CREEK             0                  2           1   \n",
+      "68                SOUTH BRODIE             1                  2           2   \n",
+      "69                 SOUTH LAMAR             0                  2           0   \n",
+      "70              SOUTH MANCHACA             1                  2           1   \n",
+      "71            SOUTH RIVER CITY             0                  2           0   \n",
+      "72                   SPICEWOOD             1                  1           2   \n",
+      "73                 ST. EDWARDS             0                  1           1   \n",
+      "74                    ST. JOHN             0                  2           2   \n",
+      "75                 SWEET BRIAR             0                  1           1   \n",
+      "76                  TECH RIDGE             0                  3           1   \n",
+      "77              TRIANGLE-STATE             0                  1           0   \n",
+      "78            UNIVERSITY HILLS             0                  1           2   \n",
+      "79           UPPER BOGGY CREEK             0                  1           1   \n",
+      "80     VILLAGE AT WESTERN OAKS             1                  2           2   \n",
+      "81  WALNUT CREEK--PIONEER HILL             0                  1           1   \n",
+      "82               WEST CONGRESS             0                  1           2   \n",
+      "83               WEST OAK HILL             1                  3           2   \n",
+      "84             WEST UNIVERSITY             0                  3           1   \n",
+      "85                    WESTGATE             2                  1           1   \n",
+      "86              WESTOVER HILLS             2                  2           0   \n",
+      "87               WINDSOR HILLS             0                  1           3   \n",
+      "88                WINDSOR PARK             0                  3           2   \n",
+      "89                WINDSOR ROAD             1                  1           1   \n",
+      "90                      WOOTEN             0                  1           2   \n",
+      "91                      ZILKER             1                  2           0   \n",
+      "\n",
+      "    Family Percentage  Vacancy  Income  Rent  Home Value  Transit Closeness  \\\n",
+      "0                   1        0       4     0           1                  3   \n",
+      "1                   3        0       8     1           1                  0   \n",
+      "2                   3        0      12     1           1                  0   \n",
+      "3                   1        0       4     0           2                  3   \n",
+      "4                   1        0       4     0           2                  3   \n",
+      "5                   1        0       4     0           1                  3   \n",
+      "6                   2        0       8     1           0                  1   \n",
+      "7                   2        0       4     0           1                  3   \n",
+      "8                   1        0       0     0           0                  4   \n",
+      "9                   2        0      12     1           4                  3   \n",
+      "10                  2        0       4     0           0                  3   \n",
+      "11                  1        0       0     0           0                  4   \n",
+      "12                  4        0      16     4           2                  0   \n",
+      "13                  2        0       0     0           0                  3   \n",
+      "14                  1        4       4     0           1                  3   \n",
+      "15                  3        0      16     1           4                  0   \n",
+      "16                  1        0       4     0           2                  3   \n",
+      "17                  4        0       4     0           0                  0   \n",
+      "18                  2        0       4     0           0                  3   \n",
+      "19                  0        8       8     3           2                  4   \n",
+      "20                  1        0       0     0           0                  4   \n",
+      "21                  1        0       4     0           2                  3   \n",
+      "22                  1        0       8     1           2                  0   \n",
+      "23                  1        0      16     1           4                  0   \n",
+      "24                  4        0       4     0           0                  3   \n",
+      "25                  1        0       4     0           2                  3   \n",
+      "26                  1        0       4     0           0                  3   \n",
+      "27                  0        0       8     0           1                  1   \n",
+      "28                  2        4       4     0           0                  2   \n",
+      "29                  2        0       0     0           0                  4   \n",
+      "..                ...      ...     ...   ...         ...                ...   \n",
+      "62                  1        0       4     1           0                  0   \n",
+      "63                  4        0       4     0           0                  0   \n",
+      "64                  1        0       8     0           2                  4   \n",
+      "65                  2        0       0     0           0                  4   \n",
+      "66                  2        0       4     0           0                  0   \n",
+      "67                  2        0       8     1           0                  1   \n",
+      "68                  3        0       8     1           0                  1   \n",
+      "69                  1        0       4     0           2                  3   \n",
+      "70                  1        0       4     0           0                  3   \n",
+      "71                  1        0       4     0           2                  3   \n",
+      "72                  3        0       4     0           0                  3   \n",
+      "73                  1        0       4     0           2                  3   \n",
+      "74                  2        4       0     0           0                  3   \n",
+      "75                  1        0       4     0           0                  3   \n",
+      "76                  2        0       4     0           0                  2   \n",
+      "77                  0        0       4     0           1                  4   \n",
+      "78                  2        0       4     0           0                  4   \n",
+      "79                  1        0       4     0           1                  4   \n",
+      "80                  3        0      12     1           1                  1   \n",
+      "81                  1        0       4     0           0                  2   \n",
+      "82                  2        0       4     0           0                  3   \n",
+      "83                  2        0       4     0           0                  2   \n",
+      "84                  0        0       0     1           1                  4   \n",
+      "85                  1        0       4     0           0                  3   \n",
+      "86                  1        0       8     0           1                  1   \n",
+      "87                  2        0       4     0           0                  2   \n",
+      "88                  2        4       4     0           0                  4   \n",
+      "89                  2        0      12     1           4                  3   \n",
+      "90                  2        0       4     0           1                  3   \n",
+      "91                  1        4       4     0           2                  3   \n",
+      "\n",
+      "    Transit Cost  Rent Increase  Home Value Increase  Density  \n",
+      "0              2              1                    1        0  \n",
+      "1              4              0                    0        0  \n",
+      "2              3              0                    0        0  \n",
+      "3              2              1                    2        0  \n",
+      "4              2              1                    2        1  \n",
+      "5              2              1                    1        1  \n",
+      "6              4              1                    0        0  \n",
+      "7              2              1                    1        0  \n",
+      "8              2              3                    4        1  \n",
+      "9              2              2                    2        0  \n",
+      "10             3              1                    1        1  \n",
+      "11             2              3                    4        1  \n",
+      "12             4              0                    1        0  \n",
+      "13             2              0                    1        1  \n",
+      "14             2              1                    1        0  \n",
+      "15             4              1                    1        0  \n",
+      "16             2              1                    2        1  \n",
+      "17             4              1                    0        0  \n",
+      "18             3              1                    1        0  \n",
+      "19             0              4                    0        0  \n",
+      "20             2              3                    4        1  \n",
+      "21             2              1                    2        0  \n",
+      "22             4              0                    1        0  \n",
+      "23             4              0                    0        0  \n",
+      "24             3              1                    0        1  \n",
+      "25             2              1                    2        1  \n",
+      "26             3              1                    1        1  \n",
+      "27             2              0                    0        0  \n",
+      "28             3              1                    0        1  \n",
+      "29             2              3                    4        0  \n",
+      "..           ...            ...                  ...      ...  \n",
+      "62             4              0                    0        0  \n",
+      "63             4              1                    0        0  \n",
+      "64             1              2                    1        0  \n",
+      "65             2              3                    4        1  \n",
+      "66             3              1                    0        0  \n",
+      "67             4              1                    0        0  \n",
+      "68             4              1                    0        0  \n",
+      "69             2              1                    2        1  \n",
+      "70             3              1                    1        1  \n",
+      "71             2              1                    2        1  \n",
+      "72             3              1                    0        0  \n",
+      "73             2              1                    2        1  \n",
+      "74             2              0                    1        1  \n",
+      "75             3              1                    1        1  \n",
+      "76             3              1                    0        0  \n",
+      "77             1              1                    1        0  \n",
+      "78             3              1                    2        0  \n",
+      "79             2              1                    2        1  \n",
+      "80             3              1                    0        0  \n",
+      "81             3              1                    0        0  \n",
+      "82             3              1                    1        1  \n",
+      "83             3              1                    0        0  \n",
+      "84             1              3                    0        4  \n",
+      "85             3              1                    1        1  \n",
+      "86             2              0                    0        0  \n",
+      "87             3              1                    0        1  \n",
+      "88             3              1                    2        1  \n",
+      "89             2              2                    2        0  \n",
+      "90             2              1                    1        1  \n",
+      "91             2              1                    2        1  \n",
+      "\n",
+      "[92 rows x 14 columns]\n",
+      "(array([[2.        , 2.23606798, 2.44948974, 2.64575131, 3.46410162,\n",
+      "        3.46410162, 3.60555128, 4.        , 4.        , 4.24264069,\n",
+      "        4.24264069, 4.24264069, 4.24264069, 4.35889894, 4.35889894,\n",
+      "        4.35889894, 4.35889894, 4.47213595, 4.47213595, 4.47213595]]), array([[35, 57, 59, 13, 40, 45, 46, 53,  0,  8, 11,  7, 20,  5, 52, 70,\n",
+      "        29, 65, 21,  3]], dtype=int64))\n",
+      "  (0, 35)\t2.0\n",
+      "  (0, 57)\t2.23606797749979\n",
+      "  (0, 59)\t2.449489742783178\n",
+      "  (0, 13)\t2.6457513110645907\n",
+      "  (0, 40)\t3.4641016151377544\n",
+      "  (0, 45)\t3.4641016151377544\n",
+      "  (0, 46)\t3.605551275463989\n",
+      "  (0, 53)\t4.0\n",
+      "  (0, 0)\t4.0\n",
+      "  (0, 8)\t4.242640687119285\n",
+      "  (0, 11)\t4.242640687119285\n",
+      "  (0, 7)\t4.242640687119285\n",
+      "  (0, 20)\t4.242640687119285\n",
+      "  (0, 5)\t4.358898943540674\n",
+      "  (0, 52)\t4.358898943540674\n",
+      "  (0, 70)\t4.358898943540674\n",
+      "  (0, 29)\t4.358898943540674\n",
+      "  (0, 65)\t4.47213595499958\n",
+      "  (0, 21)\t4.47213595499958\n",
+      "  (0, 3)\t4.47213595499958\n",
+      "{'Neighborhood': {35: 'HIGHLAND', 57: 'PARKER LANE', 59: 'PLEASANT VALLEY', 13: 'CORONADO HILLS', 40: 'JOHNSTON TERRACE', 45: 'MLK-183', 46: 'MONTOPOLIS', 53: 'NORTH UNIVERSITY', 0: 'ALLENDALE', 8: 'CENTRAL EAST AUSTIN', 11: 'CHESTNUT', 7: 'BULL CREEK', 20: 'EAST CESAR CHAVEZ', 5: 'BRENTWOOD', 52: 'NORTH SHOAL CREEK', 70: 'SOUTH MANCHACA', 29: 'GOVALLE', 65: 'ROSEWOOD', 21: 'EAST CONGRESS', 3: 'BARTON HILLS'}, 'Rent': {35: 0, 57: 0, 59: 0, 13: 0, 40: 0, 45: 0, 46: 0, 53: 1, 0: 0, 8: 0, 11: 0, 7: 0, 20: 0, 5: 0, 52: 0, 70: 0, 29: 0, 65: 0, 21: 0, 3: 0}, 'Density': {35: 0, 57: 1, 59: 1, 13: 1, 40: 0, 45: 0, 46: 1, 53: 2, 0: 0, 8: 1, 11: 1, 7: 0, 20: 1, 5: 1, 52: 0, 70: 1, 29: 0, 65: 1, 21: 0, 3: 0}, 'Vacancy': {35: 0, 57: 0, 59: 0, 13: 0, 40: 0, 45: 0, 46: 0, 53: 0, 0: 0, 8: 0, 11: 0, 7: 0, 20: 0, 5: 0, 52: 0, 70: 0, 29: 0, 65: 0, 21: 0, 3: 0}, 'Transit Closeness': {35: 3, 57: 3, 59: 3, 13: 3, 40: 4, 45: 4, 46: 3, 53: 4, 0: 3, 8: 4, 11: 4, 7: 3, 20: 4, 5: 3, 52: 3, 70: 3, 29: 4, 65: 4, 21: 3, 3: 3}, 'Rent Increase': {35: 0, 57: 1, 59: 1, 13: 0, 40: 2, 45: 2, 46: 1, 53: 3, 0: 1, 8: 3, 11: 3, 7: 1, 20: 3, 5: 1, 52: 1, 70: 1, 29: 3, 65: 3, 21: 1, 3: 1}, 'Family Percentage': {35: 1, 57: 1, 59: 1, 13: 2, 40: 2, 45: 2, 46: 3, 53: 0, 0: 1, 8: 1, 11: 1, 7: 2, 20: 1, 5: 1, 52: 1, 70: 1, 29: 2, 65: 2, 21: 1, 3: 1}, 'Income': {35: 0, 57: 0, 59: 0, 13: 0, 40: 0, 45: 0, 46: 0, 53: 0, 0: 4, 8: 0, 11: 0, 7: 4, 20: 0, 5: 4, 52: 4, 70: 4, 29: 0, 65: 0, 21: 4, 3: 4}, 'Neighborhood Size': {35: 1, 57: 2, 59: 3, 13: 1, 40: 1, 45: 1, 46: 2, 53: 1, 0: 2, 8: 1, 11: 1, 7: 2, 20: 1, 5: 2, 52: 1, 70: 2, 29: 1, 65: 1, 21: 1, 3: 2}, 'Transit Cost': {35: 2, 57: 3, 59: 3, 13: 2, 40: 3, 45: 3, 46: 3, 53: 1, 0: 2, 8: 2, 11: 2, 7: 2, 20: 2, 5: 2, 52: 2, 70: 3, 29: 2, 65: 2, 21: 2, 3: 2}, 'Majority Age': {35: 0, 57: 0, 59: 0, 13: 0, 40: 0, 45: 0, 46: 0, 53: 0, 0: 1, 8: 0, 11: 0, 7: 2, 20: 0, 5: 0, 52: 0, 70: 1, 29: 0, 65: 0, 21: 0, 3: 0}, 'Home Value Increase': {35: 1, 57: 0, 59: 0, 13: 1, 40: 2, 45: 2, 46: 0, 53: 0, 0: 1, 8: 4, 11: 4, 7: 1, 20: 4, 5: 1, 52: 1, 70: 1, 29: 4, 65: 4, 21: 2, 3: 2}, 'Home Value': {35: 0, 57: 0, 59: 0, 13: 0, 40: 0, 45: 0, 46: 0, 53: 1, 0: 1, 8: 0, 11: 0, 7: 1, 20: 0, 5: 1, 52: 1, 70: 0, 29: 0, 65: 0, 21: 2, 3: 2}, 'House Size': {35: 1, 57: 1, 59: 1, 13: 2, 40: 3, 45: 3, 46: 3, 53: 0, 0: 1, 8: 1, 11: 1, 7: 1, 20: 1, 5: 0, 52: 0, 70: 1, 29: 2, 65: 2, 21: 1, 3: 0}}\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Zilli\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:92: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'[\"HIGHLAND\", \"PARKER LANE\", \"PLEASANT VALLEY\", \"CORONADO HILLS\", \"JOHNSTON TERRACE\", \"MLK-183\", \"MONTOPOLIS\", \"NORTH UNIVERSITY\", \"ALLENDALE\", \"CENTRAL EAST AUSTIN\", \"CHESTNUT\", \"BULL CREEK\", \"EAST CESAR CHAVEZ\", \"BRENTWOOD\", \"NORTH SHOAL CREEK\", \"SOUTH MANCHACA\", \"GOVALLE\", \"ROSEWOOD\", \"EAST CONGRESS\", \"BARTON HILLS\"]'"
+      ]
+     },
+     "execution_count": 496,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "nd = pd.DataFrame()\n",
+    "d = pd.read_csv('data_for_real.csv')\n",
+    "nd['Neighborhood'] = d['Neighborhood Reporting Area']\n",
+    "\n",
+    "def find_majority_age_group(row):\n",
+    "    g1 = row['18--19'] + row['20--24'] + row['25--34']\n",
+    "    g2 = row['35--44'] + row['45--54']\n",
+    "    g3 = row['55--59'] + row['60--64'] + row['65--74'] + row['75--84'] + row['85 Plus']\n",
+    "#     print()\n",
+    "#     print(g1)\n",
+    "#     print(g2)\n",
+    "#     print(g3)\n",
+    "    if g1 >= g2 and g1 >= g3:\n",
+    "        return 0\n",
+    "    if g2 >= g1 and g2 >= g3:\n",
+    "        return 1\n",
+    "    if g3 >= g1 and g3 >= g2:\n",
+    "        return 2\n",
+    "nd['Majority Age'] = d.apply(lambda row: find_majority_age_group(row), axis=1)\n",
+    "\n",
+    "pop_class = pd.cut(d['Total Population'], bins=5, labels=[1, 2, 3, 4, 5], retbins=True)[0]\n",
+    "house_class = pd.cut(d['Total Households'], bins=5, labels=[1, 2, 3, 4, 5], retbins=True)[0]\n",
+    "comb_class = []\n",
+    "for i in range(len(pop_class)):\n",
+    "    comb_class.append((pop_class[i] + house_class[i])//2)\n",
+    "nd['Neighborhood Size'] = comb_class\n",
+    "\n",
+    "house_size_class = pd.cut(d['Household Size'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['House Size'] = house_size_class\n",
+    "\n",
+    "family_class = pd.cut(d['Percent of All Households: Families with Children'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['Family Percentage'] = family_class\n",
+    "\n",
+    "d['Percent Vacant'] = d.apply(lambda row: row['Vacant units']/row['Total units'], axis=1)\n",
+    "vacancy_class = pd.cut(d['Percent Vacant'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['Vacancy'] = vacancy_class\n",
+    "\n",
+    "income_class = pd.cut(d['Median household income'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['Income'] = income_class\n",
+    "\n",
+    "rent_class = pd.cut(d['Median rent'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['Rent'] = rent_class\n",
+    "\n",
+    "home_value_class = pd.cut(d['Median home value'], bins=5, labels=False, retbins=True)[0]\n",
+    "nd['Home Value'] = home_value_class\n",
+    "\n",
+    "nd['Transit Closeness'] = pd.cut(d['Percentage of homes within 1/4-mi of transit stop'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "nd['Transit Cost'] = pd.cut(d['Average monthly transportation cost'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "nd['Transit Closeness'] = pd.cut(d['Percentage of homes within 1/4-mi of transit stop'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "nd['Rent Increase'] = pd.cut(d['Change in median rent, 2000-2012'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "nd['Home Value Increase'] = pd.cut(d['Change in median home value, 2000-2012'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "nd['Density'] = pd.cut(d['Person per acre'], bins=5, labels=False, retbins=True)[0]\n",
+    "\n",
+    "# nd['Tech Worker Affordabable'] = d.apply(lambda row: (row[]+row[])/200, axis=1)\n",
+    "\n",
+    "# nd['Majority Age'] = nd['Majority Age'].apply(lambda a: a*(2))\n",
+    "\n",
+    "# print(nd)\n",
+    "\n",
+    "# nd.to_csv('binned_data', index=False)\n",
+    "\n",
+    "\n",
+    "\n",
+    "def mock_api_call(value_dict, weight_dict):\n",
+    "#     sort the input out\n",
+    "#     if 'Majority Age' in value_dict:\n",
+    "#         value_dict['Majority Age'] = value_dict['Majority Age']#*(5/3)\n",
+    "#     print(zip(weight_dict.items(), value_dict.items()))\n",
+    "    weighted_value_dict = {k:weight_dict[k]*value_dict[k] for k in weight_dict.keys() & value_dict.keys()}\n",
+    "    \n",
+    "    print(weighted_value_dict)\n",
+    "#     print(weighted_value_dict)\n",
+    "    \n",
+    "#     sort the dataframe out\n",
+    "    df = nd\n",
+    "    for item in weight_dict.items():\n",
+    "        df[item[0]] = df[item[0]].apply(lambda a: a*item[1])\n",
+    "    print(df)\n",
+    "    df = df[['Neighborhood'] + list(weighted_value_dict.keys())]\n",
+    "#     print(df)\n",
+    "#     train the model\n",
+    "    knc = KNeighborsClassifier(n_neighbors=1)\n",
+    "    col_names = list(df)\n",
+    "    features = df[col_names[1:]]\n",
+    "    labels = df[col_names[:1]]\n",
+    "#     print(labels)\n",
+    "    knc.fit(X=features, y=labels)\n",
+    "#     predict\n",
+    "    wv_input = list(weighted_value_dict.values())\n",
+    "#     print(wv_input)\n",
+    "    X = np.reshape(a=wv_input, newshape=(1, -1))\n",
+    "    \n",
+    "    kneighbors = knc.kneighbors(X, 20, True)\n",
+    "\n",
+    "    rd = [df.iloc[i].to_dict() for i in kneighbors[1]][0]\n",
+    "    print(kneighbors)\n",
+    "    print(knc.kneighbors_graph(X, 20, 'distance'))\n",
+    "    print(rd)\n",
+    "    return json.dumps([rd['Neighborhood'][i] for i in rd['Neighborhood']])\n",
+    "    \n",
+    "#     return knc.predict(X)[0]\n",
+    "\n",
+    "# nd    \n",
+    "row = nd.iloc[0].drop(['Neighborhood', 'Vacancy']).to_dict()\n",
+    "row['Majority Age'] = 0\n",
+    "row = {\n",
+    "\t\t\"Majority Age\": 1, \n",
+    "\t\t\"Neighborhood Size\": 2, \n",
+    "\t\t\"House Size\": 1, \n",
+    "\t\t\"Family Percentage\": 1, \n",
+    "\t\t\"Vacancy\": 0, \n",
+    "\t\t\"Income\": 0, \n",
+    "\t\t\"Rent\": 0, \n",
+    "\t\t\"Home Value\": 1, \n",
+    "\t\t\"Transit Closeness\": 3, \n",
+    "\t\t\"Transit Cost\": 2, \n",
+    "\t\t\"Rent Increase\": 1, \n",
+    "\t\t\"Home Value Increase\": 1, \n",
+    "\t\t\"Density\": 0\n",
+    "\t\t\n",
+    "\t}\n",
+    "\n",
+    "weight = {\n",
+    "         'Neighborhood Size': 1,\n",
+    "         'House Size': 1,\n",
+    "         'Family Percentage': 1,\n",
+    "        'Vacancy': 1,\n",
+    "         'Income': 4,\n",
+    "         'Rent': 1,\n",
+    "         'Home Value': 1,\n",
+    "         'Transit Closeness': 1,\n",
+    "         'Transit Cost': 1,\n",
+    "         'Rent Increase': 1,\n",
+    "         'Home Value Increase': 1,\n",
+    "         'Density': 1}\n",
+    "weight = {\n",
+    "\t\t\"Majority Age\": 1, \n",
+    "\t\t\"Neighborhood Size\": 1, \n",
+    "\t\t\"House Size\": 1, \n",
+    "\t\t\"Family Percentage\": 1, \n",
+    "\t\t\"Vacancy\": 4, \n",
+    "\t\t\"Income\": 4, \n",
+    "\t\t\"Rent\": 1, \n",
+    "\t\t\"Home Value\": 1, \n",
+    "\t\t\"Transit Closeness\": 1, \n",
+    "\t\t\"Transit Cost\": 1, \n",
+    "\t\t\"Rent Increase\": 1, \n",
+    "\t\t\"Home Value Increase\": 1, \n",
+    "\t\t\"Density\": 1\n",
+    "\t\t\n",
+    "\t}\n",
+    "\n",
+    "def default(o):\n",
+    "    if isinstance(o, np.int64): return int(o)  \n",
+    "    raise TypeError\n",
+    "print(json.dumps({'value_dict':row, 'weight_dict':weight}, default=default))\n",
+    "\n",
+    "mock_api_call(row , weight)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}