demo-econ-2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Demographic and economic data #2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %load nb-imports.py\n",
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import cawc\n",
    "from cawc import datasets as ds\n",
    "\n",
    "%matplotlib inline\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>GEO.id</th>\n",
       "      <th>GEO.id2</th>\n",
       "      <th>GEO.display-label</th>\n",
       "      <th>HC01_VC11</th>\n",
       "      <th>HC02_VC11</th>\n",
       "      <th>HC03_VC11</th>\n",
       "      <th>HC04_VC11</th>\n",
       "      <th>HC01_VC12</th>\n",
       "      <th>HC02_VC12</th>\n",
       "      <th>HC03_VC12</th>\n",
       "      <th>...</th>\n",
       "      <th>HC03_VC178</th>\n",
       "      <th>HC04_VC178</th>\n",
       "      <th>HC01_VC179</th>\n",
       "      <th>HC02_VC179</th>\n",
       "      <th>HC03_VC179</th>\n",
       "      <th>HC04_VC179</th>\n",
       "      <th>HC01_VC180</th>\n",
       "      <th>HC02_VC180</th>\n",
       "      <th>HC03_VC180</th>\n",
       "      <th>HC04_VC180</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1400000US06001400100</td>\n",
       "      <td>6001400100</td>\n",
       "      <td>Census Tract 4001, Alameda County, California</td>\n",
       "      <td>1643</td>\n",
       "      <td>168</td>\n",
       "      <td>1643</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.6</td>\n",
       "      <td>...</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.3</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1400000US06001400200</td>\n",
       "      <td>6001400200</td>\n",
       "      <td>Census Tract 4002, Alameda County, California</td>\n",
       "      <td>1270</td>\n",
       "      <td>95</td>\n",
       "      <td>1270</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.2</td>\n",
       "      <td>...</td>\n",
       "      <td>9.2</td>\n",
       "      <td>7.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.6</td>\n",
       "      <td>6.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1400000US06001400300</td>\n",
       "      <td>6001400300</td>\n",
       "      <td>Census Tract 4003, Alameda County, California</td>\n",
       "      <td>3402</td>\n",
       "      <td>352</td>\n",
       "      <td>3402</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>12.8</td>\n",
       "      <td>11.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.5</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1400000US06001400400</td>\n",
       "      <td>6001400400</td>\n",
       "      <td>Census Tract 4004, Alameda County, California</td>\n",
       "      <td>2678</td>\n",
       "      <td>228</td>\n",
       "      <td>2678</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.3</td>\n",
       "      <td>...</td>\n",
       "      <td>5.9</td>\n",
       "      <td>5.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.8</td>\n",
       "      <td>6.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1400000US06001400500</td>\n",
       "      <td>6001400500</td>\n",
       "      <td>Census Tract 4005, Alameda County, California</td>\n",
       "      <td>2545</td>\n",
       "      <td>249</td>\n",
       "      <td>2545</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.2</td>\n",
       "      <td>...</td>\n",
       "      <td>4.1</td>\n",
       "      <td>6.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.4</td>\n",
       "      <td>4.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.0</td>\n",
       "      <td>5.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1400000US06001400600</td>\n",
       "      <td>6001400600</td>\n",
       "      <td>Census Tract 4006, Alameda County, California</td>\n",
       "      <td>1116</td>\n",
       "      <td>113</td>\n",
       "      <td>1116</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.3</td>\n",
       "      <td>...</td>\n",
       "      <td>5.7</td>\n",
       "      <td>5.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.5</td>\n",
       "      <td>5.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.9</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1400000US06001400700</td>\n",
       "      <td>6001400700</td>\n",
       "      <td>Census Tract 4007, Alameda County, California</td>\n",
       "      <td>2712</td>\n",
       "      <td>273</td>\n",
       "      <td>2712</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.4</td>\n",
       "      <td>...</td>\n",
       "      <td>14.6</td>\n",
       "      <td>7.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.5</td>\n",
       "      <td>9.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.1</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1400000US06001400800</td>\n",
       "      <td>6001400800</td>\n",
       "      <td>Census Tract 4008, Alameda County, California</td>\n",
       "      <td>2290</td>\n",
       "      <td>253</td>\n",
       "      <td>2290</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.9</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.5</td>\n",
       "      <td>5.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.7</td>\n",
       "      <td>6.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1400000US06001400900</td>\n",
       "      <td>6001400900</td>\n",
       "      <td>Census Tract 4009, Alameda County, California</td>\n",
       "      <td>1435</td>\n",
       "      <td>171</td>\n",
       "      <td>1435</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.3</td>\n",
       "      <td>...</td>\n",
       "      <td>13.9</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.5</td>\n",
       "      <td>8.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.0</td>\n",
       "      <td>10.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1400000US06001401000</td>\n",
       "      <td>6001401000</td>\n",
       "      <td>Census Tract 4010, Alameda County, California</td>\n",
       "      <td>3954</td>\n",
       "      <td>441</td>\n",
       "      <td>3954</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.4</td>\n",
       "      <td>...</td>\n",
       "      <td>22.0</td>\n",
       "      <td>13.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.1</td>\n",
       "      <td>10.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.6</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1400000US06001401100</td>\n",
       "      <td>6001401100</td>\n",
       "      <td>Census Tract 4011, Alameda County, California</td>\n",
       "      <td>3182</td>\n",
       "      <td>289</td>\n",
       "      <td>3182</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.6</td>\n",
       "      <td>...</td>\n",
       "      <td>18.4</td>\n",
       "      <td>14.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.5</td>\n",
       "      <td>7.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1400000US06001401200</td>\n",
       "      <td>6001401200</td>\n",
       "      <td>Census Tract 4012, Alameda County, California</td>\n",
       "      <td>1900</td>\n",
       "      <td>141</td>\n",
       "      <td>1900</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.7</td>\n",
       "      <td>...</td>\n",
       "      <td>6.3</td>\n",
       "      <td>8.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.6</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1400000US06001401300</td>\n",
       "      <td>6001401300</td>\n",
       "      <td>Census Tract 4013, Alameda County, California</td>\n",
       "      <td>2536</td>\n",
       "      <td>502</td>\n",
       "      <td>2536</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.2</td>\n",
       "      <td>...</td>\n",
       "      <td>27.8</td>\n",
       "      <td>12.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.1</td>\n",
       "      <td>6.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.4</td>\n",
       "      <td>10.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1400000US06001401400</td>\n",
       "      <td>6001401400</td>\n",
       "      <td>Census Tract 4014, Alameda County, California</td>\n",
       "      <td>1999</td>\n",
       "      <td>258</td>\n",
       "      <td>1999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.7</td>\n",
       "      <td>...</td>\n",
       "      <td>20.7</td>\n",
       "      <td>13.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.5</td>\n",
       "      <td>14.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.2</td>\n",
       "      <td>7.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1400000US06001401500</td>\n",
       "      <td>6001401500</td>\n",
       "      <td>Census Tract 4015, Alameda County, California</td>\n",
       "      <td>1661</td>\n",
       "      <td>296</td>\n",
       "      <td>1661</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>...</td>\n",
       "      <td>27.1</td>\n",
       "      <td>11.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.8</td>\n",
       "      <td>10.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.6</td>\n",
       "      <td>6.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1400000US06001401600</td>\n",
       "      <td>6001401600</td>\n",
       "      <td>Census Tract 4016, Alameda County, California</td>\n",
       "      <td>1184</td>\n",
       "      <td>174</td>\n",
       "      <td>1184</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.7</td>\n",
       "      <td>...</td>\n",
       "      <td>18.3</td>\n",
       "      <td>27.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.3</td>\n",
       "      <td>16.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.8</td>\n",
       "      <td>9.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1400000US06001401700</td>\n",
       "      <td>6001401700</td>\n",
       "      <td>Census Tract 4017, Alameda County, California</td>\n",
       "      <td>1572</td>\n",
       "      <td>202</td>\n",
       "      <td>1572</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</td>\n",
       "      <td>44.6</td>\n",
       "      <td>27.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.7</td>\n",
       "      <td>12.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.5</td>\n",
       "      <td>8.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1400000US06001401800</td>\n",
       "      <td>6001401800</td>\n",
       "      <td>Census Tract 4018, Alameda County, California</td>\n",
       "      <td>1006</td>\n",
       "      <td>168</td>\n",
       "      <td>1006</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.9</td>\n",
       "      <td>...</td>\n",
       "      <td>30.9</td>\n",
       "      <td>26.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41.5</td>\n",
       "      <td>16.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38.4</td>\n",
       "      <td>10.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1400000US06001402200</td>\n",
       "      <td>6001402200</td>\n",
       "      <td>Census Tract 4022, Alameda County, California</td>\n",
       "      <td>1359</td>\n",
       "      <td>158</td>\n",
       "      <td>1359</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.3</td>\n",
       "      <td>...</td>\n",
       "      <td>14.4</td>\n",
       "      <td>9.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.5</td>\n",
       "      <td>10.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.4</td>\n",
       "      <td>8.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1400000US06001402400</td>\n",
       "      <td>6001402400</td>\n",
       "      <td>Census Tract 4024, Alameda County, California</td>\n",
       "      <td>1531</td>\n",
       "      <td>233</td>\n",
       "      <td>1531</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</td>\n",
       "      <td>43.1</td>\n",
       "      <td>20.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.4</td>\n",
       "      <td>9.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1400000US06001402500</td>\n",
       "      <td>6001402500</td>\n",
       "      <td>Census Tract 4025, Alameda County, California</td>\n",
       "      <td>716</td>\n",
       "      <td>103</td>\n",
       "      <td>716</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.5</td>\n",
       "      <td>...</td>\n",
       "      <td>22.4</td>\n",
       "      <td>14.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.1</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1400000US06001402600</td>\n",
       "      <td>6001402600</td>\n",
       "      <td>Census Tract 4026, Alameda County, California</td>\n",
       "      <td>678</td>\n",
       "      <td>90</td>\n",
       "      <td>678</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.1</td>\n",
       "      <td>...</td>\n",
       "      <td>63.0</td>\n",
       "      <td>12.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45.3</td>\n",
       "      <td>14.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.0</td>\n",
       "      <td>9.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1400000US06001402700</td>\n",
       "      <td>6001402700</td>\n",
       "      <td>Census Tract 4027, Alameda County, California</td>\n",
       "      <td>1108</td>\n",
       "      <td>184</td>\n",
       "      <td>1108</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.5</td>\n",
       "      <td>...</td>\n",
       "      <td>4.3</td>\n",
       "      <td>5.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.4</td>\n",
       "      <td>15.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.7</td>\n",
       "      <td>8.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1400000US06001402800</td>\n",
       "      <td>6001402800</td>\n",
       "      <td>Census Tract 4028, Alameda County, California</td>\n",
       "      <td>2135</td>\n",
       "      <td>232</td>\n",
       "      <td>2135</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.7</td>\n",
       "      <td>...</td>\n",
       "      <td>66.4</td>\n",
       "      <td>13.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.6</td>\n",
       "      <td>10.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.0</td>\n",
       "      <td>6.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1400000US06001402900</td>\n",
       "      <td>6001402900</td>\n",
       "      <td>Census Tract 4029, Alameda County, California</td>\n",
       "      <td>787</td>\n",
       "      <td>101</td>\n",
       "      <td>787</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>51.0</td>\n",
       "      <td>13.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.7</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.3</td>\n",
       "      <td>6.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1400000US06001403000</td>\n",
       "      <td>6001403000</td>\n",
       "      <td>Census Tract 4030, Alameda County, California</td>\n",
       "      <td>1419</td>\n",
       "      <td>236</td>\n",
       "      <td>1419</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.5</td>\n",
       "      <td>...</td>\n",
       "      <td>37.6</td>\n",
       "      <td>9.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.8</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.8</td>\n",
       "      <td>10.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1400000US06001403100</td>\n",
       "      <td>6001403100</td>\n",
       "      <td>Census Tract 4031, Alameda County, California</td>\n",
       "      <td>816</td>\n",
       "      <td>102</td>\n",
       "      <td>816</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.7</td>\n",
       "      <td>...</td>\n",
       "      <td>46.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.0</td>\n",
       "      <td>10.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.9</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1400000US06001403300</td>\n",
       "      <td>6001403300</td>\n",
       "      <td>Census Tract 4033, Alameda County, California</td>\n",
       "      <td>2531</td>\n",
       "      <td>302</td>\n",
       "      <td>2531</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.0</td>\n",
       "      <td>...</td>\n",
       "      <td>26.1</td>\n",
       "      <td>14.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.5</td>\n",
       "      <td>13.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.2</td>\n",
       "      <td>8.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1400000US06001403400</td>\n",
       "      <td>6001403400</td>\n",
       "      <td>Census Tract 4034, Alameda County, California</td>\n",
       "      <td>2973</td>\n",
       "      <td>316</td>\n",
       "      <td>2973</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.8</td>\n",
       "      <td>...</td>\n",
       "      <td>16.9</td>\n",
       "      <td>7.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.5</td>\n",
       "      <td>9.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.2</td>\n",
       "      <td>4.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1400000US06001403501</td>\n",
       "      <td>6001403501</td>\n",
       "      <td>Census Tract 4035.01, Alameda County, California</td>\n",
       "      <td>2372</td>\n",
       "      <td>299</td>\n",
       "      <td>2372</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.6</td>\n",
       "      <td>...</td>\n",
       "      <td>39.3</td>\n",
       "      <td>14.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.1</td>\n",
       "      <td>18.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.3</td>\n",
       "      <td>6.9</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>8027</th>\n",
       "      <td>1400000US06113010704</td>\n",
       "      <td>6113010704</td>\n",
       "      <td>Census Tract 107.04, Yolo County, California</td>\n",
       "      <td>1153</td>\n",
       "      <td>156</td>\n",
       "      <td>1153</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.3</td>\n",
       "      <td>4.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.8</td>\n",
       "      <td>3.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58.3</td>\n",
       "      <td>11.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8028</th>\n",
       "      <td>1400000US06113010800</td>\n",
       "      <td>6113010800</td>\n",
       "      <td>Census Tract 108, Yolo County, California</td>\n",
       "      <td>1877</td>\n",
       "      <td>219</td>\n",
       "      <td>1877</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.6</td>\n",
       "      <td>...</td>\n",
       "      <td>18.6</td>\n",
       "      <td>14.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.6</td>\n",
       "      <td>13.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8029</th>\n",
       "      <td>1400000US06113010901</td>\n",
       "      <td>6113010901</td>\n",
       "      <td>Census Tract 109.01, Yolo County, California</td>\n",
       "      <td>2928</td>\n",
       "      <td>301</td>\n",
       "      <td>2928</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>...</td>\n",
       "      <td>16.5</td>\n",
       "      <td>11.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.7</td>\n",
       "      <td>5.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.7</td>\n",
       "      <td>12.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8030</th>\n",
       "      <td>1400000US06113010902</td>\n",
       "      <td>6113010902</td>\n",
       "      <td>Census Tract 109.02, Yolo County, California</td>\n",
       "      <td>2675</td>\n",
       "      <td>318</td>\n",
       "      <td>2675</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.0</td>\n",
       "      <td>...</td>\n",
       "      <td>19.9</td>\n",
       "      <td>11.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40.8</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8031</th>\n",
       "      <td>1400000US06113011001</td>\n",
       "      <td>6113011001</td>\n",
       "      <td>Census Tract 110.01, Yolo County, California</td>\n",
       "      <td>3273</td>\n",
       "      <td>367</td>\n",
       "      <td>3273</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.9</td>\n",
       "      <td>...</td>\n",
       "      <td>8.6</td>\n",
       "      <td>8.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.5</td>\n",
       "      <td>8.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.3</td>\n",
       "      <td>10.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8032</th>\n",
       "      <td>1400000US06113011002</td>\n",
       "      <td>6113011002</td>\n",
       "      <td>Census Tract 110.02, Yolo County, California</td>\n",
       "      <td>1707</td>\n",
       "      <td>192</td>\n",
       "      <td>1707</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.5</td>\n",
       "      <td>...</td>\n",
       "      <td>5.2</td>\n",
       "      <td>7.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.1</td>\n",
       "      <td>11.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8033</th>\n",
       "      <td>1400000US06113011101</td>\n",
       "      <td>6113011101</td>\n",
       "      <td>Census Tract 111.01, Yolo County, California</td>\n",
       "      <td>1500</td>\n",
       "      <td>198</td>\n",
       "      <td>1500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.5</td>\n",
       "      <td>...</td>\n",
       "      <td>23.1</td>\n",
       "      <td>15.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.8</td>\n",
       "      <td>9.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.6</td>\n",
       "      <td>17.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8034</th>\n",
       "      <td>1400000US06113011102</td>\n",
       "      <td>6113011102</td>\n",
       "      <td>Census Tract 111.02, Yolo County, California</td>\n",
       "      <td>2284</td>\n",
       "      <td>214</td>\n",
       "      <td>2284</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.4</td>\n",
       "      <td>...</td>\n",
       "      <td>9.6</td>\n",
       "      <td>6.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.1</td>\n",
       "      <td>8.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.4</td>\n",
       "      <td>10.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8035</th>\n",
       "      <td>1400000US06113011103</td>\n",
       "      <td>6113011103</td>\n",
       "      <td>Census Tract 111.03, Yolo County, California</td>\n",
       "      <td>1527</td>\n",
       "      <td>184</td>\n",
       "      <td>1527</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.4</td>\n",
       "      <td>...</td>\n",
       "      <td>6.3</td>\n",
       "      <td>7.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.7</td>\n",
       "      <td>9.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8036</th>\n",
       "      <td>1400000US06113011203</td>\n",
       "      <td>6113011203</td>\n",
       "      <td>Census Tract 112.03, Yolo County, California</td>\n",
       "      <td>1195</td>\n",
       "      <td>156</td>\n",
       "      <td>1195</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8037</th>\n",
       "      <td>1400000US06113011204</td>\n",
       "      <td>6113011204</td>\n",
       "      <td>Census Tract 112.04, Yolo County, California</td>\n",
       "      <td>2599</td>\n",
       "      <td>206</td>\n",
       "      <td>2599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.3</td>\n",
       "      <td>...</td>\n",
       "      <td>9.4</td>\n",
       "      <td>6.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.3</td>\n",
       "      <td>5.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8038</th>\n",
       "      <td>1400000US06113011205</td>\n",
       "      <td>6113011205</td>\n",
       "      <td>Census Tract 112.05, Yolo County, California</td>\n",
       "      <td>4257</td>\n",
       "      <td>349</td>\n",
       "      <td>4257</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.1</td>\n",
       "      <td>13.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8039</th>\n",
       "      <td>1400000US06113011206</td>\n",
       "      <td>6113011206</td>\n",
       "      <td>Census Tract 112.06, Yolo County, California</td>\n",
       "      <td>3634</td>\n",
       "      <td>443</td>\n",
       "      <td>3634</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.8</td>\n",
       "      <td>...</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.7</td>\n",
       "      <td>9.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8040</th>\n",
       "      <td>1400000US06113011300</td>\n",
       "      <td>6113011300</td>\n",
       "      <td>Census Tract 113, Yolo County, California</td>\n",
       "      <td>4468</td>\n",
       "      <td>441</td>\n",
       "      <td>4468</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.8</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.7</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.1</td>\n",
       "      <td>13.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8041</th>\n",
       "      <td>1400000US06113011400</td>\n",
       "      <td>6113011400</td>\n",
       "      <td>Census Tract 114, Yolo County, California</td>\n",
       "      <td>2034</td>\n",
       "      <td>269</td>\n",
       "      <td>2034</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.1</td>\n",
       "      <td>...</td>\n",
       "      <td>11.7</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.4</td>\n",
       "      <td>6.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31.2</td>\n",
       "      <td>10.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8042</th>\n",
       "      <td>1400000US06113011500</td>\n",
       "      <td>6113011500</td>\n",
       "      <td>Census Tract 115, Yolo County, California</td>\n",
       "      <td>2711</td>\n",
       "      <td>324</td>\n",
       "      <td>2711</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.1</td>\n",
       "      <td>...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31.7</td>\n",
       "      <td>13.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8043</th>\n",
       "      <td>1400000US06115040100</td>\n",
       "      <td>6115040100</td>\n",
       "      <td>Census Tract 401, Yuba County, California</td>\n",
       "      <td>1848</td>\n",
       "      <td>221</td>\n",
       "      <td>1848</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.4</td>\n",
       "      <td>...</td>\n",
       "      <td>15.8</td>\n",
       "      <td>9.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.9</td>\n",
       "      <td>10.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.9</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8044</th>\n",
       "      <td>1400000US06115040200</td>\n",
       "      <td>6115040200</td>\n",
       "      <td>Census Tract 402, Yuba County, California</td>\n",
       "      <td>3563</td>\n",
       "      <td>353</td>\n",
       "      <td>3563</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.2</td>\n",
       "      <td>...</td>\n",
       "      <td>11.7</td>\n",
       "      <td>10.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.9</td>\n",
       "      <td>12.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.5</td>\n",
       "      <td>7.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8045</th>\n",
       "      <td>1400000US06115040301</td>\n",
       "      <td>6115040301</td>\n",
       "      <td>Census Tract 403.01, Yuba County, California</td>\n",
       "      <td>1146</td>\n",
       "      <td>228</td>\n",
       "      <td>1146</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.3</td>\n",
       "      <td>...</td>\n",
       "      <td>31.8</td>\n",
       "      <td>18.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41.4</td>\n",
       "      <td>9.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.5</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8046</th>\n",
       "      <td>1400000US06115040302</td>\n",
       "      <td>6115040302</td>\n",
       "      <td>Census Tract 403.02, Yuba County, California</td>\n",
       "      <td>888</td>\n",
       "      <td>145</td>\n",
       "      <td>888</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.2</td>\n",
       "      <td>...</td>\n",
       "      <td>8.4</td>\n",
       "      <td>12.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.8</td>\n",
       "      <td>10.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59.1</td>\n",
       "      <td>11.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8047</th>\n",
       "      <td>1400000US06115040303</td>\n",
       "      <td>6115040303</td>\n",
       "      <td>Census Tract 403.03, Yuba County, California</td>\n",
       "      <td>3322</td>\n",
       "      <td>390</td>\n",
       "      <td>3322</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.1</td>\n",
       "      <td>...</td>\n",
       "      <td>6.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.9</td>\n",
       "      <td>6.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.9</td>\n",
       "      <td>8.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8048</th>\n",
       "      <td>1400000US06115040400</td>\n",
       "      <td>6115040400</td>\n",
       "      <td>Census Tract 404, Yuba County, California</td>\n",
       "      <td>1612</td>\n",
       "      <td>271</td>\n",
       "      <td>1612</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.3</td>\n",
       "      <td>...</td>\n",
       "      <td>24.2</td>\n",
       "      <td>13.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.1</td>\n",
       "      <td>10.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.3</td>\n",
       "      <td>11.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8049</th>\n",
       "      <td>1400000US06115040500</td>\n",
       "      <td>6115040500</td>\n",
       "      <td>Census Tract 405, Yuba County, California</td>\n",
       "      <td>1445</td>\n",
       "      <td>282</td>\n",
       "      <td>1445</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.9</td>\n",
       "      <td>...</td>\n",
       "      <td>24.1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.9</td>\n",
       "      <td>7.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63.4</td>\n",
       "      <td>11.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8050</th>\n",
       "      <td>1400000US06115040600</td>\n",
       "      <td>6115040600</td>\n",
       "      <td>Census Tract 406, Yuba County, California</td>\n",
       "      <td>2219</td>\n",
       "      <td>337</td>\n",
       "      <td>2219</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.5</td>\n",
       "      <td>...</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.8</td>\n",
       "      <td>6.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.6</td>\n",
       "      <td>10.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8051</th>\n",
       "      <td>1400000US06115040700</td>\n",
       "      <td>6115040700</td>\n",
       "      <td>Census Tract 407, Yuba County, California</td>\n",
       "      <td>5559</td>\n",
       "      <td>465</td>\n",
       "      <td>5559</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.0</td>\n",
       "      <td>...</td>\n",
       "      <td>13.7</td>\n",
       "      <td>10.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.7</td>\n",
       "      <td>7.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8052</th>\n",
       "      <td>1400000US06115040800</td>\n",
       "      <td>6115040800</td>\n",
       "      <td>Census Tract 408, Yuba County, California</td>\n",
       "      <td>2006</td>\n",
       "      <td>216</td>\n",
       "      <td>2006</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.5</td>\n",
       "      <td>...</td>\n",
       "      <td>17.0</td>\n",
       "      <td>10.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.2</td>\n",
       "      <td>4.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.6</td>\n",
       "      <td>12.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8053</th>\n",
       "      <td>1400000US06115040901</td>\n",
       "      <td>6115040901</td>\n",
       "      <td>Census Tract 409.01, Yuba County, California</td>\n",
       "      <td>1346</td>\n",
       "      <td>193</td>\n",
       "      <td>1346</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.3</td>\n",
       "      <td>...</td>\n",
       "      <td>5.5</td>\n",
       "      <td>4.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.5</td>\n",
       "      <td>8.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.4</td>\n",
       "      <td>12.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8054</th>\n",
       "      <td>1400000US06115040902</td>\n",
       "      <td>6115040902</td>\n",
       "      <td>Census Tract 409.02, Yuba County, California</td>\n",
       "      <td>227</td>\n",
       "      <td>81</td>\n",
       "      <td>227</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.6</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.4</td>\n",
       "      <td>6.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63.6</td>\n",
       "      <td>42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8055</th>\n",
       "      <td>1400000US06115041000</td>\n",
       "      <td>6115041000</td>\n",
       "      <td>Census Tract 410, Yuba County, California</td>\n",
       "      <td>3314</td>\n",
       "      <td>387</td>\n",
       "      <td>3314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.7</td>\n",
       "      <td>...</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.4</td>\n",
       "      <td>7.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.1</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8056</th>\n",
       "      <td>1400000US06115041100</td>\n",
       "      <td>6115041100</td>\n",
       "      <td>Census Tract 411, Yuba County, California</td>\n",
       "      <td>1716</td>\n",
       "      <td>312</td>\n",
       "      <td>1716</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.3</td>\n",
       "      <td>...</td>\n",
       "      <td>11.2</td>\n",
       "      <td>6.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.9</td>\n",
       "      <td>7.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39.1</td>\n",
       "      <td>13.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8057 rows × 431 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    GEO.id     GEO.id2  \\\n",
       "0     1400000US06001400100  6001400100   \n",
       "1     1400000US06001400200  6001400200   \n",
       "2     1400000US06001400300  6001400300   \n",
       "3     1400000US06001400400  6001400400   \n",
       "4     1400000US06001400500  6001400500   \n",
       "5     1400000US06001400600  6001400600   \n",
       "6     1400000US06001400700  6001400700   \n",
       "7     1400000US06001400800  6001400800   \n",
       "8     1400000US06001400900  6001400900   \n",
       "9     1400000US06001401000  6001401000   \n",
       "10    1400000US06001401100  6001401100   \n",
       "11    1400000US06001401200  6001401200   \n",
       "12    1400000US06001401300  6001401300   \n",
       "13    1400000US06001401400  6001401400   \n",
       "14    1400000US06001401500  6001401500   \n",
       "15    1400000US06001401600  6001401600   \n",
       "16    1400000US06001401700  6001401700   \n",
       "17    1400000US06001401800  6001401800   \n",
       "18    1400000US06001402200  6001402200   \n",
       "19    1400000US06001402400  6001402400   \n",
       "20    1400000US06001402500  6001402500   \n",
       "21    1400000US06001402600  6001402600   \n",
       "22    1400000US06001402700  6001402700   \n",
       "23    1400000US06001402800  6001402800   \n",
       "24    1400000US06001402900  6001402900   \n",
       "25    1400000US06001403000  6001403000   \n",
       "26    1400000US06001403100  6001403100   \n",
       "27    1400000US06001403300  6001403300   \n",
       "28    1400000US06001403400  6001403400   \n",
       "29    1400000US06001403501  6001403501   \n",
       "...                    ...         ...   \n",
       "8027  1400000US06113010704  6113010704   \n",
       "8028  1400000US06113010800  6113010800   \n",
       "8029  1400000US06113010901  6113010901   \n",
       "8030  1400000US06113010902  6113010902   \n",
       "8031  1400000US06113011001  6113011001   \n",
       "8032  1400000US06113011002  6113011002   \n",
       "8033  1400000US06113011101  6113011101   \n",
       "8034  1400000US06113011102  6113011102   \n",
       "8035  1400000US06113011103  6113011103   \n",
       "8036  1400000US06113011203  6113011203   \n",
       "8037  1400000US06113011204  6113011204   \n",
       "8038  1400000US06113011205  6113011205   \n",
       "8039  1400000US06113011206  6113011206   \n",
       "8040  1400000US06113011300  6113011300   \n",
       "8041  1400000US06113011400  6113011400   \n",
       "8042  1400000US06113011500  6113011500   \n",
       "8043  1400000US06115040100  6115040100   \n",
       "8044  1400000US06115040200  6115040200   \n",
       "8045  1400000US06115040301  6115040301   \n",
       "8046  1400000US06115040302  6115040302   \n",
       "8047  1400000US06115040303  6115040303   \n",
       "8048  1400000US06115040400  6115040400   \n",
       "8049  1400000US06115040500  6115040500   \n",
       "8050  1400000US06115040600  6115040600   \n",
       "8051  1400000US06115040700  6115040700   \n",
       "8052  1400000US06115040800  6115040800   \n",
       "8053  1400000US06115040901  6115040901   \n",
       "8054  1400000US06115040902  6115040902   \n",
       "8055  1400000US06115041000  6115041000   \n",
       "8056  1400000US06115041100  6115041100   \n",
       "\n",
       "                                     GEO.display-label  HC01_VC11  HC02_VC11  \\\n",
       "0        Census Tract 4001, Alameda County, California       1643        168   \n",
       "1        Census Tract 4002, Alameda County, California       1270         95   \n",
       "2        Census Tract 4003, Alameda County, California       3402        352   \n",
       "3        Census Tract 4004, Alameda County, California       2678        228   \n",
       "4        Census Tract 4005, Alameda County, California       2545        249   \n",
       "5        Census Tract 4006, Alameda County, California       1116        113   \n",
       "6        Census Tract 4007, Alameda County, California       2712        273   \n",
       "7        Census Tract 4008, Alameda County, California       2290        253   \n",
       "8        Census Tract 4009, Alameda County, California       1435        171   \n",
       "9        Census Tract 4010, Alameda County, California       3954        441   \n",
       "10       Census Tract 4011, Alameda County, California       3182        289   \n",
       "11       Census Tract 4012, Alameda County, California       1900        141   \n",
       "12       Census Tract 4013, Alameda County, California       2536        502   \n",
       "13       Census Tract 4014, Alameda County, California       1999        258   \n",
       "14       Census Tract 4015, Alameda County, California       1661        296   \n",
       "15       Census Tract 4016, Alameda County, California       1184        174   \n",
       "16       Census Tract 4017, Alameda County, California       1572        202   \n",
       "17       Census Tract 4018, Alameda County, California       1006        168   \n",
       "18       Census Tract 4022, Alameda County, California       1359        158   \n",
       "19       Census Tract 4024, Alameda County, California       1531        233   \n",
       "20       Census Tract 4025, Alameda County, California        716        103   \n",
       "21       Census Tract 4026, Alameda County, California        678         90   \n",
       "22       Census Tract 4027, Alameda County, California       1108        184   \n",
       "23       Census Tract 4028, Alameda County, California       2135        232   \n",
       "24       Census Tract 4029, Alameda County, California        787        101   \n",
       "25       Census Tract 4030, Alameda County, California       1419        236   \n",
       "26       Census Tract 4031, Alameda County, California        816        102   \n",
       "27       Census Tract 4033, Alameda County, California       2531        302   \n",
       "28       Census Tract 4034, Alameda County, California       2973        316   \n",
       "29    Census Tract 4035.01, Alameda County, California       2372        299   \n",
       "...                                                ...        ...        ...   \n",
       "8027      Census Tract 107.04, Yolo County, California       1153        156   \n",
       "8028         Census Tract 108, Yolo County, California       1877        219   \n",
       "8029      Census Tract 109.01, Yolo County, California       2928        301   \n",
       "8030      Census Tract 109.02, Yolo County, California       2675        318   \n",
       "8031      Census Tract 110.01, Yolo County, California       3273        367   \n",
       "8032      Census Tract 110.02, Yolo County, California       1707        192   \n",
       "8033      Census Tract 111.01, Yolo County, California       1500        198   \n",
       "8034      Census Tract 111.02, Yolo County, California       2284        214   \n",
       "8035      Census Tract 111.03, Yolo County, California       1527        184   \n",
       "8036      Census Tract 112.03, Yolo County, California       1195        156   \n",
       "8037      Census Tract 112.04, Yolo County, California       2599        206   \n",
       "8038      Census Tract 112.05, Yolo County, California       4257        349   \n",
       "8039      Census Tract 112.06, Yolo County, California       3634        443   \n",
       "8040         Census Tract 113, Yolo County, California       4468        441   \n",
       "8041         Census Tract 114, Yolo County, California       2034        269   \n",
       "8042         Census Tract 115, Yolo County, California       2711        324   \n",
       "8043         Census Tract 401, Yuba County, California       1848        221   \n",
       "8044         Census Tract 402, Yuba County, California       3563        353   \n",
       "8045      Census Tract 403.01, Yuba County, California       1146        228   \n",
       "8046      Census Tract 403.02, Yuba County, California        888        145   \n",
       "8047      Census Tract 403.03, Yuba County, California       3322        390   \n",
       "8048         Census Tract 404, Yuba County, California       1612        271   \n",
       "8049         Census Tract 405, Yuba County, California       1445        282   \n",
       "8050         Census Tract 406, Yuba County, California       2219        337   \n",
       "8051         Census Tract 407, Yuba County, California       5559        465   \n",
       "8052         Census Tract 408, Yuba County, California       2006        216   \n",
       "8053      Census Tract 409.01, Yuba County, California       1346        193   \n",
       "8054      Census Tract 409.02, Yuba County, California        227         81   \n",
       "8055         Census Tract 410, Yuba County, California       3314        387   \n",
       "8056         Census Tract 411, Yuba County, California       1716        312   \n",
       "\n",
       "      HC03_VC11  HC04_VC11  HC01_VC12  HC02_VC12  HC03_VC12     ...      \\\n",
       "0          1643        NaN        NaN        NaN        4.6     ...       \n",
       "1          1270        NaN        NaN        NaN        3.2     ...       \n",
       "2          3402        NaN        NaN        NaN        6.0     ...       \n",
       "3          2678        NaN        NaN        NaN        4.3     ...       \n",
       "4          2545        NaN        NaN        NaN        3.2     ...       \n",
       "5          1116        NaN        NaN        NaN        9.3     ...       \n",
       "6          2712        NaN        NaN        NaN        8.4     ...       \n",
       "7          2290        NaN        NaN        NaN        8.9     ...       \n",
       "8          1435        NaN        NaN        NaN        4.3     ...       \n",
       "9          3954        NaN        NaN        NaN        8.4     ...       \n",
       "10         3182        NaN        NaN        NaN        9.6     ...       \n",
       "11         1900        NaN        NaN        NaN       10.7     ...       \n",
       "12         2536        NaN        NaN        NaN       14.2     ...       \n",
       "13         1999        NaN        NaN        NaN       11.7     ...       \n",
       "14         1661        NaN        NaN        NaN       12.0     ...       \n",
       "15         1184        NaN        NaN        NaN        5.7     ...       \n",
       "16         1572        NaN        NaN        NaN        7.0     ...       \n",
       "17         1006        NaN        NaN        NaN       14.9     ...       \n",
       "18         1359        NaN        NaN        NaN       11.3     ...       \n",
       "19         1531        NaN        NaN        NaN        9.0     ...       \n",
       "20          716        NaN        NaN        NaN       22.5     ...       \n",
       "21          678        NaN        NaN        NaN       13.1     ...       \n",
       "22         1108        NaN        NaN        NaN        6.5     ...       \n",
       "23         2135        NaN        NaN        NaN       13.7     ...       \n",
       "24          787        NaN        NaN        NaN        6.0     ...       \n",
       "25         1419        NaN        NaN        NaN        7.5     ...       \n",
       "26          816        NaN        NaN        NaN        6.7     ...       \n",
       "27         2531        NaN        NaN        NaN       14.0     ...       \n",
       "28         2973        NaN        NaN        NaN        3.8     ...       \n",
       "29         2372        NaN        NaN        NaN        4.6     ...       \n",
       "...         ...        ...        ...        ...        ...     ...       \n",
       "8027       1153        NaN        NaN        NaN        7.0     ...       \n",
       "8028       1877        NaN        NaN        NaN       12.6     ...       \n",
       "8029       2928        NaN        NaN        NaN       12.0     ...       \n",
       "8030       2675        NaN        NaN        NaN       14.0     ...       \n",
       "8031       3273        NaN        NaN        NaN        7.9     ...       \n",
       "8032       1707        NaN        NaN        NaN        6.5     ...       \n",
       "8033       1500        NaN        NaN        NaN        9.5     ...       \n",
       "8034       2284        NaN        NaN        NaN       11.4     ...       \n",
       "8035       1527        NaN        NaN        NaN        5.4     ...       \n",
       "8036       1195        NaN        NaN        NaN        5.9     ...       \n",
       "8037       2599        NaN        NaN        NaN        6.3     ...       \n",
       "8038       4257        NaN        NaN        NaN        3.5     ...       \n",
       "8039       3634        NaN        NaN        NaN        7.8     ...       \n",
       "8040       4468        NaN        NaN        NaN        9.8     ...       \n",
       "8041       2034        NaN        NaN        NaN       10.1     ...       \n",
       "8042       2711        NaN        NaN        NaN       11.1     ...       \n",
       "8043       1848        NaN        NaN        NaN       14.4     ...       \n",
       "8044       3563        NaN        NaN        NaN       12.2     ...       \n",
       "8045       1146        NaN        NaN        NaN       22.3     ...       \n",
       "8046        888        NaN        NaN        NaN       24.2     ...       \n",
       "8047       3322        NaN        NaN        NaN        8.1     ...       \n",
       "8048       1612        NaN        NaN        NaN       15.3     ...       \n",
       "8049       1445        NaN        NaN        NaN       23.9     ...       \n",
       "8050       2219        NaN        NaN        NaN       16.5     ...       \n",
       "8051       5559        NaN        NaN        NaN       11.0     ...       \n",
       "8052       2006        NaN        NaN        NaN       11.5     ...       \n",
       "8053       1346        NaN        NaN        NaN       14.3     ...       \n",
       "8054        227        NaN        NaN        NaN       17.6     ...       \n",
       "8055       3314        NaN        NaN        NaN        6.7     ...       \n",
       "8056       1716        NaN        NaN        NaN        7.3     ...       \n",
       "\n",
       "      HC03_VC178  HC04_VC178  HC01_VC179  HC02_VC179  HC03_VC179  HC04_VC179  \\\n",
       "0            2.2         2.4         NaN         NaN         2.5         2.3   \n",
       "1            9.2         7.6         NaN         NaN         0.8         1.3   \n",
       "2           12.8        11.9         NaN         NaN         3.5         4.8   \n",
       "3            5.9         5.2         NaN         NaN         0.7         1.1   \n",
       "4            4.1         6.2         NaN         NaN         4.4         4.5   \n",
       "5            5.7         5.8         NaN         NaN         4.5         5.4   \n",
       "6           14.6         7.9         NaN         NaN        14.5         9.6   \n",
       "7           18.0         9.7         NaN         NaN         5.5         5.5   \n",
       "8           13.9        12.0         NaN         NaN        10.5         8.5   \n",
       "9           22.0        13.4         NaN         NaN        22.1        10.8   \n",
       "10          18.4        14.8         NaN         NaN         5.5         6.0   \n",
       "11           6.3         8.1         NaN         NaN         2.0         4.0   \n",
       "12          27.8        12.1         NaN         NaN         7.1         6.9   \n",
       "13          20.7        13.9         NaN         NaN        43.5        14.3   \n",
       "14          27.1        11.6         NaN         NaN        20.8        10.9   \n",
       "15          18.3        27.6         NaN         NaN        26.3        16.3   \n",
       "16          44.6        27.6         NaN         NaN        22.7        12.6   \n",
       "17          30.9        26.6         NaN         NaN        41.5        16.4   \n",
       "18          14.4         9.5         NaN         NaN        26.5        10.7   \n",
       "19          43.1        20.1         NaN         NaN        15.4         9.0   \n",
       "20          22.4        14.9         NaN         NaN        42.5        10.0   \n",
       "21          63.0        12.9         NaN         NaN        45.3        14.9   \n",
       "22           4.3         5.6         NaN         NaN        28.4        15.9   \n",
       "23          66.4        13.8         NaN         NaN        17.6        10.7   \n",
       "24          51.0        13.5         NaN         NaN        19.7        10.0   \n",
       "25          37.6         9.5         NaN         NaN        19.8         9.0   \n",
       "26          46.2        21.4         NaN         NaN        36.0        10.5   \n",
       "27          26.1        14.9         NaN         NaN        33.5        13.8   \n",
       "28          16.9         7.3         NaN         NaN        13.5         9.8   \n",
       "29          39.3        14.5         NaN         NaN        21.1        18.1   \n",
       "...          ...         ...         ...         ...         ...         ...   \n",
       "8027         4.3         4.6         NaN         NaN         5.8         3.6   \n",
       "8028        18.6        14.3         NaN         NaN        15.0         7.7   \n",
       "8029        16.5        11.4         NaN         NaN         8.7         5.6   \n",
       "8030        19.9        11.6         NaN         NaN        16.0         7.9   \n",
       "8031         8.6         8.3         NaN         NaN        17.5         8.1   \n",
       "8032         5.2         7.5         NaN         NaN         0.8         1.3   \n",
       "8033        23.1        15.7         NaN         NaN        10.8         9.5   \n",
       "8034         9.6         6.6         NaN         NaN        28.1         8.3   \n",
       "8035         6.3         7.3         NaN         NaN        15.0        10.0   \n",
       "8036         0.0         5.2         NaN         NaN         0.0         1.6   \n",
       "8037         9.4         6.3         NaN         NaN         8.3         5.4   \n",
       "8038         8.0         9.0         NaN         NaN         6.5         3.5   \n",
       "8039         0.8         1.3         NaN         NaN         2.3         2.7   \n",
       "8040         2.0         2.9         NaN         NaN         5.7         4.0   \n",
       "8041        11.7         8.0         NaN         NaN        11.4         6.6   \n",
       "8042        10.0         7.9         NaN         NaN         7.5         5.0   \n",
       "8043        15.8         9.5         NaN         NaN        26.9        10.4   \n",
       "8044        11.7        10.3         NaN         NaN        24.9        12.5   \n",
       "8045        31.8        18.2         NaN         NaN        41.4         9.8   \n",
       "8046         8.4        12.1         NaN         NaN        36.8        10.7   \n",
       "8047         6.5         7.0         NaN         NaN        14.9         6.7   \n",
       "8048        24.2        13.4         NaN         NaN        43.1        10.3   \n",
       "8049        24.1        13.0         NaN         NaN        14.9         7.6   \n",
       "8050         4.5         4.0         NaN         NaN        13.8         6.7   \n",
       "8051        13.7        10.2         NaN         NaN         7.4         3.9   \n",
       "8052        17.0        10.4         NaN         NaN         7.2         4.3   \n",
       "8053         5.5         4.8         NaN         NaN        25.5         8.7   \n",
       "8054         NaN         NaN         NaN         NaN        12.4         6.9   \n",
       "8055         2.7         2.5         NaN         NaN        11.4         7.2   \n",
       "8056        11.2         6.7         NaN         NaN        17.9         7.2   \n",
       "\n",
       "      HC01_VC180  HC02_VC180  HC03_VC180  HC04_VC180  \n",
       "0            NaN         NaN         8.3         5.5  \n",
       "1            NaN         NaN        13.6         6.8  \n",
       "2            NaN         NaN        16.5         6.6  \n",
       "3            NaN         NaN        14.8         6.2  \n",
       "4            NaN         NaN        14.0         5.7  \n",
       "5            NaN         NaN        20.9        11.0  \n",
       "6            NaN         NaN        24.1         6.0  \n",
       "7            NaN         NaN        17.7         6.4  \n",
       "8            NaN         NaN        25.0        10.2  \n",
       "9            NaN         NaN        25.6         8.5  \n",
       "10           NaN         NaN        24.5         7.2  \n",
       "11           NaN         NaN        15.6         5.5  \n",
       "12           NaN         NaN        44.4        10.8  \n",
       "13           NaN         NaN        42.2         7.7  \n",
       "14           NaN         NaN        28.6         6.1  \n",
       "15           NaN         NaN        32.8         9.6  \n",
       "16           NaN         NaN        23.5         8.9  \n",
       "17           NaN         NaN        38.4        10.4  \n",
       "18           NaN         NaN        26.4         8.7  \n",
       "19           NaN         NaN        26.4         9.5  \n",
       "20           NaN         NaN        35.1        11.0  \n",
       "21           NaN         NaN        36.0         9.1  \n",
       "22           NaN         NaN        24.7         8.4  \n",
       "23           NaN         NaN        48.0         6.1  \n",
       "24           NaN         NaN        28.3         6.4  \n",
       "25           NaN         NaN        49.8        10.6  \n",
       "26           NaN         NaN        37.9        15.0  \n",
       "27           NaN         NaN        21.2         8.2  \n",
       "28           NaN         NaN        11.2         4.3  \n",
       "29           NaN         NaN        29.3         6.9  \n",
       "...          ...         ...         ...         ...  \n",
       "8027         NaN         NaN        58.3        11.6  \n",
       "8028         NaN         NaN        37.6        13.3  \n",
       "8029         NaN         NaN        33.7        12.5  \n",
       "8030         NaN         NaN        40.8        12.0  \n",
       "8031         NaN         NaN        20.3        10.2  \n",
       "8032         NaN         NaN        11.1        11.6  \n",
       "8033         NaN         NaN        42.6        17.1  \n",
       "8034         NaN         NaN        26.4        10.2  \n",
       "8035         NaN         NaN        17.7         9.4  \n",
       "8036         NaN         NaN         0.0         8.8  \n",
       "8037         NaN         NaN         4.9         4.7  \n",
       "8038         NaN         NaN        24.1        13.1  \n",
       "8039         NaN         NaN        17.7         9.6  \n",
       "8040         NaN         NaN        25.1        13.7  \n",
       "8041         NaN         NaN        31.2        10.9  \n",
       "8042         NaN         NaN        31.7        13.8  \n",
       "8043         NaN         NaN        28.9         8.0  \n",
       "8044         NaN         NaN        15.5         7.3  \n",
       "8045         NaN         NaN        44.5        14.5  \n",
       "8046         NaN         NaN        59.1        11.4  \n",
       "8047         NaN         NaN        19.9         8.3  \n",
       "8048         NaN         NaN        49.3        11.4  \n",
       "8049         NaN         NaN        63.4        11.7  \n",
       "8050         NaN         NaN        27.6        10.8  \n",
       "8051         NaN         NaN        20.7         7.4  \n",
       "8052         NaN         NaN        44.6        12.2  \n",
       "8053         NaN         NaN        35.4        12.4  \n",
       "8054         NaN         NaN        63.6        42.5  \n",
       "8055         NaN         NaN        18.1         8.5  \n",
       "8056         NaN         NaN        39.1        13.9  \n",
       "\n",
       "[8057 rows x 431 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PATH = cawc.PATH_DATA / 'sec-2016-1'\n",
    "\n",
    "data = pd.read_csv(PATH / 'ACS_16_5YR_DP03.csv', skiprows=[1])\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As in the previous `demo` notebook, after manually checking the correspondence between the column labels containing the desired observables, we select a table from the overall data.\n",
    "\n",
    "It's interesting to note that the column label indices seem to be consistent regardless of the selections and modifications done interactively on the FactFinder portal (even if the corresponding column is not present in the exported CSV file)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "COLUMNS = {\n",
    "    'GEO.id2': 'geoid',\n",
    "    'HC01_VC85': 'mean_household_income',\n",
    "    'HC01_VC86': 'median_household_income',\n",
    "}\n",
    "\n",
    "def get_data_subset(df, col_map):\n",
    "    cols_to_keep = list(col_map.keys())\n",
    "    print(cols_to_keep)\n",
    "    return df[cols_to_keep].rename(columns=col_map)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['GEO.id2', 'HC01_VC85', 'HC01_VC86']\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "    }\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>geoid</th>\n",
       "      <th>mean_household_income</th>\n",
       "      <th>median_household_income</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6001400100</td>\n",
       "      <td>177417.0</td>\n",
       "      <td>247448.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6001400200</td>\n",
       "      <td>153125.0</td>\n",
       "      <td>188486.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6001400300</td>\n",
       "      <td>85313.0</td>\n",
       "      <td>135449.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6001400400</td>\n",
       "      <td>99539.0</td>\n",
       "      <td>127642.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6001400500</td>\n",
       "      <td>83650.0</td>\n",
       "      <td>92682.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6001400600</td>\n",
       "      <td>61597.0</td>\n",
       "      <td>91276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6001400700</td>\n",
       "      <td>46424.0</td>\n",
       "      <td>70191.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6001400800</td>\n",
       "      <td>61111.0</td>\n",
       "      <td>77066.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>6001400900</td>\n",
       "      <td>55691.0</td>\n",
       "      <td>83432.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6001401000</td>\n",
       "      <td>51073.0</td>\n",
       "      <td>68001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>6001401100</td>\n",
       "      <td>71205.0</td>\n",
       "      <td>85554.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>6001401200</td>\n",
       "      <td>83208.0</td>\n",
       "      <td>111318.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>6001401300</td>\n",
       "      <td>37123.0</td>\n",
       "      <td>66164.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>6001401400</td>\n",
       "      <td>25985.0</td>\n",
       "      <td>39186.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>6001401500</td>\n",
       "      <td>48903.0</td>\n",
       "      <td>68774.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>6001401600</td>\n",
       "      <td>36544.0</td>\n",
       "      <td>54088.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>6001401700</td>\n",
       "      <td>66308.0</td>\n",
       "      <td>88124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>6001401800</td>\n",
       "      <td>28185.0</td>\n",
       "      <td>51943.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>6001402200</td>\n",
       "      <td>45400.0</td>\n",
       "      <td>64569.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>6001402400</td>\n",
       "      <td>33724.0</td>\n",
       "      <td>57544.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>6001402500</td>\n",
       "      <td>23693.0</td>\n",
       "      <td>40128.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>6001402600</td>\n",
       "      <td>22955.0</td>\n",
       "      <td>43132.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>6001402700</td>\n",
       "      <td>44792.0</td>\n",
       "      <td>77169.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>6001402800</td>\n",
       "      <td>17363.0</td>\n",
       "      <td>59076.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>6001402900</td>\n",
       "      <td>28854.0</td>\n",
       "      <td>48750.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>6001403000</td>\n",
       "      <td>19490.0</td>\n",
       "      <td>42306.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>6001403100</td>\n",
       "      <td>51184.0</td>\n",
       "      <td>80999.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>6001403300</td>\n",
       "      <td>52246.0</td>\n",
       "      <td>75207.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>6001403400</td>\n",
       "      <td>51172.0</td>\n",
       "      <td>73892.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>6001403501</td>\n",
       "      <td>37032.0</td>\n",
       "      <td>59541.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8027</th>\n",
       "      <td>6113010704</td>\n",
       "      <td>57778.0</td>\n",
       "      <td>99157.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8028</th>\n",
       "      <td>6113010800</td>\n",
       "      <td>43167.0</td>\n",
       "      <td>61138.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8029</th>\n",
       "      <td>6113010901</td>\n",
       "      <td>51759.0</td>\n",
       "      <td>60201.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8030</th>\n",
       "      <td>6113010902</td>\n",
       "      <td>39193.0</td>\n",
       "      <td>45734.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8031</th>\n",
       "      <td>6113011001</td>\n",
       "      <td>43409.0</td>\n",
       "      <td>68437.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8032</th>\n",
       "      <td>6113011002</td>\n",
       "      <td>74200.0</td>\n",
       "      <td>98318.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8033</th>\n",
       "      <td>6113011101</td>\n",
       "      <td>45184.0</td>\n",
       "      <td>63489.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8034</th>\n",
       "      <td>6113011102</td>\n",
       "      <td>42866.0</td>\n",
       "      <td>49739.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8035</th>\n",
       "      <td>6113011103</td>\n",
       "      <td>62005.0</td>\n",
       "      <td>74942.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8036</th>\n",
       "      <td>6113011203</td>\n",
       "      <td>90849.0</td>\n",
       "      <td>104992.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8037</th>\n",
       "      <td>6113011204</td>\n",
       "      <td>73063.0</td>\n",
       "      <td>82380.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8038</th>\n",
       "      <td>6113011205</td>\n",
       "      <td>84219.0</td>\n",
       "      <td>93240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8039</th>\n",
       "      <td>6113011206</td>\n",
       "      <td>82296.0</td>\n",
       "      <td>106831.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8040</th>\n",
       "      <td>6113011300</td>\n",
       "      <td>65563.0</td>\n",
       "      <td>92647.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8041</th>\n",
       "      <td>6113011400</td>\n",
       "      <td>49583.0</td>\n",
       "      <td>65708.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8042</th>\n",
       "      <td>6113011500</td>\n",
       "      <td>61106.0</td>\n",
       "      <td>70411.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8043</th>\n",
       "      <td>6115040100</td>\n",
       "      <td>33523.0</td>\n",
       "      <td>44460.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8044</th>\n",
       "      <td>6115040200</td>\n",
       "      <td>46686.0</td>\n",
       "      <td>54110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8045</th>\n",
       "      <td>6115040301</td>\n",
       "      <td>24444.0</td>\n",
       "      <td>35056.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8046</th>\n",
       "      <td>6115040302</td>\n",
       "      <td>27610.0</td>\n",
       "      <td>32106.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8047</th>\n",
       "      <td>6115040303</td>\n",
       "      <td>58635.0</td>\n",
       "      <td>65055.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8048</th>\n",
       "      <td>6115040400</td>\n",
       "      <td>26168.0</td>\n",
       "      <td>33409.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8049</th>\n",
       "      <td>6115040500</td>\n",
       "      <td>31217.0</td>\n",
       "      <td>36952.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8050</th>\n",
       "      <td>6115040600</td>\n",
       "      <td>43977.0</td>\n",
       "      <td>53649.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8051</th>\n",
       "      <td>6115040700</td>\n",
       "      <td>73884.0</td>\n",
       "      <td>80140.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8052</th>\n",
       "      <td>6115040800</td>\n",
       "      <td>66250.0</td>\n",
       "      <td>81858.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8053</th>\n",
       "      <td>6115040901</td>\n",
       "      <td>50208.0</td>\n",
       "      <td>60689.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8054</th>\n",
       "      <td>6115040902</td>\n",
       "      <td>38170.0</td>\n",
       "      <td>47285.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8055</th>\n",
       "      <td>6115041000</td>\n",
       "      <td>75769.0</td>\n",
       "      <td>92413.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8056</th>\n",
       "      <td>6115041100</td>\n",
       "      <td>37436.0</td>\n",
       "      <td>54757.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8057 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           geoid  mean_household_income  median_household_income\n",
       "0     6001400100               177417.0                 247448.0\n",
       "1     6001400200               153125.0                 188486.0\n",
       "2     6001400300                85313.0                 135449.0\n",
       "3     6001400400                99539.0                 127642.0\n",
       "4     6001400500                83650.0                  92682.0\n",
       "5     6001400600                61597.0                  91276.0\n",
       "6     6001400700                46424.0                  70191.0\n",
       "7     6001400800                61111.0                  77066.0\n",
       "8     6001400900                55691.0                  83432.0\n",
       "9     6001401000                51073.0                  68001.0\n",
       "10    6001401100                71205.0                  85554.0\n",
       "11    6001401200                83208.0                 111318.0\n",
       "12    6001401300                37123.0                  66164.0\n",
       "13    6001401400                25985.0                  39186.0\n",
       "14    6001401500                48903.0                  68774.0\n",
       "15    6001401600                36544.0                  54088.0\n",
       "16    6001401700                66308.0                  88124.0\n",
       "17    6001401800                28185.0                  51943.0\n",
       "18    6001402200                45400.0                  64569.0\n",
       "19    6001402400                33724.0                  57544.0\n",
       "20    6001402500                23693.0                  40128.0\n",
       "21    6001402600                22955.0                  43132.0\n",
       "22    6001402700                44792.0                  77169.0\n",
       "23    6001402800                17363.0                  59076.0\n",
       "24    6001402900                28854.0                  48750.0\n",
       "25    6001403000                19490.0                  42306.0\n",
       "26    6001403100                51184.0                  80999.0\n",
       "27    6001403300                52246.0                  75207.0\n",
       "28    6001403400                51172.0                  73892.0\n",
       "29    6001403501                37032.0                  59541.0\n",
       "...          ...                    ...                      ...\n",
       "8027  6113010704                57778.0                  99157.0\n",
       "8028  6113010800                43167.0                  61138.0\n",
       "8029  6113010901                51759.0                  60201.0\n",
       "8030  6113010902                39193.0                  45734.0\n",
       "8031  6113011001                43409.0                  68437.0\n",
       "8032  6113011002                74200.0                  98318.0\n",
       "8033  6113011101                45184.0                  63489.0\n",
       "8034  6113011102                42866.0                  49739.0\n",
       "8035  6113011103                62005.0                  74942.0\n",
       "8036  6113011203                90849.0                 104992.0\n",
       "8037  6113011204                73063.0                  82380.0\n",
       "8038  6113011205                84219.0                  93240.0\n",
       "8039  6113011206                82296.0                 106831.0\n",
       "8040  6113011300                65563.0                  92647.0\n",
       "8041  6113011400                49583.0                  65708.0\n",
       "8042  6113011500                61106.0                  70411.0\n",
       "8043  6115040100                33523.0                  44460.0\n",
       "8044  6115040200                46686.0                  54110.0\n",
       "8045  6115040301                24444.0                  35056.0\n",
       "8046  6115040302                27610.0                  32106.0\n",
       "8047  6115040303                58635.0                  65055.0\n",
       "8048  6115040400                26168.0                  33409.0\n",
       "8049  6115040500                31217.0                  36952.0\n",
       "8050  6115040600                43977.0                  53649.0\n",
       "8051  6115040700                73884.0                  80140.0\n",
       "8052  6115040800                66250.0                  81858.0\n",
       "8053  6115040901                50208.0                  60689.0\n",
       "8054  6115040902                38170.0                  47285.0\n",
       "8055  6115041000                75769.0                  92413.0\n",
       "8056  6115041100                37436.0                  54757.0\n",
       "\n",
       "[8057 rows x 3 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.pipe(get_data_subset, COLUMNS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[dataset `sea2016-A`]: getting from loader...\n",
      "[dataset `sea2016-A`]: processing...\n",
      "[dataset `sea2016-B`]: getting from loader...\n",
      "[dataset `sea2016-B`]: processing...\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>label</th>\n",
       "      <th>rate_unemployed</th>\n",
       "      <th>rate_underpovlimit_families</th>\n",
       "      <th>rate_no_health_insurance_unemployed</th>\n",
       "      <th>mean_household_income</th>\n",
       "      <th>median_household_income</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>geoid</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>06001400100</th>\n",
       "      <td>Census Tract 4001, Alameda County, California</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2.5</td>\n",
       "      <td>13.9</td>\n",
       "      <td>177417.0</td>\n",
       "      <td>247448.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001400200</th>\n",
       "      <td>Census Tract 4002, Alameda County, California</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.8</td>\n",
       "      <td>7.2</td>\n",
       "      <td>153125.0</td>\n",
       "      <td>188486.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001400300</th>\n",
       "      <td>Census Tract 4003, Alameda County, California</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>6.6</td>\n",
       "      <td>85313.0</td>\n",
       "      <td>135449.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001400400</th>\n",
       "      <td>Census Tract 4004, Alameda County, California</td>\n",
       "      <td>4.3</td>\n",
       "      <td>0.7</td>\n",
       "      <td>7.3</td>\n",
       "      <td>99539.0</td>\n",
       "      <td>127642.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001400500</th>\n",
       "      <td>Census Tract 4005, Alameda County, California</td>\n",
       "      <td>3.2</td>\n",
       "      <td>4.4</td>\n",
       "      <td>16.2</td>\n",
       "      <td>83650.0</td>\n",
       "      <td>92682.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001400600</th>\n",
       "      <td>Census Tract 4006, Alameda County, California</td>\n",
       "      <td>9.3</td>\n",
       "      <td>4.5</td>\n",
       "      <td>14.2</td>\n",
       "      <td>61597.0</td>\n",
       "      <td>91276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001400700</th>\n",
       "      <td>Census Tract 4007, Alameda County, California</td>\n",
       "      <td>8.4</td>\n",
       "      <td>14.5</td>\n",
       "      <td>15.3</td>\n",
       "      <td>46424.0</td>\n",
       "      <td>70191.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001400800</th>\n",
       "      <td>Census Tract 4008, Alameda County, California</td>\n",
       "      <td>8.9</td>\n",
       "      <td>5.5</td>\n",
       "      <td>18.8</td>\n",
       "      <td>61111.0</td>\n",
       "      <td>77066.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001400900</th>\n",
       "      <td>Census Tract 4009, Alameda County, California</td>\n",
       "      <td>4.3</td>\n",
       "      <td>10.5</td>\n",
       "      <td>4.2</td>\n",
       "      <td>55691.0</td>\n",
       "      <td>83432.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001401000</th>\n",
       "      <td>Census Tract 4010, Alameda County, California</td>\n",
       "      <td>8.4</td>\n",
       "      <td>22.1</td>\n",
       "      <td>17.5</td>\n",
       "      <td>51073.0</td>\n",
       "      <td>68001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001401100</th>\n",
       "      <td>Census Tract 4011, Alameda County, California</td>\n",
       "      <td>9.6</td>\n",
       "      <td>5.5</td>\n",
       "      <td>9.3</td>\n",
       "      <td>71205.0</td>\n",
       "      <td>85554.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001401200</th>\n",
       "      <td>Census Tract 4012, Alameda County, California</td>\n",
       "      <td>10.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>83208.0</td>\n",
       "      <td>111318.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001401300</th>\n",
       "      <td>Census Tract 4013, Alameda County, California</td>\n",
       "      <td>14.2</td>\n",
       "      <td>7.1</td>\n",
       "      <td>18.7</td>\n",
       "      <td>37123.0</td>\n",
       "      <td>66164.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001401400</th>\n",
       "      <td>Census Tract 4014, Alameda County, California</td>\n",
       "      <td>11.7</td>\n",
       "      <td>43.5</td>\n",
       "      <td>15.5</td>\n",
       "      <td>25985.0</td>\n",
       "      <td>39186.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001401500</th>\n",
       "      <td>Census Tract 4015, Alameda County, California</td>\n",
       "      <td>12.0</td>\n",
       "      <td>20.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>48903.0</td>\n",
       "      <td>68774.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001401600</th>\n",
       "      <td>Census Tract 4016, Alameda County, California</td>\n",
       "      <td>5.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>16.3</td>\n",
       "      <td>36544.0</td>\n",
       "      <td>54088.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001401700</th>\n",
       "      <td>Census Tract 4017, Alameda County, California</td>\n",
       "      <td>7.0</td>\n",
       "      <td>22.7</td>\n",
       "      <td>29.1</td>\n",
       "      <td>66308.0</td>\n",
       "      <td>88124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001401800</th>\n",
       "      <td>Census Tract 4018, Alameda County, California</td>\n",
       "      <td>14.9</td>\n",
       "      <td>41.5</td>\n",
       "      <td>21.8</td>\n",
       "      <td>28185.0</td>\n",
       "      <td>51943.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001402200</th>\n",
       "      <td>Census Tract 4022, Alameda County, California</td>\n",
       "      <td>11.3</td>\n",
       "      <td>26.5</td>\n",
       "      <td>16.7</td>\n",
       "      <td>45400.0</td>\n",
       "      <td>64569.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001402400</th>\n",
       "      <td>Census Tract 4024, Alameda County, California</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.4</td>\n",
       "      <td>15.3</td>\n",
       "      <td>33724.0</td>\n",
       "      <td>57544.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001402500</th>\n",
       "      <td>Census Tract 4025, Alameda County, California</td>\n",
       "      <td>22.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>2.8</td>\n",
       "      <td>23693.0</td>\n",
       "      <td>40128.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001402600</th>\n",
       "      <td>Census Tract 4026, Alameda County, California</td>\n",
       "      <td>13.1</td>\n",
       "      <td>45.3</td>\n",
       "      <td>18.7</td>\n",
       "      <td>22955.0</td>\n",
       "      <td>43132.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001402700</th>\n",
       "      <td>Census Tract 4027, Alameda County, California</td>\n",
       "      <td>6.5</td>\n",
       "      <td>28.4</td>\n",
       "      <td>6.8</td>\n",
       "      <td>44792.0</td>\n",
       "      <td>77169.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001402800</th>\n",
       "      <td>Census Tract 4028, Alameda County, California</td>\n",
       "      <td>13.7</td>\n",
       "      <td>17.6</td>\n",
       "      <td>25.2</td>\n",
       "      <td>17363.0</td>\n",
       "      <td>59076.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001402900</th>\n",
       "      <td>Census Tract 4029, Alameda County, California</td>\n",
       "      <td>6.0</td>\n",
       "      <td>19.7</td>\n",
       "      <td>34.8</td>\n",
       "      <td>28854.0</td>\n",
       "      <td>48750.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001403000</th>\n",
       "      <td>Census Tract 4030, Alameda County, California</td>\n",
       "      <td>7.5</td>\n",
       "      <td>19.8</td>\n",
       "      <td>21.7</td>\n",
       "      <td>19490.0</td>\n",
       "      <td>42306.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001403100</th>\n",
       "      <td>Census Tract 4031, Alameda County, California</td>\n",
       "      <td>6.7</td>\n",
       "      <td>36.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>51184.0</td>\n",
       "      <td>80999.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001403300</th>\n",
       "      <td>Census Tract 4033, Alameda County, California</td>\n",
       "      <td>14.0</td>\n",
       "      <td>33.5</td>\n",
       "      <td>21.5</td>\n",
       "      <td>52246.0</td>\n",
       "      <td>75207.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001403400</th>\n",
       "      <td>Census Tract 4034, Alameda County, California</td>\n",
       "      <td>3.8</td>\n",
       "      <td>13.5</td>\n",
       "      <td>22.1</td>\n",
       "      <td>51172.0</td>\n",
       "      <td>73892.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06001403501</th>\n",
       "      <td>Census Tract 4035.01, Alameda County, California</td>\n",
       "      <td>4.6</td>\n",
       "      <td>21.1</td>\n",
       "      <td>10.4</td>\n",
       "      <td>37032.0</td>\n",
       "      <td>59541.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06113010704</th>\n",
       "      <td>Census Tract 107.04, Yolo County, California</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57778.0</td>\n",
       "      <td>99157.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06113010800</th>\n",
       "      <td>Census Tract 108, Yolo County, California</td>\n",
       "      <td>12.6</td>\n",
       "      <td>15.0</td>\n",
       "      <td>22.8</td>\n",
       "      <td>43167.0</td>\n",
       "      <td>61138.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06113010901</th>\n",
       "      <td>Census Tract 109.01, Yolo County, California</td>\n",
       "      <td>12.0</td>\n",
       "      <td>8.7</td>\n",
       "      <td>18.7</td>\n",
       "      <td>51759.0</td>\n",
       "      <td>60201.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06113010902</th>\n",
       "      <td>Census Tract 109.02, Yolo County, California</td>\n",
       "      <td>14.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>12.6</td>\n",
       "      <td>39193.0</td>\n",
       "      <td>45734.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06113011001</th>\n",
       "      <td>Census Tract 110.01, Yolo County, California</td>\n",
       "      <td>7.9</td>\n",
       "      <td>17.5</td>\n",
       "      <td>4.4</td>\n",
       "      <td>43409.0</td>\n",
       "      <td>68437.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06113011002</th>\n",
       "      <td>Census Tract 110.02, Yolo County, California</td>\n",
       "      <td>6.5</td>\n",
       "      <td>0.8</td>\n",
       "      <td>5.2</td>\n",
       "      <td>74200.0</td>\n",
       "      <td>98318.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06113011101</th>\n",
       "      <td>Census Tract 111.01, Yolo County, California</td>\n",
       "      <td>9.5</td>\n",
       "      <td>10.8</td>\n",
       "      <td>27.4</td>\n",
       "      <td>45184.0</td>\n",
       "      <td>63489.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06113011102</th>\n",
       "      <td>Census Tract 111.02, Yolo County, California</td>\n",
       "      <td>11.4</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.8</td>\n",
       "      <td>42866.0</td>\n",
       "      <td>49739.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06113011103</th>\n",
       "      <td>Census Tract 111.03, Yolo County, California</td>\n",
       "      <td>5.4</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16.2</td>\n",
       "      <td>62005.0</td>\n",
       "      <td>74942.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06113011203</th>\n",
       "      <td>Census Tract 112.03, Yolo County, California</td>\n",
       "      <td>5.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90849.0</td>\n",
       "      <td>104992.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06113011204</th>\n",
       "      <td>Census Tract 112.04, Yolo County, California</td>\n",
       "      <td>6.3</td>\n",
       "      <td>8.3</td>\n",
       "      <td>9.2</td>\n",
       "      <td>73063.0</td>\n",
       "      <td>82380.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06113011205</th>\n",
       "      <td>Census Tract 112.05, Yolo County, California</td>\n",
       "      <td>3.5</td>\n",
       "      <td>6.5</td>\n",
       "      <td>18.3</td>\n",
       "      <td>84219.0</td>\n",
       "      <td>93240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06113011206</th>\n",
       "      <td>Census Tract 112.06, Yolo County, California</td>\n",
       "      <td>7.8</td>\n",
       "      <td>2.3</td>\n",
       "      <td>11.7</td>\n",
       "      <td>82296.0</td>\n",
       "      <td>106831.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06113011300</th>\n",
       "      <td>Census Tract 113, Yolo County, California</td>\n",
       "      <td>9.8</td>\n",
       "      <td>5.7</td>\n",
       "      <td>26.0</td>\n",
       "      <td>65563.0</td>\n",
       "      <td>92647.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06113011400</th>\n",
       "      <td>Census Tract 114, Yolo County, California</td>\n",
       "      <td>10.1</td>\n",
       "      <td>11.4</td>\n",
       "      <td>24.3</td>\n",
       "      <td>49583.0</td>\n",
       "      <td>65708.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06113011500</th>\n",
       "      <td>Census Tract 115, Yolo County, California</td>\n",
       "      <td>11.1</td>\n",
       "      <td>7.5</td>\n",
       "      <td>15.6</td>\n",
       "      <td>61106.0</td>\n",
       "      <td>70411.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06115040100</th>\n",
       "      <td>Census Tract 401, Yuba County, California</td>\n",
       "      <td>14.4</td>\n",
       "      <td>26.9</td>\n",
       "      <td>9.0</td>\n",
       "      <td>33523.0</td>\n",
       "      <td>44460.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06115040200</th>\n",
       "      <td>Census Tract 402, Yuba County, California</td>\n",
       "      <td>12.2</td>\n",
       "      <td>24.9</td>\n",
       "      <td>21.5</td>\n",
       "      <td>46686.0</td>\n",
       "      <td>54110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06115040301</th>\n",
       "      <td>Census Tract 403.01, Yuba County, California</td>\n",
       "      <td>22.3</td>\n",
       "      <td>41.4</td>\n",
       "      <td>13.9</td>\n",
       "      <td>24444.0</td>\n",
       "      <td>35056.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06115040302</th>\n",
       "      <td>Census Tract 403.02, Yuba County, California</td>\n",
       "      <td>24.2</td>\n",
       "      <td>36.8</td>\n",
       "      <td>17.6</td>\n",
       "      <td>27610.0</td>\n",
       "      <td>32106.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06115040303</th>\n",
       "      <td>Census Tract 403.03, Yuba County, California</td>\n",
       "      <td>8.1</td>\n",
       "      <td>14.9</td>\n",
       "      <td>15.1</td>\n",
       "      <td>58635.0</td>\n",
       "      <td>65055.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06115040400</th>\n",
       "      <td>Census Tract 404, Yuba County, California</td>\n",
       "      <td>15.3</td>\n",
       "      <td>43.1</td>\n",
       "      <td>15.9</td>\n",
       "      <td>26168.0</td>\n",
       "      <td>33409.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06115040500</th>\n",
       "      <td>Census Tract 405, Yuba County, California</td>\n",
       "      <td>23.9</td>\n",
       "      <td>14.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>31217.0</td>\n",
       "      <td>36952.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06115040600</th>\n",
       "      <td>Census Tract 406, Yuba County, California</td>\n",
       "      <td>16.5</td>\n",
       "      <td>13.8</td>\n",
       "      <td>15.6</td>\n",
       "      <td>43977.0</td>\n",
       "      <td>53649.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06115040700</th>\n",
       "      <td>Census Tract 407, Yuba County, California</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7.4</td>\n",
       "      <td>13.1</td>\n",
       "      <td>73884.0</td>\n",
       "      <td>80140.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06115040800</th>\n",
       "      <td>Census Tract 408, Yuba County, California</td>\n",
       "      <td>11.5</td>\n",
       "      <td>7.2</td>\n",
       "      <td>21.3</td>\n",
       "      <td>66250.0</td>\n",
       "      <td>81858.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06115040901</th>\n",
       "      <td>Census Tract 409.01, Yuba County, California</td>\n",
       "      <td>14.3</td>\n",
       "      <td>25.5</td>\n",
       "      <td>25.3</td>\n",
       "      <td>50208.0</td>\n",
       "      <td>60689.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06115040902</th>\n",
       "      <td>Census Tract 409.02, Yuba County, California</td>\n",
       "      <td>17.6</td>\n",
       "      <td>12.4</td>\n",
       "      <td>6.6</td>\n",
       "      <td>38170.0</td>\n",
       "      <td>47285.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06115041000</th>\n",
       "      <td>Census Tract 410, Yuba County, California</td>\n",
       "      <td>6.7</td>\n",
       "      <td>11.4</td>\n",
       "      <td>16.1</td>\n",
       "      <td>75769.0</td>\n",
       "      <td>92413.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06115041100</th>\n",
       "      <td>Census Tract 411, Yuba County, California</td>\n",
       "      <td>7.3</td>\n",
       "      <td>17.9</td>\n",
       "      <td>13.7</td>\n",
       "      <td>37436.0</td>\n",
       "      <td>54757.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8057 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                        label  \\\n",
       "geoid                                                           \n",
       "06001400100     Census Tract 4001, Alameda County, California   \n",
       "06001400200     Census Tract 4002, Alameda County, California   \n",
       "06001400300     Census Tract 4003, Alameda County, California   \n",
       "06001400400     Census Tract 4004, Alameda County, California   \n",
       "06001400500     Census Tract 4005, Alameda County, California   \n",
       "06001400600     Census Tract 4006, Alameda County, California   \n",
       "06001400700     Census Tract 4007, Alameda County, California   \n",
       "06001400800     Census Tract 4008, Alameda County, California   \n",
       "06001400900     Census Tract 4009, Alameda County, California   \n",
       "06001401000     Census Tract 4010, Alameda County, California   \n",
       "06001401100     Census Tract 4011, Alameda County, California   \n",
       "06001401200     Census Tract 4012, Alameda County, California   \n",
       "06001401300     Census Tract 4013, Alameda County, California   \n",
       "06001401400     Census Tract 4014, Alameda County, California   \n",
       "06001401500     Census Tract 4015, Alameda County, California   \n",
       "06001401600     Census Tract 4016, Alameda County, California   \n",
       "06001401700     Census Tract 4017, Alameda County, California   \n",
       "06001401800     Census Tract 4018, Alameda County, California   \n",
       "06001402200     Census Tract 4022, Alameda County, California   \n",
       "06001402400     Census Tract 4024, Alameda County, California   \n",
       "06001402500     Census Tract 4025, Alameda County, California   \n",
       "06001402600     Census Tract 4026, Alameda County, California   \n",
       "06001402700     Census Tract 4027, Alameda County, California   \n",
       "06001402800     Census Tract 4028, Alameda County, California   \n",
       "06001402900     Census Tract 4029, Alameda County, California   \n",
       "06001403000     Census Tract 4030, Alameda County, California   \n",
       "06001403100     Census Tract 4031, Alameda County, California   \n",
       "06001403300     Census Tract 4033, Alameda County, California   \n",
       "06001403400     Census Tract 4034, Alameda County, California   \n",
       "06001403501  Census Tract 4035.01, Alameda County, California   \n",
       "...                                                       ...   \n",
       "06113010704      Census Tract 107.04, Yolo County, California   \n",
       "06113010800         Census Tract 108, Yolo County, California   \n",
       "06113010901      Census Tract 109.01, Yolo County, California   \n",
       "06113010902      Census Tract 109.02, Yolo County, California   \n",
       "06113011001      Census Tract 110.01, Yolo County, California   \n",
       "06113011002      Census Tract 110.02, Yolo County, California   \n",
       "06113011101      Census Tract 111.01, Yolo County, California   \n",
       "06113011102      Census Tract 111.02, Yolo County, California   \n",
       "06113011103      Census Tract 111.03, Yolo County, California   \n",
       "06113011203      Census Tract 112.03, Yolo County, California   \n",
       "06113011204      Census Tract 112.04, Yolo County, California   \n",
       "06113011205      Census Tract 112.05, Yolo County, California   \n",
       "06113011206      Census Tract 112.06, Yolo County, California   \n",
       "06113011300         Census Tract 113, Yolo County, California   \n",
       "06113011400         Census Tract 114, Yolo County, California   \n",
       "06113011500         Census Tract 115, Yolo County, California   \n",
       "06115040100         Census Tract 401, Yuba County, California   \n",
       "06115040200         Census Tract 402, Yuba County, California   \n",
       "06115040301      Census Tract 403.01, Yuba County, California   \n",
       "06115040302      Census Tract 403.02, Yuba County, California   \n",
       "06115040303      Census Tract 403.03, Yuba County, California   \n",
       "06115040400         Census Tract 404, Yuba County, California   \n",
       "06115040500         Census Tract 405, Yuba County, California   \n",
       "06115040600         Census Tract 406, Yuba County, California   \n",
       "06115040700         Census Tract 407, Yuba County, California   \n",
       "06115040800         Census Tract 408, Yuba County, California   \n",
       "06115040901      Census Tract 409.01, Yuba County, California   \n",
       "06115040902      Census Tract 409.02, Yuba County, California   \n",
       "06115041000         Census Tract 410, Yuba County, California   \n",
       "06115041100         Census Tract 411, Yuba County, California   \n",
       "\n",
       "             rate_unemployed  rate_underpovlimit_families  \\\n",
       "geoid                                                       \n",
       "06001400100              4.6                          2.5   \n",
       "06001400200              3.2                          0.8   \n",
       "06001400300              6.0                          3.5   \n",
       "06001400400              4.3                          0.7   \n",
       "06001400500              3.2                          4.4   \n",
       "06001400600              9.3                          4.5   \n",
       "06001400700              8.4                         14.5   \n",
       "06001400800              8.9                          5.5   \n",
       "06001400900              4.3                         10.5   \n",
       "06001401000              8.4                         22.1   \n",
       "06001401100              9.6                          5.5   \n",
       "06001401200             10.7                          2.0   \n",
       "06001401300             14.2                          7.1   \n",
       "06001401400             11.7                         43.5   \n",
       "06001401500             12.0                         20.8   \n",
       "06001401600              5.7                         26.3   \n",
       "06001401700              7.0                         22.7   \n",
       "06001401800             14.9                         41.5   \n",
       "06001402200             11.3                         26.5   \n",
       "06001402400              9.0                         15.4   \n",
       "06001402500             22.5                         42.5   \n",
       "06001402600             13.1                         45.3   \n",
       "06001402700              6.5                         28.4   \n",
       "06001402800             13.7                         17.6   \n",
       "06001402900              6.0                         19.7   \n",
       "06001403000              7.5                         19.8   \n",
       "06001403100              6.7                         36.0   \n",
       "06001403300             14.0                         33.5   \n",
       "06001403400              3.8                         13.5   \n",
       "06001403501              4.6                         21.1   \n",
       "...                      ...                          ...   \n",
       "06113010704              7.0                          5.8   \n",
       "06113010800             12.6                         15.0   \n",
       "06113010901             12.0                          8.7   \n",
       "06113010902             14.0                         16.0   \n",
       "06113011001              7.9                         17.5   \n",
       "06113011002              6.5                          0.8   \n",
       "06113011101              9.5                         10.8   \n",
       "06113011102             11.4                         28.1   \n",
       "06113011103              5.4                         15.0   \n",
       "06113011203              5.9                          0.0   \n",
       "06113011204              6.3                          8.3   \n",
       "06113011205              3.5                          6.5   \n",
       "06113011206              7.8                          2.3   \n",
       "06113011300              9.8                          5.7   \n",
       "06113011400             10.1                         11.4   \n",
       "06113011500             11.1                          7.5   \n",
       "06115040100             14.4                         26.9   \n",
       "06115040200             12.2                         24.9   \n",
       "06115040301             22.3                         41.4   \n",
       "06115040302             24.2                         36.8   \n",
       "06115040303              8.1                         14.9   \n",
       "06115040400             15.3                         43.1   \n",
       "06115040500             23.9                         14.9   \n",
       "06115040600             16.5                         13.8   \n",
       "06115040700             11.0                          7.4   \n",
       "06115040800             11.5                          7.2   \n",
       "06115040901             14.3                         25.5   \n",
       "06115040902             17.6                         12.4   \n",
       "06115041000              6.7                         11.4   \n",
       "06115041100              7.3                         17.9   \n",
       "\n",
       "             rate_no_health_insurance_unemployed  mean_household_income  \\\n",
       "geoid                                                                     \n",
       "06001400100                                 13.9               177417.0   \n",
       "06001400200                                  7.2               153125.0   \n",
       "06001400300                                  6.6                85313.0   \n",
       "06001400400                                  7.3                99539.0   \n",
       "06001400500                                 16.2                83650.0   \n",
       "06001400600                                 14.2                61597.0   \n",
       "06001400700                                 15.3                46424.0   \n",
       "06001400800                                 18.8                61111.0   \n",
       "06001400900                                  4.2                55691.0   \n",
       "06001401000                                 17.5                51073.0   \n",
       "06001401100                                  9.3                71205.0   \n",
       "06001401200                                  6.2                83208.0   \n",
       "06001401300                                 18.7                37123.0   \n",
       "06001401400                                 15.5                25985.0   \n",
       "06001401500                                 18.0                48903.0   \n",
       "06001401600                                 16.3                36544.0   \n",
       "06001401700                                 29.1                66308.0   \n",
       "06001401800                                 21.8                28185.0   \n",
       "06001402200                                 16.7                45400.0   \n",
       "06001402400                                 15.3                33724.0   \n",
       "06001402500                                  2.8                23693.0   \n",
       "06001402600                                 18.7                22955.0   \n",
       "06001402700                                  6.8                44792.0   \n",
       "06001402800                                 25.2                17363.0   \n",
       "06001402900                                 34.8                28854.0   \n",
       "06001403000                                 21.7                19490.0   \n",
       "06001403100                                 17.5                51184.0   \n",
       "06001403300                                 21.5                52246.0   \n",
       "06001403400                                 22.1                51172.0   \n",
       "06001403501                                 10.4                37032.0   \n",
       "...                                          ...                    ...   \n",
       "06113010704                                  0.0                57778.0   \n",
       "06113010800                                 22.8                43167.0   \n",
       "06113010901                                 18.7                51759.0   \n",
       "06113010902                                 12.6                39193.0   \n",
       "06113011001                                  4.4                43409.0   \n",
       "06113011002                                  5.2                74200.0   \n",
       "06113011101                                 27.4                45184.0   \n",
       "06113011102                                 28.8                42866.0   \n",
       "06113011103                                 16.2                62005.0   \n",
       "06113011203                                  1.0                90849.0   \n",
       "06113011204                                  9.2                73063.0   \n",
       "06113011205                                 18.3                84219.0   \n",
       "06113011206                                 11.7                82296.0   \n",
       "06113011300                                 26.0                65563.0   \n",
       "06113011400                                 24.3                49583.0   \n",
       "06113011500                                 15.6                61106.0   \n",
       "06115040100                                  9.0                33523.0   \n",
       "06115040200                                 21.5                46686.0   \n",
       "06115040301                                 13.9                24444.0   \n",
       "06115040302                                 17.6                27610.0   \n",
       "06115040303                                 15.1                58635.0   \n",
       "06115040400                                 15.9                26168.0   \n",
       "06115040500                                 29.0                31217.0   \n",
       "06115040600                                 15.6                43977.0   \n",
       "06115040700                                 13.1                73884.0   \n",
       "06115040800                                 21.3                66250.0   \n",
       "06115040901                                 25.3                50208.0   \n",
       "06115040902                                  6.6                38170.0   \n",
       "06115041000                                 16.1                75769.0   \n",
       "06115041100                                 13.7                37436.0   \n",
       "\n",
       "             median_household_income  \n",
       "geoid                                 \n",
       "06001400100                 247448.0  \n",
       "06001400200                 188486.0  \n",
       "06001400300                 135449.0  \n",
       "06001400400                 127642.0  \n",
       "06001400500                  92682.0  \n",
       "06001400600                  91276.0  \n",
       "06001400700                  70191.0  \n",
       "06001400800                  77066.0  \n",
       "06001400900                  83432.0  \n",
       "06001401000                  68001.0  \n",
       "06001401100                  85554.0  \n",
       "06001401200                 111318.0  \n",
       "06001401300                  66164.0  \n",
       "06001401400                  39186.0  \n",
       "06001401500                  68774.0  \n",
       "06001401600                  54088.0  \n",
       "06001401700                  88124.0  \n",
       "06001401800                  51943.0  \n",
       "06001402200                  64569.0  \n",
       "06001402400                  57544.0  \n",
       "06001402500                  40128.0  \n",
       "06001402600                  43132.0  \n",
       "06001402700                  77169.0  \n",
       "06001402800                  59076.0  \n",
       "06001402900                  48750.0  \n",
       "06001403000                  42306.0  \n",
       "06001403100                  80999.0  \n",
       "06001403300                  75207.0  \n",
       "06001403400                  73892.0  \n",
       "06001403501                  59541.0  \n",
       "...                              ...  \n",
       "06113010704                  99157.0  \n",
       "06113010800                  61138.0  \n",
       "06113010901                  60201.0  \n",
       "06113010902                  45734.0  \n",
       "06113011001                  68437.0  \n",
       "06113011002                  98318.0  \n",
       "06113011101                  63489.0  \n",
       "06113011102                  49739.0  \n",
       "06113011103                  74942.0  \n",
       "06113011203                 104992.0  \n",
       "06113011204                  82380.0  \n",
       "06113011205                  93240.0  \n",
       "06113011206                 106831.0  \n",
       "06113011300                  92647.0  \n",
       "06113011400                  65708.0  \n",
       "06113011500                  70411.0  \n",
       "06115040100                  44460.0  \n",
       "06115040200                  54110.0  \n",
       "06115040301                  35056.0  \n",
       "06115040302                  32106.0  \n",
       "06115040303                  65055.0  \n",
       "06115040400                  33409.0  \n",
       "06115040500                  36952.0  \n",
       "06115040600                  53649.0  \n",
       "06115040700                  80140.0  \n",
       "06115040800                  81858.0  \n",
       "06115040901                  60689.0  \n",
       "06115040902                  47285.0  \n",
       "06115041000                  92413.0  \n",
       "06115041100                  54757.0  \n",
       "\n",
       "[8057 rows x 6 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ds.DEMO_ECON().set_index('geoid')\n",
    " .join(ds.DEMO_ECON_2().set_index('geoid'))\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[dataset `sea2016`]: getting from loader...\n",
      "[dataset `sea2016-A`]: getting from loader...\n",
      "[dataset `sea2016-A`]: processing...\n",
      "[dataset `sea2016-B`]: getting from loader...\n",
      "[dataset `sea2016-B`]: processing...\n",
      "[dataset `sea2016`]: processing...\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
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       "        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>geoid</th>\n",
       "      <th>label</th>\n",
       "      <th>rate_unemployed</th>\n",
       "      <th>rate_underpovlimit_families</th>\n",
       "      <th>rate_no_health_insurance_unemployed</th>\n",
       "      <th>mean_household_income</th>\n",
       "      <th>median_household_income</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>06001400100</td>\n",
       "      <td>Census Tract 4001, Alameda County, California</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2.5</td>\n",
       "      <td>13.9</td>\n",
       "      <td>177417.0</td>\n",
       "      <td>247448.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>06001400200</td>\n",
       "      <td>Census Tract 4002, Alameda County, California</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.8</td>\n",
       "      <td>7.2</td>\n",
       "      <td>153125.0</td>\n",
       "      <td>188486.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>06001400300</td>\n",
       "      <td>Census Tract 4003, Alameda County, California</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>6.6</td>\n",
       "      <td>85313.0</td>\n",
       "      <td>135449.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>06001400400</td>\n",
       "      <td>Census Tract 4004, Alameda County, California</td>\n",
       "      <td>4.3</td>\n",
       "      <td>0.7</td>\n",
       "      <td>7.3</td>\n",
       "      <td>99539.0</td>\n",
       "      <td>127642.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>06001400500</td>\n",
       "      <td>Census Tract 4005, Alameda County, California</td>\n",
       "      <td>3.2</td>\n",
       "      <td>4.4</td>\n",
       "      <td>16.2</td>\n",
       "      <td>83650.0</td>\n",
       "      <td>92682.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>06001400600</td>\n",
       "      <td>Census Tract 4006, Alameda County, California</td>\n",
       "      <td>9.3</td>\n",
       "      <td>4.5</td>\n",
       "      <td>14.2</td>\n",
       "      <td>61597.0</td>\n",
       "      <td>91276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>06001400700</td>\n",
       "      <td>Census Tract 4007, Alameda County, California</td>\n",
       "      <td>8.4</td>\n",
       "      <td>14.5</td>\n",
       "      <td>15.3</td>\n",
       "      <td>46424.0</td>\n",
       "      <td>70191.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>06001400800</td>\n",
       "      <td>Census Tract 4008, Alameda County, California</td>\n",
       "      <td>8.9</td>\n",
       "      <td>5.5</td>\n",
       "      <td>18.8</td>\n",
       "      <td>61111.0</td>\n",
       "      <td>77066.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>06001400900</td>\n",
       "      <td>Census Tract 4009, Alameda County, California</td>\n",
       "      <td>4.3</td>\n",
       "      <td>10.5</td>\n",
       "      <td>4.2</td>\n",
       "      <td>55691.0</td>\n",
       "      <td>83432.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>06001401000</td>\n",
       "      <td>Census Tract 4010, Alameda County, California</td>\n",
       "      <td>8.4</td>\n",
       "      <td>22.1</td>\n",
       "      <td>17.5</td>\n",
       "      <td>51073.0</td>\n",
       "      <td>68001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>06001401100</td>\n",
       "      <td>Census Tract 4011, Alameda County, California</td>\n",
       "      <td>9.6</td>\n",
       "      <td>5.5</td>\n",
       "      <td>9.3</td>\n",
       "      <td>71205.0</td>\n",
       "      <td>85554.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>06001401200</td>\n",
       "      <td>Census Tract 4012, Alameda County, California</td>\n",
       "      <td>10.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>83208.0</td>\n",
       "      <td>111318.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>06001401300</td>\n",
       "      <td>Census Tract 4013, Alameda County, California</td>\n",
       "      <td>14.2</td>\n",
       "      <td>7.1</td>\n",
       "      <td>18.7</td>\n",
       "      <td>37123.0</td>\n",
       "      <td>66164.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>06001401400</td>\n",
       "      <td>Census Tract 4014, Alameda County, California</td>\n",
       "      <td>11.7</td>\n",
       "      <td>43.5</td>\n",
       "      <td>15.5</td>\n",
       "      <td>25985.0</td>\n",
       "      <td>39186.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>06001401500</td>\n",
       "      <td>Census Tract 4015, Alameda County, California</td>\n",
       "      <td>12.0</td>\n",
       "      <td>20.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>48903.0</td>\n",
       "      <td>68774.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>06001401600</td>\n",
       "      <td>Census Tract 4016, Alameda County, California</td>\n",
       "      <td>5.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>16.3</td>\n",
       "      <td>36544.0</td>\n",
       "      <td>54088.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>06001401700</td>\n",
       "      <td>Census Tract 4017, Alameda County, California</td>\n",
       "      <td>7.0</td>\n",
       "      <td>22.7</td>\n",
       "      <td>29.1</td>\n",
       "      <td>66308.0</td>\n",
       "      <td>88124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>06001401800</td>\n",
       "      <td>Census Tract 4018, Alameda County, California</td>\n",
       "      <td>14.9</td>\n",
       "      <td>41.5</td>\n",
       "      <td>21.8</td>\n",
       "      <td>28185.0</td>\n",
       "      <td>51943.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>06001402200</td>\n",
       "      <td>Census Tract 4022, Alameda County, California</td>\n",
       "      <td>11.3</td>\n",
       "      <td>26.5</td>\n",
       "      <td>16.7</td>\n",
       "      <td>45400.0</td>\n",
       "      <td>64569.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>06001402400</td>\n",
       "      <td>Census Tract 4024, Alameda County, California</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.4</td>\n",
       "      <td>15.3</td>\n",
       "      <td>33724.0</td>\n",
       "      <td>57544.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>06001402500</td>\n",
       "      <td>Census Tract 4025, Alameda County, California</td>\n",
       "      <td>22.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>2.8</td>\n",
       "      <td>23693.0</td>\n",
       "      <td>40128.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>06001402600</td>\n",
       "      <td>Census Tract 4026, Alameda County, California</td>\n",
       "      <td>13.1</td>\n",
       "      <td>45.3</td>\n",
       "      <td>18.7</td>\n",
       "      <td>22955.0</td>\n",
       "      <td>43132.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>06001402700</td>\n",
       "      <td>Census Tract 4027, Alameda County, California</td>\n",
       "      <td>6.5</td>\n",
       "      <td>28.4</td>\n",
       "      <td>6.8</td>\n",
       "      <td>44792.0</td>\n",
       "      <td>77169.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>06001402800</td>\n",
       "      <td>Census Tract 4028, Alameda County, California</td>\n",
       "      <td>13.7</td>\n",
       "      <td>17.6</td>\n",
       "      <td>25.2</td>\n",
       "      <td>17363.0</td>\n",
       "      <td>59076.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>06001402900</td>\n",
       "      <td>Census Tract 4029, Alameda County, California</td>\n",
       "      <td>6.0</td>\n",
       "      <td>19.7</td>\n",
       "      <td>34.8</td>\n",
       "      <td>28854.0</td>\n",
       "      <td>48750.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>06001403000</td>\n",
       "      <td>Census Tract 4030, Alameda County, California</td>\n",
       "      <td>7.5</td>\n",
       "      <td>19.8</td>\n",
       "      <td>21.7</td>\n",
       "      <td>19490.0</td>\n",
       "      <td>42306.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>06001403100</td>\n",
       "      <td>Census Tract 4031, Alameda County, California</td>\n",
       "      <td>6.7</td>\n",
       "      <td>36.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>51184.0</td>\n",
       "      <td>80999.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>06001403300</td>\n",
       "      <td>Census Tract 4033, Alameda County, California</td>\n",
       "      <td>14.0</td>\n",
       "      <td>33.5</td>\n",
       "      <td>21.5</td>\n",
       "      <td>52246.0</td>\n",
       "      <td>75207.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>06001403400</td>\n",
       "      <td>Census Tract 4034, Alameda County, California</td>\n",
       "      <td>3.8</td>\n",
       "      <td>13.5</td>\n",
       "      <td>22.1</td>\n",
       "      <td>51172.0</td>\n",
       "      <td>73892.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>06001403501</td>\n",
       "      <td>Census Tract 4035.01, Alameda County, California</td>\n",
       "      <td>4.6</td>\n",
       "      <td>21.1</td>\n",
       "      <td>10.4</td>\n",
       "      <td>37032.0</td>\n",
       "      <td>59541.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8027</th>\n",
       "      <td>06113010704</td>\n",
       "      <td>Census Tract 107.04, Yolo County, California</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57778.0</td>\n",
       "      <td>99157.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8028</th>\n",
       "      <td>06113010800</td>\n",
       "      <td>Census Tract 108, Yolo County, California</td>\n",
       "      <td>12.6</td>\n",
       "      <td>15.0</td>\n",
       "      <td>22.8</td>\n",
       "      <td>43167.0</td>\n",
       "      <td>61138.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8029</th>\n",
       "      <td>06113010901</td>\n",
       "      <td>Census Tract 109.01, Yolo County, California</td>\n",
       "      <td>12.0</td>\n",
       "      <td>8.7</td>\n",
       "      <td>18.7</td>\n",
       "      <td>51759.0</td>\n",
       "      <td>60201.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8030</th>\n",
       "      <td>06113010902</td>\n",
       "      <td>Census Tract 109.02, Yolo County, California</td>\n",
       "      <td>14.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>12.6</td>\n",
       "      <td>39193.0</td>\n",
       "      <td>45734.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8031</th>\n",
       "      <td>06113011001</td>\n",
       "      <td>Census Tract 110.01, Yolo County, California</td>\n",
       "      <td>7.9</td>\n",
       "      <td>17.5</td>\n",
       "      <td>4.4</td>\n",
       "      <td>43409.0</td>\n",
       "      <td>68437.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8032</th>\n",
       "      <td>06113011002</td>\n",
       "      <td>Census Tract 110.02, Yolo County, California</td>\n",
       "      <td>6.5</td>\n",
       "      <td>0.8</td>\n",
       "      <td>5.2</td>\n",
       "      <td>74200.0</td>\n",
       "      <td>98318.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8033</th>\n",
       "      <td>06113011101</td>\n",
       "      <td>Census Tract 111.01, Yolo County, California</td>\n",
       "      <td>9.5</td>\n",
       "      <td>10.8</td>\n",
       "      <td>27.4</td>\n",
       "      <td>45184.0</td>\n",
       "      <td>63489.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8034</th>\n",
       "      <td>06113011102</td>\n",
       "      <td>Census Tract 111.02, Yolo County, California</td>\n",
       "      <td>11.4</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.8</td>\n",
       "      <td>42866.0</td>\n",
       "      <td>49739.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8035</th>\n",
       "      <td>06113011103</td>\n",
       "      <td>Census Tract 111.03, Yolo County, California</td>\n",
       "      <td>5.4</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16.2</td>\n",
       "      <td>62005.0</td>\n",
       "      <td>74942.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8036</th>\n",
       "      <td>06113011203</td>\n",
       "      <td>Census Tract 112.03, Yolo County, California</td>\n",
       "      <td>5.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90849.0</td>\n",
       "      <td>104992.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8037</th>\n",
       "      <td>06113011204</td>\n",
       "      <td>Census Tract 112.04, Yolo County, California</td>\n",
       "      <td>6.3</td>\n",
       "      <td>8.3</td>\n",
       "      <td>9.2</td>\n",
       "      <td>73063.0</td>\n",
       "      <td>82380.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8038</th>\n",
       "      <td>06113011205</td>\n",
       "      <td>Census Tract 112.05, Yolo County, California</td>\n",
       "      <td>3.5</td>\n",
       "      <td>6.5</td>\n",
       "      <td>18.3</td>\n",
       "      <td>84219.0</td>\n",
       "      <td>93240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8039</th>\n",
       "      <td>06113011206</td>\n",
       "      <td>Census Tract 112.06, Yolo County, California</td>\n",
       "      <td>7.8</td>\n",
       "      <td>2.3</td>\n",
       "      <td>11.7</td>\n",
       "      <td>82296.0</td>\n",
       "      <td>106831.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8040</th>\n",
       "      <td>06113011300</td>\n",
       "      <td>Census Tract 113, Yolo County, California</td>\n",
       "      <td>9.8</td>\n",
       "      <td>5.7</td>\n",
       "      <td>26.0</td>\n",
       "      <td>65563.0</td>\n",
       "      <td>92647.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8041</th>\n",
       "      <td>06113011400</td>\n",
       "      <td>Census Tract 114, Yolo County, California</td>\n",
       "      <td>10.1</td>\n",
       "      <td>11.4</td>\n",
       "      <td>24.3</td>\n",
       "      <td>49583.0</td>\n",
       "      <td>65708.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8042</th>\n",
       "      <td>06113011500</td>\n",
       "      <td>Census Tract 115, Yolo County, California</td>\n",
       "      <td>11.1</td>\n",
       "      <td>7.5</td>\n",
       "      <td>15.6</td>\n",
       "      <td>61106.0</td>\n",
       "      <td>70411.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8043</th>\n",
       "      <td>06115040100</td>\n",
       "      <td>Census Tract 401, Yuba County, California</td>\n",
       "      <td>14.4</td>\n",
       "      <td>26.9</td>\n",
       "      <td>9.0</td>\n",
       "      <td>33523.0</td>\n",
       "      <td>44460.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8044</th>\n",
       "      <td>06115040200</td>\n",
       "      <td>Census Tract 402, Yuba County, California</td>\n",
       "      <td>12.2</td>\n",
       "      <td>24.9</td>\n",
       "      <td>21.5</td>\n",
       "      <td>46686.0</td>\n",
       "      <td>54110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8045</th>\n",
       "      <td>06115040301</td>\n",
       "      <td>Census Tract 403.01, Yuba County, California</td>\n",
       "      <td>22.3</td>\n",
       "      <td>41.4</td>\n",
       "      <td>13.9</td>\n",
       "      <td>24444.0</td>\n",
       "      <td>35056.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8046</th>\n",
       "      <td>06115040302</td>\n",
       "      <td>Census Tract 403.02, Yuba County, California</td>\n",
       "      <td>24.2</td>\n",
       "      <td>36.8</td>\n",
       "      <td>17.6</td>\n",
       "      <td>27610.0</td>\n",
       "      <td>32106.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8047</th>\n",
       "      <td>06115040303</td>\n",
       "      <td>Census Tract 403.03, Yuba County, California</td>\n",
       "      <td>8.1</td>\n",
       "      <td>14.9</td>\n",
       "      <td>15.1</td>\n",
       "      <td>58635.0</td>\n",
       "      <td>65055.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8048</th>\n",
       "      <td>06115040400</td>\n",
       "      <td>Census Tract 404, Yuba County, California</td>\n",
       "      <td>15.3</td>\n",
       "      <td>43.1</td>\n",
       "      <td>15.9</td>\n",
       "      <td>26168.0</td>\n",
       "      <td>33409.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8049</th>\n",
       "      <td>06115040500</td>\n",
       "      <td>Census Tract 405, Yuba County, California</td>\n",
       "      <td>23.9</td>\n",
       "      <td>14.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>31217.0</td>\n",
       "      <td>36952.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8050</th>\n",
       "      <td>06115040600</td>\n",
       "      <td>Census Tract 406, Yuba County, California</td>\n",
       "      <td>16.5</td>\n",
       "      <td>13.8</td>\n",
       "      <td>15.6</td>\n",
       "      <td>43977.0</td>\n",
       "      <td>53649.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8051</th>\n",
       "      <td>06115040700</td>\n",
       "      <td>Census Tract 407, Yuba County, California</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7.4</td>\n",
       "      <td>13.1</td>\n",
       "      <td>73884.0</td>\n",
       "      <td>80140.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8052</th>\n",
       "      <td>06115040800</td>\n",
       "      <td>Census Tract 408, Yuba County, California</td>\n",
       "      <td>11.5</td>\n",
       "      <td>7.2</td>\n",
       "      <td>21.3</td>\n",
       "      <td>66250.0</td>\n",
       "      <td>81858.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8053</th>\n",
       "      <td>06115040901</td>\n",
       "      <td>Census Tract 409.01, Yuba County, California</td>\n",
       "      <td>14.3</td>\n",
       "      <td>25.5</td>\n",
       "      <td>25.3</td>\n",
       "      <td>50208.0</td>\n",
       "      <td>60689.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8054</th>\n",
       "      <td>06115040902</td>\n",
       "      <td>Census Tract 409.02, Yuba County, California</td>\n",
       "      <td>17.6</td>\n",
       "      <td>12.4</td>\n",
       "      <td>6.6</td>\n",
       "      <td>38170.0</td>\n",
       "      <td>47285.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8055</th>\n",
       "      <td>06115041000</td>\n",
       "      <td>Census Tract 410, Yuba County, California</td>\n",
       "      <td>6.7</td>\n",
       "      <td>11.4</td>\n",
       "      <td>16.1</td>\n",
       "      <td>75769.0</td>\n",
       "      <td>92413.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8056</th>\n",
       "      <td>06115041100</td>\n",
       "      <td>Census Tract 411, Yuba County, California</td>\n",
       "      <td>7.3</td>\n",
       "      <td>17.9</td>\n",
       "      <td>13.7</td>\n",
       "      <td>37436.0</td>\n",
       "      <td>54757.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8057 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            geoid                                             label  \\\n",
       "0     06001400100     Census Tract 4001, Alameda County, California   \n",
       "1     06001400200     Census Tract 4002, Alameda County, California   \n",
       "2     06001400300     Census Tract 4003, Alameda County, California   \n",
       "3     06001400400     Census Tract 4004, Alameda County, California   \n",
       "4     06001400500     Census Tract 4005, Alameda County, California   \n",
       "5     06001400600     Census Tract 4006, Alameda County, California   \n",
       "6     06001400700     Census Tract 4007, Alameda County, California   \n",
       "7     06001400800     Census Tract 4008, Alameda County, California   \n",
       "8     06001400900     Census Tract 4009, Alameda County, California   \n",
       "9     06001401000     Census Tract 4010, Alameda County, California   \n",
       "10    06001401100     Census Tract 4011, Alameda County, California   \n",
       "11    06001401200     Census Tract 4012, Alameda County, California   \n",
       "12    06001401300     Census Tract 4013, Alameda County, California   \n",
       "13    06001401400     Census Tract 4014, Alameda County, California   \n",
       "14    06001401500     Census Tract 4015, Alameda County, California   \n",
       "15    06001401600     Census Tract 4016, Alameda County, California   \n",
       "16    06001401700     Census Tract 4017, Alameda County, California   \n",
       "17    06001401800     Census Tract 4018, Alameda County, California   \n",
       "18    06001402200     Census Tract 4022, Alameda County, California   \n",
       "19    06001402400     Census Tract 4024, Alameda County, California   \n",
       "20    06001402500     Census Tract 4025, Alameda County, California   \n",
       "21    06001402600     Census Tract 4026, Alameda County, California   \n",
       "22    06001402700     Census Tract 4027, Alameda County, California   \n",
       "23    06001402800     Census Tract 4028, Alameda County, California   \n",
       "24    06001402900     Census Tract 4029, Alameda County, California   \n",
       "25    06001403000     Census Tract 4030, Alameda County, California   \n",
       "26    06001403100     Census Tract 4031, Alameda County, California   \n",
       "27    06001403300     Census Tract 4033, Alameda County, California   \n",
       "28    06001403400     Census Tract 4034, Alameda County, California   \n",
       "29    06001403501  Census Tract 4035.01, Alameda County, California   \n",
       "...           ...                                               ...   \n",
       "8027  06113010704      Census Tract 107.04, Yolo County, California   \n",
       "8028  06113010800         Census Tract 108, Yolo County, California   \n",
       "8029  06113010901      Census Tract 109.01, Yolo County, California   \n",
       "8030  06113010902      Census Tract 109.02, Yolo County, California   \n",
       "8031  06113011001      Census Tract 110.01, Yolo County, California   \n",
       "8032  06113011002      Census Tract 110.02, Yolo County, California   \n",
       "8033  06113011101      Census Tract 111.01, Yolo County, California   \n",
       "8034  06113011102      Census Tract 111.02, Yolo County, California   \n",
       "8035  06113011103      Census Tract 111.03, Yolo County, California   \n",
       "8036  06113011203      Census Tract 112.03, Yolo County, California   \n",
       "8037  06113011204      Census Tract 112.04, Yolo County, California   \n",
       "8038  06113011205      Census Tract 112.05, Yolo County, California   \n",
       "8039  06113011206      Census Tract 112.06, Yolo County, California   \n",
       "8040  06113011300         Census Tract 113, Yolo County, California   \n",
       "8041  06113011400         Census Tract 114, Yolo County, California   \n",
       "8042  06113011500         Census Tract 115, Yolo County, California   \n",
       "8043  06115040100         Census Tract 401, Yuba County, California   \n",
       "8044  06115040200         Census Tract 402, Yuba County, California   \n",
       "8045  06115040301      Census Tract 403.01, Yuba County, California   \n",
       "8046  06115040302      Census Tract 403.02, Yuba County, California   \n",
       "8047  06115040303      Census Tract 403.03, Yuba County, California   \n",
       "8048  06115040400         Census Tract 404, Yuba County, California   \n",
       "8049  06115040500         Census Tract 405, Yuba County, California   \n",
       "8050  06115040600         Census Tract 406, Yuba County, California   \n",
       "8051  06115040700         Census Tract 407, Yuba County, California   \n",
       "8052  06115040800         Census Tract 408, Yuba County, California   \n",
       "8053  06115040901      Census Tract 409.01, Yuba County, California   \n",
       "8054  06115040902      Census Tract 409.02, Yuba County, California   \n",
       "8055  06115041000         Census Tract 410, Yuba County, California   \n",
       "8056  06115041100         Census Tract 411, Yuba County, California   \n",
       "\n",
       "      rate_unemployed  rate_underpovlimit_families  \\\n",
       "0                 4.6                          2.5   \n",
       "1                 3.2                          0.8   \n",
       "2                 6.0                          3.5   \n",
       "3                 4.3                          0.7   \n",
       "4                 3.2                          4.4   \n",
       "5                 9.3                          4.5   \n",
       "6                 8.4                         14.5   \n",
       "7                 8.9                          5.5   \n",
       "8                 4.3                         10.5   \n",
       "9                 8.4                         22.1   \n",
       "10                9.6                          5.5   \n",
       "11               10.7                          2.0   \n",
       "12               14.2                          7.1   \n",
       "13               11.7                         43.5   \n",
       "14               12.0                         20.8   \n",
       "15                5.7                         26.3   \n",
       "16                7.0                         22.7   \n",
       "17               14.9                         41.5   \n",
       "18               11.3                         26.5   \n",
       "19                9.0                         15.4   \n",
       "20               22.5                         42.5   \n",
       "21               13.1                         45.3   \n",
       "22                6.5                         28.4   \n",
       "23               13.7                         17.6   \n",
       "24                6.0                         19.7   \n",
       "25                7.5                         19.8   \n",
       "26                6.7                         36.0   \n",
       "27               14.0                         33.5   \n",
       "28                3.8                         13.5   \n",
       "29                4.6                         21.1   \n",
       "...               ...                          ...   \n",
       "8027              7.0                          5.8   \n",
       "8028             12.6                         15.0   \n",
       "8029             12.0                          8.7   \n",
       "8030             14.0                         16.0   \n",
       "8031              7.9                         17.5   \n",
       "8032              6.5                          0.8   \n",
       "8033              9.5                         10.8   \n",
       "8034             11.4                         28.1   \n",
       "8035              5.4                         15.0   \n",
       "8036              5.9                          0.0   \n",
       "8037              6.3                          8.3   \n",
       "8038              3.5                          6.5   \n",
       "8039              7.8                          2.3   \n",
       "8040              9.8                          5.7   \n",
       "8041             10.1                         11.4   \n",
       "8042             11.1                          7.5   \n",
       "8043             14.4                         26.9   \n",
       "8044             12.2                         24.9   \n",
       "8045             22.3                         41.4   \n",
       "8046             24.2                         36.8   \n",
       "8047              8.1                         14.9   \n",
       "8048             15.3                         43.1   \n",
       "8049             23.9                         14.9   \n",
       "8050             16.5                         13.8   \n",
       "8051             11.0                          7.4   \n",
       "8052             11.5                          7.2   \n",
       "8053             14.3                         25.5   \n",
       "8054             17.6                         12.4   \n",
       "8055              6.7                         11.4   \n",
       "8056              7.3                         17.9   \n",
       "\n",
       "      rate_no_health_insurance_unemployed  mean_household_income  \\\n",
       "0                                    13.9               177417.0   \n",
       "1                                     7.2               153125.0   \n",
       "2                                     6.6                85313.0   \n",
       "3                                     7.3                99539.0   \n",
       "4                                    16.2                83650.0   \n",
       "5                                    14.2                61597.0   \n",
       "6                                    15.3                46424.0   \n",
       "7                                    18.8                61111.0   \n",
       "8                                     4.2                55691.0   \n",
       "9                                    17.5                51073.0   \n",
       "10                                    9.3                71205.0   \n",
       "11                                    6.2                83208.0   \n",
       "12                                   18.7                37123.0   \n",
       "13                                   15.5                25985.0   \n",
       "14                                   18.0                48903.0   \n",
       "15                                   16.3                36544.0   \n",
       "16                                   29.1                66308.0   \n",
       "17                                   21.8                28185.0   \n",
       "18                                   16.7                45400.0   \n",
       "19                                   15.3                33724.0   \n",
       "20                                    2.8                23693.0   \n",
       "21                                   18.7                22955.0   \n",
       "22                                    6.8                44792.0   \n",
       "23                                   25.2                17363.0   \n",
       "24                                   34.8                28854.0   \n",
       "25                                   21.7                19490.0   \n",
       "26                                   17.5                51184.0   \n",
       "27                                   21.5                52246.0   \n",
       "28                                   22.1                51172.0   \n",
       "29                                   10.4                37032.0   \n",
       "...                                   ...                    ...   \n",
       "8027                                  0.0                57778.0   \n",
       "8028                                 22.8                43167.0   \n",
       "8029                                 18.7                51759.0   \n",
       "8030                                 12.6                39193.0   \n",
       "8031                                  4.4                43409.0   \n",
       "8032                                  5.2                74200.0   \n",
       "8033                                 27.4                45184.0   \n",
       "8034                                 28.8                42866.0   \n",
       "8035                                 16.2                62005.0   \n",
       "8036                                  1.0                90849.0   \n",
       "8037                                  9.2                73063.0   \n",
       "8038                                 18.3                84219.0   \n",
       "8039                                 11.7                82296.0   \n",
       "8040                                 26.0                65563.0   \n",
       "8041                                 24.3                49583.0   \n",
       "8042                                 15.6                61106.0   \n",
       "8043                                  9.0                33523.0   \n",
       "8044                                 21.5                46686.0   \n",
       "8045                                 13.9                24444.0   \n",
       "8046                                 17.6                27610.0   \n",
       "8047                                 15.1                58635.0   \n",
       "8048                                 15.9                26168.0   \n",
       "8049                                 29.0                31217.0   \n",
       "8050                                 15.6                43977.0   \n",
       "8051                                 13.1                73884.0   \n",
       "8052                                 21.3                66250.0   \n",
       "8053                                 25.3                50208.0   \n",
       "8054                                  6.6                38170.0   \n",
       "8055                                 16.1                75769.0   \n",
       "8056                                 13.7                37436.0   \n",
       "\n",
       "      median_household_income  \n",
       "0                    247448.0  \n",
       "1                    188486.0  \n",
       "2                    135449.0  \n",
       "3                    127642.0  \n",
       "4                     92682.0  \n",
       "5                     91276.0  \n",
       "6                     70191.0  \n",
       "7                     77066.0  \n",
       "8                     83432.0  \n",
       "9                     68001.0  \n",
       "10                    85554.0  \n",
       "11                   111318.0  \n",
       "12                    66164.0  \n",
       "13                    39186.0  \n",
       "14                    68774.0  \n",
       "15                    54088.0  \n",
       "16                    88124.0  \n",
       "17                    51943.0  \n",
       "18                    64569.0  \n",
       "19                    57544.0  \n",
       "20                    40128.0  \n",
       "21                    43132.0  \n",
       "22                    77169.0  \n",
       "23                    59076.0  \n",
       "24                    48750.0  \n",
       "25                    42306.0  \n",
       "26                    80999.0  \n",
       "27                    75207.0  \n",
       "28                    73892.0  \n",
       "29                    59541.0  \n",
       "...                       ...  \n",
       "8027                  99157.0  \n",
       "8028                  61138.0  \n",
       "8029                  60201.0  \n",
       "8030                  45734.0  \n",
       "8031                  68437.0  \n",
       "8032                  98318.0  \n",
       "8033                  63489.0  \n",
       "8034                  49739.0  \n",
       "8035                  74942.0  \n",
       "8036                 104992.0  \n",
       "8037                  82380.0  \n",
       "8038                  93240.0  \n",
       "8039                 106831.0  \n",
       "8040                  92647.0  \n",
       "8041                  65708.0  \n",
       "8042                  70411.0  \n",
       "8043                  44460.0  \n",
       "8044                  54110.0  \n",
       "8045                  35056.0  \n",
       "8046                  32106.0  \n",
       "8047                  65055.0  \n",
       "8048                  33409.0  \n",
       "8049                  36952.0  \n",
       "8050                  53649.0  \n",
       "8051                  80140.0  \n",
       "8052                  81858.0  \n",
       "8053                  60689.0  \n",
       "8054                  47285.0  \n",
       "8055                  92413.0  \n",
       "8056                  54757.0  \n",
       "\n",
       "[8057 rows x 7 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds.DEMO_ECON_3()"
   ]
  }
 ],
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