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April 17, 2020 13:25
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Facebook HRPD Census
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| GEO_ID,TAG,POPULATION | |
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import geopandas as gpd\n", | |
| "import pandas as pd\n", | |
| "import numpy as np\n", | |
| "\n", | |
| "from covidcaremap.constants import state_name_to_abbreviation\n", | |
| "from covidcaremap.geo import sum_per_county, sum_per_state, sum_per_hrr\n", | |
| "from covidcaremap.data import (external_data_path,\n", | |
| " processed_data_path,\n", | |
| " read_census_data_df)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 51, | |
| "metadata": { | |
| "scrolled": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "census_df = pd.read_csv(external_data_path('us-census-cc-est2018-alldata.csv'), \n", | |
| " encoding='unicode_escape', dtype={'STATE':'str', 'COUNTY':'str'})" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 75, | |
| "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></th>\n", | |
| " <th>SUMLEV</th>\n", | |
| " <th>STNAME</th>\n", | |
| " <th>CTYNAME</th>\n", | |
| " <th>YEAR</th>\n", | |
| " <th>AGEGRP</th>\n", | |
| " <th>TOT_POP</th>\n", | |
| " <th>TOT_MALE</th>\n", | |
| " <th>TOT_FEMALE</th>\n", | |
| " <th>WA_MALE</th>\n", | |
| " <th>WA_FEMALE</th>\n", | |
| " <th>...</th>\n", | |
| " <th>HWAC_MALE</th>\n", | |
| " <th>HWAC_FEMALE</th>\n", | |
| " <th>HBAC_MALE</th>\n", | |
| " <th>HBAC_FEMALE</th>\n", | |
| " <th>HIAC_MALE</th>\n", | |
| " <th>HIAC_FEMALE</th>\n", | |
| " <th>HAAC_MALE</th>\n", | |
| " <th>HAAC_FEMALE</th>\n", | |
| " <th>HNAC_MALE</th>\n", | |
| " <th>HNAC_FEMALE</th>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>STATE</th>\n", | |
| " <th>COUNTY</th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th rowspan=\"5\" valign=\"top\">01</th>\n", | |
| " <th>001</th>\n", | |
| " <td>50</td>\n", | |
| " <td>Alabama</td>\n", | |
| " <td>Autauga County</td>\n", | |
| " <td>11</td>\n", | |
| " <td>0</td>\n", | |
| " <td>55601</td>\n", | |
| " <td>26995</td>\n", | |
| " <td>28606</td>\n", | |
| " <td>20859</td>\n", | |
| " <td>21801</td>\n", | |
| " <td>...</td>\n", | |
| " <td>738</td>\n", | |
| " <td>680</td>\n", | |
| " <td>108</td>\n", | |
| " <td>102</td>\n", | |
| " <td>36</td>\n", | |
| " <td>33</td>\n", | |
| " <td>19</td>\n", | |
| " <td>17</td>\n", | |
| " <td>22</td>\n", | |
| " <td>12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>003</th>\n", | |
| " <td>50</td>\n", | |
| " <td>Alabama</td>\n", | |
| " <td>Baldwin County</td>\n", | |
| " <td>11</td>\n", | |
| " <td>0</td>\n", | |
| " <td>218022</td>\n", | |
| " <td>105657</td>\n", | |
| " <td>112365</td>\n", | |
| " <td>92471</td>\n", | |
| " <td>97830</td>\n", | |
| " <td>...</td>\n", | |
| " <td>4924</td>\n", | |
| " <td>4516</td>\n", | |
| " <td>259</td>\n", | |
| " <td>253</td>\n", | |
| " <td>259</td>\n", | |
| " <td>192</td>\n", | |
| " <td>69</td>\n", | |
| " <td>57</td>\n", | |
| " <td>56</td>\n", | |
| " <td>34</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>005</th>\n", | |
| " <td>50</td>\n", | |
| " <td>Alabama</td>\n", | |
| " <td>Barbour County</td>\n", | |
| " <td>11</td>\n", | |
| " <td>0</td>\n", | |
| " <td>24881</td>\n", | |
| " <td>13133</td>\n", | |
| " <td>11748</td>\n", | |
| " <td>6410</td>\n", | |
| " <td>5799</td>\n", | |
| " <td>...</td>\n", | |
| " <td>472</td>\n", | |
| " <td>396</td>\n", | |
| " <td>58</td>\n", | |
| " <td>49</td>\n", | |
| " <td>62</td>\n", | |
| " <td>31</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>11</td>\n", | |
| " <td>8</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>007</th>\n", | |
| " <td>50</td>\n", | |
| " <td>Alabama</td>\n", | |
| " <td>Bibb County</td>\n", | |
| " <td>11</td>\n", | |
| " <td>0</td>\n", | |
| " <td>22400</td>\n", | |
| " <td>11921</td>\n", | |
| " <td>10479</td>\n", | |
| " <td>8762</td>\n", | |
| " <td>8449</td>\n", | |
| " <td>...</td>\n", | |
| " <td>286</td>\n", | |
| " <td>228</td>\n", | |
| " <td>31</td>\n", | |
| " <td>16</td>\n", | |
| " <td>7</td>\n", | |
| " <td>14</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>18</td>\n", | |
| " <td>3</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>009</th>\n", | |
| " <td>50</td>\n", | |
| " <td>Alabama</td>\n", | |
| " <td>Blount County</td>\n", | |
| " <td>11</td>\n", | |
| " <td>0</td>\n", | |
| " <td>57840</td>\n", | |
| " <td>28500</td>\n", | |
| " <td>29340</td>\n", | |
| " <td>27307</td>\n", | |
| " <td>28149</td>\n", | |
| " <td>...</td>\n", | |
| " <td>2788</td>\n", | |
| " <td>2482</td>\n", | |
| " <td>79</td>\n", | |
| " <td>59</td>\n", | |
| " <td>58</td>\n", | |
| " <td>65</td>\n", | |
| " <td>16</td>\n", | |
| " <td>17</td>\n", | |
| " <td>32</td>\n", | |
| " <td>23</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>...</th>\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 rowspan=\"5\" valign=\"top\">56</th>\n", | |
| " <th>037</th>\n", | |
| " <td>50</td>\n", | |
| " <td>Wyoming</td>\n", | |
| " <td>Sweetwater County</td>\n", | |
| " <td>11</td>\n", | |
| " <td>0</td>\n", | |
| " <td>43051</td>\n", | |
| " <td>22152</td>\n", | |
| " <td>20899</td>\n", | |
| " <td>20834</td>\n", | |
| " <td>19563</td>\n", | |
| " <td>...</td>\n", | |
| " <td>3379</td>\n", | |
| " <td>3055</td>\n", | |
| " <td>83</td>\n", | |
| " <td>80</td>\n", | |
| " <td>201</td>\n", | |
| " <td>228</td>\n", | |
| " <td>35</td>\n", | |
| " <td>42</td>\n", | |
| " <td>16</td>\n", | |
| " <td>8</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>039</th>\n", | |
| " <td>50</td>\n", | |
| " <td>Wyoming</td>\n", | |
| " <td>Teton County</td>\n", | |
| " <td>11</td>\n", | |
| " <td>0</td>\n", | |
| " <td>23081</td>\n", | |
| " <td>11909</td>\n", | |
| " <td>11172</td>\n", | |
| " <td>11357</td>\n", | |
| " <td>10614</td>\n", | |
| " <td>...</td>\n", | |
| " <td>1674</td>\n", | |
| " <td>1560</td>\n", | |
| " <td>27</td>\n", | |
| " <td>23</td>\n", | |
| " <td>104</td>\n", | |
| " <td>85</td>\n", | |
| " <td>17</td>\n", | |
| " <td>13</td>\n", | |
| " <td>12</td>\n", | |
| " <td>6</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>041</th>\n", | |
| " <td>50</td>\n", | |
| " <td>Wyoming</td>\n", | |
| " <td>Uinta County</td>\n", | |
| " <td>11</td>\n", | |
| " <td>0</td>\n", | |
| " <td>20299</td>\n", | |
| " <td>10285</td>\n", | |
| " <td>10014</td>\n", | |
| " <td>9818</td>\n", | |
| " <td>9538</td>\n", | |
| " <td>...</td>\n", | |
| " <td>857</td>\n", | |
| " <td>817</td>\n", | |
| " <td>22</td>\n", | |
| " <td>22</td>\n", | |
| " <td>88</td>\n", | |
| " <td>110</td>\n", | |
| " <td>5</td>\n", | |
| " <td>13</td>\n", | |
| " <td>8</td>\n", | |
| " <td>3</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>043</th>\n", | |
| " <td>50</td>\n", | |
| " <td>Wyoming</td>\n", | |
| " <td>Washakie County</td>\n", | |
| " <td>11</td>\n", | |
| " <td>0</td>\n", | |
| " <td>7885</td>\n", | |
| " <td>3988</td>\n", | |
| " <td>3897</td>\n", | |
| " <td>3778</td>\n", | |
| " <td>3672</td>\n", | |
| " <td>...</td>\n", | |
| " <td>510</td>\n", | |
| " <td>487</td>\n", | |
| " <td>10</td>\n", | |
| " <td>10</td>\n", | |
| " <td>61</td>\n", | |
| " <td>60</td>\n", | |
| " <td>5</td>\n", | |
| " <td>9</td>\n", | |
| " <td>5</td>\n", | |
| " <td>3</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>045</th>\n", | |
| " <td>50</td>\n", | |
| " <td>Wyoming</td>\n", | |
| " <td>Weston County</td>\n", | |
| " <td>11</td>\n", | |
| " <td>0</td>\n", | |
| " <td>6967</td>\n", | |
| " <td>3689</td>\n", | |
| " <td>3278</td>\n", | |
| " <td>3425</td>\n", | |
| " <td>3060</td>\n", | |
| " <td>...</td>\n", | |
| " <td>137</td>\n", | |
| " <td>119</td>\n", | |
| " <td>5</td>\n", | |
| " <td>9</td>\n", | |
| " <td>25</td>\n", | |
| " <td>21</td>\n", | |
| " <td>6</td>\n", | |
| " <td>2</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>3142 rows × 78 columns</p>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " SUMLEV STNAME CTYNAME YEAR AGEGRP TOT_POP \\\n", | |
| "STATE COUNTY \n", | |
| "01 001 50 Alabama Autauga County 11 0 55601 \n", | |
| " 003 50 Alabama Baldwin County 11 0 218022 \n", | |
| " 005 50 Alabama Barbour County 11 0 24881 \n", | |
| " 007 50 Alabama Bibb County 11 0 22400 \n", | |
| " 009 50 Alabama Blount County 11 0 57840 \n", | |
| "... ... ... ... ... ... ... \n", | |
| "56 037 50 Wyoming Sweetwater County 11 0 43051 \n", | |
| " 039 50 Wyoming Teton County 11 0 23081 \n", | |
| " 041 50 Wyoming Uinta County 11 0 20299 \n", | |
| " 043 50 Wyoming Washakie County 11 0 7885 \n", | |
| " 045 50 Wyoming Weston County 11 0 6967 \n", | |
| "\n", | |
| " TOT_MALE TOT_FEMALE WA_MALE WA_FEMALE ... HWAC_MALE \\\n", | |
| "STATE COUNTY ... \n", | |
| "01 001 26995 28606 20859 21801 ... 738 \n", | |
| " 003 105657 112365 92471 97830 ... 4924 \n", | |
| " 005 13133 11748 6410 5799 ... 472 \n", | |
| " 007 11921 10479 8762 8449 ... 286 \n", | |
| " 009 28500 29340 27307 28149 ... 2788 \n", | |
| "... ... ... ... ... ... ... \n", | |
| "56 037 22152 20899 20834 19563 ... 3379 \n", | |
| " 039 11909 11172 11357 10614 ... 1674 \n", | |
| " 041 10285 10014 9818 9538 ... 857 \n", | |
| " 043 3988 3897 3778 3672 ... 510 \n", | |
| " 045 3689 3278 3425 3060 ... 137 \n", | |
| "\n", | |
| " HWAC_FEMALE HBAC_MALE HBAC_FEMALE HIAC_MALE HIAC_FEMALE \\\n", | |
| "STATE COUNTY \n", | |
| "01 001 680 108 102 36 33 \n", | |
| " 003 4516 259 253 259 192 \n", | |
| " 005 396 58 49 62 31 \n", | |
| " 007 228 31 16 7 14 \n", | |
| " 009 2482 79 59 58 65 \n", | |
| "... ... ... ... ... ... \n", | |
| "56 037 3055 83 80 201 228 \n", | |
| " 039 1560 27 23 104 85 \n", | |
| " 041 817 22 22 88 110 \n", | |
| " 043 487 10 10 61 60 \n", | |
| " 045 119 5 9 25 21 \n", | |
| "\n", | |
| " HAAC_MALE HAAC_FEMALE HNAC_MALE HNAC_FEMALE \n", | |
| "STATE COUNTY \n", | |
| "01 001 19 17 22 12 \n", | |
| " 003 69 57 56 34 \n", | |
| " 005 1 0 11 8 \n", | |
| " 007 1 0 18 3 \n", | |
| " 009 16 17 32 23 \n", | |
| "... ... ... ... ... \n", | |
| "56 037 35 42 16 8 \n", | |
| " 039 17 13 12 6 \n", | |
| " 041 5 13 8 3 \n", | |
| " 043 5 9 5 3 \n", | |
| " 045 6 2 1 0 \n", | |
| "\n", | |
| "[3142 rows x 78 columns]" | |
| ] | |
| }, | |
| "execution_count": 75, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# Filter to 2018 count totals \n", | |
| "# ref: https://www2.census.gov/programs-surveys/popest/technical-documentation/file-layouts/2010-2018/cc-est2018-alldata.pdf\n", | |
| "census18_df = census_df[census_df.YEAR.eq(11) & census_df.AGEGRP.eq(0)].set_index(['STATE','COUNTY'], verify_integrity=True)\n", | |
| "census18_df" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 26, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# Read GeoJSON to join GEO_ID to STATE/COUNTY key\n", | |
| "county_gdf = gpd.read_file(external_data_path('us_counties.geojson'), encoding='utf-8')\n", | |
| "geoid_df = county_gdf[['GEO_ID', 'STATE', 'COUNTY']].set_index('GEO_ID', verify_integrity=True)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 72, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "county_hrpd_facet_df = pd.read_csv(external_data_path('us-county-hrpd-v1.csv'))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 73, | |
| "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></th>\n", | |
| " <th>children_under_five</th>\n", | |
| " <th>elderly_60_plus</th>\n", | |
| " <th>men</th>\n", | |
| " <th>women</th>\n", | |
| " <th>women_of_reproductive_age_15_49</th>\n", | |
| " <th>youth_15_24</th>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>STATE</th>\n", | |
| " <th>COUNTY</th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th rowspan=\"5\" valign=\"top\">01</th>\n", | |
| " <th>001</th>\n", | |
| " <td>3960</td>\n", | |
| " <td>10300</td>\n", | |
| " <td>29363</td>\n", | |
| " <td>30921</td>\n", | |
| " <td>14781</td>\n", | |
| " <td>8129</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>003</th>\n", | |
| " <td>12464</td>\n", | |
| " <td>47599</td>\n", | |
| " <td>99751</td>\n", | |
| " <td>103926</td>\n", | |
| " <td>44099</td>\n", | |
| " <td>23540</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>005</th>\n", | |
| " <td>750</td>\n", | |
| " <td>2579</td>\n", | |
| " <td>8425</td>\n", | |
| " <td>5807</td>\n", | |
| " <td>2525</td>\n", | |
| " <td>1831</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>007</th>\n", | |
| " <td>720</td>\n", | |
| " <td>2468</td>\n", | |
| " <td>7477</td>\n", | |
| " <td>5721</td>\n", | |
| " <td>2619</td>\n", | |
| " <td>1762</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>009</th>\n", | |
| " <td>3714</td>\n", | |
| " <td>12375</td>\n", | |
| " <td>29029</td>\n", | |
| " <td>29734</td>\n", | |
| " <td>13111</td>\n", | |
| " <td>7318</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>...</th>\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 rowspan=\"5\" valign=\"top\">56</th>\n", | |
| " <th>037</th>\n", | |
| " <td>3866</td>\n", | |
| " <td>6079</td>\n", | |
| " <td>24137</td>\n", | |
| " <td>22112</td>\n", | |
| " <td>10687</td>\n", | |
| " <td>6378</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>039</th>\n", | |
| " <td>1316</td>\n", | |
| " <td>3396</td>\n", | |
| " <td>11466</td>\n", | |
| " <td>10363</td>\n", | |
| " <td>5424</td>\n", | |
| " <td>2429</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>041</th>\n", | |
| " <td>1623</td>\n", | |
| " <td>2644</td>\n", | |
| " <td>9550</td>\n", | |
| " <td>9437</td>\n", | |
| " <td>4275</td>\n", | |
| " <td>2372</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>043</th>\n", | |
| " <td>583</td>\n", | |
| " <td>2008</td>\n", | |
| " <td>4122</td>\n", | |
| " <td>4153</td>\n", | |
| " <td>1612</td>\n", | |
| " <td>866</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>045</th>\n", | |
| " <td>409</td>\n", | |
| " <td>1509</td>\n", | |
| " <td>3642</td>\n", | |
| " <td>3275</td>\n", | |
| " <td>1320</td>\n", | |
| " <td>794</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>3102 rows × 6 columns</p>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " children_under_five elderly_60_plus men women \\\n", | |
| "STATE COUNTY \n", | |
| "01 001 3960 10300 29363 30921 \n", | |
| " 003 12464 47599 99751 103926 \n", | |
| " 005 750 2579 8425 5807 \n", | |
| " 007 720 2468 7477 5721 \n", | |
| " 009 3714 12375 29029 29734 \n", | |
| "... ... ... ... ... \n", | |
| "56 037 3866 6079 24137 22112 \n", | |
| " 039 1316 3396 11466 10363 \n", | |
| " 041 1623 2644 9550 9437 \n", | |
| " 043 583 2008 4122 4153 \n", | |
| " 045 409 1509 3642 3275 \n", | |
| "\n", | |
| " women_of_reproductive_age_15_49 youth_15_24 \n", | |
| "STATE COUNTY \n", | |
| "01 001 14781 8129 \n", | |
| " 003 44099 23540 \n", | |
| " 005 2525 1831 \n", | |
| " 007 2619 1762 \n", | |
| " 009 13111 7318 \n", | |
| "... ... ... \n", | |
| "56 037 10687 6378 \n", | |
| " 039 5424 2429 \n", | |
| " 041 4275 2372 \n", | |
| " 043 1612 866 \n", | |
| " 045 1320 794 \n", | |
| "\n", | |
| "[3102 rows x 6 columns]" | |
| ] | |
| }, | |
| "execution_count": 73, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "hrpd_df = \\\n", | |
| " county_hrpd_facet_df.pivot(index='GEO_ID', columns='TAG', values='POPULATION')\\\n", | |
| " .join(geoid_df)\\\n", | |
| " .set_index(['STATE','COUNTY'], verify_integrity=True)\n", | |
| "\n", | |
| "hrpd_df" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 74, | |
| "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></th>\n", | |
| " <th>men</th>\n", | |
| " <th>women</th>\n", | |
| " <th>TOT_MALE</th>\n", | |
| " <th>TOT_FEMALE</th>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>STATE</th>\n", | |
| " <th>COUNTY</th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th rowspan=\"5\" valign=\"top\">01</th>\n", | |
| " <th>001</th>\n", | |
| " <td>29363</td>\n", | |
| " <td>30921</td>\n", | |
| " <td>26995.0</td>\n", | |
| " <td>28606.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>003</th>\n", | |
| " <td>99751</td>\n", | |
| " <td>103926</td>\n", | |
| " <td>105657.0</td>\n", | |
| " <td>112365.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>005</th>\n", | |
| " <td>8425</td>\n", | |
| " <td>5807</td>\n", | |
| " <td>13133.0</td>\n", | |
| " <td>11748.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>007</th>\n", | |
| " <td>7477</td>\n", | |
| " <td>5721</td>\n", | |
| " <td>11921.0</td>\n", | |
| " <td>10479.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>009</th>\n", | |
| " <td>29029</td>\n", | |
| " <td>29734</td>\n", | |
| " <td>28500.0</td>\n", | |
| " <td>29340.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>...</th>\n", | |
| " <th>...</th>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th rowspan=\"5\" valign=\"top\">56</th>\n", | |
| " <th>037</th>\n", | |
| " <td>24137</td>\n", | |
| " <td>22112</td>\n", | |
| " <td>22152.0</td>\n", | |
| " <td>20899.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>039</th>\n", | |
| " <td>11466</td>\n", | |
| " <td>10363</td>\n", | |
| " <td>11909.0</td>\n", | |
| " <td>11172.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>041</th>\n", | |
| " <td>9550</td>\n", | |
| " <td>9437</td>\n", | |
| " <td>10285.0</td>\n", | |
| " <td>10014.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>043</th>\n", | |
| " <td>4122</td>\n", | |
| " <td>4153</td>\n", | |
| " <td>3988.0</td>\n", | |
| " <td>3897.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>045</th>\n", | |
| " <td>3642</td>\n", | |
| " <td>3275</td>\n", | |
| " <td>3689.0</td>\n", | |
| " <td>3278.0</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>3102 rows × 4 columns</p>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " men women TOT_MALE TOT_FEMALE\n", | |
| "STATE COUNTY \n", | |
| "01 001 29363 30921 26995.0 28606.0\n", | |
| " 003 99751 103926 105657.0 112365.0\n", | |
| " 005 8425 5807 13133.0 11748.0\n", | |
| " 007 7477 5721 11921.0 10479.0\n", | |
| " 009 29029 29734 28500.0 29340.0\n", | |
| "... ... ... ... ...\n", | |
| "56 037 24137 22112 22152.0 20899.0\n", | |
| " 039 11466 10363 11909.0 11172.0\n", | |
| " 041 9550 9437 10285.0 10014.0\n", | |
| " 043 4122 4153 3988.0 3897.0\n", | |
| " 045 3642 3275 3689.0 3278.0\n", | |
| "\n", | |
| "[3102 rows x 4 columns]" | |
| ] | |
| }, | |
| "execution_count": 74, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# Join for total county men/women counts ... they're in the ballpark\n", | |
| "hrpd_df[['men','women']].join(census18_df[['TOT_MALE', 'TOT_FEMALE']])" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.8.2" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 4 | |
| } |
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