diff --git a/data/data-pipeline/data_pipeline/ipython/scoring_comparison.ipynb b/data/data-pipeline/data_pipeline/ipython/scoring_comparison.ipynb
index 7eb50ce0..a3db0c87 100644
--- a/data/data-pipeline/data_pipeline/ipython/scoring_comparison.ipynb
+++ b/data/data-pipeline/data_pipeline/ipython/scoring_comparison.ipynb
@@ -87,243 +87,7 @@
    "metadata": {
     "scrolled": false
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/usr/local/lib/python3.9/site-packages/IPython/core/interactiveshell.py:3169: DtypeWarning: Columns (87,88,90) have mixed types.Specify dtype option on import or set low_memory=False.\n",
-      "  has_raised = await self.run_ast_nodes(code_ast.body, cell_name,\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>GEOID10</th>\n",
-       "      <th>Housing burden (percent)</th>\n",
-       "      <th>Total population</th>\n",
-       "      <th>Air toxics cancer risk</th>\n",
-       "      <th>Respiratory hazard index</th>\n",
-       "      <th>Diesel particulate matter</th>\n",
-       "      <th>Particulate matter (PM2.5)</th>\n",
-       "      <th>Ozone</th>\n",
-       "      <th>Traffic proximity and volume</th>\n",
-       "      <th>Proximity to RMP sites</th>\n",
-       "      <th>...</th>\n",
-       "      <th>Score D (top 25th percentile)</th>\n",
-       "      <th>Score E (percentile)</th>\n",
-       "      <th>Score E (top 25th percentile)</th>\n",
-       "      <th>GEOID</th>\n",
-       "      <th>State Abbreviation</th>\n",
-       "      <th>County Name</th>\n",
-       "      <th>State Code</th>\n",
-       "      <th>State Name</th>\n",
-       "      <th>GEOID10_TRACT</th>\n",
-       "      <th>GEOID10_STATE</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>010010201001</td>\n",
-       "      <td>0.15</td>\n",
-       "      <td>692</td>\n",
-       "      <td>49.38</td>\n",
-       "      <td>0.79</td>\n",
-       "      <td>0.28</td>\n",
-       "      <td>10.00</td>\n",
-       "      <td>40.12</td>\n",
-       "      <td>91.02</td>\n",
-       "      <td>0.09</td>\n",
-       "      <td>...</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.35</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1001</td>\n",
-       "      <td>AL</td>\n",
-       "      <td>Autauga County</td>\n",
-       "      <td>1.00</td>\n",
-       "      <td>Alabama</td>\n",
-       "      <td>01001020100</td>\n",
-       "      <td>01</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>010010201002</td>\n",
-       "      <td>0.15</td>\n",
-       "      <td>1153</td>\n",
-       "      <td>49.38</td>\n",
-       "      <td>0.79</td>\n",
-       "      <td>0.28</td>\n",
-       "      <td>10.00</td>\n",
-       "      <td>40.12</td>\n",
-       "      <td>2.62</td>\n",
-       "      <td>0.07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.11</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1001</td>\n",
-       "      <td>AL</td>\n",
-       "      <td>Baldwin County</td>\n",
-       "      <td>2.00</td>\n",
-       "      <td>Alaska</td>\n",
-       "      <td>01001020100</td>\n",
-       "      <td>01</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>010010202001</td>\n",
-       "      <td>0.25</td>\n",
-       "      <td>1020</td>\n",
-       "      <td>50.32</td>\n",
-       "      <td>0.81</td>\n",
-       "      <td>0.30</td>\n",
-       "      <td>10.07</td>\n",
-       "      <td>40.22</td>\n",
-       "      <td>4.68</td>\n",
-       "      <td>0.08</td>\n",
-       "      <td>...</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.51</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1001</td>\n",
-       "      <td>AL</td>\n",
-       "      <td>Barbour County</td>\n",
-       "      <td>4.00</td>\n",
-       "      <td>Arizona</td>\n",
-       "      <td>01001020200</td>\n",
-       "      <td>01</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>010010202002</td>\n",
-       "      <td>0.25</td>\n",
-       "      <td>1152</td>\n",
-       "      <td>50.32</td>\n",
-       "      <td>0.81</td>\n",
-       "      <td>0.30</td>\n",
-       "      <td>10.07</td>\n",
-       "      <td>40.22</td>\n",
-       "      <td>218.65</td>\n",
-       "      <td>0.09</td>\n",
-       "      <td>...</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.59</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1001</td>\n",
-       "      <td>AL</td>\n",
-       "      <td>Bibb County</td>\n",
-       "      <td>5.00</td>\n",
-       "      <td>Arkansas</td>\n",
-       "      <td>01001020200</td>\n",
-       "      <td>01</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>010010203001</td>\n",
-       "      <td>0.21</td>\n",
-       "      <td>2555</td>\n",
-       "      <td>50.77</td>\n",
-       "      <td>0.82</td>\n",
-       "      <td>0.36</td>\n",
-       "      <td>10.12</td>\n",
-       "      <td>40.31</td>\n",
-       "      <td>69.64</td>\n",
-       "      <td>0.08</td>\n",
-       "      <td>...</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.47</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1001</td>\n",
-       "      <td>AL</td>\n",
-       "      <td>Blount County</td>\n",
-       "      <td>6.00</td>\n",
-       "      <td>California</td>\n",
-       "      <td>01001020300</td>\n",
-       "      <td>01</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 93 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        GEOID10  Housing burden (percent)  Total population  \\\n",
-       "0  010010201001                      0.15               692   \n",
-       "1  010010201002                      0.15              1153   \n",
-       "2  010010202001                      0.25              1020   \n",
-       "3  010010202002                      0.25              1152   \n",
-       "4  010010203001                      0.21              2555   \n",
-       "\n",
-       "   Air toxics cancer risk  Respiratory hazard index  \\\n",
-       "0                   49.38                      0.79   \n",
-       "1                   49.38                      0.79   \n",
-       "2                   50.32                      0.81   \n",
-       "3                   50.32                      0.81   \n",
-       "4                   50.77                      0.82   \n",
-       "\n",
-       "   Diesel particulate matter  Particulate matter (PM2.5)  Ozone  \\\n",
-       "0                       0.28                       10.00  40.12   \n",
-       "1                       0.28                       10.00  40.12   \n",
-       "2                       0.30                       10.07  40.22   \n",
-       "3                       0.30                       10.07  40.22   \n",
-       "4                       0.36                       10.12  40.31   \n",
-       "\n",
-       "   Traffic proximity and volume  Proximity to RMP sites  ...  \\\n",
-       "0                         91.02                    0.09  ...   \n",
-       "1                          2.62                    0.07  ...   \n",
-       "2                          4.68                    0.08  ...   \n",
-       "3                        218.65                    0.09  ...   \n",
-       "4                         69.64                    0.08  ...   \n",
-       "\n",
-       "   Score D (top 25th percentile)  Score E (percentile)  \\\n",
-       "0                          False                  0.35   \n",
-       "1                          False                  0.11   \n",
-       "2                          False                  0.51   \n",
-       "3                          False                  0.59   \n",
-       "4                          False                  0.47   \n",
-       "\n",
-       "   Score E (top 25th percentile)  GEOID  State Abbreviation     County Name  \\\n",
-       "0                          False   1001                  AL  Autauga County   \n",
-       "1                          False   1001                  AL  Baldwin County   \n",
-       "2                          False   1001                  AL  Barbour County   \n",
-       "3                          False   1001                  AL     Bibb County   \n",
-       "4                          False   1001                  AL   Blount County   \n",
-       "\n",
-       "   State Code  State Name  GEOID10_TRACT  GEOID10_STATE  \n",
-       "0        1.00     Alabama    01001020100             01  \n",
-       "1        2.00      Alaska    01001020100             01  \n",
-       "2        4.00     Arizona    01001020200             01  \n",
-       "3        5.00    Arkansas    01001020200             01  \n",
-       "4        6.00  California    01001020300             01  \n",
-       "\n",
-       "[5 rows x 93 columns]"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Load CEJST score data\n",
     "cejst_data_path = DATA_DIR / \"score\" / \"csv\" / \"full\" / \"usa.csv\"\n",
@@ -350,228 +114,7 @@
    "metadata": {
     "scrolled": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "    }\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>GEOID10_TRACT</th>\n",
-       "      <th>Total Population</th>\n",
-       "      <th>California County</th>\n",
-       "      <th>ZIP</th>\n",
-       "      <th>Nearby City \\r\\n(to help approximate location only)</th>\n",
-       "      <th>Longitude</th>\n",
-       "      <th>Latitude</th>\n",
-       "      <th>calenviroscreen_score</th>\n",
-       "      <th>calenviroscreen_percentile</th>\n",
-       "      <th>DRAFT CES 4.0\\r\\nPercentile Range</th>\n",
-       "      <th>...</th>\n",
-       "      <th>Poverty</th>\n",
-       "      <th>Poverty Pctl</th>\n",
-       "      <th>Unemployment</th>\n",
-       "      <th>Unemployment Pctl</th>\n",
-       "      <th>Housing Burden</th>\n",
-       "      <th>Housing Burden Pctl</th>\n",
-       "      <th>Pop. Char.</th>\n",
-       "      <th>Pop. Char. Score</th>\n",
-       "      <th>Pop. Char. Pctl</th>\n",
-       "      <th>calenviroscreen_priority_community</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>06019001100</td>\n",
-       "      <td>2760</td>\n",
-       "      <td>Fresno</td>\n",
-       "      <td>93706</td>\n",
-       "      <td>Fresno</td>\n",
-       "      <td>-119.78</td>\n",
-       "      <td>36.71</td>\n",
-       "      <td>94.61</td>\n",
-       "      <td>100.00</td>\n",
-       "      <td>95-100% (highest scores)</td>\n",
-       "      <td>...</td>\n",
-       "      <td>76.60</td>\n",
-       "      <td>98.43</td>\n",
-       "      <td>16.20</td>\n",
-       "      <td>97.15</td>\n",
-       "      <td>30.70</td>\n",
-       "      <td>90.61</td>\n",
-       "      <td>93.73</td>\n",
-       "      <td>9.72</td>\n",
-       "      <td>99.87</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>06077000700</td>\n",
-       "      <td>4177</td>\n",
-       "      <td>San Joaquin</td>\n",
-       "      <td>95206</td>\n",
-       "      <td>Stockton</td>\n",
-       "      <td>-121.29</td>\n",
-       "      <td>37.94</td>\n",
-       "      <td>90.83</td>\n",
-       "      <td>99.99</td>\n",
-       "      <td>95-100% (highest scores)</td>\n",
-       "      <td>...</td>\n",
-       "      <td>70.60</td>\n",
-       "      <td>96.43</td>\n",
-       "      <td>18.50</td>\n",
-       "      <td>98.45</td>\n",
-       "      <td>35.20</td>\n",
-       "      <td>95.61</td>\n",
-       "      <td>93.40</td>\n",
-       "      <td>9.68</td>\n",
-       "      <td>99.84</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>06077000100</td>\n",
-       "      <td>4055</td>\n",
-       "      <td>San Joaquin</td>\n",
-       "      <td>95202</td>\n",
-       "      <td>Stockton</td>\n",
-       "      <td>-121.29</td>\n",
-       "      <td>37.95</td>\n",
-       "      <td>85.75</td>\n",
-       "      <td>99.97</td>\n",
-       "      <td>95-100% (highest scores)</td>\n",
-       "      <td>...</td>\n",
-       "      <td>81.80</td>\n",
-       "      <td>99.50</td>\n",
-       "      <td>17.90</td>\n",
-       "      <td>98.17</td>\n",
-       "      <td>36.40</td>\n",
-       "      <td>96.51</td>\n",
-       "      <td>95.71</td>\n",
-       "      <td>9.92</td>\n",
-       "      <td>99.97</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>06071001600</td>\n",
-       "      <td>5527</td>\n",
-       "      <td>San Bernardino</td>\n",
-       "      <td>91761</td>\n",
-       "      <td>Ontario</td>\n",
-       "      <td>-117.62</td>\n",
-       "      <td>34.06</td>\n",
-       "      <td>83.56</td>\n",
-       "      <td>99.96</td>\n",
-       "      <td>95-100% (highest scores)</td>\n",
-       "      <td>...</td>\n",
-       "      <td>67.10</td>\n",
-       "      <td>94.82</td>\n",
-       "      <td>6.70</td>\n",
-       "      <td>57.20</td>\n",
-       "      <td>32.10</td>\n",
-       "      <td>92.65</td>\n",
-       "      <td>80.59</td>\n",
-       "      <td>8.36</td>\n",
-       "      <td>93.06</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>06037204920</td>\n",
-       "      <td>2639</td>\n",
-       "      <td>Los Angeles</td>\n",
-       "      <td>90023</td>\n",
-       "      <td>Los Angeles</td>\n",
-       "      <td>-118.20</td>\n",
-       "      <td>34.02</td>\n",
-       "      <td>82.90</td>\n",
-       "      <td>99.95</td>\n",
-       "      <td>95-100% (highest scores)</td>\n",
-       "      <td>...</td>\n",
-       "      <td>64.90</td>\n",
-       "      <td>93.51</td>\n",
-       "      <td>5.60</td>\n",
-       "      <td>43.81</td>\n",
-       "      <td>25.00</td>\n",
-       "      <td>77.95</td>\n",
-       "      <td>83.95</td>\n",
-       "      <td>8.70</td>\n",
-       "      <td>95.78</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 59 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "  GEOID10_TRACT   Total Population California County    ZIP  \\\n",
-       "0   06019001100               2760           Fresno   93706   \n",
-       "1   06077000700               4177       San Joaquin  95206   \n",
-       "2   06077000100               4055       San Joaquin  95202   \n",
-       "3   06071001600               5527    San Bernardino  91761   \n",
-       "4   06037204920               2639       Los Angeles  90023   \n",
-       "\n",
-       "  Nearby City \\r\\n(to help approximate location only)  Longitude  Latitude  \\\n",
-       "0                                             Fresno     -119.78     36.71   \n",
-       "1                                           Stockton     -121.29     37.94   \n",
-       "2                                           Stockton     -121.29     37.95   \n",
-       "3                                            Ontario     -117.62     34.06   \n",
-       "4                                        Los Angeles     -118.20     34.02   \n",
-       "\n",
-       "   calenviroscreen_score  calenviroscreen_percentile  \\\n",
-       "0                  94.61                      100.00   \n",
-       "1                  90.83                       99.99   \n",
-       "2                  85.75                       99.97   \n",
-       "3                  83.56                       99.96   \n",
-       "4                  82.90                       99.95   \n",
-       "\n",
-       "  DRAFT CES 4.0\\r\\nPercentile Range  ...  Poverty  Poverty Pctl  Unemployment  \\\n",
-       "0          95-100% (highest scores)  ...    76.60         98.43         16.20   \n",
-       "1          95-100% (highest scores)  ...    70.60         96.43         18.50   \n",
-       "2          95-100% (highest scores)  ...    81.80         99.50         17.90   \n",
-       "3          95-100% (highest scores)  ...    67.10         94.82          6.70   \n",
-       "4          95-100% (highest scores)  ...    64.90         93.51          5.60   \n",
-       "\n",
-       "   Unemployment Pctl  Housing Burden  Housing Burden Pctl  Pop. Char.   \\\n",
-       "0              97.15           30.70                90.61        93.73   \n",
-       "1              98.45           35.20                95.61        93.40   \n",
-       "2              98.17           36.40                96.51        95.71   \n",
-       "3              57.20           32.10                92.65        80.59   \n",
-       "4              43.81           25.00                77.95        83.95   \n",
-       "\n",
-       "   Pop. Char. Score  Pop. Char. Pctl  calenviroscreen_priority_community  \n",
-       "0              9.72            99.87                                True  \n",
-       "1              9.68            99.84                                True  \n",
-       "2              9.92            99.97                                True  \n",
-       "3              8.36            93.06                                True  \n",
-       "4              8.70            95.78                                True  \n",
-       "\n",
-       "[5 rows x 59 columns]"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Load CalEnviroScreen 4.0\n",
     "CALENVIROSCREEN_SCORE_FIELD = \"calenviroscreen_score\"\n",
@@ -598,168 +141,7 @@
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "\n",
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-       "\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>FID</th>\n",
-       "      <th>GEOID10_TRACT</th>\n",
-       "      <th>STATE</th>\n",
-       "      <th>STUSAB</th>\n",
-       "      <th>STATE_NAME</th>\n",
-       "      <th>COUNTY</th>\n",
-       "      <th>COUNTY_NAME</th>\n",
-       "      <th>CNTY_FIPS</th>\n",
-       "      <th>TRACT</th>\n",
-       "      <th>RCAP_90</th>\n",
-       "      <th>RCAP_00</th>\n",
-       "      <th>RCAP_10</th>\n",
-       "      <th>hud_recap_priority_community</th>\n",
-       "      <th>SHAPE_Length</th>\n",
-       "      <th>SHAPE_Area</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>29993</td>\n",
-       "      <td>01001020100</td>\n",
-       "      <td>1</td>\n",
-       "      <td>AL</td>\n",
-       "      <td>Alabama</td>\n",
-       "      <td>1</td>\n",
-       "      <td>Autauga</td>\n",
-       "      <td>1001</td>\n",
-       "      <td>20100</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.15</td>\n",
-       "      <td>0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>30627</td>\n",
-       "      <td>01001020200</td>\n",
-       "      <td>1</td>\n",
-       "      <td>AL</td>\n",
-       "      <td>Alabama</td>\n",
-       "      <td>1</td>\n",
-       "      <td>Autauga</td>\n",
-       "      <td>1001</td>\n",
-       "      <td>20200</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.09</td>\n",
-       "      <td>0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>29992</td>\n",
-       "      <td>01001020300</td>\n",
-       "      <td>1</td>\n",
-       "      <td>AL</td>\n",
-       "      <td>Alabama</td>\n",
-       "      <td>1</td>\n",
-       "      <td>Autauga</td>\n",
-       "      <td>1001</td>\n",
-       "      <td>20300</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.10</td>\n",
-       "      <td>0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>30079</td>\n",
-       "      <td>01001020400</td>\n",
-       "      <td>1</td>\n",
-       "      <td>AL</td>\n",
-       "      <td>Alabama</td>\n",
-       "      <td>1</td>\n",
-       "      <td>Autauga</td>\n",
-       "      <td>1001</td>\n",
-       "      <td>20400</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.12</td>\n",
-       "      <td>0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>30078</td>\n",
-       "      <td>01001020500</td>\n",
-       "      <td>1</td>\n",
-       "      <td>AL</td>\n",
-       "      <td>Alabama</td>\n",
-       "      <td>1</td>\n",
-       "      <td>Autauga</td>\n",
-       "      <td>1001</td>\n",
-       "      <td>20500</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.16</td>\n",
-       "      <td>0.00</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     FID GEOID10_TRACT  STATE STUSAB STATE_NAME  COUNTY COUNTY_NAME  \\\n",
-       "0  29993   01001020100      1     AL    Alabama       1     Autauga   \n",
-       "1  30627   01001020200      1     AL    Alabama       1     Autauga   \n",
-       "2  29992   01001020300      1     AL    Alabama       1     Autauga   \n",
-       "3  30079   01001020400      1     AL    Alabama       1     Autauga   \n",
-       "4  30078   01001020500      1     AL    Alabama       1     Autauga   \n",
-       "\n",
-       "   CNTY_FIPS  TRACT  RCAP_90  RCAP_00  RCAP_10  hud_recap_priority_community  \\\n",
-       "0       1001  20100     0.00     0.00     0.00                         False   \n",
-       "1       1001  20200     0.00     0.00     0.00                         False   \n",
-       "2       1001  20300     0.00     0.00     0.00                         False   \n",
-       "3       1001  20400     0.00     0.00     0.00                         False   \n",
-       "4       1001  20500     0.00     0.00     0.00                         False   \n",
-       "\n",
-       "   SHAPE_Length  SHAPE_Area  \n",
-       "0          0.15        0.00  \n",
-       "1          0.09        0.00  \n",
-       "2          0.10        0.00  \n",
-       "3          0.12        0.00  \n",
-       "4          0.16        0.00  "
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Load HUD data\n",
     "hud_recap_data_path = DATA_DIR / \"dataset\" / \"hud_recap\" / \"usa.csv\"\n",
@@ -775,230 +157,9 @@
    "execution_count": null,
    "id": "a6c85d87",
    "metadata": {
-    "scrolled": true
+    "scrolled": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
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-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>GEOID10_TRACT</th>\n",
-       "      <th>Total Population</th>\n",
-       "      <th>California County</th>\n",
-       "      <th>ZIP</th>\n",
-       "      <th>Nearby City \\r\\n(to help approximate location only)</th>\n",
-       "      <th>Longitude</th>\n",
-       "      <th>Latitude</th>\n",
-       "      <th>calenviroscreen_score</th>\n",
-       "      <th>calenviroscreen_percentile</th>\n",
-       "      <th>DRAFT CES 4.0\\r\\nPercentile Range</th>\n",
-       "      <th>...</th>\n",
-       "      <th>COUNTY</th>\n",
-       "      <th>COUNTY_NAME</th>\n",
-       "      <th>CNTY_FIPS</th>\n",
-       "      <th>TRACT</th>\n",
-       "      <th>RCAP_90</th>\n",
-       "      <th>RCAP_00</th>\n",
-       "      <th>RCAP_10</th>\n",
-       "      <th>hud_recap_priority_community</th>\n",
-       "      <th>SHAPE_Length</th>\n",
-       "      <th>SHAPE_Area</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>06019001100</td>\n",
-       "      <td>2760.00</td>\n",
-       "      <td>Fresno</td>\n",
-       "      <td>93706.00</td>\n",
-       "      <td>Fresno</td>\n",
-       "      <td>-119.78</td>\n",
-       "      <td>36.71</td>\n",
-       "      <td>94.61</td>\n",
-       "      <td>100.00</td>\n",
-       "      <td>95-100% (highest scores)</td>\n",
-       "      <td>...</td>\n",
-       "      <td>19</td>\n",
-       "      <td>Fresno</td>\n",
-       "      <td>6019</td>\n",
-       "      <td>1100</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>1.00</td>\n",
-       "      <td>1.00</td>\n",
-       "      <td>True</td>\n",
-       "      <td>0.09</td>\n",
-       "      <td>0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>06077000700</td>\n",
-       "      <td>4177.00</td>\n",
-       "      <td>San Joaquin</td>\n",
-       "      <td>95206.00</td>\n",
-       "      <td>Stockton</td>\n",
-       "      <td>-121.29</td>\n",
-       "      <td>37.94</td>\n",
-       "      <td>90.83</td>\n",
-       "      <td>99.99</td>\n",
-       "      <td>95-100% (highest scores)</td>\n",
-       "      <td>...</td>\n",
-       "      <td>77</td>\n",
-       "      <td>San Joaquin</td>\n",
-       "      <td>6077</td>\n",
-       "      <td>700</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>True</td>\n",
-       "      <td>0.07</td>\n",
-       "      <td>0.00</td>\n",
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-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>06077000100</td>\n",
-       "      <td>4055.00</td>\n",
-       "      <td>San Joaquin</td>\n",
-       "      <td>95202.00</td>\n",
-       "      <td>Stockton</td>\n",
-       "      <td>-121.29</td>\n",
-       "      <td>37.95</td>\n",
-       "      <td>85.75</td>\n",
-       "      <td>99.97</td>\n",
-       "      <td>95-100% (highest scores)</td>\n",
-       "      <td>...</td>\n",
-       "      <td>77</td>\n",
-       "      <td>San Joaquin</td>\n",
-       "      <td>6077</td>\n",
-       "      <td>100</td>\n",
-       "      <td>1.00</td>\n",
-       "      <td>1.00</td>\n",
-       "      <td>1.00</td>\n",
-       "      <td>True</td>\n",
-       "      <td>0.06</td>\n",
-       "      <td>0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>06071001600</td>\n",
-       "      <td>5527.00</td>\n",
-       "      <td>San Bernardino</td>\n",
-       "      <td>91761.00</td>\n",
-       "      <td>Ontario</td>\n",
-       "      <td>-117.62</td>\n",
-       "      <td>34.06</td>\n",
-       "      <td>83.56</td>\n",
-       "      <td>99.96</td>\n",
-       "      <td>95-100% (highest scores)</td>\n",
-       "      <td>...</td>\n",
-       "      <td>71</td>\n",
-       "      <td>San Bernardino</td>\n",
-       "      <td>6071</td>\n",
-       "      <td>1600</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>True</td>\n",
-       "      <td>0.25</td>\n",
-       "      <td>0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>06037204920</td>\n",
-       "      <td>2639.00</td>\n",
-       "      <td>Los Angeles</td>\n",
-       "      <td>90023.00</td>\n",
-       "      <td>Los Angeles</td>\n",
-       "      <td>-118.20</td>\n",
-       "      <td>34.02</td>\n",
-       "      <td>82.90</td>\n",
-       "      <td>99.95</td>\n",
-       "      <td>95-100% (highest scores)</td>\n",
-       "      <td>...</td>\n",
-       "      <td>37</td>\n",
-       "      <td>Los Angeles</td>\n",
-       "      <td>6037</td>\n",
-       "      <td>204920</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.04</td>\n",
-       "      <td>0.00</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 73 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "  GEOID10_TRACT   Total Population California County      ZIP  \\\n",
-       "0   06019001100            2760.00           Fresno  93706.00   \n",
-       "1   06077000700            4177.00       San Joaquin 95206.00   \n",
-       "2   06077000100            4055.00       San Joaquin 95202.00   \n",
-       "3   06071001600            5527.00    San Bernardino 91761.00   \n",
-       "4   06037204920            2639.00       Los Angeles 90023.00   \n",
-       "\n",
-       "  Nearby City \\r\\n(to help approximate location only)  Longitude  Latitude  \\\n",
-       "0                                             Fresno     -119.78     36.71   \n",
-       "1                                           Stockton     -121.29     37.94   \n",
-       "2                                           Stockton     -121.29     37.95   \n",
-       "3                                            Ontario     -117.62     34.06   \n",
-       "4                                        Los Angeles     -118.20     34.02   \n",
-       "\n",
-       "   calenviroscreen_score  calenviroscreen_percentile  \\\n",
-       "0                  94.61                      100.00   \n",
-       "1                  90.83                       99.99   \n",
-       "2                  85.75                       99.97   \n",
-       "3                  83.56                       99.96   \n",
-       "4                  82.90                       99.95   \n",
-       "\n",
-       "  DRAFT CES 4.0\\r\\nPercentile Range  ...  COUNTY     COUNTY_NAME  CNTY_FIPS  \\\n",
-       "0          95-100% (highest scores)  ...      19          Fresno       6019   \n",
-       "1          95-100% (highest scores)  ...      77     San Joaquin       6077   \n",
-       "2          95-100% (highest scores)  ...      77     San Joaquin       6077   \n",
-       "3          95-100% (highest scores)  ...      71  San Bernardino       6071   \n",
-       "4          95-100% (highest scores)  ...      37     Los Angeles       6037   \n",
-       "\n",
-       "    TRACT  RCAP_90  RCAP_00  RCAP_10  hud_recap_priority_community  \\\n",
-       "0    1100     0.00     1.00     1.00                          True   \n",
-       "1     700     0.00     0.00     0.00                          True   \n",
-       "2     100     1.00     1.00     1.00                          True   \n",
-       "3    1600     0.00     0.00     0.00                          True   \n",
-       "4  204920     0.00     0.00     0.00                         False   \n",
-       "\n",
-       "   SHAPE_Length  SHAPE_Area  \n",
-       "0          0.09        0.00  \n",
-       "1          0.07        0.00  \n",
-       "2          0.06        0.00  \n",
-       "3          0.25        0.00  \n",
-       "4          0.04        0.00  \n",
-       "\n",
-       "[5 rows x 73 columns]"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Join all dataframes that use tracts\n",
     "census_tract_dfs = [calenviroscreen_df, hud_recap_df]\n",
@@ -1028,228 +189,7 @@
    "metadata": {
     "scrolled": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>GEOID10</th>\n",
-       "      <th>Housing burden (percent)</th>\n",
-       "      <th>Total population</th>\n",
-       "      <th>Air toxics cancer risk</th>\n",
-       "      <th>Respiratory hazard index</th>\n",
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-       "      <th>...</th>\n",
-       "      <th>COUNTY</th>\n",
-       "      <th>COUNTY_NAME</th>\n",
-       "      <th>CNTY_FIPS</th>\n",
-       "      <th>TRACT</th>\n",
-       "      <th>RCAP_90</th>\n",
-       "      <th>RCAP_00</th>\n",
-       "      <th>RCAP_10</th>\n",
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-       "      <th>SHAPE_Length</th>\n",
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-       "      <td>0.15</td>\n",
-       "      <td>692</td>\n",
-       "      <td>49.38</td>\n",
-       "      <td>0.79</td>\n",
-       "      <td>0.28</td>\n",
-       "      <td>10.00</td>\n",
-       "      <td>40.12</td>\n",
-       "      <td>91.02</td>\n",
-       "      <td>0.09</td>\n",
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-       "      <td>1.00</td>\n",
-       "      <td>Autauga</td>\n",
-       "      <td>1001.00</td>\n",
-       "      <td>20100.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.15</td>\n",
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-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>010010201002</td>\n",
-       "      <td>0.15</td>\n",
-       "      <td>1153</td>\n",
-       "      <td>49.38</td>\n",
-       "      <td>0.79</td>\n",
-       "      <td>0.28</td>\n",
-       "      <td>10.00</td>\n",
-       "      <td>40.12</td>\n",
-       "      <td>2.62</td>\n",
-       "      <td>0.07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.00</td>\n",
-       "      <td>Autauga</td>\n",
-       "      <td>1001.00</td>\n",
-       "      <td>20100.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.15</td>\n",
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-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>010010202001</td>\n",
-       "      <td>0.25</td>\n",
-       "      <td>1020</td>\n",
-       "      <td>50.32</td>\n",
-       "      <td>0.81</td>\n",
-       "      <td>0.30</td>\n",
-       "      <td>10.07</td>\n",
-       "      <td>40.22</td>\n",
-       "      <td>4.68</td>\n",
-       "      <td>0.08</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.00</td>\n",
-       "      <td>Autauga</td>\n",
-       "      <td>1001.00</td>\n",
-       "      <td>20200.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.09</td>\n",
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-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>010010202002</td>\n",
-       "      <td>0.25</td>\n",
-       "      <td>1152</td>\n",
-       "      <td>50.32</td>\n",
-       "      <td>0.81</td>\n",
-       "      <td>0.30</td>\n",
-       "      <td>10.07</td>\n",
-       "      <td>40.22</td>\n",
-       "      <td>218.65</td>\n",
-       "      <td>0.09</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.00</td>\n",
-       "      <td>Autauga</td>\n",
-       "      <td>1001.00</td>\n",
-       "      <td>20200.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.09</td>\n",
-       "      <td>0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>010010203001</td>\n",
-       "      <td>0.21</td>\n",
-       "      <td>2555</td>\n",
-       "      <td>50.77</td>\n",
-       "      <td>0.82</td>\n",
-       "      <td>0.36</td>\n",
-       "      <td>10.12</td>\n",
-       "      <td>40.31</td>\n",
-       "      <td>69.64</td>\n",
-       "      <td>0.08</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.00</td>\n",
-       "      <td>Autauga</td>\n",
-       "      <td>1001.00</td>\n",
-       "      <td>20300.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.10</td>\n",
-       "      <td>0.00</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 165 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        GEOID10  Housing burden (percent)  Total population  \\\n",
-       "0  010010201001                      0.15               692   \n",
-       "1  010010201002                      0.15              1153   \n",
-       "2  010010202001                      0.25              1020   \n",
-       "3  010010202002                      0.25              1152   \n",
-       "4  010010203001                      0.21              2555   \n",
-       "\n",
-       "   Air toxics cancer risk  Respiratory hazard index  \\\n",
-       "0                   49.38                      0.79   \n",
-       "1                   49.38                      0.79   \n",
-       "2                   50.32                      0.81   \n",
-       "3                   50.32                      0.81   \n",
-       "4                   50.77                      0.82   \n",
-       "\n",
-       "   Diesel particulate matter  Particulate matter (PM2.5)  Ozone_x  \\\n",
-       "0                       0.28                       10.00    40.12   \n",
-       "1                       0.28                       10.00    40.12   \n",
-       "2                       0.30                       10.07    40.22   \n",
-       "3                       0.30                       10.07    40.22   \n",
-       "4                       0.36                       10.12    40.31   \n",
-       "\n",
-       "   Traffic proximity and volume  Proximity to RMP sites  ...  COUNTY  \\\n",
-       "0                         91.02                    0.09  ...    1.00   \n",
-       "1                          2.62                    0.07  ...    1.00   \n",
-       "2                          4.68                    0.08  ...    1.00   \n",
-       "3                        218.65                    0.09  ...    1.00   \n",
-       "4                         69.64                    0.08  ...    1.00   \n",
-       "\n",
-       "   COUNTY_NAME  CNTY_FIPS    TRACT  RCAP_90  RCAP_00  RCAP_10  \\\n",
-       "0      Autauga    1001.00 20100.00     0.00     0.00     0.00   \n",
-       "1      Autauga    1001.00 20100.00     0.00     0.00     0.00   \n",
-       "2      Autauga    1001.00 20200.00     0.00     0.00     0.00   \n",
-       "3      Autauga    1001.00 20200.00     0.00     0.00     0.00   \n",
-       "4      Autauga    1001.00 20300.00     0.00     0.00     0.00   \n",
-       "\n",
-       "   hud_recap_priority_community  SHAPE_Length  SHAPE_Area  \n",
-       "0                         False          0.15        0.00  \n",
-       "1                         False          0.15        0.00  \n",
-       "2                         False          0.09        0.00  \n",
-       "3                         False          0.09        0.00  \n",
-       "4                         False          0.10        0.00  \n",
-       "\n",
-       "[5 rows x 165 columns]"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Join tract indices and CEJST data.\n",
     "# Note: we're joining on the census *tract*, so there will be multiple CBG entries joined to the same census tract row from CES,\n",
@@ -1359,383 +299,7 @@
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Converting calenviroscreen_priority_community to boolean.\n",
-      "Converting hud_recap_priority_community to boolean.\n"
-     ]
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "223dcb75c0384fd5b93bc2ac3bc07656",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "  0%|          | 0/52 [00:00<?, ?it/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "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>GEOID10_STATE</th>\n",
-       "      <th>State name</th>\n",
-       "      <th>Total CBGs in state</th>\n",
-       "      <th>Total population in state</th>\n",
-       "      <th>Score A (top 25th percentile) (priority population)</th>\n",
-       "      <th>Score A (top 25th percentile) (total CBGs)</th>\n",
-       "      <th>Score A (top 25th percentile) (percent CBGs)</th>\n",
-       "      <th>Score A (top 25th percentile) (percent population)</th>\n",
-       "      <th>Score B (top 25th percentile) (priority population)</th>\n",
-       "      <th>Score B (top 25th percentile) (total CBGs)</th>\n",
-       "      <th>...</th>\n",
-       "      <th>Score E (top 25th percentile) (percent CBGs)</th>\n",
-       "      <th>Score E (top 25th percentile) (percent population)</th>\n",
-       "      <th>calenviroscreen_priority_community (priority population)</th>\n",
-       "      <th>calenviroscreen_priority_community (total CBGs)</th>\n",
-       "      <th>calenviroscreen_priority_community (percent CBGs)</th>\n",
-       "      <th>calenviroscreen_priority_community (percent population)</th>\n",
-       "      <th>hud_recap_priority_community (priority population)</th>\n",
-       "      <th>hud_recap_priority_community (total CBGs)</th>\n",
-       "      <th>hud_recap_priority_community (percent CBGs)</th>\n",
-       "      <th>hud_recap_priority_community (percent population)</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GEOID10_STATE</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",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>01</th>\n",
-       "      <th>0</th>\n",
-       "      <td>01</td>\n",
-       "      <td>Alabama</td>\n",
-       "      <td>3438</td>\n",
-       "      <td>4850771</td>\n",
-       "      <td>1547345</td>\n",
-       "      <td>1326</td>\n",
-       "      <td>0.39</td>\n",
-       "      <td>0.32</td>\n",
-       "      <td>1556417</td>\n",
-       "      <td>1323</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.23</td>\n",
-       "      <td>0.19</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>235117</td>\n",
-       "      <td>258</td>\n",
-       "      <td>0.08</td>\n",
-       "      <td>0.05</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>02</th>\n",
-       "      <th>0</th>\n",
-       "      <td>02</td>\n",
-       "      <td>Alaska</td>\n",
-       "      <td>534</td>\n",
-       "      <td>738565</td>\n",
-       "      <td>63868</td>\n",
-       "      <td>57</td>\n",
-       "      <td>0.11</td>\n",
-       "      <td>0.09</td>\n",
-       "      <td>63868</td>\n",
-       "      <td>57</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.14</td>\n",
-       "      <td>0.12</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>6536</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.01</td>\n",
-       "      <td>0.01</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>04</th>\n",
-       "      <th>0</th>\n",
-       "      <td>04</td>\n",
-       "      <td>Arizona</td>\n",
-       "      <td>4178</td>\n",
-       "      <td>6809946</td>\n",
-       "      <td>1956052</td>\n",
-       "      <td>1230</td>\n",
-       "      <td>0.29</td>\n",
-       "      <td>0.29</td>\n",
-       "      <td>1960856</td>\n",
-       "      <td>1231</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.30</td>\n",
-       "      <td>0.30</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>560353</td>\n",
-       "      <td>378</td>\n",
-       "      <td>0.09</td>\n",
-       "      <td>0.08</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>05</th>\n",
-       "      <th>0</th>\n",
-       "      <td>05</td>\n",
-       "      <td>Arkansas</td>\n",
-       "      <td>2147</td>\n",
-       "      <td>2977944</td>\n",
-       "      <td>960799</td>\n",
-       "      <td>817</td>\n",
-       "      <td>0.38</td>\n",
-       "      <td>0.32</td>\n",
-       "      <td>975780</td>\n",
-       "      <td>826</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.20</td>\n",
-       "      <td>0.18</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>101200</td>\n",
-       "      <td>106</td>\n",
-       "      <td>0.05</td>\n",
-       "      <td>0.03</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>06</th>\n",
-       "      <th>0</th>\n",
-       "      <td>06</td>\n",
-       "      <td>California</td>\n",
-       "      <td>23212</td>\n",
-       "      <td>38982847</td>\n",
-       "      <td>12610810</td>\n",
-       "      <td>7102</td>\n",
-       "      <td>0.31</td>\n",
-       "      <td>0.32</td>\n",
-       "      <td>12556846</td>\n",
-       "      <td>7065</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.40</td>\n",
-       "      <td>0.42</td>\n",
-       "      <td>9610287</td>\n",
-       "      <td>5690</td>\n",
-       "      <td>0.25</td>\n",
-       "      <td>0.25</td>\n",
-       "      <td>1748765</td>\n",
-       "      <td>1013</td>\n",
-       "      <td>0.04</td>\n",
-       "      <td>0.04</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 32 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                GEOID10_STATE  State name  Total CBGs in state  \\\n",
-       "GEOID10_STATE                                                    \n",
-       "01            0            01     Alabama                 3438   \n",
-       "02            0            02      Alaska                  534   \n",
-       "04            0            04     Arizona                 4178   \n",
-       "05            0            05    Arkansas                 2147   \n",
-       "06            0            06  California                23212   \n",
-       "\n",
-       "                 Total population in state  \\\n",
-       "GEOID10_STATE                                \n",
-       "01            0                    4850771   \n",
-       "02            0                     738565   \n",
-       "04            0                    6809946   \n",
-       "05            0                    2977944   \n",
-       "06            0                   38982847   \n",
-       "\n",
-       "                 Score A (top 25th percentile) (priority population)  \\\n",
-       "GEOID10_STATE                                                          \n",
-       "01            0                                            1547345     \n",
-       "02            0                                              63868     \n",
-       "04            0                                            1956052     \n",
-       "05            0                                             960799     \n",
-       "06            0                                           12610810     \n",
-       "\n",
-       "                 Score A (top 25th percentile) (total CBGs)  \\\n",
-       "GEOID10_STATE                                                 \n",
-       "01            0                                        1326   \n",
-       "02            0                                          57   \n",
-       "04            0                                        1230   \n",
-       "05            0                                         817   \n",
-       "06            0                                        7102   \n",
-       "\n",
-       "                 Score A (top 25th percentile) (percent CBGs)  \\\n",
-       "GEOID10_STATE                                                   \n",
-       "01            0                                          0.39   \n",
-       "02            0                                          0.11   \n",
-       "04            0                                          0.29   \n",
-       "05            0                                          0.38   \n",
-       "06            0                                          0.31   \n",
-       "\n",
-       "                 Score A (top 25th percentile) (percent population)  \\\n",
-       "GEOID10_STATE                                                         \n",
-       "01            0                                               0.32    \n",
-       "02            0                                               0.09    \n",
-       "04            0                                               0.29    \n",
-       "05            0                                               0.32    \n",
-       "06            0                                               0.32    \n",
-       "\n",
-       "                 Score B (top 25th percentile) (priority population)  \\\n",
-       "GEOID10_STATE                                                          \n",
-       "01            0                                            1556417     \n",
-       "02            0                                              63868     \n",
-       "04            0                                            1960856     \n",
-       "05            0                                             975780     \n",
-       "06            0                                           12556846     \n",
-       "\n",
-       "                 Score B (top 25th percentile) (total CBGs)  ...  \\\n",
-       "GEOID10_STATE                                                ...   \n",
-       "01            0                                        1323  ...   \n",
-       "02            0                                          57  ...   \n",
-       "04            0                                        1231  ...   \n",
-       "05            0                                         826  ...   \n",
-       "06            0                                        7065  ...   \n",
-       "\n",
-       "                 Score E (top 25th percentile) (percent CBGs)  \\\n",
-       "GEOID10_STATE                                                   \n",
-       "01            0                                          0.23   \n",
-       "02            0                                          0.14   \n",
-       "04            0                                          0.30   \n",
-       "05            0                                          0.20   \n",
-       "06            0                                          0.40   \n",
-       "\n",
-       "                 Score E (top 25th percentile) (percent population)  \\\n",
-       "GEOID10_STATE                                                         \n",
-       "01            0                                               0.19    \n",
-       "02            0                                               0.12    \n",
-       "04            0                                               0.30    \n",
-       "05            0                                               0.18    \n",
-       "06            0                                               0.42    \n",
-       "\n",
-       "                 calenviroscreen_priority_community (priority population)  \\\n",
-       "GEOID10_STATE                                                               \n",
-       "01            0                                                  0          \n",
-       "02            0                                                  0          \n",
-       "04            0                                                  0          \n",
-       "05            0                                                  0          \n",
-       "06            0                                            9610287          \n",
-       "\n",
-       "                 calenviroscreen_priority_community (total CBGs)  \\\n",
-       "GEOID10_STATE                                                      \n",
-       "01            0                                                0   \n",
-       "02            0                                                0   \n",
-       "04            0                                                0   \n",
-       "05            0                                                0   \n",
-       "06            0                                             5690   \n",
-       "\n",
-       "                 calenviroscreen_priority_community (percent CBGs)  \\\n",
-       "GEOID10_STATE                                                        \n",
-       "01            0                                               0.00   \n",
-       "02            0                                               0.00   \n",
-       "04            0                                               0.00   \n",
-       "05            0                                               0.00   \n",
-       "06            0                                               0.25   \n",
-       "\n",
-       "                 calenviroscreen_priority_community (percent population)  \\\n",
-       "GEOID10_STATE                                                              \n",
-       "01            0                                               0.00         \n",
-       "02            0                                               0.00         \n",
-       "04            0                                               0.00         \n",
-       "05            0                                               0.00         \n",
-       "06            0                                               0.25         \n",
-       "\n",
-       "                 hud_recap_priority_community (priority population)  \\\n",
-       "GEOID10_STATE                                                         \n",
-       "01            0                                             235117    \n",
-       "02            0                                               6536    \n",
-       "04            0                                             560353    \n",
-       "05            0                                             101200    \n",
-       "06            0                                            1748765    \n",
-       "\n",
-       "                 hud_recap_priority_community (total CBGs)  \\\n",
-       "GEOID10_STATE                                                \n",
-       "01            0                                        258   \n",
-       "02            0                                          8   \n",
-       "04            0                                        378   \n",
-       "05            0                                        106   \n",
-       "06            0                                       1013   \n",
-       "\n",
-       "                 hud_recap_priority_community (percent CBGs)  \\\n",
-       "GEOID10_STATE                                                  \n",
-       "01            0                                         0.08   \n",
-       "02            0                                         0.01   \n",
-       "04            0                                         0.09   \n",
-       "05            0                                         0.05   \n",
-       "06            0                                         0.04   \n",
-       "\n",
-       "                 hud_recap_priority_community (percent population)  \n",
-       "GEOID10_STATE                                                       \n",
-       "01            0                                               0.05  \n",
-       "02            0                                               0.01  \n",
-       "04            0                                               0.08  \n",
-       "05            0                                               0.03  \n",
-       "06            0                                               0.04  \n",
-       "\n",
-       "[5 rows x 32 columns]"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "def get_state_distributions(\n",
     "    df: pd.DataFrame, priority_communities_fields: typing.List[str]\n",
@@ -2565,50 +1129,7 @@
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Running comparisons for Score A against CalEnviroScreen 4.0...\n"
-     ]
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "531ec4deb2f54c26ad0f5311fdea0e60",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "  0%|          | 0/8057 [00:00<?, ?it/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Running comparisons for Score A against HUD RECAP...\n"
-     ]
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "170da68ae0734892bef4a452b5de45f7",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "  0%|          | 0/74001 [00:00<?, ?it/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Actually execute the functions\n",
     "file_paths = execute_comparisons(\n",