mirror of
https://github.com/DOI-DO/j40-cejst-2.git
synced 2025-08-10 08:14:19 -07:00
"CalEnviroScreen for the US" example score (#204)
This commit is contained in:
Lucas Merrill Brown
GitHub
parent
a2a321d93d
commit
f542d0e675
5 changed files with 365 additions and 1093 deletions
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"cell_type": "code",
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"execution_count": 3,
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"execution_count": null,
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"id": "2b26dccf",
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"metadata": {},
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"outputs": [
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"data": {
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"text/html": [
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"<style scoped>\n",
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" vertical-align: middle;\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>census_block_group_id</th>\n",
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" <th>census_block_group_population</th>\n",
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" <th>cejst_score</th>\n",
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" <th>score_b</th>\n",
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" <th>cejst_percentile</th>\n",
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" <th>score_b_percentile</th>\n",
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" <th>score_a_top_percentile_25</th>\n",
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" <th>score_b_top_percentile_25</th>\n",
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" <th>cejst_priority_community</th>\n",
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" <th>census_tract_id</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>10297</th>\n",
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" <td>60014001001</td>\n",
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" <td>3115</td>\n",
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" <td>0.14</td>\n",
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" <td>0.02</td>\n",
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" <td>0.10</td>\n",
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" <td>0.14</td>\n",
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" <td>False</td>\n",
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" <td>False</td>\n",
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" <td>False</td>\n",
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" <td>6001400100</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>10298</th>\n",
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" <td>60014002001</td>\n",
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" <td>1037</td>\n",
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" <td>0.09</td>\n",
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" <td>0.01</td>\n",
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" <td>0.05</td>\n",
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" <td>0.07</td>\n",
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" <td>False</td>\n",
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" <td>False</td>\n",
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" <td>False</td>\n",
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" <td>6001400200</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>10299</th>\n",
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" <td>60014002002</td>\n",
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" <td>988</td>\n",
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" <td>0.15</td>\n",
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" <td>0.02</td>\n",
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" <td>0.11</td>\n",
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" <td>0.12</td>\n",
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" <td>False</td>\n",
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" <td>False</td>\n",
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" <td>False</td>\n",
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" <td>6001400200</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>10300</th>\n",
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" <td>60014003001</td>\n",
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" <td>1137</td>\n",
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" <td>0.03</td>\n",
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" <td>0.00</td>\n",
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" <td>0.01</td>\n",
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" <td>0.02</td>\n",
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" <td>False</td>\n",
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" <td>False</td>\n",
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" <td>False</td>\n",
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" <td>6001400300</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>10301</th>\n",
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" <td>60014003002</td>\n",
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" <td>1404</td>\n",
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" <td>0.34</td>\n",
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" <td>0.09</td>\n",
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" <td>0.31</td>\n",
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" <td>0.31</td>\n",
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" <td>False</td>\n",
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" <td>False</td>\n",
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" <td>False</td>\n",
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" <td>6001400300</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" census_block_group_id census_block_group_population cejst_score \\\n",
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"10297 60014001001 3115 0.14 \n",
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"10298 60014002001 1037 0.09 \n",
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"10299 60014002002 988 0.15 \n",
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"10300 60014003001 1137 0.03 \n",
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"10301 60014003002 1404 0.34 \n",
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"\n",
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" score_b cejst_percentile score_b_percentile \\\n",
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"10297 0.02 0.10 0.14 \n",
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"10298 0.01 0.05 0.07 \n",
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"10299 0.02 0.11 0.12 \n",
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"10300 0.00 0.01 0.02 \n",
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"10301 0.09 0.31 0.31 \n",
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"\n",
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" score_a_top_percentile_25 score_b_top_percentile_25 \\\n",
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"10297 False False \n",
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"10298 False False \n",
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"10299 False False \n",
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"10300 False False \n",
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"10301 False False \n",
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"\n",
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" cejst_priority_community census_tract_id \n",
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"10297 False 6001400100 \n",
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"10298 False 6001400200 \n",
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"10299 False 6001400200 \n",
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"10300 False 6001400300 \n",
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"10301 False 6001400300 "
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]
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},
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"execution_count": 3,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"outputs": [],
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"source": [
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"# Load CEJST score data\n",
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"cejst_data_path = DATA_DIR / \"score\" / \"csv\" / \"usa.csv\"\n",
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@ -240,19 +102,10 @@
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"execution_count": null,
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"id": "ec6b27e3",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"c:\\opt\\justice40-tool\\score\\venv\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'justice40-data.s3.amazonaws.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
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" warnings.warn(\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"# Data from https://calenviroscreen-oehha.hub.arcgis.com/#Data, specifically:\n",
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"# https://oehha.ca.gov/media/downloads/calenviroscreen/document/calenviroscreen40resultsdatadictionaryd12021.zip\n",
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@ -267,18 +120,10 @@
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},
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{
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"cell_type": "code",
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"execution_count": 16,
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"execution_count": null,
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"id": "bdf08971",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"C:\\opt\\justice40-tool\\score\\data\\tmp\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"# Extract zip\n",
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"print(zip_file_path)\n",
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@ -290,231 +135,10 @@
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},
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{
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"cell_type": "code",
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"execution_count": 17,
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"execution_count": null,
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"id": "29c14b29",
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"metadata": {},
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>census_tract_id</th>\n",
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" <th>Total Population</th>\n",
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" <th>California County</th>\n",
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" <th>ZIP</th>\n",
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" <th>Nearby City \\r\\n(to help approximate location only)</th>\n",
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" <th>Longitude</th>\n",
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" <th>Latitude</th>\n",
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" <th>calenviroscreen_score</th>\n",
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" <th>calenviroscreen_percentile</th>\n",
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" <th>DRAFT CES 4.0\\r\\nPercentile Range</th>\n",
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" <th>...</th>\n",
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" <th>Poverty</th>\n",
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" <th>Poverty Pctl</th>\n",
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" <th>Unemployment</th>\n",
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" <th>Unemployment Pctl</th>\n",
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" <th>Housing Burden</th>\n",
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" <th>Housing Burden Pctl</th>\n",
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" <th>Pop. Char.</th>\n",
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" <th>Pop. Char. Score</th>\n",
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" <th>Pop. Char. Pctl</th>\n",
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" <th>calenviroscreen_priority_community</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>6019001100</td>\n",
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" <td>2760</td>\n",
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" <td>Fresno</td>\n",
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" <td>93706</td>\n",
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" <td>Fresno</td>\n",
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" <td>-119.78</td>\n",
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" <td>36.71</td>\n",
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" <td>94.61</td>\n",
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" <td>100.00</td>\n",
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" <td>95-100% (highest scores)</td>\n",
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" <td>...</td>\n",
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" <td>76.60</td>\n",
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" <td>98.43</td>\n",
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" <td>16.20</td>\n",
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" <td>97.15</td>\n",
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" <td>30.70</td>\n",
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" <td>90.61</td>\n",
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" <td>93.73</td>\n",
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" <td>9.72</td>\n",
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" <td>99.87</td>\n",
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" <td>True</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>6077000700</td>\n",
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" <td>4177</td>\n",
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" <td>San Joaquin</td>\n",
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" <td>95206</td>\n",
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" <td>Stockton</td>\n",
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" <td>-121.29</td>\n",
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" <td>37.94</td>\n",
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" <td>90.83</td>\n",
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" <td>99.99</td>\n",
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" <td>95-100% (highest scores)</td>\n",
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" <td>...</td>\n",
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" <td>70.60</td>\n",
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" <td>96.43</td>\n",
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" <td>18.50</td>\n",
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" <td>98.45</td>\n",
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" <td>35.20</td>\n",
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" <td>95.61</td>\n",
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" <td>93.40</td>\n",
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" <td>9.68</td>\n",
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" <td>99.84</td>\n",
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" <td>True</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>6077000100</td>\n",
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" <td>4055</td>\n",
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" <td>San Joaquin</td>\n",
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" <td>95202</td>\n",
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" <td>Stockton</td>\n",
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" <td>-121.29</td>\n",
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" <td>37.95</td>\n",
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" <td>85.75</td>\n",
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" <td>99.97</td>\n",
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" <td>95-100% (highest scores)</td>\n",
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" <td>...</td>\n",
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" <td>81.80</td>\n",
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" <td>99.50</td>\n",
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" <td>17.90</td>\n",
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" <td>98.17</td>\n",
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" <td>36.40</td>\n",
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" <td>96.51</td>\n",
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" <td>95.71</td>\n",
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" <td>9.92</td>\n",
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" <td>99.97</td>\n",
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" <td>True</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>6071001600</td>\n",
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" <td>5527</td>\n",
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" <td>San Bernardino</td>\n",
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" <td>91761</td>\n",
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" <td>Ontario</td>\n",
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" <td>-117.62</td>\n",
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" <td>34.06</td>\n",
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" <td>83.56</td>\n",
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" <td>99.96</td>\n",
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" <td>95-100% (highest scores)</td>\n",
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" <td>...</td>\n",
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" <td>67.10</td>\n",
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" <td>94.82</td>\n",
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" <td>6.70</td>\n",
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" <td>57.20</td>\n",
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" <td>32.10</td>\n",
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" <td>92.65</td>\n",
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" <td>80.59</td>\n",
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" <td>8.36</td>\n",
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" <td>93.06</td>\n",
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" <td>True</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>6037204920</td>\n",
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" <td>2639</td>\n",
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" <td>Los Angeles</td>\n",
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" <td>90023</td>\n",
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" <td>Los Angeles</td>\n",
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" <td>-118.20</td>\n",
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" <td>34.02</td>\n",
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" <td>82.90</td>\n",
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" <td>99.95</td>\n",
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" <td>95-100% (highest scores)</td>\n",
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" <td>...</td>\n",
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" <td>64.90</td>\n",
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" <td>93.51</td>\n",
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" <td>5.60</td>\n",
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" <td>43.81</td>\n",
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" <td>25.00</td>\n",
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" <td>77.95</td>\n",
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" <td>83.95</td>\n",
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" <td>8.70</td>\n",
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" <td>95.78</td>\n",
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" <td>True</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"<p>5 rows × 59 columns</p>\n",
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"</div>"
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],
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"text/plain": [
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" census_tract_id Total Population California County ZIP \\\n",
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"0 6019001100 2760 Fresno 93706 \n",
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"1 6077000700 4177 San Joaquin 95206 \n",
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"2 6077000100 4055 San Joaquin 95202 \n",
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"3 6071001600 5527 San Bernardino 91761 \n",
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"4 6037204920 2639 Los Angeles 90023 \n",
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"\n",
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" Nearby City \\r\\n(to help approximate location only) Longitude Latitude \\\n",
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"0 Fresno -119.78 36.71 \n",
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"1 Stockton -121.29 37.94 \n",
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"2 Stockton -121.29 37.95 \n",
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"3 Ontario -117.62 34.06 \n",
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"4 Los Angeles -118.20 34.02 \n",
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"\n",
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" calenviroscreen_score calenviroscreen_percentile \\\n",
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"0 94.61 100.00 \n",
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"1 90.83 99.99 \n",
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"2 85.75 99.97 \n",
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"3 83.56 99.96 \n",
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"4 82.90 99.95 \n",
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"\n",
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" DRAFT CES 4.0\\r\\nPercentile Range ... Poverty Poverty Pctl Unemployment \\\n",
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"0 95-100% (highest scores) ... 76.60 98.43 16.20 \n",
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"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": 17,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Load comparison index (CalEnviroScreen 4)\n",
|
||||
"\n",
|
||||
|
|
@ -541,142 +165,10 @@
|
|||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 18,
|
||||
"execution_count": null,
|
||||
"id": "813e5656",
|
||||
"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>census_block_group_id</th>\n",
|
||||
" <th>census_tract_id</th>\n",
|
||||
" <th>census_block_group_population</th>\n",
|
||||
" <th>cejst_score</th>\n",
|
||||
" <th>cejst_percentile</th>\n",
|
||||
" <th>cejst_priority_community</th>\n",
|
||||
" <th>calenviroscreen_score</th>\n",
|
||||
" <th>calenviroscreen_percentile</th>\n",
|
||||
" <th>calenviroscreen_priority_community</th>\n",
|
||||
" </tr>\n",
|
||||
" </thead>\n",
|
||||
" <tbody>\n",
|
||||
" <tr>\n",
|
||||
" <th>0</th>\n",
|
||||
" <td>60014001001</td>\n",
|
||||
" <td>6001400100</td>\n",
|
||||
" <td>3115</td>\n",
|
||||
" <td>0.14</td>\n",
|
||||
" <td>0.10</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>4.40</td>\n",
|
||||
" <td>2.38</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>1</th>\n",
|
||||
" <td>60014002001</td>\n",
|
||||
" <td>6001400200</td>\n",
|
||||
" <td>1037</td>\n",
|
||||
" <td>0.09</td>\n",
|
||||
" <td>0.05</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>5.05</td>\n",
|
||||
" <td>3.48</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>2</th>\n",
|
||||
" <td>60014002002</td>\n",
|
||||
" <td>6001400200</td>\n",
|
||||
" <td>988</td>\n",
|
||||
" <td>0.15</td>\n",
|
||||
" <td>0.11</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>5.05</td>\n",
|
||||
" <td>3.48</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>3</th>\n",
|
||||
" <td>60014003001</td>\n",
|
||||
" <td>6001400300</td>\n",
|
||||
" <td>1137</td>\n",
|
||||
" <td>0.03</td>\n",
|
||||
" <td>0.01</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>9.92</td>\n",
|
||||
" <td>13.44</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4</th>\n",
|
||||
" <td>60014003002</td>\n",
|
||||
" <td>6001400300</td>\n",
|
||||
" <td>1404</td>\n",
|
||||
" <td>0.34</td>\n",
|
||||
" <td>0.31</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>9.92</td>\n",
|
||||
" <td>13.44</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" </tr>\n",
|
||||
" </tbody>\n",
|
||||
"</table>\n",
|
||||
"</div>"
|
||||
],
|
||||
"text/plain": [
|
||||
" census_block_group_id census_tract_id census_block_group_population \\\n",
|
||||
"0 60014001001 6001400100 3115 \n",
|
||||
"1 60014002001 6001400200 1037 \n",
|
||||
"2 60014002002 6001400200 988 \n",
|
||||
"3 60014003001 6001400300 1137 \n",
|
||||
"4 60014003002 6001400300 1404 \n",
|
||||
"\n",
|
||||
" cejst_score cejst_percentile cejst_priority_community \\\n",
|
||||
"0 0.14 0.10 False \n",
|
||||
"1 0.09 0.05 False \n",
|
||||
"2 0.15 0.11 False \n",
|
||||
"3 0.03 0.01 False \n",
|
||||
"4 0.34 0.31 False \n",
|
||||
"\n",
|
||||
" calenviroscreen_score calenviroscreen_percentile \\\n",
|
||||
"0 4.40 2.38 \n",
|
||||
"1 5.05 3.48 \n",
|
||||
"2 5.05 3.48 \n",
|
||||
"3 9.92 13.44 \n",
|
||||
"4 9.92 13.44 \n",
|
||||
"\n",
|
||||
" calenviroscreen_priority_community \n",
|
||||
"0 False \n",
|
||||
"1 False \n",
|
||||
"2 False \n",
|
||||
"3 False \n",
|
||||
"4 False "
|
||||
]
|
||||
},
|
||||
"execution_count": 18,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Join CalEnviroScreen 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",
|
||||
|
|
@ -716,58 +208,12 @@
|
|||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 19,
|
||||
"execution_count": null,
|
||||
"id": "939baea4",
|
||||
"metadata": {
|
||||
"scrolled": true
|
||||
},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" census_tract_id calenviroscreen_score \\\n",
|
||||
"census_tract_id \n",
|
||||
"6019001100 6019001100 94.61 \n",
|
||||
"6077000700 6077000700 90.83 \n",
|
||||
"6077000100 6077000100 85.75 \n",
|
||||
"6071001600 6071001600 83.56 \n",
|
||||
"6037204920 6037204920 82.90 \n",
|
||||
"\n",
|
||||
" calenviroscreen_percentile \\\n",
|
||||
"census_tract_id \n",
|
||||
"6019001100 100.00 \n",
|
||||
"6077000700 99.99 \n",
|
||||
"6077000100 99.97 \n",
|
||||
"6071001600 99.96 \n",
|
||||
"6037204920 99.95 \n",
|
||||
"\n",
|
||||
" calenviroscreen_priority_community \\\n",
|
||||
"census_tract_id \n",
|
||||
"6019001100 True \n",
|
||||
"6077000700 True \n",
|
||||
"6077000100 True \n",
|
||||
"6071001600 True \n",
|
||||
"6037204920 True \n",
|
||||
"\n",
|
||||
" CES Tract has at least one CEJST CBG? \\\n",
|
||||
"census_tract_id \n",
|
||||
"6019001100 True \n",
|
||||
"6077000700 True \n",
|
||||
"6077000100 True \n",
|
||||
"6071001600 True \n",
|
||||
"6037204920 True \n",
|
||||
"\n",
|
||||
" CES Tract has 100% CEJST CBGs? \n",
|
||||
"census_tract_id \n",
|
||||
"6019001100 True \n",
|
||||
"6077000700 True \n",
|
||||
"6077000100 True \n",
|
||||
"6071001600 False \n",
|
||||
"6037204920 True \n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Create analysis\n",
|
||||
"def calculate_comparison(frame):\n",
|
||||
|
|
@ -826,7 +272,7 @@
|
|||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 20,
|
||||
"execution_count": null,
|
||||
"id": "85709225",
|
||||
"metadata": {
|
||||
"scrolled": true
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue