mirror of
https://github.com/DOI-DO/j40-cejst-2.git
synced 2025-07-28 05:41:16 -07:00
Add Score L (#812)
* Create ScoreCalculator This calculates all the factors for score L for now (with placeholder formulae because this is a WIP). I think ideallly we'll want to refactor all the score code to be extracted into this or similar classes. * Add factor logic for score L Updated factor logic to match score L factors methodology. Still need to get the Score L field itself working. Cleanup needed: Pull field names into constants file, extract all score calculation into score calculator Co-authored-by: Shelby Switzer <shelby.switzer@cms.hhs.gov> Co-authored-by: lucasmbrown-usds <lucas.m.brown@omb.eop.gov>
This commit is contained in:
Shelby Switzer
GitHub
parent
b1adc1f69f
commit
7b87e0ec99
3 changed files with 385 additions and 73 deletions
|
|
@ -119,13 +119,14 @@
|
|||
"source": [
|
||||
"# Analyze one field at a time (useful for setting thresholds)\n",
|
||||
"\n",
|
||||
"quantile = 0.8\n",
|
||||
"quantile = 0.9\n",
|
||||
"\n",
|
||||
"for field in [\n",
|
||||
" \"Percent of individuals < 200% Federal Poverty Line\",\n",
|
||||
" \"Life expectancy (years)\",\n",
|
||||
" \"Energy burden\",\n",
|
||||
" URBAN_HEURISTIC_FIELD,\n",
|
||||
" \"Linguistic isolation (percent)\",\n",
|
||||
" \"Diesel particulate matter (percentile)\",\n",
|
||||
" \"Particulate matter (PM2.5) (percentile)\",\n",
|
||||
" \"Traffic proximity and volume (percentile)\",\n",
|
||||
" \"Percent of individuals < 200% Federal Poverty Line (percentile)\",\n",
|
||||
"]:\n",
|
||||
" print(f\"\\n~~~~Analysis for field `{field}`~~~~\")\n",
|
||||
" print(cejst_df[field].describe())\n",
|
||||
|
|
@ -234,7 +235,7 @@
|
|||
"execution_count": null,
|
||||
"id": "8da016db",
|
||||
"metadata": {
|
||||
"scrolled": false
|
||||
"scrolled": true
|
||||
},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
|
|
@ -278,64 +279,83 @@
|
|||
"\n",
|
||||
"# Define the indices used for CEJST scoring (`census_block_group_indices`) as well as comparison\n",
|
||||
"# (`census_tract_indices`).\n",
|
||||
"census_block_group_indices = [\n",
|
||||
" Index(\n",
|
||||
" method_name=\"Score G\",\n",
|
||||
" priority_communities_field=\"Score G (communities)\",\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" ),\n",
|
||||
" Index(\n",
|
||||
" method_name=\"Score H\",\n",
|
||||
" priority_communities_field=\"Score H (communities)\",\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" ),\n",
|
||||
" Index(\n",
|
||||
" method_name=\"Score I\",\n",
|
||||
" priority_communities_field=\"Score I (communities)\",\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" ),\n",
|
||||
" Index(\n",
|
||||
" method_name=\"NMTC\",\n",
|
||||
" priority_communities_field=\"NMTC (communities)\",\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" ),\n",
|
||||
" Index(\n",
|
||||
" method_name=\"Score A\",\n",
|
||||
" priority_communities_field=\"Score A (top 25th percentile)\",\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" ),\n",
|
||||
" Index(\n",
|
||||
" method_name=\"Score B\",\n",
|
||||
" priority_communities_field=\"Score B (top 25th percentile)\",\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" ),\n",
|
||||
" Index(\n",
|
||||
" method_name=\"Score C\",\n",
|
||||
" priority_communities_field=\"Score C (top 25th percentile)\",\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" ),\n",
|
||||
" Index(\n",
|
||||
" method_name=\"Score D (25th percentile)\",\n",
|
||||
" priority_communities_field=\"Score D (top 25th percentile)\",\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" ),\n",
|
||||
" Index(\n",
|
||||
" method_name=\"Score F\",\n",
|
||||
" priority_communities_field=\"Score F (communities)\",\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" ),\n",
|
||||
" Index(\n",
|
||||
" method_name=\"Poverty\",\n",
|
||||
" priority_communities_field=\"Poverty (Less than 200% of federal poverty line) (top 25th percentile)\",\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" ),\n",
|
||||
" Index(\n",
|
||||
" method_name=\"Persistent Poverty (CBG)\",\n",
|
||||
" priority_communities_field=PERSISTENT_POVERTY_CBG_LEVEL_FIELD,\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" ),\n",
|
||||
"\n",
|
||||
"definition_l_factors = [\n",
|
||||
" \"Climate Factor (Definition L)\",\n",
|
||||
" \"Energy Factor (Definition L)\",\n",
|
||||
" \"Transportation Factor (Definition L)\",\n",
|
||||
" \"Housing Factor (Definition L)\",\n",
|
||||
" \"Pollution Factor (Definition L)\",\n",
|
||||
" \"Water Factor (Definition L)\",\n",
|
||||
" \"Health Factor (Definition L)\",\n",
|
||||
" \"Workforce Factor (Definition L)\",\n",
|
||||
" # Also include a combined factor for all the non-workforce elements.\n",
|
||||
" \"Any Non-Workforce Factor (Definition L)\",\n",
|
||||
"]\n",
|
||||
"\n",
|
||||
"census_block_group_indices = (\n",
|
||||
" [\n",
|
||||
" Index(\n",
|
||||
" method_name=\"Definition L\",\n",
|
||||
" priority_communities_field=\"Definition L (communities)\",\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" ),\n",
|
||||
" ]\n",
|
||||
" # Insert indices for each of the factors from Definition L.\n",
|
||||
" # Note: since these involve no renaming, we write them using list comprehension.\n",
|
||||
" + [\n",
|
||||
" Index(\n",
|
||||
" method_name=factor,\n",
|
||||
" priority_communities_field=factor,\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" )\n",
|
||||
" for factor in definition_l_factors\n",
|
||||
" ]\n",
|
||||
" + [\n",
|
||||
" Index(\n",
|
||||
" # Note: we're renaming Score G as NMTC Modified for clarity, since that's what Score G is under the hood.\n",
|
||||
" method_name=\"NMTC Modified\",\n",
|
||||
" priority_communities_field=\"Score G (communities)\",\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" ),\n",
|
||||
" Index(\n",
|
||||
" method_name=\"NMTC\",\n",
|
||||
" priority_communities_field=\"NMTC (communities)\",\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" ),\n",
|
||||
" Index(\n",
|
||||
" method_name=\"Score C\",\n",
|
||||
" priority_communities_field=\"Score C (top 25th percentile)\",\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" ),\n",
|
||||
" Index(\n",
|
||||
" method_name=\"Score D (30th percentile)\",\n",
|
||||
" priority_communities_field=\"Score D (top 30th percentile)\",\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" ),\n",
|
||||
" Index(\n",
|
||||
" method_name=\"Score D (25th percentile)\",\n",
|
||||
" priority_communities_field=\"Score D (top 25th percentile)\",\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" ),\n",
|
||||
" Index(\n",
|
||||
" method_name=\"Score F\",\n",
|
||||
" priority_communities_field=\"Score F (communities)\",\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" ),\n",
|
||||
" Index(\n",
|
||||
" method_name=\"Poverty\",\n",
|
||||
" priority_communities_field=\"Poverty (Less than 200% of federal poverty line) (top 25th percentile)\",\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" ),\n",
|
||||
" Index(\n",
|
||||
" method_name=\"Persistent Poverty (CBG)\",\n",
|
||||
" priority_communities_field=PERSISTENT_POVERTY_CBG_LEVEL_FIELD,\n",
|
||||
" other_census_tract_fields_to_keep=[],\n",
|
||||
" ),\n",
|
||||
" ]\n",
|
||||
")\n",
|
||||
"\n",
|
||||
"census_tract_indices = [\n",
|
||||
" Index(\n",
|
||||
" method_name=\"Persistent Poverty\",\n",
|
||||
|
|
@ -623,9 +643,7 @@
|
|||
"write_state_distribution_excel(\n",
|
||||
" state_distribution_df=state_distribution_df,\n",
|
||||
" file_path=COMPARISON_OUTPUTS_DIR / f\"{file_prefix}.xlsx\",\n",
|
||||
")\n",
|
||||
"\n",
|
||||
"state_distribution_df.head()"
|
||||
")"
|
||||
]
|
||||
},
|
||||
{
|
||||
|
|
@ -633,7 +651,7 @@
|
|||
"execution_count": null,
|
||||
"id": "8790cd64",
|
||||
"metadata": {
|
||||
"scrolled": false
|
||||
"scrolled": true
|
||||
},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
|
|
@ -1461,7 +1479,7 @@
|
|||
"execution_count": null,
|
||||
"id": "908e0ad4",
|
||||
"metadata": {
|
||||
"scrolled": true
|
||||
"scrolled": false
|
||||
},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue