mirror of
https://github.com/DOI-DO/j40-cejst-2.git
synced 2025-08-11 18:44:19 -07:00
ACS data baked in for map (#153)
* starting etl for score * projection fix * projection flags * proper ejscreen etl csv generation * failing CSV merge -- investigating * checkpoint * some etl changes * completed ticket * small typo
This commit is contained in:
Jorge Escobar
GitHub
parent
eed9bd311d
commit
78615e9b1a
11 changed files with 321 additions and 356 deletions
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@ -2,41 +2,27 @@
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "f4d63367",
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"execution_count": 1,
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"id": "20aa3891",
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"metadata": {},
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"outputs": [],
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"source": [
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"from pathlib import Path\n",
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"import requests\n",
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"import zipfile\n",
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"import numpy as np\n",
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"import pandas as pd\n",
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"import csv\n",
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"\n",
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"data_path = Path.cwd().parent / \"data\" / \"tmp\""
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"data_path = Path.cwd().parent / \"data\"\n",
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"fips_csv_path = data_path / \"fips_states_2010.csv\"\n",
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"csv_path = data_path / \"dataset\" / \"ejscreen_2020\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "0e6eb55e",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"WindowsPath('C:/opt/justice40-tool/score/data/tmp')"
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]
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},
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"execution_count": 7,
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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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"source": [
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"data_path"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"id": "a1431996",
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"execution_count": 3,
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"id": "67a58c24",
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"metadata": {},
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"outputs": [
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{
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@ -49,304 +35,144 @@
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}
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],
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"source": [
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"import requests\n",
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"download = requests.get(\"https://gaftp.epa.gov/EJSCREEN/2020/EJSCREEN_2020_StatePctile.csv.zip\", verify=False)\n",
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"file_contents = download.content\n",
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"zip_file_path = data_path / \"downloaded.zip\"\n",
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"zip_file = open(zip_file_path, \"wb\")\n",
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"zip_file_path = data_path / \"tmp\"\n",
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"zip_file = open(zip_file_path / \"downloaded.zip\", \"wb\")\n",
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"zip_file.write(file_contents)\n",
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"zip_file.close()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 20,
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"id": "bc5f3466",
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"execution_count": 4,
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"id": "cc3fb9ec",
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"metadata": {},
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"outputs": [],
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"source": [
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"import zipfile\n",
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"with zipfile.ZipFile(zip_file_path, \"r\") as zip_ref:\n",
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" zip_ref.extractall(data_path)\n",
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"ejscreen_csv = data_path / \"EJSCREEN_2020_StatePctile.csv\""
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"with zipfile.ZipFile(zip_file_path / \"downloaded.zip\", \"r\") as zip_ref:\n",
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" zip_ref.extractall(zip_file_path)\n",
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"ejscreen_csv = data_path / \"tmp\" / \"EJSCREEN_2020_StatePctile.csv\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 22,
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"id": "392ccb67",
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"execution_count": 5,
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"id": "b25738bb",
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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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>OBJECTID</th>\n",
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" <th>ID</th>\n",
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" <th>STATE_NAME</th>\n",
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" <th>ST_ABBREV</th>\n",
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" <th>REGION</th>\n",
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" <th>ACSTOTPOP</th>\n",
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" <th>D_PM25_2</th>\n",
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" <th>B_PM25_D2</th>\n",
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" <th>P_PM25_D2</th>\n",
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" <th>D_OZONE_2</th>\n",
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" <th>...</th>\n",
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" <th>T_PNPL</th>\n",
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" <th>T_PNPL_D2</th>\n",
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" <th>T_PRMP</th>\n",
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" <th>T_PRMP_D2</th>\n",
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" <th>T_PTSDF</th>\n",
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" <th>T_PTSDF_D2</th>\n",
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" <th>T_PWDIS</th>\n",
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" <th>T_PWDIS_D2</th>\n",
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" <th>Shape_Length</th>\n",
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" <th>Shape_Area</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>1</td>\n",
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" <td>10010201001</td>\n",
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" <td>Alabama</td>\n",
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" <td>AL</td>\n",
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" <td>4</td>\n",
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" <td>636</td>\n",
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" <td>-492.025529412</td>\n",
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" <td>6</td>\n",
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" <td>52.0</td>\n",
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" <td>-1866.38637046</td>\n",
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" <td>...</td>\n",
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" <td>0.071 facilities/km distance (79%ile)</td>\n",
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" <td>40%ile</td>\n",
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" <td>0.085 facilities/km distance (23%ile)</td>\n",
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" <td>53%ile</td>\n",
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" <td>0.59 facilities/km distance (57%ile)</td>\n",
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" <td>38%ile</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>13443.155206</td>\n",
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" <td>6.040790e+06</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>2</td>\n",
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" <td>10010201002</td>\n",
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" <td>Alabama</td>\n",
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" <td>AL</td>\n",
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" <td>4</td>\n",
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" <td>1287</td>\n",
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" <td>-2053.08341364</td>\n",
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" <td>4</td>\n",
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" <td>30.0</td>\n",
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" <td>-7787.90260177</td>\n",
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" <td>...</td>\n",
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" <td>0.064 facilities/km distance (76%ile)</td>\n",
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" <td>19%ile</td>\n",
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" <td>0.074 facilities/km distance (17%ile)</td>\n",
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" <td>42%ile</td>\n",
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" <td>0.45 facilities/km distance (52%ile)</td>\n",
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" <td>23%ile</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>11917.089598</td>\n",
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" <td>7.834160e+06</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>3</td>\n",
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" <td>10010202001</td>\n",
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" <td>Alabama</td>\n",
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" <td>AL</td>\n",
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" <td>4</td>\n",
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" <td>810</td>\n",
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" <td>1846.12693767</td>\n",
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" <td>8</td>\n",
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" <td>75.0</td>\n",
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" <td>7002.78371663</td>\n",
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" <td>...</td>\n",
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" <td>0.069 facilities/km distance (78%ile)</td>\n",
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" <td>85%ile</td>\n",
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" <td>0.078 facilities/km distance (20%ile)</td>\n",
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" <td>67%ile</td>\n",
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" <td>0.65 facilities/km distance (59%ile)</td>\n",
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" <td>77%ile</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>7770.915121</td>\n",
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" <td>2.900774e+06</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>4</td>\n",
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" <td>10010202002</td>\n",
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" <td>Alabama</td>\n",
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" <td>AL</td>\n",
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" <td>4</td>\n",
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" <td>1218</td>\n",
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" <td>1392.07530488</td>\n",
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" <td>8</td>\n",
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" <td>72.0</td>\n",
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" <td>5280.46153188</td>\n",
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" <td>...</td>\n",
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" <td>0.076 facilities/km distance (81%ile)</td>\n",
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" <td>83%ile</td>\n",
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" <td>0.087 facilities/km distance (24%ile)</td>\n",
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" <td>66%ile</td>\n",
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" <td>1 facilities/km distance (69%ile)</td>\n",
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" <td>78%ile</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>6506.804784</td>\n",
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" <td>1.793332e+06</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>5</td>\n",
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" <td>10010203001</td>\n",
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" <td>Alabama</td>\n",
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" <td>AL</td>\n",
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" <td>4</td>\n",
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" <td>2641</td>\n",
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" <td>-769.374640358</td>\n",
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" <td>5</td>\n",
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" <td>48.0</td>\n",
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" <td>-2911.8926061</td>\n",
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" <td>...</td>\n",
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" <td>0.074 facilities/km distance (80%ile)</td>\n",
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" <td>32%ile</td>\n",
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" <td>0.08 facilities/km distance (21%ile)</td>\n",
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" <td>51%ile</td>\n",
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" <td>1.2 facilities/km distance (74%ile)</td>\n",
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" <td>24%ile</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>11070.367848</td>\n",
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" <td>5.461602e+06</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 × 124 columns</p>\n",
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"</div>"
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],
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"text/plain": [
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" OBJECTID ID STATE_NAME ST_ABBREV REGION ACSTOTPOP \\\n",
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"0 1 10010201001 Alabama AL 4 636 \n",
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"1 2 10010201002 Alabama AL 4 1287 \n",
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"2 3 10010202001 Alabama AL 4 810 \n",
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"3 4 10010202002 Alabama AL 4 1218 \n",
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"4 5 10010203001 Alabama AL 4 2641 \n",
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"\n",
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" D_PM25_2 B_PM25_D2 P_PM25_D2 D_OZONE_2 ... \\\n",
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"0 -492.025529412 6 52.0 -1866.38637046 ... \n",
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"1 -2053.08341364 4 30.0 -7787.90260177 ... \n",
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"2 1846.12693767 8 75.0 7002.78371663 ... \n",
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"3 1392.07530488 8 72.0 5280.46153188 ... \n",
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"4 -769.374640358 5 48.0 -2911.8926061 ... \n",
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"\n",
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" T_PNPL T_PNPL_D2 \\\n",
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"0 0.071 facilities/km distance (79%ile) 40%ile \n",
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"1 0.064 facilities/km distance (76%ile) 19%ile \n",
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"2 0.069 facilities/km distance (78%ile) 85%ile \n",
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"3 0.076 facilities/km distance (81%ile) 83%ile \n",
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"4 0.074 facilities/km distance (80%ile) 32%ile \n",
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"\n",
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" T_PRMP T_PRMP_D2 \\\n",
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"0 0.085 facilities/km distance (23%ile) 53%ile \n",
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"1 0.074 facilities/km distance (17%ile) 42%ile \n",
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"2 0.078 facilities/km distance (20%ile) 67%ile \n",
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"3 0.087 facilities/km distance (24%ile) 66%ile \n",
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"4 0.08 facilities/km distance (21%ile) 51%ile \n",
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"\n",
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" T_PTSDF T_PTSDF_D2 T_PWDIS T_PWDIS_D2 \\\n",
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"0 0.59 facilities/km distance (57%ile) 38%ile None None \n",
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"1 0.45 facilities/km distance (52%ile) 23%ile None None \n",
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"2 0.65 facilities/km distance (59%ile) 77%ile None None \n",
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"3 1 facilities/km distance (69%ile) 78%ile None None \n",
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"4 1.2 facilities/km distance (74%ile) 24%ile None None \n",
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"\n",
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" Shape_Length Shape_Area \n",
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"0 13443.155206 6.040790e+06 \n",
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"1 11917.089598 7.834160e+06 \n",
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"2 7770.915121 2.900774e+06 \n",
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"3 6506.804784 1.793332e+06 \n",
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"4 11070.367848 5.461602e+06 \n",
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"\n",
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"[5 rows x 124 columns]"
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]
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},
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"execution_count": 22,
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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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"import numpy as np\n",
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"import pandas as pd\n",
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"df = pd.read_csv(ejscreen_csv, low_memory=False)\n",
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"df.head()"
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"df = pd.read_csv(ejscreen_csv, dtype={'ID': 'string'}, low_memory=False)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 32,
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"id": "0ce9e22a",
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"execution_count": 6,
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"id": "e6994f2d",
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"metadata": {},
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"outputs": [],
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"source": [
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"df = df[[\"ID\", \"ACSTOTPOP\", \"LESSHSPCT\", \"LOWINCPCT\"]]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "9fa2077a",
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"metadata": {},
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"outputs": [],
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"source": [
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"# write nationwide csv\n",
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"df.to_csv(csv_path / f\"usa.csv\", index = False)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"id": "5e5cc12a",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<bound method DataFrame.count of ID ACSTOTPOP LESSHSPCT LOWINCPCT\n",
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"0 10010201001 636 0.208134 0.385220\n",
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"1 10010201002 1287 0.040678 0.163170\n",
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"2 10010202001 810 0.135563 0.501247\n",
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"3 10010202002 1218 0.192000 0.393701\n",
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"4 10010203001 2641 0.125473 0.308217\n",
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"... ... ... ... ...\n",
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"220328 721537506011 699 0.391389 0.902718\n",
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"220329 721537506012 2432 0.185852 0.783717\n",
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"220330 721537506013 976 0.018116 0.776639\n",
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"220331 721537506021 1707 0.375422 0.867377\n",
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"220332 721537506022 804 0.162791 0.942786\n",
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"\n",
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"[220333 rows x 4 columns]>"
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]
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},
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"execution_count": 32,
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"metadata": {},
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"output_type": "execute_result"
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Generating data01 csv\n",
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"Generating data02 csv\n",
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"Generating data04 csv\n",
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"Generating data05 csv\n",
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"Generating data06 csv\n",
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"Generating data08 csv\n",
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"Generating data09 csv\n",
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"Generating data10 csv\n",
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"Generating data11 csv\n",
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"Generating data12 csv\n",
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"Generating data13 csv\n",
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"Generating data15 csv\n",
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"Generating data16 csv\n",
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"Generating data17 csv\n",
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"Generating data18 csv\n",
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"Generating data19 csv\n",
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"Generating data20 csv\n",
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"Generating data21 csv\n",
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"Generating data22 csv\n",
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"Generating data23 csv\n",
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"Generating data24 csv\n",
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"Generating data25 csv\n",
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"Generating data26 csv\n",
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"Generating data27 csv\n",
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"Generating data28 csv\n",
|
||||
"Generating data29 csv\n",
|
||||
"Generating data30 csv\n",
|
||||
"Generating data31 csv\n",
|
||||
"Generating data32 csv\n",
|
||||
"Generating data33 csv\n",
|
||||
"Generating data34 csv\n",
|
||||
"Generating data35 csv\n",
|
||||
"Generating data36 csv\n",
|
||||
"Generating data37 csv\n",
|
||||
"Generating data38 csv\n",
|
||||
"Generating data39 csv\n",
|
||||
"Generating data40 csv\n",
|
||||
"Generating data41 csv\n",
|
||||
"Generating data42 csv\n",
|
||||
"Generating data44 csv\n",
|
||||
"Generating data45 csv\n",
|
||||
"Generating data46 csv\n",
|
||||
"Generating data47 csv\n",
|
||||
"Generating data48 csv\n",
|
||||
"Generating data49 csv\n",
|
||||
"Generating data50 csv\n",
|
||||
"Generating data51 csv\n",
|
||||
"Generating data53 csv\n",
|
||||
"Generating data54 csv\n",
|
||||
"Generating data55 csv\n",
|
||||
"Generating data56 csv\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"df = df[[\"ID\", \"ACSTOTPOP\", \"LESSHSPCT\", \"LOWINCPCT\"]]\n",
|
||||
"df.head()\n",
|
||||
"df.count"
|
||||
"# write per state csvs\n",
|
||||
"with open(fips_csv_path) as csv_file:\n",
|
||||
" csv_reader = csv.reader(csv_file, delimiter=\",\")\n",
|
||||
" line_count = 0\n",
|
||||
"\n",
|
||||
" for row in csv_reader:\n",
|
||||
" if line_count == 0:\n",
|
||||
" line_count += 1\n",
|
||||
" else:\n",
|
||||
" fips = row[0].strip()\n",
|
||||
" print(f\"Generating data{fips} csv\")\n",
|
||||
" df1 = df[df.ID.str[:2] == fips]\n",
|
||||
" # we need to name the file data01.csv for ogr2ogr csv merge to work\n",
|
||||
" df1.to_csv(csv_path / f\"data{fips}.csv\", index = False)"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"id": "e051623b",
|
||||
"id": "2674fb20",
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": []
|
||||
|
|
|
|||
100
score/ipython/score_calc_0.1.ipynb
Normal file
100
score/ipython/score_calc_0.1.ipynb
Normal file
|
|
@ -0,0 +1,100 @@
|
|||
{
|
||||
"cells": [
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"id": "a664f981",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"[WindowsPath('C:/opt/justice40-tool/score/scripts'), WindowsPath('C:/opt/justice40-tool/score/scripts'), WindowsPath('C:/opt/justice40-tool/score/scripts'), 'C:\\\\opt\\\\justice40-tool\\\\score\\\\ipython', 'C:\\\\Python39\\\\python39.zip', 'C:\\\\Python39\\\\DLLs', 'C:\\\\Python39\\\\lib', 'C:\\\\Python39', 'c:\\\\opt\\\\justice40-tool\\\\score\\\\venv', '', 'c:\\\\opt\\\\justice40-tool\\\\score\\\\venv\\\\lib\\\\site-packages', 'c:\\\\opt\\\\justice40-tool\\\\score\\\\venv\\\\lib\\\\site-packages\\\\win32', 'c:\\\\opt\\\\justice40-tool\\\\score\\\\venv\\\\lib\\\\site-packages\\\\win32\\\\lib', 'c:\\\\opt\\\\justice40-tool\\\\score\\\\venv\\\\lib\\\\site-packages\\\\Pythonwin', 'c:\\\\opt\\\\justice40-tool\\\\score\\\\venv\\\\lib\\\\site-packages\\\\IPython\\\\extensions', 'C:\\\\Users\\\\j\\\\.ipython']\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"ename": "ModuleNotFoundError",
|
||||
"evalue": "No module named 'utils'",
|
||||
"output_type": "error",
|
||||
"traceback": [
|
||||
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
|
||||
"\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)",
|
||||
"\u001b[1;32m<ipython-input-3-e0c1285d1cc1>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m 8\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 9\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 10\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mutils\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[1;33m*\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 11\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 12\u001b[0m \u001b[0mdata_path\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mPath\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcwd\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparent\u001b[0m \u001b[1;33m/\u001b[0m \u001b[1;34m\"data\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
|
||||
"\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'utils'"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"from pathlib import Path\n",
|
||||
"import pandas as pd\n",
|
||||
"import csv\n",
|
||||
"import sys\n",
|
||||
"\n",
|
||||
"script_path = Path.cwd().parent / \"scripts\"\n",
|
||||
"sys.path.insert(0, script_path)\n",
|
||||
"print(sys.path)\n",
|
||||
"\n",
|
||||
"from utils import *\n",
|
||||
"\n",
|
||||
"data_path = Path.cwd().parent / \"data\""
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 2,
|
||||
"id": "1b750f0e",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"ename": "NameError",
|
||||
"evalue": "name 'get_state_fips_codes' is not defined",
|
||||
"output_type": "error",
|
||||
"traceback": [
|
||||
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
|
||||
"\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
|
||||
"\u001b[1;32m<ipython-input-2-fec7b31c5df6>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# store all fips codes in list\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mfips_state_list\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mget_state_fips_codes\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[0mfips_state_list\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
|
||||
"\u001b[1;31mNameError\u001b[0m: name 'get_state_fips_codes' is not defined"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"# store all fips codes in list\n",
|
||||
"fips_state_list = get_state_fips_codes\n",
|
||||
"fips_state_list"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 6,
|
||||
"id": "7df430cb",
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# EJSCreen ETL Load\n",
|
||||
"csv_path = data_path / \"dataset\" / \"ejscreen_2020\""
|
||||
]
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
"kernelspec": {
|
||||
"display_name": "Python 3",
|
||||
"language": "python",
|
||||
"name": "python3"
|
||||
},
|
||||
"language_info": {
|
||||
"codemirror_mode": {
|
||||
"name": "ipython",
|
||||
"version": 3
|
||||
},
|
||||
"file_extension": ".py",
|
||||
"mimetype": "text/x-python",
|
||||
"name": "python",
|
||||
"nbconvert_exporter": "python",
|
||||
"pygments_lexer": "ipython3",
|
||||
"version": "3.9.0"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 5
|
||||
}
|
||||
Loading…
Add table
Add a link
Reference in a new issue