diff --git a/data/data-pipeline/data_pipeline/etl/score/constants.py b/data/data-pipeline/data_pipeline/etl/score/constants.py index d38a56c2..75f98bbe 100644 --- a/data/data-pipeline/data_pipeline/etl/score/constants.py +++ b/data/data-pipeline/data_pipeline/etl/score/constants.py @@ -138,28 +138,28 @@ TILES_SCORE_COLUMNS = { field_names.M_HEALTH: "M_HLTH", field_names.SCORE_M_COMMUNITIES: "SM_C", field_names.SCORE_M + field_names.PERCENTILE_FIELD_SUFFIX: "SM_PFS", - field_names.EXPECTED_POPULATION_LOSS_RATE_LOW_INCOME_FIELD: "EPLRLI", - field_names.EXPECTED_AGRICULTURE_LOSS_RATE_LOW_INCOME_FIELD: "EALRLI", - field_names.EXPECTED_BUILDING_LOSS_RATE_LOW_INCOME_FIELD: "EBLRLI", - field_names.PM25_EXPOSURE_LOW_INCOME_FIELD: "PM25LI", - field_names.ENERGY_BURDEN_LOW_INCOME_FIELD: "EBLI", - field_names.DIESEL_PARTICULATE_MATTER_LOW_INCOME_FIELD: "DPMLI", - field_names.TRAFFIC_PROXIMITY_LOW_INCOME_FIELD: "TPLI", - field_names.LEAD_PAINT_MEDIAN_HOUSE_VALUE_LOW_INCOME_FIELD: "LPMHVLI", - field_names.HOUSING_BURDEN_LOW_INCOME_FIELD: "HBLI", - field_names.RMP_LOW_INCOME_FIELD: "RMPLI", - field_names.SUPERFUND_LOW_INCOME_FIELD: "SFLI", - field_names.HAZARDOUS_WASTE_LOW_INCOME_FIELD: "HWLI", - field_names.WASTEWATER_DISCHARGE_LOW_INCOME_FIELD: "WDLI", - field_names.DIABETES_LOW_INCOME_FIELD: "DLI", - field_names.ASTHMA_LOW_INCOME_FIELD: "ALI", - field_names.HEART_DISEASE_LOW_INCOME_FIELD: "HDLI", - field_names.LOW_LIFE_EXPECTANCY_LOW_INCOME_FIELD: "LLELI", - field_names.LINGUISTIC_ISOLATION_LOW_HS_EDUCATION_FIELD: "LILHSE", - field_names.POVERTY_LOW_HS_EDUCATION_FIELD: "PLHSE", - field_names.LOW_MEDIAN_INCOME_LOW_HS_EDUCATION_FIELD: "LMILHSE", - field_names.UNEMPLOYMENT_LOW_HS_EDUCATION_FIELD: "ULHSE", - field_names.LOW_HS_EDUCATION_LOW_COLLEGE_ATTENDANCE_FIELD: "LHE", + field_names.EXPECTED_POPULATION_LOSS_RATE_LOW_INCOME_LOW_HIGHER_ED_FIELD: "EPLRLI", + field_names.EXPECTED_AGRICULTURE_LOSS_RATE_LOW_INCOME_LOW_HIGHER_ED_FIELD: "EALRLI", + field_names.EXPECTED_BUILDING_LOSS_RATE_LOW_INCOME_LOW_HIGHER_ED_FIELD: "EBLRLI", + field_names.PM25_EXPOSURE_LOW_INCOME_LOW_HIGHER_ED_FIELD: "PM25LI", + field_names.ENERGY_BURDEN_LOW_INCOME_LOW_HIGHER_ED_FIELD: "EBLI", + field_names.DIESEL_PARTICULATE_MATTER_LOW_INCOME_LOW_HIGHER_ED_FIELD: "DPMLI", + field_names.TRAFFIC_PROXIMITY_LOW_INCOME_LOW_HIGHER_ED_FIELD: "TPLI", + field_names.LEAD_PAINT_MEDIAN_HOUSE_VALUE_LOW_INCOME_LOW_HIGHER_ED_FIELD: "LPMHVLI", + field_names.HOUSING_BURDEN_LOW_INCOME_LOW_HIGHER_ED_FIELD: "HBLI", + field_names.RMP_LOW_INCOME_LOW_HIGHER_ED_FIELD: "RMPLI", + field_names.SUPERFUND_LOW_INCOME_LOW_HIGHER_ED_FIELD: "SFLI", + field_names.HAZARDOUS_WASTE_LOW_INCOME_LOW_HIGHER_ED_FIELD: "HWLI", + field_names.WASTEWATER_DISCHARGE_LOW_INCOME_LOW_HIGHER_ED_FIELD: "WDLI", + field_names.DIABETES_LOW_INCOME_LOW_HIGHER_ED_FIELD: "DLI", + field_names.ASTHMA_LOW_INCOME_LOW_HIGHER_ED_FIELD: "ALI", + field_names.HEART_DISEASE_LOW_INCOME_LOW_HIGHER_ED_FIELD: "HDLI", + field_names.LOW_LIFE_EXPECTANCY_LOW_INCOME_LOW_HIGHER_ED_FIELD: "LLELI", + field_names.LINGUISTIC_ISOLATION_LOW_HS_LOW_HIGHER_ED_FIELD: "LILHSE", + field_names.POVERTY_LOW_HS_LOW_HIGHER_ED_FIELD: "PLHSE", + field_names.LOW_MEDIAN_INCOME_LOW_HS_LOW_HIGHER_ED_FIELD: "LMILHSE", + field_names.UNEMPLOYMENT_LOW_HS_LOW_HIGHER_ED_FIELD: "ULHSE", + field_names.LOW_HS_EDUCATION_LOW_HIGHER_ED_FIELD: "LHE", field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES: "FPL200S", field_names.THRESHOLD_COUNT: "TC", field_names.ISLAND_AREAS_UNEMPLOYMENT_LOW_HS_EDUCATION_FIELD: "IAULHSE", @@ -199,7 +199,7 @@ TILES_SCORE_FLOAT_COLUMNS = [ field_names.TSDF_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.TRAFFIC_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.UNEMPLOYMENT_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, - field_names.LOW_HS_EDUCATION_LOW_COLLEGE_ATTENDANCE_FIELD, + field_names.LOW_HS_EDUCATION_LOW_HIGHER_ED_FIELD, field_names.ISLAND_AREAS_LOW_HS_EDUCATION_FIELD, field_names.WASTEWATER_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.SCORE_M + field_names.PERCENTILE_FIELD_SUFFIX, @@ -214,73 +214,73 @@ DOWNLOADABLE_SCORE_COLUMNS = [ field_names.SCORE_M_COMMUNITIES, field_names.TOTAL_POP_FIELD, field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES, - field_names.EXPECTED_AGRICULTURE_LOSS_RATE_LOW_INCOME_FIELD, + field_names.EXPECTED_AGRICULTURE_LOSS_RATE_LOW_INCOME_LOW_HIGHER_ED_FIELD, field_names.EXPECTED_AGRICULTURE_LOSS_RATE_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.EXPECTED_AGRICULTURE_LOSS_RATE_FIELD, - field_names.EXPECTED_BUILDING_LOSS_RATE_LOW_INCOME_FIELD, + field_names.EXPECTED_BUILDING_LOSS_RATE_LOW_INCOME_LOW_HIGHER_ED_FIELD, field_names.EXPECTED_BUILDING_LOSS_RATE_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.EXPECTED_BUILDING_LOSS_RATE_FIELD, - field_names.EXPECTED_POPULATION_LOSS_RATE_LOW_INCOME_FIELD, + field_names.EXPECTED_POPULATION_LOSS_RATE_LOW_INCOME_LOW_HIGHER_ED_FIELD, field_names.EXPECTED_POPULATION_LOSS_RATE_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.EXPECTED_POPULATION_LOSS_RATE_FIELD, - field_names.ENERGY_BURDEN_LOW_INCOME_FIELD, + field_names.ENERGY_BURDEN_LOW_INCOME_LOW_HIGHER_ED_FIELD, field_names.ENERGY_BURDEN_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.ENERGY_BURDEN_FIELD, - field_names.PM25_EXPOSURE_LOW_INCOME_FIELD, + field_names.PM25_EXPOSURE_LOW_INCOME_LOW_HIGHER_ED_FIELD, field_names.PM25_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.PM25_FIELD, - field_names.DIESEL_PARTICULATE_MATTER_LOW_INCOME_FIELD, + field_names.DIESEL_PARTICULATE_MATTER_LOW_INCOME_LOW_HIGHER_ED_FIELD, field_names.DIESEL_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.DIESEL_FIELD, - field_names.TRAFFIC_PROXIMITY_LOW_INCOME_FIELD, + field_names.TRAFFIC_PROXIMITY_LOW_INCOME_LOW_HIGHER_ED_FIELD, field_names.TRAFFIC_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.TRAFFIC_FIELD, - field_names.HOUSING_BURDEN_LOW_INCOME_FIELD, + field_names.HOUSING_BURDEN_LOW_INCOME_LOW_HIGHER_ED_FIELD, field_names.HOUSING_BURDEN_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.HOUSING_BURDEN_FIELD, - field_names.LEAD_PAINT_MEDIAN_HOUSE_VALUE_LOW_INCOME_FIELD, + field_names.LEAD_PAINT_MEDIAN_HOUSE_VALUE_LOW_INCOME_LOW_HIGHER_ED_FIELD, field_names.LEAD_PAINT_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.LEAD_PAINT_FIELD, field_names.MEDIAN_HOUSE_VALUE_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.MEDIAN_HOUSE_VALUE_FIELD, - field_names.HAZARDOUS_WASTE_LOW_INCOME_FIELD, + field_names.HAZARDOUS_WASTE_LOW_INCOME_LOW_HIGHER_ED_FIELD, field_names.TSDF_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.TSDF_FIELD, - field_names.SUPERFUND_LOW_INCOME_FIELD, + field_names.SUPERFUND_LOW_INCOME_LOW_HIGHER_ED_FIELD, field_names.NPL_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.NPL_FIELD, - field_names.RMP_LOW_INCOME_FIELD, + field_names.RMP_LOW_INCOME_LOW_HIGHER_ED_FIELD, field_names.RMP_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.RMP_FIELD, - field_names.WASTEWATER_DISCHARGE_LOW_INCOME_FIELD, + field_names.WASTEWATER_DISCHARGE_LOW_INCOME_LOW_HIGHER_ED_FIELD, field_names.WASTEWATER_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.WASTEWATER_FIELD, - field_names.ASTHMA_LOW_INCOME_FIELD, + field_names.ASTHMA_LOW_INCOME_LOW_HIGHER_ED_FIELD, field_names.ASTHMA_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.ASTHMA_FIELD, - field_names.DIABETES_LOW_INCOME_FIELD, + field_names.DIABETES_LOW_INCOME_LOW_HIGHER_ED_FIELD, field_names.DIABETES_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.DIABETES_FIELD, - field_names.HEART_DISEASE_LOW_INCOME_FIELD, + field_names.HEART_DISEASE_LOW_INCOME_LOW_HIGHER_ED_FIELD, field_names.HEART_DISEASE_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.HEART_DISEASE_FIELD, - field_names.LOW_LIFE_EXPECTANCY_LOW_INCOME_FIELD, + field_names.LOW_LIFE_EXPECTANCY_LOW_INCOME_LOW_HIGHER_ED_FIELD, field_names.LOW_LIFE_EXPECTANCY_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.LIFE_EXPECTANCY_FIELD, - field_names.LOW_MEDIAN_INCOME_LOW_HS_EDUCATION_FIELD, + field_names.LOW_MEDIAN_INCOME_LOW_HS_LOW_HIGHER_ED_FIELD, field_names.LOW_MEDIAN_INCOME_AS_PERCENT_OF_AMI_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.MEDIAN_INCOME_AS_PERCENT_OF_AMI_FIELD, - field_names.LINGUISTIC_ISOLATION_LOW_HS_EDUCATION_FIELD, + field_names.LINGUISTIC_ISOLATION_LOW_HS_LOW_HIGHER_ED_FIELD, field_names.LINGUISTIC_ISO_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.LINGUISTIC_ISO_FIELD, - field_names.UNEMPLOYMENT_LOW_HS_EDUCATION_FIELD, + field_names.UNEMPLOYMENT_LOW_HS_LOW_HIGHER_ED_FIELD, field_names.UNEMPLOYMENT_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.UNEMPLOYMENT_FIELD, - field_names.POVERTY_LOW_HS_EDUCATION_FIELD, + field_names.POVERTY_LOW_HS_LOW_HIGHER_ED_FIELD, field_names.POVERTY_LESS_THAN_200_FPL_FIELD + field_names.PERCENTILE_FIELD_SUFFIX, field_names.POVERTY_LESS_THAN_100_FPL_FIELD diff --git a/data/data-pipeline/data_pipeline/etl/score/tests/sample_data/score_data_initial.csv b/data/data-pipeline/data_pipeline/etl/score/tests/sample_data/score_data_initial.csv index 242647f8..6532b408 100644 --- a/data/data-pipeline/data_pipeline/etl/score/tests/sample_data/score_data_initial.csv +++ b/data/data-pipeline/data_pipeline/etl/score/tests/sample_data/score_data_initial.csv @@ -1,3 +1,3 @@ -GEOID10_TRACT,Persistent Poverty Census Tract,Housing burden (percent),Total population,Median household income (% of state median household income),Current asthma among adults aged greater than or equal to 18 years,Coronary heart disease among adults aged greater than or equal to 18 years,Cancer (excluding skin cancer) among adults aged greater than or equal to 18 years,Current lack of health insurance among adults aged 18-64 years,Diagnosed diabetes among adults aged greater than or equal to 18 years,Physical health not good for greater than or equal to 14 days among adults aged greater than or equal to 18 years,Percent of individuals < 100% Federal Poverty Line,Percent of individuals < 150% Federal Poverty Line,Percent of individuals below 200% Federal Poverty Line,Area Median Income (State or metropolitan),Median household income in the past 12 months,Energy burden,FEMA Risk Index Expected Annual Loss Score,Urban Heuristic Flag,Air toxics cancer risk,Respiratory hazard index,Diesel particulate matter exposure,PM2.5 in the air,Ozone,Traffic proximity and volume,Proximity to Risk Management Plan (RMP) facilities,Proximity to hazardous waste sites,Proximity to NPL sites,Wastewater discharge,Percent pre-1960s housing (lead paint indicator),Individuals under 5 years old,Individuals over 64 years old,Linguistic isolation (percent),Percent of households in linguistic isolation,Poverty (Less than 200% of federal poverty line),Percent individuals age 25 or over with less than high school degree,Unemployment (percent),Median value ($) of owner-occupied housing units,Percent enrollment in college or graduate school,Expected building loss rate (Natural Hazards Risk Index),Expected agricultural loss rate (Natural Hazards Risk Index),Expected population loss rate (Natural Hazards Risk Index),Percent individuals age 25 or over with less than high school degree in 2009,Percentage households below 100% of federal poverty line in 2009,Unemployment (percent) in 2009,Unemployment (percent) in 2010,Percent of individuals less than 100% Federal Poverty Line in 2010,Total population in 2009,Summer days above 90F,Percent low access to healthy food,Percent impenetrable surface areas,Third grade reading proficiency,Median household income as a percent of area median income,Life expectancy (years),Median household income as a percent of territory median income in 2009,Housing burden (percent) (percentile),Housing burden (percent) (value urban only),Housing burden (percent) (percentile urban only),Housing burden (percent) (value rural only),Housing burden (percent) (percentile rural only),Housing burden (percent) (percentile urban/rural),Housing burden (percent) (min-max normalized),Total population (percentile),Total population (value urban only),Total population (percentile urban only),Total population (value rural only),Total population (percentile rural only),Total population (percentile urban/rural),Total population (min-max normalized),Median household income (% of state median household income) (percentile),Median household income (% of state median household income) (value urban only),Median household income (% of state median household income) (percentile urban only),Median household income (% of state median household income) (value rural only),Median household income (% of state median household income) (percentile rural only),Median household income (% of state median household income) (percentile urban/rural),Median household income (% of state median household income) (min-max normalized),Current asthma among adults aged greater than or equal to 18 years (percentile),Current asthma among adults aged greater than or equal to 18 years (value urban only),Current asthma among adults aged greater than or equal to 18 years (percentile urban only),Current asthma among adults aged greater than or equal to 18 years (value rural only),Current asthma among adults aged greater than or equal to 18 years (percentile rural only),Current asthma among adults aged greater than or equal to 18 years (percentile urban/rural),Current asthma among adults aged greater than or equal to 18 years (min-max normalized),Coronary heart disease among adults aged greater than or equal to 18 years (percentile),Coronary heart disease among adults aged greater than or equal to 18 years (value urban only),Coronary heart disease among adults aged greater than or equal to 18 years (percentile urban only),Coronary heart disease among adults aged greater than or equal to 18 years (value rural only),Coronary heart disease among adults aged greater than or equal to 18 years (percentile rural only),Coronary heart disease among adults aged greater than or equal to 18 years (percentile urban/rural),Coronary heart disease among adults aged greater than or equal to 18 years (min-max normalized),Cancer (excluding skin cancer) among adults aged greater than or equal to 18 years (percentile),Cancer (excluding skin cancer) among adults aged greater than or equal to 18 years (value urban only),Cancer (excluding skin cancer) among adults aged greater than or equal to 18 years (percentile urban only),Cancer (excluding skin cancer) among adults aged greater than or equal to 18 years (value rural only),Cancer (excluding skin cancer) among adults aged greater than or equal to 18 years (percentile rural only),Cancer (excluding skin cancer) among adults aged greater than or equal to 18 years (percentile urban/rural),Cancer (excluding skin cancer) among adults aged greater than or equal to 18 years (min-max normalized),Current lack of health insurance among adults aged 18-64 years (percentile),Current lack of health insurance among adults aged 18-64 years (value urban only),Current lack of health insurance among adults aged 18-64 years (percentile urban only),Current lack of health insurance among adults aged 18-64 years (value rural only),Current lack of health insurance among adults aged 18-64 years (percentile rural only),Current lack of health insurance among adults aged 18-64 years (percentile urban/rural),Current lack of health insurance among adults aged 18-64 years (min-max normalized),Diagnosed diabetes among adults aged greater than or equal to 18 years (percentile),Diagnosed diabetes among adults aged greater than or equal to 18 years (value urban only),Diagnosed diabetes among adults aged greater than or equal to 18 years (percentile urban only),Diagnosed diabetes among adults aged greater than or equal to 18 years (value rural only),Diagnosed diabetes among adults aged greater than or equal to 18 years (percentile rural only),Diagnosed diabetes among adults aged greater than or equal to 18 years (percentile urban/rural),Diagnosed diabetes among adults aged greater than or equal to 18 years (min-max normalized),Physical health not good for greater than or equal to 14 days among adults aged greater than or equal to 18 years (percentile),Physical health not good for greater than or equal to 14 days among adults aged greater than or equal to 18 years (value urban only),Physical health not good for greater than or equal to 14 days among adults aged greater than or equal to 18 years (percentile urban only),Physical health not good for greater than or equal to 14 days among adults aged greater than or equal to 18 years (value rural only),Physical health not good for greater than or equal to 14 days among adults aged greater than or equal to 18 years (percentile rural only),Physical health not good for greater than or equal to 14 days among adults aged greater than or equal to 18 years (percentile urban/rural),Physical health not good for greater than or equal to 14 days among adults aged greater than or equal to 18 years (min-max normalized),Percent of individuals < 100% Federal Poverty Line (percentile),Percent of individuals < 100% Federal Poverty Line (value urban only),Percent of individuals < 100% Federal Poverty Line (percentile urban only),Percent of individuals < 100% Federal Poverty Line (value rural only),Percent of individuals < 100% Federal Poverty Line (percentile rural only),Percent of individuals < 100% Federal Poverty Line (percentile urban/rural),Percent of individuals < 100% Federal Poverty Line (min-max normalized),Percent of individuals < 150% Federal Poverty Line (percentile),Percent of individuals < 150% Federal Poverty Line (value urban only),Percent of individuals < 150% Federal Poverty Line (percentile urban only),Percent of individuals < 150% Federal Poverty Line (value rural only),Percent of individuals < 150% Federal Poverty Line (percentile rural only),Percent of individuals < 150% Federal Poverty Line (percentile urban/rural),Percent of individuals < 150% Federal Poverty Line (min-max normalized),Percent of individuals below 200% Federal Poverty Line (percentile),Percent of individuals below 200% Federal Poverty Line (value urban only),Percent of individuals below 200% Federal Poverty Line (percentile urban only),Percent of individuals below 200% Federal Poverty Line (value rural only),Percent of individuals below 200% Federal Poverty Line (percentile rural only),Percent of individuals below 200% Federal Poverty Line (percentile urban/rural),Percent of individuals below 200% Federal Poverty Line (min-max normalized),Area Median Income (State or metropolitan) (percentile),Area Median Income (State or metropolitan) (value urban only),Area Median Income (State or metropolitan) (percentile urban only),Area Median Income (State or metropolitan) (value rural only),Area Median Income (State or metropolitan) (percentile rural only),Area Median Income (State or metropolitan) (percentile urban/rural),Area Median Income (State or metropolitan) (min-max normalized),Median household income in the past 12 months (percentile),Median household income in the past 12 months (value urban only),Median household income in the past 12 months (percentile urban only),Median household income in the past 12 months (value rural only),Median household income in the past 12 months (percentile rural only),Median household income in the past 12 months (percentile urban/rural),Median household income in the past 12 months (min-max normalized),Energy burden (percentile),Energy burden (value urban only),Energy burden (percentile urban only),Energy burden (value rural only),Energy burden (percentile rural only),Energy burden (percentile urban/rural),Energy burden (min-max normalized),FEMA Risk Index Expected Annual Loss Score (percentile),FEMA Risk Index Expected Annual Loss Score (value urban only),FEMA Risk Index Expected Annual Loss Score (percentile urban only),FEMA Risk Index Expected Annual Loss Score (value rural only),FEMA Risk Index Expected Annual Loss Score (percentile rural only),FEMA Risk Index Expected Annual Loss Score (percentile urban/rural),FEMA Risk Index Expected Annual Loss Score (min-max normalized),Urban Heuristic Flag (percentile),Urban Heuristic Flag (value urban only),Urban Heuristic Flag (percentile urban only),Urban Heuristic Flag (value rural only),Urban Heuristic Flag (percentile rural only),Urban Heuristic Flag (percentile urban/rural),Urban Heuristic Flag (min-max normalized),Air toxics cancer risk (percentile),Air toxics cancer risk (value urban only),Air toxics cancer risk (percentile urban only),Air toxics cancer risk (value rural only),Air toxics cancer risk (percentile rural only),Air toxics cancer risk (percentile urban/rural),Air toxics cancer risk (min-max normalized),Respiratory hazard index (percentile),Respiratory hazard index (value urban only),Respiratory hazard index (percentile urban only),Respiratory hazard index (value rural only),Respiratory hazard index (percentile rural only),Respiratory hazard index (percentile urban/rural),Respiratory hazard index (min-max normalized),Diesel particulate matter exposure (percentile),Diesel particulate matter exposure (value urban only),Diesel particulate matter exposure (percentile urban only),Diesel particulate matter exposure (value rural only),Diesel particulate matter exposure (percentile rural only),Diesel particulate matter exposure (percentile urban/rural),Diesel particulate matter exposure (min-max normalized),PM2.5 in the air (percentile),PM2.5 in the air (value urban only),PM2.5 in the air (percentile urban only),PM2.5 in the air (value rural only),PM2.5 in the air (percentile rural only),PM2.5 in the air (percentile urban/rural),PM2.5 in the air (min-max normalized),Ozone (percentile),Ozone (value urban only),Ozone (percentile urban only),Ozone (value rural only),Ozone (percentile rural only),Ozone (percentile urban/rural),Ozone (min-max normalized),Traffic proximity and volume (percentile),Traffic proximity and volume (value urban only),Traffic proximity and volume (percentile urban only),Traffic proximity and volume (value rural only),Traffic proximity and volume (percentile rural only),Traffic proximity and volume (percentile urban/rural),Traffic proximity and volume (min-max normalized),Proximity to Risk Management Plan (RMP) facilities (percentile),Proximity to Risk Management Plan (RMP) facilities (value urban only),Proximity to Risk Management Plan (RMP) facilities (percentile urban only),Proximity to Risk Management Plan (RMP) facilities (value rural only),Proximity to Risk Management Plan (RMP) facilities (percentile rural only),Proximity to Risk Management Plan (RMP) facilities (percentile urban/rural),Proximity to Risk Management Plan (RMP) facilities (min-max normalized),Proximity to hazardous waste sites (percentile),Proximity to hazardous waste sites (value urban only),Proximity to hazardous waste sites (percentile urban only),Proximity to hazardous waste sites (value rural only),Proximity to hazardous waste sites (percentile rural only),Proximity to hazardous waste sites (percentile urban/rural),Proximity to hazardous waste sites (min-max normalized),Proximity to NPL sites (percentile),Proximity to NPL sites (value urban only),Proximity to NPL sites (percentile urban only),Proximity to NPL sites (value rural only),Proximity to NPL sites (percentile rural only),Proximity to NPL sites (percentile urban/rural),Proximity to NPL sites (min-max normalized),Wastewater discharge (percentile),Wastewater discharge (value urban only),Wastewater discharge (percentile urban only),Wastewater discharge (value rural only),Wastewater discharge (percentile rural only),Wastewater discharge (percentile urban/rural),Wastewater discharge (min-max normalized),Percent pre-1960s housing (lead paint indicator) (percentile),Percent pre-1960s housing (lead paint indicator) (value urban only),Percent pre-1960s housing (lead paint indicator) (percentile urban only),Percent pre-1960s housing (lead paint indicator) (value rural only),Percent pre-1960s housing (lead paint indicator) (percentile rural only),Percent pre-1960s housing (lead paint indicator) (percentile urban/rural),Percent pre-1960s housing (lead paint indicator) (min-max normalized),Individuals under 5 years old (percentile),Individuals under 5 years old (value urban only),Individuals under 5 years old (percentile urban only),Individuals under 5 years old (value rural only),Individuals under 5 years old (percentile rural only),Individuals under 5 years old (percentile urban/rural),Individuals under 5 years old (min-max normalized),Individuals over 64 years old (percentile),Individuals over 64 years old (value urban only),Individuals over 64 years old (percentile urban only),Individuals over 64 years old (value rural only),Individuals over 64 years old (percentile rural only),Individuals over 64 years old (percentile urban/rural),Individuals over 64 years old (min-max normalized),Linguistic isolation (percent) (percentile),Linguistic isolation (percent) (value urban only),Linguistic isolation (percent) (percentile urban only),Linguistic isolation (percent) (value rural only),Linguistic isolation (percent) (percentile rural only),Linguistic isolation (percent) (percentile urban/rural),Linguistic isolation (percent) (min-max normalized),Percent of households in linguistic isolation (percentile),Percent of households in linguistic isolation (value urban only),Percent of households in linguistic isolation (percentile urban only),Percent of households in linguistic isolation (value rural only),Percent of households in linguistic isolation (percentile rural only),Percent of households in linguistic isolation (percentile urban/rural),Percent of households in linguistic isolation (min-max normalized),Poverty (Less than 200% of federal poverty line) (percentile),Poverty (Less than 200% of federal poverty line) (value urban only),Poverty (Less than 200% of federal poverty line) (percentile urban only),Poverty (Less than 200% of federal poverty line) (value rural only),Poverty (Less than 200% of federal poverty line) (percentile rural only),Poverty (Less than 200% of federal poverty line) (percentile urban/rural),Poverty (Less than 200% of federal poverty line) (min-max normalized),Percent individuals age 25 or over with less than high school degree (percentile),Percent individuals age 25 or over with less than high school degree (value urban only),Percent individuals age 25 or over with less than high school degree (percentile urban only),Percent individuals age 25 or over with less than high school degree (value rural only),Percent individuals age 25 or over with less than high school degree (percentile rural only),Percent individuals age 25 or over with less than high school degree (percentile urban/rural),Percent individuals age 25 or over with less than high school degree (min-max normalized),Unemployment (percent) (percentile),Unemployment (percent) (value urban only),Unemployment (percent) (percentile urban only),Unemployment (percent) (value rural only),Unemployment (percent) (percentile rural only),Unemployment (percent) (percentile urban/rural),Unemployment (percent) (min-max normalized),Median value ($) of owner-occupied housing units (percentile),Median value ($) of owner-occupied housing units (value urban only),Median value ($) of owner-occupied housing units (percentile urban only),Median value ($) of owner-occupied housing units (value rural only),Median value ($) of owner-occupied housing units (percentile rural only),Median value ($) of owner-occupied housing units (percentile urban/rural),Median value ($) of owner-occupied housing units (min-max normalized),Percent enrollment in college or graduate school (percentile),Percent enrollment in college or graduate school (value urban only),Percent enrollment in college or graduate school (percentile urban only),Percent enrollment in college or graduate school (value rural only),Percent enrollment in college or graduate school (percentile rural only),Percent enrollment in college or graduate school (percentile urban/rural),Percent enrollment in college or graduate school (min-max normalized),Expected building loss rate (Natural Hazards Risk Index) (percentile),Expected building loss rate (Natural Hazards Risk Index) (value urban only),Expected building loss rate (Natural Hazards Risk Index) (percentile urban only),Expected building loss rate (Natural Hazards Risk Index) (value rural only),Expected building loss rate (Natural Hazards Risk Index) (percentile rural only),Expected building loss rate (Natural Hazards Risk Index) (percentile urban/rural),Expected building loss rate (Natural Hazards Risk Index) (min-max normalized),Expected agricultural loss rate (Natural Hazards Risk Index) (percentile),Expected agricultural loss rate (Natural Hazards Risk Index) (value urban only),Expected agricultural loss rate (Natural Hazards Risk Index) (percentile urban only),Expected agricultural loss rate (Natural Hazards Risk Index) (value rural only),Expected agricultural loss rate (Natural Hazards Risk Index) (percentile rural only),Expected agricultural loss rate (Natural Hazards Risk Index) (percentile urban/rural),Expected agricultural loss rate (Natural Hazards Risk Index) (min-max normalized),Expected population loss rate (Natural Hazards Risk Index) (percentile),Expected population loss rate (Natural Hazards Risk Index) (value urban only),Expected population loss rate (Natural Hazards Risk Index) (percentile urban only),Expected population loss rate (Natural Hazards Risk Index) (value rural only),Expected population loss rate (Natural Hazards Risk Index) (percentile rural only),Expected population loss rate (Natural Hazards Risk Index) (percentile urban/rural),Expected population loss rate (Natural Hazards Risk Index) (min-max normalized),Percent individuals age 25 or over with less than high school degree in 2009 (percentile),Percent individuals age 25 or over with less than high school degree in 2009 (value urban only),Percent individuals age 25 or over with less than high school degree in 2009 (percentile urban only),Percent individuals age 25 or over with less than high school degree in 2009 (value rural only),Percent individuals age 25 or over with less than high school degree in 2009 (percentile rural only),Percent individuals age 25 or over with less than high school degree in 2009 (percentile urban/rural),Percent individuals age 25 or over with less than high school degree in 2009 (min-max normalized),Percentage households below 100% of federal poverty line in 2009 (percentile),Percentage households below 100% of federal poverty line in 2009 (value urban only),Percentage households below 100% of federal poverty line in 2009 (percentile urban only),Percentage households below 100% of federal poverty line in 2009 (value rural only),Percentage households below 100% of federal poverty line in 2009 (percentile rural only),Percentage households below 100% of federal poverty line in 2009 (percentile urban/rural),Percentage households below 100% of federal poverty line in 2009 (min-max normalized),Unemployment (percent) in 2009 (percentile),Unemployment (percent) in 2009 (value urban only),Unemployment (percent) in 2009 (percentile urban only),Unemployment (percent) in 2009 (value rural only),Unemployment (percent) in 2009 (percentile rural only),Unemployment (percent) in 2009 (percentile urban/rural),Unemployment (percent) in 2009 (min-max normalized),Unemployment (percent) in 2010 (percentile),Unemployment (percent) in 2010 (value urban only),Unemployment (percent) in 2010 (percentile urban only),Unemployment (percent) in 2010 (value rural only),Unemployment (percent) in 2010 (percentile rural only),Unemployment (percent) in 2010 (percentile urban/rural),Unemployment (percent) in 2010 (min-max normalized),Percent of individuals less than 100% Federal Poverty Line in 2010 (percentile),Percent of individuals less than 100% Federal Poverty Line in 2010 (value urban only),Percent of individuals less than 100% Federal Poverty Line in 2010 (percentile urban only),Percent of individuals less than 100% Federal Poverty Line in 2010 (value rural only),Percent of individuals less than 100% Federal Poverty Line in 2010 (percentile rural only),Percent of individuals less than 100% Federal Poverty Line in 2010 (percentile urban/rural),Percent of individuals less than 100% Federal Poverty Line in 2010 (min-max normalized),Total population in 2009 (percentile),Total population in 2009 (value urban only),Total population in 2009 (percentile urban only),Total population in 2009 (value rural only),Total population in 2009 (percentile rural only),Total population in 2009 (percentile urban/rural),Total population in 2009 (min-max normalized),Summer days above 90F (percentile),Summer days above 90F (value urban only),Summer days above 90F (percentile urban only),Summer days above 90F (value rural only),Summer days above 90F (percentile rural only),Summer days above 90F (percentile urban/rural),Summer days above 90F (min-max normalized),Percent low access to healthy food (percentile),Percent low access to healthy food (value urban only),Percent low access to healthy food (percentile urban only),Percent low access to healthy food (value rural only),Percent low access to healthy food (percentile rural only),Percent low access to healthy food (percentile urban/rural),Percent low access to healthy food (min-max normalized),Percent impenetrable surface areas (percentile),Percent impenetrable surface areas (value urban only),Percent impenetrable surface areas (percentile urban only),Percent impenetrable surface areas (value rural only),Percent impenetrable surface areas (percentile rural only),Percent impenetrable surface areas (percentile urban/rural),Percent impenetrable surface areas (min-max normalized),Low third grade reading proficiency (percentile),Third grade reading proficiency (value urban only),Low third grade reading proficiency (percentile urban only),Third grade reading proficiency (value rural only),Low third grade reading proficiency (percentile rural only),Low third grade reading proficiency (percentile urban/rural),Low median household income as a percent of area median income (percentile),Median household income as a percent of area median income (value urban only),Low median household income as a percent of area median income (percentile urban only),Median household income as a percent of area median income (value rural only),Low median household income as a percent of area median income (percentile rural only),Low median household income as a percent of area median income (percentile urban/rural),Low life expectancy (percentile),Life expectancy (years) (value urban only),Low life expectancy (percentile urban only),Life expectancy (years) (value rural only),Low life expectancy (percentile rural only),Low life expectancy (percentile urban/rural),Low median household income as a percent of territory median income in 2009 (percentile),Median household income as a percent of territory median income in 2009 (value urban only),Low median household income as a percent of territory median income in 2009 (percentile urban only),Median household income as a percent of territory median income in 2009 (value rural only),Low median household income as a percent of territory median income in 2009 (percentile rural only),Low median household income as a percent of territory median income in 2009 (percentile urban/rural),Total population in 2009 (island areas) and 2019 (states and PR),Score A,Score B,Socioeconomic Factors,Sensitive populations,Environmental effects,Exposures,Pollution Burden,Population Characteristics,Score C,Score D,Score E,"Low AMI, Low HS graduation",Meets socioeconomic criteria,Meets burden criteria,Score F (communities),Score G (communities),Score G,Score G (percentile),Score H (communities),Score H,Score I (communities),Score I,Score I (percentile),NMTC (communities),Score K (communities),Total threshold criteria exceeded,Is low income?,Greater than or equal to the 90th percentile for expected population loss rate and is low income?,Greater than or equal to the 90th percentile for expected agriculture loss rate and is low income?,Greater than or equal to the 90th percentile for expected building loss rate and is low income?,Climate Factor (Definition L),Greater than or equal to the 90th percentile for PM2.5 exposure and is low income?,Greater than or equal to the 90th percentile for energy burden and is low income?,Energy Factor (Definition L),Greater than or equal to the 90th percentile for diesel particulate matter and is low income?,Greater than or equal to the 90th percentile for traffic proximity and is low income?,Transportation Factor (Definition L),Greater than or equal to the 90th percentile for lead paint and the median house value is less than 90th percentile and is low income?,Greater than or equal to the 90th percentile for housing burden and is low income?,Housing Factor (Definition L),Greater than or equal to the 90th percentile for proximity to RMP sites and is low income?,Greater than or equal to the 90th percentile for proximity to superfund sites and is low income?,Greater than or equal to the 90th percentile for proximity to hazardous waste facilities and is low income?,Pollution Factor (Definition L),Greater than or equal to the 90th percentile for wastewater discharge and is low income?,Water Factor (Definition L),Greater than or equal to the 90th percentile for diabetes and is low income?,Greater than or equal to the 90th percentile for asthma and is low income?,Greater than or equal to the 90th percentile for heart disease and is low income?,Greater than or equal to the 90th percentile for low life expectancy and is low income?,Health Factor (Definition L),Low high school education,Greater than or equal to the 90th percentile for households in linguistic isolation and has low HS education,Greater than or equal to the 90th percentile for households at or below 100% federal poverty level and has low HS education,Greater than or equal to the 90th percentile for low median household income as a percent of area median income and has low HS education,Greater than or equal to the 90th percentile for unemployment and has low HS education,Unemployment (percent) in 2009 (island areas) and 2010 (states and PR),Unemployment (percent) in 2009 exceeds 90th percentile,Percentage households below 100% of federal poverty line in 2009 (island areas) and 2010 (states and PR),Percentage households below 100% of federal poverty line in 2009 exceeds 90th percentile,Low median household income as a percent of territory median income in 2009 exceeds 90th percentile,Low high school education in 2009 (island areas),Greater than or equal to the 90th percentile for unemployment and has low HS education in 2009 (island areas),Greater than or equal to the 90th percentile for households at or below 100% federal poverty level and has low HS education in 2009 (island areas),Greater than or equal to the 90th percentile for low median household income as a percent of area median income and has low HS education in 2009 (island areas),Workforce Factor (Definition L),Definition L (communities),Any Non-Workforce Factor (Definition L),Definition L (percentile),Is low income and low college attendance?,Greater than or equal to the 90th percentile for summer days above 90F and the median house value is less than 90th percentile and is low income?,Climate Factor (Definition M),Energy Factor (Definition M),Transportation Factor (Definition M),Housing Factor (Definition M),Pollution Factor (Definition M),Water Factor (Definition M),Greater than or equal to the 90th percentile for low access to healthy food and is low income?,Health Factor (Definition M),Low high school education and low college attendance,Workforce Factor (Definition M),Definition M (communities),Any Non-Workforce Factor (Definition M),Definition M (percentile),Score A (percentile),Score A (top 25th percentile),Score A (top 30th percentile),Score A (top 35th percentile),Score A (top 40th percentile),Score B (percentile),Score B (top 25th percentile),Score B (top 30th percentile),Score B (top 35th percentile),Score B (top 40th percentile),Score C (percentile),Score C (top 25th percentile),Score C (top 30th percentile),Score C (top 35th percentile),Score C (top 40th percentile),Score D (percentile),Score D (top 25th percentile),Score D (top 30th percentile),Score D (top 35th percentile),Score D (top 40th percentile),Score E (percentile),Score E (top 25th percentile),Score E (top 30th percentile),Score E (top 35th percentile),Score E (top 40th percentile) 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+GEOID10_TRACT,Persistent Poverty Census Tract,Housing burden (percent),Total population,Median household income (% of state median household income),Current asthma among adults aged greater than or equal to 18 years,Coronary heart disease among adults aged greater than or equal to 18 years,Cancer (excluding skin cancer) among adults aged greater than or equal to 18 years,Current lack of health insurance among adults aged 18-64 years,Diagnosed diabetes among adults aged greater than or equal to 18 years,Physical health not good for greater than or equal to 14 days among adults aged greater than or equal to 18 years,Percent of individuals < 100% Federal Poverty Line,Percent of individuals < 150% Federal Poverty Line,Percent of individuals below 200% Federal Poverty Line,Area Median Income (State or metropolitan),Median household income in the past 12 months,Energy burden,FEMA Risk Index Expected Annual Loss Score,Urban Heuristic Flag,Air toxics cancer risk,Respiratory hazard index,Diesel particulate matter exposure,PM2.5 in the air,Ozone,Traffic proximity and volume,Proximity to Risk Management Plan (RMP) facilities,Proximity to hazardous waste sites,Proximity to NPL sites,Wastewater discharge,Percent pre-1960s housing (lead paint indicator),Individuals under 5 years old,Individuals over 64 years old,Linguistic isolation (percent),Percent of households in linguistic isolation,Poverty (Less than 200% of federal poverty line),Percent individuals age 25 or over with less than high school degree,Unemployment (percent),Median value ($) of owner-occupied housing units,Percent enrollment in college or graduate school,Expected building loss rate (Natural Hazards Risk Index),Expected agricultural loss rate (Natural Hazards Risk Index),Expected population loss rate (Natural Hazards Risk Index),Percent individuals age 25 or over with less than high school degree in 2009,Percentage households below 100% of federal poverty line in 2009,Unemployment (percent) in 2009,Unemployment (percent) in 2010,Percent of individuals less than 100% Federal Poverty Line in 2010,Total population in 2009,Summer days above 90F,Percent low access to healthy food,Percent impenetrable surface areas,Third grade reading proficiency,Median household income as a percent of area median income,Life expectancy (years),Median household income as a percent of territory median income in 2009,Housing burden (percent) (percentile),Housing burden (percent) (value urban only),Housing burden (percent) (percentile urban only),Housing burden (percent) (value rural only),Housing burden (percent) (percentile rural only),Housing burden (percent) (percentile urban/rural),Housing burden (percent) (min-max normalized),Total population (percentile),Total population (value urban only),Total population (percentile urban only),Total population (value rural only),Total population (percentile rural only),Total population (percentile urban/rural),Total population (min-max normalized),Median household income (% of state median household income) (percentile),Median household income (% of state median household income) (value urban only),Median household income (% of state median household income) (percentile urban only),Median household income (% of state median household income) (value rural only),Median household income (% of state median household income) (percentile rural only),Median household income (% of state median household income) (percentile urban/rural),Median household income (% of state median household income) (min-max normalized),Current asthma among adults aged greater than or equal to 18 years (percentile),Current asthma among adults aged greater than or equal to 18 years (value urban only),Current asthma among adults aged greater than or equal to 18 years (percentile urban only),Current asthma among adults aged greater than or equal to 18 years (value rural only),Current asthma among adults aged greater than or equal to 18 years (percentile rural only),Current asthma among adults aged greater than or equal to 18 years (percentile urban/rural),Current asthma among adults aged greater than or equal to 18 years (min-max normalized),Coronary heart disease among adults aged greater than or equal to 18 years (percentile),Coronary heart disease among adults aged greater than or equal to 18 years (value urban only),Coronary heart disease among adults aged greater than or equal to 18 years (percentile urban only),Coronary heart disease among adults aged greater than or equal to 18 years (value rural only),Coronary heart disease among adults aged greater than or equal to 18 years (percentile rural only),Coronary heart disease among adults aged greater than or equal to 18 years (percentile urban/rural),Coronary heart disease among adults aged greater than or equal to 18 years (min-max normalized),Cancer (excluding skin cancer) among adults aged greater than or equal to 18 years (percentile),Cancer (excluding skin cancer) among adults aged greater than or equal to 18 years (value urban only),Cancer (excluding skin cancer) among adults aged greater than or equal to 18 years (percentile urban only),Cancer (excluding skin cancer) among adults aged greater than or equal to 18 years (value rural only),Cancer (excluding skin cancer) among adults aged greater than or equal to 18 years (percentile rural only),Cancer (excluding skin cancer) among adults aged greater than or equal to 18 years (percentile urban/rural),Cancer (excluding skin cancer) among adults aged greater than or equal to 18 years (min-max normalized),Current lack of health insurance among adults aged 18-64 years (percentile),Current lack of health insurance among adults aged 18-64 years (value urban only),Current lack of health insurance among adults aged 18-64 years (percentile urban only),Current lack of health insurance among adults aged 18-64 years (value rural only),Current lack of health insurance among adults aged 18-64 years (percentile rural only),Current lack of health insurance among adults aged 18-64 years (percentile urban/rural),Current lack of health insurance among adults aged 18-64 years (min-max normalized),Diagnosed diabetes among adults aged greater than or equal to 18 years (percentile),Diagnosed diabetes among adults aged greater than or equal to 18 years (value urban only),Diagnosed diabetes among adults aged greater than or equal to 18 years (percentile urban only),Diagnosed diabetes among adults aged greater than or equal to 18 years (value rural only),Diagnosed diabetes among adults aged greater than or equal to 18 years (percentile rural only),Diagnosed diabetes among adults aged greater than or equal to 18 years (percentile urban/rural),Diagnosed diabetes among adults aged greater than or equal to 18 years (min-max normalized),Physical health not good for greater than or equal to 14 days among adults aged greater than or equal to 18 years (percentile),Physical health not good for greater than or equal to 14 days among adults aged greater than or equal to 18 years (value urban only),Physical health not good for greater than or equal to 14 days among adults aged greater than or equal to 18 years (percentile urban only),Physical health not good for greater than or equal to 14 days among adults aged greater than or equal to 18 years (value rural only),Physical health not good for greater than or equal to 14 days among adults aged greater than or equal to 18 years (percentile rural only),Physical health not good for greater than or equal to 14 days among adults aged greater than or equal to 18 years (percentile urban/rural),Physical health not good for greater than or equal to 14 days among adults aged greater than or equal to 18 years (min-max normalized),Percent of individuals < 100% Federal Poverty Line (percentile),Percent of individuals < 100% Federal Poverty Line (value urban only),Percent of individuals < 100% Federal Poverty Line (percentile urban only),Percent of individuals < 100% Federal Poverty Line (value rural only),Percent of individuals < 100% Federal Poverty Line (percentile rural only),Percent of individuals < 100% Federal Poverty Line (percentile urban/rural),Percent of individuals < 100% Federal Poverty Line (min-max normalized),Percent of individuals < 150% Federal Poverty Line (percentile),Percent of individuals < 150% Federal Poverty Line (value urban only),Percent of individuals < 150% Federal Poverty Line (percentile urban only),Percent of individuals < 150% Federal Poverty Line (value rural only),Percent of individuals < 150% Federal Poverty Line (percentile rural only),Percent of individuals < 150% Federal Poverty Line (percentile urban/rural),Percent of individuals < 150% Federal Poverty Line (min-max normalized),Percent of individuals below 200% Federal Poverty Line (percentile),Percent of individuals below 200% Federal Poverty Line (value urban only),Percent of individuals below 200% Federal Poverty Line (percentile urban only),Percent of individuals below 200% Federal Poverty Line (value rural only),Percent of individuals below 200% Federal Poverty Line (percentile rural only),Percent of individuals below 200% Federal Poverty Line (percentile urban/rural),Percent of individuals below 200% Federal Poverty Line (min-max normalized),Area Median Income (State or metropolitan) (percentile),Area Median Income (State or metropolitan) (value urban only),Area Median Income (State or metropolitan) (percentile urban only),Area Median Income (State or metropolitan) (value rural only),Area Median Income (State or metropolitan) (percentile rural only),Area Median Income (State or metropolitan) (percentile urban/rural),Area Median Income (State or metropolitan) (min-max normalized),Median household income in the past 12 months (percentile),Median household income in the past 12 months (value urban only),Median household income in the past 12 months (percentile urban only),Median household income in the past 12 months (value rural only),Median household income in the past 12 months (percentile rural only),Median household income in the past 12 months (percentile urban/rural),Median household income in the past 12 months (min-max normalized),Energy burden (percentile),Energy burden (value urban only),Energy burden (percentile urban only),Energy burden (value rural only),Energy burden (percentile rural only),Energy burden (percentile urban/rural),Energy burden (min-max normalized),FEMA Risk Index Expected Annual Loss Score (percentile),FEMA Risk Index Expected Annual Loss Score (value urban only),FEMA Risk Index Expected Annual Loss Score (percentile urban only),FEMA Risk Index Expected Annual Loss Score (value rural only),FEMA Risk Index Expected Annual Loss Score (percentile rural only),FEMA Risk Index Expected Annual Loss Score (percentile urban/rural),FEMA Risk Index Expected Annual Loss Score (min-max normalized),Urban Heuristic Flag (percentile),Urban Heuristic Flag (value urban only),Urban Heuristic Flag (percentile urban only),Urban Heuristic Flag (value rural only),Urban Heuristic Flag (percentile rural only),Urban Heuristic Flag (percentile urban/rural),Urban Heuristic Flag (min-max normalized),Air toxics cancer risk (percentile),Air toxics cancer risk (value urban only),Air toxics cancer risk (percentile urban only),Air toxics cancer risk (value rural only),Air toxics cancer risk (percentile rural only),Air toxics cancer risk (percentile urban/rural),Air toxics cancer risk (min-max normalized),Respiratory hazard index (percentile),Respiratory hazard index (value urban only),Respiratory hazard index (percentile urban only),Respiratory hazard index (value rural only),Respiratory hazard index (percentile rural only),Respiratory hazard index (percentile urban/rural),Respiratory hazard index (min-max normalized),Diesel particulate matter exposure (percentile),Diesel particulate matter exposure (value urban only),Diesel particulate matter exposure (percentile urban only),Diesel particulate matter exposure (value rural only),Diesel particulate matter exposure (percentile rural only),Diesel particulate matter exposure (percentile urban/rural),Diesel particulate matter exposure (min-max normalized),PM2.5 in the air (percentile),PM2.5 in the air (value urban only),PM2.5 in the air (percentile urban only),PM2.5 in the air (value rural only),PM2.5 in the air (percentile rural only),PM2.5 in the air (percentile urban/rural),PM2.5 in the air (min-max normalized),Ozone (percentile),Ozone (value urban only),Ozone (percentile urban only),Ozone (value rural only),Ozone (percentile rural only),Ozone (percentile urban/rural),Ozone (min-max normalized),Traffic proximity and volume (percentile),Traffic proximity and volume (value urban only),Traffic proximity and volume (percentile urban only),Traffic proximity and volume (value rural only),Traffic proximity and volume (percentile rural only),Traffic proximity and volume (percentile urban/rural),Traffic proximity and volume (min-max normalized),Proximity to Risk Management Plan (RMP) facilities (percentile),Proximity to Risk Management Plan (RMP) facilities (value urban only),Proximity to Risk Management Plan (RMP) facilities (percentile urban only),Proximity to Risk Management Plan (RMP) facilities (value rural only),Proximity to Risk Management Plan (RMP) facilities (percentile rural only),Proximity to Risk Management Plan (RMP) facilities (percentile urban/rural),Proximity to Risk Management Plan (RMP) facilities (min-max normalized),Proximity to hazardous waste sites (percentile),Proximity to hazardous waste sites (value urban only),Proximity to hazardous waste sites (percentile urban only),Proximity to hazardous waste sites (value rural only),Proximity to hazardous waste sites (percentile rural only),Proximity to hazardous waste sites (percentile urban/rural),Proximity to hazardous waste sites (min-max normalized),Proximity to NPL sites (percentile),Proximity to NPL sites (value urban only),Proximity to NPL sites (percentile urban only),Proximity to NPL sites (value rural only),Proximity to NPL sites (percentile rural only),Proximity to NPL sites (percentile urban/rural),Proximity to NPL sites (min-max normalized),Wastewater discharge (percentile),Wastewater discharge (value urban only),Wastewater discharge (percentile urban only),Wastewater discharge (value rural only),Wastewater discharge (percentile rural only),Wastewater discharge (percentile urban/rural),Wastewater discharge (min-max normalized),Percent pre-1960s housing (lead paint indicator) (percentile),Percent pre-1960s housing (lead paint indicator) (value urban only),Percent pre-1960s housing (lead paint indicator) (percentile urban only),Percent pre-1960s housing (lead paint indicator) (value rural only),Percent pre-1960s housing (lead paint indicator) (percentile rural only),Percent pre-1960s housing (lead paint indicator) (percentile urban/rural),Percent pre-1960s housing (lead paint indicator) (min-max normalized),Individuals under 5 years old (percentile),Individuals under 5 years old (value urban only),Individuals under 5 years old (percentile urban only),Individuals under 5 years old (value rural only),Individuals under 5 years old (percentile rural only),Individuals under 5 years old (percentile urban/rural),Individuals under 5 years old (min-max normalized),Individuals over 64 years old (percentile),Individuals over 64 years old (value urban only),Individuals over 64 years old (percentile urban only),Individuals over 64 years old (value rural only),Individuals over 64 years old (percentile rural only),Individuals over 64 years old (percentile urban/rural),Individuals over 64 years old (min-max normalized),Linguistic isolation (percent) (percentile),Linguistic isolation (percent) (value urban only),Linguistic isolation (percent) (percentile urban only),Linguistic isolation (percent) (value rural only),Linguistic isolation (percent) (percentile rural only),Linguistic isolation (percent) (percentile urban/rural),Linguistic isolation (percent) (min-max normalized),Percent of households in linguistic isolation (percentile),Percent of households in linguistic isolation (value urban only),Percent of households in linguistic isolation (percentile urban only),Percent of households in linguistic isolation (value rural only),Percent of households in linguistic isolation (percentile rural only),Percent of households in linguistic isolation (percentile urban/rural),Percent of households in linguistic isolation (min-max normalized),Poverty (Less than 200% of federal poverty line) (percentile),Poverty (Less than 200% of federal poverty line) (value urban only),Poverty (Less than 200% of federal poverty line) (percentile urban only),Poverty (Less than 200% of federal poverty line) (value rural only),Poverty (Less than 200% of federal poverty line) (percentile rural only),Poverty (Less than 200% of federal poverty line) (percentile urban/rural),Poverty (Less than 200% of federal poverty line) (min-max normalized),Percent individuals age 25 or over with less than high school degree (percentile),Percent individuals age 25 or over with less than high school degree (value urban only),Percent individuals age 25 or over with less than high school degree (percentile urban only),Percent individuals age 25 or over with less than high school degree (value rural only),Percent individuals age 25 or over with less than high school degree (percentile rural only),Percent individuals age 25 or over with less than high school degree (percentile urban/rural),Percent individuals age 25 or over with less than high school degree (min-max normalized),Unemployment (percent) (percentile),Unemployment (percent) (value urban only),Unemployment (percent) (percentile urban only),Unemployment (percent) (value rural only),Unemployment (percent) (percentile rural only),Unemployment (percent) (percentile urban/rural),Unemployment (percent) (min-max normalized),Median value ($) of owner-occupied housing units (percentile),Median value ($) of owner-occupied housing units (value urban only),Median value ($) of owner-occupied housing units (percentile urban only),Median value ($) of owner-occupied housing units (value rural only),Median value ($) of owner-occupied housing units (percentile rural only),Median value ($) of owner-occupied housing units (percentile urban/rural),Median value ($) of owner-occupied housing units (min-max normalized),Percent enrollment in college or graduate school (percentile),Percent enrollment in college or graduate school (value urban only),Percent enrollment in college or graduate school (percentile urban only),Percent enrollment in college or graduate school (value rural only),Percent enrollment in college or graduate school (percentile rural only),Percent enrollment in college or graduate school (percentile urban/rural),Percent enrollment in college or graduate school (min-max normalized),Expected building loss rate (Natural Hazards Risk Index) (percentile),Expected building loss rate (Natural Hazards Risk Index) (value urban only),Expected building loss rate (Natural Hazards Risk Index) (percentile urban only),Expected building loss rate (Natural Hazards Risk Index) (value rural only),Expected building loss rate (Natural Hazards Risk Index) (percentile rural only),Expected building loss rate (Natural Hazards Risk Index) (percentile urban/rural),Expected building loss rate (Natural Hazards Risk Index) (min-max normalized),Expected agricultural loss rate (Natural Hazards Risk Index) (percentile),Expected agricultural loss rate (Natural Hazards Risk Index) (value urban only),Expected agricultural loss rate (Natural Hazards Risk Index) (percentile urban only),Expected agricultural loss rate (Natural Hazards Risk Index) (value rural only),Expected agricultural loss rate (Natural Hazards Risk Index) (percentile rural only),Expected agricultural loss rate (Natural Hazards Risk Index) (percentile urban/rural),Expected agricultural loss rate (Natural Hazards Risk Index) (min-max normalized),Expected population loss rate (Natural Hazards Risk Index) (percentile),Expected population loss rate (Natural Hazards Risk Index) (value urban only),Expected population loss rate (Natural Hazards Risk Index) (percentile urban only),Expected population loss rate (Natural Hazards Risk Index) (value rural only),Expected population loss rate (Natural Hazards Risk Index) (percentile rural only),Expected population loss rate (Natural Hazards Risk Index) (percentile urban/rural),Expected population loss rate (Natural Hazards Risk Index) (min-max normalized),Percent individuals age 25 or over with less than high school degree in 2009 (percentile),Percent individuals age 25 or over with less than high school degree in 2009 (value urban only),Percent individuals age 25 or over with less than high school degree in 2009 (percentile urban only),Percent individuals age 25 or over with less than high school degree in 2009 (value rural only),Percent individuals age 25 or over with less than high school degree in 2009 (percentile rural only),Percent individuals age 25 or over with less than high school degree in 2009 (percentile urban/rural),Percent individuals age 25 or over with less than high school degree in 2009 (min-max normalized),Percentage households below 100% of federal poverty line in 2009 (percentile),Percentage households below 100% of federal poverty line in 2009 (value urban only),Percentage households below 100% of federal poverty line in 2009 (percentile urban only),Percentage households below 100% of federal poverty line in 2009 (value rural only),Percentage households below 100% of federal poverty line in 2009 (percentile rural only),Percentage households below 100% of federal poverty line in 2009 (percentile urban/rural),Percentage households below 100% of federal poverty line in 2009 (min-max normalized),Unemployment (percent) in 2009 (percentile),Unemployment (percent) in 2009 (value urban only),Unemployment (percent) in 2009 (percentile urban only),Unemployment (percent) in 2009 (value rural only),Unemployment (percent) in 2009 (percentile rural only),Unemployment (percent) in 2009 (percentile urban/rural),Unemployment (percent) in 2009 (min-max normalized),Unemployment (percent) in 2010 (percentile),Unemployment (percent) in 2010 (value urban only),Unemployment (percent) in 2010 (percentile urban only),Unemployment (percent) in 2010 (value rural only),Unemployment (percent) in 2010 (percentile rural only),Unemployment (percent) in 2010 (percentile urban/rural),Unemployment (percent) in 2010 (min-max normalized),Percent of individuals less than 100% Federal Poverty Line in 2010 (percentile),Percent of individuals less than 100% Federal Poverty Line in 2010 (value urban only),Percent of individuals less than 100% Federal Poverty Line in 2010 (percentile urban only),Percent of individuals less than 100% Federal Poverty Line in 2010 (value rural only),Percent of individuals less than 100% Federal Poverty Line in 2010 (percentile rural only),Percent of individuals less than 100% Federal Poverty Line in 2010 (percentile urban/rural),Percent of individuals less than 100% Federal Poverty Line in 2010 (min-max normalized),Total population in 2009 (percentile),Total population in 2009 (value urban only),Total population in 2009 (percentile urban only),Total population in 2009 (value rural only),Total population in 2009 (percentile rural only),Total population in 2009 (percentile urban/rural),Total population in 2009 (min-max normalized),Summer days above 90F (percentile),Summer days above 90F (value urban only),Summer days above 90F (percentile urban only),Summer days above 90F (value rural only),Summer days above 90F (percentile rural only),Summer days above 90F (percentile urban/rural),Summer days above 90F (min-max normalized),Percent low access to healthy food (percentile),Percent low access to healthy food (value urban only),Percent low access to healthy food (percentile urban only),Percent low access to healthy food (value rural only),Percent low access to healthy food (percentile rural only),Percent low access to healthy food (percentile urban/rural),Percent low access to healthy food (min-max normalized),Percent impenetrable surface areas (percentile),Percent impenetrable surface areas (value urban only),Percent impenetrable surface areas (percentile urban only),Percent impenetrable surface areas (value rural only),Percent impenetrable surface areas (percentile rural only),Percent impenetrable surface areas (percentile urban/rural),Percent impenetrable surface areas (min-max normalized),Low third grade reading proficiency (percentile),Third grade reading proficiency (value urban only),Low third grade reading proficiency (percentile urban only),Third grade reading proficiency (value rural only),Low third grade reading proficiency (percentile rural only),Low third grade reading proficiency (percentile urban/rural),Low median household income as a percent of area median income (percentile),Median household income as a percent of area median income (value urban only),Low median household income as a percent of area median income (percentile urban only),Median household income as a percent of area median income (value rural only),Low median household income as a percent of area median income (percentile rural only),Low median household income as a percent of area median income (percentile urban/rural),Low life expectancy (percentile),Life expectancy (years) (value urban only),Low life expectancy (percentile urban only),Life expectancy (years) (value rural only),Low life expectancy (percentile rural only),Low life expectancy (percentile urban/rural),Low median household income as a percent of territory median income in 2009 (percentile),Median household income as a percent of territory median income in 2009 (value urban only),Low median household income as a percent of territory median income in 2009 (percentile urban only),Median household income as a percent of territory median income in 2009 (value rural only),Low median household income as a percent of territory median income in 2009 (percentile rural only),Low median household income as a percent of territory median income in 2009 (percentile urban/rural),Total population in 2009 (island areas) and 2019 (states and PR),Score A,Score B,Socioeconomic Factors,Sensitive populations,Environmental effects,Exposures,Pollution Burden,Population Characteristics,Score C,Score D,Score E,"Low AMI, Low HS graduation",Meets socioeconomic criteria,Meets burden criteria,Score F (communities),Score G (communities),Score G,Score G (percentile),Score H (communities),Score H,Score I (communities),Score I,Score I (percentile),NMTC (communities),Score K (communities),Total threshold criteria exceeded,Is low income?,Greater than or equal to the 90th percentile for expected population loss rate and is low income?,Greater than or equal to the 90th percentile for expected agriculture loss rate and is low income?,Greater than or equal to the 90th percentile for expected building loss rate and is low income?,Climate Factor (Definition L),Greater than or equal to the 90th percentile for PM2.5 exposure and is low income?,Greater than or equal to the 90th percentile for energy burden and is low income?,Energy Factor (Definition L),Greater than or equal to the 90th percentile for diesel particulate matter and is low income?,Greater than or equal to the 90th percentile for traffic proximity and is low income?,Transportation Factor (Definition L),Greater than or equal to the 90th percentile for lead paint and the median house value is less than 90th percentile and is low income?,Greater than or equal to the 90th percentile for housing burden and is low income?,Housing Factor (Definition L),Greater than or equal to the 90th percentile for proximity to RMP sites and is low income?,Greater than or equal to the 90th percentile for proximity to superfund sites and is low income?,Greater than or equal to the 90th percentile for proximity to hazardous waste facilities and is low income?,Pollution Factor (Definition L),Greater than or equal to the 90th percentile for wastewater discharge and is low income?,Water Factor (Definition L),Greater than or equal to the 90th percentile for diabetes and is low income?,Greater than or equal to the 90th percentile for asthma and is low income?,Greater than or equal to the 90th percentile for heart disease and is low income?,Greater than or equal to the 90th percentile for low life expectancy and is low income?,Health Factor (Definition L),Low high school education,Greater than or equal to the 90th percentile for households in linguistic isolation and has low HS education?,Greater than or equal to the 90th percentile for households at or below 100% federal poverty level and has low HS education?,Greater than or equal to the 90th percentile for low median household income as a percent of area median income and has low HS education?,Greater than or equal to the 90th percentile for unemployment and has low HS education?,Unemployment (percent) in 2009 (island areas) and 2010 (states and PR),Unemployment (percent) in 2009 exceeds 90th percentile,Percentage households below 100% of federal poverty line in 2009 (island areas) and 2010 (states and PR),Percentage households below 100% of federal poverty line in 2009 exceeds 90th percentile,Low median household income as a percent of territory median income in 2009 exceeds 90th percentile,Low high school education in 2009 (island areas),Greater than or equal to the 90th percentile for unemployment and has low HS education in 2009 (island areas)?,Greater than or equal to the 90th percentile for households at or below 100% federal poverty level and has low HS education in 2009 (island areas)?,Greater than or equal to the 90th percentile for low median household income as a percent of area median income and has low HS education in 2009 (island areas)?,Workforce Factor (Definition L),Definition L (communities),Any Non-Workforce Factor (Definition L),Definition L (percentile),Is low income and has a low percent of higher ed students?,"Greater than or equal to the 90th percentile for expected population loss rate, is low income, and has a low percent of higher ed students?","Greater than or equal to the 90th percentile for expected agriculture loss rate, is low income, and has a low percent of higher ed students?","Greater than or equal to the 90th percentile for expected building loss rate, is low income, and has a low percent of higher ed students?",Climate Factor (Definition M),"Greater than or equal to the 90th percentile for PM2.5 exposure, is low income, and has a low percent of higher ed students?","Greater than or equal to the 90th percentile for energy burden, is low income, and has a low percent of higher ed students?",Energy Factor (Definition M),"Greater than or equal to the 90th percentile for diesel particulate matter, is low income, and has a low percent of higher ed students?","Greater than or equal to the 90th percentile for traffic proximity, is low income, and has a low percent of higher ed students?",Transportation Factor (Definition M),"Greater than or equal to the 90th percentile for lead paint, the median house value is less than 90th percentile, is low income, and has a low percent of higher ed students?","Greater than or equal to the 90th percentile for housing burden, is low income, and has a low percent of higher ed students?",Housing Factor (Definition M),"Greater than or equal to the 90th percentile for proximity to RMP sites, is low income, and has a low percent of higher ed students?","Greater than or equal to the 90th percentile for proximity to superfund sites, is low income, and has a low percent of higher ed students?","Greater than or equal to the 90th percentile for proximity to hazardous waste facilities, is low income, and has a low percent of higher ed students?",Pollution Factor (Definition M),"Greater than or equal to the 90th percentile for wastewater discharge, is low income, and has a low percent of higher ed students?",Water Factor (Definition M),"Greater than or equal to the 90th percentile for diabetes, is low income, and has a low percent of higher ed students?","Greater than or equal to the 90th percentile for asthma, is low income, and has a low percent of higher ed students?","Greater than or equal to the 90th percentile for heart disease, is low income, and has a low percent of higher ed students?","Greater than or equal to the 90th percentile for low life expectancy, is low income, and has a low percent of higher ed students?",Greater than or equal to the 90th percentile for low access to healthy food and is low income?,Health Factor (Definition M),Low high school education and low percent of higher ed students,"Greater than or equal to the 90th percentile for households in linguistic isolation, has low HS attainment, and has a low percent of higher ed students?","Greater than or equal to the 90th percentile for households at or below 100% federal poverty level, has low HS attainment, and has a low percent of higher ed students?","Greater than or equal to the 90th percentile for low median household income as a percent of area median income, has low HS attainment, and has a low percent of higher ed students?","Greater than or equal to the 90th percentile for unemployment, has low HS attainment, and has a low percent of higher ed students?",Workforce Factor (Definition M),Definition M (communities),Any Non-Workforce Factor (Definition M),Definition M (percentile),Score A (percentile),Score A (top 25th percentile),Score A (top 30th percentile),Score A (top 35th percentile),Score A (top 40th percentile),Score B (percentile),Score B (top 25th percentile),Score B (top 30th percentile),Score B (top 35th percentile),Score B (top 40th percentile),Score C (percentile),Score C (top 25th percentile),Score C (top 30th percentile),Score C (top 35th percentile),Score C (top 40th percentile),Score D (percentile),Score D (top 25th percentile),Score D (top 30th percentile),Score D (top 35th percentile),Score D (top 40th percentile),Score E (percentile),Score E (top 25th percentile),Score E (top 30th percentile),Score E (top 35th percentile),Score E (top 40th percentile) 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diff --git a/data/data-pipeline/data_pipeline/etl/score/tests/snapshots/downloadable_data_expected.pkl b/data/data-pipeline/data_pipeline/etl/score/tests/snapshots/downloadable_data_expected.pkl index 1043c8bd..64129cac 100644 Binary files a/data/data-pipeline/data_pipeline/etl/score/tests/snapshots/downloadable_data_expected.pkl and b/data/data-pipeline/data_pipeline/etl/score/tests/snapshots/downloadable_data_expected.pkl differ diff --git a/data/data-pipeline/data_pipeline/etl/score/tests/snapshots/score_data_expected.pkl b/data/data-pipeline/data_pipeline/etl/score/tests/snapshots/score_data_expected.pkl index ab685b8d..6331b5da 100644 Binary files a/data/data-pipeline/data_pipeline/etl/score/tests/snapshots/score_data_expected.pkl and b/data/data-pipeline/data_pipeline/etl/score/tests/snapshots/score_data_expected.pkl differ diff --git a/data/data-pipeline/data_pipeline/etl/score/tests/snapshots/score_transformed_expected.pkl b/data/data-pipeline/data_pipeline/etl/score/tests/snapshots/score_transformed_expected.pkl index 1e812d3b..8f5949e3 100644 Binary files a/data/data-pipeline/data_pipeline/etl/score/tests/snapshots/score_transformed_expected.pkl and b/data/data-pipeline/data_pipeline/etl/score/tests/snapshots/score_transformed_expected.pkl differ diff --git a/data/data-pipeline/data_pipeline/score/field_names.py b/data/data-pipeline/data_pipeline/score/field_names.py index 6af2877e..448d0e52 100644 --- a/data/data-pipeline/data_pipeline/score/field_names.py +++ b/data/data-pipeline/data_pipeline/score/field_names.py @@ -313,8 +313,7 @@ TRANSPORTATION_COSTS = "Transportation Costs" ##### # Names for individual factors being exceeded -# TODO: for Definition M, create new output field names (different than those used by -# Definition L) and change all output fields to say low income and low college + # Climate Change EXPECTED_POPULATION_LOSS_RATE_LOW_INCOME_FIELD = ( f"Greater than or equal to the {PERCENTILE}th percentile" @@ -369,50 +368,156 @@ LOW_LIFE_EXPECTANCY_LOW_INCOME_FIELD = ( f"for low life expectancy and is low income?" ) +# Score M Low Income Change +SCORE_M_LOW_INCOME_SUFFIX = ( + ", is low income, and has a low percent of higher ed students" +) + +# Climate Change +EXPECTED_POPULATION_LOSS_RATE_LOW_INCOME_LOW_HIGHER_ED_FIELD = ( + f"Greater than or equal to the {PERCENTILE}th percentile" + f" for expected population loss rate{SCORE_M_LOW_INCOME_SUFFIX}?" +) +EXPECTED_AGRICULTURE_LOSS_RATE_LOW_INCOME_LOW_HIGHER_ED_FIELD = ( + f"Greater than or equal to the {PERCENTILE}th percentile" + f" for expected agriculture loss rate{SCORE_M_LOW_INCOME_SUFFIX}?" +) +EXPECTED_BUILDING_LOSS_RATE_LOW_INCOME_LOW_HIGHER_ED_FIELD = ( + f"Greater than or equal to the {PERCENTILE}th percentile" + f" for expected building loss rate{SCORE_M_LOW_INCOME_SUFFIX}?" +) + +# Clean Energy and Efficiency +PM25_EXPOSURE_LOW_INCOME_LOW_HIGHER_ED_FIELD = ( + f"Greater than or equal to the {PERCENTILE}th percentile " + f"for PM2.5 exposure{SCORE_M_LOW_INCOME_SUFFIX}?" +) +ENERGY_BURDEN_LOW_INCOME_LOW_HIGHER_ED_FIELD = ( + f"Greater than or equal to the {PERCENTILE}th percentile " + f"for energy burden{SCORE_M_LOW_INCOME_SUFFIX}?" +) + +# Clean Transportation +DIESEL_PARTICULATE_MATTER_LOW_INCOME_LOW_HIGHER_ED_FIELD = ( + f"Greater than or equal to the {PERCENTILE}th percentile for " + f"diesel particulate matter{SCORE_M_LOW_INCOME_SUFFIX}?" +) +TRAFFIC_PROXIMITY_LOW_INCOME_LOW_HIGHER_ED_FIELD = ( + f"Greater than or equal to the {PERCENTILE}th percentile for " + f"traffic proximity{SCORE_M_LOW_INCOME_SUFFIX}?" +) + +# Affordable and Sustainable Housing +LEAD_PAINT_MEDIAN_HOUSE_VALUE_LOW_INCOME_LOW_HIGHER_ED_FIELD = ( + f"Greater than or equal to the {PERCENTILE}th percentile for lead paint," + f" the median house value is less than {MEDIAN_HOUSE_VALUE_PERCENTILE}th " + f"percentile{SCORE_M_LOW_INCOME_SUFFIX}?" +) +HOUSING_BURDEN_LOW_INCOME_LOW_HIGHER_ED_FIELD = ( + f"Greater than or equal to the {PERCENTILE}th percentile " + f"for housing burden{SCORE_M_LOW_INCOME_SUFFIX}?" +) + +# Remediation and Reduction of Legacy Pollution +RMP_LOW_INCOME_LOW_HIGHER_ED_FIELD = ( + f"Greater than or equal to the {PERCENTILE}th percentile for " + f"proximity to RMP sites{SCORE_M_LOW_INCOME_SUFFIX}?" +) +SUPERFUND_LOW_INCOME_LOW_HIGHER_ED_FIELD = ( + f"Greater than or equal to the {PERCENTILE}th percentile for proximity to " + f"superfund sites{SCORE_M_LOW_INCOME_SUFFIX}?" +) +HAZARDOUS_WASTE_LOW_INCOME_LOW_HIGHER_ED_FIELD = ( + f"Greater than or equal to the {PERCENTILE}th percentile" + f" for proximity to hazardous waste facilities{SCORE_M_LOW_INCOME_SUFFIX}?" +) + +# Critical Clean Water and Waste Infrastructure +WASTEWATER_DISCHARGE_LOW_INCOME_LOW_HIGHER_ED_FIELD = ( + f"Greater than or equal to the {PERCENTILE}th percentile for" + f" wastewater discharge{SCORE_M_LOW_INCOME_SUFFIX}?" +) + +# Health Burdens +DIABETES_LOW_INCOME_LOW_HIGHER_ED_FIELD = f"Greater than or equal to the {PERCENTILE}th percentile for diabetes{SCORE_M_LOW_INCOME_SUFFIX}?" +ASTHMA_LOW_INCOME_LOW_HIGHER_ED_FIELD = f"Greater than or equal to the {PERCENTILE}th percentile for asthma{SCORE_M_LOW_INCOME_SUFFIX}?" +HEART_DISEASE_LOW_INCOME_LOW_HIGHER_ED_FIELD = ( + f"Greater than or equal to the {PERCENTILE}th percentile " + f"for heart disease{SCORE_M_LOW_INCOME_SUFFIX}?" +) + +LOW_LIFE_EXPECTANCY_LOW_INCOME_LOW_HIGHER_ED_FIELD = ( + f"Greater than or equal to the {PERCENTILE}th percentile " + f"for low life expectancy{SCORE_M_LOW_INCOME_SUFFIX}?" +) + # Workforce -# TODO: for Definition M, create new output field names (different than those used by -# Definition L) and change all output fields to say low HS and low college UNEMPLOYMENT_LOW_HS_EDUCATION_FIELD = ( f"Greater than or equal to the {PERCENTILE}th percentile for unemployment" - " and has low HS education" + " and has low HS education?" ) LINGUISTIC_ISOLATION_LOW_HS_EDUCATION_FIELD = ( f"Greater than or equal to the {PERCENTILE}th percentile for households in linguistic isolation" - " and has low HS education" + " and has low HS education?" ) POVERTY_LOW_HS_EDUCATION_FIELD = ( f"Greater than or equal to the {PERCENTILE}th percentile for households at or below 100% federal poverty level" - " and has low HS education" + " and has low HS education?" ) LOW_MEDIAN_INCOME_LOW_HS_EDUCATION_FIELD = ( f"Greater than or equal to the {PERCENTILE}th percentile for low median household income as a " - f"percent of area median income and has low HS education" + f"percent of area median income and has low HS education?" +) + +# Score M Workforce Variables +SCORE_M_LOW_EDUCATION_SUFFIX = ( + ", has low HS attainment, and has a low percent of higher ed students" +) + +UNEMPLOYMENT_LOW_HS_LOW_HIGHER_ED_FIELD = ( + f"Greater than or equal to the {PERCENTILE}th percentile for unemployment" + f"{SCORE_M_LOW_EDUCATION_SUFFIX}?" +) + +LINGUISTIC_ISOLATION_LOW_HS_LOW_HIGHER_ED_FIELD = ( + f"Greater than or equal to the {PERCENTILE}th percentile for households in linguistic isolation" + f"{SCORE_M_LOW_EDUCATION_SUFFIX}?" +) + +POVERTY_LOW_HS_LOW_HIGHER_ED_FIELD = ( + f"Greater than or equal to the {PERCENTILE}th percentile for households at or below 100% federal poverty level" + f"{SCORE_M_LOW_EDUCATION_SUFFIX}?" +) + +LOW_MEDIAN_INCOME_LOW_HS_LOW_HIGHER_ED_FIELD = ( + f"Greater than or equal to the {PERCENTILE}th percentile for low median household income as a " + f"percent of area median income{SCORE_M_LOW_EDUCATION_SUFFIX}?" ) LOW_HS_EDUCATION_FIELD = "Low high school education" -LOW_HS_EDUCATION_LOW_COLLEGE_ATTENDANCE_FIELD = ( - "Low high school education and low college attendance" +LOW_HS_EDUCATION_LOW_HIGHER_ED_FIELD = ( + "Low high school education and low percent of higher ed students" ) # Workforce for island areas ISLAND_AREAS_SUFFIX = " in 2009 (island areas)" ISLAND_AREAS_UNEMPLOYMENT_LOW_HS_EDUCATION_FIELD = ( f"Greater than or equal to the {PERCENTILE}th percentile for unemployment" - f" and has low HS education{ISLAND_AREAS_SUFFIX}" + f" and has low HS education{ISLAND_AREAS_SUFFIX}?" ) ISLAND_AREAS_POVERTY_LOW_HS_EDUCATION_FIELD = ( f"Greater than or equal to the {PERCENTILE}th percentile for households at or below 100% federal poverty level" - f" and has low HS education{ISLAND_AREAS_SUFFIX}" + f" and has low HS education{ISLAND_AREAS_SUFFIX}?" ) ISLAND_AREAS_LOW_MEDIAN_INCOME_LOW_HS_EDUCATION_FIELD = ( f"Greater than or equal to the {PERCENTILE}th percentile for low median household income as a " f"percent of area median income" - f" and has low HS education{ISLAND_AREAS_SUFFIX}" + f" and has low HS education{ISLAND_AREAS_SUFFIX}?" ) ISLAND_AREAS_LOW_HS_EDUCATION_FIELD = ( @@ -425,9 +530,10 @@ EXTREME_HEAT_MEDIAN_HOUSE_VALUE_LOW_INCOME_FIELD = ( f"the median house value is less than {MEDIAN_HOUSE_VALUE_PERCENTILE}th " f"percentile and is low income?" ) + IMPENETRABLE_SURFACES_LOW_INCOME_FIELD = ( f"Greater than or equal to the {PERCENTILE}th percentile for impenetrable surfaces and is low " - f"income" + f"income?" ) AIR_TOXICS_CANCER_RISK_LOW_INCOME_FIELD = f"Greater than or equal to the {PERCENTILE}th percentile for air toxics cancer risk and is low income?" RESPIRATORY_HAZARD_LOW_INCOME_FIELD = f"Greater than or equal to the {PERCENTILE}th percentile for respiratory hazard index and is low income?" @@ -435,16 +541,17 @@ HEALTHY_FOOD_LOW_INCOME_FIELD = ( f"Greater than or equal to the {PERCENTILE}th percentile for low " f"access to healthy food and is low income?" ) + LOW_READING_LOW_HS_EDUCATION_FIELD = ( f"Greater than or equal to the {PERCENTILE}th percentile for low 3rd grade reading proficiency" - " and has low HS education" + " and has low HS education?" ) THRESHOLD_COUNT = "Total threshold criteria exceeded" FPL_200_SERIES = "Is low income?" FPL_200_AND_COLLEGE_ATTENDANCE_SERIES = ( - "Is low income and low college attendance?" + "Is low income and has a low percent of higher ed students?" ) # End of names for individual factors being exceeded #### diff --git a/data/data-pipeline/data_pipeline/score/score_m.py b/data/data-pipeline/data_pipeline/score/score_m.py index 0138a19a..2cbdf49e 100644 --- a/data/data-pipeline/data_pipeline/score/score_m.py +++ b/data/data-pipeline/data_pipeline/score/score_m.py @@ -143,13 +143,13 @@ class ScoreM(Score): # AND # Low income: In Nth percentile or above for percent of block group population # of households where household income is less than or equal to twice the federal - # poverty level. Source: Census's American Community Survey] + # poverty level and there is low higher ed attendance + # Source: Census's American Community Survey climate_eligibility_columns = [ - field_names.EXPECTED_POPULATION_LOSS_RATE_LOW_INCOME_FIELD, - field_names.EXPECTED_AGRICULTURE_LOSS_RATE_LOW_INCOME_FIELD, - field_names.EXPECTED_BUILDING_LOSS_RATE_LOW_INCOME_FIELD, - # field_names.EXTREME_HEAT_MEDIAN_HOUSE_VALUE_LOW_INCOME_FIELD, + field_names.EXPECTED_POPULATION_LOSS_RATE_LOW_INCOME_LOW_HIGHER_ED_FIELD, + field_names.EXPECTED_AGRICULTURE_LOSS_RATE_LOW_INCOME_LOW_HIGHER_ED_FIELD, + field_names.EXPECTED_BUILDING_LOSS_RATE_LOW_INCOME_LOW_HIGHER_ED_FIELD, ] expected_population_loss_threshold = ( @@ -176,39 +176,24 @@ class ScoreM(Score): >= self.ENVIRONMENTAL_BURDEN_THRESHOLD ) - extreme_heat_and_median_house_value_threshold = ( - self.df[ - field_names.EXTREME_HEAT_FIELD - + field_names.PERCENTILE_FIELD_SUFFIX - ] - >= self.ENVIRONMENTAL_BURDEN_THRESHOLD - ) & ( - self.df[ - field_names.MEDIAN_HOUSE_VALUE_FIELD - + field_names.PERCENTILE_FIELD_SUFFIX - ] - <= self.MEDIAN_HOUSE_VALUE_THRESHOLD - ) - - self.df[field_names.EXPECTED_POPULATION_LOSS_RATE_LOW_INCOME_FIELD] = ( + self.df[ + field_names.EXPECTED_POPULATION_LOSS_RATE_LOW_INCOME_LOW_HIGHER_ED_FIELD + ] = ( expected_population_loss_threshold & self.df[field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES] ) - self.df[field_names.EXPECTED_AGRICULTURE_LOSS_RATE_LOW_INCOME_FIELD] = ( + self.df[ + field_names.EXPECTED_AGRICULTURE_LOSS_RATE_LOW_INCOME_LOW_HIGHER_ED_FIELD + ] = ( expected_agriculture_loss_threshold & self.df[field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES] ) - self.df[field_names.EXPECTED_BUILDING_LOSS_RATE_LOW_INCOME_FIELD] = ( - expected_building_loss_threshold - & self.df[field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES] - ) - self.df[ - field_names.EXTREME_HEAT_MEDIAN_HOUSE_VALUE_LOW_INCOME_FIELD + field_names.EXPECTED_BUILDING_LOSS_RATE_LOW_INCOME_LOW_HIGHER_ED_FIELD ] = ( - extreme_heat_and_median_house_value_threshold + expected_building_loss_threshold & self.df[field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES] ) @@ -221,11 +206,12 @@ class ScoreM(Score): # AND # Low income: In Nth percentile or above for percent of block group population # of households where household income is less than or equal to twice the federal - # poverty level. Source: Census's American Community Survey] + # poverty level and has low higher ed attendance. + # Source: Census's American Community Survey energy_eligibility_columns = [ - field_names.PM25_EXPOSURE_LOW_INCOME_FIELD, - field_names.ENERGY_BURDEN_LOW_INCOME_FIELD, + field_names.PM25_EXPOSURE_LOW_INCOME_LOW_HIGHER_ED_FIELD, + field_names.ENERGY_BURDEN_LOW_INCOME_LOW_HIGHER_ED_FIELD, ] energy_burden_threshold = ( @@ -243,12 +229,12 @@ class ScoreM(Score): >= self.ENVIRONMENTAL_BURDEN_THRESHOLD ) - self.df[field_names.PM25_EXPOSURE_LOW_INCOME_FIELD] = ( + self.df[field_names.PM25_EXPOSURE_LOW_INCOME_LOW_HIGHER_ED_FIELD] = ( pm25_threshold & self.df[field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES] ) - self.df[field_names.ENERGY_BURDEN_LOW_INCOME_FIELD] = ( + self.df[field_names.ENERGY_BURDEN_LOW_INCOME_LOW_HIGHER_ED_FIELD] = ( energy_burden_threshold & self.df[field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES] ) @@ -266,11 +252,12 @@ class ScoreM(Score): # AND # Low income: In Nth percentile or above for percent of block group population # of households where household income is less than or equal to twice the federal - # poverty level. Source: Census's American Community Survey] + # poverty level and has a low percent of higher ed students. + # Source: Census's American Community Survey transportion_eligibility_columns = [ - field_names.DIESEL_PARTICULATE_MATTER_LOW_INCOME_FIELD, - field_names.TRAFFIC_PROXIMITY_LOW_INCOME_FIELD, + field_names.DIESEL_PARTICULATE_MATTER_LOW_INCOME_LOW_HIGHER_ED_FIELD, + field_names.TRAFFIC_PROXIMITY_LOW_INCOME_LOW_HIGHER_ED_FIELD, ] diesel_threshold = ( @@ -287,12 +274,16 @@ class ScoreM(Score): >= self.ENVIRONMENTAL_BURDEN_THRESHOLD ) - self.df[field_names.DIESEL_PARTICULATE_MATTER_LOW_INCOME_FIELD] = ( + self.df[ + field_names.DIESEL_PARTICULATE_MATTER_LOW_INCOME_LOW_HIGHER_ED_FIELD + ] = ( diesel_threshold & self.df[field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES] ) - self.df[field_names.TRAFFIC_PROXIMITY_LOW_INCOME_FIELD] = ( + self.df[ + field_names.TRAFFIC_PROXIMITY_LOW_INCOME_LOW_HIGHER_ED_FIELD + ] = ( traffic_threshold & self.df[field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES] ) @@ -315,11 +306,12 @@ class ScoreM(Score): # AND # Low income: In Nth percentile or above for percent of block group population # of households where household income is less than or equal to twice the federal - # poverty level. Source: Census's American Community Survey] + # poverty level and has a low percent of higher ed students. + # Source: Census's American Community Survey housing_eligibility_columns = [ - field_names.LEAD_PAINT_MEDIAN_HOUSE_VALUE_LOW_INCOME_FIELD, - field_names.HOUSING_BURDEN_LOW_INCOME_FIELD, + field_names.LEAD_PAINT_MEDIAN_HOUSE_VALUE_LOW_INCOME_LOW_HIGHER_ED_FIELD, + field_names.HOUSING_BURDEN_LOW_INCOME_LOW_HIGHER_ED_FIELD, ] lead_paint_median_home_value_threshold = ( @@ -345,12 +337,14 @@ class ScoreM(Score): ) # series by series indicators - self.df[field_names.LEAD_PAINT_MEDIAN_HOUSE_VALUE_LOW_INCOME_FIELD] = ( + self.df[ + field_names.LEAD_PAINT_MEDIAN_HOUSE_VALUE_LOW_INCOME_LOW_HIGHER_ED_FIELD + ] = ( lead_paint_median_home_value_threshold & self.df[field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES] ) - self.df[field_names.HOUSING_BURDEN_LOW_INCOME_FIELD] = ( + self.df[field_names.HOUSING_BURDEN_LOW_INCOME_LOW_HIGHER_ED_FIELD] = ( housing_burden_threshold & self.df[field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES] ) @@ -364,12 +358,13 @@ class ScoreM(Score): # AND # Low income: In Nth percentile or above for percent of block group population # of households where household income is less than or equal to twice the federal - # poverty level. Source: Census's American Community Survey] + # poverty level and has a low percent of higher ed students. + # Source: Census's American Community Survey pollution_eligibility_columns = [ - field_names.RMP_LOW_INCOME_FIELD, - field_names.SUPERFUND_LOW_INCOME_FIELD, - field_names.HAZARDOUS_WASTE_LOW_INCOME_FIELD, + field_names.RMP_LOW_INCOME_LOW_HIGHER_ED_FIELD, + field_names.SUPERFUND_LOW_INCOME_LOW_HIGHER_ED_FIELD, + field_names.HAZARDOUS_WASTE_LOW_INCOME_LOW_HIGHER_ED_FIELD, ] rmp_sites_threshold = ( @@ -390,15 +385,15 @@ class ScoreM(Score): ) # individual series-by-series - self.df[field_names.RMP_LOW_INCOME_FIELD] = ( + self.df[field_names.RMP_LOW_INCOME_LOW_HIGHER_ED_FIELD] = ( rmp_sites_threshold & self.df[field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES] ) - self.df[field_names.SUPERFUND_LOW_INCOME_FIELD] = ( + self.df[field_names.SUPERFUND_LOW_INCOME_LOW_HIGHER_ED_FIELD] = ( npl_sites_threshold & self.df[field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES] ) - self.df[field_names.HAZARDOUS_WASTE_LOW_INCOME_FIELD] = ( + self.df[field_names.HAZARDOUS_WASTE_LOW_INCOME_LOW_HIGHER_ED_FIELD] = ( tsdf_sites_threshold & self.df[field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES] ) @@ -414,7 +409,8 @@ class ScoreM(Score): # AND # Low income: In Nth percentile or above for percent of block group population # of households where household income is less than or equal to twice the federal - # poverty level. Source: Census's American Community Survey] + # poverty level and has a low percent of higher ed students + # Source: Census's American Community Survey wastewater_threshold = ( self.df[ @@ -424,16 +420,20 @@ class ScoreM(Score): >= self.ENVIRONMENTAL_BURDEN_THRESHOLD ) - self.df[field_names.WASTEWATER_DISCHARGE_LOW_INCOME_FIELD] = ( + self.df[ + field_names.WASTEWATER_DISCHARGE_LOW_INCOME_LOW_HIGHER_ED_FIELD + ] = ( wastewater_threshold & self.df[field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES] ) self._increment_total_eligibility_exceeded( - [field_names.WASTEWATER_DISCHARGE_LOW_INCOME_FIELD] + [field_names.WASTEWATER_DISCHARGE_LOW_INCOME_LOW_HIGHER_ED_FIELD] ) - return self.df[field_names.WASTEWATER_DISCHARGE_LOW_INCOME_FIELD] + return self.df[ + field_names.WASTEWATER_DISCHARGE_LOW_INCOME_LOW_HIGHER_ED_FIELD + ] def _health_factor(self) -> bool: # In Xth percentile or above for diabetes (Source: CDC Places) @@ -446,14 +446,14 @@ class ScoreM(Score): # AND # Low income: In Nth percentile or above for percent of block group population # of households where household income is less than or equal to twice the federal - # poverty level. Source: Census's American Community Survey] + # poverty level and has a low percent of higher ed students + # Source: Census's American Community Survey health_eligibility_columns = [ - field_names.DIABETES_LOW_INCOME_FIELD, - field_names.ASTHMA_LOW_INCOME_FIELD, - field_names.HEART_DISEASE_LOW_INCOME_FIELD, - field_names.LOW_LIFE_EXPECTANCY_LOW_INCOME_FIELD, - # field_names.HEALTHY_FOOD_LOW_INCOME_FIELD, + field_names.DIABETES_LOW_INCOME_LOW_HIGHER_ED_FIELD, + field_names.ASTHMA_LOW_INCOME_LOW_HIGHER_ED_FIELD, + field_names.HEART_DISEASE_LOW_INCOME_LOW_HIGHER_ED_FIELD, + field_names.LOW_LIFE_EXPECTANCY_LOW_INCOME_LOW_HIGHER_ED_FIELD, ] diabetes_threshold = ( @@ -486,34 +486,24 @@ class ScoreM(Score): >= self.ENVIRONMENTAL_BURDEN_THRESHOLD ) - healthy_food_threshold = ( - self.df[ - field_names.HEALTHY_FOOD_FIELD - + field_names.PERCENTILE_FIELD_SUFFIX - ] - >= self.ENVIRONMENTAL_BURDEN_THRESHOLD - ) - - self.df[field_names.DIABETES_LOW_INCOME_FIELD] = ( + self.df[field_names.DIABETES_LOW_INCOME_LOW_HIGHER_ED_FIELD] = ( diabetes_threshold & self.df[field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES] ) - self.df[field_names.ASTHMA_LOW_INCOME_FIELD] = ( + self.df[field_names.ASTHMA_LOW_INCOME_LOW_HIGHER_ED_FIELD] = ( asthma_threshold & self.df[field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES] ) - self.df[field_names.HEART_DISEASE_LOW_INCOME_FIELD] = ( + self.df[field_names.HEART_DISEASE_LOW_INCOME_LOW_HIGHER_ED_FIELD] = ( heart_disease_threshold & self.df[field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES] ) - self.df[field_names.LOW_LIFE_EXPECTANCY_LOW_INCOME_FIELD] = ( + self.df[ + field_names.LOW_LIFE_EXPECTANCY_LOW_INCOME_LOW_HIGHER_ED_FIELD + ] = ( low_life_expectancy_threshold & self.df[field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES] ) - self.df[field_names.HEALTHY_FOOD_LOW_INCOME_FIELD] = ( - healthy_food_threshold - & self.df[field_names.FPL_200_AND_COLLEGE_ATTENDANCE_SERIES] - ) self._increment_total_eligibility_exceeded(health_eligibility_columns) @@ -531,17 +521,18 @@ class ScoreM(Score): # AND # Where the high school degree achievement rates for adults 25 years and older # is less than Y% + # AND the higher ed attendance rates are under Z% # (necessary to screen out university tracts) # Workforce criteria for states fields. workforce_eligibility_columns = [ - field_names.UNEMPLOYMENT_LOW_HS_EDUCATION_FIELD, - field_names.POVERTY_LOW_HS_EDUCATION_FIELD, - field_names.LINGUISTIC_ISOLATION_LOW_HS_EDUCATION_FIELD, - field_names.LOW_MEDIAN_INCOME_LOW_HS_EDUCATION_FIELD, + field_names.UNEMPLOYMENT_LOW_HS_LOW_HIGHER_ED_FIELD, + field_names.POVERTY_LOW_HS_LOW_HIGHER_ED_FIELD, + field_names.LINGUISTIC_ISOLATION_LOW_HS_LOW_HIGHER_ED_FIELD, + field_names.LOW_MEDIAN_INCOME_LOW_HS_LOW_HIGHER_ED_FIELD, ] - self.df[field_names.LOW_HS_EDUCATION_LOW_COLLEGE_ATTENDANCE_FIELD] = ( + self.df[field_names.LOW_HS_EDUCATION_LOW_HIGHER_ED_FIELD] = ( self.df[field_names.HIGH_SCHOOL_ED_FIELD] >= self.LACK_OF_HIGH_SCHOOL_MINIMUM_THRESHOLD ) & ( @@ -588,24 +579,24 @@ class ScoreM(Score): >= self.ENVIRONMENTAL_BURDEN_THRESHOLD ) - self.df[field_names.LINGUISTIC_ISOLATION_LOW_HS_EDUCATION_FIELD] = ( + self.df[field_names.LINGUISTIC_ISOLATION_LOW_HS_LOW_HIGHER_ED_FIELD] = ( linguistic_isolation_threshold - & self.df[field_names.LOW_HS_EDUCATION_LOW_COLLEGE_ATTENDANCE_FIELD] + & self.df[field_names.LOW_HS_EDUCATION_LOW_HIGHER_ED_FIELD] ) - self.df[field_names.POVERTY_LOW_HS_EDUCATION_FIELD] = ( + self.df[field_names.POVERTY_LOW_HS_LOW_HIGHER_ED_FIELD] = ( poverty_threshold - & self.df[field_names.LOW_HS_EDUCATION_LOW_COLLEGE_ATTENDANCE_FIELD] + & self.df[field_names.LOW_HS_EDUCATION_LOW_HIGHER_ED_FIELD] ) - self.df[field_names.LOW_MEDIAN_INCOME_LOW_HS_EDUCATION_FIELD] = ( + self.df[field_names.LOW_MEDIAN_INCOME_LOW_HS_LOW_HIGHER_ED_FIELD] = ( low_median_income_threshold - & self.df[field_names.LOW_HS_EDUCATION_LOW_COLLEGE_ATTENDANCE_FIELD] + & self.df[field_names.LOW_HS_EDUCATION_LOW_HIGHER_ED_FIELD] ) - self.df[field_names.UNEMPLOYMENT_LOW_HS_EDUCATION_FIELD] = ( + self.df[field_names.UNEMPLOYMENT_LOW_HS_LOW_HIGHER_ED_FIELD] = ( unemployment_threshold - & self.df[field_names.LOW_HS_EDUCATION_LOW_COLLEGE_ATTENDANCE_FIELD] + & self.df[field_names.LOW_HS_EDUCATION_LOW_HIGHER_ED_FIELD] ) workforce_combined_criteria_for_states = self.df[