diff --git a/data/data-pipeline/data_pipeline/etl/score/constants.py b/data/data-pipeline/data_pipeline/etl/score/constants.py index 139f672b..17e5b435 100644 --- a/data/data-pipeline/data_pipeline/etl/score/constants.py +++ b/data/data-pipeline/data_pipeline/etl/score/constants.py @@ -294,10 +294,10 @@ TILES_SCORE_COLUMNS = { # These are the booleans for socioeconomic indicators ## this measures low income boolean field_names.FPL_200_SERIES: "FPL200S", - ## Low high school and low higher ed for t&wd + ## Low high school for t&wd field_names.WORKFORCE_SOCIO_INDICATORS_EXCEEDED: "M_WKFC_EBSI", - ## FPL 200 and low higher ed for all others - field_names.FPL_200_SERIES: "M_EBSI", + ## FPL 200 and low higher ed for all others should no longer be M_EBSI, but rather + ## FPL_200 (there is no higher ed in narwhal) } # columns to round floats to 2 decimals diff --git a/data/data-pipeline/data_pipeline/etl/score/etl_score.py b/data/data-pipeline/data_pipeline/etl/score/etl_score.py index e85aff16..0af482b9 100644 --- a/data/data-pipeline/data_pipeline/etl/score/etl_score.py +++ b/data/data-pipeline/data_pipeline/etl/score/etl_score.py @@ -1,6 +1,5 @@ import functools from collections import namedtuple -from attr import field import numpy as np import pandas as pd diff --git a/data/data-pipeline/data_pipeline/etl/score/etl_score_geo.py b/data/data-pipeline/data_pipeline/etl/score/etl_score_geo.py index d219c306..a4b5685e 100644 --- a/data/data-pipeline/data_pipeline/etl/score/etl_score_geo.py +++ b/data/data-pipeline/data_pipeline/etl/score/etl_score_geo.py @@ -289,7 +289,7 @@ class GeoScoreETL(ExtractTransformLoad): shapefile_column_field = "shapefile_column" internal_column_name_field = "column_name" column_description_field = "column_description" - + logger.info("Creating a codebook that uses the csv names") codebook = ( pd.Series(codebook) @@ -299,7 +299,6 @@ class GeoScoreETL(ExtractTransformLoad): 0: internal_column_name_field, "index": shapefile_column_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 03923094..ab73e421 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,Percent of population not currently enrolled 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,Contains agricultural value,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),Percent of population not currently enrolled in college or graduate school (percentile),Percent of population not currently enrolled in college or graduate school (value urban only),Percent of population not currently enrolled in college or graduate school (percentile urban only),Percent of population not currently enrolled in college or graduate school (value rural only),Percent of population not currently enrolled in college or graduate school (percentile rural only),Percent of population not currently enrolled in college or graduate school (percentile urban/rural),Percent of population not currently enrolled 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),Contains agricultural value (percentile),Contains agricultural value (value urban only),Contains agricultural value (percentile urban only),Contains agricultural value (value rural only),Contains agricultural value (percentile rural only),Contains agricultural value (percentile urban/rural),Contains agricultural value (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),Exceeds FPL200 threshold,Percent higher ed enrollment rate is less than 20%,Is low income and has a low percent of higher ed students?,Greater than or equal to the 90th percentile for expected population loss,Greater than or equal to the 90th percentile for expected agricultural loss,Greater than or equal to the 90th percentile for expected building loss,At least one climate threshold exceeded,"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 energy burden,Greater than or equal to the 90th percentile for pm2.5 exposure,At least one energy threshold exceeded,"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,Greater than or equal to the 90th percentile for traffic proximity,At least one traffic threshold exceeded,"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 and the median house value is less than 90th percentile,Greater than or equal to the 90th percentile for housing burden,At least one housing threshold exceeded,"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 RMP proximity,Greater than or equal to the 90th percentile for NPL (superfund sites) proximity,Greater than or equal to the 90th percentile for proximity to hazardous waste sites,At least one pollution threshold exceeded,"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,At least one water threshold exceeded,"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,Greater than or equal to the 90th percentile for asthma,Greater than or equal to the 90th percentile for heart disease,Greater than or equal to the 90th percentile for low life expectancy,At least one health threshold exceeded,"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?",Health Factor (Definition M),Low high school education and low percent of higher ed students,Greater than or equal to the 90th percentile for unemployment,Greater than or equal to the 90th percentile for low median household income as a percent of area median income,Greater than or equal to the 90th percentile for households in linguistic isolation,Greater than or equal to the 90th percentile for households at or below 100% federal poverty level,"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?",Unemployment (percent) in 2009 for island areas (percentile),Percentage households below 100% of federal poverty line in 2009 for island areas (percentile),At least one workforce threshold exceeded,Both workforce socioeconomic indicators exceeded,Workforce Factor (Definition M),Total categories exceeded,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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1067318651421,0.959938777375042,71.0,0.9533526317781056,,,0.9533526317781056,,,,,,,1906.0,0.7240574475669483,0.523497018864787,0.6395630962236926,0.5859863870065047,0.8438907148737418,0.8318309921361502,0.8358508997153473,0.6127747416150986,0.5121883191018196,0.1843255189540058,0.6553216288775894,False,True,True,True,True,1,1,True,1,True,1,1,True,True,9,True,False,False,True,True,True,True,True,True,True,True,False,False,False,False,False,False,False,False,False,True,False,True,True,True,True,False,False,False,True,0.0804953560371517,False,0.2950894905920146,False,False,False,False,False,False,True,True,True,1,True,True,True,False,False,True,True,False,False,True,True,True,True,True,True,True,True,True,True,True,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,True,True,True,False,True,True,True,True,True,False,False,False,False,False,False,True,,,True,True,True,5,True,True,1,0.7460439723787516,False,True,True,True,0.7500818777292576,True,True,True,True,0.9394564656693726,True,True,True,True,0.6605181011067418,False,False,True,True,0.7347062877528682,False,True,True,True +GEOID10_TRACT,Persistent Poverty Census Tract,Tract-level redlining score meets or exceeds 3.25,Housing burden (percent),Share of homes with no kitchen or indoor plumbing (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,Percent of population not currently enrolled 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,Leaky underground storage tanks,Contains agricultural value,"Percent of individuals below 200% Federal Poverty Line, imputed and adjusted",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),Share of homes with no kitchen or indoor plumbing (percent) (percentile),Total population (percentile),Median household income (% of state median household income) (percentile),Current asthma among adults aged greater than or equal to 18 years (percentile),Coronary heart disease 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 (percentile),Current lack of health insurance among adults aged 18-64 years (percentile),Diagnosed diabetes 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 (percentile),Percent of individuals < 100% Federal Poverty Line (percentile),Percent of individuals < 150% Federal Poverty Line (percentile),Percent of individuals below 200% Federal Poverty Line (percentile),Area Median Income (State or metropolitan) (percentile),Median household income in the past 12 months (percentile),Energy burden (percentile),FEMA Risk Index Expected Annual Loss Score (percentile),Urban Heuristic Flag (percentile),Air toxics cancer risk (percentile),Respiratory hazard index (percentile),Diesel particulate matter exposure (percentile),PM2.5 in the air (percentile),Ozone (percentile),Traffic proximity and volume (percentile),Proximity to Risk Management Plan (RMP) facilities (percentile),Proximity to hazardous waste sites (percentile),Proximity to NPL sites (percentile),Wastewater discharge (percentile),Percent pre-1960s housing (lead paint indicator) (percentile),Individuals under 5 years old (percentile),Individuals over 64 years old (percentile),Linguistic isolation (percent) (percentile),Percent of households in linguistic isolation (percentile),Poverty (Less than 200% of federal poverty line) (percentile),Percent individuals age 25 or over with less than high school degree (percentile),Unemployment (percent) (percentile),Median value ($) of owner-occupied housing units (percentile),Percent enrollment in college or graduate school (percentile),Percent of population not currently enrolled in college or graduate school (percentile),Expected building loss rate (Natural Hazards Risk Index) (percentile),Expected agricultural loss rate (Natural Hazards Risk Index) (percentile),Expected population loss rate (Natural Hazards Risk Index) (percentile),Percent individuals age 25 or over with less than high school degree in 2009 (percentile),Percentage households below 100% of federal poverty line in 2009 (percentile),Unemployment (percent) in 2009 (percentile),Unemployment (percent) in 2010 (percentile),Percent of individuals less than 100% Federal Poverty Line in 2010 (percentile),Total population in 2009 (percentile),Summer days above 90F (percentile),Percent low access to healthy food (percentile),Percent impenetrable surface areas (percentile),Leaky underground storage tanks (percentile),Contains agricultural value (percentile),"Percent of individuals below 200% Federal Poverty Line, imputed and adjusted (percentile)",Low third grade reading proficiency (percentile),Low median household income as a percent of area median income (percentile),Low life expectancy (percentile),Low median household income as a percent of territory median income in 2009 (percentile),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,"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),Exceeds FPL200 threshold,Percent higher ed enrollment rate is less than 20%,Is low income and has a low percent of higher ed students?,Greater than or equal to the 90th percentile for expected population loss,Greater than or equal to the 90th percentile for expected agricultural loss,Greater than or equal to the 90th percentile for expected building loss,At least one climate threshold exceeded,"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 energy burden,Greater than or equal to the 90th percentile for pm2.5 exposure,At least one energy threshold exceeded,"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,Greater than or equal to the 90th percentile for traffic proximity,At least one traffic threshold exceeded,"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 and the median house value is less than 90th percentile,Greater than or equal to the 90th percentile for housing burden,At least one housing threshold exceeded,"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 RMP proximity,Greater than or equal to the 90th percentile for NPL (superfund sites) proximity,Greater than or equal to the 90th percentile for proximity to hazardous waste sites,At least one pollution threshold exceeded,"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,At least one water threshold exceeded,"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,Greater than or equal to the 90th percentile for asthma,Greater than or equal to the 90th percentile for heart disease,Greater than or equal to the 90th percentile for low life expectancy,At least one health threshold exceeded,"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?",Health Factor (Definition M),Low high school education and low percent of higher ed students,Greater than or equal to the 90th percentile for unemployment,Greater than or equal to the 90th percentile for low median household income as a percent of area median income,Greater than or equal to the 90th percentile for households in linguistic isolation,Greater than or equal to the 90th percentile for households at or below 100% federal poverty level,"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?",Unemployment (percent) in 2009 for island areas (percentile),Percentage households below 100% of federal poverty line in 2009 for island areas (percentile),At least one workforce threshold exceeded,Both workforce socioeconomic indicators exceeded,Workforce Factor (Definition M),Total categories exceeded,Definition M (communities),Any Non-Workforce Factor (Definition M),Definition M (percentile),Is low income (imputed and adjusted)?,Climate Factor (Definition N),Energy Factor (Definition N),Transportation Factor (Definition N),Tract-level redlining score meets or exceeds 3.25 and is low income,Greater than or equal to the 90th percentile for share of homes without indoor plumbing or a kitchen,Greater than or equal to the 90th percentile for share of homes with no kitchen or indoor plumbing and is low income?,Housing Factor (Definition N),Pollution Factor (Definition N),Greater than or equal to the 90th percentile for leaky underwater storage tanks,Greater than or equal to the 90th percentile for leaky underground storage tanks and is low income?,Water Factor (Definition N),Health Factor (Definition N),Workforce Factor (Definition N),Definition N (communities),Definition N (communities) (percentile) +01073001100,True,True,0.2752043596730245,0.0,4781.0,0.7327449738800064,11.2,7.2,6.7,16.6,19.3,15.1,0.150375939849624,0.318796992481203,0.3744360902255639,57447.0,37030.0,0.049,18.7674524286,1.0,40.0,0.5,0.467489734286576,9.8735797260274,43.056760130719,181.621925132718,2.0427358988323,0.702342755246247,0.134193041307899,4.45238981883771,0.168806466951973,0.035557414766785,0.203932231750679,0.0,0.0,0.374436090225563,0.0821917808219178,0.0092071611253196,85500.0,0.0890751899397432,0.9109248100602568,0.0004047858,5.6328e-05,2.8039e-06,,,,0.1536983669548511,0.3189099613330878,,62.666668,0.068036923,0.171,1.96440511031451,1.0,0.2853609002858206,58.143433,0.6445941476491375,70.3,,0.6466760729305078,0.2159833426939357,0.6290185267766651,0.2601978513507951,0.8509696039125366,0.7264920810941454,0.4789587420739856,0.6191105803406409,0.965388552418323,0.697012994398476,0.6204255784694491,0.7319894972922707,0.6305043487774192,0.3145069836211475,0.1524256393370651,0.864954517474865,0.6038301323911519,0.5972204988211937,0.9070825388177608,0.8818509942794879,0.8407790792699537,0.8257128232087766,0.5755156814188676,0.3920895082932574,0.9007580978635424,0.4820205132363076,0.7531654977635437,0.9619599422457518,0.3979135417088958,0.1737408953933055,0.7659355954649262,0.1287706711725437,0.13169416629505,0.6347481790786611,0.4189065592792301,0.029797296373751,0.1130218397675614,0.7459773722926589,0.2540362752992234,0.7846412062513758,0.2153147384849333,0.6143028498159407,,,,0.9349594607528132,0.8950599559730369,,0.7537922665342821,0.8019598155467721,0.4126953421856217,0.521114579532709,0.6564635202573585,0.607629501459933,0.990724418702258,0.8218135517196475,0.97046998263836,,4781.0,0.5268273691789456,0.2659001757065985,0.37236445479144,0.3561490540102585,0.6991635185636083,0.7371717708813507,0.7245023534421032,0.3642567544008492,0.2639048758205974,False,False,True,False,True,1,1,True,1,True,1,1,True,True,0,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,0.1536983669548511,False,0.3189099613330878,False,False,False,False,False,False,False,False,False,0,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,,,False,False,False,0.0,False,False,0,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,0 +01073001400,True,True,0.1823529411764705,0.0047058823529411,1946.0,0.7136694633528574,11.1,9.1,7.3,21.4,22.4,17.4,0.2816032887975334,0.3679342240493319,0.4835560123329907,57447.0,36066.0,0.07,17.3011023381,1.0,40.0,0.6,0.655319095139786,9.945103013698628,43.1266823529412,3260.33374354854,1.81915896353987,3.34035680534013,0.214095348702766,0.103297800913177,0.647212543554006,0.054984583761562,0.189105858170606,0.0245098039215686,0.024509803921569,0.48355601233299,0.1742543171114599,0.1150121065375302,67800.0,0.0771549125979505,0.9228450874020494,0.0008951111,5.1282e-06,2.3791e-06,,,,0.0804953560371517,0.2950894905920146,,61.666668,0.087159691,0.34900002,3.16184976454882,1.0,0.4064010997350401,93.77919,0.6278134628440127,71.0,,0.3421186011150532,0.5051574635963891,0.0916001135119795,0.240302951305517,0.8385794307486707,0.9217563763541756,0.6048579715089994,0.7894025988796952,0.9878088657624612,0.8447283118655634,0.8689486351950112,0.8013648049887862,0.7892483999781194,0.3145069836211475,0.1404620788058391,0.970802270706518,0.5282998116553705,0.5972204988211937,0.9070825388177608,0.9704848815036776,0.9380686461454644,0.8391046304110233,0.5827649654828936,0.9563394697362702,0.8799745949379062,0.800259455953298,0.8653801975648978,0.8431750027766466,0.8462723476709774,0.471128768530155,0.6930041485925866,0.5867081244286861,0.5847015580870529,0.7916514641694031,0.7516347007030237,0.9067399297439892,0.0522639122516786,0.6434566620719774,0.356556985519905,0.9166162227602904,0.0865380767537716,0.558933421571466,,,,0.6917513228236646,0.8737301229199994,,0.7501654807214959,0.8647617479139218,0.6268497920495212,0.6418426778016514,0.6564635202573585,0.7883908294582027,0.9537899773356836,0.8364273002184828,0.959938777375042,,1946.0,0.7716430824362135,0.5950327113320798,0.6753692507637045,0.5836136805171427,0.8470123197807451,0.8656408553495148,0.8594313434932582,0.6294914656404236,0.5410046960328895,False,True,True,True,True,1,1,True,1,True,1,1,True,True,9,True,False,False,True,True,False,True,True,True,True,True,False,False,False,False,False,False,False,False,False,True,False,True,True,True,True,False,False,False,True,0.0804953560371517,False,0.2950894905920146,False,False,False,False,False,False,True,True,True,1,True,True,True,False,False,True,True,False,False,True,True,True,False,True,False,True,True,True,True,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,True,True,True,False,True,True,True,True,True,False,False,False,False,False,False,True,,,True,True,True,6.0,True,True,1,True,True,True,True,True,False,False,True,False,False,False,False,True,True,True,1 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 56450cef..424797a9 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 1c5518ad..905e4f37 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 f0696bdf..e76c6142 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/etl/score/tests/snapshots/tile_data_expected.pkl b/data/data-pipeline/data_pipeline/etl/score/tests/snapshots/tile_data_expected.pkl index c458baf2..16923f31 100644 Binary files a/data/data-pipeline/data_pipeline/etl/score/tests/snapshots/tile_data_expected.pkl and b/data/data-pipeline/data_pipeline/etl/score/tests/snapshots/tile_data_expected.pkl differ diff --git a/data/data-pipeline/data_pipeline/etl/sources/census_acs/etl.py b/data/data-pipeline/data_pipeline/etl/sources/census_acs/etl.py index 5fdcc70d..41b79422 100644 --- a/data/data-pipeline/data_pipeline/etl/sources/census_acs/etl.py +++ b/data/data-pipeline/data_pipeline/etl/sources/census_acs/etl.py @@ -238,6 +238,7 @@ class CensusACSETL(ExtractTransformLoad): self.df: pd.DataFrame + # pylint: disable=too-many-arguments def _merge_geojson( self, df: pd.DataFrame, diff --git a/data/data-pipeline/data_pipeline/etl/sources/census_acs/etl_imputations.py b/data/data-pipeline/data_pipeline/etl/sources/census_acs/etl_imputations.py index c0c6f6ec..048ab872 100644 --- a/data/data-pipeline/data_pipeline/etl/sources/census_acs/etl_imputations.py +++ b/data/data-pipeline/data_pipeline/etl/sources/census_acs/etl_imputations.py @@ -1,10 +1,11 @@ from typing import List, NamedTuple import pandas as pd import geopandas as gpd -import numpy as np from data_pipeline.utils import get_module_logger +# pylint: disable=unsubscriptable-object + logger = get_module_logger(__name__) diff --git a/data/data-pipeline/data_pipeline/score/score_narwhal.py b/data/data-pipeline/data_pipeline/score/score_narwhal.py index 0de2dcd0..e729134e 100644 --- a/data/data-pipeline/data_pipeline/score/score_narwhal.py +++ b/data/data-pipeline/data_pipeline/score/score_narwhal.py @@ -1,5 +1,4 @@ from typing import Tuple -from attr import field import numpy as np import pandas as pd diff --git a/data/data-pipeline/data_pipeline/score/score_runner.py b/data/data-pipeline/data_pipeline/score/score_runner.py index c1838ca1..e3db6c39 100644 --- a/data/data-pipeline/data_pipeline/score/score_runner.py +++ b/data/data-pipeline/data_pipeline/score/score_runner.py @@ -2,7 +2,6 @@ import pandas as pd from data_pipeline.score.score_a import ScoreA from data_pipeline.score.score_b import ScoreB from data_pipeline.score.score_c import ScoreC -from data_pipeline.score.score_d import ScoreD from data_pipeline.score.score_f import ScoreF from data_pipeline.score.score_g import ScoreG from data_pipeline.score.score_h import ScoreH @@ -11,7 +10,6 @@ from data_pipeline.score.score_k import ScoreK from data_pipeline.score.score_l import ScoreL from data_pipeline.score.score_m import ScoreM from data_pipeline.score.score_narwhal import ScoreNarwhal -from data_pipeline.score import field_names from data_pipeline.utils import get_module_logger diff --git a/data/data-pipeline/data_pipeline/tests/sources/example/test_etl.py b/data/data-pipeline/data_pipeline/tests/sources/example/test_etl.py index bef9f7c3..e4c8305f 100644 --- a/data/data-pipeline/data_pipeline/tests/sources/example/test_etl.py +++ b/data/data-pipeline/data_pipeline/tests/sources/example/test_etl.py @@ -1,4 +1,4 @@ -# pylint: disable=protected-access,unsubscriptable-object +# pylint: disable=protected-access, unsubscriptable-object, unnecessary-dunder-call import copy import os import pathlib diff --git a/data/data-pipeline/poetry.lock b/data/data-pipeline/poetry.lock index 174cfc98..4d3952e9 100644 --- a/data/data-pipeline/poetry.lock +++ b/data/data-pipeline/poetry.lock @@ -50,7 +50,7 @@ tests = ["pytest"] [[package]] name = "astroid" -version = "2.11.3" +version = "2.11.7" description = "An abstract syntax tree for Python with inference support." category = "main" optional = false @@ -63,7 +63,7 @@ wrapt = ">=1.11,<2" [[package]] name = "atomicwrites" -version = "1.4.0" +version = "1.4.1" description = "Atomic file writes." category = "dev" optional = false @@ -71,17 +71,17 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" [[package]] name = "attrs" -version = "21.4.0" +version = "22.1.0" description = "Classes Without Boilerplate" category = "main" optional = false -python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" +python-versions = ">=3.5" [package.extras] -dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"] -docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"] -tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"] -tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"] +tests_no_zope = ["cloudpickle", "pytest-mypy-plugins", "mypy (>=0.900,!=0.940)", "pytest (>=4.3.0)", "pympler", "hypothesis", "coverage[toml] (>=5.0.2)"] +tests = ["cloudpickle", "zope.interface", "pytest-mypy-plugins", "mypy (>=0.900,!=0.940)", "pytest (>=4.3.0)", "pympler", "hypothesis", "coverage[toml] (>=5.0.2)"] +docs = ["sphinx-notfound-page", "zope.interface", "sphinx", "furo"] +dev = ["cloudpickle", "pre-commit", "sphinx-notfound-page", "sphinx", "furo", "zope.interface", "pytest-mypy-plugins", "mypy (>=0.900,!=0.940)", "pytest (>=4.3.0)", "pympler", "hypothesis", "coverage[toml] (>=5.0.2)"] [[package]] name = "backcall" @@ -134,7 +134,7 @@ uvloop = ["uvloop (>=0.15.2)"] [[package]] name = "bleach" -version = "5.0.0" +version = "5.0.1" description = "An easy safelist-based HTML-sanitizing tool." category = "main" optional = false @@ -145,8 +145,8 @@ six = ">=1.9.0" webencodings = "*" [package.extras] -css = ["tinycss2 (>=1.1.0)"] -dev = ["pip-tools (==6.5.1)", "pytest (==7.1.1)", "flake8 (==4.0.1)", "tox (==3.24.5)", "sphinx (==4.3.2)", "twine (==4.0.0)", "wheel (==0.37.1)", "hashin (==0.17.0)", "black (==22.3.0)", "mypy (==0.942)"] +css = ["tinycss2 (>=1.1.0,<1.2)"] +dev = ["build (==0.8.0)", "flake8 (==4.0.1)", "hashin (==0.17.0)", "pip-tools (==6.6.2)", "pytest (==7.1.2)", "Sphinx (==4.3.2)", "tox (==3.25.0)", "twine (==4.0.1)", "wheel (==0.37.1)", "black (==22.3.0)", "mypy (==0.961)"] [[package]] name = "censusdata" @@ -162,15 +162,15 @@ requests = "*" [[package]] name = "certifi" -version = "2021.10.8" +version = "2022.6.15" description = "Python package for providing Mozilla's CA Bundle." category = "main" optional = false -python-versions = "*" +python-versions = ">=3.6" [[package]] name = "cffi" -version = "1.15.0" +version = "1.15.1" description = "Foreign Function Interface for Python calling C code." category = "main" optional = false @@ -181,11 +181,11 @@ pycparser = "*" [[package]] name = "charset-normalizer" -version = "2.0.12" +version = "2.1.0" description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet." category = "main" optional = false -python-versions = ">=3.5.0" +python-versions = ">=3.6.0" [package.extras] unicode_backport = ["unicodedata2"] @@ -231,7 +231,7 @@ test = ["pytest-cov"] [[package]] name = "colorama" -version = "0.4.4" +version = "0.4.5" description = "Cross-platform colored terminal text." category = "main" optional = false @@ -259,7 +259,7 @@ python-versions = ">=3.6" [[package]] name = "debugpy" -version = "1.6.0" +version = "1.6.2" description = "An implementation of the Debug Adapter Protocol for Python" category = "main" optional = false @@ -283,18 +283,18 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" [[package]] name = "dill" -version = "0.3.4" +version = "0.3.5.1" description = "serialize all of python" category = "main" optional = false -python-versions = ">=2.7, !=3.0.*" +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*" [package.extras] graph = ["objgraph (>=1.7.2)"] [[package]] name = "distlib" -version = "0.3.4" +version = "0.3.5" description = "Distribution utilities" category = "dev" optional = false @@ -302,7 +302,7 @@ python-versions = "*" [[package]] name = "dparse" -version = "0.5.1" +version = "0.5.2" description = "A parser for Python dependency files" category = "dev" optional = false @@ -310,29 +310,29 @@ python-versions = ">=3.5" [package.dependencies] packaging = "*" -pyyaml = "*" toml = "*" [package.extras] pipenv = ["pipenv"] +conda = ["pyyaml"] [[package]] name = "dynaconf" -version = "3.1.8" +version = "3.1.9" description = "The dynamic configurator for your Python Project" category = "main" optional = false python-versions = ">=3.7" [package.extras] -all = ["redis", "ruamel.yaml", "configobj", "hvac"] -configobj = ["configobj"] -ini = ["configobj"] -redis = ["redis"] -test = ["pytest", "pytest-cov", "pytest-xdist", "pytest-mock", "flake8", "pep8-naming", "flake8-debugger", "flake8-print", "flake8-todo", "radon", "flask (>=0.12)", "django", "python-dotenv", "toml", "codecov", "redis", "hvac", "configobj"] -toml = ["toml"] -vault = ["hvac"] yaml = ["ruamel.yaml"] +vault = ["hvac"] +toml = ["toml"] +test = ["configobj", "hvac", "redis", "codecov", "toml", "python-dotenv", "django", "flask (>=0.12)", "radon", "flake8-todo", "flake8-print", "flake8-debugger", "pep8-naming", "flake8", "pytest-mock", "pytest-xdist", "pytest-cov", "pytest"] +redis = ["redis"] +ini = ["configobj"] +configobj = ["configobj"] +all = ["hvac", "configobj", "ruamel.yaml", "redis"] [[package]] name = "entrypoints" @@ -352,7 +352,7 @@ python-versions = ">=3.6" [[package]] name = "fastjsonschema" -version = "2.15.3" +version = "2.16.1" description = "Fastest Python implementation of JSON schema" category = "main" optional = false @@ -363,15 +363,15 @@ devel = ["colorama", "jsonschema", "json-spec", "pylint", "pytest", "pytest-benc [[package]] name = "filelock" -version = "3.6.0" +version = "3.8.0" description = "A platform independent file lock." category = "dev" optional = false python-versions = ">=3.7" [package.extras] -docs = ["furo (>=2021.8.17b43)", "sphinx (>=4.1)", "sphinx-autodoc-typehints (>=1.12)"] -testing = ["covdefaults (>=1.2.0)", "coverage (>=4)", "pytest (>=4)", "pytest-cov", "pytest-timeout (>=1.4.2)"] +docs = ["furo (>=2022.6.21)", "sphinx (>=5.1.1)", "sphinx-autodoc-typehints (>=1.19.1)"] +testing = ["covdefaults (>=2.2)", "coverage (>=6.4.2)", "pytest (>=7.1.2)", "pytest-cov (>=3)", "pytest-timeout (>=2.1)"] [[package]] name = "fiona" @@ -411,7 +411,7 @@ pyflakes = ">=2.3.0,<2.4.0" [[package]] name = "fonttools" -version = "4.33.3" +version = "4.34.4" description = "Tools to manipulate font files" category = "main" optional = false @@ -455,7 +455,7 @@ python-versions = ">=3.5" [[package]] name = "importlib-resources" -version = "5.7.1" +version = "5.9.0" description = "Read resources from Python packages" category = "main" optional = false @@ -465,8 +465,8 @@ python-versions = ">=3.7" zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""} [package.extras] -docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"] -testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"] +docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "jaraco.tidelift (>=1.4)"] +testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"] [[package]] name = "iniconfig" @@ -491,7 +491,7 @@ toml = {version = ">=0.10.2", markers = "python_version > \"3.6\""} [[package]] name = "ipykernel" -version = "6.13.0" +version = "6.15.1" description = "IPython Kernel for Jupyter" category = "main" optional = false @@ -506,15 +506,16 @@ matplotlib-inline = ">=0.1" nest-asyncio = "*" packaging = "*" psutil = "*" +pyzmq = ">=17" tornado = ">=6.1" traitlets = ">=5.1.0" [package.extras] -test = ["pytest (>=6.0)", "pytest-cov", "flaky", "ipyparallel", "pre-commit", "pytest-timeout"] +test = ["pytest (>=6.0)", "pytest-timeout", "pytest-cov", "pre-commit", "ipyparallel", "flaky"] [[package]] name = "ipython" -version = "7.32.0" +version = "7.34.0" description = "IPython: Productive Interactive Computing" category = "main" optional = false @@ -534,15 +535,15 @@ pygments = "*" traitlets = ">=4.2" [package.extras] -all = ["Sphinx (>=1.3)", "ipykernel", "ipyparallel", "ipywidgets", "nbconvert", "nbformat", "nose (>=0.10.1)", "notebook", "numpy (>=1.17)", "pygments", "qtconsole", "requests", "testpath"] -doc = ["Sphinx (>=1.3)"] -kernel = ["ipykernel"] -nbconvert = ["nbconvert"] -nbformat = ["nbformat"] -notebook = ["notebook", "ipywidgets"] -parallel = ["ipyparallel"] +test = ["numpy (>=1.17)", "ipykernel", "nbformat", "pygments", "testpath", "requests", "nose (>=0.10.1)"] qtconsole = ["qtconsole"] -test = ["nose (>=0.10.1)", "requests", "testpath", "pygments", "nbformat", "ipykernel", "numpy (>=1.17)"] +parallel = ["ipyparallel"] +notebook = ["ipywidgets", "notebook"] +nbformat = ["nbformat"] +nbconvert = ["nbconvert"] +kernel = ["ipykernel"] +doc = ["Sphinx (>=1.3)"] +all = ["testpath", "requests", "qtconsole", "pygments", "numpy (>=1.17)", "notebook", "nose (>=0.10.1)", "nbformat", "nbconvert", "ipywidgets", "ipyparallel", "ipykernel", "Sphinx (>=1.3)"] [[package]] name = "ipython-genutils" @@ -554,7 +555,7 @@ python-versions = "*" [[package]] name = "ipywidgets" -version = "7.7.0" +version = "7.7.1" description = "IPython HTML widgets for Jupyter" category = "main" optional = false @@ -565,12 +566,11 @@ ipykernel = ">=4.5.1" ipython = {version = ">=4.0.0", markers = "python_version >= \"3.3\""} ipython-genutils = ">=0.2.0,<0.3.0" jupyterlab-widgets = {version = ">=1.0.0", markers = "python_version >= \"3.6\""} -nbformat = ">=4.2.0" traitlets = ">=4.3.1" widgetsnbextension = ">=3.6.0,<3.7.0" [package.extras] -test = ["pytest (>=3.6.0)", "pytest-cov", "mock"] +test = ["mock", "pytest-cov", "pytest (>=3.6.0)"] [[package]] name = "isort" @@ -611,7 +611,7 @@ python-versions = "*" [[package]] name = "jinja2" -version = "3.1.1" +version = "3.1.2" description = "A very fast and expressive template engine." category = "main" optional = false @@ -625,7 +625,7 @@ i18n = ["Babel (>=2.7)"] [[package]] name = "jsonschema" -version = "4.4.0" +version = "4.9.1" description = "An implementation of JSON Schema validation for Python" category = "main" optional = false @@ -634,11 +634,12 @@ python-versions = ">=3.7" [package.dependencies] attrs = ">=17.4.0" importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""} +pkgutil-resolve-name = {version = ">=1.3.10", markers = "python_version < \"3.9\""} pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2" [package.extras] -format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"] -format_nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"] +format-nongpl = ["webcolors (>=1.11)", "uri-template", "rfc3986-validator (>0.1.0)", "rfc3339-validator", "jsonpointer (>1.13)", "isoduration", "idna", "fqdn"] +format = ["webcolors (>=1.11)", "uri-template", "rfc3987", "rfc3339-validator", "jsonpointer (>1.13)", "isoduration", "idna", "fqdn"] [[package]] name = "jupyter" @@ -658,7 +659,7 @@ qtconsole = "*" [[package]] name = "jupyter-client" -version = "7.3.0" +version = "7.3.4" description = "Jupyter protocol implementation and client libraries" category = "main" optional = false @@ -669,21 +670,21 @@ entrypoints = "*" jupyter-core = ">=4.9.2" nest-asyncio = ">=1.5.4" python-dateutil = ">=2.8.2" -pyzmq = ">=22.3" +pyzmq = ">=23.0" tornado = ">=6.0" traitlets = "*" [package.extras] -doc = ["ipykernel", "myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"] -test = ["codecov", "coverage", "ipykernel (>=6.5)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"] +test = ["pytest-timeout", "pytest-cov", "pytest-asyncio (>=0.18)", "pytest", "pre-commit", "mypy", "ipython", "ipykernel (>=6.5)", "coverage", "codecov"] +doc = ["sphinxcontrib-github-alt", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "myst-parser", "ipykernel"] [[package]] name = "jupyter-console" -version = "6.4.3" +version = "6.4.4" description = "Jupyter terminal console" category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" [package.dependencies] ipykernel = "*" @@ -697,7 +698,7 @@ test = ["pexpect"] [[package]] name = "jupyter-contrib-core" -version = "0.3.3" +version = "0.4.0" description = "Common utilities for jupyter-contrib projects." category = "main" optional = false @@ -710,7 +711,7 @@ tornado = "*" traitlets = "*" [package.extras] -testing_utils = ["nose", "mock"] +testing_utils = ["mock", "nose"] [[package]] name = "jupyter-contrib-nbextensions" @@ -739,7 +740,7 @@ test = ["nbformat", "nose", "pip", "requests", "mock"] [[package]] name = "jupyter-core" -version = "4.10.0" +version = "4.11.1" description = "Jupyter core package. A base package on which Jupyter projects rely." category = "main" optional = false @@ -750,7 +751,7 @@ pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_ traitlets = "*" [package.extras] -test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"] +test = ["pytest-timeout", "pytest-cov", "pytest", "pre-commit", "ipykernel"] [[package]] name = "jupyter-highlight-selected-word" @@ -777,22 +778,22 @@ traitlets = ">=4.1" [[package]] name = "jupyter-nbextensions-configurator" -version = "0.4.1" +version = "0.5.0" description = "jupyter serverextension providing configuration interfaces for nbextensions." category = "main" optional = false python-versions = "*" [package.dependencies] -jupyter_contrib_core = ">=0.3.3" -jupyter_core = "*" -notebook = ">=4.0" +jupyter-contrib-core = ">=0.3.3" +jupyter-core = "*" +notebook = ">=6.0" pyyaml = "*" tornado = "*" traitlets = "*" [package.extras] -test = ["jupyter-contrib-core", "nose", "requests", "selenium", "mock"] +test = ["mock", "selenium", "requests", "nose", "jupyter-contrib-core"] [[package]] name = "jupyterlab-pygments" @@ -804,7 +805,7 @@ python-versions = ">=3.7" [[package]] name = "jupyterlab-widgets" -version = "1.1.0" +version = "1.1.1" description = "A JupyterLab extension." category = "main" optional = false @@ -812,7 +813,7 @@ python-versions = ">=3.6" [[package]] name = "kiwisolver" -version = "1.4.2" +version = "1.4.4" description = "A fast implementation of the Cassowary constraint solver" category = "main" optional = false @@ -848,10 +849,10 @@ optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, != 3.4.*" [package.extras] -cssselect = ["cssselect (>=0.7)"] -html5 = ["html5lib"] -htmlsoup = ["beautifulsoup4"] source = ["Cython (>=0.29.7)"] +htmlsoup = ["beautifulsoup4"] +html5 = ["html5lib"] +cssselect = ["cssselect (>=0.7)"] [[package]] name = "markupsafe" @@ -863,24 +864,24 @@ python-versions = ">=3.7" [[package]] name = "marshmallow" -version = "3.15.0" +version = "3.17.0" description = "A lightweight library for converting complex datatypes to and from native Python datatypes." category = "main" optional = false python-versions = ">=3.7" [package.dependencies] -packaging = "*" +packaging = ">=17.0" [package.extras] -dev = ["pytest", "pytz", "simplejson", "mypy (==0.940)", "flake8 (==4.0.1)", "flake8-bugbear (==22.1.11)", "pre-commit (>=2.4,<3.0)", "tox"] -docs = ["sphinx (==4.4.0)", "sphinx-issues (==3.0.1)", "alabaster (==0.7.12)", "sphinx-version-warning (==1.1.2)", "autodocsumm (==0.2.7)"] -lint = ["mypy (==0.940)", "flake8 (==4.0.1)", "flake8-bugbear (==22.1.11)", "pre-commit (>=2.4,<3.0)"] +dev = ["pytest", "pytz", "simplejson", "mypy (==0.961)", "flake8 (==4.0.1)", "flake8-bugbear (==22.6.22)", "pre-commit (>=2.4,<3.0)", "tox"] +docs = ["sphinx (==4.5.0)", "sphinx-issues (==3.0.1)", "alabaster (==0.7.12)", "sphinx-version-warning (==1.1.2)", "autodocsumm (==0.2.8)"] +lint = ["mypy (==0.961)", "flake8 (==4.0.1)", "flake8-bugbear (==22.6.22)", "pre-commit (>=2.4,<3.0)"] tests = ["pytest", "pytz", "simplejson"] [[package]] name = "marshmallow-dataclass" -version = "8.5.7" +version = "8.5.8" description = "Python library to convert dataclasses into marshmallow schemas." category = "main" optional = false @@ -891,12 +892,12 @@ marshmallow = ">=3.13.0,<4.0" typing-inspect = ">=0.7.1" [package.extras] -dev = ["marshmallow-enum", "typeguard", "pre-commit (>=2.17,<3.0)", "sphinx", "pytest (>=5.4)", "pytest-mypy-plugins (>=1.2.0)", "typing-extensions (>=3.7.2)"] -docs = ["sphinx"] -enum = ["marshmallow-enum"] -lint = ["pre-commit (>=2.17,<3.0)"] -tests = ["pytest (>=5.4)", "pytest-mypy-plugins (>=1.2.0)", "typing-extensions (>=3.7.2)"] union = ["typeguard"] +tests = ["typing-extensions (>=3.7.2)", "pytest-mypy-plugins (>=1.2.0)", "pytest (>=5.4)"] +lint = ["pre-commit (>=2.17,<3.0)"] +enum = ["marshmallow-enum"] +docs = ["sphinx"] +dev = ["typing-extensions (>=3.7.2)", "pytest-mypy-plugins (>=1.2.0)", "pytest (>=5.4)", "sphinx", "pre-commit (>=2.17,<3.0)", "typeguard", "marshmallow-enum"] [[package]] name = "marshmallow-enum" @@ -911,7 +912,7 @@ marshmallow = ">=2.0.0" [[package]] name = "matplotlib" -version = "3.5.1" +version = "3.5.3" description = "Python plotting package" category = "main" optional = false @@ -926,7 +927,7 @@ packaging = ">=20.0" pillow = ">=6.2.0" pyparsing = ">=2.2.1" python-dateutil = ">=2.7" -setuptools_scm = ">=4" +setuptools_scm = ">=4,<7" [[package]] name = "matplotlib-inline" @@ -1008,7 +1009,7 @@ ipython = "*" [[package]] name = "nbclient" -version = "0.6.0" +version = "0.6.6" description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor." category = "main" optional = false @@ -1018,15 +1019,15 @@ python-versions = ">=3.7.0" jupyter-client = ">=6.1.5" nbformat = ">=5.0" nest-asyncio = "*" -traitlets = ">=5.0.0" +traitlets = ">=5.2.2" [package.extras] -sphinx = ["mock", "moto", "myst-parser", "Sphinx (>=1.7)", "sphinx-book-theme"] +sphinx = ["autodoc-traits", "mock", "moto", "myst-parser", "Sphinx (>=1.7)", "sphinx-book-theme"] test = ["black", "check-manifest", "flake8", "ipykernel", "ipython (<8.0.0)", "ipywidgets (<8.0.0)", "mypy", "pip (>=18.1)", "pre-commit", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "setuptools (>=60.0)", "testpath", "twine (>=1.11.0)", "xmltodict"] [[package]] name = "nbconvert" -version = "6.5.0" +version = "6.5.3" description = "Converting Jupyter Notebooks" category = "main" optional = false @@ -1040,6 +1041,7 @@ entrypoints = ">=0.2.2" jinja2 = ">=3.0" jupyter-core = ">=4.7" jupyterlab-pygments = "*" +lxml = "*" MarkupSafe = ">=2.0" mistune = ">=0.8.1,<2" nbclient = ">=0.5.0" @@ -1059,7 +1061,7 @@ webpdf = ["pyppeteer (>=1,<1.1)"] [[package]] name = "nbformat" -version = "5.3.0" +version = "5.4.0" description = "The Jupyter Notebook format" category = "main" optional = false @@ -1069,7 +1071,7 @@ python-versions = ">=3.7" fastjsonschema = "*" jsonschema = ">=2.6" jupyter-core = "*" -traitlets = ">=4.1" +traitlets = ">=5.1" [package.extras] test = ["check-manifest", "testpath", "pytest", "pre-commit"] @@ -1108,13 +1110,13 @@ tornado = ">=6.1" traitlets = ">=4.2.1" [package.extras] -docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"] +test = ["requests-unixsocket", "pytest-cov", "selenium", "nbval", "testpath", "requests", "coverage", "pytest"] json-logging = ["json-logging"] -test = ["pytest", "coverage", "requests", "testpath", "nbval", "selenium", "pytest-cov", "requests-unixsocket"] +docs = ["myst-parser", "sphinx-rtd-theme", "sphinxcontrib-github-alt", "nbsphinx", "sphinx"] [[package]] name = "numpy" -version = "1.22.3" +version = "1.23.1" description = "NumPy is the fundamental package for array computing with Python." category = "main" optional = false @@ -1122,7 +1124,7 @@ python-versions = ">=3.8" [[package]] name = "openpyxl" -version = "3.0.9" +version = "3.0.10" description = "A Python library to read/write Excel 2010 xlsx/xlsm files" category = "dev" optional = false @@ -1144,7 +1146,7 @@ pyparsing = ">=2.0.2,<3.0.5 || >3.0.5" [[package]] name = "pandas" -version = "1.4.2" +version = "1.4.3" description = "Powerful data structures for data analysis, time series, and statistics" category = "main" optional = false @@ -1152,16 +1154,16 @@ python-versions = ">=3.8" [package.dependencies] numpy = [ - {version = ">=1.18.5", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""}, - {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""}, - {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""}, {version = ">=1.21.0", markers = "python_version >= \"3.10\""}, + {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""}, + {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""}, + {version = ">=1.18.5", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""}, ] python-dateutil = ">=2.8.1" pytz = ">=2020.1" [package.extras] -test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"] +test = ["pytest-xdist (>=1.31)", "pytest (>=6.0)", "hypothesis (>=5.5.3)"] [[package]] name = "pandas-vet" @@ -1260,6 +1262,14 @@ category = "main" optional = false python-versions = ">=3.7" +[[package]] +name = "pkgutil-resolve-name" +version = "1.3.10" +description = "Resolve a name to an object." +category = "main" +optional = false +python-versions = ">=3.6" + [[package]] name = "platformdirs" version = "2.5.2" @@ -1297,7 +1307,7 @@ twisted = ["twisted"] [[package]] name = "prompt-toolkit" -version = "3.0.29" +version = "3.0.30" description = "Library for building powerful interactive command lines in Python" category = "main" optional = false @@ -1308,14 +1318,14 @@ wcwidth = "*" [[package]] name = "psutil" -version = "5.9.0" +version = "5.9.1" description = "Cross-platform lib for process and system monitoring in Python." category = "main" optional = false -python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" [package.extras] -test = ["ipaddress", "mock", "unittest2", "enum34", "pywin32", "wmi"] +test = ["wmi", "pywin32", "enum34", "mock", "ipaddress"] [[package]] name = "ptyprocess" @@ -1351,8 +1361,8 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" [[package]] name = "pydantic" -version = "1.9.0" -description = "Data validation and settings management using python 3.6 type hinting" +version = "1.9.2" +description = "Data validation and settings management using python type hints" category = "main" optional = false python-versions = ">=3.6.1" @@ -1382,43 +1392,45 @@ python-versions = ">=3.6" [[package]] name = "pylint" -version = "2.13.7" +version = "2.14.5" description = "python code static checker" category = "main" optional = false -python-versions = ">=3.6.2" +python-versions = ">=3.7.2" [package.dependencies] -astroid = ">=2.11.3,<=2.12.0-dev0" -colorama = {version = "*", markers = "sys_platform == \"win32\""} +astroid = ">=2.11.6,<=2.12.0-dev0" +colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""} dill = ">=0.2" isort = ">=4.2.5,<6" mccabe = ">=0.6,<0.8" platformdirs = ">=2.2.0" tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""} +tomlkit = ">=0.10.1" typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""} [package.extras] -testutil = ["gitpython (>3)"] +spelling = ["pyenchant (>=3.2,<4.0)"] +testutils = ["gitpython (>3)"] [[package]] name = "pypandoc" -version = "1.7.5" +version = "1.8.1" description = "Thin wrapper for pandoc." category = "main" optional = false -python-versions = "^2.7 || ^3.6" +python-versions = ">=3.6" [[package]] name = "pyparsing" -version = "3.0.8" +version = "3.0.9" description = "pyparsing module - Classes and methods to define and execute parsing grammars" category = "main" optional = false python-versions = ">=3.6.8" [package.extras] -diagrams = ["railroad-diagrams", "jinja2"] +diagrams = ["jinja2", "railroad-diagrams"] [[package]] name = "pyproj" @@ -1462,7 +1474,7 @@ testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xm [[package]] name = "pytest-mock" -version = "3.7.0" +version = "3.8.2" description = "Thin-wrapper around the mock package for easier use with pytest" category = "dev" optional = false @@ -1472,7 +1484,7 @@ python-versions = ">=3.7" pytest = ">=5.0" [package.extras] -dev = ["pre-commit", "tox", "pytest-asyncio"] +dev = ["pytest-asyncio", "tox", "pre-commit"] [[package]] name = "pytest-snapshot" @@ -1506,7 +1518,7 @@ python-versions = "*" [[package]] name = "pywin32" -version = "303" +version = "304" description = "Python for Window Extensions" category = "main" optional = false @@ -1514,7 +1526,7 @@ python-versions = "*" [[package]] name = "pywinpty" -version = "2.0.5" +version = "2.0.7" description = "Pseudo terminal support for Windows from Python." category = "main" optional = false @@ -1530,7 +1542,7 @@ python-versions = ">=3.6" [[package]] name = "pyzmq" -version = "22.3.0" +version = "23.2.0" description = "Python bindings for 0MQ" category = "main" optional = false @@ -1542,7 +1554,7 @@ py = {version = "*", markers = "implementation_name == \"pypy\""} [[package]] name = "qtconsole" -version = "5.3.0" +version = "5.3.1" description = "Jupyter Qt console" category = "main" optional = false @@ -1556,43 +1568,43 @@ jupyter-core = "*" pygments = "*" pyzmq = ">=17.1" qtpy = ">=2.0.1" -traitlets = "*" +traitlets = "<5.2.1 || >5.2.1,<5.2.2 || >5.2.2" [package.extras] +test = ["pytest-qt", "pytest", "flaky"] doc = ["Sphinx (>=1.3)"] -test = ["flaky", "pytest", "pytest-qt"] [[package]] name = "qtpy" -version = "2.0.1" +version = "2.2.0" description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6)." category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" [package.dependencies] packaging = "*" [package.extras] -test = ["pytest (>=6.0.0)", "pytest-cov (>=3.0.0)", "pytest-qt"] +test = ["pytest-qt", "pytest-cov (>=3.0.0)", "pytest (>=6,!=7.0.0,!=7.0.1)"] [[package]] name = "requests" -version = "2.27.1" +version = "2.28.1" description = "Python HTTP for Humans." category = "main" optional = false -python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*" +python-versions = ">=3.7, <4" [package.dependencies] certifi = ">=2017.4.17" -charset-normalizer = {version = ">=2.0.0,<2.1.0", markers = "python_version >= \"3\""} -idna = {version = ">=2.5,<4", markers = "python_version >= \"3\""} +charset-normalizer = ">=2,<3" +idna = ">=2.5,<4" urllib3 = ">=1.21.1,<1.27" [package.extras] -socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"] -use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"] +use_chardet_on_py3 = ["chardet (>=3.0.2,<6)"] +socks = ["PySocks (>=1.5.6,!=1.5.7)"] [[package]] name = "safety" @@ -1635,15 +1647,15 @@ scipy = ">=1.0" [[package]] name = "semantic-version" -version = "2.9.0" +version = "2.10.0" description = "A library implementing the 'SemVer' scheme." category = "dev" optional = false python-versions = ">=2.7" [package.extras] -dev = ["Django (>=1.11)", "nose2", "tox", "check-manifest", "coverage", "flake8", "wheel", "zest.releaser", "readme-renderer (<25.0)", "colorama (<=0.4.1)"] -doc = ["sphinx", "sphinx-rtd-theme"] +doc = ["sphinx-rtd-theme", "sphinx"] +dev = ["colorama (<=0.4.1)", "readme-renderer (<25.0)", "zest.releaser", "wheel", "flake8", "coverage", "check-manifest", "tox", "nose2", "Django (>=1.11)"] [[package]] name = "send2trash" @@ -1676,7 +1688,7 @@ toml = ["setuptools (>=42)"] [[package]] name = "shapely" -version = "1.8.1.post1" +version = "1.8.2" description = "Geometric objects, predicates, and operations" category = "main" optional = false @@ -1716,7 +1728,7 @@ doc = ["reno", "sphinx", "tornado (>=4.5)"] [[package]] name = "terminado" -version = "0.13.3" +version = "0.15.0" description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library." category = "main" optional = false @@ -1725,10 +1737,10 @@ python-versions = ">=3.7" [package.dependencies] ptyprocess = {version = "*", markers = "os_name != \"nt\""} pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""} -tornado = ">=4" +tornado = ">=6.1.0" [package.extras] -test = ["pytest"] +test = ["pytest (>=6.0)", "pytest-timeout", "pre-commit"] [[package]] name = "textwrap3" @@ -1769,17 +1781,25 @@ category = "main" optional = false python-versions = ">=3.6" +[[package]] +name = "tomlkit" +version = "0.11.3" +description = "Style preserving TOML library" +category = "main" +optional = false +python-versions = ">=3.6,<4.0" + [[package]] name = "tornado" -version = "6.1" +version = "6.2" description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed." category = "main" optional = false -python-versions = ">= 3.5" +python-versions = ">= 3.7" [[package]] name = "tox" -version = "3.25.0" +version = "3.25.1" description = "tox is a generic virtualenv management and test command line tool" category = "dev" optional = false @@ -1796,8 +1816,8 @@ toml = ">=0.9.4" virtualenv = ">=16.0.0,<20.0.0 || >20.0.0,<20.0.1 || >20.0.1,<20.0.2 || >20.0.2,<20.0.3 || >20.0.3,<20.0.4 || >20.0.4,<20.0.5 || >20.0.5,<20.0.6 || >20.0.6,<20.0.7 || >20.0.7" [package.extras] -docs = ["pygments-github-lexers (>=0.0.5)", "sphinx (>=2.0.0)", "sphinxcontrib-autoprogram (>=0.1.5)", "towncrier (>=18.5.0)"] -testing = ["flaky (>=3.4.0)", "freezegun (>=0.3.11)", "pytest (>=4.0.0)", "pytest-cov (>=2.5.1)", "pytest-mock (>=1.10.0)", "pytest-randomly (>=1.0.0)", "psutil (>=5.6.1)", "pathlib2 (>=2.3.3)"] +testing = ["pathlib2 (>=2.3.3)", "psutil (>=5.6.1)", "pytest-randomly (>=1.0.0)", "pytest-mock (>=1.10.0)", "pytest-cov (>=2.5.1)", "pytest (>=4.0.0)", "freezegun (>=0.3.11)", "flaky (>=3.4.0)"] +docs = ["towncrier (>=18.5.0)", "sphinxcontrib-autoprogram (>=0.1.5)", "sphinx (>=2.0.0)", "pygments-github-lexers (>=0.0.5)"] [[package]] name = "tox-poetry" @@ -1833,18 +1853,18 @@ telegram = ["requests"] [[package]] name = "traitlets" -version = "5.1.1" -description = "Traitlets Python configuration system" +version = "5.3.0" +description = "" category = "main" optional = false python-versions = ">=3.7" [package.extras] -test = ["pytest"] +test = ["pytest", "pre-commit"] [[package]] name = "types-requests" -version = "2.27.22" +version = "2.28.8" description = "Typing stubs for requests" category = "main" optional = false @@ -1855,7 +1875,7 @@ types-urllib3 = "<1.27" [[package]] name = "types-urllib3" -version = "1.26.13" +version = "1.26.22" description = "Typing stubs for urllib3" category = "main" optional = false @@ -1863,7 +1883,7 @@ python-versions = "*" [[package]] name = "typing-extensions" -version = "4.2.0" +version = "4.3.0" description = "Backported and Experimental Type Hints for Python 3.7+" category = "main" optional = false @@ -1883,16 +1903,16 @@ typing-extensions = ">=3.7.4" [[package]] name = "urllib3" -version = "1.26.9" +version = "1.26.11" description = "HTTP library with thread-safe connection pooling, file post, and more." category = "main" optional = false -python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4" +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, <4" [package.extras] -brotli = ["brotlicffi (>=0.8.0)", 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