Banana AnalyticsBANANAANALYTICS

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Where Our Data Comes From.

14 federal data sources. 74+ indicators. Refreshed daily via automated pipelines. We publish this page because you shouldn't have to take our word for it.

Last pipeline run: April 17, 2026

14
Federal data sources
74+
Indicators tracked
3,222
US counties covered
Daily
Pipeline refresh cadence

Environmental

Air, water, soil, and climate exposure from EPA and NOAA. These are the upstream drivers that the epidemiological literature links to downstream health outcomes.

EPA Air Quality System (AQS)

Environmental Protection Agency

Ambient pollutant concentrations from the national monitoring network. PM2.5, ozone, NO2, and SO2 annual averages by county.

Indicators

PM2.5, Ozone, NO2, SO2

Data vintage

2016–2025

Refresh

Monthly

EPA EJSCREEN

Environmental Protection Agency

Population-weighted modeled estimates of environmental exposure at the census tract level, aggregated to county. Fills the gaps where AQS monitors don't exist.

Indicators

Modeled PM2.5, Ozone, Diesel PM, Traffic proximity, Superfund/TSDF/UST proximity, Wastewater discharge, Drinking water violations

Data vintage

2024

Refresh

Quarterly

EPA Toxics Release Inventory (TRI)

Environmental Protection Agency

Chemical releases reported by industrial facilities. Total releases and carcinogen-specific releases by county.

Indicators

Total TRI releases, Carcinogen releases, Facility count

Data vintage

2023

Refresh

Annual

EPA UCMR5 / ECHO

Environmental Protection Agency

PFAS (per- and polyfluoroalkyl substances) detections in public water systems. A critical emerging contaminant indicator.

Indicators

PFAS detected, PFAS severity score

Data vintage

2023–2024

Refresh

Quarterly

NOAA Applied Climate Information System

National Oceanic and Atmospheric Administration

County-level extreme heat metrics computed from gridded daily temperature data. A leading climate-health indicator.

Indicators

Days above 95°F, Average summer max temperature

Data vintage

2024–2025

Refresh

Monthly

USGS Pesticide National Synthesis Project

U.S. Geological Survey

Estimated agricultural pesticide use by county. Covers all major active ingredients.

Indicators

Total pesticide use (kg/year)

Data vintage

2021

Refresh

Annual

EPA Radon Zones

Environmental Protection Agency

Predicted indoor radon levels by county. Zone 1 indicates the highest exposure risk. Still the canonical reference for radon assessment.

Indicators

Radon zone classification (1–3)

Data vintage

1993 (canonical, still current)

Refresh

Static

Health Outcomes

Chronic disease prevalence from the CDC. What the population is actually experiencing today.

CDC PLACES

Centers for Disease Control and Prevention

Model-based small-area estimates of chronic disease prevalence from the Behavioral Risk Factor Surveillance System. The primary source for county-level disease burden measurement in the US.

Indicators

Asthma, COPD, Cancer, CHD, Stroke, Kidney disease, Diabetes, Depression, Mental distress, Obesity, Smoking, Cholesterol, Blood pressure, Physical inactivity

Data vintage

2022–2023

Refresh

Monthly

Mortality & Cancer

Cause-specific mortality and cancer incidence. The lethal end-state of the conditions above, and the clearest validation benchmark for our scoring methodology.

CDC WONDER (D158)

Centers for Disease Control and Prevention

Underlying cause of death data. Crude mortality rates per 100,000 population by county and cause. CDC suppresses cells with fewer than 10 deaths.

Indicators

All-cause, Cancer, Heart disease, Stroke, CLRD, Overdose, Suicide, Diabetes, Lung cancer, Kidney, Unintentional

Data vintage

2018–2024

Refresh

Monthly

NCI State Cancer Profiles

National Cancer Institute

Age-adjusted cancer incidence rates by county and cancer site. Sourced from the US Cancer Statistics (USCS) program.

Indicators

All sites, Lung & bronchus, Colorectal, Female breast, Prostate

Data vintage

2018–2022

Refresh

Monthly

Healthcare Access

Provider supply and Medicare spending from CMS. Whether the system serving this population is equipped for the burden it faces.

CMS NPPES

Centers for Medicare & Medicaid Services

National Plan and Provider Enumeration System. Healthcare provider supply by specialty and county, used to compute the Provider Gap score with adjacency adjustment.

Indicators

Total specialists per 100K, Pulmonology, Cardiology, Oncology, Psychiatry per capita

Data vintage

Current month

Refresh

Monthly

CMS Geographic Variation PUF

Centers for Medicare & Medicaid Services

Medicare spending and utilization by county. Per-beneficiary spending across care settings.

Indicators

Inpatient, Outpatient, SNF, Home health, DME per beneficiary

Data vintage

2014–2023

Refresh

Monthly

Demographics & SDOH

Social determinants of health from the Census Bureau and County Health Rankings. The upstream conditions that shape both access and outcomes.

Census ACS 5-Year Estimates

U.S. Census Bureau

Demographic and socioeconomic data including race/ethnicity composition, income, insurance, housing age, and poverty rates. The backbone of the SDOH composite.

Indicators

Race/ethnicity (7 groups), Pre-1978 housing, Median income, Uninsured rate, Poverty rate, Vehicle access

Data vintage

2019–2023

Refresh

Quarterly

County Health Rankings

University of Wisconsin Population Health Institute

County-level measures of health factors and outcomes compiled from multiple federal sources. Provides food insecurity, housing, transportation, and behavioral health indicators that feed the SDOH composite.

Indicators

Food insecurity, Housing cost burden, Physical inactivity, Excessive drinking, Drug overdose, Mental health provider ratio, Infant mortality, Low birth weight

Data vintage

2019–2025

Refresh

Annual

See what this data reveals for your county.

Every data source on this page flows into a unified county profile. Pick any county and see how these dimensions converge.