48 county-level maps built with Plotly. Click any card below to load the interactive map. Each map supports hover, zoom, and pan. Temporal maps include animated year sliders.
Age-adjusted rate per 100,000 (2016–2020)
Age-adjusted rate per 100,000
Age-adjusted rate per 100,000
Age-adjusted rate per 100,000
Age-adjusted rate per 100,000
Age-adjusted rate per 100,000
Age-adjusted mortality per 100,000
kg per square mile (2019)
kg per square mile (2019)
kg per square mile (2019)
kg per square mile (2019)
Side-by-side: all-site cancer & total pesticide
Side-by-side: all-site cancer & smoking prevalence
Side-by-side: all-site cancer & obesity prevalence
Side-by-side: all-site cancer & poverty rate
Side-by-side: all-site cancer & hog density
Validation: lung cancer tracks smoking prevalence
% adults who smoke (CDC PLACES)
% adults with BMI ≥ 30
% adults binge drinking
% adults with diabetes
Census ACS 5-year estimate
% population below poverty line
County median age (Census ACS)
Elderly population share
Hogs per square mile (USDA NASS)
Cattle per square mile
Chickens per square mile
Animated slider: incidence per 100k (2001–2020, 5-year windows)
Animated slider: incidence per 100k (2001–2020)
Animated slider: incidence per 100k (2001–2020)
Animated slider: incidence per 100k (2001–2020)
Animated slider: incidence per 100k (2001–2020)
Side-by-side temporal: kidney incidence & pesticide use
Side-by-side temporal: colorectal incidence & pesticide use
Locally varying pesticide effect (bandwidth=133)
Model fit varies geographically (mean R²=0.495)
Posterior mean spatial random effects
Posterior mean spatial random effects
Posterior mean spatial random effects
P(observed > expected) per county
P(observed > expected) per county
P(observed > expected) per county
P(observed > expected) with food/nitrate covariates
Agricultural pesticide application trends
County-level obesity trends
Side-by-side temporal comparison
Side-by-side temporal comparison