PM2.5 Concentration (µg/m³)
- 0
- 25
- 50
- 75
- 100
PM2.5 Concentration (µg/m³)
Programmatic access to air pollution forecasts and mortality data for registered users.
All endpoints require a Bearer token obtained by logging in. Pass it in every request header:
Authorization: Bearer <your-token>
Historical and current global air pollution forecasts at 0.1° resolution (GeoTIFF, EPSG:4326, coverage: 56°S–84°N). A new model run is produced daily; all historical runs remain available for download.
/api/forecast
List all available model run dates
/api/forecast/:run_date
List forecast dates and pollutants for one model run
/api/forecast/:run_date/:pollutant/:forecast_date
Download a GeoTIFF for a specific run, pollutant, and forecast date
| Parameter | Values | Example |
|---|---|---|
run_date | YYYY-MM-DD — the model execution date (see /api/forecast) | YYYY-MM-DD |
pollutant | PM2.5, PM10, NO2, O3 | PM2.5 |
forecast_date | YYYY-MM-DD — one of the dates returned by /api/forecast/:run_date | YYYY-MM-DD |
Attributable deaths, attributable fraction, and mortality rates by country, region, and globally. Years: 2000–2019 (coldwave: 2001–2019).
/api/mortality/national
National-level data (170+ countries)
/api/mortality/global
Global summary statistics
/api/mortality/regional
Continental breakdown
| Parameter | Values | Applies to |
|---|---|---|
dataset | pm25, coldwave, tv, fire | all |
year | 2000–2019 (coldwave: 2001–2019) | all |
country | ISO3 code (e.g. AUS) | national |
continent | Asia, Africa, Americas, Europe, Oceania | national, regional |
Make a real API request from your browser. Requires login.
Equivalent code for the selection above:
If you use TRACE Climate Health data in your research or publications, please cite the relevant dataset(s) below.
Climate, Air Quality Research (CARE) Unit, Monash University. Air pollution forecast and climate-health data. Available at: https://trace-climatehealth.org
Cold spell associated mortality data
Gao Y, Huang W, Zhao Q, et al. Global, regional, and national burden of mortality associated with cold spells during 2000–19: a three-stage modelling study. The Lancet Planetary Health. 2024;8(2):e108–e116. doi:10.1016/S2542-5196(23)00277-2
Short-term PM₂.₅ associated mortality data
Yu W, Xu R, Ye T, et al. Estimates of global mortality burden associated with short-term exposure to fine particulate matter (PM₂·5). The Lancet Planetary Health. 2024;8(3):e146–e155. doi:10.1016/S2542-5196(24)00003-2
Wildfire smoke / landscape-fire air pollution associated mortality data
Xu R, Ye T, Huang W, et al. Global, regional, and national mortality burden attributable to air pollution from landscape fires: a health impact assessment study. The Lancet. 2024;404(10470):2447–2459. doi:10.1016/S0140-6736(24)02251-7
Temperature variability associated mortality data
Wu Y, Li S, Zhao Q, et al. Global, regional, and national burden of mortality associated with short-term temperature variability from 2000–19: a three-stage modelling study. The Lancet Planetary Health. 2022;6(5):e410–e421. doi:10.1016/S2542-5196(22)00073-0
Download analytics and user management
A comprehensive environmental health monitoring system for real-time forecasting and assessment
This project, developed by the Climate, Air Quality Research (CARE) group at Monash University's School of Public Health and Preventive Medicine, goes beyond traditional air quality monitoring. Our research team is dedicated to advancing understanding of environmental exposures including air quality, climate impacts, and other environmental health determinants. We develop innovative forecasting models and real-time monitoring solutions to help communities understand and respond to environmental health challenges. Through our platform, users can visualize global air pollution patterns, access forecasts, and gain insights into how environmental exposures affect public health. We collaborate with government agencies, health organizations, and communities to translate research into actionable insights that improve environmental health outcomes.
Monash University
School of Public Health and Preventive Medicine
553 St Kilda Road
Melbourne VIC 3004
Australia
T: +61 3 9905 6100
sphpm@monash.edu