Data Downloads (Beta)¶
While OCR is in beta, there a few different ways to access the data, in addition to exploration via the web tool. This page outlines the different versions and formats of data available for download.
License Agreement
Each data download is made available under the license listed below. By downloading the data, you agree to adhere to the license terms.
Terms of Data Use
By viewing Open Climate Risk data, you agree to CarbonPlan’s Terms of Use and Privacy Policy, and that the data is in a beta state and may not be used for decision-making purposes, cited, or otherwise shared.
Download options¶
| Option | Description | Formats | Access | License |
|---|---|---|---|---|
| Raster (tensor) data | Full gridded dataset spanning CONUS | Icechunk (Zarr-based) | Source Coop | CC BY 4.0 |
| Vector (point) data | Full buildings dataset spanning CONUS | GeoParquet | Source Coop | ODbL |
| Regional statistics | Summary statistics for regions (county, census tract, census block) within CONUS | CSV, GeoJSON | Source Coop | ODbL |
| Subsetted vector (point) data | Building-level data subsetted to active region (county, census tract, census block) | CSV, GeoPackage | Web tool (see below) | ODbL |
Full dataset downloads¶
Links¶
| Option | Path | Notes |
|---|---|---|
| Raster (tensor) data | s3://us-west-2.opendata.source.coop/carbonplan/carbonplan-ocr/output/fire-risk/tensor/production/v0.12.0/ocr.icechunk/ |
See guide for working with Icehunk data |
| Vector (point) data | s3://us-west-2.opendata.source.coop/carbonplan/carbonplan-ocr/output/fire-risk/vector/production/v0.12.0/geoparquet/buildings.parquet |
See guide for working with GeoParquet data |
Schema¶
The schemas for each of the full datasets are described on the data schema page.
Regional statistics downloads¶
Links¶
| CSV | GeoJSON | |
|---|---|---|
| Statistics across counties | stats.csv |
stats.geojson |
| Statistics across census tracts | stats.csv |
stats.geojson |
| Statistics across census blocks | stats.csv |
stats.geojson |
Schema¶
| Variable | Type | Description |
|---|---|---|
| Region identifiers | Identifying information for region--a county, census tract, or census block--represented in each row | |
GEOID |
int | Geographic Identifier for region |
building_count |
int | Total number of buildings in region |
centroid_longitude |
degrees | Longitude of centroid of region |
centroid_latitude |
degrees | Latitude of centroid of region |
| Risk values | Risk values from output, input, or comparison datasets | |
avg_wind_risk_2011 |
float | Mean risk score (wind-informed, 2011 climate conditions) across all buildings in region |
avg_wind_risk_2047 |
float | Mean risk score (wind-informed, 2047 climate conditions) across all buildings in region |
avg_burn_probability_2011 |
float | Mean burn probability (wind-informed, 2011 climate conditions) across all buildings in region |
avg_burn_probability_2047 |
float | Mean burn probability (wind-informed, 2047 climate conditions) across all buildings in region |
avg_conditional_risk_usfs |
float | Mean USFS Conditional Risk to Potential Structures (cRPS) from Scott (2024) |
avg_burn_probability_usfs_2011 |
float | Mean burn probability (2011 climate conditions) across all buildings in region from Riley et al. (2025) |
avg_burn_probability_usfs_2047 |
float | Mean burn probability (2047 climate conditions) across all buildings in region from Riley et al. (2025) |
median_wind_risk_2011 |
float | Median risk score (wind-informed, 2011 climate conditions) across all buildings in region |
median_wind_risk_2047 |
float | Median risk score (wind-informed, 2047 climate conditions) across all buildings in region |
median_burn_probability_2011 |
float | Median burn probability (wind-informed, 2011 climate conditions) across all buildings in region |
median_burn_probability_2047 |
float | Median burn probability (wind-informed, 2047 climate conditions) across all buildings in region |
median_conditional_risk_usfs |
float | Median USFS Conditional Risk to Potential Structures (cRPS) from Scott (2024) |
median_burn_probability_usfs_2011 |
float | Median burn probability (2011 climate conditions) across all buildings in region from Riley et al. (2025) |
median_burn_probability_usfs_2047 |
float | Median burn probability (2047 climate conditions) across all buildings in region from Riley et al. (2025) |
| Histogram values | Index in array corresponds to integer risk score (e.g., first value reflects number buildings with 0 score, next value reflects number buildings with 1 score, final value reflects number buildings with 10 score, etc.). |
|
wind_risk_2011_hist |
float[] | Count of buildings with each risk score (wind-informed, 2011 climate conditions). |
wind_risk_2047_hist |
float[] | Median risk score (wind-informed, 2047 climate conditions) across all buildings in |
burn_probability_2011_hist |
float[] | Median risk score (wind-informed, 2047 climate conditions) across all buildings in |
burn_probability_2047_hist |
float[] | Median risk score (wind-informed, 2047 climate conditions) across all buildings in |
conditional_risk_usfs_hist |
float[] | Median risk score (wind-informed, 2047 climate conditions) across all buildings in |
burn_probability_usfs_2011_hist |
float[] | Median risk score (wind-informed, 2047 climate conditions) across all buildings in |
burn_probability_usfs_2047_hist |
float[] | Median risk score (wind-informed, 2047 climate conditions) across all buildings in |
Downloading subsetted data in the web tool¶
The web tool can be used to access region-specific, subsetted downloads.
Steps¶
- Using the map or search bar, navigate to region of interest.
- Scroll to the
Risk in the regionsection in the sidebar. - Select your region of interest (county, census tract, or census block) and view trends inline.
- Click
CSV ↓orGeoPackage ↓to download building-level data for the selected region.
Schema¶
| Variable | Type | Description |
|---|---|---|
| Building identifiers | ||
GEOID |
int | Geographic Identifier representing building (multiple buildings might belong to the same GEOID) |
centroid_longitude |
degrees | Longitude of building centroid |
centroid_latitude |
degrees | Latitude of building centroid |
| Risk values | ||
wind_risk_2011 |
float | Risk score (wind-informed, 2011 climate conditions) |
wind_risk_2047 |
float | Risk score (wind-informed, 2047 climate conditions) |
burn_probability_2011 |
float | Burn probability (wind-informed, 2011 climate conditions) |
burn_probability_2047 |
float | Burn probability (wind-informed, 2047 climate conditions) |
conditional_risk_usfs |
float | USFS Conditional Risk to Potential Structures (cRPS) from Scott (2024) |
burn_probability_usfs_2011 |
float | Burn probability (2011 climate conditions) from Riley et al. (2025) |
burn_probability_usfs_2047 |
float | Burn probability (2047 climate conditions) from Riley et al. (2025) |