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Access data

There are a few different ways to access Open Climate Risk data, in addition to exploration via the map tool. This page outlines the different versions and formats of data available for download.

:::{admonition} License Agreement :class: warning

Open Climate Risk data are made available under the licenses listed below. By accessing the data, you agree to adhere to the license terms. :::

:::{admonition} Terms :class: warning

By viewing Open Climate Risk data, you agree to the TERMS OF DATA ACCESS. :::

Download options

Option Description Formats Access License Data sources
Raster (tensor) data Full gridded dataset spanning CONUS Icechunk (Zarr-based) Source Coop CC BY 4.0 K Riley et al. (2025), J Scott et al. (2024), R Rasmussen et al. (2023)
Vector (polygon) data Full buildings dataset spanning CONUS GeoParquet Source Coop ODbL Overture Maps Foundation buildings dataset, K Riley et al. (2025), J Scott et al. (2024), R Rasmussen et al. (2023)
Regional statistics Summary statistics for regions (state, county, census tract, census block) within CONUS CSV, GeoJSON Source Coop ODbL Census TIGER/Line, Overture Maps Foundation buildings dataset, K Riley et al. (2025), J Scott et al. (2024), R Rasmussen et al. (2023)
Subsetted vector (point) data Building-level data subsetted to active region (county, census tract, census block) CSV, GeoJSON Map tool (see below) ODbL Census TIGER/Line, Overture Maps Foundation buildings dataset, K Riley et al. (2025), J Scott et al. (2024), R Rasmussen et al. (2023)

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/v1.1.0/ocr.icechunk/ See guide for working with Icechunk data
Vector (polygon) data s3://us-west-2.opendata.source.coop/carbonplan/carbonplan-ocr/output/fire-risk/vector/production/v1.1.0/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

:::{note} In rare cases, buildings with centroids situated exactly on regional boundaries may be counted in both region's statistics. :::

Links

CSV GeoJSON
Statistics by county across CONUS stats.csv stats.geojson
Statistics by census tract across CONUS stats.csv stats.geojson
Statistics by census block across CONUS stats.csv stats.geojson
Statistics by state across CONUS stats.csv stats.geojson
Summary statistics across CONUS stats.csv stats.geojson

Schema

Variable Type Description
Region identifiers Identifying information for region--a state, 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
Risk values Risk values from output, input, or comparison datasets
rps_2011_mean float Mean annual fire risk (~2011 climate conditions) across all buildings in region
rps_2047_mean float Mean annual fire risk (~2047 climate conditions) across all buildings in region
bp_2011_mean float Mean burn probability (~2011 climate conditions) across all buildings in region
bp_2047_mean float Mean burn probability (~2047 climate conditions) across all buildings in region
crps_scott_mean float Mean conditional risk to potential structures (cRPS) from Scott et al. (2024)
bp_2011_riley_mean float Mean burn probability (~2011 climate conditions) across all buildings in region from Riley et al. (2025)
bp_2047_riley_mean float Mean burn probability (~2047 climate conditions) across all buildings in region from Riley et al. (2025)
rps_2011_median float Median annual fire risk (~2011 climate conditions) across all buildings in region
rps_2047_median float Median annual fire risk (~2047 climate conditions) across all buildings in region
bp_2011_median float Median burn probability (~2011 climate conditions) across all buildings in region
bp_2047_median float Median burn probability (~2047 climate conditions) across all buildings in region
crps_scott_median float Median conditional risk to potential structures from Scott et al. (2024)
bp_2011_riley_median float Median burn probability (~2011 climate conditions) across all buildings in region from Riley et al. (2025)
bp_2047_riley_median 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.).
risk_score_2011_hist float[] Count of buildings with each risk score (~2011 climate conditions)
risk_score_2047_hist float[] Count of buildings with each risk score (~2047 climate conditions)

Downloading subsetted data in the map tool

The map tool can be used to access region-specific, subsetted downloads.

Steps

  1. Using the map or search bar, navigate to region of interest.

  2. Scroll to the Risk in the region section in the sidebar.

  3. Select your region of interest (continental U.S., state, county, census tract, or census block) and view trends inline.

  4. For subsetted, building-level data (schema below), click CSV ↓ or GeoJSON ↓ to download the applicable file for the selected region.

    If you are instead interested in summary statistics for the region (e.g., to reproduce the histogram), you may click CSV ↓ or GeoJSON ↓ to download those files (also available in the Regional statistics downloads section above).

Schema

Variable Type Description
Building identifiers
GEOID int Geographic Identifier representing building (multiple buildings might belong to the same GEOID)
longitude degrees (CSV only) Longitude of building centroid
latitude degrees (CSV only) Latitude of building centroid
geometry Point (GeoJSON only) Building centroid as a GeoJSON Point
Risk values
rps_2011 float Annual fire risk (~2011 climate conditions)
rps_2047 float Annual fire risk (~2047 climate conditions)
bp_2011 float Annual burn probability (~2011 climate conditions)
bp_2047 float Annual burn probability (~2047 climate conditions)
crps_scott float Conditional risk to potential structures (cRPS) from Scott et al. (2024)
bp_2011_riley float Annual burn probability (~2011 climate conditions) from Riley et al. (2025)
bp_2047_riley float Annual burn probability (~2047 climate conditions) from Riley et al. (2025)