| Spatial domain | Continental United States |
| Spatial resolution | 0.01 degrees (~1km) |
| Time domain | 2014-11-01 00:00:00 UTC to Present |
| Time resolution | 1 hour |
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The NOAA Multi-Radar/Multi-Sensor System (MRMS) integrates data from multiple radars and radar networks, surface observations, numerical weather prediction (NWP) models, and climatology to generate seamless, high spatio-temporal resolution mosaics at low latency focused on hail, wind, tornado, quantitative precipitation estimations, convection, icing, and turbulence.
This analysis dataset is an archive of MRMS radar and multi-sensor precipitation and weather analyses over the contiguous United States (CONUS).
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import xarray as xr # xarray>=2025.1.2 and zarr>=3.0.8 for zarr v3 support
ds = xr.open_zarr("https://data.dynamical.org/noaa/mrms/conus-analysis-hourly/latest.zarr")
ds["precipitation_surface"].sel(time="2026-01-01T00", latitude=40, longitude=-90, method="nearest").compute()
| min | max | units | |
|---|---|---|---|
| latitude | 20.005 | 54.995 | degree_north |
| longitude | -129.995 | -60.005 | degree_east |
| time | 2014-11-01T00:00:00 | Present | seconds since 1970-01-01 |
| units | dimensions | |
|---|---|---|
| categorical_precipitation_type_surface | 1 | time × latitude × longitude |
| precipitation_pass_1_surface | kg m-2 s-1 | time × latitude × longitude |
| precipitation_pass_2_surface | kg m-2 s-1 | time × latitude × longitude |
| precipitation_radar_only_surface | kg m-2 s-1 | time × latitude × longitude |
| precipitation_surface | kg m-2 s-1 | time × latitude × longitude |
Dataset licensed under CC BY 4.0.
NOAA NWS NCEP MRMS data processed by dynamical.org from NOAA NCEP, NOAA Open Data Dissemination and Iowa Mesonet archives.
Or NOAA MRMS from dynamical.org.
Use this dataset over the land areas of the contiguous United States. Radar-only and
precipitation type variables contain NaN values beyond the range of US radar.
precipitation_pass_1_surface and precipitation_pass_2_surface extend further
into the ocean, but still contain NaN values in the southeast corner of the domain
over the Atlantic.
precipitation_surface combines multiple MRMS products to minimize missing values.
Despite this, some hours (particularly early in the record) contain NaN values where
data is unavailable.
precipitation_pass_2_surface and precipitation_pass_1_surface are available
starting 2020-10-15. For timestamps prior to this date, these variables are filled with NaN.
The source files this archive is constructed from are provided by NOAA Open Data Dissemination (NODD) and accessed from the AWS Open Data Registry. Operational data is additionally accessed from NCEP.
Storage for this dataset is generously provided by Source Cooperative, a Radiant Earth initiative. Icechunk storage generously provided by AWS Open Data.
The data values in this dataset have been rounded in their binary floating point representation to improve compression. See Klöwer et al. 2021 for more information on this approach. The exact number of rounded bits can be found in our reformatting code.