This site displays near real-time moisture anomalies. Anomalies are measured as water balance percentiles relative to levels from 1991 to 2020. Values close to 50 represent normal conditions. Values below and above that mid-value indicate dryer- and wetter-than-normal conditions, respectively. Moisture anomalies are monitored on a monthly basis, from 2001 to present.
The temperature, precipitation, and potential evapotranspiration data used to create the water balance index come from ERA5 monthly averaged data and were downloaded using the Copernicus Climate Data Store (CDS) Application Program Interface (API), or CDS API.
All GeoPackage
files were converted to GeoJSON
format in GeoPandas
. From there, we used Tippecanoe
to convert the GeoJSON
files to Mapbox .mbtiles
format and used the Mapbox tool mbutil
to convert those tiles to .pbf
format.
For back-end data analysis/transformation of NetCDF
and TIF
files, we used Python and R. Those rasters were then converted to Zarr
pyramids using CarbonPlan's ndpyramid
package.
This site's interface and functionality rely heavily on code developed by CarbonPlan. Specifically, we used the maps
, components
, and layouts
libraries. We took inspiration from CarbonPlan's forest-risks-web
code repository to create an updated and modified user interface for this data viewer. Additionally, we modified the <ExpandingSection />
component from the prototype-maps
repository. You can read more about CarbonPlan's research and software development work here.