Metrics#
For metrics with a ‘partOf’ attribute, the metric is calculated by invoking dart-pipeline (get|process) on the ‘partOf’ value rather than the metric value. This is usually done for efficiency reasons when it is faster to process multiple metrics at once.
To fetch data for a particular metric, run
uv run dart-pipeline get metric ISO3-admin YYYY param=value
where param and value refer to optional parameters and their values
that are passed directly to the appropriate function. The first parameter
specifies the ISO3 code of the country and the administrative level (1, 2, or
3) to aggregate data to. The second parameter is usually the year (can also be
the date) for which to download and process data. If a processor exists, it is
invoked automatically, or can be manually invoked by:
uv run dart-pipeline process metric ISO3-admin YYYY param=value
Note that weather data from the era5 source is not automatically processed
as fetching takes a long time. For this case run the get and process steps
separately.
WorldPop population data - worldpop#
- worldpop.pop_count
WorldPop population count [unitless]
- URL:
- License:
CC-BY-4.0
- Citation:
WorldPop (www.worldpop.org - School of Geography and Environmental Science, University of Southampton; Department of Geography and Geosciences, University of Louisville; Departement de Geographie, Universite de Namur) and Center for International Earth Science Information Network (CIESIN), Columbia University (2018). Global High Resolution Population Denominators Project - Funded by The Bill and Melinda Gates Foundation (OPP1134076). https://dx.doi.org/10.5258/SOTON/WP00671
Sociodemographic indicators from Meta - meta#
- meta.pop_density
Meta population density [unitless]
- URL:
- Citation:
Facebook Connectivity Lab and Center for International Earth Science Information Network - CIESIN – Columbia University. 2016. High Resolution Settlement Layer (HRSL). Source imagery for HRSL © 2016 DigitalGlobe. Accessed YYYY-MM-DD
- meta.relative_wealth_index
Relative wealth index [unitless]
- URL:
https://dataforgood.facebook.com/dfg/tools/relative-wealth-index
- License:
CC-BY-NC-4.0
- Citation:
Microestimates of wealth for all low- and middle-income countries. Guanghua Chi, Han Fang, Sourav Chatterjee, Joshua E. Blumenstock. Proceedings of the National Academy of Sciences Jan 2022, 119 (3) e2113658119; DOI: 10.1073/pnas.2113658119
ERA5 reanalysis data - era5#
- Authentication:
Authentication required, see https://cds.climate.copernicus.eu/how-to-api
- License:
Access to Copernicus Products is given for any purpose in so far as it is lawful, whereas use may include, but is not limited to: reproduction; distribution; communication to the public; adaptation, modification and combination with other data and information; or any combination of the foregoing.
- era5.2m_temperature
2 meters air temperature [K], partOf era5
- era5.surface_solar_radiation_downwards
Accumulated solar radiation downwards [J/m^2], partOf era5
- era5.total_precipitation
Total precipitation [m], partOf era5
- era5.wind_speed
Wind speed [m/s], partOf era5
- era5.relative_humidity
Relative humidity [percentage], partOf era5
- era5.specific_humidity
Specific humidity [g/kg], partOf era5
- era5.hydrological_balance
Hydrological balance [m], partOf era5
- era5.spi
Standardised precipitation [unitless], partOf era5
- era5.spei
Standardised precipitation-evaporation index [unitless], partOf era5
- era5.total_precipitation_corrected
Bias-corrected total precipitation [m], partOf era5
- era5.spi_corrected
Bias-corrected standardised precipitation [unitless], partOf era5
- era5.spei_corrected
Bias-corrected standardised precipitation-evaporation index [unitless], partOf era5
- era5.hydrological_balance_corrected
Bias-corrected hydrological balance [m], partOf era5
- era5.spi.gamma
Fitted gamma distribution from historical data for SPI [unitless]
- era5.spei.gamma
Fitted gamma distribution from historical data for SPEI [unitless]
- era5.spi_corrected.gamma
Fitted gamma distribution from historical data for SPI with corrected precipitation [unitless]
- era5.spei_corrected.gamma
Fitted gamma distribution from historical data for SPEI with corrected precipitation [unitless]
- era5.prep_bias_correct
Virtual metric to prepare aggregated data for bias correction module [various]