To propose additional datasets, email zindi@zindi.africa. New data sets will not be accepted after 8 May 2020.

Additional datasets

Landsat imagery

• https://www.usgs.gov/land-resources/nli/landsat/data-tools

Historic rainfall and temperature data

• https://climateknowledgeportal.worldbank.org/download-data
• http://chelsa-climate.org/
• https://earthobservatory.nasa.gov/global-maps/MOD_LSTD_M

Malawi geospatial data

• http://www.masdap.mw/

Soil data

• https://www.isric.org/explore/wosis/accessing-wosis-derived-datasets
• https://esdac.jrc.ec.europa.eu/search/node/malawi

Landcover data

• http://gis1.servirglobal.net:8080/geonetwork/srv/eng/catalog.search;jsessionid=C176A5DC99F9FCDDBBFA19997242AE4A#/metadata/4429e427-c117-43c7-8d8d-406160448ba7
• http://geoportal.rcmrd.org/layers/servir%3Amalawi_landcover_2000_scheme_i
• https://www.usgs.gov/centers/eros/science/usgs-eros-archive-digital-elevation-shuttle-radar-topography-mission-srtm-non?qt-science_center_objects=0#qt-science_center_objects
• http://www.masdap.mw/layers/osm:osm_landusages

Other data sites

• https://www.naturalearthdata.com/
• https://data.humdata.org

Please document all data sets used.