Data sources and credits

KrishiMela.bd uses public data and published methods. We credit every source.

• Copernicus Sentinel-1 and Sentinel-2

  Contains modified Copernicus Sentinel data, processed by KrishiMela.bd

  Copernicus open data licence

• Copernicus DEM GLO-30

  Copernicus DEM © DLR e.V. 2010–2014 and © Airbus Defence and Space GmbH 2014–2018, provided under COPERNICUS by the European Union and ESA

  Copernicus DEM licence (free with attribution)

• ERA5 / ERA5-Land

  Contains modified Copernicus Climate Change Service information

  Copernicus licence

• GloFAS

  Copernicus Emergency Management Service – GloFAS

  Copernicus licence

• Landsat 8/9

  Landsat imagery courtesy of the U.S. Geological Survey

  Public domain

• NASA GPM IMERG, SMAP and POWER

  NASA open data (dataset DOIs cited in reports)

  NASA open data

• Open-Meteo

  Weather data by Open-Meteo.com

  CC BY 4.0 (commercial API plan for production)

• FAO WaPOR v3

  FAO WaPOR

  FAO open data (confirm)

• FAO CLIMWAT

  FAO CLIMWAT

  FAO (confirm)

• FAO-56, FAO-33, FAO-29, FAO-66 methods

  Allen et al. 1998; Doorenbos & Kassam 1979; Ayers & Westcot 1985; Steduto et al. 2012

  Published methods

• FAO FAO 8.0 and TAGEM-SuET (benchmarks only)

  Validated against FAO FAO 8.0. Feature benchmark: TAGEM-SuET, Ministry of Agriculture and Forestry of Türkiye. No code or data reused

  Benchmark only

• SoilGrids (ISRIC)

  SoilGrids, ISRIC – World Soil Information

  CC BY 4.0

• ESA WorldCover

  © ESA WorldCover project / Contains modified Copernicus Sentinel data

  CC BY 4.0

• OpenStreetMap / OpenFreeMap

  © OpenStreetMap contributors; tiles by OpenFreeMap

  ODbL

• BGS / DPHE arsenic survey

  BGS & DPHE (2001) Arsenic contamination of groundwater in Bangladesh

  Public data (confirm reuse)

• SRDI, BARC, BRRI, BARI, BINA

  Soil, fertilizer, variety and AWD guidance from the named agency documents

  Government publications (MoU for digitised reuse)

• BMD, BAMIS, FFWC/BWDB, BADC, BMDA, DAM, DAE

  Credited on every alert or chart that uses agency data

  Agency terms (partnership or MoU)

• SensPanel device data

  Sensor data via SensPanel

  SensPanel–KrishiMela.bd agreement and farmer consent