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18. GAP Input Data Table

18.1 Historical Data

Product Provider Resolution Source Version API product_type
Automated Weather Stations (Arable) 2024-2025 Arable weather stations 300+ stations across East Africa Arable (API) 2024-2025 arable_ground_observation
Automated Weather Stations (TAHMO) (QC/QA) 2018 - 2025 v1 TAHMO weather stations 300+ stations across East Africa TAHMO Gap Filled Data (csv) 2018-2025 v1 tahmo_ground_observation
CBAM Daily Reanalysis (Bias-Corrected) 2012-2023 v1 Tomorrow.io 4km x 4km Tomorrow.io CBAM 1F enhanced bias-corrected reanalysis 2012-2023 v1 cbam_historical_analysis_bias_adjust
CBAM Daily Reanalysis (Raw) 2012-2024 v2 Tomorrow.io 4km x 4km Tomorrow.io CBAM 1F enhanced bias-corrected reanalysis 2012-2024 v2 cbam_historical_analysis
Disdrometer (Laser Rain Gauge) disdrometers Tahmo (API) disdrometer_ground_observation
Google Gencast Google 27830m Google WeatherNext Gen Forecasts google_gencast
Google Graphcast Google 27830m Google WeatherNext Graph Forecasts google_graphcast
Radiosonde Observations (Windborne) WindBorne Systems 100 weather balloons Windborne Systems windborne_radiosonde_observation
TAMSAT Precipitation Long-term Normals (20-year) TAMSAT tamsat_ltn

18.2 Weather Forecasts

Product Provider Resolution Source Version API product_type
CBAM Weather Forecast Daily 10-day Tomorrow.io 4km x 4km Tomorrow.io CBAM satellite enhanced short-term weather forecasts cbam_shortterm_forecast
CBAM Weather Forecast Hourly 4-day Tomorrow.io 4km x 4km Tomorrow.io CBAM satellite enhanced short-term weather forecasts cbam_shortterm_hourly_forecast
Google Gencast Google 27830m Google WeatherNext Gen Forecasts google_gencast
Google Graphcast Google 27830m Google WeatherNext Graph Forecasts google_graphcast
Google Nowcast Google 5km x 5km google_nowcast
Salient Predictions Weather Forecast - GEMv2 (3-month) Salient 28km x 28km Salient (API) v9 salient_gemv2_forecast
Salient Predictions Weather Forecast - Sub-seasonal to Seasonal (8-month) Salient 28km x 28km Salient (API) v9 salient_seasonal_forecast

Note: The Today value from the CBAM short term weather forecast is stored and can be accessed for historical records dating back to 12 October 2024.

Note on Google Gencast and Graphcast lead times: When Google runs the Gencast model between 00:00 to 12:00, it is marked as 12:00. On GAP, the timestamp is adjusted to 00:00, so the lead time is decreased by 12 hours. The same applies to Graphcast, but with a 6-hour adjustment.