Training material for anticipatory-action practitioners, and technical walkthroughs for anyone building similar forecast/data systems.
Translates the WMO Warning Forecasting / Impact-Based Forecasting / Impact Forecasting (WF/IBF/IF) paradigm shift into precise Bengali terminology paired with English equivalents, including group exercises oriented to upazila-level anticipatory decision-making.
Step-by-step walkthroughs of the systems behind Forecast-X and related work — written so you can adapt them to your own hazard context.
Hourly fetch, zlib/pako decompression, and structured Google Sheets output — one tab per parameter, one row per station per date.
CDS API acquisition, derived heat-stress variables, and atomic write patterns for long-running Colab sessions.
How likelihood and impact combine into an operational threshold framework across 11 hazard types.
Tutorials are also posted to the channel — see the Channel section on the homepage.