Practitioner Guides
Step-by-step technical workflows for humanitarian analysts, journalists, and researchers working with displacement, conflict, and satellite data.
How to read, interrogate, and cite humanitarian datasets without misrepresenting people affected by crisis.
Read guideQuery the ACLED conflict-events API for event_type and fatalities, with Python and curl workflows.
Read guideMerge UNHCR, ACLED, and OCHA HDX APIs into a citable longitudinal panel, with Python and R examples.
Read guidePTSD, depression and anxiety prevalence in displacement, camp service coverage gaps, and the cost of untreated distress.
Read guideCombine Sentinel Hub imagery, change indices, and HDX humanitarian layers to verify environmental damage.
Read guideA methodology for documenting damage in the environment across war zones with OSINT, satellite imagery, and ACLED events.
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