Data registry & sources

Admin console — the single data-entry point for this platform. Every data type it runs on is a set of rows here, not application code: Hazard, Asset (Exposure), Vulnerability, Risk baseline, and Impact & historical events. Administrative boundaries are managed on their own registry, Admin → Boundaries, not duplicated here. No other screen holds its own registry list or lets an operator edit these rows in place — analyst-facing screens browse and compose from what's registered here.

Asset (Exposure) registry

DatasetLayer IDSourceCadenceReference periodSpatial unitStatusManage
Land coverL-12ESA WorldCoverAnnual2021 vintageADM1–ADM3ConnectedEdit →
Protected and conserved areasL-18National / globalAnnualCurrent available vintageADM1–ADM3ConnectedEdit →
Cropland shareL-13Derived from land coverAnnual2021 vintageADM1–ADM3ConnectedEdit →
PopulationL-14Global population productAnnual2018 vintageADM1–ADM3ConnectedEdit →
BuildingsL-15Global buildings productAnnual2023 vintageADM1–ADM3ConnectedEdit →
Roads & bridgesL-16Global roads productAnnual2023 vintageADM1–ADM3ConnectedEdit →
Critical facilitiesL-17Global product / national validationOn updateCurrent registryADM1–ADM3ConnectedEdit →
Agricultural landL-21National agricultural surveyAnnual2025 vintageADM1–ADM3ConnectedEdit →
LivestockL-22National livestock census / FAOAnnual2025 vintageADM1–ADM3ConnectedEdit →

Risk baseline registry

DatasetLayer IDSourceCadenceReference periodSpatial unitStatusManage
INFORM subnational riskL-19INFORMAnnual2024 vintageADM1–ADM3ConnectedEdit →
Custom / historical risk payloadRegistered per hazardNational assessment ownerOn updateConfigured versionADM1–ADM3Available by configurationEdit →

Vulnerability registry

DatasetLayer IDMethodSourceCadenceReference periodSpatial unitStatusManage
INFORM Vulnerability dimensionL-19SMCEINFORMAnnual2024 vintageADM1–ADM3ConnectedEdit →
Lack-of-Coping-Capacity dimensionL-19SMCEINFORMAnnual2024 vintageADM1–ADM3ConnectedEdit →
Substandard housing shareRegistered per hazardCurveNational housing surveyOn update2024ADM1–ADM3Available by configurationEdit →
Access to early warning informationRegistered per hazardMatrixExpert-defined lookup tableOn reviewConfigured versionADM1–ADM3Available by configurationEdit →
National vulnerability assessmentRegistered per hazardConfigured per rowNational assessment ownerOn updateConfigured versionADM1–ADM3Available by configurationEdit →

Analysts compose vulnerability layers from these registered rows on the Vulnerability Dashboard's analysis workspace — they select and run, they do not define new matrix cells, curve parameters or weights here.

Impact & historical events registry

DatasetLayer / record IDSourceCadenceReference periodSpatial unitStatusManage
Historical event recordsEvent recordsBNGRC / sector custodiansPer eventAvailable event recordADM1–ADM3RegisteredEdit →
Verification recordsVerification recordsAnalyst / sector custodiansPer resolved alertAvailable verification periodADM1–ADM3RegisteredEdit →

Hazards

Each row carries the fields the platform needs to know how to run a hazard, not only that it exists. Hazard type follows the UNDRR-ISC classification; onset class follows UNDRR Sendai terminology, which defines two classes only — “intermediate onset” appears in academic literature but is not part of any official classification, so the registry does not offer it.

HazardHazard type (UNDRR-ISC)Onset class Frequency attributeEvaluation cadenceForecast horizon Notification surfaceEnabledSourcesThresholds
Drought Meteorological & hydrological Slow-onset Seasonal and recurrent, with multi-year persistence Monthly Long-range (30 d – 2 yr) Bulletin workflow Enabled43
Flood (riverine) Meteorological & hydrological Sudden-onset Seasonal and recurrent, following the rainy season Continuous during season Medium-range (3–10 d), operationally capped at +3 d Alert surface Enabled34
Cyclone Meteorological & hydrological Sudden-onset Seasonal (Nov–Apr) but irregular within the season Continuous Short- to medium-range (12 h – 10 d) Alert surface Enabled23
Earthquake registry entry — not operational Geological Sudden-onset No temporal pattern Permanent detection None — no forecast exists Notification on occurrence Disabled00

Onset class & frequency → platform behaviour

The two columns an Admin sets — onset class and frequency — determine the two the platform derives. Different onset classes never share a notification surface.

Onset classFrequency attributePlatform behaviour
Sudden-onsetSeasonal and recurrent Continuous evaluation during the season · alert surface · thresholds armed seasonally
Sudden-onsetSeasonal but irregular within it Continuous evaluation through the season · alert surface · no pre-arming by date
Sudden-onsetNo temporal pattern Permanent detection · notification on occurrence — a warning is not possible where no forecast exists
Slow-onsetSeasonal and recurrent Scheduled monthly evaluation · bulletin workflow · never the alert surface
Slow-onsetContinuous / non-seasonal Scheduled weekly or monthly evaluation · bulletin workflow

Sources: UNDRR-ISC Hazard definition and classification review (2020, rev. 2025) and Hazard Information Profiles · UNDRR Sendai Framework Terminology, entries “Disaster” and “Hazard” · WMO-No. 485 for the forecast ranges.

Each hazard's own data sources, indicators and forecasts need different fields, so each keeps a separate registry below — jump to one: Drought Flood Cyclone

Data sources — Drought

SourceTypeCadenceLast refreshedHistorical rangeStatusDocsManage
CHIRPS rainfall External API Daily 2026-07-21 06:00 2016 – present (10 yr) OK Method notes Edit →
Copernicus GDO (soil moisture & FAPAR anomalies) External API Dekadal 2026-07-20 09:00 2016 – present (10 yr) OK Method notes Edit →
NDVI (HDX) External API Dekadal 2026-07-21 13:00 2018 – present (8 yr) Delayed Method notes Edit →
ECMWF seasonal outlook (via Copernicus CDS) External API Monthly 2026-07-01 00:00 2019 – present (7 yr) OK Method notes Edit →

Indicators — Drought

Drought is monitored through multiple distinct indicators, not one collapsed value:

IndicatorLayerSourceTypeAccumulation / referenceCadenceLast refreshedHistorical rangeStatusDocsCurrent valueInterpretation
SPI (Standardized Precipitation Index), 3-month L-02 Derived from CHIRPS Internal calculation 3-month required field Monthly (3-mo rolling) 2026-07-21 06:00 2016 – present (10 yr) OK Method notes -1.4 (national avg) Moderately dry
Soil moisture anomaly (zSM) L-03 Copernicus GDO External API Standardised anomaly vs. long-term mean Dekadal 2026-07-20 09:00 2016 – present (10 yr) OK Method notes -0.8 (national avg) Below normal
FAPAR anomaly (zFAPAR) L-04 Copernicus GDO External API Standardised anomaly vs. long-term mean Dekadal 2026-07-20 09:00 2016 – present (10 yr) OK Method notes -0.4 (national avg) Near normal
NDVI (vegetation health) L-05 HDX External API Dekadal composite Dekadal 2026-07-21 13:00 2018 – present (8 yr) Delayed Method notes 0.31 (national avg) Below seasonal norm

SPI-3, zSM and zFAPAR are the three separate indicators the staged drought threshold on EW-1 Thresholds reads — a single collapsed “drought level” could not express a staged condition.

Forecasts — Drought

ForecastLayerTypeRange (WMO)CadenceLast computedStatus
Seasonal precipitation outlook L-08 External API Long-range (30 d – 2 yr) Monthly 2026-07-01 00:00 OK

These are national aggregates for registry monitoring — every indicator's real spatial detail (per administrative area) is on Dashboard → hazard layers, not collapsed into one number here.

Data sources — Flood

SourceTypeCadenceLast refreshedHistorical rangeStatusDocsManage
GloFAS (remote analytical DB) External API Hourly 2026-07-21 13:00 2019 – present (7 yr) OK Method notes Edit →

Forecasts — Flood

Forecast output is shown separately from the raw data source that feeds it:

ForecastLayerTypeRange (WMO)CadenceLast computedStatusDocs
River discharge forecast (GloFAS-derived) L-09 External API Medium-range (3–10 d), operationally capped at +3 d Hourly 2026-07-21 13:00 OK Method notes
Forecast river discharge + reporting-point exceedance probability A-01 External API (Copernicus CDS) Short- to extended-range (1–30 d) Daily Not connected Method notes

Data sources — Cyclone

SourceTypeCadenceLast refreshedHistorical rangeStatusDocsManage
Regional cyclone outlook feed External API Every 6h 2026-07-21 06:00 2024-01 – present (1.5 yr) Delayed Method notes Edit →

Below the 3yr retention target for this source — historical backfill not yet available.

Forecasts — Cyclone

Forecast output is shown separately from the raw data source that feeds it:

ForecastLayerTypeRange (WMO)CadenceLast computedStatusDocs
Cyclone track & intensity forecast (external) L-10 External API Short- to medium-range (12 h – 10 d) Every 6h 2026-07-21 06:00 Delayed Method notes
Internal cyclone-track model L-11 Internal calculation Short- to medium-range (12 h – 10 d) Every 6h 2026-07-21 12:00 OK Method notes
Official cyclone bulletins severity authority A-05 External API Short- to medium-range At least 12-hourly Not connected Method notes

Activity log

Every refresh attempt is recorded, success and failure alike.

TimeSourceResult
2026-07-21 13:00GloFASSuccess
2026-07-21 12:00Internal cyclone-track modelSuccess
2026-07-21 06:00Regional cyclone outlook feedFailed — timeout
2026-07-21 06:00CHIRPS rainfallSuccess

This activity is also aggregated system-wide — see System Health → Event log.