GLOBAL SURVEILLANCE MATRIX: ACTIVE
DATASET LAYER V2.0
EPIDEMIC ORACLEPan-African Epidemiological Intelligence
Multi-Nation Surveillance & Predictive Modeling

Standardized Outbreak Intelligence Across Pan-African & WHO Datasets.

Epidemic Oracle harmonizes diverse epidemiological data streams—from WHO global COVID-19 and cholera registries to INRB Ebola surveillance and 26-nation GLIDE emergency archives—powering in-browser ARIMA models for early epidemic warning.

Surveillance Coverage

27 Nations

Pan-African & WHO Regional Monitoring

Global Health Ingestion

570K+ Records

WHO COVID-19, Cholera & GLIDE series

Epidemic Vectors

8 Major Pathogens

Ebola, Cholera, COVID-19, Malaria, Mpox +

Forecasting Pipeline

ARIMA Engine

Standardized { date, value }[] normalization
Data Infrastructure

Harmonized Epidemiological Data Streams

NORMALIZED TO UNIFORM TIME SERIES
Data Stream / SourceDataset TypeGeographic ScopeReporting CadenceObserved MetricsStream Status
WHO Global Daily SurveillanceGlobal Epidemiological FeedPan-African & GlobalDaily IngestionConfirmed Cases, Mortality Rates, Epidemic WavesActive Stream
INRB-UMIE Ebola ConsolidatedSub-National Health Zone DataDemocratic Republic of Congo (COD)Daily Consolidated ReportsConfirmed Cases, Cumulative Totals, Health Zone VectorsCritical Surveillance
WHO Global Cholera adm0National Administrative SurveillanceMulti-Country (COD, ZWE, NGA, ETH, etc.)Epidemiological WeeksCase Totals, Death Totals, First/Last EpiweeksActive Stream
GLIDE Multi-Country Event RegistryDisaster & Epidemic Surge Archive26 African Nations (CAF, MOZ, SDN, SOM, etc.)Incident-TriggeredCasualties, Displaced Populations, Outbreak TriggersActive Archive
BVD Mobility & Cohort SurveillancePopulation Mobility IndicatorsDRC (Ituri & North Kivu Cohorts)Subscriber-Day SeriesMobility Flow, Cohort Density, Vector Transmission RiskSpecialized Stream
Geographic Registry

27 Pan-African Country Surveillance Profiles

Standardized `/public/datasets/{ISO3}/{source}.csv` architecture ready for plug-and-play expansion.

CODCentral
Democratic Republic of the Congo
Ebola, Cholera, Mpox, Measles
ZWESouthern
Zimbabwe
Cholera, Malaria, COVID-19, Typhoid
NGAWest
Nigeria
Lassa Fever, Cholera, Mpox, Yellow Fever
ETHEast
Ethiopia
Cholera, Malaria, Measles
ZAFSouthern
South Africa
COVID-19, Cholera, Measles
UGAEast
Uganda
Ebola, Malaria, Cholera
KENEast
Kenya
Cholera, Malaria, Rift Valley Fever
MOZSouthern
Mozambique
Cholera, Malaria, Cyclone Epidemics
SDNNorth/East
Sudan
Cholera, Dengue, Malaria
SOMEast
Somalia
Cholera, Measles, Malnutrition Syndromes
ZMBSouthern
Zambia
Cholera, Anthrax, Malaria
MWISouthern
Malawi
Cholera, Polio, Malaria
TZAEast
Tanzania
Cholera, Marburg, Malaria
RWAEast
Rwanda
Marburg, Malaria
SSDEast
South Sudan
Hepatitis E, Cholera, Measles
TCDCentral
Chad
Measles, Cholera, Meningitis
NERWest
Niger
Meningitis, Cholera, Diphtheria
MLIWest
Mali
Dengue, Measles, Yellow Fever
SENWest
Senegal
Crimean-Congo, Dengue
SLEWest
Sierra Leone
Lassa Fever, Ebola, Cholera
LBRWest
Liberia
Lassa Fever, Mpox, Measles
CAFCentral
Central African Republic
Mpox, Meningitis
NAMSouthern
Namibia
Hepatitis E, Malaria
LSOSouthern
Lesotho
Tuberculosis, COVID-19
LBYNorth
Libya
Leishmaniasis, Flood Epidemics
MRTWest
Mauritania
Rift Valley Fever, Crimean-Congo
TGOWest
Togo
Lassa Fever, Cholera
System Architecture

Modular Data Ingestion & Forecasting Pipeline

Engineered to transform complex raw public health records into actionable predictive insights.

Universal CSV Normalization Layer

Transforms heterogeneous multi-country CSV datasets (wide WHO tables, location-level health zone reports, GLIDE registries) into uniform { date, value }[] time series.

Pan-African & WHO Data Architecture

ISO3-indexed dataset hierarchy supporting 27 African nations, WHO global epidemiological repositories, and localized ministry surveillance feeds.

Autonomous In-Browser ARIMA Forecasting

Pure client-side time-series modeling engine executing outbreak surge projections, trajectory curves, and confidence intervals without remote inference dependencies.

Hotspot & Vector Localization

High-resolution geospatial risk assessment mapping contagion clusters across provinces, districts, and border crossing zones.

Algorithmic Early Warning Alerts

Automated alert dispatches triggered when transmission velocities or case surge thresholds exceed historical variance boundaries.

Role-Governed Platform Security

Segregated operational workspaces for health district data contributors, regional auditors, and super-administrators.