GlobMaps Proprietary API

Outbreak Radar
Disease Risk, Forecasted.

A single API call returns a composite outbreak risk score (0–100) for any coordinate on Earth — aggregating WHO, CDC, mobility, and climate data into one 21-day forecast.

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Why Outbreak Radar?

Manual disease monitoring is slow and fragmented. One API. One score. 21 days ahead.

Global Pathogen Watch

WHO, CDC, and ECDC feeds aggregated into one unified risk score — no manual monitoring required.

21-Day Forecast

LSTM time-series model trained on historical outbreak patterns, updated every 15 minutes.

Mobility-Weighted Spread

Anonymous mobility data incorporated to estimate real-world transmission pathways across populations.

WHO-Aligned Alert Levels

Severity classification aligned with WHO alert colour system for direct operational use.

Proprietary Model

How Our Scoring Works

5 global data sources → GlobMaps processing → Composite outbreak risk score 0–100

#	Input Dataset	Source	Update	GlobMaps Processing	Component	Weight	Output Field
1	Disease alert feeds	🏥 WHO EIOS	Real-time	NLP classification → disease type + severity score	Alert Severity	30%	`alert_severity`
2	Surveillance case reports	📊 CDC FluView / ECDC	Weekly	Epidemic curve fitting + growth rate estimation	Case Trend	25%	`case_trend`
3	Human mobility patterns	📍 Anonymised mobility data	Daily	Mobility-weighted transmission risk per cell	Transmission Risk	25%	`transmission_risk`
4	Temperature & humidity anomaly	🌡 ERA5 — ECMWF	Daily	Climate suitability index for vector-borne disease	Climate Suitability	15%	`climate_suitability`
5	Population density grid	👥 WorldPop — UN	Annual	Exposure scaling by local population density	Population Exposure	5%	`population_exposure`
—	Composite weighted sum	All sources above	—	Clamp to 0–100 → assign category	✦ Final Score	100%	`outbreak_risk_score`

Output Object

Every API response contains these fields.

outbreak_risk_scoreinteger

68

Composite outbreak risk 0–100

risk_categorystring

"High"

Low / Medium / High / Critical

disease_typestring

"dengue"

Primary disease of concern

confidencefloat

0.79

Model confidence 0–1

forecast_21darray

[60,63,66,68,71,74,72...]

Daily risk scores for 21 days ahead

case_estimateinteger

1240

Estimated active cases in radius

transmission_riskfloat

0.62

Mobility-weighted spread probability

climate_suitabilityfloat

0.81

Climate fitness for pathogen spread

alert_severitystring

"orange"

WHO-aligned alert level

active_alertsarray

[{disease:"dengue",level:"orange"}]

Current active outbreak alerts

population_exposureinteger

890000

Population at risk in area

data_sourcesarray

["WHO","CDC","ERA5","WorldPop"]

Sources used in this computation

Risk Categories

outbreak_risk_score mapped to WHO-aligned severity levels.

0–29

Low

No active outbreak detected.

30–59

Medium

Emerging signals — monitor closely.

60–79

High

Active outbreak. Prepare response.

80–100

Critical

Rapid spread. Immediate action required.

Use Cases

Who uses Outbreak Radar API.

🏛️Ministry of Health

Dengue and influenza surveillance across provinces with automated 21-day forecast alerts.

🏥Hospital Networks

Surge capacity planning driven by outbreak risk scores and case volume forecasts.

💉Pharma & Vaccine Orgs

Identify high-risk geographies for vaccine distribution prioritisation and clinical trial site selection.

📋Insurance Underwriting

Quantify endemic disease risk for group health and travel insurance pricing.

Quick Start

One request. Outbreak intelligence. 21-day forecast included.

GET /v1/outbreak-radar

curl -X GET \
  "https://api.globmaps.com/v1/outbreak-radar?lat=13.7563&lon=100.5018&radius=100" \
  -H "X-API-Key: YOUR_API_KEY"

# Response
{
  "outbreak_risk_score": 68,
  "risk_category": "High",
  "disease_type": "dengue",
  "confidence": 0.79,
  "forecast_21d": [60, 63, 66, 68, 71, 74, 72, 69, 67, 65, 63, 61, 59, 57, 55, 53, 51, 50, 49, 48, 47],
  "case_estimate": 1240,
  "transmission_risk": 0.62,
  "climate_suitability": 0.81,
  "alert_severity": "orange",
  "active_alerts": [{ "disease": "dengue", "level": "orange" }],
  "population_exposure": 890000,
  "data_sources": ["WHO", "CDC", "ERA5", "WorldPop"]
}

Stay Ahead of Every Outbreak

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Outbreak RadarDisease Risk, Forecasted.