Signal Analytics

Signal Quality Dashboard

Transparency analytics for the 5-stage DeGroot Consensus signal refinement pipeline. Monitor source credibility distribution, event classification patterns, convergence metrics, and multi-source contribution breakdown.

Total Events

500

Rolling 30-day total (from database)

Active Signals

130

26 countries (from database)

Avg Confidence

81.7%

LLM classification (30-day avg)

Avg Signal |Δ|

0.553

Mean absolute signal

Unique Sources

149

Distinct domains (30-day window)

Scheduler Status

Batch and article counts below are held in server memory and reset on each deployment or restart. The summary metrics above (Total Events, Active Signals, Unique Sources) are database-backed and persist across restarts.

Status: Running
Countries: 85 baseline countries + 15 signal-only jurisdictions
Last Batch: 4/1/2026, 2:13:45 PM
Total Batches (since restart): 23
Articles Processed (since restart): 2233
Source Credibility Tier Distribution

Events classified by Bayesian source credibility scoring (Stage 1 of the pipeline)

Event Count by Tier

Unknown498 events = 99.6% of 500 total
Tier 41 events = 0.2% of 500 total
Tier 21 events = 0.2% of 500 total

Reconciliation: 500 summed = 500 total events. Share percentages above are computed as (tier count / 500).

Bayesian Credibility Weights (separate from event counts)

These weights are prior reliability scores assigned to each source tier. They are not percentages of total events.

Tier 2

85%

weight

Tier 4

45%

weight

Unknown

40%

weight

Top Sources by Event Count

Most active OSINT sources contributing to the signal pipeline

HDX/UNHCR - The UN Refugee Agency
58
Japan Times
29
The Guardian World
25
SCMP Asia
23
France 24
23
War on the Rocks
22
BBC World
21
Al Jazeera
20
DW News
19
NPR World
15
HDX/Global Disaster Alert and Coordination System
13
HDX/Armed Conflict Location & Event Data Project (ACLED)
13
HDX/Food and Agriculture Organization (FAO) of the United Nations
11
HDX/Internal Displacement Monitoring Centre (IDMC)
8
HDX/HDX Humanitarian API Data
8
Credibility Tier Reference

Bayesian prior weights assigned to known source domains

TierScore RangeDescriptionExamples
Tier 10.90 - 1.00Major wire services and global outletsReuters, AP, BBC, NYT, Bloomberg
Tier 20.80 - 0.89National broadsheets and major networksCNN, Politico, SCMP, Haaretz
Tier 30.70 - 0.79Regional and specialized outletsMiddle East Eye, Euronews, CNA
Tier 40.40 - 0.50State-affiliated (bias discount)RT, Sputnik, Global Times, TASS
Unknown0.40Unclassified domains (conservative prior)Any domain not in the tier list