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Prediction Analytics

Model performance · Crime pattern analysis · Manguang Metropolitan Municipality

Q1 2026 · FY2025/26
+0.03
0.74

F1-Score

Primary model health indicator

+0.01
0.71

Precision

Of predicted hotspots, 71% confirmed

+0.04
0.77

Recall

77% of real crimes were predicted

-0.01
0.73

Accuracy

Overall zone classification accuracy

Predicted vs Actual Incidents

Daily incident count · Manguang Metro · Apr 26 – May 25, 2026

PredictedActual

Crime Type Distribution

Manguang Metro · Q1 2026 · 2,258 total incidents

Drug-Related
74933%
Vehicle Theft
41218%
Robbery
38817%
Assault
27612%
Burglary
2019%
Attempted Murder
894%
Vandalism
1436%

Hourly Crime Pattern

Average incident count by hour · All crime types · Manguang Metro

High (≥65)Med (≥40)Low
Peak hour: 22:00Quietest: 05:00Night surge: 19:00–02:00

Model Performance

Random Forest + LSTM Ensemble · v2.4.1

Recall77%
F1-Score74%
Accuracy73%
Precision71%

Run History

v2.4.1
2026-05-250.74
v2.4.0
2026-05-180.71
v2.3.2
2026-05-110.69
v2.3.1
2026-04-280.67