Event Impact Forecasting
ML-powered prediction using RandomForest, XGBoost, LightGBM & GradientBoosting
Forecast Parameters
Event Type
Event Cause
Priority
Corridor
Hour of Day: 8:00 🔴 Peak
00:0012:0023:00
Live Preview: Prediction updates in real-time as you adjust parameters.
88
Event Impact Score
Critical Risk
140
Predicted Duration
minutes
4.4
Spread Radius
km
20
Officers Needed
personnel
EIS LevelCritical
LowModerateHighSevereCritical
🚔 Resource Recommendation
👮
20
Officers
🚧
10
Barricades
🚛
2
Tow Trucks
⚠️
Critical
Alert Level
Model Performance Comparison
R² Score across all trained models
RandomForestBEST
MAE: 488 · R²: 0.5047
XGBoost
MAE: 490 · R²: 0.4470
LightGBM
MAE: 508 · R²: 0.4734
GradientBoosting
MAE: 516 · R²: 0.4265
Feature Importance
Top predictive features (Random Forest)
hour18.0%
cause severity16.0%
priority score13.0%
corridor risk11.0%
zone risk9.0%
road closure flag8.0%
day of week7.0%
month6.0%
is peak hour5.0%
veh severity4.0%
lat2.0%
lon1.0%