Executive Analytics
Comprehensive data intelligence for informed decision-making
8,173
Total Events
467 (5.7%)
Planned
7,706 (94.3%)
Unplanned
43.0 / 100
Avg EIS Score
40 (0.5%)
Critical Events
Monthly Event Trends
Planned vs Unplanned events over time
Day-of-Week Pattern
Average events per day
Cause Distribution
Event volume by incident type
Vehicle Breakdown
4,896Others
638Pot Holes
537Construction
480Water Logging
458Accident
365Tree Fall
284Other
515Model Performance
Comparison of all 4 trained ML models
RandomForestBEST
R²=0.5047MAE=488
LightGBM
R²=0.4734MAE=508
XGBoost
R²=0.4470MAE=490
GradientBoosting
R²=0.4265MAE=516
Best: RandomForest R²=0.5047 trained on 8,173 events with 26 engineered features.
AI-Generated Insights
Key patterns discovered from data analysis
📈Seasonal Peak
March sees 2.4× the average event count due to summer storms and VIP events
⏰Risk Window
Friday evening 5–8 PM is the highest risk window — 58% above weekly average
🚗Breakdown Volume
Vehicle breakdowns account for 59.9% of all incidents but only 8% require closure
🗺️Zone Hotspot
Central Zone 2 generates the most events; West Zone 1 has highest officer utilization
🤖Model Excellence
RandomForest achieved best R²=0.5047 — ensemble of 200 trees on 26 features
⚡Closure Impact
Incidents with road closure extend resolution time 1.5× on average (142 vs 58 min)