Data Intelligence

Analytics Dashboard

Explore network statistics, ML model performance, and route efficiency across Coimbatore's TNSTC bus network.

57
Total Bus Stops
32
TNSTC Routes
174
Network Edges
6.1
Avg Connections/Stop

Peak vs Off-Peak Analysis

Average delay and passenger load by hour of day

Top Connected Stops

Bus stops ranked by network connectivity

Route Efficiency

Average speed (km/h) by route

ML Model Performance

Ensemble model accuracy metrics

Model Type Ensemble (VotingRegressor)
Estimators
Random Forest (100 trees) Gradient Boosting (150 trees)
R² Score 0.9545
MAE 5.2 min
Training Samples 4000
Test Samples 1000
Features Used
hour_of_day day_of_week is_weekend is_peak_hour stop_count distance_km weather congestion_index passenger_load

TNSTC Route Directory

Complete listing of Coimbatore bus routes with performance data

Route Name Operator Type Stops Distance Avg Time Avg Speed Frequency