Dashboard
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Consumption R²
 
GBM model · real data
Avg MAE
 
per event · GBM
Stockout AUC
 
classifier · GBM
Max Cylinder Price
 
19 kg commercial · IOC data
Avg Monthly LPG Consumption (kg) — from dataset
Events by Type — from dataset
   
Dataset Summary
Total events 
Date range2018–2023
Feature columns 
Event types 
Stockout events 
Real data sources3
Model Performance
 
Top 5 Predictive Features
   
Predict Event Consumption
ML model + optimization · results from live API
Caterer Profile
Event Details
Results
—
LPG Consumption
—
kg predicted
Cylinders to Order
—
19-kg commercial
Estimated Cost
—
INR
Order By
—
recommended
Stockout Risk
—
probability
Efficiency Score
—
out of 100
Recommended Actions
    Refill Optimizer
    Multi-event LP optimization · live from API
    Loading events from API...
    Events Queue
    CatererDateTypeGuestsConsumptionCylindersRisk
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    Regional Demand Forecast
    30-day dealer forecast · from API simulation
    Optimization Simulation
    Settings
    Model Training Metrics
    All values from /api/metrics — no hardcoded numbers
     
     
     
    Feature Importance
    From /api/feature-importance — trained GBM models
    Stockout Prediction — Top Features
    Consumption Prediction — Top Features