Step 1
Upload Attendance Data
Upload a CSV file or use the pre-generated sample dataset
📂
Drag & drop your CSV here
or
OR
Step 2
Train ML Models
Train RandomForest + KMeans models on your data
🌲
Bunk Predictor
RandomForestClassifier — predicts tomorrow's bunk probability
Idle
⚠️
Risk Classifier
RandomForestClassifier — attendance drop risk
Idle
🎯
Behaviour Cluster
KMeans (k=3) — Regular / Risky / Frequent Bunker
Idle
Initialising…
Step 3
Attendance Dashboard
—
Overall Attendance
—%
75% minimum required
Risk Level
—
Run recommendation for ML score
Classes Can Miss
—
before hitting 75% limit
Behaviour Profile
—
KMeans clustering result
📈 Attendance Trend
📅 Weekly Heatmap
🤖
Click to analyse
Get an AI-powered leave recommendation below
🧠 Behavioural Insights
- Run recommendation to see insights…
📆 Suggested Leave Days
Run recommendation to see suggestions…
Tomorrow's Bunk Risk
—%