🛌 Sleep Disorder Prediction System

Predict potential sleep disorders based on key health indicators

This AI model analyzes your health data to predict the likelihood of sleep disorders including:

  • ✅ No Sleep Disorder (Healthy sleep patterns)
  • 😮‍💨 Sleep Apnea (Breathing interruptions during sleep)
  • 😴 Insomnia (Difficulty falling or staying asleep)

📋 Patient Information
👤 Gender

Select biological gender
⚖️ BMI Category

Body Mass Index category
🩺 Blood Pressure

Systolic/Diastolic pressure

💼 Lifestyle Factors
👔 Occupation

Primary profession

📝 Example Cases
Examples
👤 Gender ⚖️ BMI Category 🩺 Blood Pressure 👔 Occupation ❤️ Heart Rate (BPM)

👥 Occupation Categories Supported

🏥 Healthcare: Nurse, Doctor
💻 Technology: Engineer, Software Engineer, Scientist
🎓 Education: Teacher
💼 Business: Manager, Sales Representative, Accountant
⚖️ Legal: Lawyer

⚕️ Medical Disclaimer

Important: This tool is for educational purposes only and should not replace professional medical advice. Always consult with healthcare providers for proper diagnosis and treatment of sleep disorders.

🔬 Model Information

  • Algorithm: XGBoost Classifier with fallback RandomForest
  • Features: Gender, BMI Category, Blood Pressure, Occupation, Heart Rate
  • Training Data: 10+ occupation categories, multiple BMI & BP ranges
  • Deployment: Hugging Face Spaces with Gradio