🤖 ML Sentence Predictor
Enhanced Model: ±0.45 Months MAE | R² = 0.9978
97.8% of predictions within ±3 months of actual sentence
📋 Sentencing Guidelines Input
🏆 Model Performance
Enhanced Offense/CH Model
±0.45
MAE (months)
0.9978
R² Score
97.8%
Within ±3 months
🔬 Ensemble Models
- ✅ XGBoost
- ✅ LightGBM
- ✅ CatBoost
- ✅ RandomForest
- ✅ ExtraTrees
📊 Top Features
- 📈 Guideline High: 84.73%
- 📈 Offense Level: 3.87%
- 📈 Guideline Low: 3.55%
📚 Quick Reference: USSG Sentencing Table (2024)
| Offense Level | CH I | CH II | CH III | CH IV | CH V | CH VI |
|---|---|---|---|---|---|---|
| 10 | 6-12 | 8-14 | 10-16 | 15-21 | 21-27 | 24-30 |
| 15 | 18-24 | 21-27 | 24-30 | 30-37 | 37-46 | 41-51 |
| 20 | 33-41 | 37-46 | 41-51 | 51-63 | 63-78 | 70-87 |
| 24 | 51-63 | 57-71 | 63-78 | 77-96 | 92-115 | 100-125 |
| 28 | 78-97 | 87-108 | 97-121 | 110-137 | 130-162 | 140-175 |
| 32 | 121-151 | 135-168 | 151-188 | 168-210 | 188-235 | 210-262 |
| 36 | 188-235 | 210-262 | 235-293 | 262-327 | 292-365 | 324-405 |