Tabular Regression
Scikit-learn
logistics
xgboost
delivery
driver-effort
fairrelay
File size: 858 Bytes
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{
  "mae": 3.6631188250223796,
  "rmse": 6.95660019937431,
  "r2": 0.9702407057933086,
  "cv_r2_mean": 0.9732488798210385,
  "cv_r2_std": 0.0016249976898991066,
  "train_time_s": 0.4539225101470947,
  "features": [
    "num_packages",
    "total_weight_kg",
    "num_stops",
    "route_difficulty_score",
    "estimated_time_minutes",
    "experience_days",
    "recent_avg_workload",
    "recent_hard_days"
  ],
  "feature_importances": {
    "num_packages": 0.2921975553035736,
    "total_weight_kg": 0.08021678775548935,
    "num_stops": 0.07934663444757462,
    "route_difficulty_score": 0.005875657312572002,
    "estimated_time_minutes": 0.4705999195575714,
    "experience_days": 0.060129713267087936,
    "recent_avg_workload": 0.002936065196990967,
    "recent_hard_days": 0.008697610348463058
  },
  "train_samples": 12000,
  "test_samples": 3000
}