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tourism-package-model

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tourism-package-model
File size: 904 Bytes
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{
  "model_type": "XGBoost",
  "best_params": {
    "colsample_bytree": 0.5,
    "learning_rate": 0.2,
    "max_depth": 7,
    "n_estimators": 200,
    "reg_lambda": 1.5
  },
  "train_metrics": {
    "accuracy": 1.0,
    "recall": 1.0,
    "f1_score": 1.0,
    "roc_auc": 1.0
  },
  "test_metrics": {
    "accuracy": 0.9382566585956417,
    "recall": 0.7924528301886793,
    "f1_score": 0.8316831683168316,
    "roc_auc": 0.9682045769568046
  },
  "class_weight": 4.175548589341693,
  "features": [
    "Unnamed: 0",
    "Age",
    "TypeofContact",
    "CityTier",
    "DurationOfPitch",
    "Occupation",
    "Gender",
    "NumberOfPersonVisiting",
    "NumberOfFollowups",
    "ProductPitched",
    "PreferredPropertyStar",
    "MaritalStatus",
    "NumberOfTrips",
    "Passport",
    "PitchSatisfactionScore",
    "OwnCar",
    "NumberOfChildrenVisiting",
    "Designation",
    "MonthlyIncome"
  ]
}