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OPTIMIZATION COMPLETE
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Number of finished trials: 200

Best Trial: #52
Best F1 Score: 0.8774
Best AUC Score: 0.9327
Optuna Best Trial Value: 0.8774

Best hyperparameters:
  lambda: 3.1278404540677405e-06
  alpha: 2.865349682111457
  colsample_bytree: 0.6388434847100901
  subsample: 0.975052331668336
  learning_rate: 0.1046988967097677
  max_depth: 5
  min_child_weight: 283
  gamma: 0.7863860752901305
  num_boost_round: 876
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