{
  "model_type": "pressure",
  "algorithm": "XGBoost binary classifier + KNN similarity",
  "feature_version": "generalized_cycle_relative_v2",
  "feature_names": [
    "oil_last_relative_to_window",
    "oil_range_rel",
    "oil_slope_rel",
    "oil_min_dev",
    "oil_max_dev",
    "oil_low_ratio_mean",
    "oil_low_low_ratio_mean",
    "running_coverage_mean",
    "running_coverage_min",
    "oil_rel_cycle_mean",
    "oil_rel_cycle_min",
    "oil_rel_cycle_last",
    "oil_rel_recent_mean",
    "oil_rel_recent_last",
    "oil_slope_rel_cycle",
    "oil_decline_hours",
    "oil_drawdown_cycle",
    "oil_range_rel_cycle",
    "oil_mean_z",
    "oil_min_z",
    "oil_last_z",
    "oil_slope_z"
  ],
  "dropped_absolute_features": [
    "oil_mean",
    "oil_min",
    "oil_max",
    "oil_range",
    "oil_slope"
  ],
  "unit_baselines": {
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      "mad": 0.004428293542177608,
      "normal_samples": 3029
    },
    "8号机": {
      "median": 0.48758049702478773,
      "mad": 0.01760849462891073,
      "normal_samples": 1915
    },
    "9号机": {
      "median": 0.5114602234904413,
      "mad": 0.0038131198673335698,
      "normal_samples": 3495
    }
  },
  "normal_sampling_strategy": "all_normal",
  "normal_to_anomaly_training_ratio_limit": null,
  "actual_normal_to_anomaly_training_ratio": 12.864329268292684,
  "training_samples_before_sampling": 9095,
  "training_samples_after_sampling": 9095,
  "training_normal": 8439,
  "training_anomaly": 656,
  "scale_pos_weight": 12.864329268292684,
  "validation_samples": 2457,
  "test_set_read": false,
  "threshold_selection": "max_validation_f1",
  "threshold": 0.8625534176826477,
  "validation_precision": 0.9389671361502347,
  "validation_recall": 0.9950248756218906,
  "validation_f1": 0.966183574879227,
  "validation_pr_auc": 0.9965091484961048,
  "rounds_requested": 800,
  "early_stopping_rounds_requested": 50,
  "rounds_run": 151,
  "early_stopped": true,
  "best_iteration": 100,
  "best_score": 0.03169399543938643
}