{
  "seed": 14,
  "n_logins": 8921,
  "n_users": 160,
  "n_events": 14,
  "kpis": {
    "n_raw": 8921,
    "n_valid": 8921,
    "n_dropped": 0,
    "n_sessions": 7978,
    "n_security_review": 49,
    "n_context": 1120,
    "n_incomplete": 0,
    "parse_coverage": 1.0,
    "event_recall": 1.0,
    "precision_at_k": 1.0,
    "false_alarms_per_user_day": 0.0,
    "mean_detect_delay_min": 10.671,
    "new_device_as_security": 0,
    "new_user_as_security": 0,
    "seconds": 16.082,
    "threshold": 3.0,
    "model_names": "rules+logistic+lightgbm",
    "daily_capacity": 8
  },
  "comparison": [
    {
      "method": "failure_count",
      "split": "development",
      "event_recall": 0.25,
      "precision_at_k": 1.0,
      "false_alarms_per_user_day": 0.0,
      "mean_detect_delay_min": 0.0,
      "n_security_alerts": 1,
      "n_context_alerts": 0,
      "n_review_events": 4,
      "new_device_as_security": 0,
      "new_user_as_security": 0,
      "parse_coverage": 1.0,
      "brier": null
    },
    {
      "method": "device_novelty",
      "split": "development",
      "event_recall": 1.0,
      "precision_at_k": 0.5,
      "false_alarms_per_user_day": 0.2489,
      "mean_detect_delay_min": 10.096,
      "n_security_alerts": 351,
      "n_context_alerts": 0,
      "n_review_events": 4,
      "new_device_as_security": 1,
      "new_user_as_security": 170,
      "parse_coverage": 1.0,
      "brier": null
    },
    {
      "method": "rules",
      "split": "development",
      "event_recall": 1.0,
      "precision_at_k": 0.5714,
      "false_alarms_per_user_day": 0.0141,
      "mean_detect_delay_min": 10.096,
      "n_security_alerts": 34,
      "n_context_alerts": 0,
      "n_review_events": 4,
      "new_device_as_security": 0,
      "new_user_as_security": 0,
      "parse_coverage": 1.0,
      "brier": null
    },
    {
      "method": "logistic_regression",
      "split": "development",
      "event_recall": 0.5,
      "precision_at_k": 1.0,
      "false_alarms_per_user_day": 0.0,
      "mean_detect_delay_min": 0.192,
      "n_security_alerts": 13,
      "n_context_alerts": 0,
      "n_review_events": 4,
      "new_device_as_security": 0,
      "new_user_as_security": 0,
      "parse_coverage": 1.0,
      "brier": null
    },
    {
      "method": "lightgbm",
      "split": "development",
      "event_recall": 1.0,
      "precision_at_k": 1.0,
      "false_alarms_per_user_day": 0.0,
      "mean_detect_delay_min": 0.096,
      "n_security_alerts": 16,
      "n_context_alerts": 0,
      "n_review_events": 4,
      "new_device_as_security": 0,
      "new_user_as_security": 0,
      "parse_coverage": 1.0,
      "brier": null
    },
    {
      "method": "ariaidentity",
      "split": "development",
      "event_recall": 1.0,
      "precision_at_k": 0.5714,
      "false_alarms_per_user_day": 0.0141,
      "mean_detect_delay_min": 10.096,
      "n_security_alerts": 34,
      "n_context_alerts": 794,
      "n_review_events": 4,
      "new_device_as_security": 0,
      "new_user_as_security": 0,
      "parse_coverage": 1.0,
      "brier": 0.0002
    },
    {
      "method": "failure_count",
      "split": "test",
      "event_recall": 0.25,
      "precision_at_k": 1.0,
      "false_alarms_per_user_day": 0.0,
      "mean_detect_delay_min": 0.0,
      "n_security_alerts": 1,
      "n_context_alerts": 0,
      "n_review_events": 4,
      "new_device_as_security": 0,
      "new_user_as_security": 0,
      "parse_coverage": 1.0,
      "brier": null
    },
    {
      "method": "device_novelty",
      "split": "test",
      "event_recall": 1.0,
      "precision_at_k": 0.4,
      "false_alarms_per_user_day": 0.025,
      "mean_detect_delay_min": 10.671,
      "n_security_alerts": 35,
      "n_context_alerts": 0,
      "n_review_events": 4,
      "new_device_as_security": 1,
      "new_user_as_security": 10,
      "parse_coverage": 1.0,
      "brier": null
    },
    {
      "method": "rules",
      "split": "test",
      "event_recall": 1.0,
      "precision_at_k": 1.0,
      "false_alarms_per_user_day": 0.0,
      "mean_detect_delay_min": 10.671,
      "n_security_alerts": 15,
      "n_context_alerts": 0,
      "n_review_events": 4,
      "new_device_as_security": 0,
      "new_user_as_security": 0,
      "parse_coverage": 1.0,
      "brier": null
    },
    {
      "method": "logistic_regression",
      "split": "test",
      "event_recall": 0.5,
      "precision_at_k": 1.0,
      "false_alarms_per_user_day": 0.0,
      "mean_detect_delay_min": 1.342,
      "n_security_alerts": 13,
      "n_context_alerts": 0,
      "n_review_events": 4,
      "new_device_as_security": 0,
      "new_user_as_security": 0,
      "parse_coverage": 1.0,
      "brier": null
    },
    {
      "method": "lightgbm",
      "split": "test",
      "event_recall": 0.75,
      "precision_at_k": 1.0,
      "false_alarms_per_user_day": 0.0,
      "mean_detect_delay_min": 0.894,
      "n_security_alerts": 14,
      "n_context_alerts": 0,
      "n_review_events": 4,
      "new_device_as_security": 0,
      "new_user_as_security": 0,
      "parse_coverage": 1.0,
      "brier": null
    },
    {
      "method": "ariaidentity",
      "split": "test",
      "event_recall": 1.0,
      "precision_at_k": 1.0,
      "false_alarms_per_user_day": 0.0,
      "mean_detect_delay_min": 10.671,
      "n_security_alerts": 15,
      "n_context_alerts": 326,
      "n_review_events": 4,
      "new_device_as_security": 0,
      "new_user_as_security": 0,
      "parse_coverage": 1.0,
      "brier": 0.0009
    },
    {
      "method": "failure_count",
      "split": "all",
      "event_recall": 0.25,
      "precision_at_k": 1.0,
      "false_alarms_per_user_day": 0.0,
      "mean_detect_delay_min": 0.0,
      "n_security_alerts": 2,
      "n_context_alerts": 0,
      "n_review_events": 8,
      "new_device_as_security": 0,
      "new_user_as_security": 0,
      "parse_coverage": 1.0,
      "brier": null
    },
    {
      "method": "device_novelty",
      "split": "all",
      "event_recall": 1.0,
      "precision_at_k": 0.4615,
      "false_alarms_per_user_day": 0.1656,
      "mean_detect_delay_min": 10.383,
      "n_security_alerts": 386,
      "n_context_alerts": 0,
      "n_review_events": 8,
      "new_device_as_security": 2,
      "new_user_as_security": 180,
      "parse_coverage": 1.0,
      "brier": null
    },
    {
      "method": "rules",
      "split": "all",
      "event_recall": 1.0,
      "precision_at_k": 0.7,
      "false_alarms_per_user_day": 0.0088,
      "mean_detect_delay_min": 10.383,
      "n_security_alerts": 49,
      "n_context_alerts": 0,
      "n_review_events": 8,
      "new_device_as_security": 0,
      "new_user_as_security": 0,
      "parse_coverage": 1.0,
      "brier": null
    },
    {
      "method": "logistic_regression",
      "split": "all",
      "event_recall": 0.5,
      "precision_at_k": 1.0,
      "false_alarms_per_user_day": 0.0,
      "mean_detect_delay_min": 0.767,
      "n_security_alerts": 26,
      "n_context_alerts": 0,
      "n_review_events": 8,
      "new_device_as_security": 0,
      "new_user_as_security": 0,
      "parse_coverage": 1.0,
      "brier": null
    },
    {
      "method": "lightgbm",
      "split": "all",
      "event_recall": 0.875,
      "precision_at_k": 1.0,
      "false_alarms_per_user_day": 0.0,
      "mean_detect_delay_min": 0.438,
      "n_security_alerts": 30,
      "n_context_alerts": 0,
      "n_review_events": 8,
      "new_device_as_security": 0,
      "new_user_as_security": 0,
      "parse_coverage": 1.0,
      "brier": null
    },
    {
      "method": "ariaidentity",
      "split": "all",
      "event_recall": 1.0,
      "precision_at_k": 0.7,
      "false_alarms_per_user_day": 0.0088,
      "mean_detect_delay_min": 10.383,
      "n_security_alerts": 49,
      "n_context_alerts": 1120,
      "n_review_events": 8,
      "new_device_as_security": 0,
      "new_user_as_security": 0,
      "parse_coverage": 1.0,
      "brier": 0.0004
    }
  ],
  "calibration": [
    {
      "threshold": 1.5,
      "n_security_alerts": 15,
      "event_recall": 1.0,
      "precision_at_k": 1.0,
      "false_alarms_per_user_day": 0.0
    },
    {
      "threshold": 2.0,
      "n_security_alerts": 15,
      "event_recall": 1.0,
      "precision_at_k": 1.0,
      "false_alarms_per_user_day": 0.0
    },
    {
      "threshold": 2.5,
      "n_security_alerts": 15,
      "event_recall": 1.0,
      "precision_at_k": 1.0,
      "false_alarms_per_user_day": 0.0
    },
    {
      "threshold": 3.0,
      "n_security_alerts": 15,
      "event_recall": 1.0,
      "precision_at_k": 1.0,
      "false_alarms_per_user_day": 0.0
    },
    {
      "threshold": 3.5,
      "n_security_alerts": 15,
      "event_recall": 1.0,
      "precision_at_k": 1.0,
      "false_alarms_per_user_day": 0.0
    },
    {
      "threshold": 4.0,
      "n_security_alerts": 15,
      "event_recall": 1.0,
      "precision_at_k": 1.0,
      "false_alarms_per_user_day": 0.0
    },
    {
      "threshold": 5.0,
      "n_security_alerts": 15,
      "event_recall": 1.0,
      "precision_at_k": 1.0,
      "false_alarms_per_user_day": 0.0
    }
  ]
}