{ "feature_names": [ "raw_score", "enriched_score", "time_in_phase_minutes", "queue_depth_at_ingestion", "soar_playbook_triggered", "sla_breached_flag", "mttd_minutes", "mttr_minutes", "fatigue_score_at_alert", "enrichment_lift", "log_mttr", "log_mttd", "queue_pressure", "enrichment_per_minute", "is_high_confidence", "alert_severity_critical_confirmed", "alert_severity_duplicate_suppressed", "alert_severity_false_positive", "alert_severity_high_severity", "alert_severity_informational", "alert_severity_low_severity", "alert_severity_medium_severity", "alert_source_cspm_cloud_rule", "alert_source_edr_behavioural_engine", "alert_source_honeypot_trigger", "alert_source_itdr_identity_anomaly", "alert_source_nids_signature", "alert_source_siem_correlation_rule", "alert_source_threat_intel_ioc_match", "alert_source_ueba_user_anomaly", "mitre_tactic_collection", "mitre_tactic_command_and_control", "mitre_tactic_credential_access", "mitre_tactic_defense_evasion", "mitre_tactic_discovery", "mitre_tactic_execution", "mitre_tactic_exfiltration", "mitre_tactic_impact", "mitre_tactic_initial_access", "mitre_tactic_lateral_movement", "mitre_tactic_persistence", "mitre_tactic_privilege_escalation", "analyst_tier_L1_junior", "analyst_tier_L2_senior", "analyst_tier_L3_threat_hunter", "siem_platform_chronicle_google", "siem_platform_elastic_siem", "siem_platform_exabeam_fusion", "siem_platform_ibm_qradar", "siem_platform_logrhythm_axon", "siem_platform_microsoft_sentinel", "siem_platform_splunk_enterprise", "siem_platform_sumo_logic" ], "numeric_features": [ "raw_score", "enriched_score", "time_in_phase_minutes", "queue_depth_at_ingestion", "soar_playbook_triggered", "sla_breached_flag", "mttd_minutes", "mttr_minutes", "fatigue_score_at_alert", "enrichment_lift", "log_mttr", "log_mttd", "queue_pressure", "enrichment_per_minute", "is_high_confidence" ], "categorical_levels": { "alert_severity": [ "critical_confirmed", "duplicate_suppressed", "false_positive", "high_severity", "informational", "low_severity", "medium_severity" ], "alert_source": [ "cspm_cloud_rule", "edr_behavioural_engine", "honeypot_trigger", "itdr_identity_anomaly", "nids_signature", "siem_correlation_rule", "threat_intel_ioc_match", "ueba_user_anomaly" ], "mitre_tactic": [ "collection", "command_and_control", "credential_access", "defense_evasion", "discovery", "execution", "exfiltration", "impact", "initial_access", "lateral_movement", "persistence", "privilege_escalation" ], "analyst_tier": [ "L1_junior", "L2_senior", "L3_threat_hunter" ], "siem_platform": [ "chronicle_google", "elastic_siem", "exabeam_fusion", "ibm_qradar", "logrhythm_axon", "microsoft_sentinel", "splunk_enterprise", "sumo_logic" ] }, "label_to_int": { "auto_resolved_soar": 0, "duplicate_merged": 1, "false_positive_closed": 2, "true_positive_remediated": 3, "true_positive_escalated": 4 }, "int_to_label": { "0": "auto_resolved_soar", "1": "duplicate_merged", "2": "false_positive_closed", "3": "true_positive_remediated", "4": "true_positive_escalated" }, "oracle_excluded": [ "alert_lifecycle_phase", "automation_resolved", "escalation_flag" ], "high_cardinality_excluded": [ "mitre_technique_id", "detection_rule_id" ] }