{ "feature_names": [ "timestep", "files_encrypted_cumulative", "encryption_throughput_mbps", "endpoints_compromised", "lateral_move_count", "credential_harvest_count", "c2_bytes_exfiltrated", "defender_alert_score", "blast_radius_pct", "living_off_land_score", "attribution_risk_score", "data_exfiltrated_gb", "wiper_flag", "double_extortion_flag", "ir_activated", "edr_coverage_rate", "network_segmentation_quality", "patch_posture_score", "ir_activation_latency_hrs", "endpoint_count", "ad_domain_complexity", "soc_maturity_score", "backup_recovery_prob", "backup_recovery_hrs_mean", "siem_rule_refresh_cadence_days", "segment_id_hash", "c2_intensity_score", "escalation_velocity", "is_destructive", "dwell_efficiency", "is_post_detonation", "lotl_intensity_bin", "attack_phase_encryption_detonation", "attack_phase_exfiltration_staging", "attack_phase_initial_access", "attack_phase_internal_recon", "attack_phase_lateral_movement", "attack_phase_privilege_escalation", "attack_phase_ransom_negotiation", "attack_phase_recovery_in_progress", "detection_outcome_alert_generated", "detection_outcome_delayed_detection", "detection_outcome_no_detection", "detection_outcome_partial_containment", "detection_outcome_recovery_in_progress", "segment_type_active_directory_domain", "segment_type_backup_infrastructure", "segment_type_cloud_workload_tier", "segment_type_corporate_workstation_fleet", "segment_type_dmz_perimeter", "segment_type_executive_endpoint_zone", "segment_type_file_server_cluster", "segment_type_ot_ics_control_network", "soc_maturity_tier_none", "soc_maturity_tier_tier1", "soc_maturity_tier_tier2", "soc_maturity_tier_tier3_mdr", "backup_maturity_tier_air_gapped_gold_standard", "backup_maturity_tier_local_only", "backup_maturity_tier_network_attached", "backup_maturity_tier_no_backup", "backup_maturity_tier_offsite_unverified", "backup_maturity_tier_offsite_verified_immutable" ], "numeric_features": [ "timestep", "files_encrypted_cumulative", "encryption_throughput_mbps", "endpoints_compromised", "lateral_move_count", "credential_harvest_count", "c2_bytes_exfiltrated", "defender_alert_score", "blast_radius_pct", "living_off_land_score", "attribution_risk_score", "data_exfiltrated_gb", "wiper_flag", "double_extortion_flag", "ir_activated", "edr_coverage_rate", "network_segmentation_quality", "patch_posture_score", "ir_activation_latency_hrs", "endpoint_count", "ad_domain_complexity", "soc_maturity_score", "backup_recovery_prob", "backup_recovery_hrs_mean", "siem_rule_refresh_cadence_days", "segment_id_hash", "c2_intensity_score", "escalation_velocity", "is_destructive", "dwell_efficiency", "is_post_detonation", "lotl_intensity_bin" ], "categorical_levels": { "attack_phase": [ "encryption_detonation", "exfiltration_staging", "initial_access", "internal_recon", "lateral_movement", "privilege_escalation", "ransom_negotiation", "recovery_in_progress" ], "detection_outcome": [ "alert_generated", "delayed_detection", "no_detection", "partial_containment", "recovery_in_progress" ], "segment_type": [ "active_directory_domain", "backup_infrastructure", "cloud_workload_tier", "corporate_workstation_fleet", "dmz_perimeter", "executive_endpoint_zone", "file_server_cluster", "ot_ics_control_network" ], "soc_maturity_tier": [ "none", "tier1", "tier2", "tier3_mdr" ], "backup_maturity_tier": [ "air_gapped_gold_standard", "local_only", "network_attached", "no_backup", "offsite_unverified", "offsite_verified_immutable" ] }, "label_to_int": { "lone_actor": 0, "organised_syndicate": 1, "raas_affiliate": 2, "nation_state_nexus": 3 }, "int_to_label": { "0": "lone_actor", "1": "organised_syndicate", "2": "raas_affiliate", "3": "nation_state_nexus" }, "leakage_excluded": [] }