| { |
| "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": [] |
| } |