cyb005-baseline-classifier / feature_meta.json
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Initial release: XGBoost + MLP for ransomware actor-tier attribution
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{
"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": []
}