cyb006-baseline-classifier / feature_meta.json
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Initial release: XGBoost + MLP for user-risk-tier classification, plus structural-leakage diagnostic on threat-actor detection
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{
"feature_names": [
"total_login_attempts",
"successful_logins",
"failed_logins",
"mfa_failures",
"impossible_travel_events",
"lateral_hop_count",
"privilege_escalations",
"account_lockout_count",
"geo_dispersion_score",
"login_velocity_score",
"session_anomaly_rate",
"ueba_alert_count",
"overall_identity_risk_score",
"insider_threat_indicator_score",
"avg_session_duration_seconds",
"avg_mfa_response_latency_ms",
"avg_geo_anomaly_score",
"max_geo_anomaly_score",
"frac_impossible_travel",
"n_unique_countries",
"n_unique_devices",
"n_unique_applications",
"failed_login_rate",
"mfa_failure_rate",
"ueba_alerts_per_session",
"hops_per_escalation",
"geo_velocity_composite",
"composite_anomaly_score",
"peak_privilege_level_accessed_admin_domain",
"peak_privilege_level_accessed_admin_local",
"peak_privilege_level_accessed_global_admin",
"peak_privilege_level_accessed_power_user",
"peak_privilege_level_accessed_service_account",
"peak_privilege_level_accessed_standard_user"
],
"numeric_features": [
"total_login_attempts",
"successful_logins",
"failed_logins",
"mfa_failures",
"impossible_travel_events",
"lateral_hop_count",
"privilege_escalations",
"account_lockout_count",
"geo_dispersion_score",
"login_velocity_score",
"session_anomaly_rate",
"ueba_alert_count",
"overall_identity_risk_score",
"insider_threat_indicator_score",
"avg_session_duration_seconds",
"avg_mfa_response_latency_ms",
"avg_geo_anomaly_score",
"max_geo_anomaly_score",
"frac_impossible_travel",
"n_unique_countries",
"n_unique_devices",
"n_unique_applications",
"failed_login_rate",
"mfa_failure_rate",
"ueba_alerts_per_session",
"hops_per_escalation",
"geo_velocity_composite",
"composite_anomaly_score"
],
"categorical_levels": {
"peak_privilege_level_accessed": [
"admin_domain",
"admin_local",
"global_admin",
"power_user",
"service_account",
"standard_user"
]
},
"label_to_int": {
"low": 0,
"medium": 1,
"high": 2
},
"int_to_label": {
"0": "low",
"1": "medium",
"2": "high"
},
"user_leaky_excluded": [
"threat_actor_flag",
"account_takeover_flag",
"credential_attack_victim_flag"
]
}