cyb004-baseline-classifier / feature_meta.json
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Initial release: XGBoost + MLP for phishing campaign-phase classification
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{
"feature_names": [
"timestep",
"emails_sent_cumulative",
"click_through_rate",
"credential_submission_rate",
"gateway_detection_score",
"lure_personalisation_score",
"target_department_id",
"employee_count",
"privileged_account_density",
"mfa_enrollment_rate",
"click_susceptibility_base",
"email_volume_daily",
"log_emails_sent",
"is_gateway_blocked_step",
"is_evasion_active",
"is_high_personalisation",
"has_credential_capture",
"has_user_engagement",
"evasion_technique_active_base64_payload_embedding",
"evasion_technique_active_homoglyph_substitution",
"evasion_technique_active_html_obfuscation",
"evasion_technique_active_image_only_lure",
"evasion_technique_active_none",
"evasion_technique_active_redirect_chain",
"actor_capability_tier_cybercriminal_gang",
"actor_capability_tier_initial_access_broker",
"actor_capability_tier_nation_state_apt",
"actor_capability_tier_opportunistic",
"department_type_executive_leadership",
"department_type_finance_accounts_payable",
"department_type_human_resources",
"department_type_information_technology",
"industry_sector_financial_services",
"industry_sector_government_state_local",
"industry_sector_retail_ecommerce",
"industry_sector_technology",
"awareness_training_level_annual",
"awareness_training_level_basic",
"awareness_training_level_continuous",
"awareness_training_level_none",
"awareness_training_level_quarterly",
"gateway_architecture_ai_sender_reputation",
"gateway_architecture_ensemble_layered_gateway",
"gateway_architecture_integrated_cloud_defender",
"gateway_architecture_legacy_spam_filter",
"gateway_architecture_ml_classifier_gateway",
"gateway_architecture_rule_based_filter",
"gateway_architecture_sandbox_detonation",
"gateway_architecture_zero_trust_email_proxy",
"dmarc_enforcement_level_monitoring",
"dmarc_enforcement_level_none",
"dmarc_enforcement_level_quarantine",
"dmarc_enforcement_level_reject"
],
"numeric_features": [
"timestep",
"emails_sent_cumulative",
"click_through_rate",
"credential_submission_rate",
"gateway_detection_score",
"lure_personalisation_score",
"target_department_id",
"employee_count",
"privileged_account_density",
"mfa_enrollment_rate",
"click_susceptibility_base",
"email_volume_daily",
"log_emails_sent",
"is_gateway_blocked_step",
"is_evasion_active",
"is_high_personalisation",
"has_credential_capture",
"has_user_engagement"
],
"categorical_levels": {
"evasion_technique_active": [
"base64_payload_embedding",
"homoglyph_substitution",
"html_obfuscation",
"image_only_lure",
"none",
"redirect_chain"
],
"actor_capability_tier": [
"cybercriminal_gang",
"initial_access_broker",
"nation_state_apt",
"opportunistic"
],
"department_type": [
"executive_leadership",
"finance_accounts_payable",
"human_resources",
"information_technology"
],
"industry_sector": [
"financial_services",
"government_state_local",
"retail_ecommerce",
"technology"
],
"awareness_training_level": [
"annual",
"basic",
"continuous",
"none",
"quarterly"
],
"gateway_architecture": [
"ai_sender_reputation",
"ensemble_layered_gateway",
"integrated_cloud_defender",
"legacy_spam_filter",
"ml_classifier_gateway",
"rule_based_filter",
"sandbox_detonation",
"zero_trust_email_proxy"
],
"dmarc_enforcement_level": [
"monitoring",
"none",
"quarantine",
"reject"
]
},
"label_to_int": {
"target_reconnaissance": 0,
"infrastructure_setup": 1,
"lure_crafting": 2,
"email_delivery": 3,
"victim_engagement": 4,
"credential_harvesting": 5,
"post_compromise_escalation": 6
},
"int_to_label": {
"0": "target_reconnaissance",
"1": "infrastructure_setup",
"2": "lure_crafting",
"3": "email_delivery",
"4": "victim_engagement",
"5": "credential_harvesting",
"6": "post_compromise_escalation"
},
"leakage_excluded": [
"delivery_outcome"
]
}