{ "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" ] }