| { |
| "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" |
| ] |
| } |