Datasets:

electricsheepafrica
/

africa-insider-threat

record_id large_string	intelligence_source large_string	intelligence_source_url large_string	country large_string	insider_type large_string	sector large_string	job_role large_string	motivation large_string	threat_action large_string	data_type_accessed large_string	exfiltration_method large_string	access_method large_string	tenure_months int64	salary_usd_monthly int64	performance_issue int64	disciplinary_action int64	recent_promotion_denied int64	termination_notice_given int64	financial_stress_indicators int64	lifestyle_incongruence int64	foreign_contact_suspicious int64	second_job_conflict int64	gambling_addiction int64	substance_abuse int64	admin_access int64	database_access int64	financial_system_access int64	physical_server_access int64	master_key_holder int64	payment_system_access int64	biometric_database_access int64	classified_document_access int64	customer_facing_system_access int64	vendor_management_access int64	after_hours_access int64	weekend_access int64	remote_access_used int64	multiple_failed_logins int64	log_deletion_attempt int64	unauthorized_software_install int64	usb_device_connected int64	cloud_upload_spike int64	print_volume_spike int64	email_attachment_unusual int64	database_query_volume_spike int64	access_from_unusual_location int64	mfa_bypass_attempt int64	shared_credentials_used int64	credentials_on_dark_web int64	records_exfiltrated int64	financial_loss_usd int64	customers_affected int64	data_sold_on_dark_web int64	data_shared_with_competitor int64	data_shared_with_foreign_gov int64	service_disruption_hours int64	regulatory_breach int64	reputational_damage int64	legal_action_taken int64	detected int64	time_to_detect_days int64	detected_by large_string	employee_terminated int64	arrested int64	prosecuted int64	civil_suit_filed int64	security_policy_updated int64	access_controls_tightened int64	monitoring_improved int64	vendor_audit_conducted int64	label int64	is_synthetic int64	employment_risk_score int64	performance_issue.1 int64	disciplinary_action.1 int64	promotion_denied int64	termination_notice int64	financial_stress int64	lifestyle_incongruence.1 int64	foreign_contact_suspicious.1 int64	second_job_conflict.1 int64	gambling_addiction.1 int64	substance_abuse.1 int64	high_risk_employee int64	disgruntled_profile int64	financial_pressure_profile int64	tenure_months.1 int64	log_tenure float64	short_tenure int64	long_tenure int64	salary_usd_monthly.1 int64	low_salary int64	high_salary int64	admin_access.1 int64	database_access.1 int64	financial_system_access.1 int64	physical_server_access.1 int64	master_key_holder.1 int64	payment_system_access.1 int64	biometric_database_access.1 int64	classified_document_access.1 int64	customer_facing_system_access.1 int64	vendor_management_access.1 int64	privilege_score int64	high_privilege int64	critical_access int64	data_custodian int64	financial_gatekeeper int64	physical_access int64	after_hours_access.1 int64	weekend_access.1 int64	remote_access_used.1 int64	failed_logins int64	log_deletion_attempt.1 int64	unauthorized_software int64	usb_connected int64	cloud_upload_spike.1 int64	print_spike int64	email_attachment_unusual.1 int64	database_query_spike int64	unusual_location int64	mfa_bypass_attempt.1 int64	shared_credentials int64	credentials_dark_web int64	anomaly_score int64	high_anomaly int64	data_exfil_indicators int64	persistence_indicators int64	credential_compromise_indicators int64	off_hours_pattern int64	log_records_exfiltrated float64	log_financial_loss float64	log_customers_affected float64	records_exfiltrated.1 int64	financial_loss_usd.1 int64	customers_affected.1 int64	data_sold_dark_web int64	data_shared_competitor int64	data_shared_foreign_gov int64	service_disruption_hours.1 int64	regulatory_breach.1 int64	reputational_damage.1 int64	legal_action_taken.1 int64	high_impact int64	espionage_indicator int64	profiteering_indicator int64	detected.1 int64	slow_detection int64	undetected int64	employee_terminated.1 int64	arrested.1 int64	prosecuted.1 int64	civil_suit int64	policy_updated int64	access_tightened int64	monitoring_improved.1 int64	vendor_audit int64	effective_response int64	accountability int64	no_consequence int64	impunity int64	detected_by_uba int64	detected_by_dlp int64	detected_by_employee int64	detected_by_finance int64	detected_by_audit int64	type_malicious int64	type_neglectful int64	type_compromised int64	type_recruited int64	type_disgruntled int64	type_departing int64	type_contractor int64	type_executive int64	sector_gov int64	sector_banking int64	sector_telecom int64	sector_healthcare int64	sector_mining int64	sector_fintech int64	sector_energy int64	sector_ecommerce int64	sector_ngo int64	sector_media int64	motivation_financial int64	motivation_revenge int64	motivation_ideology int64	motivation_coercion int64	motivation_accidental int64	action_exfiltration int64	action_unauthorized_access int64	action_backdoor int64	action_funds_fraud int64	action_sabotage int64	action_ip_theft int64	role_admin int64	role_finance int64	role_it_support int64	role_customer_facing int64	role_executive int64	role_hr int64	role_security int64	role_research int64	exfil_usb int64	exfil_email int64	exfil_cloud int64	exfil_messaging int64	exfil_physical int64	exfil_remote int64	exfil_database int64	exfil_api int64	access_legitimate int64	access_stolen int64	access_shared int64	access_backdoor int64	access_escalation int64	access_after_hours int64	access_remote int64	access_physical int64	access_social_engineering int64	data_biometric int64	data_financial int64	data_customer_pii int64	data_mining int64	data_health int64	data_mobile_money int64	data_research int64	is_west_africa int64	is_east_africa int64	is_southern_africa int64	is_north_africa int64	high_risk_country int64	insider_threat_score int64	insider_vulnerability_score int64	organizational_response_score int64
INSD001501	Verizon DBIR 2024	https://www.verizon.com/business/resources/reports/dbir/	Ghana	neglectful_insider	energy_utilities	research_scientist	financial_gain	intellectual_property_theft	telecom_subscriber_data	usb_external_drive	stolen_colleague_credentials	71	1,165	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	1	1	0	1	1	0	1	1	1	1	0	1	1	0	1	1	1	0	2	6,122	424	1	0	1	72	1	1	0	1	297	endpoint_detection	1	0	0	0	0	0	0	0	1	1	2	1	0	0	0	0	1	0	0	0	0	0	0	1	71	1.85	0	1	1,165	0	0	0	0	0	0	0	1	0	1	1	0	3	0	0	1	1	0	1	1	0	1	1	1	1	0	1	1	0	1	1	1	0	11	1	1	1	1	1	0.3	3.79	2.63	2	6,122	424	1	0	1	72	1	1	0	0	1	0	1	1	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	57	10	3
INSD002586	SANS Insider Threat Survey 2024	https://www.sans.org/white-papers/	Ethiopia	disgruntled_employee	banking_financial_services	hr_manager	personal_grievance	unauthorized_access_elevation	citizen_biometric_data	database_dump_local	legitimate_credentials	51	5,461	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	1	0	1	0	0	0	1	1	1	1	0	0	0	1	0	0	1	49	62,301	4	0	1	0	48	0	0	0	0	0	undetected	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	51	1.71	0	0	5,461	0	1	0	0	1	0	0	0	0	1	1	0	3	0	0	1	1	0	1	0	0	0	1	1	1	1	0	0	0	1	0	0	1	7	1	1	1	1	0	1.69	4.79	0.6	49	62,301	4	0	1	0	48	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	39	7	-8
INSD002653	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	Nigeria	contractor_vendor	mining_resources	finance_accountant	ideology_political	sabotage_destruction	customer_pii	physical_document_removal	after_hours_unauthorized	35	540	0	1	1	0	1	0	0	0	0	1	0	0	0	1	0	1	0	0	1	0	1	1	0	0	0	0	1	1	1	0	1	0	0	0	1	4,494	1,848,719	2	0	1	1	168	0	0	0	1	130	user_behavior_analytics	1	0	0	0	0	0	0	0	1	1	4	0	1	1	0	1	0	0	0	0	1	1	1	1	35	1.54	0	0	540	0	0	0	0	0	1	0	1	0	0	1	0	3	0	0	0	1	1	1	1	0	0	0	0	1	1	1	0	1	0	0	0	1	7	1	1	0	1	1	3.65	6.27	0.3	4,494	1,848,719	2	0	1	1	168	0	0	0	1	1	0	1	1	0	1	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	1	0	0	0	1	50	7	3
INSD001055	ACFE Report to the Nations 2024	https://www.acfe.com/report-to-the-nations/2024/	Algeria	neglectful_insider	mobile_money_fintech	software_developer	accidental_negligence	intellectual_property_theft	mining_geological_surveys	cloud_storage_upload	remote_access_vpn_compromised	229	460	0	0	1	1	0	0	0	0	1	0	0	0	1	1	0	0	0	1	0	1	1	0	0	0	0	0	0	1	0	1	0	0	0	0	0	6,983	580,990	90,226	0	0	0	0	1	0	0	1	274	audit_log_review	1	0	0	0	0	1	0	1	1	1	3	0	0	1	1	0	0	0	0	1	0	1	1	1	229	2.36	0	1	460	1	0	0	0	1	1	0	0	0	1	0	1	4	0	0	1	1	1	1	0	0	0	0	0	0	1	0	1	0	0	0	0	0	3	0	1	0	0	0	3.84	5.76	4.96	6,983	580,990	90,226	0	0	0	0	1	0	0	1	0	0	1	1	0	1	0	0	0	0	1	0	1	0	1	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	1	0	31	2	5
INSD000705	Ponemon Institute Cost of Insider Threats	https://ibm.com/security/data-breach	Egypt	neglectful_insider	mining_resources	finance_accountant	financial_gain	fraudulent_transaction_processing	financial_records	usb_external_drive	social_engineering_it_helpdesk	64	119	0	0	1	1	1	0	0	0	0	1	1	1	0	0	0	0	0	0	1	1	1	0	1	0	0	0	1	0	0	1	0	0	0	1	0	517	229,669	9	0	0	0	0	0	0	0	0	0	undetected	0	0	0	0	0	0	0	0	1	1	4	0	0	1	1	1	0	0	0	0	1	1	1	1	64	1.81	0	1	119	1	0	1	1	0	0	0	0	0	0	1	1	4	0	0	1	0	0	1	0	1	0	0	0	1	0	0	1	0	0	0	1	0	4	0	1	1	1	0	2.71	5.36	0.95	517	229,669	9	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	1	1	39	10	-8
INSD000106	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	Ethiopia	malicious_insider	telecommunications	call_center_agent	ideology_political	intellectual_property_theft	citizen_biometric_data	usb_external_drive	privilege_escalation_exploit	58	1,255	1	0	1	0	1	0	0	0	0	1	0	0	0	1	0	1	0	0	0	0	1	0	1	1	0	0	0	1	0	1	0	0	0	1	0	7	3,236	80	1	0	0	0	0	1	0	0	0	undetected	0	0	0	0	0	0	0	0	1	1	4	1	0	1	0	1	0	0	0	0	1	1	1	1	58	1.76	0	0	1,255	0	0	0	0	0	1	0	1	0	0	0	0	2	0	0	0	1	1	1	0	1	1	0	0	0	1	0	1	0	0	0	1	0	5	1	1	1	1	0	0.85	3.51	1.9	7	3,236	80	1	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	38	10	-8
INSD000589	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	Nigeria	compromised_account	mining_resources	field_engineer	accidental_negligence	funds_transfer_fraud	telecom_subscriber_data	telegram_file_transfer	shared_account_password	28	230	0	0	0	0	1	0	0	0	0	0	1	1	1	0	0	1	0	1	1	0	1	0	1	0	0	0	0	0	0	0	0	0	0	1	1	78,494	163,242	456	0	0	1	72	0	0	0	0	0	undetected	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	1	0	0	0	0	0	0	0	1	28	1.45	0	0	230	1	0	1	1	1	0	0	1	0	1	1	0	6	1	1	1	1	0	1	0	1	0	0	0	0	0	0	0	0	0	0	1	1	3	0	0	1	1	0	4.89	5.21	2.66	78,494	163,242	456	0	0	1	72	0	0	0	1	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	38	10	-8
INSD002468	Ponemon Institute Cost of Insider Threats	https://ibm.com/security/data-breach	Kenya	malicious_insider	telecommunications	procurement_officer	revenge_disgruntlement	funds_transfer_fraud	health_records	remote_desktop_file_copy	remote_access_vpn_compromised	56	4,606	0	0	0	1	1	0	0	0	0	1	0	1	0	1	0	0	1	0	0	0	0	0	1	1	1	0	0	0	0	1	0	0	0	1	1	3	37,081,573	94	0	1	0	24	0	0	0	0	0	undetected	0	0	0	0	0	0	0	0	1	1	3	0	0	0	1	1	0	0	0	0	1	1	1	1	56	1.75	0	0	4,606	0	1	0	1	0	1	0	0	1	0	0	0	3	0	0	1	0	1	0	0	1	1	1	0	0	0	0	1	0	0	0	1	1	5	1	1	1	1	0	0.48	7.57	1.97	3	37,081,573	94	0	1	0	24	0	0	0	1	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	1	0	0	1	43	10	-8
INSD002413	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	Nigeria	compromised_account	ecommerce_retail	network_engineer	coercion_blackmail	unauthorized_access_elevation	mining_geological_surveys	physical_document_removal	legitimate_credentials	6	1,354	0	0	0	0	1	0	0	0	0	0	1	1	0	1	0	1	0	0	0	1	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	9	42,545	209	0	0	0	0	0	1	1	1	170	dlp_system_alert	0	0	0	0	0	1	0	0	1	1	1	0	0	0	0	1	0	0	0	0	0	0	0	1	6	0.78	1	0	1,354	0	0	1	1	0	1	0	1	0	0	0	1	5	1	0	1	1	1	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	3	0	1	1	1	0	0.95	4.63	2.32	9	42,545	209	0	0	0	0	0	1	1	0	0	0	1	1	0	0	0	0	0	0	1	0	0	0	0	1	1	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	31	7	-5
INSD001600	Verizon DBIR 2024	https://www.verizon.com/business/resources/reports/dbir/	Cote d'Ivoire	contractor_vendor	mobile_money_fintech	mobile_money_agent	identity_theft_facilitation	data_exfiltration	health_records	cloud_storage_upload	physical_access_overnight	8	598	1	0	0	0	0	1	0	1	0	1	0	1	0	0	0	1	0	1	1	1	1	0	0	1	1	0	0	1	0	0	0	0	0	0	0	76,073	49,911,870	8	0	0	0	0	0	0	0	0	0	undetected	0	0	0	0	0	0	0	0	1	1	4	1	0	0	0	0	1	0	1	0	1	1	0	1	8	0.9	1	0	598	0	0	0	1	0	0	0	1	0	1	1	1	5	1	0	1	1	0	1	0	0	1	1	0	0	1	0	0	0	0	0	0	0	4	0	1	1	1	0	4.88	7.7	0.9	76,073	49,911,870	8	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	1	0	0	0	0	44	6	-8
INSD002464	Ponemon Institute Cost of Insider Threats	https://ibm.com/security/data-breach	Ethiopia	malicious_insider	telecommunications	security_guard	identity_theft_facilitation	infrastructure_sabotage	mining_geological_surveys	usb_external_drive	stolen_colleague_credentials	68	550	1	0	0	0	0	1	0	0	0	0	0	1	1	0	0	0	0	0	0	1	1	0	0	0	0	0	1	0	0	0	0	0	1	0	0	74	41,899,285	62	1	0	1	0	1	1	0	1	178	failed_login_monitoring	0	0	0	0	1	0	0	0	1	1	2	1	0	0	0	0	1	0	0	0	0	0	0	1	68	1.83	0	1	550	0	0	0	1	1	0	0	0	0	0	0	1	3	0	0	1	1	0	1	0	0	0	0	0	1	0	0	0	0	0	1	0	0	3	0	1	1	0	0	1.87	7.62	1.79	74	41,899,285	62	1	0	1	0	1	1	0	1	1	1	1	1	0	0	0	0	0	1	0	0	0	0	0	1	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	35	2	-3
INSD000228	Verizon DBIR 2024	https://www.verizon.com/business/resources/reports/dbir/	South Africa	malicious_insider	manufacturing	hr_manager	personal_grievance	procurement_fraud	student_academic_records	whatsapp_file_transfer	legitimate_credentials	6	110	1	1	0	0	1	1	0	0	1	0	0	0	0	0	0	0	1	0	1	0	1	1	1	1	0	1	0	0	0	0	0	0	0	0	0	1	8,784	41,578	0	0	1	48	1	1	0	1	325	security_guard_report	0	1	0	0	0	1	0	0	1	1	5	1	1	0	0	1	1	0	0	1	0	1	1	1	6	0.78	1	0	110	1	0	0	0	0	0	0	0	1	0	1	0	2	0	0	1	0	0	1	1	1	1	0	1	0	0	0	0	0	0	0	0	0	4	0	0	1	1	1	0	3.94	4.62	1	8,784	41,578	0	0	1	48	1	1	0	0	1	0	1	1	0	0	1	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	40	6	3
INSD000915	Verizon DBIR 2024	https://www.verizon.com/business/resources/reports/dbir/	Kenya	disgruntled_employee	energy_utilities	customer_service_rep	curiosity_unauthorized_access	funds_transfer_fraud	telecom_subscriber_data	email_personal_account	social_engineering_it_helpdesk	12	638	1	0	0	0	1	0	0	0	1	0	1	1	1	0	1	0	0	0	1	0	1	1	0	0	0	0	1	0	0	1	1	0	1	1	0	358	8,308,487	63,283	0	0	0	24	1	1	0	0	0	undetected	0	0	0	0	0	0	0	0	1	1	3	1	0	0	0	1	0	0	0	1	0	1	0	1	12	1.08	0	0	638	0	0	1	1	1	0	1	0	0	0	1	0	5	1	1	1	1	1	1	1	0	0	0	0	1	0	0	1	1	0	1	1	0	7	1	1	1	1	1	2.55	6.92	4.8	358	8,308,487	63,283	0	0	0	24	1	1	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	1	57	10	-8
INSD000794	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	South Africa	compromised_account	telecommunications	database_administrator	financial_gain	data_exfiltration	trade_secrets	whatsapp_file_transfer	physical_access_overnight	65	1,073	1	1	0	0	0	1	1	0	0	0	0	1	0	0	0	1	0	0	0	0	1	1	1	0	0	0	0	0	0	1	1	0	0	0	0	3	22,965	548	0	0	0	0	0	0	0	1	154	financial_reconciliation	1	1	0	0	0	1	1	0	1	1	4	1	1	0	0	0	1	1	0	0	0	1	1	1	65	1.81	0	1	1,073	0	0	0	1	0	0	0	1	0	0	0	0	2	0	0	1	1	0	1	1	1	0	0	0	0	0	0	1	1	0	0	0	0	4	0	1	0	0	1	0.48	4.36	2.74	3	22,965	548	0	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	0	0	1	1	0	1	1	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	1	34	0	9
INSD003021	ACFE Report to the Nations 2024	https://www.acfe.com/report-to-the-nations/2024/	Ghana	disgruntled_employee	government_public_sector	research_scientist	ideology_political	funds_transfer_fraud	infrastructure_schematics	whatsapp_file_transfer	legitimate_credentials	140	342	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	1	0	0	0	1	1	0	0	1	0	0	1	0	0	0	1	1	17,304	60,038	0	0	0	0	0	1	1	0	0	0	undetected	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	140	2.15	0	1	342	1	0	1	1	0	0	0	0	0	0	1	0	3	0	0	1	0	0	0	0	1	1	0	0	1	0	0	1	0	0	0	1	1	5	1	1	1	1	0	4.24	4.78	0	17,304	60,038	0	0	0	0	0	1	1	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	28	12	-8
INSD003543	ACFE Report to the Nations 2024	https://www.acfe.com/report-to-the-nations/2024/	Nigeria	compromised_account	government_public_sector	research_scientist	financial_gain	payroll_fraud	vendor_pricing	webmail_gmail_yahoo	stolen_colleague_credentials	203	979	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0	0	0	1	1	0	0	0	0	1	1	0	1	0	0	1	0	81	5,205,372	13	1	1	0	168	0	1	1	1	155	failed_login_monitoring	0	1	0	0	0	0	1	0	1	1	1	0	0	0	0	0	0	0	0	1	0	0	0	1	203	2.31	0	1	979	0	0	0	0	1	0	0	1	0	0	0	0	2	0	0	0	1	0	0	1	1	0	0	0	0	1	1	0	1	0	0	1	0	5	1	1	1	1	0	1.91	6.72	1.11	81	5,205,372	13	1	1	0	168	0	1	1	1	1	1	1	1	0	0	1	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	37	10	5
INSD001073	Ponemon Institute Cost of Insider Threats	https://ibm.com/security/data-breach	South Africa	recruited_by_external_actor	government_public_sector	system_administrator	financial_gain	data_exfiltration	financial_records	email_personal_account	stolen_colleague_credentials	21	4,333	0	0	0	0	1	0	0	0	0	0	0	1	1	1	1	1	1	1	1	0	1	1	0	0	0	0	0	1	0	0	1	0	0	1	0	34,926	87,899	97	1	0	0	72	1	0	1	0	0	undetected	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	1	0	0	0	0	0	0	0	1	21	1.32	0	0	4,333	0	1	0	1	1	1	1	1	1	1	1	0	8	1	0	1	1	1	1	1	0	0	0	0	0	1	0	0	1	0	0	1	0	5	1	1	1	1	1	4.54	4.94	1.99	34,926	87,899	97	1	0	0	72	1	0	1	1	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	1	49	10	-8
INSD003351	SANS Insider Threat Survey 2024	https://www.sans.org/white-papers/	Ethiopia	neglectful_insider	agriculture_agtech	social_media_manager	financial_gain	account_creation_backdoor	procurement_contracts	email_personal_account	backdoor_account_created	69	347	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0	1	0	0	0	0	0	75,130	9,350,558	13	0	0	0	0	0	0	0	0	0	undetected	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	69	1.84	0	1	347	1	0	0	1	0	0	0	0	0	0	0	0	1	0	0	1	0	0	1	0	0	0	0	1	0	1	0	1	0	0	0	0	0	4	0	1	1	0	0	4.88	6.97	1.11	75,130	9,350,558	13	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	21	4	-8
INSD001744	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	South Africa	recruited_by_external_actor	telecommunications	software_developer	financial_gain	data_exfiltration	trade_secrets	whatsapp_file_transfer	remote_access_vpn_compromised	111	102	0	1	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	1	0	0	1	1	0	1	0	1	0	1	1	1	0	0	0	0	1	3	6,442	66	1	0	0	168	0	0	1	1	24	database_activity_monitoring	0	1	1	0	0	1	0	0	1	1	1	0	1	0	0	0	0	0	0	0	0	0	1	0	111	2.05	0	1	102	1	0	0	1	1	0	0	1	0	1	0	0	4	0	0	1	1	0	1	1	0	1	0	1	0	1	1	1	0	0	0	0	1	8	1	1	1	1	1	0.48	3.81	1.82	3	6,442	66	1	0	0	168	0	0	1	0	0	0	1	0	0	0	1	1	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	1	43	7	3
INSD001084	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	Mozambique	compromised_account	mobile_money_fintech	network_engineer	financial_gain	unauthorized_access_elevation	vendor_pricing	api_abuse_bulk_download	shared_account_password	182	511	1	0	0	0	1	0	0	0	1	1	0	0	0	0	0	1	0	0	0	0	1	1	1	1	1	0	0	0	1	0	0	0	0	0	1	676,121	4,329,076	99	1	0	1	168	0	1	0	0	0	undetected	0	0	0	0	0	0	0	0	1	1	4	1	0	0	0	1	0	0	0	1	1	1	0	1	182	2.26	0	1	511	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	1	1	1	1	1	0	0	0	1	0	0	0	0	0	1	6	1	1	1	1	1	5.83	6.64	2	676,121	4,329,076	99	1	0	1	168	0	1	0	1	1	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	50	7	-8
INSD000926	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	Egypt	departing_employee	healthcare	system_administrator	financial_gain	data_exfiltration	telecom_subscriber_data	social_media_dm	bypass_mfa_social_engineering	39	596	1	1	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	1	0	0	0	1	1	0	0	0	0	0	0	0	0	0	1	0	361	9,134	93,913	0	1	0	48	1	1	1	0	0	undetected	0	0	0	0	0	0	0	0	1	1	2	1	1	0	0	0	0	0	0	0	0	0	1	0	39	1.59	0	0	596	0	0	0	1	1	0	0	0	0	0	1	0	3	0	0	1	1	0	0	0	1	1	0	0	0	0	0	0	0	0	0	1	0	2	0	0	1	1	0	2.56	3.96	4.97	361	9,134	93,913	0	1	0	48	1	1	1	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	24	8	-8
INSD003049	ACFE Report to the Nations 2024	https://www.acfe.com/report-to-the-nations/2024/	Kenya	malicious_insider	mobile_money_fintech	it_support_technician	ideology_political	intellectual_property_theft	telecom_subscriber_data	cloud_storage_upload	backdoor_account_created	37	13,022	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0	1	0	0	1	0	0	0	0	0	0	1	9,056	3,177,673	60	1	0	0	48	1	0	1	0	0	undetected	0	0	0	0	0	0	0	0	1	1	2	1	0	0	0	0	0	1	0	0	0	0	0	0	37	1.57	0	0	13,022	0	1	0	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	1	0	1	0	1	0	0	1	0	0	0	0	0	0	1	4	0	1	1	1	0	3.96	6.5	1.78	9,056	3,177,673	60	1	0	0	48	1	0	1	1	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	29	5	-8
INSD001117	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	South Africa	recruited_by_external_actor	government_public_sector	executive_director	coercion_blackmail	funds_transfer_fraud	vendor_pricing	whatsapp_file_transfer	backdoor_account_created	227	3,954	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	0	0	0	1	0	0	0	1	1	0	0	1	0	0	1	1	1	0	19	38,589	22,473	0	1	0	0	0	0	1	0	0	undetected	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	0	0	0	0	0	0	0	0	0	227	2.36	0	1	3,954	0	1	0	0	0	1	0	1	1	0	0	0	3	0	0	1	1	1	1	0	0	0	1	1	0	0	1	0	0	1	1	1	0	7	1	1	1	1	0	1.28	4.59	4.35	19	38,589	22,473	0	1	0	0	0	0	1	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	41	10	-8
INSD000642	Verizon DBIR 2024	https://www.verizon.com/business/resources/reports/dbir/	Cameroon	departing_employee	ngo_humanitarian	executive_director	financial_gain	data_exfiltration	research_ip_patents	webmail_gmail_yahoo	bypass_mfa_social_engineering	7	416	0	0	0	1	0	1	0	0	0	0	0	0	0	1	1	1	1	0	1	0	0	0	1	0	1	1	0	1	0	0	0	1	0	0	0	56,617	5,888,221	209	0	0	1	0	0	0	0	0	0	undetected	0	0	0	0	0	0	0	0	1	1	2	0	0	0	1	0	1	0	0	0	0	0	1	1	7	0.85	1	0	416	1	0	0	0	0	1	1	1	1	0	1	0	5	1	0	1	1	1	0	0	1	0	1	1	0	1	0	0	0	1	0	0	0	4	0	1	1	0	0	4.75	6.77	2.32	56,617	5,888,221	209	0	0	1	0	0	0	0	1	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	41	5	-8
INSD004767	Ponemon Institute Cost of Insider Threats	https://ibm.com/security/data-breach	Kenya	neglectful_insider	telecommunications	mobile_money_agent	financial_gain	unauthorized_access_elevation	health_records	whatsapp_file_transfer	backdoor_account_created	142	1,476	0	0	1	0	1	0	1	0	0	0	0	0	1	0	0	1	1	0	1	0	0	0	1	1	0	1	0	1	0	1	0	0	0	1	1	92	52,174	96	1	1	0	0	1	1	1	0	0	undetected	0	0	0	0	0	0	0	0	1	1	3	0	0	1	0	1	0	1	0	0	0	1	1	1	142	2.15	0	1	1,476	0	0	0	0	1	0	0	1	1	0	1	0	4	0	0	1	1	0	0	0	1	1	0	1	0	1	0	1	0	0	0	1	1	6	1	1	1	1	0	1.96	4.72	1.98	92	52,174	96	1	1	0	0	1	1	1	0	1	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	1	52	10	-8
INSD000501	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	Nigeria	malicious_insider	mining_resources	finance_accountant	ideology_political	customer_data_theft	mining_geological_surveys	cloud_storage_upload	physical_access_overnight	80	1,270	1	0	0	0	1	0	0	0	0	0	0	0	1	1	0	0	0	0	1	1	1	1	0	0	0	0	1	0	1	1	1	0	1	1	0	447,315	447,805	70	1	0	1	24	0	0	0	0	0	undetected	0	0	0	0	0	0	0	0	1	1	2	1	0	0	0	1	0	0	0	0	0	0	0	1	80	1.9	0	1	1,270	0	0	0	0	1	1	0	0	0	0	1	1	4	0	0	0	1	1	1	1	0	0	0	0	1	0	1	1	1	0	1	1	0	8	1	1	1	1	1	5.65	5.65	1.85	447,315	447,805	70	1	0	1	24	0	0	0	1	1	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	0	1	54	10	-8
INSD004066	Verizon DBIR 2024	https://www.verizon.com/business/resources/reports/dbir/	Kenya	malicious_insider	media_journalism	database_administrator	accidental_negligence	payroll_fraud	mobile_money_transaction_logs	usb_external_drive	privilege_escalation_exploit	99	10,435	1	0	0	0	1	0	0	0	1	0	0	1	1	0	0	0	0	0	1	0	0	0	0	1	1	0	1	0	1	1	0	1	0	0	0	4,262	28,942,579	48	1	0	0	0	1	0	1	0	0	undetected	0	0	0	0	0	0	0	0	1	1	3	1	0	0	0	1	0	0	0	1	0	1	0	1	99	2	0	1	10,435	0	1	0	1	1	0	0	0	0	0	1	0	3	0	0	1	1	0	0	0	0	1	1	0	1	0	1	1	0	1	0	0	0	6	1	1	1	1	0	3.63	7.46	1.68	4,262	28,942,579	48	1	0	0	0	1	0	1	1	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	1	45	7	-8
INSD000333	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	Kenya	executive_fraud	government_public_sector	system_administrator	financial_gain	fraudulent_transaction_processing	citizen_biometric_data	voip_file_transfer	legitimate_credentials	10	371	1	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	1	1	1	0	0	0	0	1	0	1	0	1	0	1	0	2,314	428,104	588	0	0	0	168	0	1	0	1	103	employee_report	0	0	0	0	1	0	0	0	1	1	2	1	1	0	0	0	0	0	0	0	0	0	1	0	10	1	1	0	371	1	0	1	0	0	0	0	0	0	0	1	0	2	0	0	0	0	0	1	1	1	0	0	0	0	1	0	1	0	1	0	1	0	6	1	1	1	1	1	3.36	5.63	2.77	2,314	428,104	588	0	0	0	168	0	1	0	1	0	0	1	1	0	0	0	0	0	1	0	0	0	0	0	1	1	0	0	1	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	1	35	13	-3
INSD004684	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	Kenya	malicious_insider	mining_resources	hr_manager	financial_gain	data_exfiltration	security_system_access_logs	webmail_gmail_yahoo	backdoor_account_created	7	1,862	1	0	0	0	1	1	0	0	0	0	0	1	0	0	1	0	0	0	1	0	1	1	1	0	1	1	1	1	0	0	0	0	0	1	0	2,125	47,218,967	48,432	0	0	0	168	0	1	1	1	300	user_behavior_analytics	0	1	0	1	0	0	0	0	1	1	3	1	0	0	0	1	1	0	0	0	0	1	0	1	7	0.85	1	0	1,862	0	0	0	1	0	0	1	0	0	0	1	0	3	0	0	1	0	1	1	1	1	0	1	1	1	1	0	0	0	0	0	1	0	7	1	1	1	1	1	3.33	7.67	4.69	2,125	47,218,967	48,432	0	0	0	168	0	1	1	1	0	0	1	1	0	0	1	0	1	0	0	0	0	0	1	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	46	11	3

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Insider Threat Intelligence (Africa) | Africa (Electric Sheep Africa metadata inventory)

Size category: 10K<n<100K - Formats: parquet, optimized-parquet - Sector: governance_security - Engineered by Electric Sheep Africa

TL;DR

This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.

What This Dataset Covers

Public datasets help analysts inspect structured evidence, build reproducible workflows, and compare patterns across domains.

Dataset context from the existing Hugging Face card: Insider Threat Intelligence — Africa Cyber Threat Intelligence Part of the Africa Cyber Threat Intelligence collection by electricsheepafrica. Acquisition: SYNTHETIC Rows: 10,000 (balanced 50/50) Synthetic: All records are synthetic (is_synthetic=1), based on real-world research data. Usage from datasets import load_dataset dataset = load_dataset("electricsheepafrica/africa-insider-threat") Overview This dataset models insider threat incidents in… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-insider-threat.

Dataset Profile

Field	Value
Hugging Face repo	`electricsheepafrica/africa-insider-threat`
Sector	governance_security
Topic tags	cybersecurity, classification, insider-threat, data-exfiltration, fraud, espionage
Modalities	`tabular`, `text`
Formats	`parquet`, `optimized-parquet`
Size category	`10K<n<100K`
Countries	Africa-wide or source-defined African coverage
ISO3 coverage	`not declared`
Last modified on HF	`2026-05-15 20:24:11+00:00`
Inventory snapshot	`2026-07-16T16:00:34Z`

How To Read This Dataset

Start from the repository files and the dataset viewer when available.
Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
Preserve missing values until you have a defensible imputation rule.

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-insider-threat")
print(ds)

split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])

Convert To Pandas When Tabular

from datasets import Dataset

first_split = ds[next(iter(ds))]
if isinstance(first_split, Dataset):
    df = first_split.to_pandas()
    print(df.head())

Data Quality Notes

This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
Exact schema, row counts, and source files should be inspected in the repository data files.
Metadata gaps from the inventory: country, upstream_publisher.
Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.

Source And Provenance

Source context: Electric Sheep Africa metadata inventory
Publisher/source attribution: Public dataset metadata
License: mit
Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/africa-insider-threat
Inventory retrieved at: 2026-07-16T16:00:34Z

Suggested Analyses

Inspect schema and missingness before modeling.
Profile variables by geography, time, and subgroup columns where present.
Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.

Citation

@misc{electric_sheep_africa_africa_insider_threat_2026,
  title        = {Insider Threat Intelligence (Africa) | Africa (Electric Sheep Africa metadata inventory)},
  author       = {Public dataset metadata},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-insider-threat},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-insider-threat}}
}

License

Released under mit.

Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.

Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: catalog/esa_metadata_inventory/master_metadata.jsonl.

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Collection including electricsheepafrica/africa-insider-threat

Africa · Cyber Threat Intelligence

Collection

A curated collection of machine-learning ready datasets for cybersecurity threat detection, intelligence, and research. • 57 items • Updated May 22