Datasets:

electricsheepafrica
/

africa-phishing-dataset

record_id large_string	country large_string	phishing_type large_string	target_sector large_string	lure_topic large_string	impersonated_brand large_string	language large_string	is_peak_season int64	delivered int64	opened int64	clicked int64	credentials_submitted int64	has_malicious_link int64	has_attachment int64	attachment_malicious int64	has_urgency_language int64	has_spelling_errors int64	domain_suspicious int64	uses_https int64	brand_impersonated int64	recipient_count int64	reported_loss_usd int64	reported_to_authorities int64	blocked_by_filter int64	label int64	delivery_rate int64	open_rate int64	click_rate int64	credential_harvest_rate int64	funnel_drop_open int64	funnel_drop_click int64	funnel_drop_creds int64	successful_phish int64	content_risk_score int64	has_malicious_content int64	poor_quality int64	brand_risk int64	high_urgency int64	is_mass_campaign int64	is_targeted int64	has_financial_impact int64	high_loss int64	was_blocked int64	was_reported int64	user_reported int64	is_email_spam int64	is_spear_phishing int64	is_smishing int64	is_vishing int64	is_social_media int64	is_mobile_app int64	targets_banking int64	targets_gov int64	targets_telecom int64	targets_healthcare int64	targets_energy int64	targets_education int64	targets_ecommerce int64	targets_ngo int64	brand_fintech int64	brand_bank int64	brand_telco int64	brand_ecommerce int64	brand_global int64	is_english int64	is_french int64	is_arabic int64	is_amharic int64	is_swahili int64	is_west_africa int64	is_east_africa int64	is_southern_africa int64	is_north_africa int64	is_anglophone int64	is_francophone int64	is_peak_season.1 int64	phishing_score float64	success_likelihood int64	financial_impact_score int64
PHI001501	Algeria	smishing_sms	Banking & Fintech	bank_account_verification	Vodacom	french	0	1	1	0	0	0	1	1	1	0	0	1	0	4,116	0	0	1	1	1	1	0	0	0	1	0	0	2	1	0	0	1	1	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	1	0	1	0	5.5	3	1
PHI002586	Nigeria	email_spam	Energy	job_offer	MTN Mobile Money	english	0	1	1	0	0	1	1	0	1	1	0	0	1	1,901	0	0	0	1	1	1	0	0	0	1	0	0	3	1	1	0	1	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	1	0	0	1	0	0	0	0	1	0	0	0	1	0	0	8.5	3	1
PHI002653	Ghana	spear_phishing	Banking & Fintech	suspicious_activity_alert	FedEx	english	0	1	1	0	0	1	1	0	0	1	0	0	0	27	0	1	1	1	1	1	0	0	0	1	0	0	2	1	1	0	0	0	1	0	0	1	1	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	0	1	0	0	5	3	0
PHI001055	Tanzania	spear_phishing	Banking & Fintech	lottery_win	Jumia	swahili	0	1	0	0	0	1	0	0	1	0	0	0	1	18	0	0	1	1	1	0	0	0	1	0	0	0	2	1	1	0	1	0	1	0	0	1	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	1	0	0	0	0	0	6.5	1	0
PHI000705	Nigeria	email_spam	E-commerce	tax_refund	Netflix	english	0	0	0	0	0	1	1	1	1	1	0	1	0	5,103	0	0	1	1	0	0	0	0	0	0	0	0	4	1	1	0	1	1	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	0	0	0	0	1	0	0	0	1	0	0	10.5	0	1
PHI000106	Egypt	vishing_voice	Banking & Fintech	loan_approval	Telegram	arabic	0	1	0	0	0	0	1	0	0	0	1	0	1	861	0	0	1	1	1	0	0	0	1	0	0	0	1	0	1	1	0	0	0	0	0	1	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	1	0	0	0	6	1	0
PHI000589	Cameroon	social_media	Education	mobile_money_promo	Airtel Africa	english	1	0	0	0	0	1	0	0	0	0	0	0	1	8,381	0	1	0	1	0	0	0	0	0	0	0	0	1	1	1	0	0	1	0	0	0	0	1	1	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	1	0	1	3	0	1
PHI002468	Nigeria	email_spam	Banking & Fintech	bank_account_verification	LinkedIn	english	0	1	1	0	0	0	1	1	0	1	0	0	0	9,376	0	0	0	1	1	1	0	0	0	1	0	0	2	1	1	0	0	1	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	1	0	0	0	0	1	0	0	0	1	0	0	5	3	1
PHI002413	Nigeria	email_spam	Telecom	government_grant	Ghana Revenue Authority	english	0	1	0	0	0	1	1	0	1	0	0	0	1	3,124	0	0	1	1	1	0	0	0	1	0	0	0	2	1	1	0	1	1	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	1	0	0	0	0	1	0	0	0	1	0	0	6.5	1	1
PHI001600	South Africa	email_spam	Banking & Fintech	job_offer	GTBank	english	0	0	0	0	0	0	1	0	1	0	0	1	1	888	0	1	1	1	0	0	0	0	0	0	0	0	1	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	1	0	0	0	1	0	0	0	0	0	0	1	0	1	0	0	3.5	0	0
PHI002464	South Africa	email_spam	Education	shipping_notification	LinkedIn	english	0	1	0	0	0	1	1	0	1	0	1	1	1	1,174	0	0	0	1	1	0	0	0	1	0	0	0	3	1	0	1	1	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	1	0	0	0	0	0	0	1	0	1	0	0	10.5	1	1
PHI000228	South Africa	spear_phishing	Healthcare	invoice_payment	Google	english	1	1	1	0	0	1	1	0	0	1	0	1	1	13	0	0	0	1	1	1	0	0	0	1	0	0	2	1	1	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	1	1	0	0	0	0	0	0	1	0	1	0	1	5	3	0
PHI000915	Senegal	email_spam	Energy	mobile_money_promo	M-Pesa	french	0	1	1	1	1	1	1	0	1	0	0	0	1	8,913	0	0	1	1	1	1	1	1	0	0	0	1	2	1	1	0	1	1	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	1	0	0	0	1	0	0	0	0	1	0	11.5	11	1
PHI000794	Nigeria	email_spam	Energy	loan_approval	Apple	english	0	1	0	0	0	0	0	0	1	0	1	1	0	8,226	0	0	1	1	1	0	0	0	1	0	0	0	2	0	0	0	1	1	0	0	0	1	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	1	0	0	0	1	0	0	5.5	1	1
PHI003021	Nigeria	spear_phishing	Education	covid_relief	Vodacom	english	0	1	0	0	0	0	0	0	1	0	0	1	0	19	0	1	1	1	1	0	0	0	1	0	0	0	1	0	0	0	1	0	1	0	0	1	1	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	1	0	0	0	0	1	0	0	0	1	0	0	3.5	1	0
PHI003543	Ghana	spear_phishing	Energy	mobile_money_promo	GTBank	english	1	1	0	0	0	0	0	0	1	0	1	0	1	47	0	0	1	1	1	0	0	0	1	0	0	0	2	0	1	1	1	0	1	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0	0	1	0	1	9.5	1	0
PHI001073	Kenya	email_spam	Banking & Fintech	mobile_money_promo	Nigeria Customs	english	0	1	1	0	0	0	1	0	0	0	0	0	1	7,496	0	0	0	1	1	1	0	0	0	1	0	0	0	0	1	0	0	1	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	1	0	0	1	0	0	1	3	1
PHI003351	Morocco	email_spam	Banking & Fintech	crypto_investment	Facebook	french	0	1	0	0	0	0	1	1	1	1	1	0	1	7,515	0	0	1	1	1	0	0	0	1	0	0	0	4	1	1	1	1	1	0	0	0	1	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	1	0	1	0	13.5	1	1
PHI001744	Uganda	smishing_sms	Banking & Fintech	utility_bill	Absa	english	0	0	0	0	0	1	1	0	1	0	0	1	0	1,549	0	0	1	1	0	0	0	0	0	0	0	0	2	1	0	0	1	1	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	1	0	0	1	0	0	5.5	0	1
PHI001084	Ghana	smishing_sms	Banking & Fintech	invoice_payment	Standard Bank	english	0	0	0	0	0	1	0	0	0	0	0	1	1	2,047	0	0	1	1	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	2	0	1
PHI000926	Kenya	social_media	E-commerce	mobile_money_promo	Spotify	english	1	0	0	0	0	0	1	1	1	1	1	1	1	2,746	0	0	1	1	0	0	0	0	0	0	0	0	4	1	1	1	1	1	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	0	0	0	0	0	1	0	0	1	0	1	13.5	0	1
PHI003049	Nigeria	social_media	Banking & Fintech	covid_relief	MTN Mobile Money	english	0	0	0	0	0	0	1	0	0	1	0	0	1	4,347	0	0	0	1	0	0	0	0	0	0	0	0	1	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	1	0	1	0	0	1	0	0	0	0	1	0	0	0	1	0	0	3	0	1
PHI001117	Nigeria	smishing_sms	Banking & Fintech	loan_approval	Konga	english	0	1	0	0	0	1	0	0	1	0	1	1	1	3,676	0	0	0	1	1	0	0	0	1	0	0	0	3	1	0	1	1	1	0	0	0	0	0	0	0	0	1	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	1	0	0	10.5	1	1
PHI000642	Ghana	email_spam	Telecom	charity_donation	Ghana Revenue Authority	english	0	1	1	0	0	0	0	0	0	0	0	1	1	2,349	0	0	1	1	1	1	0	0	0	1	0	0	0	0	0	0	0	1	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	1	0	0	0	0	1	0	0	0	1	0	0	0	3	1
PHI004767	Nigeria	mobile_app_impersonation	Education	tax_refund	Spotify	english	1	0	0	0	0	1	1	1	1	0	0	0	0	8,450	0	0	1	1	0	0	0	0	0	0	0	0	3	1	1	0	1	1	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	0	1	0	1	8.5	0	1
PHI000501	South Africa	smishing_sms	Energy	charity_donation	GTBank	english	0	1	1	0	0	0	0	0	1	1	1	0	1	3,840	0	1	1	1	1	1	0	0	0	1	0	0	3	0	1	1	1	1	0	0	0	1	1	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	1	0	1	0	0	11.5	3	1
PHI004066	Zimbabwe	email_spam	Banking & Fintech	crypto_investment	Amazon	english	0	1	1	1	0	1	0	0	1	0	1	0	1	3,598	0	0	0	1	1	1	1	0	0	0	1	0	3	1	1	1	1	1	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	1	0	1	0	0	11.5	6	1
PHI000333	Tanzania	smishing_sms	Government	tax_refund	Ethio Telecom	swahili	0	1	0	0	0	0	1	0	1	0	1	0	1	3,082	0	0	0	1	1	0	0	0	1	0	0	0	2	0	1	1	1	1	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	1	0	0	0	0	0	9.5	1	1
PHI004684	South Africa	email_spam	Energy	invoice_payment	FedEx	english	1	1	1	0	0	1	0	0	0	0	1	1	1	2,714	0	0	0	1	1	1	0	0	0	1	0	0	2	1	0	1	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	1	1	0	0	0	0	0	0	1	0	1	0	1	7	3	1
PHI000486	Nigeria	email_spam	Telecom	job_offer	EcoBank	english	0	1	1	1	1	0	1	0	1	1	0	1	1	5,238	24,022	0	0	1	1	1	1	1	0	0	0	1	2	0	1	0	1	1	0	1	1	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	11.5	11	8
PHI001962	Morocco	social_media	E-commerce	password_reset	M-Pesa	french	1	1	0	0	0	0	1	0	0	0	0	1	1	8,950	0	0	1	1	1	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	1	0	0	0	0	0	0	1	0	1	1	0	1	1
PHI000393	Ghana	social_media	Healthcare	covid_relief	PalmPay	english	0	1	0	0	0	0	0	0	0	1	0	0	1	7,151	0	0	1	1	1	0	0	0	1	0	0	0	1	0	1	0	0	1	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	1	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	3	1	1
PHI004842	Ethiopia	social_media	Banking & Fintech	tax_refund	LinkedIn	amharic	0	1	0	0	0	0	0	0	1	1	0	1	1	1,178	0	1	1	1	1	0	0	0	1	0	0	0	2	0	1	0	1	1	0	0	0	1	1	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0	0	0	6.5	1	1
PHI004866	Kenya	email_spam	Education	charity_donation	FedEx	english	0	1	0	0	0	0	0	0	0	1	1	1	0	5,584	0	0	1	1	1	0	0	0	1	0	0	0	2	0	1	0	0	1	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	1	0	0	0	0	0	1	0	0	1	0	0	5	1	1
PHI001755	Uganda	smishing_sms	Government	tax_refund	Netflix	english	0	1	0	0	0	0	0	0	0	0	1	0	1	3,662	0	0	0	1	1	0	0	0	1	0	0	0	1	0	1	1	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	1	1	0	0	0	0	0	1	0	0	1	0	0	6	1	1
PHI002515	Tanzania	mobile_app_impersonation	Telecom	mobile_money_promo	Spotify	swahili	0	1	1	0	0	0	1	0	1	1	0	1	1	9,327	0	0	0	1	1	1	0	0	0	1	0	0	2	0	1	0	1	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0	0	0	0	0	6.5	3	1
PHI003585	Nigeria	email_spam	Energy	government_grant	GTBank	english	0	1	1	0	0	1	0	0	1	0	1	0	1	7,054	0	0	0	1	1	1	0	0	0	1	0	0	3	1	1	1	1	1	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	1	0	0	0	0	1	0	0	0	1	0	0	11.5	3	1
PHI004315	Nigeria	vishing_voice	Government	crypto_investment	WhatsApp	english	0	1	1	0	0	0	1	0	0	0	0	1	1	4,369	0	1	0	1	1	1	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	1	1	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	0	1	0	0	0	3	1
PHI004966	South Africa	email_spam	Telecom	crypto_investment	M-Pesa	english	1	1	0	0	0	0	1	1	1	1	1	1	1	8,061	0	0	1	1	1	0	0	0	1	0	0	0	4	1	1	1	1	1	0	0	0	1	0	0	1	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	1	0	1	0	1	13.5	1	1
PHI002099	Kenya	spear_phishing	Banking & Fintech	lottery_win	GTBank	english	0	1	0	0	0	0	1	1	1	1	0	0	1	40	0	0	0	1	1	0	0	0	1	0	0	0	3	1	1	0	1	0	1	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	1	0	0	1	0	0	8.5	1	0
PHI003599	Tanzania	smishing_sms	Education	charity_donation	Access Bank	swahili	0	0	0	0	0	0	0	0	0	0	1	1	1	4,127	0	0	1	1	0	0	0	0	0	0	0	0	1	0	0	1	0	1	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	5	0	1
PHI004121	Algeria	spear_phishing	Education	job_offer	Airtel Africa	french	0	1	0	0	0	0	0	0	0	0	1	0	1	24	0	0	0	1	1	0	0	0	1	0	0	0	1	0	1	1	0	0	1	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	1	0	0	0	0	0	0	1	0	1	0	6	1	0
PHI000029	Kenya	email_spam	Government	charity_donation	SARS	english	0	1	0	0	0	1	1	0	1	1	1	0	0	7,023	0	0	1	1	1	0	0	0	1	0	0	0	4	1	1	0	1	1	0	0	0	1	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	1	0	0	10.5	1	1
PHI000065	Ethiopia	spear_phishing	E-commerce	utility_bill	Spotify	amharic	0	1	1	0	0	0	1	0	0	1	0	0	1	24	0	0	1	1	1	1	0	0	0	1	0	0	1	0	1	0	0	0	1	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0	0	0	3	3	0
PHI000838	Senegal	email_spam	Telecom	password_reset	Absa	french	0	1	0	0	0	0	1	0	1	0	0	0	0	7,911	0	1	0	1	1	0	0	0	1	0	0	0	1	0	1	0	1	1	0	0	0	0	1	1	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	0	0	1	0	4.5	1	1
PHI003906	Uganda	mobile_app_impersonation	NGO	covid_relief	LinkedIn	english	1	1	1	0	0	0	1	0	0	1	1	0	1	1,394	0	1	0	1	1	1	0	0	0	1	0	0	2	0	1	1	0	1	0	0	0	0	1	1	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	1	1	0	0	0	0	0	1	0	0	1	0	1	8	3	1
PHI003773	Zimbabwe	smishing_sms	Banking & Fintech	shipping_notification	Airtel Money	english	0	1	1	0	0	1	0	0	0	0	0	1	1	3,966	0	0	1	1	1	1	0	0	0	1	0	0	1	1	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	1	0	1	0	0	1	0	0	0	0	0	0	1	0	1	0	0	2	3	1
PHI004635	Uganda	email_spam	Banking & Fintech	shipping_notification	MTN Mobile Money	english	0	1	1	1	0	0	1	0	1	0	0	1	1	621	0	1	0	1	1	1	1	0	0	0	1	0	1	0	0	0	1	0	0	0	0	0	1	1	1	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	1	0	0	1	0	0	0	0	0	1	0	0	1	0	0	3.5	6	0
PHI003161	Nigeria	spear_phishing	Healthcare	charity_donation	Netflix	english	1	1	0	0	0	0	0	0	0	1	0	1	1	40	0	1	0	1	1	0	0	0	1	0	0	0	1	0	1	0	0	0	1	0	0	0	1	1	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	0	1	0	1	3	1	0
PHI002659	South Africa	spear_phishing	E-commerce	charity_donation	Access Bank	english	0	1	0	0	0	0	1	0	1	0	1	1	0	47	0	0	0	1	1	0	0	0	1	0	0	0	2	0	0	0	1	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	1	0	0	0	0	0	0	1	0	1	0	0	5.5	1	0
PHI004615	Algeria	smishing_sms	Healthcare	charity_donation	Safaricom	french	1	0	0	0	0	1	1	0	1	1	0	0	0	2,693	0	0	0	1	0	0	0	0	0	0	0	0	3	1	1	0	1	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	1	0	1	1	8.5	0	1
PHI004628	Egypt	spear_phishing	Banking & Fintech	bank_account_verification	Amazon	arabic	0	1	1	1	0	0	0	0	0	0	0	1	0	14	0	0	1	1	1	1	1	0	0	0	1	0	0	0	0	0	0	0	1	0	0	1	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	1	0	0	0	0	6	0
PHI002451	Kenya	spear_phishing	Telecom	bank_account_verification	Airtel Africa	english	0	0	0	0	0	0	1	0	1	0	1	1	1	5	0	0	0	1	0	0	0	0	0	0	0	0	2	0	0	1	1	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	1	0	0	0	0	0	1	0	0	1	0	0	8.5	0	0
PHI002846	Zimbabwe	email_spam	Banking & Fintech	utility_bill	Access Bank	english	0	1	1	0	0	0	0	0	0	0	0	1	1	9,834	0	0	1	1	1	1	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	1	0	1	0	0	0	3	1
PHI001144	Ethiopia	email_spam	NGO	suspicious_activity_alert	UBA	amharic	0	1	1	0	0	1	1	1	0	1	0	1	1	3,354	0	0	0	1	1	1	0	0	0	1	0	0	3	1	1	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	7	3	1
PHI003078	Egypt	spear_phishing	Banking & Fintech	utility_bill	Amazon	arabic	0	0	0	0	0	1	1	0	0	1	0	1	1	45	0	0	0	1	0	0	0	0	0	0	0	0	2	1	1	0	0	0	1	0	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	1	0	0	0	5	0	0
PHI001103	Cote d'Ivoire	social_media	Banking & Fintech	shipping_notification	Ghana Revenue Authority	french	0	1	1	0	0	1	1	0	0	0	1	0	1	8,311	0	1	0	1	1	1	0	0	0	1	0	0	2	1	1	1	0	1	0	0	0	0	1	1	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	1	0	8	3	1
PHI000168	Nigeria	social_media	NGO	lottery_win	Absa	english	1	1	0	0	0	1	1	0	0	0	0	0	1	2,111	0	0	1	1	1	0	0	0	1	0	0	0	1	1	1	0	0	1	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0	0	0	1	0	0	0	1	0	1	3	1	1
PHI001670	Kenya	smishing_sms	Energy	shipping_notification	Nigeria Customs	english	0	1	0	0	0	1	1	1	1	0	1	1	1	1,787	0	0	0	1	1	0	0	0	1	0	0	0	4	1	0	1	1	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	1	0	0	1	0	0	12.5	1	1
PHI002570	Nigeria	spear_phishing	Telecom	shipping_notification	Vodacom	english	0	1	0	0	0	0	1	0	0	0	1	1	1	5	0	0	0	1	1	0	0	0	1	0	0	0	1	0	0	1	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	1	0	0	0	0	1	0	0	0	1	0	0	5	1	0
PHI002377	Morocco	vishing_voice	Banking & Fintech	shipping_notification	Konga	french	0	1	1	0	0	1	1	1	1	1	0	1	1	3,669	0	0	0	1	1	1	0	0	0	1	0	0	4	1	1	0	1	1	0	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	1	0	0	0	0	0	0	1	0	1	0	10.5	3	1
PHI004395	South Africa	spear_phishing	Government	lottery_win	Ethio Telecom	english	0	0	0	0	0	0	1	1	0	0	0	0	1	11	0	0	0	1	0	0	0	0	0	0	0	0	1	1	1	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	1	0	1	0	0	3	0	0
PHI004257	Senegal	spear_phishing	Education	suspicious_activity_alert	FNB	french	0	1	1	0	0	1	0	0	1	0	1	1	1	34	0	0	1	1	1	1	0	0	0	1	0	0	3	1	0	1	1	0	1	0	0	1	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	1	0	0	0	0	1	0	10.5	3	0
PHI003862	Algeria	spear_phishing	E-commerce	crypto_investment	FNB	french	0	1	0	0	0	0	0	0	0	1	0	1	1	16	0	0	0	1	1	0	0	0	1	0	0	0	1	0	1	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	1	0	0	0	0	0	0	1	0	1	0	3	1	0
PHI000023	Nigeria	smishing_sms	Government	government_grant	Standard Bank	english	0	1	0	0	0	0	1	0	1	1	1	1	1	3,623	0	0	1	1	1	0	0	0	1	0	0	0	3	0	1	1	1	1	0	0	0	1	0	0	0	0	1	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	1	0	0	11.5	1	1
PHI002633	Kenya	email_spam	Government	charity_donation	Spotify	english	0	0	0	0	0	0	0	0	1	0	0	0	1	3,219	0	0	1	1	0	0	0	0	0	0	0	0	1	0	1	0	1	1	0	0	0	1	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	1	0	0	1	0	0	4.5	0	1
PHI003340	Ghana	spear_phishing	NGO	loan_approval	OPay	english	0	1	0	0	0	0	1	1	1	1	1	0	1	8	0	0	1	1	1	0	0	0	1	0	0	0	4	1	1	1	1	0	1	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	13.5	1	0
PHI002215	Kenya	spear_phishing	Banking & Fintech	utility_bill	EcoBank	english	0	1	1	1	0	0	0	0	1	0	0	1	1	3	0	0	1	1	1	1	1	0	0	0	1	0	1	0	0	0	1	0	1	0	0	1	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	1	0	0	1	0	0	3.5	6	0
PHI003682	Nigeria	mobile_app_impersonation	Telecom	loan_approval	DHL	english	0	1	0	0	0	1	0	0	1	1	0	0	1	8,078	0	0	0	1	1	0	0	0	1	0	0	0	3	1	1	0	1	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	0	1	0	0	8.5	1	1
PHI004724	Ethiopia	smishing_sms	Energy	charity_donation	SARS	amharic	0	0	0	0	0	0	0	0	1	1	1	1	1	2,783	0	0	1	1	0	0	0	0	0	0	0	0	3	0	1	1	1	1	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	0	0	0	1	0	0	1	0	0	0	0	0	11.5	0	1
PHI001907	Ethiopia	spear_phishing	NGO	mobile_money_promo	WhatsApp	amharic	1	1	1	0	0	1	0	0	1	0	1	0	1	16	0	0	1	1	1	1	0	0	0	1	0	0	3	1	1	1	1	0	1	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0	0	1	11.5	3	0
PHI000084	Egypt	smishing_sms	Energy	password_reset	Spotify	arabic	0	1	0	0	0	1	1	0	0	1	0	0	1	4,157	0	1	0	1	1	0	0	0	1	0	0	0	2	1	1	0	0	1	0	0	0	0	1	1	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	1	0	0	0	5	1	1
PHI000227	South Africa	email_spam	Banking & Fintech	covid_relief	Apple	english	0	1	0	0	0	1	1	0	1	1	0	0	1	4,034	0	0	1	1	1	0	0	0	1	0	0	0	3	1	1	0	1	1	0	0	0	1	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	1	0	1	0	0	8.5	1	1
PHI000296	Nigeria	mobile_app_impersonation	Banking & Fintech	password_reset	Standard Bank	english	1	1	0	0	0	0	1	0	1	1	0	1	1	1,064	0	0	1	1	1	0	0	0	1	0	0	0	2	0	1	0	1	1	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	1	0	0	0	0	1	0	0	0	1	0	1	6.5	1	1
PHI001001	Morocco	spear_phishing	Telecom	tax_refund	Microsoft	french	1	1	1	0	0	0	1	0	1	1	0	0	0	44	0	1	0	1	1	1	0	0	0	1	0	0	2	0	1	0	1	0	1	0	0	0	1	1	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	1	0	1	1	6.5	3	0
PHI002138	Ethiopia	email_spam	Government	shipping_notification	FNB	amharic	0	1	1	1	0	0	1	0	1	1	0	1	1	1,565	0	0	1	1	1	1	1	0	0	0	1	0	2	0	1	0	1	1	0	0	0	1	0	0	1	0	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	6.5	6	1
PHI000711	Kenya	mobile_app_impersonation	NGO	job_offer	UBA	english	0	0	0	0	0	0	1	0	1	1	1	0	1	5,942	0	1	0	1	0	0	0	0	0	0	0	0	3	0	1	1	1	1	0	0	0	0	1	1	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0	0	0	0	1	0	0	1	0	0	11.5	0	1
PHI002801	Nigeria	vishing_voice	Telecom	covid_relief	Absa	english	0	0	0	0	0	0	1	1	0	0	1	1	1	6,413	0	0	1	1	0	0	0	0	0	0	0	0	2	1	0	1	0	1	0	0	0	1	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	7	0	1
PHI002527	Ghana	smishing_sms	E-commerce	lottery_win	Airtel Africa	english	0	1	1	0	0	1	0	0	0	0	0	1	0	3,473	0	0	1	1	1	1	0	0	0	1	0	0	1	1	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0	0	1	0	0	0	1	0	0	2	3	1
PHI003752	Morocco	email_spam	Education	utility_bill	Flutterwave	french	1	1	1	0	0	0	0	0	0	0	0	0	0	9,925	0	1	0	1	1	1	0	0	0	1	0	0	0	0	1	0	0	1	0	0	0	0	1	1	1	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	1	0	1	1	1	3	1
PHI003321	Zambia	smishing_sms	Healthcare	utility_bill	SARS	english	0	1	0	0	0	1	0	0	0	0	0	0	1	75	0	0	1	1	1	0	0	0	1	0	0	0	1	1	1	0	0	0	1	0	0	1	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	1	0	1	0	0	3	1	0
PHI003181	Rwanda	spear_phishing	Government	shipping_notification	EcoBank	english	1	1	1	0	0	1	0	0	0	1	0	0	0	44	0	0	0	1	1	1	0	0	0	1	0	0	2	1	1	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	1	0	0	1	0	1	5	3	0
PHI004183	Nigeria	social_media	Energy	bank_account_verification	Amazon	english	0	1	0	0	0	0	1	1	0	0	0	1	1	9,108	0	0	0	1	1	0	0	0	1	0	0	0	1	1	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	1	0	0	0	0	1	0	0	0	1	0	0	2	1	1
PHI001615	Nigeria	spear_phishing	Government	bank_account_verification	Absa	english	0	1	0	0	0	0	0	0	0	1	0	1	1	11	0	1	1	1	1	0	0	0	1	0	0	0	1	0	1	0	0	0	1	0	0	1	1	0	0	1	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	1	0	0	3	1	0
PHI003024	South Africa	spear_phishing	Education	bank_account_verification	LinkedIn	english	0	1	0	0	0	1	0	0	0	0	1	0	1	27	0	1	0	1	1	0	0	0	1	0	0	0	2	1	1	1	0	0	1	0	0	0	1	1	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	1	0	0	0	0	0	0	1	0	1	0	0	8	1	0
PHI001413	Nigeria	spear_phishing	Banking & Fintech	government_grant	Standard Bank	english	0	0	0	0	0	1	0	0	1	0	1	0	1	24	0	0	1	1	0	0	0	0	0	0	0	0	3	1	1	1	1	0	1	0	0	1	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	11.5	0	0
PHI000763	Nigeria	vishing_voice	Energy	bank_account_verification	MTN Mobile Money	english	0	1	0	0	0	1	1	0	1	0	1	1	1	4,920	0	0	1	1	1	0	0	0	1	0	0	0	3	1	0	1	1	1	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	1	0	1	0	0	1	0	0	0	0	1	0	0	0	1	0	0	10.5	1	1
PHI000655	Nigeria	spear_phishing	Energy	covid_relief	Microsoft	english	1	1	1	0	0	0	1	0	1	1	0	0	1	7	0	0	1	1	1	1	0	0	0	1	0	0	2	0	1	0	1	0	1	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	0	1	0	1	6.5	3	0
PHI004797	South Africa	email_spam	Healthcare	bank_account_verification	GTBank	english	0	1	0	0	0	0	0	0	1	0	0	1	0	1,629	0	0	0	1	1	0	0	0	1	0	0	0	1	0	0	0	1	1	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	1	0	0	0	0	0	0	1	0	1	0	0	3.5	1	1
PHI003849	Ethiopia	email_spam	Energy	government_grant	Ghana Revenue Authority	amharic	1	1	1	1	0	1	0	0	0	0	1	0	0	7,140	0	0	0	1	1	1	1	0	0	0	1	0	2	1	1	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	0	0	0	1	0	0	1	0	0	0	0	1	5	6	1
PHI004153	South Africa	smishing_sms	Banking & Fintech	government_grant	LinkedIn	english	0	1	0	0	0	1	1	1	0	0	1	1	1	1,411	0	0	1	1	1	0	0	0	1	0	0	0	3	1	0	1	0	1	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	1	0	1	0	0	9	1	1
PHI000468	South Africa	smishing_sms	E-commerce	password_reset	Vodacom	english	1	1	0	0	0	0	0	0	1	1	0	0	1	1,675	0	0	0	1	1	0	0	0	1	0	0	0	2	0	1	0	1	1	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	1	0	0	0	0	0	0	1	0	1	0	1	6.5	1	1
PHI000157	Egypt	spear_phishing	Government	government_grant	SARS	arabic	0	1	1	0	0	0	0	0	1	0	0	1	1	38	0	0	1	1	1	1	0	0	0	1	0	0	1	0	0	0	1	0	1	0	0	1	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	3.5	3	0
PHI001295	Senegal	email_spam	Government	charity_donation	Telegram	french	1	0	0	0	0	0	1	0	0	1	1	0	1	1,263	0	0	1	1	0	0	0	0	0	0	0	0	2	0	1	1	0	1	0	0	0	1	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0	0	0	1	1	8	0	1
PHI000497	Egypt	email_spam	Energy	shipping_notification	M-Pesa	arabic	0	1	1	0	0	1	1	0	1	1	0	1	1	1,157	0	0	0	1	1	1	0	0	0	1	0	0	3	1	1	0	1	1	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	1	0	0	0	0	0	1	0	0	0	8.5	3	1
PHI004740	South Africa	spear_phishing	Banking & Fintech	mobile_money_promo	OPay	english	0	1	1	1	0	1	1	0	0	0	0	1	1	14	0	1	0	1	1	1	1	0	0	0	1	0	1	1	0	0	0	0	1	0	0	0	1	1	0	1	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	1	0	1	0	0	2	6	0
PHI002940	Kenya	smishing_sms	Energy	crypto_investment	Spotify	english	1	1	1	1	0	1	1	1	0	0	0	0	1	1,087	0	0	0	1	1	1	1	0	0	0	1	0	2	1	1	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	1	1	0	0	0	0	0	1	0	0	1	0	1	5	6	1
PHI003456	Kenya	spear_phishing	Government	shipping_notification	LinkedIn	english	1	1	1	0	0	1	0	0	0	0	1	0	1	49	0	0	0	1	1	1	0	0	0	1	0	0	2	1	1	1	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	1	0	0	1	0	1	8	3	0
PHI000373	Kenya	spear_phishing	NGO	shipping_notification	Konga	english	0	1	0	0	0	0	1	0	0	0	0	1	1	35	0	0	0	1	1	0	0	0	1	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	1	0	0	0	1	0	1	0	0	0	0	0	1	0	0	1	0	0	0	1	0
PHI000079	Egypt	email_spam	Banking & Fintech	government_grant	Access Bank	arabic	1	0	0	0	0	1	1	0	1	1	0	1	1	8,750	0	0	1	1	0	0	0	0	0	0	0	0	3	1	1	0	1	1	0	0	0	1	0	0	1	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	0	1	0	0	1	8.5	0	1

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Phishing & Social Engineering — Africa Cyber Threat Intelligence

Part of the Africa Cyber Threat Intelligence collection by electricsheepafrica.

Acquisition: RESEARCH
Rows: 10,000 (balanced 50/50)
Synthetic: All records based on real-world research data (is_synthetic=0).

Usage

from datasets import load_dataset
dataset = load_dataset("electricsheepafrica/africa-phishing-dataset")

Features

Column	Type
`record_id`	str
`country`	str
`phishing_type`	str
`target_sector`	str
`lure_topic`	str
`impersonated_brand`	str
`language`	str
`is_peak_season`	int64
`delivered`	int64
`opened`	int64
`clicked`	int64
`credentials_submitted`	int64
`has_malicious_link`	int64
`has_attachment`	int64
`attachment_malicious`	int64
`has_urgency_language`	int64
`has_spelling_errors`	int64
`domain_suspicious`	int64
`uses_https`	int64
`brand_impersonated`	int64
`recipient_count`	int64
`reported_loss_usd`	int64
`reported_to_authorities`	int64
`blocked_by_filter`	int64
`label`	int64
`is_synthetic`	int64
`delivery_rate`	int64
`open_rate`	int64
`click_rate`	int64
`credential_harvest_rate`	int64
`funnel_drop_open`	int64
`funnel_drop_click`	int64
`funnel_drop_creds`	int64
`successful_phish`	int64
`content_risk_score`	int64
`has_malicious_content`	int64
`poor_quality`	int64
`brand_risk`	int64
`high_urgency`	int64
`is_mass_campaign`	int64
`is_targeted`	int64
`has_financial_impact`	int64
`high_loss`	int64
`was_blocked`	int64
`was_reported`	int64
`user_reported`	int64
`is_email_spam`	int64
`is_spear_phishing`	int64
`is_smishing`	int64
`is_vishing`	int64
`is_social_media`	int64
`is_mobile_app`	int64
`targets_banking`	int64
`targets_gov`	int64
`targets_telecom`	int64
`targets_healthcare`	int64
`targets_energy`	int64
`targets_education`	int64
`targets_ecommerce`	int64
`targets_ngo`	int64
`brand_fintech`	int64
`brand_bank`	int64
`brand_telco`	int64
`brand_ecommerce`	int64
`brand_global`	int64
`is_english`	int64
`is_french`	int64
`is_arabic`	int64
`is_amharic`	int64
`is_swahili`	int64
`is_west_africa`	int64
`is_east_africa`	int64
`is_southern_africa`	int64
`is_north_africa`	int64
`is_anglophone`	int64
`is_francophone`	int64
`is_peak_season.1`	int64
`phishing_score`	float64
`success_likelihood`	int64
`financial_impact_score`	int64

Citation

@misc{electricsheepafrica2026africaphishingdataset,
  title = {Phishing & Social Engineering (Africa)},
  author = {Electric Sheep Africa},
  year = {2026},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-phishing-dataset}}
}

License: MIT

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Collection including electricsheepafrica/africa-phishing-dataset

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