Datasets:

electricsheepafrica
/

africa-web-attack-dataset

record_id large_string	country large_string	attack_type large_string	target_framework large_string	target_sector large_string	payload_complexity large_string	requests_count int64	payload_size_bytes int64	has_malicious_payload int64	uses_encoding int64	uses_obfuscation int64	bypasses_input_validation int64	targets_auth_endpoint int64	targets_admin_panel int64	uses_automation int64	bot_signature int64	response_code int64	waf_triggered int64	waf_blocked int64	rate_limit_hit int64	data_exfiltrated int64	credentials_stolen int64	defacement int64	downtime_minutes int64	is_peak_hours int64	is_weekend int64	is_holiday int64	is_mobile_api int64	is_ecommerce_platform int64	label int64	is_synthetic int64	payload_risk_score int64	has_evasion int64	advanced_evasion int64	bypasses_defense int64	malicious_and_evasive int64	high_value_targeting int64	targets_credentials int64	targets_admin int64	privilege_escalation_target int64	automated_attack int64	confirmed_bot int64	high_volume_attack int64	very_high_volume int64	requests_per_minute float64	defense_triggered int64	waf_detected int64	waf_stopped int64	rate_limited int64	defense_bypassed int64	slipped_past_waf int64	has_impact int64	data_breach int64	credential_compromise int64	site_defaced int64	service_disruption int64	high_downtime int64	impact_severity int64	is_success int64	is_blocked int64	is_error int64	is_redirect int64	is_not_found int64	off_hours_attack int64	weekend_attack int64	holiday_attack int64	low_visibility_timing int64	mobile_target int64	ecommerce_target int64	african_stack_risk int64	attack_sqli int64	attack_xss int64	attack_csrf int64	attack_path_traversal int64	attack_rce int64	attack_lfi_rfi int64	attack_command_inj int64	attack_xxe int64	attack_ssrf int64	attack_logic int64	attack_credential int64	attack_scraping int64	target_laravel int64	target_wordpress int64	target_django int64	target_nodejs int64	target_react int64	target_angular int64	target_symfony int64	target_dotnet int64	sector_ecommerce int64	sector_banking int64	sector_gov int64	sector_media int64	sector_education int64	sector_healthcare int64	sector_telecom int64	sector_ngo int64	sector_energy int64	sector_real_estate int64	payload_simple int64	payload_moderate int64	payload_complex int64	payload_encoded int64	payload_obfuscated int64	is_west_africa int64	is_east_africa int64	is_southern_africa int64	is_north_africa int64	is_anglophone int64	is_francophone int64	attack_severity float64	defense_score int64	impact_score float64	web_risk_score float64
WEB001501	South Africa	sql_injection	Laravel	E-commerce	complex	287	704	1	1	0	0	0	0	0	0	301	1	1	0	0	0	0	291	0	0	1	1	1	1	1	2	1	0	0	1	0	0	0	0	0	0	1	0	4.78	1	1	1	0	0	0	1	0	0	0	1	1	1	0	0	0	1	0	0	0	1	1	1	1	1	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	0	1	0	0	0	0	1	0	1	0	8	5	4.91	6.47
WEB002586	Senegal	xxe	Node.js	E-commerce	simple	303	4,267	1	0	1	0	0	1	1	0	403	1	0	0	0	0	0	188	0	1	0	1	1	1	1	2	1	0	0	1	1	0	1	0	1	0	1	1	5.05	1	1	0	0	1	1	1	0	0	0	1	1	1	0	1	0	0	0	0	1	0	1	1	1	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	0	0	0	0	1	0	0	0	0	1	0	0	0	0	1	14.5	4	3.88	9.61
WEB002653	Nigeria	credential_stuffing	WordPress	Telecom	moderate	13	1,099	1	0	0	0	1	0	1	0	200	1	1	0	0	1	0	344	1	0	0	1	0	1	1	1	0	0	0	0	1	1	0	0	1	0	0	0	0.22	1	1	1	0	0	0	1	0	1	0	1	1	4	1	0	0	0	0	1	0	0	1	1	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	1	0	0	0	0	1	0	0	0	1	0	0	0	1	0	10.5	5	9.44	9.08
WEB001055	South Africa	ssrf	WordPress	Education	complex	225	3,419	1	0	0	0	1	0	0	0	500	0	0	0	1	1	0	218	0	0	1	1	0	1	1	1	0	0	0	0	1	1	0	0	0	0	1	0	3.75	0	0	0	0	1	0	1	1	1	0	1	1	7	0	0	1	0	0	0	0	1	1	1	0	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	1	0	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0	11	0	13.18	11.45
WEB000705	Kenya	lfi_rfi	Node.js	NGO	encoded	412	4,702	1	1	1	1	1	1	0	0	403	0	0	1	1	0	0	200	0	1	0	0	0	1	1	4	1	1	1	1	2	1	1	1	0	0	1	1	6.87	1	0	0	1	1	0	1	1	0	0	1	1	4	0	1	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	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	1	0	0	1	0	20	3	9	14.1
WEB000106	Tanzania	rce	Node.js	Government	obfuscated	324	2,251	1	1	1	1	0	0	1	0	404	1	1	0	1	0	0	47	0	1	0	1	0	1	1	4	1	1	1	1	0	0	0	0	1	0	1	1	5.4	1	1	1	0	0	0	1	1	0	0	1	0	4	0	0	0	0	1	0	1	0	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	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	13.5	5	7.47	9.99
WEB000589	Nigeria	credential_stuffing	Laravel	Banking & Fintech	encoded	113	393	1	0	0	0	0	0	1	0	500	0	0	1	1	1	0	0	0	0	0	0	0	1	1	1	0	0	0	0	0	0	0	0	1	0	1	0	1.88	1	0	0	1	1	0	1	1	1	0	0	0	6	0	0	1	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	0	1	0	1	0	0	0	1	0	9.5	1	9	9.25
WEB002468	Egypt	lfi_rfi	Django	E-commerce	obfuscated	392	740	1	1	0	1	0	0	1	0	200	0	0	1	0	0	0	0	0	1	1	1	1	1	1	3	1	0	1	1	0	0	0	0	1	0	1	1	6.53	1	0	0	1	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	1	1	1	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	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	9.5	1	0	6.55
WEB002413	Uganda	csrf	Laravel	E-commerce	simple	449	4,890	1	1	1	0	1	0	0	0	302	0	0	0	0	1	0	0	0	0	0	0	1	1	1	3	1	1	0	1	1	1	0	0	0	0	1	1	7.48	0	0	0	0	1	0	1	0	1	0	0	0	3	0	0	0	1	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	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	1	0	15	0	4	10.7
WEB001600	Morocco	sql_injection	WordPress	E-commerce	encoded	181	538	1	0	1	0	0	0	0	0	403	1	0	0	0	0	1	134	0	0	0	0	1	1	1	2	1	0	0	1	0	0	0	0	0	0	1	0	3.02	1	1	0	0	1	1	1	0	0	1	1	1	3	0	1	0	0	0	0	0	0	0	0	1	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	0	0	0	0	0	1	0	0	0	0	1	0	1	10	4	6.34	8.1
WEB002464	Egypt	business_logic_abuse	WordPress	E-commerce	moderate	49	1,694	1	0	0	1	1	0	1	1	404	1	0	0	1	0	0	0	1	1	0	0	1	1	1	2	0	0	1	0	1	1	0	0	1	1	0	0	0.82	1	1	0	0	1	1	1	1	0	0	0	0	3	0	0	0	0	1	1	1	0	1	0	1	0	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	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	14.5	2	5	10.35
WEB000228	Senegal	sql_injection	Django	Real Estate	encoded	122	3,655	1	0	0	1	0	0	1	0	200	0	0	1	0	0	0	0	1	1	0	0	0	1	1	2	0	0	1	0	0	0	0	0	1	0	1	0	2.03	1	0	0	1	1	0	0	0	0	0	0	0	0	1	0	0	0	0	1	1	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	0	0	0	0	0	0	0	0	1	0	0	0	1	0	1	0	0	0	0	1	7.5	1	0	5.55
WEB000915	South Africa	sql_injection	Node.js	Media	moderate	14	4,993	1	0	1	1	0	0	0	0	301	0	0	0	0	1	0	0	0	0	0	0	0	1	1	3	1	0	1	1	0	0	0	0	0	0	0	0	0.23	0	0	0	0	1	0	1	0	1	0	0	0	3	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	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	1	0	12	0	4	9.2
WEB000794	Kenya	credential_stuffing	Laravel	Banking & Fintech	complex	156	2,114	1	0	0	1	1	0	1	1	302	1	0	0	0	0	0	0	0	1	0	1	0	1	1	2	0	0	1	0	1	1	0	0	1	1	1	0	2.6	1	1	0	0	1	1	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	1	1	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	1	0	0	1	0	10.5	2	0	6.85
WEB003021	Uganda	xss	Laravel	Banking & Fintech	complex	210	1,650	1	1	0	0	1	0	0	0	200	0	0	0	0	0	0	78	0	0	1	1	0	1	1	2	1	0	0	1	1	1	0	0	0	0	1	0	3.5	0	0	0	0	1	0	1	0	0	0	1	1	1	1	0	0	0	0	0	0	1	1	1	0	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	0	0	0	0	0	1	0	0	0	1	0	0	1	0	13	0	2.78	9.33
WEB003543	Ethiopia	xss	Laravel	E-commerce	simple	142	4,170	1	0	0	0	0	0	0	0	403	1	1	1	0	0	0	24	0	1	0	0	1	1	1	1	0	0	0	0	0	0	0	0	0	0	1	0	2.37	2	1	1	1	0	0	1	0	0	0	1	0	1	0	1	0	0	0	0	1	0	1	0	1	0	0	1	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	1	0	0	0	0	6	8	2.24	4.07
WEB001073	Uganda	command_injection	Laravel	Banking & Fintech	moderate	189	3,360	1	0	0	0	1	1	0	0	200	1	0	0	0	0	1	155	1	1	0	0	0	1	1	1	0	0	0	0	2	1	1	0	0	0	1	0	3.15	1	1	0	0	1	1	1	0	0	1	1	1	3	1	0	0	0	0	1	1	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	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	1	0	14	2	6.55	10.56
WEB003351	Nigeria	ssrf	Django	Banking & Fintech	complex	317	436	1	1	1	0	0	0	0	0	200	1	0	1	1	0	1	25	0	1	0	1	0	1	1	3	1	1	0	1	0	0	0	0	0	0	1	1	5.28	2	1	0	1	1	1	1	1	0	1	1	0	6	1	0	0	0	0	0	1	0	1	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	0	0	0	0	0	0	1	0	0	1	0	0	0	1	0	12	3	10.25	10.47
WEB001744	Kenya	bot_scraping	Django	NGO	complex	154	617	1	1	0	0	0	0	1	0	301	1	0	0	1	0	1	0	1	0	1	0	0	1	1	2	1	0	0	1	0	0	0	0	1	0	1	0	2.57	1	1	0	0	1	1	1	1	0	1	0	0	5	0	0	0	1	0	1	0	1	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	1	0	0	0	0	1	0	0	0	1	0	0	1	0	11.5	2	8	9.75
WEB001084	Nigeria	csrf	Laravel	Energy	moderate	135	154	1	1	0	0	1	0	1	1	404	0	0	0	0	0	1	47	1	1	0	0	0	1	1	2	1	0	0	1	1	1	0	0	1	1	1	0	2.25	0	0	0	0	1	0	1	0	0	1	1	0	3	0	0	0	0	1	1	1	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	1	0	0	1	0	0	0	1	0	0	0	1	0	14.5	0	5.47	10.89
WEB000926	Kenya	business_logic_abuse	Laravel	E-commerce	complex	183	2,660	1	1	1	0	0	0	1	1	404	0	0	0	0	0	0	190	1	1	0	0	1	1	1	3	1	1	0	1	0	0	0	0	1	1	1	0	3.05	0	0	0	0	1	0	1	0	0	0	1	1	1	0	0	0	0	1	1	1	0	1	0	1	0	0	0	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	0	0	0	1	0	0	0	1	0	0	1	0	13.5	0	3.9	9.92
WEB003049	Nigeria	business_logic_abuse	React	Media	obfuscated	113	1,715	1	1	1	0	0	0	1	1	200	0	0	1	0	0	0	34	0	0	0	0	0	1	1	3	1	1	0	1	0	0	0	0	1	1	1	0	1.88	1	0	0	1	1	0	1	0	0	0	1	0	1	1	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	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	13.5	1	2.34	9.25
WEB001117	Kenya	csrf	Laravel	Media	encoded	235	3,857	1	1	0	0	1	0	0	0	404	1	1	0	0	0	0	0	0	1	1	1	0	1	1	2	1	0	0	1	1	1	0	0	0	0	1	0	3.92	1	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	1	1	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	1	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	1	0	7	5	0	4.5
WEB000642	Nigeria	path_traversal	Django	Media	encoded	33	501	1	0	1	1	0	0	0	0	404	0	0	0	0	0	1	4	0	1	1	0	0	1	1	3	1	0	1	1	0	0	0	0	0	0	0	0	0.55	0	0	0	0	1	0	1	0	0	1	1	0	3	0	0	0	0	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	0	0	1	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	12	0	5.04	9.51
WEB004767	Zambia	sql_injection	.NET	NGO	obfuscated	366	4,998	1	0	1	1	1	0	1	0	200	1	0	0	0	0	1	0	0	0	0	1	0	1	1	3	1	0	1	1	1	1	0	0	1	0	1	1	6.1	1	1	0	0	1	1	1	0	0	1	0	0	2	1	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	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	1	0	1	0	16.5	2	3	10.75
WEB000501	South Africa	credential_stuffing	Laravel	NGO	encoded	24	4,469	1	1	0	0	0	0	1	0	200	1	0	0	0	0	0	334	0	0	0	1	0	1	1	2	1	0	0	1	0	0	0	0	1	0	0	0	0.4	1	1	0	0	1	1	1	0	0	0	1	1	1	1	0	0	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	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	1	0	1	0	11.5	2	5.34	8.95
WEB004066	Uganda	rce	WordPress	E-commerce	encoded	38	4,710	1	1	0	0	1	0	0	1	403	0	0	0	1	1	0	103	0	0	0	0	1	1	1	2	1	0	0	1	1	1	0	0	1	1	0	0	0.63	0	0	0	0	1	0	1	1	1	0	1	1	7	0	1	0	0	0	0	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	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	1	0	14.5	2	12.03	12.46
WEB000333	Nigeria	xss	Laravel	Energy	obfuscated	485	3,685	1	0	0	0	0	0	1	1	403	0	0	0	0	0	0	0	0	0	1	1	0	1	1	1	0	0	0	0	0	0	0	0	1	1	1	1	8.08	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	1	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	1	1	0	0	0	1	0	5.5	2	0	4.35
WEB004684	Kenya	lfi_rfi	WordPress	Healthcare	moderate	172	1,138	1	1	1	1	1	0	0	0	500	1	0	0	0	0	0	204	0	1	0	0	0	1	1	4	1	1	1	1	1	1	0	0	0	0	1	0	2.87	1	1	0	0	1	1	1	0	0	0	1	1	1	0	0	1	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	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	1	0	0	1	0	17	2	4.04	11.31
WEB000486	Ghana	bot_scraping	Django	Banking & Fintech	obfuscated	434	4,455	1	0	0	1	1	1	0	0	403	1	0	0	0	0	0	3	0	0	0	0	0	1	1	2	0	0	1	0	2	1	1	1	0	0	1	1	7.23	1	1	0	0	1	1	1	0	0	0	1	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	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	0	1	1	0	0	0	1	0	16	4	2.03	9.81
WEB001962	South Africa	sql_injection	.NET	Media	complex	433	4,950	1	0	0	0	0	0	1	0	403	1	1	0	0	1	0	23	0	1	0	1	0	1	1	1	0	0	0	0	0	0	0	0	1	0	1	1	7.22	1	1	1	0	0	0	1	0	1	0	1	0	4	0	1	0	0	0	0	1	0	1	1	0	0	1	0	0	0	0	0	0	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	1	0	0	0	0	1	0	1	0	7.5	7	6.23	6.22
WEB000393	South Africa	bot_scraping	Laravel	Education	simple	411	4,783	1	1	0	1	0	0	1	0	500	0	0	0	0	1	0	355	0	0	0	0	0	1	1	3	1	0	1	1	0	0	0	0	1	0	1	1	6.85	0	0	0	0	1	0	1	0	1	0	1	1	4	0	0	1	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	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	1	0	1	0	13.5	0	9.55	11.62
WEB004842	South Africa	rce	Symfony	Banking & Fintech	moderate	51	925	1	0	0	1	0	0	1	0	500	0	0	0	0	1	1	0	1	1	1	0	0	1	1	2	0	0	1	0	0	0	0	0	1	0	0	0	0.85	0	0	0	0	1	0	1	0	1	1	0	0	5	0	0	1	0	0	1	1	1	1	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	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	1	0	11.5	0	7	9.85
WEB004866	Zimbabwe	xxe	Laravel	Healthcare	simple	412	535	1	0	0	0	0	1	1	1	403	1	0	0	0	0	0	144	1	0	1	0	0	1	1	1	0	0	0	0	1	0	1	0	1	1	1	1	6.87	1	1	0	0	1	1	1	0	0	0	1	1	1	0	1	0	0	0	1	0	1	1	0	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	1	0	0	0	0	1	0	0	0	0	0	0	1	0	1	0	12.5	4	3.44	8.48
WEB001755	Nigeria	path_traversal	Laravel	Energy	obfuscated	235	1,832	1	1	0	0	0	1	0	0	302	0	0	0	0	0	0	0	0	1	0	0	0	1	1	2	1	0	0	1	1	0	1	0	0	0	1	0	3.92	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	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	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	0	0	0	1	0	9	0	0	6.5
WEB002515	Kenya	xxe	React	E-commerce	obfuscated	472	3,027	1	0	1	0	0	0	1	0	301	1	1	1	0	0	0	54	1	1	0	1	1	1	1	2	1	0	0	1	0	0	0	0	1	0	1	1	7.87	2	1	1	1	0	0	1	0	0	0	1	0	1	0	0	0	1	0	1	1	0	1	1	1	1	0	0	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	0	0	0	0	0	0	0	1	0	1	0	0	1	0	9.5	6	2.54	6.31
WEB003585	Nigeria	sql_injection	Laravel	Banking & Fintech	obfuscated	248	1,953	1	0	0	0	0	0	0	1	302	0	0	0	0	1	0	287	0	0	0	1	0	1	1	1	0	0	0	0	0	0	0	0	1	1	1	0	4.13	0	0	0	0	1	0	1	0	1	0	1	1	4	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	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	9.5	0	8.87	9.41
WEB004315	Nigeria	business_logic_abuse	WordPress	E-commerce	complex	266	1,956	1	0	0	1	1	0	1	0	500	0	0	1	0	0	1	0	0	0	0	1	1	1	1	2	0	0	1	0	1	1	0	0	1	0	1	0	4.43	1	0	0	1	1	0	1	0	0	1	0	0	2	0	0	1	0	0	0	0	0	0	1	1	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	0	0	0	0	0	0	1	0	0	1	0	0	0	1	0	14.5	1	3	9.95
WEB004966	Nigeria	csrf	Laravel	Banking & Fintech	moderate	161	576	1	0	0	0	0	0	0	0	302	0	0	0	0	0	1	22	0	0	0	0	0	1	1	1	0	0	0	0	0	0	0	0	0	0	1	0	2.68	0	0	0	0	1	0	1	0	0	1	1	0	3	0	0	0	1	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	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	8	0	5.22	7.57
WEB002099	Egypt	credential_stuffing	Node.js	Telecom	encoded	271	2,814	1	0	1	1	1	0	0	0	302	1	0	0	0	0	0	25	0	0	1	1	0	1	1	3	1	0	1	1	1	1	0	0	0	0	1	0	4.52	1	1	0	0	1	1	1	0	0	0	1	0	1	0	0	0	1	0	0	0	1	1	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	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	1	0	0	15	2	2.25	9.78
WEB003599	Morocco	sql_injection	WordPress	Media	simple	40	3,813	1	0	0	1	0	1	1	0	200	0	0	0	0	0	0	33	0	1	0	1	0	1	1	2	0	0	1	0	1	0	1	1	1	0	0	0	0.67	0	0	0	0	1	0	1	0	0	0	1	0	1	1	0	0	0	0	0	1	0	1	1	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	1	0	0	0	0	0	0	0	1	0	1	14.5	0	2.33	9.95
WEB004121	Tanzania	bot_scraping	Node.js	Government	complex	104	333	1	1	1	1	0	0	0	0	500	1	0	0	0	0	0	67	0	1	0	1	0	1	1	4	1	1	1	1	0	0	0	0	0	0	1	0	1.73	1	1	0	0	1	1	1	0	0	0	1	1	1	0	0	1	0	0	0	1	0	1	1	0	0	0	0	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	0	0	0	0	1	0	0	0	1	0	0	0	0	14	2	2.67	9.4
WEB000029	Nigeria	business_logic_abuse	Node.js	Government	simple	119	2,410	1	0	1	0	0	0	1	0	500	0	0	0	0	0	0	0	0	1	0	0	0	1	1	2	1	0	0	1	0	0	0	0	1	0	1	0	1.98	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	1	0	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	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	7.5	0	0	5.75
WEB000065	Egypt	xss	Node.js	Education	encoded	103	1,054	1	0	0	1	0	0	0	0	404	1	0	0	0	0	0	0	0	0	0	0	0	1	1	2	0	0	1	0	0	0	0	0	0	0	1	0	1.72	1	1	0	0	1	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	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	1	0	0	0	0	1	0	0	6	2	0	4.6
WEB000838	Kenya	sql_injection	Node.js	Banking & Fintech	moderate	173	4,856	1	0	0	0	1	1	1	1	302	0	0	1	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2	1	1	0	1	1	1	0	2.88	1	0	0	1	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	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	1	0	0	1	0	11.5	1	0	7.55
WEB003906	Nigeria	sql_injection	Angular	Banking & Fintech	complex	11	4,150	1	1	0	1	0	0	1	0	403	1	1	0	0	1	0	0	1	1	0	0	0	1	1	3	1	0	1	1	0	0	0	0	1	0	0	0	0.18	1	1	1	0	0	0	1	0	1	0	0	0	3	0	1	0	0	0	1	1	0	1	0	0	0	1	0	0	0	0	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	0	1	0	0	1	0	0	0	1	0	11.5	7	4	7.55
WEB003773	Egypt	business_logic_abuse	React	E-commerce	obfuscated	59	1,256	1	1	0	0	1	0	0	0	404	0	0	0	0	0	0	0	0	0	0	0	1	1	1	2	1	0	0	1	1	1	0	0	0	0	0	0	0.98	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	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	0	0	1	0	0	0	1	0	0	9	0	0	6.5
WEB004635	Ethiopia	csrf	Angular	E-commerce	encoded	428	4,230	1	1	0	1	0	0	1	1	500	0	0	0	0	1	0	0	1	1	1	0	1	1	1	3	1	0	1	1	0	0	0	0	1	1	1	1	7.13	0	0	0	0	1	0	1	0	1	0	0	0	3	0	0	1	0	0	1	1	1	1	0	1	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	1	0	0	1	0	0	0	0	13.5	0	4	9.95
WEB003161	South Africa	sql_injection	Laravel	E-commerce	complex	183	4,020	1	1	0	0	1	0	0	1	302	0	0	0	1	0	0	0	0	0	0	0	1	1	1	2	1	0	0	1	1	1	0	0	1	1	1	0	3.05	0	0	0	0	1	0	1	1	0	0	0	0	3	0	0	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	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0	14.5	0	5	10.75
WEB002659	Uganda	csrf	React	Banking & Fintech	encoded	347	264	1	0	0	0	1	0	1	1	500	1	0	0	0	0	1	0	0	1	0	0	0	1	1	1	0	0	0	0	1	1	0	0	1	1	1	1	5.78	1	1	0	0	1	1	1	0	0	1	0	0	2	0	0	1	0	0	0	1	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	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	1	0	12.5	2	3	8.75
WEB004615	Kenya	business_logic_abuse	Laravel	Media	encoded	10	1,863	1	0	0	0	1	0	0	0	403	0	0	0	0	0	0	6	0	0	0	0	0	1	1	1	0	0	0	0	1	1	0	0	0	0	0	0	0.17	0	0	0	0	1	0	1	0	0	0	1	0	1	0	1	0	0	0	0	0	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	1	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	1	0	11	2	2.06	7.72
WEB004628	South Africa	business_logic_abuse	Angular	Banking & Fintech	encoded	236	596	1	1	1	0	0	0	0	0	404	1	0	1	0	0	0	43	0	0	1	1	0	1	1	3	1	1	0	1	0	0	0	0	0	0	1	0	3.93	2	1	0	1	1	1	1	0	0	0	1	0	1	0	0	0	0	1	0	0	1	1	1	0	0	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	0	0	0	0	0	0	0	1	0	0	0	1	0	1	0	12	3	2.43	8.13
WEB002451	Senegal	sql_injection	React	Government	complex	210	2,868	1	1	0	0	1	0	1	0	403	1	0	0	0	0	0	0	0	0	0	1	0	1	1	2	1	0	0	1	1	1	0	0	1	0	1	0	3.5	1	1	0	0	1	1	0	0	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	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	1	0	0	0	0	1	10.5	4	0	6.45
WEB002846	Egypt	sql_injection	Node.js	Education	simple	342	4,522	1	0	1	0	0	0	1	0	200	0	0	0	0	0	1	0	0	0	0	0	0	1	1	2	1	0	0	1	0	0	0	0	1	0	1	1	5.7	0	0	0	0	1	0	1	0	0	1	0	0	2	1	0	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	1	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	11.5	0	3	8.65
WEB001144	South Africa	ssrf	WordPress	Healthcare	moderate	433	659	1	1	0	1	0	0	0	0	200	1	1	0	0	0	0	10	1	1	0	1	0	1	1	3	1	0	1	1	0	0	0	0	0	0	1	1	7.22	1	1	1	0	0	0	1	0	0	0	1	0	1	1	0	0	0	0	1	1	0	1	1	0	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	1	0	0	0	0	0	1	0	0	0	0	0	1	0	1	0	10	5	2.1	6.63
WEB003078	Nigeria	bot_scraping	Laravel	Government	moderate	356	131	1	0	1	0	0	0	1	0	403	1	0	1	0	1	1	0	0	0	0	1	0	1	1	2	1	0	0	1	0	0	0	0	1	0	1	1	5.93	2	1	0	1	1	1	1	0	1	1	0	0	5	0	1	0	0	0	0	0	0	0	1	0	0	0	0	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	1	0	0	0	1	0	0	0	1	0	11.5	5	7	8.85
WEB001103	Kenya	csrf	Laravel	Telecom	simple	225	338	1	1	1	1	0	1	0	1	302	1	0	0	0	0	0	0	0	1	1	0	0	1	1	4	1	1	1	1	1	0	1	1	1	1	1	0	3.75	1	1	0	0	1	1	0	0	0	0	0	0	0	0	0	0	1	0	0	1	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	1	0	0	0	1	0	0	0	0	0	1	0	0	1	0	14.5	2	0	8.85
WEB000168	Nigeria	credential_stuffing	Node.js	NGO	obfuscated	258	1,012	1	0	1	0	1	1	0	1	302	1	0	0	1	0	0	306	0	0	0	0	0	1	1	2	1	0	0	1	2	1	1	0	1	1	1	0	4.3	1	1	0	0	1	1	1	1	0	0	1	1	4	0	0	0	1	0	0	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	0	0	0	0	0	1	0	0	0	0	0	0	1	1	0	0	0	1	0	17.5	2	10.06	13.37
WEB001670	South Africa	sql_injection	Node.js	Banking & Fintech	encoded	1	4,421	1	1	1	0	1	0	1	0	301	0	0	0	0	0	0	0	0	0	0	0	0	1	1	3	1	1	0	1	1	1	0	0	1	0	0	0	0.02	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	1	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	0	0	0	0	0	0	0	1	0	0	0	1	0	1	0	12.5	0	0	8.25
WEB002570	South Africa	business_logic_abuse	.NET	Real Estate	encoded	235	1,947	1	1	0	1	0	0	0	1	301	0	0	0	0	0	0	27	1	1	0	0	0	1	1	3	1	0	1	1	0	0	0	0	1	1	1	0	3.92	0	0	0	0	1	0	1	0	0	0	1	0	1	0	0	0	1	0	1	1	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	1	0	0	0	1	0	0	0	1	0	1	0	13.5	0	2.27	9.43
WEB002377	Kenya	path_traversal	WordPress	Real Estate	simple	413	4,156	1	0	0	0	1	1	1	0	500	1	0	0	0	1	1	31	0	1	0	1	0	1	1	1	0	0	0	0	2	1	1	0	1	0	1	1	6.88	1	1	0	0	1	1	1	0	1	1	1	0	6	0	0	1	0	0	0	1	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	1	1	0	0	0	0	0	1	0	0	1	0	15.5	2	9.31	12.14
WEB004395	Uganda	command_injection	Laravel	E-commerce	obfuscated	279	4,325	1	0	0	0	1	0	0	1	200	0	0	0	1	0	0	27	0	1	0	0	1	1	1	1	0	0	0	0	1	1	0	0	1	1	1	0	4.65	0	0	0	0	1	0	1	1	0	0	1	0	4	1	0	0	0	0	0	1	0	1	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	0	0	0	0	0	0	1	0	1	0	0	1	0	12.5	0	7.27	10.43
WEB004257	Nigeria	sql_injection	WordPress	E-commerce	obfuscated	444	3,314	1	1	0	0	0	1	0	0	302	1	0	0	0	0	0	477	0	0	0	0	1	1	1	2	1	0	0	1	1	0	1	0	0	0	1	1	7.4	1	1	0	0	1	1	1	0	0	0	1	1	1	0	0	0	1	0	0	0	0	0	0	1	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	0	0	0	0	0	0	1	1	0	0	0	1	0	13	2	6.77	10.13
WEB003862	Uganda	xss	Django	E-commerce	encoded	204	1,733	1	0	0	0	0	0	1	0	200	1	0	0	0	0	0	463	0	1	1	0	1	1	1	1	0	0	0	0	0	0	0	0	1	0	1	0	3.4	1	1	0	0	1	1	1	0	0	0	1	1	1	1	0	0	0	0	0	1	1	1	0	1	0	0	1	0	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	1	0	0	1	0	9.5	2	6.63	8.34
WEB000023	Tanzania	rce	Django	E-commerce	obfuscated	220	3,085	1	0	0	0	1	0	0	1	404	1	1	0	0	0	1	198	1	1	1	0	1	1	1	1	0	0	0	0	1	1	0	0	1	1	1	0	3.67	1	1	1	0	0	0	1	0	0	1	1	1	3	0	0	0	0	1	1	1	1	1	0	1	0	0	0	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	0	0	0	0	1	0	1	0	0	0	0	10.5	5	6.98	8.34
WEB002633	Nigeria	ssrf	WordPress	Energy	obfuscated	490	1,665	1	0	0	0	0	0	0	0	302	1	0	0	1	1	0	321	1	0	0	0	0	1	1	1	0	0	0	0	0	0	0	0	0	0	1	1	8.17	1	1	0	0	1	1	1	1	1	0	1	1	7	0	0	0	1	0	1	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	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	0	0	0	1	0	8	2	14.21	9.86
WEB003340	Nigeria	xxe	Node.js	E-commerce	encoded	274	3,606	1	0	0	0	1	1	1	1	403	1	0	1	1	1	0	331	0	1	1	1	1	1	1	1	0	0	0	0	2	1	1	0	1	1	1	0	4.57	2	1	0	1	1	1	1	1	1	0	1	1	7	0	1	0	0	0	0	1	1	1	1	1	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	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	15.5	5	14.31	13.04
WEB002215	Ghana	sql_injection	Laravel	Education	obfuscated	213	2,125	1	0	1	0	1	0	0	0	200	0	0	0	0	0	0	0	1	0	0	1	0	1	1	2	1	0	0	1	1	1	0	0	0	0	1	0	3.55	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	1	1	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	0	0	0	1	1	0	0	0	1	0	9	0	0	6.5
WEB003682	Tanzania	lfi_rfi	WordPress	E-commerce	obfuscated	429	3,510	1	1	0	1	1	0	1	1	403	1	1	1	0	1	0	0	0	1	0	0	1	1	1	3	1	0	1	1	1	1	0	0	1	1	1	1	7.15	2	1	1	1	0	0	1	0	1	0	0	0	3	0	1	0	0	0	0	1	0	1	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	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	14.5	8	4	8.85
WEB004724	Ghana	business_logic_abuse	Node.js	Media	moderate	14	3,349	1	1	0	1	0	0	1	0	403	1	0	0	0	1	0	51	0	0	0	0	0	1	1	3	1	0	1	1	0	0	0	0	1	0	0	0	0.23	1	1	0	0	1	1	1	0	1	0	1	0	4	0	1	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	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	13.5	4	6.51	9.9
WEB001907	Ghana	ssrf	Django	E-commerce	moderate	55	2,433	1	0	1	0	0	0	0	0	200	0	0	0	0	0	0	0	0	0	0	1	1	1	1	2	1	0	0	1	0	0	0	0	0	0	0	0	0.92	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	1	1	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	1	0	0	0	1	0	0	0	1	0	6	0	0	5
WEB000084	South Africa	xss	Angular	E-commerce	obfuscated	149	1,968	1	1	0	1	1	0	0	0	200	1	0	1	0	0	0	0	1	1	0	0	1	1	1	3	1	0	1	1	1	1	0	0	0	0	1	0	2.48	2	1	0	1	1	1	0	0	0	0	0	0	0	1	0	0	0	0	1	1	0	1	0	1	0	0	1	0	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	1	0	0	1	0	1	0	11	3	0	6.9
WEB000227	Kenya	xxe	WordPress	E-commerce	complex	141	2,154	1	0	0	1	0	1	0	1	404	0	0	0	0	0	0	0	0	0	0	1	1	1	1	2	0	0	1	0	1	0	1	1	1	1	1	0	2.35	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	1	1	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	0	0	0	0	0	0	0	1	0	0	0	1	0	0	1	0	10.5	0	0	7.25
WEB000296	Ghana	xss	React	Healthcare	obfuscated	57	541	1	0	0	1	0	0	0	0	301	0	0	0	0	0	0	0	0	1	0	1	0	1	1	2	0	0	1	0	0	0	0	0	0	0	0	0	0.95	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	1	1	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	0	0	0	0	0	0	1	1	0	0	0	1	0	6	0	0	5
WEB001001	Kenya	lfi_rfi	React	Media	simple	47	354	1	0	1	0	1	1	1	0	301	1	0	1	0	0	0	259	1	0	0	1	0	1	1	2	1	0	0	1	2	1	1	0	1	0	0	0	0.78	2	1	0	1	1	1	1	0	0	0	1	1	1	0	0	0	1	0	1	0	0	1	1	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	1	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	1	0	17.5	3	4.59	11.53
WEB002138	Nigeria	ssrf	Laravel	Healthcare	obfuscated	312	1,633	1	0	0	1	1	0	1	1	301	1	0	1	0	1	0	14	0	1	1	0	0	1	1	2	0	0	1	0	1	1	0	0	1	1	1	1	5.2	2	1	0	1	1	1	1	0	1	0	1	0	4	0	0	0	1	0	0	1	1	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	0	1	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	14.5	3	6.14	10.49
WEB000711	Ghana	business_logic_abuse	Django	E-commerce	encoded	281	1,707	1	0	0	1	1	1	1	1	200	1	1	0	1	0	1	0	1	1	1	0	1	1	1	2	0	0	1	0	2	1	1	1	1	1	1	0	4.68	1	1	1	0	0	0	1	1	0	1	0	0	5	1	0	0	0	0	1	1	1	1	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	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	15.5	5	8	11.15
WEB002801	Kenya	csrf	Symfony	Media	obfuscated	174	490	1	0	1	1	1	0	1	0	200	0	0	0	0	0	0	412	0	0	0	0	0	1	1	3	1	0	1	1	1	1	0	0	1	0	1	0	2.9	0	0	0	0	1	0	1	0	0	0	1	1	1	1	0	0	0	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	1	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	1	0	16.5	0	6.12	12.09
WEB002527	Nigeria	csrf	WordPress	E-commerce	encoded	65	2,814	1	1	0	0	0	0	1	0	403	1	0	0	0	0	1	33	0	0	0	0	1	1	1	2	1	0	0	1	0	0	0	0	1	0	0	0	1.08	1	1	0	0	1	1	1	0	0	1	1	0	3	0	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	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	11.5	4	5.33	8.55

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Web Application Attacks — 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 synthetically generated (is_synthetic=1).

Usage

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

Features

Column	Type
`record_id`	str
`country`	str
`attack_type`	str
`target_framework`	str
`target_sector`	str
`payload_complexity`	str
`requests_count`	int64
`payload_size_bytes`	int64
`has_malicious_payload`	int64
`uses_encoding`	int64
`uses_obfuscation`	int64
`bypasses_input_validation`	int64
`targets_auth_endpoint`	int64
`targets_admin_panel`	int64
`uses_automation`	int64
`bot_signature`	int64
`response_code`	int64
`waf_triggered`	int64
`waf_blocked`	int64
`rate_limit_hit`	int64
`data_exfiltrated`	int64
`credentials_stolen`	int64
`defacement`	int64
`downtime_minutes`	int64
`is_peak_hours`	int64
`is_weekend`	int64
`is_holiday`	int64
`is_mobile_api`	int64
`is_ecommerce_platform`	int64
`label`	int64
`is_synthetic`	int64
`payload_risk_score`	int64
`has_evasion`	int64
`advanced_evasion`	int64
`bypasses_defense`	int64
`malicious_and_evasive`	int64
`high_value_targeting`	int64
`targets_credentials`	int64
`targets_admin`	int64
`privilege_escalation_target`	int64
`automated_attack`	int64
`confirmed_bot`	int64
`high_volume_attack`	int64
`very_high_volume`	int64
`requests_per_minute`	float64
`defense_triggered`	int64
`waf_detected`	int64
`waf_stopped`	int64
`rate_limited`	int64
`defense_bypassed`	int64
`slipped_past_waf`	int64
`has_impact`	int64
`data_breach`	int64
`credential_compromise`	int64
`site_defaced`	int64
`service_disruption`	int64
`high_downtime`	int64
`impact_severity`	int64
`is_success`	int64
`is_blocked`	int64
`is_error`	int64
`is_redirect`	int64
`is_not_found`	int64
`off_hours_attack`	int64
`weekend_attack`	int64
`holiday_attack`	int64
`low_visibility_timing`	int64
`mobile_target`	int64
`ecommerce_target`	int64
`african_stack_risk`	int64
`attack_sqli`	int64
`attack_xss`	int64
`attack_csrf`	int64
`attack_path_traversal`	int64
`attack_rce`	int64
`attack_lfi_rfi`	int64
`attack_command_inj`	int64
`attack_xxe`	int64
`attack_ssrf`	int64
`attack_logic`	int64
`attack_credential`	int64
`attack_scraping`	int64
`no_attack`	int64
`target_laravel`	int64
`target_wordpress`	int64
`target_django`	int64
`target_nodejs`	int64
`target_react`	int64
`target_angular`	int64
`target_symfony`	int64
`target_dotnet`	int64
`target_java`	int64
`sector_ecommerce`	int64
`sector_banking`	int64
`sector_gov`	int64
`sector_media`	int64
`sector_education`	int64
`sector_healthcare`	int64
`sector_telecom`	int64
`sector_ngo`	int64
`sector_energy`	int64
`sector_real_estate`	int64
`payload_simple`	int64
`payload_moderate`	int64
`payload_complex`	int64
`payload_encoded`	int64
`payload_obfuscated`	int64
`is_west_africa`	int64
`is_east_africa`	int64
`is_southern_africa`	int64
`is_north_africa`	int64
`is_anglophone`	int64
`is_francophone`	int64
`attack_severity`	float64
`defense_score`	int64
`impact_score`	float64
`web_risk_score`	float64

Citation

@misc{electricsheepafrica2026africawebattackdataset,
  title = {Web Application Attacks (Africa)},
  author = {Electric Sheep Africa},
  year = {2026},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-web-attack-dataset}}
}

License: MIT

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Collection including electricsheepafrica/africa-web-attack-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