Datasets:

electricsheepafrica
/

africa-framework-adoption-dataset

record_id large_string	country large_string	framework large_string	org_type large_string	is_eol int64	is_outdated int64	has_waf int64	has_csp int64	has_https int64	has_captcha int64	has_rate_limiting int64	has_input_validation int64	has_auth_mfa int64	has_dependency_scanning int64	has_security_audit int64	known_cves int64	critical_cves int64	unpatched_cves int64	is_public_facing int64	handles_pii int64	handles_payment int64	has_admin_panel int64	admin_panel_exposed int64	web_defense_score int64	auth_security int64	devsecops int64	no_web_defense int64	no_auth_security int64	no_devsecops int64	fully_secured int64	lifecycle_risk int64	end_of_life int64	outdated_version int64	legacy_risk int64	cve_risk_score int64	has_critical_cves int64	has_unpatched int64	high_cve_count int64	patching_gap int64	critical_ratio float64	public_exposure int64	sensitive_data int64	handles_payment.1 int64	admin_exposed int64	high_exposure int64	admin_risk int64	attack_surface int64	is_wordpress int64	is_laravel int64	is_django int64	is_nodejs int64	is_react int64	is_angular int64	is_dotnet int64	is_java int64	org_sme_ecommerce int64	org_sme_service int64	org_startup_fintech int64	org_enterprise int64	org_gov int64	org_ngo int64	org_education int64	org_media int64	org_healthcare int64	is_west_africa int64	is_east_africa int64	is_southern_africa int64	is_north_africa int64	is_anglophone int64	is_francophone int64	security_posture_score float64	vulnerability_score float64	exposure_risk_score int64	framework_risk_score float64
FRM002104	Tanzania	WordPress	SME_Service	1	0	1	0	1	0	0	0	0	0	0	8	1	0	1	1	0	1	0	2	1	0	0	0	1	0	1	1	0	1	10	1	0	0	0	0.12	1	1	0	0	1	0	2	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	7	10	6	8
FRM008309	South Africa	Laravel	SME_Ecommerce	0	0	0	0	1	0	1	0	0	0	0	5	0	3	0	1	1	1	0	2	1	0	0	0	1	0	0	0	0	0	14	0	1	0	3	0	0	1	1	0	0	0	2	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	1	0	7	7	2	5.2
FRM009115	Nigeria	Node.js	SME_Service	0	1	1	0	1	1	0	0	0	0	0	0	1	0	1	0	0	0	0	3	1	0	0	0	1	0	1	0	1	1	2	1	0	0	0	1	1	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	1	0	8.5	6	2	4.5
FRM004800	Ghana	Laravel	SME_Ecommerce	0	1	1	0	1	1	0	0	1	0	0	0	0	0	1	0	1	1	1	3	2	0	0	0	1	0	1	0	1	1	0	0	0	0	0	0	1	1	1	1	1	1	3	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	10.5	7	9	7.3
FRM000358	Egypt	React	SME_Service	0	0	1	0	1	1	0	1	1	0	0	0	0	0	1	1	1	1	0	3	3	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	3	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	14	0	6	2.6
FRM003790	Morocco	Node.js	Government	0	1	1	0	1	1	0	1	1	1	0	12	0	12	1	1	0	0	0	3	3	2	0	0	0	1	1	0	1	1	48	0	1	0	12	0	1	1	0	0	1	0	2	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	1	15.5	29	6	13.9
FRM011954	Nigeria	Laravel	Enterprise	0	0	0	0	1	1	0	1	1	0	0	1	0	0	1	1	1	1	1	2	3	1	1	0	1	0	0	0	0	0	1	0	0	0	0	0	1	1	1	1	1	1	4	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	1	0	12.5	4.5	9	5.9
FRM009574	Ghana	WordPress	SME_Service	0	0	1	0	1	1	1	1	1	0	0	3	1	0	0	1	1	0	0	4	3	1	0	0	1	0	0	0	0	0	5	1	0	0	0	0.33	0	1	1	0	0	0	2	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	1	0	15.5	2.5	2	1.7
FRM010581	Morocco	Laravel	Startup_Fintech	0	1	1	1	1	0	0	0	0	0	0	3	0	0	1	0	0	1	0	3	1	0	0	0	1	0	1	0	1	1	3	0	0	0	0	0	1	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	1	0	1	8.5	6.5	2	4.7
FRM010586	South Africa	.NET	NGO	0	1	1	1	1	0	1	0	0	0	0	8	0	5	1	1	1	1	0	4	1	0	0	0	1	0	1	0	1	1	23	0	1	0	5	0	1	1	1	0	1	0	3	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	1	0	1	0	10	16.5	6	10
FRM010822	South Africa	WordPress	SME_Ecommerce	0	0	0	0	0	1	0	1	0	1	0	1	0	0	1	1	0	1	0	1	1	2	1	1	0	0	0	0	0	0	1	0	0	0	0	0	1	1	0	0	1	0	2	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	1	0	6.5	5.5	6	6.3
FRM002715	Egypt	Node.js	Educational	1	0	0	1	0	1	0	1	0	0	0	1	0	1	1	0	0	1	0	2	1	1	0	1	1	0	1	1	0	1	4	0	1	0	1	0	1	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	1	0	0	6.5	10	2	6.5
FRM003145	Kenya	WordPress	Media_Publishing	0	0	1	0	1	1	0	0	1	0	0	12	1	3	1	1	1	1	0	3	2	0	0	0	1	0	0	0	0	0	23	1	1	0	3	0.08	1	1	1	0	1	0	3	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	1	0	10.5	11.5	6	7.9
FRM004435	South Africa	Angular	Startup_Fintech	0	0	1	0	1	1	0	0	0	0	0	3	0	1	1	1	0	1	0	3	1	0	0	0	1	0	0	0	0	0	6	0	1	0	1	0	1	1	0	0	1	0	2	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	1	0	8.5	3	6	4.9
FRM001627	Kenya	Laravel	Government	0	1	1	1	0	0	1	1	1	0	0	5	0	2	1	1	1	1	0	3	2	1	0	0	1	0	1	0	1	1	11	0	1	0	2	0	1	1	1	0	1	0	3	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	1	0	10	10.5	6	7.6
FRM009777	Nigeria	Laravel	SME_Ecommerce	0	0	1	0	1	1	1	0	0	0	0	4	1	1	1	1	0	1	0	4	1	0	0	0	1	0	0	0	0	0	9	1	1	0	1	0.25	1	1	0	0	1	0	2	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	10	4.5	6	5.2
FRM008553	Morocco	Laravel	NGO	0	0	1	0	1	1	1	1	0	0	0	4	1	1	1	1	1	1	1	4	2	1	0	0	1	0	0	0	0	0	9	1	1	0	1	0.25	1	1	1	1	1	1	4	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	1	13.5	6.5	9	6.5
FRM002839	Kenya	WordPress	Educational	0	0	0	0	0	1	0	0	0	0	0	0	1	0	1	0	0	0	0	1	0	0	1	1	1	0	0	0	0	0	2	1	0	0	0	1	1	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	1	0	1.5	6	2	5.9
FRM011274	Egypt	React	SME_Ecommerce	0	0	1	0	0	1	1	1	0	0	0	23	0	3	1	0	0	1	0	3	1	1	0	1	1	0	0	0	0	0	32	0	1	1	3	0	1	0	0	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	0	0	8	19	2	9.8
FRM009251	Nigeria	WordPress	Enterprise	0	0	1	0	1	0	0	0	0	1	0	16	1	2	1	1	1	1	0	2	1	1	0	0	0	0	0	0	0	0	24	1	1	0	2	0.06	1	1	1	0	1	0	3	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	1	0	8.5	12	6	8.5
FRM005001	Senegal	Laravel	SME_Ecommerce	0	1	0	0	1	0	0	1	1	0	0	6	0	6	1	0	0	1	0	1	3	1	1	0	1	0	1	0	1	1	24	0	1	0	6	0	1	0	0	0	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	1	11	19	2	9.2
FRM008774	Ethiopia	WordPress	Startup_Fintech	1	0	0	0	1	0	0	0	0	0	1	2	1	1	1	1	0	0	0	1	1	1	1	0	0	0	1	1	0	1	7	1	1	0	1	0.5	1	1	0	0	1	0	2	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	8	10.5	6	8
FRM005903	Egypt	Angular	NGO	0	1	0	0	1	0	1	1	1	0	0	2	1	0	0	1	1	1	0	2	3	1	0	0	1	0	1	0	1	1	4	1	0	0	0	0.5	0	1	1	0	0	0	2	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	12.5	7	2	4.1
FRM005122	South Africa	Node.js	SME_Service	0	0	0	0	1	0	0	1	0	0	1	17	2	0	1	0	0	0	0	1	2	2	1	0	0	0	0	0	0	0	21	1	0	0	0	0.12	1	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	1	0	11.5	12.5	2	6.5
FRM011377	Nigeria	React	Healthcare	0	0	0	1	1	1	0	0	1	0	0	5	0	4	0	1	0	1	0	3	2	0	0	0	1	0	0	0	0	0	17	0	1	0	4	0	0	1	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	10.5	8.5	2	5.1
FRM006584	Kenya	Laravel	Government	0	1	0	1	1	0	0	0	0	0	0	1	0	1	1	1	0	1	0	2	1	0	0	0	1	0	1	0	1	1	4	0	1	0	1	0	1	1	0	0	1	0	2	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	1	0	7	7	6	6.8
FRM005722	Kenya	Laravel	Startup_Fintech	0	1	0	0	1	0	0	1	0	1	0	11	0	1	1	1	0	1	0	1	2	2	1	0	0	0	1	0	1	1	14	0	1	0	1	0	1	1	0	0	1	0	2	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	1	0	10.5	14	6	8.9
FRM007685	Egypt	Django	Enterprise	0	0	0	0	1	0	0	0	0	0	0	5	0	0	1	1	0	1	0	1	1	0	1	0	1	0	0	0	0	0	5	0	0	0	0	0	1	1	0	0	1	0	2	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	5.5	4.5	6	6.1
FRM002301	South Africa	.NET	Government	1	0	0	1	1	1	0	0	0	0	0	0	1	0	0	0	0	0	0	3	1	0	0	0	1	0	1	1	0	1	2	1	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	0	0	0	1	0	1	0	8.5	6	0	3.7
FRM002542	Ethiopia	Django	SME_Service	0	1	0	0	1	1	0	0	0	0	0	5	1	2	1	0	0	0	0	2	1	0	1	0	1	0	1	0	1	1	13	1	1	0	2	0.2	1	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	7	13.5	2	7.8
FRM001086	Rwanda	WordPress	Enterprise	0	0	1	0	0	1	1	1	0	0	1	1	0	0	0	1	0	1	0	3	1	2	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	1	0	10.5	3.5	2	3.1
FRM003543	Nigeria	Laravel	SME_Ecommerce	0	1	1	0	1	1	0	1	0	0	0	12	2	9	1	0	1	1	0	3	2	1	0	0	1	0	1	0	1	1	43	1	1	0	9	0.17	1	1	1	0	1	0	2	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	12	26.5	6	13.6
FRM000671	Kenya	Laravel	SME_Service	0	0	1	0	0	0	0	0	0	0	1	0	0	0	1	1	0	1	0	1	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	1	0	4	3	6	5.8
FRM003907	Egypt	WordPress	SME_Service	1	0	0	1	1	1	0	1	0	0	0	13	2	5	1	1	0	1	0	3	2	1	0	0	1	0	1	1	0	1	32	1	1	0	5	0.15	1	1	0	0	1	0	2	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	12	21	6	11.4
FRM006677	Nigeria	Laravel	NGO	0	0	1	0	0	1	1	1	1	1	0	18	1	4	1	0	1	1	1	3	2	2	0	0	0	0	0	0	0	0	32	1	1	0	4	0.06	1	1	1	1	1	1	3	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	11.5	18	9	11.5
FRM001972	Kenya	WordPress	SME_Service	0	1	0	1	1	0	1	0	0	0	0	13	0	3	1	0	1	0	0	3	1	0	0	0	1	0	1	0	1	1	22	0	1	0	3	0	1	1	1	0	1	0	2	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	1	0	8.5	16	6	10.1
FRM001632	Tanzania	Laravel	SME_Service	0	0	0	0	1	0	0	1	0	0	0	5	1	2	1	1	1	1	1	1	2	1	1	0	1	0	0	0	0	0	13	1	1	0	2	0.2	1	1	1	1	1	1	4	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	9	10.5	9	9
FRM004515	Nigeria	Vue.js	Government	0	0	1	0	0	1	0	1	0	1	1	17	1	5	1	1	0	1	0	2	1	3	0	1	0	0	0	0	0	0	34	1	1	0	5	0.06	1	1	0	0	1	0	2	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	10.5	20	6	11.3
FRM011069	South Africa	Java/Spring	Educational	0	0	0	0	1	0	1	1	0	0	0	92	9	1	1	0	1	1	0	2	2	1	0	0	1	0	0	0	0	0	113	1	1	1	1	0.1	1	1	1	0	1	0	2	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0	10.5	56.5	6	25.9
FRM009606	Ethiopia	Node.js	SME_Ecommerce	1	0	0	0	1	0	0	0	1	1	0	4	0	0	1	0	0	1	0	1	2	1	1	0	0	0	1	1	0	1	4	0	0	0	0	0	1	0	0	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	0	9	9	2	5.6
FRM011005	Nigeria	Laravel	Startup_Fintech	0	0	0	0	1	0	0	1	0	0	0	17	1	1	1	1	0	1	1	1	2	1	1	0	1	0	0	0	0	0	22	1	1	0	1	0.06	1	1	0	1	1	1	3	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	1	0	9	15	9	10.8
FRM000845	South Africa	Java/Spring	Healthcare	0	0	0	0	1	0	1	0	1	0	1	10	1	7	1	1	0	1	0	2	2	1	0	0	0	0	0	0	0	0	33	1	1	0	7	0.1	1	1	0	0	1	0	2	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	1	0	1	0	11.5	16.5	6	9.7
FRM005360	Ghana	Django	SME_Ecommerce	0	0	1	1	1	1	0	0	0	0	0	30	1	9	1	1	1	1	0	4	1	0	0	0	1	0	0	0	0	0	59	1	1	1	9	0.03	1	1	1	0	1	0	3	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	10	29.5	6	15.2
FRM000687	Kenya	WordPress	Enterprise	0	0	1	1	1	0	0	0	0	1	0	5	0	1	1	0	1	0	0	3	1	1	0	0	0	0	0	0	0	0	8	0	1	0	1	0	1	1	1	0	1	0	2	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	1	0	10	4	6	5
FRM005090	South Africa	WordPress	Startup_Fintech	0	0	0	0	1	0	0	0	0	0	0	16	2	1	1	1	0	0	0	1	1	0	1	0	1	0	0	0	0	0	23	1	1	0	1	0.12	1	1	0	0	1	0	2	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	1	0	5.5	13.5	6	9.7
FRM004323	Nigeria	WordPress	Government	0	0	1	0	1	1	0	0	0	1	0	14	2	8	1	1	1	1	0	3	1	1	0	0	0	0	0	0	0	0	42	1	1	0	8	0.14	1	1	1	0	1	0	3	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	10	21	6	11.8
FRM002895	Uganda	Django	Startup_Fintech	0	1	0	0	1	1	1	0	0	0	0	2	1	0	1	0	0	1	0	3	1	0	0	0	1	0	1	0	1	1	4	1	0	0	0	0.5	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	1	0	0	1	0	8.5	7	2	4.9
FRM002631	Ethiopia	WordPress	Enterprise	0	1	0	1	1	1	0	1	0	0	0	1	0	0	1	1	0	1	1	3	2	1	0	0	1	0	1	0	1	1	1	0	0	0	0	0	1	1	0	1	1	1	3	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	12	7.5	9	7.2
FRM007169	South Africa	.NET	SME_Ecommerce	0	0	0	0	1	1	0	0	0	0	0	7	0	0	1	0	1	1	0	2	1	0	1	0	1	0	0	0	0	0	7	0	0	0	0	0	1	1	1	0	1	0	2	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	1	0	1	0	7	5.5	6	6.2
FRM004262	South Africa	Node.js	Educational	0	1	0	0	1	1	0	1	0	1	0	2	0	2	0	1	0	0	0	2	2	2	1	0	0	0	1	0	1	1	8	0	1	0	2	0	0	1	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0	12	11	2	5.8
FRM005311	Nigeria	WordPress	SME_Ecommerce	0	0	0	0	1	1	0	1	0	0	0	11	1	0	0	0	0	1	0	2	2	1	1	0	1	0	0	0	0	0	13	1	0	0	0	0.09	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	1	0	10.5	8.5	0	4.3
FRM000694	Ghana	Vue.js	SME_Ecommerce	0	0	1	0	1	1	0	1	0	0	0	14	2	12	1	1	0	1	0	3	2	1	0	0	1	0	0	0	0	0	54	1	1	0	12	0.14	1	1	0	0	1	0	2	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	12	27	6	13.8
FRM007001	Kenya	Node.js	SME_Service	0	0	1	0	0	0	0	0	1	0	0	2	0	0	1	0	0	1	1	1	1	0	0	0	1	0	0	0	0	0	2	0	0	0	0	0	1	0	0	1	0	1	2	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	1	0	3.5	3	5	5.5
FRM007747	South Africa	Node.js	Government	0	0	1	0	1	1	1	1	0	0	1	11	1	5	1	1	0	1	0	4	2	2	0	0	0	0	0	0	0	0	28	1	1	0	5	0.09	1	1	0	0	1	0	2	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	1	0	16	14	6	7.8
FRM002375	Egypt	Laravel	NGO	0	0	0	0	1	1	0	0	0	0	0	5	1	0	1	1	0	1	0	2	1	0	1	0	1	0	0	0	0	0	7	1	0	0	0	0.2	1	1	0	0	1	0	2	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	7	5.5	6	6.2
FRM000951	Ghana	Node.js	SME_Service	0	0	1	0	1	0	1	1	0	0	1	9	0	1	1	1	0	1	0	3	2	2	0	0	0	0	0	0	0	0	12	0	1	0	1	0	1	1	0	0	1	0	2	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	1	0	14.5	6	6	4.9
FRM007087	Uganda	Django	Government	0	1	0	0	1	0	0	0	0	0	0	7	0	3	1	1	1	1	0	1	1	0	1	0	1	0	1	0	1	1	16	0	1	0	3	0	1	1	1	0	1	0	3	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	1	0	5.5	15	6	10.3
FRM000506	Ethiopia	WordPress	Government	0	1	0	0	1	0	0	1	0	0	1	3	1	2	1	0	1	1	0	1	2	2	1	0	0	0	1	0	1	1	11	1	1	0	2	0.33	1	1	1	0	1	0	2	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	11.5	12.5	6	8.1
FRM003986	South Africa	.NET	SME_Service	0	0	0	0	1	0	1	0	0	1	0	4	1	2	1	0	0	1	0	2	1	1	0	0	0	0	0	0	0	0	12	1	1	0	2	0.25	1	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	1	0	1	0	8.5	6	2	4.5
FRM006887	South Africa	Java/Spring	SME_Service	1	0	0	0	1	0	0	1	0	0	0	4	0	2	1	1	0	1	0	1	2	1	1	0	1	0	1	1	0	1	10	0	1	0	2	0	1	1	0	0	1	0	2	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	1	0	1	0	9	12	6	8.4
FRM005621	Nigeria	Django	Government	0	0	0	1	0	1	0	1	0	0	0	52	2	5	1	1	1	0	0	2	1	1	0	1	1	0	0	0	0	0	71	1	1	1	5	0.04	1	1	1	0	1	0	3	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	6.5	38.5	6	19.5
FRM007438	Kenya	WordPress	SME_Service	0	0	0	1	0	0	0	0	0	0	0	2	0	0	1	1	0	1	0	1	0	0	0	1	1	0	0	0	0	0	2	0	0	0	0	0	1	1	0	0	1	0	2	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	1	0	1.5	4	6	6.7
FRM002006	Ghana	React	NGO	1	0	0	0	1	1	0	0	0	0	0	18	0	1	0	1	0	1	0	2	1	0	1	0	1	0	1	1	0	1	21	0	1	0	1	0	0	1	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	1	0	7	17.5	2	9.4
FRM004558	Kenya	Node.js	Educational	0	0	0	1	1	0	1	1	0	1	0	9	1	6	1	1	1	1	1	3	2	2	0	0	0	0	0	0	0	0	29	1	1	0	6	0.11	1	1	1	1	1	1	4	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	1	0	13.5	16.5	9	10.5
FRM006207	Ethiopia	Laravel	Educational	0	0	1	0	1	1	0	0	1	0	1	3	1	2	1	1	0	1	0	3	2	1	0	0	0	0	0	0	0	0	11	1	1	0	2	0.33	1	1	0	0	1	0	2	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	13	5.5	6	5
FRM008521	Egypt	Laravel	Government	1	0	1	0	1	0	0	1	0	0	1	0	1	0	1	1	1	0	0	2	2	2	0	0	0	0	1	1	0	1	2	1	0	0	0	1	1	1	1	0	1	0	3	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	13	6	6	5.2
FRM001540	Egypt	React	Startup_Fintech	0	1	0	0	1	1	1	0	0	0	0	15	0	0	1	0	0	1	0	3	1	0	0	0	1	0	1	0	1	1	15	0	0	0	0	0	1	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	1	0	0	8.5	12.5	2	7.1
FRM000731	Nigeria	Node.js	SME_Service	0	1	0	0	1	1	0	0	0	0	1	8	1	0	1	1	0	1	0	2	1	1	1	0	0	0	1	0	1	1	10	1	0	0	0	0.12	1	1	0	0	1	0	2	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	1	0	9.5	12	6	8.3
FRM007859	Senegal	Laravel	SME_Service	0	0	1	0	1	0	0	1	1	0	0	5	1	4	1	0	0	0	0	2	3	1	0	0	1	0	0	0	0	0	19	1	1	0	4	0.2	1	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	1	12.5	9.5	2	5.1
FRM011428	Kenya	WordPress	Startup_Fintech	1	0	0	0	1	0	0	1	0	0	0	3	0	0	1	1	0	1	0	1	2	1	1	0	1	0	1	1	0	1	3	0	0	0	0	0	1	1	0	0	1	0	2	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	1	0	9	8.5	6	7
FRM009152	South Africa	Laravel	Educational	0	0	1	0	1	1	0	1	0	0	1	7	0	2	1	0	1	0	0	3	2	2	0	0	0	0	0	0	0	0	13	0	1	0	2	0	1	1	1	0	1	0	2	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0	14.5	6.5	6	5.1
FRM008601	Egypt	Angular	Educational	0	1	0	0	1	1	0	0	0	1	0	3	0	3	0	1	0	1	0	2	1	1	1	0	0	0	1	0	1	1	12	0	1	0	3	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	1	0	0	8.5	13	2	7.3
FRM011203	South Africa	Node.js	Media_Publishing	0	0	0	1	1	0	0	1	0	0	0	4	0	2	0	1	0	0	0	2	2	1	0	0	1	0	0	0	0	0	10	0	1	0	2	0	0	1	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	10.5	5	2	3.7
FRM001953	South Africa	Java/Spring	Educational	0	0	1	1	1	0	0	1	0	1	0	0	1	0	1	1	0	1	0	3	2	2	0	0	0	0	0	0	0	0	2	1	0	0	0	1	1	1	0	0	1	0	2	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0	13.5	1	6	3.1
FRM005405	Rwanda	WordPress	Media_Publishing	1	0	1	0	1	1	0	1	1	0	0	11	0	6	1	0	1	1	0	3	3	1	0	0	1	0	1	1	0	1	29	0	1	0	6	0	1	1	1	0	1	0	2	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	1	0	14	19.5	6	10.4
FRM005506	Morocco	WordPress	NGO	0	0	1	0	1	1	1	0	0	1	0	3	0	0	1	1	0	0	0	4	1	1	0	0	0	0	0	0	0	0	3	0	0	0	0	0	1	1	0	0	1	0	2	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	1	11.5	1.5	6	3.7
FRM009916	Ethiopia	WordPress	Government	0	0	1	0	0	1	0	0	0	0	0	2	1	1	1	0	0	1	0	2	0	0	0	1	1	0	0	0	0	0	7	1	1	0	1	0.5	1	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	3	6.5	2	5.8
FRM009192	Nigeria	Vue.js	Healthcare	0	0	1	1	1	0	0	0	1	0	0	11	2	3	1	0	0	1	0	3	2	0	0	0	1	0	0	0	0	0	24	1	1	0	3	0.18	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	10.5	12	2	6.5
FRM003221	Nigeria	WordPress	SME_Ecommerce	0	0	1	0	0	1	0	1	1	0	0	9	0	0	1	1	1	1	1	2	2	1	0	0	1	0	0	0	0	0	9	0	0	0	0	0	1	1	1	1	1	1	4	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	8.5	6.5	9	7.5
FRM011096	Egypt	React	SME_Ecommerce	0	1	1	1	1	1	0	1	0	0	0	2	1	1	0	1	0	1	0	4	2	1	0	0	1	0	1	0	1	1	7	1	1	0	1	0.5	0	1	0	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	0	0	13.5	8.5	2	4.5
FRM011518	Egypt	WordPress	Healthcare	0	1	0	1	1	1	0	0	1	0	0	3	1	0	1	1	0	0	0	3	2	0	0	0	1	0	1	0	1	1	5	1	0	0	0	0.33	1	1	0	0	1	0	2	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	10.5	7.5	6	6.3
FRM003889	Ethiopia	Node.js	Government	0	0	1	0	1	1	0	1	0	0	0	4	0	3	1	0	1	1	0	3	2	1	0	0	1	0	0	0	0	0	13	0	1	0	3	0	1	1	1	0	1	0	2	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	12	6.5	6	5.6
FRM000155	Kenya	WordPress	SME_Service	0	0	0	0	1	0	0	0	1	0	0	23	3	9	1	1	1	1	0	1	2	0	1	0	1	0	0	0	0	0	56	1	1	1	9	0.13	1	1	1	0	1	0	3	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	1	0	7.5	30	6	15.9
FRM004071	Ethiopia	WordPress	NGO	0	0	1	0	1	0	0	1	0	0	0	2	1	2	1	1	0	1	0	2	2	1	0	0	1	0	0	0	0	0	10	1	1	0	2	0.5	1	1	0	0	1	0	2	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	10.5	5	6	5.3
FRM002093	Egypt	Laravel	SME_Service	0	0	1	0	1	0	1	0	1	0	1	55	1	5	0	1	0	1	0	3	2	1	0	0	0	0	0	0	0	0	72	1	1	1	5	0.02	0	1	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	1	0	0	13	36	2	15.6
FRM002594	Kenya	WordPress	Enterprise	0	0	1	0	0	1	0	0	0	0	0	5	0	2	1	1	0	1	0	2	0	0	0	1	1	0	0	0	0	0	11	0	1	0	2	0	1	1	0	0	1	0	2	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	1	0	3	8.5	6	8.2
FRM006907	South Africa	Laravel	SME_Service	0	0	0	0	1	0	0	0	1	0	0	8	0	0	1	1	0	1	0	1	2	0	1	0	1	0	0	0	0	0	8	0	0	0	0	0	1	1	0	0	1	0	2	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	1	0	7.5	6	6	6.3
FRM000153	South Africa	React	SME_Service	0	0	0	0	0	0	0	0	0	0	0	5	0	3	1	0	1	0	0	0	0	0	1	1	1	0	0	0	0	0	14	0	1	0	3	0	1	1	1	0	1	0	2	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	1	0	0	12	6	10.2
FRM008990	South Africa	Java/Spring	Startup_Fintech	0	1	0	0	1	0	1	1	0	0	0	36	2	4	0	0	1	1	0	2	2	1	0	0	1	0	1	0	1	1	52	1	1	1	4	0.06	0	1	1	0	0	0	1	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	1	0	1	0	10.5	31	2	14.1
FRM007123	South Africa	Laravel	Enterprise	0	0	0	0	0	1	0	0	0	0	0	6	1	3	1	0	1	1	0	1	0	0	1	1	1	0	0	0	0	0	17	1	1	0	3	0.17	1	1	1	0	1	0	2	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	1	0	1.5	13.5	6	10.5
FRM003459	Nigeria	Laravel	Startup_Fintech	1	1	1	0	1	0	0	1	0	0	0	0	0	0	1	1	1	1	0	2	2	1	0	0	1	0	2	1	1	1	0	0	0	0	0	0	1	1	1	0	1	0	3	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	1	0	10.5	8	6	6.5
FRM000049	South Africa	.NET	Media_Publishing	0	0	0	0	1	1	0	0	0	0	0	12	0	2	1	0	0	1	0	2	1	0	1	0	1	0	0	0	0	0	18	0	1	0	2	0	1	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	1	0	1	0	7	11	2	6.8
FRM008073	Kenya	Django	SME_Ecommerce	0	1	1	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	1	2	1	0	0	1	0	1	0	1	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	7	5	0	3.6
FRM005875	Nigeria	WordPress	SME_Service	0	0	1	0	1	1	1	1	1	0	0	3	0	2	1	0	0	1	1	4	3	1	0	0	1	0	0	0	0	0	9	0	1	0	2	0	1	0	0	1	0	1	2	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	1	0	15.5	6.5	5	4.5
FRM009111	Ghana	React	Educational	0	0	1	0	1	1	0	0	0	0	0	71	11	9	1	0	1	0	0	3	1	0	0	0	1	0	0	0	0	0	120	1	1	1	9	0.15	1	1	1	0	1	0	2	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	1	0	8.5	60	6	27.7
FRM002607	Ghana	Laravel	SME_Service	0	0	0	0	1	1	0	0	0	0	1	1	0	0	1	1	0	1	1	2	1	1	1	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	0	1	1	1	3	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	1	0	9.5	4.5	9	6.5
FRM011298	Egypt	Node.js	SME_Service	0	1	1	0	1	0	0	0	0	0	0	3	0	2	1	1	1	1	0	2	1	0	0	0	1	0	1	0	1	1	9	0	1	0	2	0	1	1	1	0	1	0	3	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	7	9.5	6	7.8
FRM008676	South Africa	Node.js	Startup_Fintech	0	0	0	0	1	1	0	1	1	0	0	0	1	0	1	1	1	1	1	2	3	1	1	0	1	0	0	0	0	0	2	1	0	0	0	1	1	1	1	1	1	1	4	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	1	0	12.5	5	9	6.1
FRM006472	Nigeria	Django	SME_Service	0	0	0	0	1	1	0	0	0	0	0	33	5	1	0	0	0	1	0	2	1	0	1	0	1	0	0	0	0	0	46	1	1	1	1	0.15	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	1	0	7	25	0	11.6
FRM010452	Rwanda	Node.js	Media_Publishing	0	1	0	0	1	0	0	0	0	1	0	2	0	1	1	1	0	1	0	1	1	1	1	0	0	0	1	0	1	1	5	0	1	0	1	0	1	1	0	0	1	0	2	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	1	0	7	9.5	6	7.8

End of preview. Expand in Data Studio

Web Framework Adoption & Security — 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-framework-adoption-dataset")

Features

Column	Type
`record_id`	str
`country`	str
`framework`	str
`org_type`	str
`is_eol`	int64
`is_outdated`	int64
`has_waf`	int64
`has_csp`	int64
`has_https`	int64
`has_captcha`	int64
`has_rate_limiting`	int64
`has_input_validation`	int64
`has_auth_mfa`	int64
`has_dependency_scanning`	int64
`has_security_audit`	int64
`known_cves`	int64
`critical_cves`	int64
`unpatched_cves`	int64
`is_public_facing`	int64
`handles_pii`	int64
`handles_payment`	int64
`has_admin_panel`	int64
`admin_panel_exposed`	int64
`label`	int64
`is_synthetic`	int64
`web_defense_score`	int64
`auth_security`	int64
`devsecops`	int64
`no_web_defense`	int64
`no_auth_security`	int64
`no_devsecops`	int64
`fully_secured`	int64
`lifecycle_risk`	int64
`end_of_life`	int64
`outdated_version`	int64
`legacy_risk`	int64
`cve_risk_score`	int64
`has_critical_cves`	int64
`has_unpatched`	int64
`high_cve_count`	int64
`patching_gap`	int64
`critical_ratio`	float64
`public_exposure`	int64
`sensitive_data`	int64
`handles_payment.1`	int64
`admin_exposed`	int64
`high_exposure`	int64
`admin_risk`	int64
`attack_surface`	int64
`is_wordpress`	int64
`is_laravel`	int64
`is_django`	int64
`is_nodejs`	int64
`is_react`	int64
`is_angular`	int64
`is_symfony`	int64
`is_dotnet`	int64
`is_java`	int64
`is_flutter`	int64
`is_php`	int64
`is_python`	int64
`org_sme_ecommerce`	int64
`org_sme_service`	int64
`org_startup_fintech`	int64
`org_enterprise`	int64
`org_gov`	int64
`org_ngo`	int64
`org_education`	int64
`org_media`	int64
`org_healthcare`	int64
`is_west_africa`	int64
`is_east_africa`	int64
`is_southern_africa`	int64
`is_north_africa`	int64
`is_anglophone`	int64
`is_francophone`	int64
`security_posture_score`	float64
`vulnerability_score`	float64
`exposure_risk_score`	int64
`framework_risk_score`	float64

Citation

@misc{electricsheepafrica2026africaframeworkadoptiondataset,
  title = {Web Framework Adoption & Security (Africa)},
  author = {Electric Sheep Africa},
  year = {2026},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-framework-adoption-dataset}}
}

License: MIT

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Collection including electricsheepafrica/africa-framework-adoption-dataset

Africa · Cyber Threat Intelligence

Collection

A curated collection of machine-learning ready datasets for cybersecurity threat detection, intelligence, and research. • 32 items • Updated about 6 hours ago