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AI & ML interests

We are focused on building foundational AI and datasets that are deeply contextualized for the African continent.

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interva  updated a collection about 3 hours ago
Zambia · Country Data Coverage
interva  updated a collection about 3 hours ago
Zambia · Country Data Coverage
interva  updated a collection about 3 hours ago
Zambia · Country Data Coverage
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electricsheepafrica 's collections 41

Zambia · Country Data Coverage
84 official ML-ready Zambia datasets and metadata surfaces.
Tanzania · Country Data Coverage
202 official ML-ready Tanzania open-data resources from Tanzania NBS and TNADA, repackaged by Electric Sheep Africa.
Tunisia · Country Data Coverage
714 official ML-ready Tunisia open-data resources, plus related Electric Sheep Africa datasets.
Rwanda · Country Data Coverage
Electric Sheep Africa Rwanda country collection: 223 official ML-ready public data repos plus related Rwanda datasets.
Mauritius · Country Data Coverage
Country-level collection for Electric Sheep Africa datasets covering Mauritius.
Africa · Cyber Threat Intelligence
A curated collection of machine-learning ready datasets for cybersecurity threat detection, intelligence, and research.
Africa · Trade & Finance
Trade flows, financial sector data, and economic indicators for Africa. Covers imports/exports, port activity (PortWatch), debt, and IATI aid flows.
Africa · Displacement & Migration
Refugee flows, internal displacement, and migration data for Africa. Sources: IDMC, UNHCR, IOM Displacement Tracking Matrix.
Africa · Population & Demographics
Population, census, and human development data for Africa. HDRO HDI, MPI poverty indices, UN-Habitat, subnational demographics.
Africa · Conflict & Security
Conflict events, political violence, and security data across Africa. Sources: ACLED, UCDP. Used in political science and peacebuilding research.
Africa · Food Security & Agriculture
Food security, agriculture, and nutrition data for Africa. Sources: FAOSTAT, FEWS NET, WFP food prices, HungerMap.
Radar Signatures Datasets for Airspace Threats
Physics-based radar datasets for counter-UAS, phased-array, multi-modal fusion, and swarm intent classification.
CGAP Smallholder Families Surveys
Household surveys on smallholder farmers from CGAP covering 5 African countries (2015-2016).
Genomics
A collection of datasets on genomics in Sub-Saharan Africa
Nigerian Hospital Operations Datasets
Hospital operations datasets with - patients, staff, scheduling, and service metrics.
Nigeria Education Datasets
45 education datasets for Nigeria covering students, teachers, academics, and digital learning (4.4M records)
Nigeria Electricity Access
7 datasets on rural-urban electricity access in Nigeria (2018-2023). Includes state/LGA disaggregation, infrastructure, and projects.
Nigeria Real Estate & Property Markets
Synthetic, realistic Nigeria real estate datasets with PropertyPro/Knight Frank/NBS/CBN reference data (40 ML-ready tables).
Nigeria Agriculture & Food Systems
A collection of Nigerian agriculture & food systems datasets.
Nigeria Energy Sector
A collection of datasets across Nigeria's energy sector.
Amon Dîn
A collection of datasets from the Nigerian Telecommunications Sector
Uganda · Country Data Coverage
590 official ML-ready Uganda open-data resources
Nigeria · Country Data Coverage
229 official ML-ready Nigeria open-data resources, plus related Electric Sheep Africa datasets.
Ghana · Country Data Coverage
Electric Sheep Africa Ghana country collection: official ML-ready public data repos from Ghana
Morocco · Country Data Coverage
Country-level collection for Electric Sheep Africa datasets covering Morocco.
African Cryptographic Exposure & Post-Quantum Risk
Africa-specific harvest-now-decrypt-later evidence: TLS, CA dependency, cable & IXP routing, regulation, incidents, PQC migration cost. v0.1.
Africa · Geodata & Infrastructure
Geospatial and infrastructure data for Africa. HOT OpenStreetMap, COD admin boundaries, airports, and road networks.
Africa · Humanitarian Response
Humanitarian needs, response plans, and funding data for Africa. Sources: OCHA HRP, IFRC appeals, 5W matrices, and multi-sector needs assessments.
Africa · Education
Education access, attainment, and quality for Africa. Sources: UNESCO, World Bank, DHS. Enrollment, literacy, teacher ratios.
Africa · Health
Health system and disease data for Africa. Sources: WHO, DHS Program, Global Healthsites, malaria and epidemic tracking.
Africa · Climate & Environment
Climate, weather, and environment data for Africa. Includes IBTrACS storm tracks, flood/drought indices, and CLIMADA risk data.
Africa · World Bank Indicators
World Bank indicator datasets for all 54 African nations — energy, health, education, trade, gender, climate, and more. ML-ready Parquet format.
African Mining Datasets
Research-grounded synthetic datasets for African mining: safety, health, equipment, ASM, and tailings risk.
Spotify-Africa Music Research
Comprehensive African music dataset: 1,320+ tracks, 650+ artists, 67 years, 5 regions, 52 enrichment features
Our Medical Datasets
A collection of medical datasets covering fractures, tumors, Malaria, etc
Nigerian Banking
20 Nigerian banking datasets for ML research, fraud detection, and financial analytics.
Nigeria Oil & Gas Sector
35 datasets on Nigeria's oil & gas: production, pricing, infrastructure, environmental, operators & trade (1999-2025). 100K+ rows.
Nigeria Education Sector
A collection of Nigerian education datasets with WAEC/JAMB/UBEC reference data
Nigeria Transport & Logistics
A collection of Nigerian transport & logistics datasets.
Nigerian Retail and eCommerce
A collection of datasets across the Nigerian Retail and eCommerce Sector
Zambia · Country Data Coverage
84 official ML-ready Zambia datasets and metadata surfaces.
Uganda · Country Data Coverage
590 official ML-ready Uganda open-data resources
Tanzania · Country Data Coverage
202 official ML-ready Tanzania open-data resources from Tanzania NBS and TNADA, repackaged by Electric Sheep Africa.
Nigeria · Country Data Coverage
229 official ML-ready Nigeria open-data resources, plus related Electric Sheep Africa datasets.
Tunisia · Country Data Coverage
714 official ML-ready Tunisia open-data resources, plus related Electric Sheep Africa datasets.
Ghana · Country Data Coverage
Electric Sheep Africa Ghana country collection: official ML-ready public data repos from Ghana
Rwanda · Country Data Coverage
Electric Sheep Africa Rwanda country collection: 223 official ML-ready public data repos plus related Rwanda datasets.
Morocco · Country Data Coverage
Country-level collection for Electric Sheep Africa datasets covering Morocco.
Mauritius · Country Data Coverage
Country-level collection for Electric Sheep Africa datasets covering Mauritius.
African Cryptographic Exposure & Post-Quantum Risk
Africa-specific harvest-now-decrypt-later evidence: TLS, CA dependency, cable & IXP routing, regulation, incidents, PQC migration cost. v0.1.
Africa · Cyber Threat Intelligence
A curated collection of machine-learning ready datasets for cybersecurity threat detection, intelligence, and research.
Africa · Geodata & Infrastructure
Geospatial and infrastructure data for Africa. HOT OpenStreetMap, COD admin boundaries, airports, and road networks.
Africa · Trade & Finance
Trade flows, financial sector data, and economic indicators for Africa. Covers imports/exports, port activity (PortWatch), debt, and IATI aid flows.
Africa · Humanitarian Response
Humanitarian needs, response plans, and funding data for Africa. Sources: OCHA HRP, IFRC appeals, 5W matrices, and multi-sector needs assessments.
Africa · Displacement & Migration
Refugee flows, internal displacement, and migration data for Africa. Sources: IDMC, UNHCR, IOM Displacement Tracking Matrix.
Africa · Education
Education access, attainment, and quality for Africa. Sources: UNESCO, World Bank, DHS. Enrollment, literacy, teacher ratios.
Africa · Population & Demographics
Population, census, and human development data for Africa. HDRO HDI, MPI poverty indices, UN-Habitat, subnational demographics.
Africa · Health
Health system and disease data for Africa. Sources: WHO, DHS Program, Global Healthsites, malaria and epidemic tracking.
Africa · Conflict & Security
Conflict events, political violence, and security data across Africa. Sources: ACLED, UCDP. Used in political science and peacebuilding research.
Africa · Climate & Environment
Climate, weather, and environment data for Africa. Includes IBTrACS storm tracks, flood/drought indices, and CLIMADA risk data.
Africa · Food Security & Agriculture
Food security, agriculture, and nutrition data for Africa. Sources: FAOSTAT, FEWS NET, WFP food prices, HungerMap.
Africa · World Bank Indicators
World Bank indicator datasets for all 54 African nations — energy, health, education, trade, gender, climate, and more. ML-ready Parquet format.
Radar Signatures Datasets for Airspace Threats
Physics-based radar datasets for counter-UAS, phased-array, multi-modal fusion, and swarm intent classification.
CGAP Smallholder Families Surveys
Household surveys on smallholder farmers from CGAP covering 5 African countries (2015-2016).
African Mining Datasets
Research-grounded synthetic datasets for African mining: safety, health, equipment, ASM, and tailings risk.
Genomics
A collection of datasets on genomics in Sub-Saharan Africa
Spotify-Africa Music Research
Comprehensive African music dataset: 1,320+ tracks, 650+ artists, 67 years, 5 regions, 52 enrichment features
Nigerian Hospital Operations Datasets
Hospital operations datasets with - patients, staff, scheduling, and service metrics.
Our Medical Datasets
A collection of medical datasets covering fractures, tumors, Malaria, etc
Nigeria Education Datasets
45 education datasets for Nigeria covering students, teachers, academics, and digital learning (4.4M records)
Nigerian Banking
20 Nigerian banking datasets for ML research, fraud detection, and financial analytics.
Nigeria Electricity Access
7 datasets on rural-urban electricity access in Nigeria (2018-2023). Includes state/LGA disaggregation, infrastructure, and projects.
Nigeria Oil & Gas Sector
35 datasets on Nigeria's oil & gas: production, pricing, infrastructure, environmental, operators & trade (1999-2025). 100K+ rows.
Nigeria Real Estate & Property Markets
Synthetic, realistic Nigeria real estate datasets with PropertyPro/Knight Frank/NBS/CBN reference data (40 ML-ready tables).
Nigeria Education Sector
A collection of Nigerian education datasets with WAEC/JAMB/UBEC reference data
Nigeria Agriculture & Food Systems
A collection of Nigerian agriculture & food systems datasets.
Nigeria Transport & Logistics
A collection of Nigerian transport & logistics datasets.
Nigeria Energy Sector
A collection of datasets across Nigeria's energy sector.
Nigerian Retail and eCommerce
A collection of datasets across the Nigerian Retail and eCommerce Sector
Amon Dîn
A collection of datasets from the Nigerian Telecommunications Sector