Abuja

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Abuja, Nigeria. [Data Collection]

Accessibility

Sebastian, H., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2026) Road Access Deprivation Modelled Dataset in Kano, Nigeria. [Data Collection]

Shonowo, O. , Du, X., Porto de Albuquerque, J. , Zhao, Q. , Elias, P., Pajarito Grajales, D. , Hafner, S., Mitham-Clarke, A., Sa'adu Da'u, S., Baruwa, K., Odulana, O., Amole, T., Olusegun, S. and Fernandez-Marquez, J. L. (2026) Drinking Water Access Deprivation Modelled Dataset in Kano, Nigeria. [Data Collection]

Shonowo, O. , Du, X., Porto de Albuquerque, J. , Zhao, Q. , Elias, P., Pajarito Grajales, D. , Hafner, S., Mitham-Clarke, A., Sa'adu Da'u, S., Baruwa, K., Odulana, O., Amole, T., Olusegun, S. and Fernandez-Marquez, J. L. (2026) Drinking Water Access Deprivation Modelled Dataset in Lagos, Nigeria. [Data Collection]

Accra

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Accra, Ghana. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F., Shonowo, O. , Thomson, D., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Accra, Ghana. [Data Collection]

Beira

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Beira, Mozambique. [Data Collection]

Colombia

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Kathmandu, Nepal. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Pasto, Colombia. [Data Collection]

Columbia

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. F. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyamby, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Pereira, Colombia. [Data Collection]

Drinking Water

Shonowo, O. , Du, X., Porto de Albuquerque, J. , Zhao, Q. , Elias, P., Pajarito Grajales, D. , Hafner, S., Mitham-Clarke, A., Sa'adu Da'u, S., Baruwa, K., Odulana, O., Amole, T., Olusegun, S. and Fernandez-Marquez, J. L. (2026) Drinking Water Access Deprivation Modelled Dataset in Kano, Nigeria. [Data Collection]

Shonowo, O. , Du, X., Porto de Albuquerque, J. , Zhao, Q. , Elias, P., Pajarito Grajales, D. , Hafner, S., Mitham-Clarke, A., Sa'adu Da'u, S., Baruwa, K., Odulana, O., Amole, T., Olusegun, S. and Fernandez-Marquez, J. L. (2026) Drinking Water Access Deprivation Modelled Dataset in Lagos, Nigeria. [Data Collection]

Ghana

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Accra, Ghana. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F., Shonowo, O. , Thomson, D., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Accra, Ghana. [Data Collection]

IDEAMAPS

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M. , Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K. and Porto de Albuquerque, J. (2026) Morphological Informality Modelled Dataset in Nairobi, Kenya. [Data Collection]

Sebastian, H., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2026) Road Access Deprivation Modelled Dataset in Kano, Nigeria. [Data Collection]

Sebastian, H., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2026) Road Access Deprivation Modelled Dataset in Nairobi, Kenya. [Data Collection]

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Kathmandu, Nepal. [Data Collection]

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Accra, Ghana. [Data Collection]

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Beira, Mozambique. [Data Collection]

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Kisumu, Kenya. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F., Shonowo, O. , Thomson, D., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Accra, Ghana. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F., Shonowo, O. , Thomson, D., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Kisumu, Kenya. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Abuja, Nigeria. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Lagos, Nigeria. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Pasto, Colombia. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. F. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyamby, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Kathmandu, Nepal. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. F. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyamby, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Pereira, Colombia. [Data Collection]

Kano

Sebastian, H., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2026) Road Access Deprivation Modelled Dataset in Kano, Nigeria. [Data Collection]

Shonowo, O. , Du, X., Porto de Albuquerque, J. , Zhao, Q. , Elias, P., Pajarito Grajales, D. , Hafner, S., Mitham-Clarke, A., Sa'adu Da'u, S., Baruwa, K., Odulana, O., Amole, T., Olusegun, S. and Fernandez-Marquez, J. L. (2026) Drinking Water Access Deprivation Modelled Dataset in Kano, Nigeria. [Data Collection]

Kathmandu

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. F. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyamby, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Kathmandu, Nepal. [Data Collection]

Kenya

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M. , Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K. and Porto de Albuquerque, J. (2026) Morphological Informality Modelled Dataset in Nairobi, Kenya. [Data Collection]

Sebastian, H., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2026) Road Access Deprivation Modelled Dataset in Nairobi, Kenya. [Data Collection]

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Kisumu, Kenya. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F., Shonowo, O. , Thomson, D., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Kisumu, Kenya. [Data Collection]

Kisumu

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Kisumu, Kenya. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F., Shonowo, O. , Thomson, D., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Kisumu, Kenya. [Data Collection]

Lagos

Shonowo, O. , Du, X., Porto de Albuquerque, J. , Zhao, Q. , Elias, P., Pajarito Grajales, D. , Hafner, S., Mitham-Clarke, A., Sa'adu Da'u, S., Baruwa, K., Odulana, O., Amole, T., Olusegun, S. and Fernandez-Marquez, J. L. (2026) Drinking Water Access Deprivation Modelled Dataset in Lagos, Nigeria. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Lagos, Nigeria. [Data Collection]

Morphological Informality

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M. , Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K. and Porto de Albuquerque, J. (2026) Morphological Informality Modelled Dataset in Nairobi, Kenya. [Data Collection]

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Kathmandu, Nepal. [Data Collection]

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Accra, Ghana. [Data Collection]

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Beira, Mozambique. [Data Collection]

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Kisumu, Kenya. [Data Collection]

Mozambique

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Beira, Mozambique. [Data Collection]

Nairobi

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M. , Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K. and Porto de Albuquerque, J. (2026) Morphological Informality Modelled Dataset in Nairobi, Kenya. [Data Collection]

Sebastian, H., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2026) Road Access Deprivation Modelled Dataset in Nairobi, Kenya. [Data Collection]

Nepal

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. F. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyamby, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Kathmandu, Nepal. [Data Collection]

Nigeria

Sebastian, H., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2026) Road Access Deprivation Modelled Dataset in Kano, Nigeria. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Abuja, Nigeria. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Lagos, Nigeria. [Data Collection]

Participatory Mapping

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M. , Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K. and Porto de Albuquerque, J. (2026) Morphological Informality Modelled Dataset in Nairobi, Kenya. [Data Collection]

Sebastian, H., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2026) Road Access Deprivation Modelled Dataset in Kano, Nigeria. [Data Collection]

Sebastian, H., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2026) Road Access Deprivation Modelled Dataset in Nairobi, Kenya. [Data Collection]

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Kathmandu, Nepal. [Data Collection]

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Accra, Ghana. [Data Collection]

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Beira, Mozambique. [Data Collection]

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Kisumu, Kenya. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F., Shonowo, O. , Thomson, D., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Accra, Ghana. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F., Shonowo, O. , Thomson, D., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Kisumu, Kenya. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Abuja, Nigeria. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Lagos, Nigeria. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Pasto, Colombia. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. F. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyamby, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Kathmandu, Nepal. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. F. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyamby, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Pereira, Colombia. [Data Collection]

Pasto

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Kathmandu, Nepal. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Pasto, Colombia. [Data Collection]

Pereira

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. F. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyamby, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Pereira, Colombia. [Data Collection]

Road Accessibility

Sebastian, H., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2026) Road Access Deprivation Modelled Dataset in Nairobi, Kenya. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F., Shonowo, O. , Thomson, D., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Accra, Ghana. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F., Shonowo, O. , Thomson, D., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Kisumu, Kenya. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Abuja, Nigeria. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Lagos, Nigeria. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Pasto, Colombia. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. F. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyamby, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Kathmandu, Nepal. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. F. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyamby, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Pereira, Colombia. [Data Collection]

Urban Deprivation

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M. , Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K. and Porto de Albuquerque, J. (2026) Morphological Informality Modelled Dataset in Nairobi, Kenya. [Data Collection]

Sebastian, H., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2026) Road Access Deprivation Modelled Dataset in Nairobi, Kenya. [Data Collection]

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Kathmandu, Nepal. [Data Collection]

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Accra, Ghana. [Data Collection]

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Beira, Mozambique. [Data Collection]

Hafner, S., Zhao, Q. , Abascal, A., Comerio de Paulo, M., Tregonning, G., Middleton, A., Shonowo, O. , Kuffer, M., Engstrom, R., Thomson, D. R., Onyambu, F. C., Kabaria, C., Elias, P., Odulana, O., Alugbin, B., Baruwa, K., Zhu, M. and Porto de Albuquerque, J. (2025) Morphological Informality Modelled Dataset in Kisumu, Kenya. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F., Shonowo, O. , Thomson, D., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Accra, Ghana. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F., Shonowo, O. , Thomson, D., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Kisumu, Kenya. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Abuja, Nigeria. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Lagos, Nigeria. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Pasto, Colombia. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. F. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyamby, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Kathmandu, Nepal. [Data Collection]

Hafner, S., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. F. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyamby, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2025) Road Access Deprivation Modelled Dataset in Pereira, Colombia. [Data Collection]

Urban Deprivation Road

Sebastian, H., Zhao, Q. , Alugbin, B., Baruwa, K., Cheruiyot, C., Sa'adu Da'u, S., Du, X., Elias, P., Elsey, H., Engstrom, R., Girgin, S., Pajarito Grajales, D. , Judith, E., Kabaria, C., Kuffer, M., Oluwatoyin, O., Onyambu, F. C., Shonowo, O. , Thomson, D. R., Zhu, M. and Porto de Albuquerque, J. (2026) Road Access Deprivation Modelled Dataset in Kano, Nigeria. [Data Collection]