country,city,year,tenure_type,security_score,has_title_deed,has_formal_lease,proof_of_occupancy,registration_status,years_in_tenure,eviction_risk_pct,perceived_security,willingness_to_invest,tenure_type_detail,landlord_relationship,rent_control_applicable
Kenya,Kisumu,2023,owner_occupied,0.944,False,True,True,pending,9,5.6,very_secure,0.62,communal,private,False
Malawi,Lilongwe,2019,rental,0.648,True,False,False,none,5,35.2,very_insecure,0.47,informal,family,True
Zambia,Lusaka,2023,rental,0.498,True,True,True,registered,17,50.2,very_secure,0.45,formal,community,False
Kenya,Nairobi,2024,owner_occupied,0.871,True,True,False,none,16,12.9,secure,0.72,customary,government,False
Morocco,Casablanca,2019,informal,0.346,False,False,True,none,1,65.4,secure,0.45,communal,family,False
Senegal,Dakar,2024,informal,0.188,False,False,True,pending,20,81.2,secure,0.23,informal,family,True
Zambia,Lusaka,2023,rental,0.55,True,True,True,none,9,45.0,insecure,0.17,informal,family,False
Tanzania,Dar es Salaam,2025,rental,0.691,True,True,True,pending,11,30.9,very_insecure,0.26,customary,private,False
Ghana,Accra,2021,rental,0.53,False,True,True,none,1,47.0,very_secure,0.36,informal,government,True
Ethiopia,Addis Ababa,2022,informal,0.413,True,False,True,pending,2,58.7,very_insecure,0.49,customary,private,False
Ethiopia,Dire Dawa,2022,informal,0.259,False,False,True,pending,14,74.1,secure,0.64,formal,family,False
South Africa,Cape Town,2023,rental,0.675,False,True,False,pending,8,32.5,very_insecure,0.86,customary,private,False
Rwanda,Kigali,2020,customary,0.598,False,False,False,registered,13,40.2,very_insecure,0.35,formal,community,False
Morocco,Casablanca,2025,rental,0.681,False,True,True,registered,15,31.9,insecure,0.26,communal,private,False
South Africa,Johannesburg,2025,rental,0.404,False,True,True,none,14,59.6,insecure,0.26,communal,community,False
Kenya,Kisumu,2024,informal,0.414,False,False,True,registered,23,58.6,secure,0.54,formal,family,True
Uganda,Kampala,2023,informal,0.424,False,False,True,registered,3,57.6,secure,0.74,communal,private,False
Egypt,Alexandria,2022,owner_occupied,0.794,True,False,True,pending,6,20.6,very_secure,0.7,communal,community,True
Rwanda,Kigali,2018,rental,0.647,False,True,True,pending,3,35.3,very_secure,0.12,customary,family,True
Malawi,Lilongwe,2021,rental,0.495,False,True,True,pending,6,50.5,very_secure,0.56,formal,community,True
Morocco,Casablanca,2020,rental,0.65,True,False,False,registered,20,35.0,very_insecure,0.72,customary,government,False
Zambia,Lusaka,2019,rental,0.657,False,True,True,pending,11,34.3,secure,0.29,informal,private,False
Zambia,Lusaka,2020,informal,0.351,False,False,True,none,16,64.9,very_insecure,0.74,customary,government,False
Kenya,Nairobi,2019,informal,0.353,True,False,True,none,23,64.7,insecure,0.87,formal,family,False
Malawi,Lilongwe,2024,owner_occupied,0.848,True,True,True,registered,12,15.2,insecure,0.52,customary,community,False
Algeria,Algiers,2021,rental,0.436,False,True,False,registered,9,56.4,insecure,0.82,communal,community,False
Zambia,Lusaka,2020,informal,0.214,False,False,True,none,19,78.6,very_insecure,0.48,formal,private,False
Nigeria,Ibadan,2024,informal,0.394,False,True,True,none,20,60.6,secure,0.47,informal,private,False
Morocco,Rabat,2025,owner_occupied,0.92,False,True,False,registered,16,8.0,insecure,0.17,customary,community,True
Egypt,Cairo,2021,owner_occupied,0.864,True,True,True,registered,20,13.6,very_insecure,0.78,formal,family,False
Nigeria,Ibadan,2025,rental,0.651,True,False,False,pending,21,34.9,insecure,0.22,communal,government,True
Nigeria,Lagos,2018,customary,0.313,False,False,True,none,3,68.7,very_insecure,0.88,formal,government,False
Morocco,Casablanca,2023,rental,0.684,False,False,False,registered,13,31.6,very_secure,0.42,communal,private,True
Senegal,Dakar,2019,informal,0.252,False,False,True,none,8,74.8,insecure,0.13,informal,private,False
Ethiopia,Addis Ababa,2018,rental,0.594,False,False,True,pending,16,40.6,insecure,0.51,informal,community,False
Zambia,Lusaka,2019,rental,0.64,True,True,True,none,21,36.0,very_insecure,0.32,formal,government,True
Tanzania,Dar es Salaam,2023,rental,0.648,True,False,True,registered,9,35.2,insecure,0.9,communal,private,False
Zambia,Lusaka,2024,rental,0.592,True,True,True,none,21,40.8,very_insecure,0.54,communal,family,False
Malawi,Blantyre,2019,rental,0.424,True,True,True,registered,2,57.6,very_insecure,0.29,formal,private,False
Senegal,Dakar,2022,rental,0.473,False,False,False,pending,9,52.7,very_secure,0.53,communal,private,False
South Africa,Johannesburg,2022,owner_occupied,0.847,True,True,True,none,3,15.3,very_secure,0.83,informal,government,True
Uganda,Kampala,2018,informal,0.179,False,True,True,pending,17,82.1,insecure,0.89,customary,community,False
Uganda,Kampala,2025,owner_occupied,0.896,True,False,True,none,14,10.4,very_insecure,0.88,customary,family,False
Senegal,Dakar,2024,rental,0.437,True,False,True,none,24,56.3,very_secure,0.73,informal,government,False
Kenya,Mombasa,2024,customary,0.315,True,False,False,pending,21,68.5,very_insecure,0.69,informal,community,True
Rwanda,Kigali,2019,rental,0.401,True,True,False,pending,6,59.9,insecure,0.78,customary,private,False
Rwanda,Kigali,2020,rental,0.482,True,True,False,pending,24,51.8,very_insecure,0.34,communal,private,True
Kenya,Mombasa,2019,rental,0.518,True,True,True,none,5,48.2,insecure,0.46,formal,community,False
Uganda,Kampala,2021,customary,0.569,True,False,False,pending,13,43.1,very_insecure,0.57,customary,government,False
Uganda,Kampala,2024,informal,0.213,False,False,True,registered,12,78.7,very_insecure,0.64,communal,private,False
Malawi,Lilongwe,2024,informal,0.319,False,False,True,none,3,68.1,very_insecure,0.13,formal,family,True
Senegal,Dakar,2021,rental,0.415,True,False,True,none,10,58.5,secure,0.43,formal,family,True
Morocco,Rabat,2019,rental,0.5,False,True,True,registered,6,50.0,very_insecure,0.65,informal,private,False
Egypt,Cairo,2025,informal,0.293,True,False,True,none,1,70.7,very_secure,0.19,customary,government,False
Kenya,Mombasa,2019,owner_occupied,0.855,False,False,True,pending,23,14.5,insecure,0.58,informal,community,False
Senegal,Dakar,2023,informal,0.38,False,True,True,none,9,62.0,secure,0.23,formal,government,False
Mozambique,Maputo,2023,informal,0.404,False,False,True,registered,1,59.6,very_insecure,0.11,customary,community,False
Tanzania,Dar es Salaam,2019,owner_occupied,0.855,True,True,True,pending,21,14.5,insecure,0.11,formal,government,False
Malawi,Blantyre,2024,rental,0.519,False,False,False,registered,11,48.1,very_insecure,0.11,customary,family,False
Zambia,Lusaka,2021,informal,0.404,False,False,True,pending,21,59.6,very_insecure,0.27,communal,private,False
Algeria,Algiers,2023,informal,0.307,False,True,False,none,21,69.3,very_insecure,0.18,communal,family,False
Egypt,Cairo,2018,customary,0.418,False,False,True,pending,15,58.2,secure,0.85,customary,private,True
Tanzania,Dar es Salaam,2021,informal,0.207,False,False,True,pending,22,79.3,very_insecure,0.32,informal,family,True
Algeria,Algiers,2022,rental,0.414,False,False,True,registered,8,58.6,secure,0.71,informal,community,False
Kenya,Kisumu,2022,customary,0.466,True,False,True,none,14,53.4,insecure,0.3,formal,private,False
Ethiopia,Addis Ababa,2022,rental,0.511,False,True,False,pending,22,48.9,very_secure,0.18,informal,private,False
Uganda,Kampala,2019,informal,0.29,False,False,True,none,6,71.0,very_secure,0.23,formal,community,False
Nigeria,Ibadan,2020,rental,0.561,True,False,True,pending,23,43.9,very_secure,0.54,formal,community,False
Egypt,Alexandria,2018,informal,0.411,False,False,True,none,20,58.9,very_insecure,0.69,informal,private,True
Malawi,Blantyre,2023,informal,0.262,False,False,False,pending,11,73.8,secure,0.1,customary,government,False
Senegal,Dakar,2025,rental,0.446,False,True,False,registered,12,55.4,secure,0.58,customary,family,False
Algeria,Algiers,2022,informal,0.349,False,False,False,pending,13,65.1,very_insecure,0.34,customary,private,False
Senegal,Dakar,2023,informal,0.319,False,False,True,none,10,68.1,secure,0.2,informal,community,False
Kenya,Nairobi,2023,rental,0.498,False,True,True,registered,7,50.2,very_secure,0.21,informal,private,False
Rwanda,Kigali,2025,informal,0.314,False,False,True,none,10,68.6,very_insecure,0.65,customary,family,False
Mozambique,Beira,2025,rental,0.656,True,False,True,pending,6,34.4,secure,0.84,communal,private,False
Malawi,Lilongwe,2023,rental,0.544,False,True,True,pending,10,45.6,insecure,0.28,customary,community,False
Ghana,Accra,2020,informal,0.38,True,False,False,registered,5,62.0,very_insecure,0.44,formal,private,False
Uganda,Kampala,2020,informal,0.209,False,True,False,none,5,79.1,very_secure,0.54,informal,family,False
Algeria,Algiers,2024,customary,0.518,False,False,True,pending,11,48.2,very_secure,0.64,formal,community,False
Tanzania,Dar es Salaam,2023,owner_occupied,0.887,True,False,True,none,22,11.3,very_insecure,0.22,formal,private,True
Ghana,Kumasi,2018,informal,0.286,False,False,True,registered,20,71.4,very_insecure,0.53,informal,community,True
Morocco,Casablanca,2022,informal,0.368,False,False,True,none,19,63.2,very_insecure,0.17,formal,private,True
Ethiopia,Addis Ababa,2024,informal,0.43,False,False,False,none,5,57.0,very_insecure,0.28,informal,government,False
Egypt,Alexandria,2018,rental,0.613,False,False,True,pending,11,38.7,secure,0.76,communal,private,False
Ghana,Kumasi,2020,rental,0.569,True,True,False,none,5,43.1,insecure,0.81,formal,private,False
Malawi,Blantyre,2021,informal,0.325,True,False,True,registered,5,67.5,very_secure,0.79,formal,family,False
South Africa,Johannesburg,2018,informal,0.242,False,True,True,registered,15,75.8,very_secure,0.2,formal,community,False
Kenya,Kisumu,2023,customary,0.585,False,False,True,pending,24,41.5,secure,0.49,informal,private,False
Senegal,Dakar,2024,rental,0.496,False,False,True,pending,10,50.4,secure,0.61,informal,private,False
Rwanda,Kigali,2023,informal,0.29,False,False,True,pending,10,71.0,insecure,0.23,formal,government,False
Mozambique,Beira,2019,rental,0.477,False,False,True,pending,10,52.3,very_insecure,0.84,communal,government,True
Uganda,Kampala,2018,rental,0.408,True,False,True,pending,8,59.2,very_insecure,0.8,communal,private,False
Nigeria,Lagos,2023,rental,0.561,False,True,True,registered,22,43.9,insecure,0.18,informal,private,False
Malawi,Lilongwe,2022,customary,0.425,True,False,False,registered,8,57.5,secure,0.8,formal,family,False
Algeria,Algiers,2021,rental,0.6,True,False,True,none,4,40.0,very_secure,0.25,informal,private,True
Algeria,Algiers,2025,informal,0.383,False,False,True,registered,1,61.7,secure,0.53,informal,community,False
Uganda,Kampala,2018,rental,0.671,False,True,True,registered,4,32.9,very_insecure,0.53,formal,community,False
Mozambique,Maputo,2024,informal,0.424,False,True,False,pending,17,57.6,insecure,0.88,communal,government,False
Malawi,Blantyre,2019,owner_occupied,0.925,True,True,True,none,9,7.5,secure,0.41,formal,family,True
Ghana,Kumasi,2023,customary,0.362,False,False,True,pending,23,63.8,very_insecure,0.29,communal,government,True
Nigeria,Ibadan,2018,informal,0.321,False,False,True,pending,23,67.9,very_insecure,0.38,formal,family,False
Morocco,Casablanca,2022,informal,0.373,False,False,True,none,6,62.7,very_insecure,0.24,customary,government,True
Senegal,Dakar,2024,rental,0.552,True,False,True,registered,2,44.8,insecure,0.28,customary,government,True
Uganda,Kampala,2022,rental,0.543,False,False,True,none,16,45.7,very_secure,0.6,communal,private,False
Tanzania,Dar es Salaam,2024,customary,0.452,False,False,True,none,18,54.8,secure,0.26,formal,private,False
Uganda,Kampala,2019,informal,0.202,False,False,False,none,19,79.8,very_secure,0.24,customary,community,False
Tanzania,Dar es Salaam,2024,informal,0.253,True,False,False,registered,18,74.7,very_secure,0.46,communal,private,False
Malawi,Lilongwe,2020,informal,0.294,False,False,True,registered,8,70.6,secure,0.4,communal,family,False
Nigeria,Ibadan,2020,rental,0.7,False,False,True,pending,2,30.0,insecure,0.48,formal,private,False
Algeria,Algiers,2021,rental,0.433,False,False,False,pending,22,56.7,very_secure,0.42,informal,government,False
South Africa,Cape Town,2025,informal,0.318,True,False,True,registered,17,68.2,very_insecure,0.25,customary,family,False
Senegal,Dakar,2020,owner_occupied,0.904,True,False,True,registered,11,9.6,secure,0.3,communal,community,False
Ghana,Accra,2023,informal,0.174,False,False,False,none,3,82.6,very_secure,0.7,informal,family,True
Tanzania,Dar es Salaam,2019,informal,0.297,False,False,True,registered,23,70.3,very_secure,0.68,formal,family,True
Zambia,Lusaka,2021,informal,0.221,False,False,True,pending,7,77.9,very_secure,0.21,informal,family,False
Senegal,Dakar,2025,owner_occupied,0.74,False,True,False,registered,21,26.0,very_secure,0.28,communal,government,False
Nigeria,Kano,2020,rental,0.438,False,False,False,registered,18,56.2,insecure,0.76,formal,government,False
Morocco,Casablanca,2025,rental,0.575,False,True,False,registered,17,42.5,secure,0.25,customary,private,False
Zambia,Lusaka,2018,owner_occupied,0.86,False,True,True,none,22,14.0,very_secure,0.73,informal,government,False
Tanzania,Dar es Salaam,2021,informal,0.373,False,True,True,none,18,62.7,secure,0.5,customary,private,False
Nigeria,Ibadan,2024,informal,0.276,False,False,False,none,6,72.4,very_insecure,0.53,informal,community,False
Zambia,Lusaka,2019,informal,0.422,False,False,True,registered,5,57.8,insecure,0.81,communal,community,False
Senegal,Dakar,2022,informal,0.425,False,False,True,registered,2,57.5,very_secure,0.89,formal,family,True
Algeria,Algiers,2024,rental,0.589,True,False,True,none,12,41.1,secure,0.24,informal,community,False
Morocco,Casablanca,2024,owner_occupied,0.914,False,True,True,registered,17,8.6,insecure,0.34,communal,community,False
Ghana,Accra,2022,rental,0.587,False,False,True,none,10,41.3,secure,0.17,communal,family,False
Malawi,Blantyre,2024,owner_occupied,0.818,True,False,True,registered,13,18.2,insecure,0.69,customary,family,False
Kenya,Kisumu,2021,owner_occupied,0.941,True,True,True,pending,11,5.9,very_secure,0.72,customary,government,True
Egypt,Alexandria,2025,customary,0.492,False,False,True,registered,22,50.8,very_insecure,0.7,customary,private,False
Malawi,Blantyre,2019,informal,0.238,False,False,True,none,23,76.2,very_insecure,0.26,informal,government,False
Egypt,Cairo,2025,customary,0.381,False,False,True,pending,13,61.9,insecure,0.43,customary,government,False
Zambia,Lusaka,2021,informal,0.222,False,False,True,registered,8,77.8,very_secure,0.62,formal,community,True
South Africa,Johannesburg,2018,rental,0.655,True,False,True,pending,22,34.5,very_insecure,0.11,customary,family,False
Tanzania,Dar es Salaam,2022,informal,0.226,False,False,True,none,9,77.4,secure,0.28,customary,family,False
Algeria,Algiers,2023,informal,0.287,False,False,True,none,15,71.3,secure,0.3,formal,family,False
Ghana,Accra,2019,informal,0.387,True,False,False,pending,1,61.3,very_insecure,0.88,communal,family,False
Rwanda,Kigali,2019,informal,0.394,False,False,False,pending,2,60.6,insecure,0.78,customary,government,False
Algeria,Algiers,2022,customary,0.366,False,False,False,registered,6,63.4,very_insecure,0.4,communal,family,False
Malawi,Blantyre,2022,customary,0.345,True,False,True,registered,12,65.5,very_secure,0.7,formal,private,False
Nigeria,Ibadan,2023,owner_occupied,0.863,False,True,True,pending,4,13.7,very_secure,0.14,customary,government,True
South Africa,Johannesburg,2021,informal,0.308,False,False,True,pending,6,69.2,very_secure,0.47,informal,private,False
Nigeria,Kano,2024,rental,0.555,True,False,False,pending,1,44.5,very_insecure,0.71,customary,community,False
South Africa,Cape Town,2023,customary,0.464,True,False,False,registered,11,53.6,very_secure,0.77,customary,private,False
Ethiopia,Dire Dawa,2020,informal,0.186,True,False,False,pending,13,81.4,very_insecure,0.31,communal,community,False
Algeria,Algiers,2019,informal,0.395,False,False,True,pending,10,60.5,insecure,0.64,formal,private,False
Ethiopia,Addis Ababa,2020,informal,0.264,False,False,True,registered,9,73.6,very_insecure,0.13,customary,private,True
Senegal,Dakar,2019,rental,0.642,False,False,False,pending,4,35.8,secure,0.52,communal,government,True
Morocco,Rabat,2020,customary,0.372,False,True,True,registered,5,62.8,very_insecure,0.41,informal,community,False
Tanzania,Dar es Salaam,2020,informal,0.225,False,False,True,registered,19,77.5,very_secure,0.78,communal,private,False
Rwanda,Kigali,2018,owner_occupied,0.724,False,True,True,none,1,27.6,insecure,0.74,communal,community,False
Uganda,Kampala,2020,informal,0.28,False,False,False,registered,7,72.0,very_insecure,0.44,communal,community,False
South Africa,Johannesburg,2021,informal,0.303,False,False,True,none,19,69.7,very_insecure,0.87,customary,community,True
Rwanda,Kigali,2022,informal,0.385,True,False,False,registered,15,61.5,very_secure,0.75,formal,family,False
South Africa,Johannesburg,2018,informal,0.416,False,False,True,pending,4,58.4,insecure,0.9,formal,community,False
Morocco,Casablanca,2021,customary,0.584,False,False,True,none,5,41.6,secure,0.82,communal,private,False
Uganda,Kampala,2018,informal,0.343,False,False,False,pending,8,65.7,very_secure,0.39,communal,government,False
Malawi,Lilongwe,2021,informal,0.273,False,False,True,pending,19,72.7,very_secure,0.57,informal,private,False
Senegal,Dakar,2018,owner_occupied,0.875,True,True,True,none,4,12.5,insecure,0.51,communal,family,False
Mozambique,Beira,2023,rental,0.653,False,True,False,none,11,34.7,insecure,0.25,communal,private,False
South Africa,Johannesburg,2023,owner_occupied,0.773,True,False,True,registered,8,22.7,insecure,0.68,formal,government,True
Nigeria,Ibadan,2023,customary,0.431,False,False,True,registered,22,56.9,insecure,0.9,communal,family,False
Nigeria,Lagos,2024,informal,0.218,True,True,True,pending,2,78.2,secure,0.89,informal,private,True
Egypt,Cairo,2022,rental,0.513,True,False,False,none,14,48.7,secure,0.16,informal,family,True
Algeria,Algiers,2023,informal,0.361,True,True,True,pending,6,63.9,very_insecure,0.54,communal,private,False
Rwanda,Kigali,2021,rental,0.445,True,False,True,none,7,55.5,insecure,0.43,formal,private,False
Egypt,Cairo,2021,informal,0.238,False,False,True,registered,21,76.2,very_secure,0.22,formal,government,True
Nigeria,Lagos,2024,customary,0.478,False,False,True,registered,24,52.2,insecure,0.31,informal,family,True
Tanzania,Dar es Salaam,2022,rental,0.626,True,False,True,none,23,37.4,secure,0.65,communal,community,False
Ethiopia,Dire Dawa,2025,informal,0.234,True,False,False,pending,3,76.6,very_secure,0.68,communal,family,False
Kenya,Kisumu,2023,rental,0.616,False,False,True,registered,11,38.4,insecure,0.7,informal,community,True
Nigeria,Lagos,2023,rental,0.415,False,False,False,pending,16,58.5,secure,0.6,communal,community,False
Ghana,Kumasi,2018,informal,0.31,False,False,False,none,15,69.0,very_insecure,0.57,informal,private,False
Malawi,Blantyre,2018,rental,0.415,True,False,True,none,6,58.5,very_insecure,0.37,formal,family,False
Malawi,Blantyre,2024,owner_occupied,0.94,True,False,False,pending,14,6.0,insecure,0.27,customary,community,False
Ethiopia,Addis Ababa,2023,customary,0.582,False,False,True,none,12,41.8,insecure,0.2,informal,private,False
Kenya,Nairobi,2024,informal,0.232,False,False,True,registered,4,76.8,very_insecure,0.83,formal,community,False
Egypt,Alexandria,2022,rental,0.405,False,True,True,pending,13,59.5,secure,0.45,customary,government,False
Tanzania,Dar es Salaam,2019,informal,0.425,False,False,True,pending,23,57.5,secure,0.65,informal,community,False
Nigeria,Lagos,2021,informal,0.333,False,False,True,none,16,66.7,very_secure,0.9,informal,family,False
Uganda,Kampala,2024,owner_occupied,0.874,True,False,True,registered,2,12.6,very_insecure,0.26,informal,family,False
Rwanda,Kigali,2020,informal,0.29,False,False,True,none,3,71.0,very_insecure,0.43,communal,community,False
Morocco,Casablanca,2024,rental,0.409,True,False,True,none,22,59.1,very_insecure,0.49,communal,private,False
Zambia,Lusaka,2019,informal,0.396,False,False,False,pending,14,60.4,very_secure,0.55,informal,private,False
Tanzania,Dar es Salaam,2023,informal,0.302,False,False,True,registered,20,69.8,secure,0.67,formal,community,False
Zambia,Lusaka,2020,informal,0.402,False,False,True,none,20,59.8,secure,0.46,customary,community,False
Rwanda,Kigali,2021,informal,0.232,False,False,False,pending,22,76.8,insecure,0.56,formal,private,False
Algeria,Algiers,2022,informal,0.295,False,False,True,pending,20,70.5,insecure,0.22,communal,family,False
Ghana,Kumasi,2023,informal,0.347,False,False,False,pending,4,65.3,very_insecure,0.76,customary,family,False
Senegal,Dakar,2024,rental,0.516,True,False,True,pending,16,48.4,very_secure,0.88,formal,family,False
Malawi,Lilongwe,2018,informal,0.304,False,False,True,none,10,69.6,secure,0.69,formal,community,True
Zambia,Lusaka,2019,owner_occupied,0.839,True,True,True,pending,13,16.1,secure,0.56,customary,community,False
Kenya,Mombasa,2019,rental,0.635,True,True,True,registered,21,36.5,insecure,0.16,customary,community,False
Rwanda,Kigali,2024,rental,0.558,True,True,True,pending,11,44.2,very_insecure,0.64,formal,community,False
South Africa,Johannesburg,2020,owner_occupied,0.789,True,True,True,none,3,21.1,very_insecure,0.61,formal,family,False
Tanzania,Dar es Salaam,2024,rental,0.68,True,False,False,none,21,32.0,very_secure,0.6,customary,community,False
Tanzania,Dar es Salaam,2024,customary,0.336,True,False,False,none,5,66.4,very_insecure,0.14,formal,family,False
Rwanda,Kigali,2021,informal,0.318,False,False,True,registered,2,68.2,very_insecure,0.88,communal,community,False
Zambia,Lusaka,2019,owner_occupied,0.813,False,False,True,registered,16,18.7,secure,0.4,informal,government,False
Nigeria,Kano,2021,rental,0.463,True,False,True,pending,11,53.7,secure,0.75,informal,private,False
South Africa,Cape Town,2021,informal,0.367,False,True,True,pending,3,63.3,very_insecure,0.55,informal,private,True
Rwanda,Kigali,2024,rental,0.475,True,True,True,pending,1,52.5,very_secure,0.17,formal,private,False
Ghana,Accra,2022,informal,0.179,True,False,True,pending,24,82.1,insecure,0.17,informal,community,False
Rwanda,Kigali,2022,informal,0.273,False,False,False,pending,23,72.7,very_secure,0.55,customary,government,True
Algeria,Algiers,2022,rental,0.446,True,False,False,pending,4,55.4,very_secure,0.64,customary,family,False
Egypt,Alexandria,2021,informal,0.354,False,False,True,pending,8,64.6,insecure,0.3,formal,government,False
Nigeria,Ibadan,2019,owner_occupied,0.805,False,False,False,none,19,19.5,very_secure,0.22,informal,community,False
Ethiopia,Addis Ababa,2023,informal,0.237,True,False,True,registered,14,76.3,secure,0.33,informal,family,True
Ghana,Accra,2021,rental,0.679,False,False,False,pending,15,32.1,very_insecure,0.32,customary,family,False
Ethiopia,Addis Ababa,2023,informal,0.315,False,False,True,registered,14,68.5,very_secure,0.62,informal,family,False
Egypt,Alexandria,2018,owner_occupied,0.886,False,True,True,registered,19,11.4,very_secure,0.33,informal,community,False
Morocco,Rabat,2022,rental,0.427,True,False,True,registered,14,57.3,very_secure,0.21,informal,private,False
South Africa,Johannesburg,2022,informal,0.378,False,False,True,none,5,62.2,very_secure,0.61,communal,private,False
Mozambique,Beira,2021,rental,0.538,True,False,True,pending,16,46.2,very_secure,0.59,communal,community,False
Algeria,Algiers,2019,informal,0.243,False,False,True,registered,10,75.7,insecure,0.69,formal,family,True
Morocco,Rabat,2025,owner_occupied,0.927,True,False,True,registered,3,7.3,very_secure,0.63,informal,community,False
Ghana,Accra,2025,rental,0.676,False,False,True,registered,2,32.4,secure,0.41,formal,government,True
Egypt,Alexandria,2025,informal,0.422,False,False,True,registered,8,57.8,very_insecure,0.3,informal,government,False
Nigeria,Kano,2021,informal,0.348,False,False,True,pending,5,65.2,insecure,0.53,formal,private,False
Kenya,Kisumu,2025,informal,0.407,False,False,True,registered,10,59.3,very_insecure,0.34,customary,family,False
Kenya,Nairobi,2020,rental,0.614,True,False,True,none,3,38.6,secure,0.37,formal,family,True
Kenya,Kisumu,2025,informal,0.428,False,False,True,registered,2,57.2,very_secure,0.58,informal,community,False
Ethiopia,Dire Dawa,2022,rental,0.66,True,False,True,none,12,34.0,very_insecure,0.15,formal,community,False
Kenya,Nairobi,2024,informal,0.248,False,False,True,registered,3,75.2,insecure,0.22,customary,community,False
South Africa,Cape Town,2024,rental,0.525,True,True,True,none,17,47.5,very_insecure,0.57,communal,government,False
Ethiopia,Addis Ababa,2020,informal,0.246,False,False,True,none,17,75.4,very_insecure,0.26,informal,government,False
Ethiopia,Addis Ababa,2019,rental,0.449,True,True,True,registered,22,55.1,very_insecure,0.84,customary,community,True
South Africa,Cape Town,2022,informal,0.381,False,False,True,none,20,61.9,very_secure,0.18,communal,private,False
Ethiopia,Addis Ababa,2018,rental,0.543,True,False,False,registered,4,45.7,very_insecure,0.58,communal,family,False
Uganda,Kampala,2022,owner_occupied,0.781,True,True,True,none,3,21.9,very_secure,0.61,formal,family,False
Uganda,Kampala,2018,informal,0.265,False,False,False,registered,12,73.5,very_insecure,0.12,informal,family,False
Senegal,Dakar,2021,customary,0.308,False,True,False,registered,23,69.2,insecure,0.59,customary,private,True
South Africa,Johannesburg,2023,informal,0.195,False,False,True,registered,10,80.5,very_insecure,0.78,communal,government,False
Kenya,Kisumu,2021,informal,0.236,False,False,True,registered,9,76.4,insecure,0.23,communal,family,False
Kenya,Mombasa,2023,owner_occupied,0.798,True,True,True,registered,9,20.2,secure,0.55,communal,private,False
Ethiopia,Dire Dawa,2024,informal,0.325,False,False,True,registered,11,67.5,very_secure,0.13,communal,community,True
Malawi,Lilongwe,2022,informal,0.176,False,False,False,pending,5,82.4,insecure,0.65,communal,government,False
Algeria,Algiers,2021,informal,0.209,False,False,True,none,17,79.1,very_secure,0.62,communal,family,False
Morocco,Rabat,2021,owner_occupied,0.763,True,False,True,none,13,23.7,insecure,0.34,formal,government,False
Egypt,Cairo,2024,informal,0.394,False,False,True,none,22,60.6,very_secure,0.84,informal,community,False
Ethiopia,Dire Dawa,2025,informal,0.193,True,False,True,none,5,80.7,very_secure,0.39,formal,family,False
Rwanda,Kigali,2018,rental,0.646,True,True,False,none,19,35.4,secure,0.82,communal,family,False
Nigeria,Lagos,2021,owner_occupied,0.888,True,True,True,none,11,11.2,very_insecure,0.46,communal,government,False
Tanzania,Dar es Salaam,2022,informal,0.388,False,False,False,none,17,61.2,insecure,0.7,formal,government,False
Zambia,Lusaka,2019,rental,0.401,True,False,False,none,10,59.9,very_insecure,0.78,communal,private,False
Tanzania,Dar es Salaam,2018,rental,0.57,False,True,False,pending,24,43.0,insecure,0.88,informal,community,False
Rwanda,Kigali,2022,informal,0.314,True,False,True,none,3,68.6,secure,0.22,informal,community,False
Algeria,Algiers,2018,informal,0.296,False,False,True,registered,22,70.4,secure,0.54,customary,community,False
Ethiopia,Addis Ababa,2023,rental,0.434,False,True,True,pending,8,56.6,very_secure,0.5,communal,government,False
Rwanda,Kigali,2021,rental,0.671,False,False,True,pending,21,32.9,very_secure,0.71,informal,community,False
Ethiopia,Dire Dawa,2021,informal,0.273,True,False,False,pending,18,72.7,secure,0.83,communal,community,False
Kenya,Mombasa,2023,informal,0.382,True,False,False,none,22,61.8,secure,0.45,communal,government,True
South Africa,Johannesburg,2022,informal,0.416,False,False,True,pending,15,58.4,secure,0.81,communal,government,False
Morocco,Casablanca,2020,informal,0.423,False,False,True,registered,22,57.7,very_secure,0.61,customary,family,True
Ethiopia,Dire Dawa,2025,rental,0.577,True,False,True,pending,1,42.3,secure,0.75,customary,family,True
Mozambique,Beira,2020,informal,0.237,False,False,True,pending,2,76.3,insecure,0.43,formal,government,True
Rwanda,Kigali,2019,owner_occupied,0.76,True,True,True,registered,14,24.0,very_insecure,0.59,informal,government,False
South Africa,Cape Town,2024,owner_occupied,0.77,True,True,True,none,5,23.0,secure,0.18,customary,private,False
Uganda,Kampala,2022,informal,0.183,False,False,True,pending,1,81.7,very_secure,0.44,customary,community,False
Morocco,Rabat,2025,informal,0.213,False,False,False,none,24,78.7,insecure,0.78,communal,community,False
Malawi,Lilongwe,2024,customary,0.555,False,False,False,none,6,44.5,very_insecure,0.67,formal,community,False
Egypt,Alexandria,2021,rental,0.692,False,False,True,pending,5,30.8,very_secure,0.51,communal,family,False
Kenya,Nairobi,2020,owner_occupied,0.721,True,False,True,pending,7,27.9,secure,0.32,formal,community,True
Ethiopia,Dire Dawa,2021,informal,0.238,False,False,True,registered,23,76.2,secure,0.64,communal,government,False
Malawi,Lilongwe,2021,rental,0.627,False,False,True,pending,23,37.3,insecure,0.87,customary,family,False
Uganda,Kampala,2023,informal,0.257,False,False,False,pending,7,74.3,secure,0.11,informal,family,False
Algeria,Algiers,2019,informal,0.214,False,False,True,none,2,78.6,insecure,0.44,informal,private,False
Kenya,Nairobi,2019,owner_occupied,0.835,True,True,True,none,8,16.5,very_insecure,0.6,communal,government,False
Algeria,Algiers,2024,rental,0.532,False,True,True,pending,16,46.8,insecure,0.59,customary,family,False
Senegal,Dakar,2020,rental,0.485,True,True,True,none,6,51.5,secure,0.45,communal,government,True
Mozambique,Maputo,2021,informal,0.348,False,False,True,none,9,65.2,secure,0.26,formal,family,True
Ghana,Kumasi,2023,informal,0.42,False,False,True,pending,24,58.0,very_secure,0.89,formal,family,False
Malawi,Lilongwe,2020,informal,0.345,False,False,True,none,5,65.5,very_secure,0.21,customary,community,False
Egypt,Alexandria,2018,rental,0.664,True,False,False,pending,10,33.6,insecure,0.34,informal,private,False
Algeria,Algiers,2021,informal,0.23,False,False,True,pending,20,77.0,very_secure,0.83,formal,government,False
Algeria,Algiers,2019,informal,0.302,False,True,True,pending,5,69.8,very_insecure,0.59,formal,community,False
Ethiopia,Addis Ababa,2019,informal,0.4,False,False,True,registered,24,60.0,insecure,0.86,customary,family,False
Tanzania,Dar es Salaam,2020,informal,0.353,False,False,True,registered,23,64.7,very_secure,0.22,communal,government,True
Ghana,Accra,2023,informal,0.209,False,False,True,registered,9,79.1,very_secure,0.28,formal,family,False
Algeria,Algiers,2021,customary,0.371,True,True,True,none,9,62.9,very_secure,0.67,formal,private,False
Tanzania,Dar es Salaam,2021,rental,0.549,False,True,True,registered,23,45.1,insecure,0.55,formal,private,False
Ghana,Kumasi,2021,informal,0.36,False,False,False,pending,16,64.0,insecure,0.48,customary,community,False
Ethiopia,Addis Ababa,2024,rental,0.518,True,False,True,pending,19,48.2,insecure,0.84,formal,community,False
Algeria,Algiers,2023,informal,0.268,False,False,False,registered,21,73.2,very_secure,0.86,informal,family,False
Tanzania,Dar es Salaam,2021,rental,0.576,True,False,False,none,5,42.4,very_insecure,0.62,informal,government,True
Morocco,Casablanca,2018,informal,0.341,False,False,False,registered,13,65.9,secure,0.84,informal,government,False
Ethiopia,Addis Ababa,2023,informal,0.371,False,False,True,registered,17,62.9,insecure,0.34,communal,government,False
Uganda,Kampala,2021,owner_occupied,0.882,True,True,False,registered,19,11.8,insecure,0.71,customary,private,False
South Africa,Johannesburg,2024,informal,0.298,False,False,True,registered,12,70.2,insecure,0.74,customary,community,False
Zambia,Lusaka,2023,informal,0.305,False,False,False,pending,13,69.5,secure,0.13,formal,private,False
Morocco,Casablanca,2018,rental,0.525,True,False,True,registered,1,47.5,secure,0.16,communal,government,False
Morocco,Rabat,2022,informal,0.396,True,False,True,pending,24,60.4,secure,0.67,informal,community,False
Mozambique,Beira,2019,rental,0.596,True,False,True,pending,23,40.4,very_insecure,0.18,communal,community,True
Ethiopia,Dire Dawa,2021,informal,0.361,False,True,False,none,3,63.9,very_secure,0.26,formal,community,True
Kenya,Mombasa,2018,rental,0.418,False,True,True,none,3,58.2,insecure,0.25,customary,family,True
Mozambique,Maputo,2025,rental,0.404,True,False,True,none,14,59.6,very_secure,0.3,customary,community,True
Algeria,Algiers,2023,rental,0.452,True,False,False,none,12,54.8,very_insecure,0.51,customary,government,False
Morocco,Rabat,2020,informal,0.381,False,False,True,registered,1,61.9,insecure,0.86,informal,community,False
South Africa,Cape Town,2025,informal,0.385,False,False,False,pending,12,61.5,very_insecure,0.75,customary,community,False
Rwanda,Kigali,2018,informal,0.395,False,False,True,registered,4,60.5,very_insecure,0.83,communal,family,False
Rwanda,Kigali,2022,informal,0.19,False,False,True,none,17,81.0,insecure,0.48,informal,government,False
South Africa,Johannesburg,2023,informal,0.317,False,False,True,registered,20,68.3,secure,0.6,formal,private,False
Senegal,Dakar,2018,informal,0.387,False,False,True,none,18,61.3,secure,0.84,communal,community,False
Kenya,Nairobi,2018,rental,0.421,True,False,True,registered,14,57.9,very_secure,0.29,customary,government,False
Senegal,Dakar,2024,owner_occupied,0.746,True,True,False,registered,23,25.4,insecure,0.35,customary,private,False
Mozambique,Maputo,2024,rental,0.623,False,True,True,pending,7,37.7,very_insecure,0.51,formal,family,False
Ethiopia,Addis Ababa,2019,rental,0.669,True,True,True,registered,22,33.1,very_insecure,0.34,customary,family,False
Ethiopia,Dire Dawa,2022,rental,0.596,True,False,True,registered,19,40.4,insecure,0.7,communal,government,False
Nigeria,Ibadan,2021,rental,0.513,True,True,False,registered,7,48.7,very_secure,0.72,communal,government,True
South Africa,Johannesburg,2023,informal,0.22,False,False,True,pending,6,78.0,secure,0.35,formal,community,False
Rwanda,Kigali,2018,rental,0.649,True,True,True,pending,22,35.1,insecure,0.19,communal,community,False
Morocco,Casablanca,2021,rental,0.653,False,False,True,none,15,34.7,very_secure,0.14,customary,community,False
Uganda,Kampala,2021,informal,0.425,False,False,True,registered,7,57.5,very_insecure,0.62,formal,family,False
Kenya,Mombasa,2020,informal,0.388,False,False,False,pending,7,61.2,secure,0.19,communal,community,False
South Africa,Cape Town,2022,owner_occupied,0.768,True,True,False,registered,1,23.2,very_insecure,0.46,communal,government,False
Nigeria,Lagos,2021,informal,0.222,False,False,True,pending,3,77.8,very_secure,0.44,informal,community,False
South Africa,Cape Town,2019,informal,0.28,False,False,True,none,14,72.0,very_secure,0.72,customary,private,False
Malawi,Lilongwe,2022,informal,0.346,True,True,False,pending,12,65.4,very_secure,0.32,informal,government,False
Senegal,Dakar,2019,informal,0.191,False,False,False,none,18,80.9,secure,0.66,formal,government,False
Senegal,Dakar,2018,owner_occupied,0.889,True,True,True,registered,22,11.1,very_insecure,0.39,formal,private,True
Malawi,Lilongwe,2024,informal,0.3,False,False,True,pending,13,70.0,very_insecure,0.83,formal,government,False
Malawi,Lilongwe,2024,rental,0.463,True,True,True,pending,15,53.7,secure,0.89,communal,private,False
Uganda,Kampala,2023,owner_occupied,0.943,True,False,True,registered,8,5.7,insecure,0.21,informal,private,False
Ghana,Kumasi,2022,informal,0.417,False,False,True,pending,7,58.3,very_secure,0.32,formal,private,False
Ghana,Accra,2023,informal,0.261,False,True,True,pending,1,73.9,secure,0.9,informal,government,False
Rwanda,Kigali,2024,rental,0.641,True,False,False,registered,3,35.9,very_insecure,0.22,customary,private,False
Mozambique,Maputo,2021,informal,0.323,False,False,True,pending,1,67.7,secure,0.32,formal,government,True
Nigeria,Lagos,2021,informal,0.4,False,False,True,registered,7,60.0,secure,0.79,informal,community,False
Mozambique,Beira,2019,rental,0.52,True,False,False,pending,11,48.0,very_insecure,0.37,communal,private,True
Malawi,Lilongwe,2024,informal,0.216,False,False,True,registered,5,78.4,very_insecure,0.57,informal,family,True
Algeria,Algiers,2021,rental,0.584,False,True,True,pending,10,41.6,very_secure,0.83,informal,family,False
Tanzania,Dar es Salaam,2025,rental,0.415,True,True,False,none,7,58.5,insecure,0.13,formal,government,False
Morocco,Casablanca,2024,informal,0.224,False,False,True,pending,2,77.6,very_insecure,0.85,informal,government,False
Algeria,Algiers,2025,rental,0.482,True,False,True,registered,1,51.8,secure,0.46,communal,family,True
Algeria,Algiers,2021,informal,0.245,False,False,False,none,8,75.5,very_insecure,0.7,informal,family,False
Morocco,Casablanca,2024,informal,0.421,False,False,False,registered,11,57.9,very_secure,0.14,formal,private,False
Morocco,Rabat,2023,informal,0.327,False,False,False,pending,1,67.3,secure,0.29,customary,government,False
Rwanda,Kigali,2022,rental,0.599,True,True,True,none,22,40.1,very_insecure,0.57,formal,private,False
Uganda,Kampala,2023,informal,0.387,False,False,True,pending,11,61.3,secure,0.42,formal,private,True
Kenya,Mombasa,2021,rental,0.619,True,False,True,registered,16,38.1,insecure,0.32,formal,community,False
Algeria,Algiers,2020,rental,0.435,True,False,True,registered,6,56.5,insecure,0.57,customary,government,False
Algeria,Algiers,2024,rental,0.509,False,True,False,registered,21,49.1,very_insecure,0.66,formal,community,False
Tanzania,Dar es Salaam,2020,informal,0.288,False,False,False,registered,20,71.2,insecure,0.33,informal,community,False
Ethiopia,Addis Ababa,2023,rental,0.437,True,False,True,none,8,56.3,very_insecure,0.75,informal,government,False
Ghana,Kumasi,2018,informal,0.215,False,False,True,pending,18,78.5,secure,0.71,informal,community,False
Uganda,Kampala,2020,rental,0.509,True,False,True,registered,15,49.1,insecure,0.53,communal,government,False
Malawi,Lilongwe,2024,rental,0.468,False,True,True,pending,6,53.2,very_insecure,0.39,customary,government,True
Mozambique,Maputo,2018,informal,0.234,True,False,True,pending,2,76.6,very_secure,0.8,informal,community,False
Ghana,Accra,2021,informal,0.384,False,False,True,registered,16,61.6,secure,0.25,formal,community,True
Morocco,Casablanca,2020,rental,0.579,True,True,True,none,6,42.1,insecure,0.71,customary,government,True
Ethiopia,Dire Dawa,2021,rental,0.611,True,True,False,none,7,38.9,very_secure,0.51,communal,private,False
Senegal,Dakar,2021,owner_occupied,0.857,True,True,True,none,1,14.3,insecure,0.11,communal,community,True
Zambia,Lusaka,2022,rental,0.669,False,True,True,registered,10,33.1,secure,0.3,formal,community,False
Malawi,Blantyre,2025,customary,0.336,False,False,True,registered,14,66.4,very_insecure,0.14,customary,government,True
Ethiopia,Dire Dawa,2020,informal,0.412,False,False,True,pending,11,58.8,secure,0.5,customary,community,False
Tanzania,Dar es Salaam,2021,informal,0.264,False,True,False,registered,19,73.6,secure,0.43,customary,community,False
Malawi,Lilongwe,2018,informal,0.268,False,False,False,none,14,73.2,very_insecure,0.12,informal,community,False
Uganda,Kampala,2019,informal,0.248,False,False,False,pending,3,75.2,very_secure,0.58,communal,community,True
Zambia,Lusaka,2021,rental,0.529,True,True,True,pending,23,47.1,insecure,0.34,communal,community,False
Ethiopia,Addis Ababa,2021,owner_occupied,0.71,False,False,True,pending,23,29.0,secure,0.36,informal,community,False
Zambia,Lusaka,2021,owner_occupied,0.722,True,True,True,pending,15,27.8,secure,0.46,formal,private,False
Algeria,Algiers,2025,informal,0.281,False,False,True,pending,16,71.9,insecure,0.77,communal,family,True
Rwanda,Kigali,2018,informal,0.174,False,True,True,pending,21,82.6,very_secure,0.12,customary,government,False
South Africa,Cape Town,2023,rental,0.602,True,True,False,pending,14,39.8,very_insecure,0.24,informal,community,False
Ethiopia,Addis Ababa,2019,informal,0.187,False,False,False,none,10,81.3,very_insecure,0.46,formal,private,True
Tanzania,Dar es Salaam,2020,informal,0.2,False,False,True,registered,5,80.0,very_secure,0.29,communal,community,False
Egypt,Cairo,2020,rental,0.455,False,True,True,pending,8,54.5,very_insecure,0.47,informal,community,False
Uganda,Kampala,2021,informal,0.386,False,False,False,registered,15,61.4,secure,0.44,informal,government,False
Ethiopia,Addis Ababa,2022,informal,0.403,False,False,True,pending,22,59.7,very_insecure,0.76,communal,community,False
Senegal,Dakar,2024,rental,0.453,True,False,True,none,3,54.7,very_secure,0.73,customary,government,False
Algeria,Algiers,2022,informal,0.289,False,False,True,registered,3,71.1,secure,0.54,formal,government,False
Algeria,Algiers,2020,informal,0.337,False,False,True,none,16,66.3,secure,0.38,formal,private,True
Kenya,Kisumu,2018,informal,0.195,True,False,True,pending,23,80.5,very_insecure,0.38,informal,government,False
Zambia,Lusaka,2020,informal,0.266,False,False,True,registered,2,73.4,insecure,0.57,communal,community,True
South Africa,Cape Town,2023,rental,0.461,False,False,False,registered,15,53.9,very_insecure,0.43,customary,private,False
Morocco,Rabat,2018,informal,0.407,False,False,True,registered,4,59.3,secure,0.12,communal,government,False
Ghana,Kumasi,2023,informal,0.36,False,False,True,registered,19,64.0,very_secure,0.17,formal,family,False
South Africa,Cape Town,2019,informal,0.427,False,False,True,pending,1,57.3,insecure,0.26,customary,government,True
Tanzania,Dar es Salaam,2018,rental,0.449,True,False,True,pending,5,55.1,insecure,0.47,customary,private,False
Nigeria,Kano,2019,informal,0.273,False,False,False,registered,23,72.7,very_insecure,0.58,formal,private,False
Malawi,Blantyre,2020,rental,0.649,True,True,False,pending,20,35.1,very_secure,0.87,customary,private,False
South Africa,Johannesburg,2020,rental,0.402,True,False,True,registered,16,59.8,very_secure,0.25,formal,family,False
Uganda,Kampala,2018,informal,0.365,True,False,True,pending,2,63.5,insecure,0.86,communal,family,False
Nigeria,Lagos,2025,rental,0.7,True,True,False,registered,22,30.0,very_insecure,0.21,communal,government,False
Morocco,Rabat,2020,rental,0.497,False,True,True,pending,5,50.3,secure,0.51,customary,family,False
Tanzania,Dar es Salaam,2024,informal,0.217,True,False,True,none,3,78.3,secure,0.88,customary,family,True
Morocco,Casablanca,2022,rental,0.529,False,True,True,pending,23,47.1,very_insecure,0.37,communal,private,False
Malawi,Blantyre,2020,owner_occupied,0.852,True,False,True,registered,15,14.8,insecure,0.54,customary,private,False
Mozambique,Beira,2024,rental,0.419,False,False,True,none,8,58.1,secure,0.22,customary,private,False
Rwanda,Kigali,2023,informal,0.415,False,False,True,registered,1,58.5,insecure,0.79,customary,community,True
South Africa,Johannesburg,2025,rental,0.626,True,False,False,pending,14,37.4,very_insecure,0.34,customary,private,False
Morocco,Casablanca,2022,rental,0.571,True,False,True,none,13,42.9,secure,0.82,formal,private,False
Rwanda,Kigali,2021,informal,0.328,False,False,True,pending,16,67.2,very_insecure,0.45,formal,family,False
Malawi,Blantyre,2018,rental,0.592,False,False,False,registered,8,40.8,very_secure,0.44,customary,family,False
Ethiopia,Addis Ababa,2024,rental,0.613,True,False,False,registered,10,38.7,secure,0.28,customary,community,True
Ghana,Kumasi,2021,informal,0.402,False,False,False,none,4,59.8,very_insecure,0.7,customary,private,True
South Africa,Cape Town,2019,informal,0.354,False,False,False,registered,9,64.6,insecure,0.51,customary,government,True
Rwanda,Kigali,2025,rental,0.66,False,True,True,pending,2,34.0,insecure,0.72,formal,family,False
Rwanda,Kigali,2018,rental,0.625,False,False,True,registered,20,37.5,very_secure,0.15,formal,community,False
Zambia,Lusaka,2018,owner_occupied,0.854,True,False,True,pending,3,14.6,secure,0.76,formal,family,True
Senegal,Dakar,2025,rental,0.421,False,False,True,registered,22,57.9,secure,0.32,informal,government,False
Rwanda,Kigali,2024,informal,0.42,False,False,True,none,19,58.0,secure,0.64,communal,government,True
Kenya,Kisumu,2025,customary,0.528,False,True,True,registered,12,47.2,very_secure,0.29,formal,family,True
Egypt,Alexandria,2020,customary,0.485,False,False,False,none,22,51.5,very_insecure,0.52,formal,private,True
Egypt,Alexandria,2023,rental,0.426,True,False,True,registered,22,57.4,insecure,0.75,communal,community,False
Zambia,Lusaka,2024,rental,0.434,True,False,True,pending,10,56.6,secure,0.58,customary,community,False
Uganda,Kampala,2022,rental,0.649,True,True,True,pending,13,35.1,insecure,0.74,formal,private,False
Tanzania,Dar es Salaam,2020,informal,0.354,False,False,True,none,13,64.6,very_secure,0.73,informal,government,False
Malawi,Lilongwe,2020,rental,0.662,True,True,True,pending,7,33.8,insecure,0.47,customary,family,False
Rwanda,Kigali,2025,informal,0.377,False,True,False,registered,14,62.3,insecure,0.54,customary,community,False
Egypt,Alexandria,2018,rental,0.602,False,True,True,pending,7,39.8,insecure,0.2,informal,family,True
Kenya,Mombasa,2022,informal,0.358,False,False,True,pending,2,64.2,secure,0.23,informal,government,True
Malawi,Lilongwe,2025,rental,0.654,True,False,True,none,20,34.6,very_secure,0.12,customary,family,False
Malawi,Lilongwe,2020,rental,0.488,True,False,True,none,7,51.2,insecure,0.74,customary,community,False
Zambia,Lusaka,2019,rental,0.624,True,False,False,registered,22,37.6,very_secure,0.89,formal,government,False
Egypt,Alexandria,2019,informal,0.316,False,False,True,none,20,68.4,very_secure,0.13,informal,private,True
Ghana,Kumasi,2022,rental,0.537,True,False,True,pending,2,46.3,secure,0.35,customary,community,True
Nigeria,Ibadan,2021,informal,0.353,False,False,True,pending,13,64.7,very_secure,0.9,formal,community,False
Mozambique,Beira,2020,informal,0.346,False,False,True,pending,2,65.4,secure,0.86,informal,community,True
Algeria,Algiers,2021,customary,0.474,False,False,False,none,11,52.6,very_secure,0.56,formal,government,True
Ethiopia,Addis Ababa,2021,rental,0.635,False,True,True,pending,2,36.5,very_secure,0.23,informal,community,False
Mozambique,Beira,2021,owner_occupied,0.91,True,True,False,none,5,9.0,secure,0.46,informal,private,True
Kenya,Kisumu,2025,owner_occupied,0.755,True,True,False,none,13,24.5,very_insecure,0.41,communal,private,True
South Africa,Johannesburg,2021,informal,0.314,True,False,True,pending,20,68.6,very_secure,0.61,communal,community,True
Morocco,Rabat,2021,informal,0.399,True,False,True,pending,5,60.1,very_secure,0.75,formal,government,False
Uganda,Kampala,2020,informal,0.395,True,True,False,pending,6,60.5,secure,0.38,formal,government,True
Nigeria,Lagos,2018,rental,0.512,False,True,True,pending,5,48.8,insecure,0.77,communal,government,False
Morocco,Casablanca,2025,informal,0.268,False,False,True,registered,10,73.2,very_insecure,0.21,customary,community,True
Egypt,Cairo,2022,rental,0.42,True,False,True,pending,7,58.0,secure,0.68,customary,private,False
Egypt,Alexandria,2019,customary,0.357,True,True,True,registered,16,64.3,insecure,0.72,customary,private,False
Malawi,Blantyre,2024,rental,0.485,True,True,True,none,23,51.5,very_secure,0.55,customary,community,False
Tanzania,Dar es Salaam,2020,rental,0.538,False,True,True,none,11,46.2,very_insecure,0.89,informal,government,False
Mozambique,Beira,2020,informal,0.183,False,False,False,registered,15,81.7,secure,0.59,formal,community,True
Rwanda,Kigali,2019,rental,0.525,True,False,True,pending,14,47.5,secure,0.25,informal,family,False
Tanzania,Dar es Salaam,2021,informal,0.181,False,False,True,registered,13,81.9,very_secure,0.66,informal,family,False
Morocco,Casablanca,2025,rental,0.553,True,False,True,registered,22,44.7,very_insecure,0.75,informal,community,False
Egypt,Cairo,2018,informal,0.347,False,True,False,registered,3,65.3,very_secure,0.85,customary,community,False
Egypt,Cairo,2019,informal,0.284,False,True,True,none,6,71.6,very_secure,0.21,communal,government,False
Nigeria,Ibadan,2021,owner_occupied,0.709,True,True,True,none,1,29.1,very_secure,0.68,customary,family,False
Ethiopia,Dire Dawa,2021,rental,0.517,False,False,False,registered,9,48.3,secure,0.68,communal,community,False
Rwanda,Kigali,2025,informal,0.38,False,False,True,none,13,62.0,insecure,0.68,formal,community,False
Kenya,Mombasa,2024,informal,0.357,False,False,True,registered,17,64.3,insecure,0.49,customary,government,False
Egypt,Cairo,2023,informal,0.328,False,False,True,none,23,67.2,secure,0.48,customary,community,False
Zambia,Lusaka,2020,informal,0.212,False,False,True,pending,16,78.8,very_insecure,0.68,communal,government,False
Algeria,Algiers,2025,owner_occupied,0.768,True,False,True,none,12,23.2,insecure,0.61,informal,community,True
Algeria,Algiers,2025,informal,0.285,False,True,False,none,17,71.5,very_insecure,0.26,informal,private,False
South Africa,Johannesburg,2020,rental,0.662,True,False,True,registered,24,33.8,very_secure,0.26,informal,family,False
Senegal,Dakar,2020,informal,0.329,False,False,True,registered,1,67.1,very_secure,0.52,formal,family,False
Uganda,Kampala,2025,informal,0.341,False,False,True,none,11,65.9,very_secure,0.26,formal,community,False
Kenya,Mombasa,2022,rental,0.424,True,False,True,pending,10,57.6,insecure,0.19,informal,government,False
Rwanda,Kigali,2023,rental,0.656,False,False,False,pending,6,34.4,very_secure,0.65,formal,government,False
Algeria,Algiers,2020,informal,0.247,False,False,False,none,13,75.3,very_secure,0.28,customary,family,False
Zambia,Lusaka,2023,rental,0.475,False,True,True,registered,24,52.5,insecure,0.19,customary,family,False
Nigeria,Lagos,2021,informal,0.263,False,False,False,none,16,73.7,secure,0.12,informal,community,False
Uganda,Kampala,2023,owner_occupied,0.703,True,True,True,none,8,29.7,very_insecure,0.56,customary,community,False
Ethiopia,Addis Ababa,2025,informal,0.326,False,False,True,none,12,67.4,insecure,0.62,customary,community,False
Egypt,Cairo,2025,rental,0.466,True,True,True,registered,7,53.4,very_secure,0.89,informal,government,True
Algeria,Algiers,2021,informal,0.205,False,False,False,none,7,79.5,insecure,0.78,communal,family,False
Nigeria,Ibadan,2025,owner_occupied,0.72,True,False,True,registered,22,28.0,insecure,0.46,formal,private,True
Tanzania,Dar es Salaam,2022,rental,0.573,False,False,True,none,16,42.7,secure,0.45,customary,family,False
Uganda,Kampala,2025,customary,0.525,True,False,True,none,1,47.5,very_secure,0.79,communal,private,False
Algeria,Algiers,2023,informal,0.381,False,True,True,none,1,61.9,very_insecure,0.32,formal,private,False
Ethiopia,Addis Ababa,2018,owner_occupied,0.703,True,True,True,registered,4,29.7,very_insecure,0.43,formal,community,False
Nigeria,Lagos,2022,informal,0.174,False,False,True,none,17,82.6,insecure,0.15,customary,government,False
Rwanda,Kigali,2019,informal,0.205,True,False,True,none,9,79.5,insecure,0.18,customary,family,True
Kenya,Kisumu,2025,informal,0.344,False,False,True,none,19,65.6,very_insecure,0.44,informal,private,False
South Africa,Johannesburg,2024,informal,0.359,False,False,True,none,13,64.1,secure,0.65,informal,family,False
Ethiopia,Dire Dawa,2025,informal,0.292,False,False,True,registered,22,70.8,very_insecure,0.55,informal,private,False
Zambia,Lusaka,2018,owner_occupied,0.77,True,False,True,none,15,23.0,very_secure,0.88,formal,family,False
Rwanda,Kigali,2021,informal,0.311,False,False,True,registered,21,68.9,insecure,0.69,informal,community,False
Tanzania,Dar es Salaam,2021,informal,0.271,False,True,True,registered,14,72.9,very_insecure,0.74,customary,government,False
Egypt,Alexandria,2021,customary,0.4,False,False,True,registered,1,60.0,very_insecure,0.18,formal,private,False
Uganda,Kampala,2024,rental,0.481,True,True,False,pending,22,51.9,secure,0.29,informal,community,False
Nigeria,Kano,2025,rental,0.593,False,True,True,registered,12,40.7,insecure,0.88,formal,government,False
Malawi,Lilongwe,2018,informal,0.361,True,False,True,pending,11,63.9,insecure,0.71,customary,family,False
Malawi,Blantyre,2020,rental,0.59,True,False,True,pending,16,41.0,secure,0.49,communal,private,False
South Africa,Cape Town,2024,customary,0.386,False,True,True,pending,5,61.4,very_insecure,0.25,customary,family,False
Kenya,Mombasa,2023,customary,0.467,True,False,True,registered,12,53.3,insecure,0.59,formal,private,False
South Africa,Johannesburg,2025,informal,0.338,False,False,True,registered,15,66.2,very_insecure,0.28,formal,family,False
Morocco,Casablanca,2025,customary,0.342,False,False,True,pending,3,65.8,very_secure,0.27,communal,community,True
Kenya,Nairobi,2021,informal,0.307,False,False,True,pending,9,69.3,very_secure,0.5,formal,community,False
Nigeria,Ibadan,2023,informal,0.189,False,False,True,none,15,81.1,secure,0.6,informal,government,False
Senegal,Dakar,2018,informal,0.213,False,False,True,none,17,78.7,insecure,0.35,formal,private,False
South Africa,Cape Town,2024,customary,0.5,False,False,False,none,9,50.0,very_secure,0.32,customary,government,False
Ghana,Accra,2024,informal,0.305,False,False,False,none,18,69.5,very_secure,0.56,informal,government,False
Nigeria,Ibadan,2018,rental,0.481,True,False,True,none,19,51.9,very_insecure,0.67,customary,community,False
Mozambique,Beira,2022,customary,0.443,False,False,True,registered,9,55.7,very_insecure,0.24,communal,government,False
Mozambique,Maputo,2025,rental,0.579,True,True,False,pending,14,42.1,very_insecure,0.76,formal,community,False
Ethiopia,Addis Ababa,2023,customary,0.395,False,False,True,registered,2,60.5,very_secure,0.2,formal,private,False
Egypt,Alexandria,2024,owner_occupied,0.916,True,False,True,none,13,8.4,very_secure,0.46,communal,community,True
Malawi,Lilongwe,2018,rental,0.693,True,False,True,pending,1,30.7,very_secure,0.54,customary,community,False
Malawi,Lilongwe,2025,informal,0.309,False,True,True,pending,6,69.1,secure,0.23,formal,government,True
Uganda,Kampala,2024,owner_occupied,0.749,True,False,False,none,10,25.1,secure,0.51,informal,private,False
South Africa,Johannesburg,2019,informal,0.284,True,False,True,pending,1,71.6,very_secure,0.32,formal,family,False
Kenya,Kisumu,2025,customary,0.365,False,False,False,none,12,63.5,very_insecure,0.89,formal,private,False
Kenya,Kisumu,2024,owner_occupied,0.858,True,True,True,none,12,14.2,secure,0.56,customary,community,False
Rwanda,Kigali,2023,informal,0.297,False,False,True,none,7,70.3,very_secure,0.14,communal,government,False
Ethiopia,Addis Ababa,2021,customary,0.542,False,False,True,registered,6,45.8,secure,0.42,customary,government,False
Nigeria,Kano,2024,informal,0.432,False,False,True,none,11,56.8,very_secure,0.35,informal,government,True
Algeria,Algiers,2019,rental,0.527,True,False,False,registered,19,47.3,secure,0.68,informal,government,False
Kenya,Kisumu,2018,rental,0.623,True,True,True,none,11,37.7,very_secure,0.74,customary,family,False
Rwanda,Kigali,2020,informal,0.312,False,False,True,none,1,68.8,secure,0.88,formal,community,False
Rwanda,Kigali,2021,informal,0.352,False,False,True,registered,16,64.8,secure,0.32,customary,government,False
Ghana,Accra,2024,customary,0.508,False,False,True,pending,15,49.2,very_insecure,0.42,customary,government,True
Rwanda,Kigali,2019,rental,0.636,False,True,True,none,7,36.4,insecure,0.26,informal,family,True
Ethiopia,Dire Dawa,2024,rental,0.408,False,True,True,registered,5,59.2,insecure,0.58,informal,government,False
Zambia,Lusaka,2022,rental,0.571,False,False,False,pending,22,42.9,very_secure,0.73,formal,community,False
Uganda,Kampala,2022,owner_occupied,0.712,False,False,True,pending,22,28.8,secure,0.54,communal,family,False
Nigeria,Lagos,2018,informal,0.336,False,True,True,none,19,66.4,insecure,0.41,informal,government,False
Algeria,Algiers,2023,rental,0.447,False,False,True,registered,5,55.3,insecure,0.39,formal,private,False
Zambia,Lusaka,2019,rental,0.606,False,False,True,registered,12,39.4,very_insecure,0.53,communal,private,True
Malawi,Blantyre,2024,informal,0.273,False,False,False,registered,24,72.7,very_secure,0.36,informal,family,True
Nigeria,Kano,2021,customary,0.429,False,False,True,registered,9,57.1,very_insecure,0.63,customary,private,False
Ethiopia,Dire Dawa,2025,informal,0.407,True,False,True,pending,9,59.3,insecure,0.31,informal,private,True
Kenya,Mombasa,2019,customary,0.513,True,False,True,pending,19,48.7,secure,0.82,informal,community,True
Ethiopia,Addis Ababa,2025,owner_occupied,0.775,True,False,True,registered,4,22.5,very_secure,0.87,formal,private,False
Morocco,Rabat,2020,informal,0.418,False,False,True,pending,7,58.2,very_secure,0.11,formal,family,False
Rwanda,Kigali,2024,owner_occupied,0.95,True,True,True,none,14,5.0,insecure,0.11,formal,community,False
Rwanda,Kigali,2022,informal,0.372,False,False,True,registered,12,62.8,very_insecure,0.18,formal,family,True
Kenya,Nairobi,2023,rental,0.698,False,False,True,pending,18,30.2,insecure,0.11,formal,private,True
Morocco,Casablanca,2020,informal,0.411,False,True,True,none,9,58.9,insecure,0.48,informal,private,False
Uganda,Kampala,2020,informal,0.33,False,True,True,pending,14,67.0,secure,0.13,customary,community,False
Tanzania,Dar es Salaam,2018,informal,0.22,False,False,True,pending,13,78.0,secure,0.48,informal,private,False
Tanzania,Dar es Salaam,2025,rental,0.565,False,True,True,pending,1,43.5,very_secure,0.86,informal,community,False
Kenya,Nairobi,2018,rental,0.551,True,False,True,none,11,44.9,very_insecure,0.69,customary,private,False
Senegal,Dakar,2023,rental,0.564,False,False,False,pending,17,43.6,very_insecure,0.12,informal,community,False
Nigeria,Lagos,2021,informal,0.222,False,False,True,none,10,77.8,very_secure,0.14,informal,private,False
Uganda,Kampala,2022,owner_occupied,0.937,True,False,True,none,13,6.3,secure,0.14,informal,family,True
South Africa,Cape Town,2022,informal,0.23,False,False,False,none,22,77.0,very_secure,0.2,informal,family,False
Morocco,Rabat,2025,informal,0.337,False,True,True,registered,24,66.3,very_secure,0.82,customary,family,True
Malawi,Lilongwe,2019,owner_occupied,0.839,True,False,True,registered,11,16.1,very_secure,0.82,informal,community,False
Malawi,Lilongwe,2022,owner_occupied,0.801,False,False,True,pending,22,19.9,insecure,0.89,customary,community,True
Tanzania,Dar es Salaam,2020,owner_occupied,0.867,True,False,True,pending,18,13.3,insecure,0.78,customary,private,False
Morocco,Casablanca,2023,informal,0.187,False,False,False,registered,22,81.3,insecure,0.19,customary,government,False
Nigeria,Ibadan,2025,rental,0.409,False,False,True,pending,10,59.1,very_secure,0.35,communal,government,False
Malawi,Lilongwe,2021,informal,0.229,True,False,True,pending,24,77.1,very_insecure,0.85,customary,private,False
Ethiopia,Dire Dawa,2024,informal,0.337,False,False,True,registered,7,66.3,insecure,0.87,formal,community,False
Tanzania,Dar es Salaam,2025,rental,0.655,True,False,True,pending,1,34.5,secure,0.44,customary,private,False
Tanzania,Dar es Salaam,2019,rental,0.649,True,False,True,none,11,35.1,insecure,0.51,formal,family,False
Ghana,Accra,2020,informal,0.375,True,False,False,pending,19,62.5,secure,0.26,informal,government,True
Malawi,Blantyre,2021,owner_occupied,0.766,True,False,True,registered,6,23.4,secure,0.76,customary,private,False
Nigeria,Kano,2020,rental,0.537,False,False,True,registered,16,46.3,very_secure,0.75,informal,private,False
Malawi,Lilongwe,2025,owner_occupied,0.73,True,True,True,none,7,27.0,very_insecure,0.32,informal,government,True
Malawi,Blantyre,2018,customary,0.326,False,False,True,pending,5,67.4,secure,0.26,communal,government,False
Mozambique,Maputo,2020,rental,0.514,False,False,True,pending,13,48.6,insecure,0.24,communal,private,False
Ethiopia,Dire Dawa,2018,owner_occupied,0.749,True,True,True,registered,17,25.1,insecure,0.37,communal,private,True
Senegal,Dakar,2024,rental,0.475,False,False,False,registered,11,52.5,insecure,0.56,customary,community,False
South Africa,Cape Town,2025,informal,0.378,False,False,True,pending,15,62.2,insecure,0.37,informal,private,False
Tanzania,Dar es Salaam,2023,informal,0.4,True,False,True,none,6,60.0,secure,0.66,informal,government,False
Ethiopia,Dire Dawa,2025,informal,0.379,False,False,True,pending,4,62.1,very_insecure,0.7,informal,government,True
Morocco,Rabat,2019,rental,0.41,True,False,True,registered,19,59.0,insecure,0.88,customary,community,False
Morocco,Casablanca,2018,rental,0.508,False,False,True,registered,22,49.2,secure,0.22,formal,community,False
Tanzania,Dar es Salaam,2021,informal,0.422,False,False,False,pending,5,57.8,secure,0.76,customary,family,False
Algeria,Algiers,2025,informal,0.28,False,True,False,none,11,72.0,insecure,0.42,customary,community,False
Malawi,Lilongwe,2024,informal,0.221,False,False,True,none,15,77.9,very_secure,0.34,formal,family,False
Nigeria,Lagos,2018,informal,0.267,False,False,True,pending,7,73.3,secure,0.62,communal,government,False
Uganda,Kampala,2018,owner_occupied,0.764,False,True,True,registered,17,23.6,very_insecure,0.23,customary,family,False
Malawi,Blantyre,2024,informal,0.184,True,False,False,none,24,81.6,very_insecure,0.82,informal,private,False
Ethiopia,Dire Dawa,2021,customary,0.584,False,False,True,none,23,41.6,secure,0.79,formal,government,False
Nigeria,Kano,2019,rental,0.686,True,True,False,registered,14,31.4,insecure,0.75,informal,community,False
South Africa,Cape Town,2022,rental,0.401,False,True,True,none,5,59.9,insecure,0.86,informal,family,False
Morocco,Rabat,2021,informal,0.362,False,False,True,pending,21,63.8,very_secure,0.44,formal,private,True
Egypt,Alexandria,2022,informal,0.391,False,False,True,registered,17,60.9,very_insecure,0.7,informal,community,False
Rwanda,Kigali,2024,rental,0.491,False,True,True,none,19,50.9,secure,0.23,communal,family,False
Kenya,Kisumu,2019,customary,0.435,False,False,True,none,24,56.5,very_secure,0.89,customary,family,False
South Africa,Johannesburg,2023,informal,0.385,True,False,True,pending,7,61.5,very_insecure,0.14,communal,family,True
Malawi,Blantyre,2022,rental,0.46,False,False,True,none,21,54.0,secure,0.58,informal,government,False
Uganda,Kampala,2020,customary,0.475,False,False,False,pending,14,52.5,secure,0.67,communal,family,False
Nigeria,Kano,2021,rental,0.532,False,False,True,pending,11,46.8,secure,0.14,customary,private,False
Zambia,Lusaka,2019,informal,0.247,False,False,False,registered,3,75.3,insecure,0.52,customary,government,False
Ghana,Accra,2022,customary,0.403,False,False,True,registered,10,59.7,very_secure,0.64,communal,government,False
Rwanda,Kigali,2019,informal,0.423,True,False,True,registered,13,57.7,insecure,0.41,communal,private,False
Rwanda,Kigali,2022,informal,0.277,False,False,True,none,3,72.3,very_insecure,0.84,communal,community,False
Mozambique,Beira,2024,rental,0.407,False,True,True,registered,10,59.3,insecure,0.61,informal,private,False
Senegal,Dakar,2019,rental,0.471,False,True,False,none,8,52.9,very_insecure,0.36,communal,family,False
Rwanda,Kigali,2021,rental,0.685,True,False,True,registered,22,31.5,very_secure,0.84,formal,private,False
Algeria,Algiers,2024,informal,0.422,False,False,True,pending,10,57.8,very_secure,0.42,formal,family,False
Ethiopia,Dire Dawa,2024,rental,0.63,False,True,True,none,23,37.0,very_insecure,0.63,customary,community,False
Senegal,Dakar,2019,rental,0.546,False,True,True,none,18,45.4,secure,0.84,communal,private,False
Nigeria,Kano,2021,rental,0.45,True,True,False,pending,23,55.0,very_secure,0.11,informal,private,False
Mozambique,Beira,2023,informal,0.174,False,False,False,none,17,82.6,very_secure,0.63,customary,private,False
Malawi,Blantyre,2020,informal,0.253,False,False,True,registered,1,74.7,very_secure,0.15,customary,community,False
Senegal,Dakar,2024,rental,0.64,False,True,True,registered,6,36.0,secure,0.76,customary,private,False
Kenya,Mombasa,2023,informal,0.32,False,False,True,registered,2,68.0,very_secure,0.82,informal,community,False
Zambia,Lusaka,2019,rental,0.602,True,True,False,pending,9,39.8,secure,0.54,communal,community,True
South Africa,Cape Town,2022,informal,0.282,False,False,False,pending,21,71.8,secure,0.44,informal,government,False
Algeria,Algiers,2020,informal,0.218,False,False,True,registered,11,78.2,secure,0.66,informal,private,False
Nigeria,Kano,2022,rental,0.639,False,False,False,none,5,36.1,very_insecure,0.67,communal,community,False
Senegal,Dakar,2023,rental,0.488,False,False,True,registered,7,51.2,very_secure,0.77,customary,government,False
Ethiopia,Addis Ababa,2020,owner_occupied,0.848,True,False,True,pending,19,15.2,insecure,0.44,communal,private,False
Zambia,Lusaka,2019,rental,0.496,True,True,True,registered,3,50.4,secure,0.85,communal,government,True
Kenya,Nairobi,2025,informal,0.193,False,False,True,pending,21,80.7,insecure,0.62,customary,government,False
Nigeria,Kano,2023,informal,0.289,False,False,False,pending,11,71.1,very_secure,0.75,informal,family,True
Nigeria,Kano,2024,rental,0.651,False,False,True,pending,10,34.9,very_insecure,0.81,communal,government,False
Nigeria,Lagos,2019,rental,0.405,False,False,True,none,14,59.5,insecure,0.86,formal,government,False
Malawi,Lilongwe,2022,rental,0.518,True,False,True,pending,9,48.2,insecure,0.87,informal,private,True
Nigeria,Ibadan,2018,rental,0.479,True,False,False,none,6,52.1,very_insecure,0.86,formal,government,False
Kenya,Nairobi,2019,informal,0.255,False,False,False,none,15,74.5,insecure,0.62,informal,community,False
Egypt,Alexandria,2024,rental,0.49,True,False,True,registered,10,51.0,secure,0.82,informal,community,False
Morocco,Casablanca,2024,rental,0.641,True,True,True,registered,4,35.9,insecure,0.57,formal,private,False
South Africa,Johannesburg,2022,informal,0.209,False,True,False,none,11,79.1,very_secure,0.72,formal,community,False
Uganda,Kampala,2023,informal,0.312,False,False,True,pending,18,68.8,insecure,0.23,informal,private,False
Ethiopia,Dire Dawa,2023,informal,0.203,False,False,False,registered,5,79.7,insecure,0.64,customary,private,True
Malawi,Lilongwe,2022,informal,0.397,False,True,True,none,7,60.3,insecure,0.53,informal,family,False
Nigeria,Kano,2025,informal,0.256,False,False,True,registered,23,74.4,secure,0.88,informal,family,False
South Africa,Johannesburg,2019,rental,0.528,False,False,True,registered,16,47.2,secure,0.65,informal,private,False
Ghana,Accra,2018,informal,0.429,False,False,False,none,4,57.1,insecure,0.59,customary,community,False
Morocco,Casablanca,2023,owner_occupied,0.906,True,True,True,registered,20,9.4,insecure,0.22,informal,private,True
Tanzania,Dar es Salaam,2019,informal,0.316,False,False,True,registered,1,68.4,very_secure,0.68,informal,private,False
Kenya,Nairobi,2023,informal,0.18,True,False,True,none,19,82.0,insecure,0.51,informal,community,False
Mozambique,Maputo,2018,informal,0.231,False,False,True,registered,9,76.9,very_secure,0.61,communal,private,False
Nigeria,Ibadan,2019,rental,0.52,False,False,False,pending,19,48.0,secure,0.76,informal,family,False
Egypt,Cairo,2021,informal,0.223,False,False,True,registered,20,77.7,very_insecure,0.55,communal,government,True
Kenya,Nairobi,2025,rental,0.603,False,False,True,registered,4,39.7,insecure,0.87,formal,private,False
Ethiopia,Addis Ababa,2019,rental,0.646,True,False,True,pending,15,35.4,secure,0.58,informal,private,False
Ethiopia,Addis Ababa,2019,informal,0.206,True,False,False,none,20,79.4,very_insecure,0.89,informal,government,False
Ghana,Kumasi,2020,owner_occupied,0.924,True,False,False,registered,22,7.6,insecure,0.68,communal,government,True
Senegal,Dakar,2023,informal,0.317,True,False,False,none,5,68.3,insecure,0.24,customary,private,True
Ethiopia,Dire Dawa,2022,owner_occupied,0.848,False,True,True,registered,15,15.2,very_secure,0.54,customary,family,False
Nigeria,Ibadan,2025,informal,0.229,True,False,True,registered,10,77.1,secure,0.62,informal,community,False
Ghana,Accra,2018,rental,0.491,True,False,False,registered,16,50.9,very_insecure,0.12,formal,private,True
Mozambique,Maputo,2020,owner_occupied,0.877,True,True,True,pending,6,12.3,insecure,0.36,informal,community,True
Ethiopia,Addis Ababa,2025,owner_occupied,0.76,False,True,True,none,13,24.0,secure,0.6,customary,private,False
Senegal,Dakar,2020,rental,0.66,False,True,True,none,12,34.0,secure,0.7,customary,community,False
Mozambique,Maputo,2024,informal,0.21,False,True,True,pending,23,79.0,insecure,0.19,formal,private,False
Kenya,Kisumu,2024,rental,0.617,True,False,True,registered,12,38.3,very_insecure,0.4,formal,government,False
Ghana,Accra,2023,informal,0.27,False,False,True,pending,22,73.0,very_insecure,0.79,customary,community,False
Tanzania,Dar es Salaam,2024,informal,0.193,False,False,True,registered,16,80.7,very_insecure,0.58,communal,community,False
Zambia,Lusaka,2025,informal,0.273,False,False,False,none,21,72.7,secure,0.88,informal,community,False
Uganda,Kampala,2019,rental,0.403,True,False,True,registered,11,59.7,very_insecure,0.81,customary,family,False
South Africa,Johannesburg,2024,rental,0.613,False,False,True,none,13,38.7,insecure,0.71,formal,community,True
Uganda,Kampala,2018,informal,0.411,False,False,True,none,2,58.9,secure,0.19,formal,family,False
Mozambique,Beira,2018,informal,0.242,True,False,False,registered,19,75.8,secure,0.84,communal,government,False
Uganda,Kampala,2019,owner_occupied,0.82,True,False,True,registered,15,18.0,insecure,0.38,customary,government,False
Egypt,Alexandria,2023,rental,0.438,True,True,True,pending,3,56.2,secure,0.27,communal,family,True
Ghana,Accra,2022,rental,0.599,True,True,True,none,12,40.1,very_secure,0.55,informal,private,False
Senegal,Dakar,2025,rental,0.619,True,False,True,pending,24,38.1,very_secure,0.5,informal,community,False
Algeria,Algiers,2021,informal,0.32,False,False,True,none,21,68.0,secure,0.31,communal,private,False
Uganda,Kampala,2019,informal,0.364,False,False,True,pending,8,63.6,very_insecure,0.45,formal,family,False
Senegal,Dakar,2018,informal,0.359,True,False,True,none,13,64.1,very_secure,0.48,communal,family,False
Rwanda,Kigali,2019,informal,0.279,False,False,True,registered,15,72.1,secure,0.23,formal,government,True
South Africa,Johannesburg,2023,informal,0.215,False,False,True,pending,3,78.5,secure,0.42,customary,community,False
Kenya,Kisumu,2021,rental,0.598,True,True,True,none,4,40.2,secure,0.3,customary,private,False
South Africa,Johannesburg,2019,customary,0.553,False,False,True,registered,23,44.7,insecure,0.4,customary,family,True
Kenya,Nairobi,2024,customary,0.593,False,False,True,none,2,40.7,very_insecure,0.9,communal,family,False
Zambia,Lusaka,2020,informal,0.379,False,False,True,pending,19,62.1,insecure,0.34,communal,community,True
Algeria,Algiers,2024,informal,0.327,False,False,True,registered,17,67.3,very_insecure,0.76,communal,family,False
Egypt,Cairo,2025,informal,0.285,False,False,False,registered,21,71.5,secure,0.83,informal,community,True
Mozambique,Beira,2025,rental,0.414,True,False,False,none,24,58.6,secure,0.24,informal,family,True
Algeria,Algiers,2022,rental,0.424,False,True,True,none,10,57.6,very_insecure,0.85,formal,family,True
Uganda,Kampala,2020,informal,0.237,False,False,True,none,16,76.3,very_insecure,0.55,formal,family,False
Egypt,Alexandria,2019,customary,0.329,False,False,True,registered,12,67.1,insecure,0.52,informal,government,True
Algeria,Algiers,2018,rental,0.414,False,False,True,none,14,58.6,insecure,0.35,formal,family,True
Ghana,Kumasi,2020,rental,0.52,True,False,True,registered,9,48.0,insecure,0.65,customary,family,False
South Africa,Johannesburg,2023,rental,0.484,True,False,True,pending,20,51.6,insecure,0.71,formal,community,False
Senegal,Dakar,2018,rental,0.572,True,True,True,none,11,42.8,secure,0.49,informal,community,False
Zambia,Lusaka,2022,owner_occupied,0.703,False,True,True,registered,17,29.7,insecure,0.55,communal,community,False
Senegal,Dakar,2023,rental,0.558,False,False,True,pending,16,44.2,insecure,0.37,customary,private,False
Uganda,Kampala,2025,owner_occupied,0.884,False,True,True,pending,5,11.6,insecure,0.58,communal,community,True
Egypt,Cairo,2019,owner_occupied,0.846,False,True,True,none,19,15.4,secure,0.24,customary,family,False
Ghana,Kumasi,2023,informal,0.357,False,False,False,registered,20,64.3,secure,0.63,formal,government,True
Ghana,Accra,2018,rental,0.663,True,False,True,registered,5,33.7,very_insecure,0.54,customary,government,False
Egypt,Alexandria,2018,informal,0.194,False,False,False,none,9,80.6,very_insecure,0.9,formal,government,False
Senegal,Dakar,2020,rental,0.687,False,False,True,none,4,31.3,very_secure,0.16,customary,family,False
Morocco,Casablanca,2021,rental,0.462,False,True,False,none,2,53.8,very_secure,0.45,customary,family,False
Egypt,Cairo,2019,customary,0.341,False,False,True,none,3,65.9,insecure,0.56,formal,government,True
Algeria,Algiers,2024,informal,0.314,False,False,False,registered,17,68.6,very_secure,0.17,formal,community,False
South Africa,Johannesburg,2021,rental,0.602,True,False,True,pending,16,39.8,very_secure,0.22,formal,family,False
Nigeria,Lagos,2023,rental,0.603,False,False,True,pending,20,39.7,very_secure,0.16,formal,government,True
Nigeria,Kano,2021,rental,0.567,True,True,False,pending,2,43.3,very_insecure,0.76,formal,community,False
Malawi,Lilongwe,2020,rental,0.441,False,False,True,registered,5,55.9,secure,0.38,customary,government,False
Ethiopia,Dire Dawa,2024,rental,0.455,True,False,True,registered,23,54.5,very_secure,0.61,customary,private,True
Egypt,Cairo,2021,informal,0.191,False,False,False,none,17,80.9,very_insecure,0.28,formal,private,False
Morocco,Rabat,2025,customary,0.307,False,False,True,none,8,69.3,very_insecure,0.22,customary,community,True
Rwanda,Kigali,2025,rental,0.55,False,False,True,none,17,45.0,very_secure,0.76,communal,family,True
Morocco,Rabat,2025,informal,0.267,True,False,False,none,23,73.3,very_insecure,0.8,customary,private,False
Algeria,Algiers,2025,rental,0.433,True,True,True,registered,23,56.7,very_secure,0.33,customary,family,True
Algeria,Algiers,2024,owner_occupied,0.812,True,True,True,pending,12,18.8,secure,0.44,formal,family,False
Tanzania,Dar es Salaam,2018,informal,0.427,False,False,False,pending,20,57.3,insecure,0.42,formal,community,False
Mozambique,Maputo,2023,informal,0.195,False,False,True,pending,15,80.5,very_insecure,0.29,communal,private,False
Egypt,Alexandria,2025,informal,0.271,False,True,True,pending,16,72.9,insecure,0.51,informal,private,False
Senegal,Dakar,2023,owner_occupied,0.924,True,False,False,pending,1,7.6,secure,0.58,customary,private,False
Nigeria,Kano,2024,informal,0.402,False,False,True,registered,16,59.8,secure,0.17,customary,community,False
Tanzania,Dar es Salaam,2018,rental,0.432,False,False,True,none,13,56.8,secure,0.28,customary,family,False
Algeria,Algiers,2021,informal,0.229,True,True,True,registered,15,77.1,very_insecure,0.33,formal,community,False
Nigeria,Lagos,2018,rental,0.619,False,True,True,registered,8,38.1,very_insecure,0.41,customary,government,True
Tanzania,Dar es Salaam,2025,informal,0.18,False,False,True,none,10,82.0,secure,0.14,communal,community,False
Malawi,Lilongwe,2023,owner_occupied,0.878,True,True,True,pending,21,12.2,insecure,0.58,communal,community,True
Egypt,Alexandria,2023,informal,0.317,True,False,True,pending,4,68.3,secure,0.18,customary,family,False
Egypt,Alexandria,2020,rental,0.55,True,True,True,pending,19,45.0,secure,0.84,formal,community,False
Nigeria,Kano,2023,informal,0.226,False,False,True,none,16,77.4,very_secure,0.38,informal,family,False
Egypt,Alexandria,2022,informal,0.41,False,False,False,none,16,59.0,very_insecure,0.65,communal,private,False
Rwanda,Kigali,2020,rental,0.58,False,True,False,registered,3,42.0,insecure,0.81,customary,family,False
Egypt,Cairo,2020,rental,0.432,True,False,True,registered,24,56.8,very_secure,0.63,customary,family,False
Morocco,Rabat,2024,rental,0.461,True,True,False,registered,17,53.9,insecure,0.28,communal,government,False
Zambia,Lusaka,2021,informal,0.386,True,False,False,registered,12,61.4,secure,0.48,customary,family,True
Zambia,Lusaka,2018,informal,0.292,True,True,True,pending,15,70.8,very_insecure,0.53,formal,community,True
Mozambique,Beira,2025,informal,0.34,True,False,True,none,24,66.0,very_secure,0.58,communal,government,False
Uganda,Kampala,2024,owner_occupied,0.773,True,True,True,none,8,22.7,secure,0.23,formal,private,False
Nigeria,Ibadan,2019,informal,0.183,False,False,True,none,18,81.7,very_secure,0.14,customary,family,False
Ethiopia,Dire Dawa,2018,rental,0.48,True,True,False,pending,4,52.0,very_secure,0.84,formal,family,False
Egypt,Alexandria,2022,rental,0.433,False,False,True,pending,13,56.7,very_insecure,0.5,formal,private,False
Uganda,Kampala,2018,rental,0.528,True,True,True,registered,10,47.2,very_insecure,0.24,communal,government,False
Nigeria,Ibadan,2023,customary,0.321,False,False,True,registered,6,67.9,very_insecure,0.18,customary,government,False
Morocco,Casablanca,2021,informal,0.366,False,False,True,none,4,63.4,very_secure,0.62,communal,government,False
Malawi,Blantyre,2024,informal,0.302,False,False,True,none,24,69.8,very_secure,0.21,informal,family,False
Zambia,Lusaka,2024,customary,0.398,False,False,True,pending,8,60.2,secure,0.36,informal,community,True
Nigeria,Kano,2023,rental,0.494,True,True,True,none,8,50.6,secure,0.86,formal,government,False
Kenya,Kisumu,2025,informal,0.298,False,False,True,none,1,70.2,very_secure,0.76,customary,private,True
Mozambique,Beira,2019,informal,0.188,False,True,True,none,9,81.2,very_secure,0.49,informal,family,False
Zambia,Lusaka,2025,informal,0.319,False,False,False,none,22,68.1,very_secure,0.5,formal,community,False
South Africa,Cape Town,2019,informal,0.351,False,False,True,none,2,64.9,very_secure,0.14,customary,family,False
Senegal,Dakar,2020,informal,0.23,False,True,False,pending,17,77.0,very_secure,0.6,formal,community,False
Rwanda,Kigali,2024,informal,0.3,False,False,True,none,11,70.0,very_secure,0.1,formal,government,False
South Africa,Cape Town,2018,informal,0.188,False,False,False,none,18,81.2,very_insecure,0.16,customary,private,False
Nigeria,Kano,2022,rental,0.483,False,True,True,none,8,51.7,secure,0.1,formal,family,False
Egypt,Cairo,2022,informal,0.274,False,False,True,none,17,72.6,very_secure,0.81,informal,family,False
Morocco,Rabat,2025,owner_occupied,0.761,True,True,True,pending,6,23.9,very_insecure,0.66,formal,community,False
South Africa,Johannesburg,2021,informal,0.366,False,False,True,registered,23,63.4,insecure,0.25,formal,private,False
Rwanda,Kigali,2020,informal,0.252,True,False,False,pending,11,74.8,secure,0.89,customary,community,False
Egypt,Cairo,2022,rental,0.582,False,True,True,pending,14,41.8,secure,0.9,formal,government,False
Tanzania,Dar es Salaam,2020,rental,0.525,True,False,True,pending,6,47.5,very_secure,0.25,informal,private,False
Zambia,Lusaka,2021,owner_occupied,0.747,True,False,True,registered,19,25.3,insecure,0.88,communal,family,False
Nigeria,Kano,2025,rental,0.508,True,False,False,none,12,49.2,insecure,0.49,customary,private,False
Uganda,Kampala,2025,owner_occupied,0.87,True,False,True,none,12,13.0,very_secure,0.29,communal,community,True
Nigeria,Lagos,2019,rental,0.57,True,False,True,none,20,43.0,very_secure,0.71,formal,private,False
Malawi,Blantyre,2023,informal,0.35,False,False,True,registered,10,65.0,insecure,0.74,communal,government,True
Rwanda,Kigali,2023,rental,0.46,False,True,True,pending,1,54.0,very_secure,0.51,formal,private,False
South Africa,Cape Town,2021,informal,0.178,False,False,True,pending,3,82.2,secure,0.73,informal,private,False
South Africa,Johannesburg,2024,informal,0.301,False,False,True,pending,8,69.9,insecure,0.89,informal,private,False
Uganda,Kampala,2023,owner_occupied,0.769,False,False,True,registered,9,23.1,insecure,0.52,communal,private,False
Ethiopia,Dire Dawa,2023,customary,0.375,False,False,True,registered,7,62.5,secure,0.29,informal,government,False
Mozambique,Beira,2020,informal,0.299,False,True,False,pending,16,70.1,very_insecure,0.61,informal,family,True
Kenya,Nairobi,2025,rental,0.535,False,False,True,registered,16,46.5,insecure,0.72,formal,private,True
Rwanda,Kigali,2019,rental,0.627,True,False,True,pending,4,37.3,very_insecure,0.43,informal,community,True
Mozambique,Maputo,2020,rental,0.672,True,False,True,pending,24,32.8,very_insecure,0.19,customary,government,False
Algeria,Algiers,2025,informal,0.359,False,False,False,registered,23,64.1,very_secure,0.23,informal,community,False
Zambia,Lusaka,2024,rental,0.567,True,False,True,none,19,43.3,insecure,0.42,communal,government,False
Kenya,Nairobi,2024,informal,0.308,False,False,False,none,23,69.2,secure,0.56,customary,government,False
Tanzania,Dar es Salaam,2021,owner_occupied,0.805,True,False,True,pending,12,19.5,insecure,0.44,informal,government,False
Kenya,Kisumu,2023,rental,0.642,False,False,True,registered,12,35.8,very_secure,0.82,formal,family,False
Mozambique,Maputo,2024,owner_occupied,0.793,False,False,True,none,22,20.7,very_secure,0.21,customary,government,False
Egypt,Cairo,2019,customary,0.572,False,False,True,none,6,42.8,insecure,0.78,formal,government,True
Uganda,Kampala,2025,customary,0.591,False,False,True,registered,17,40.9,insecure,0.73,communal,government,False
Senegal,Dakar,2019,rental,0.48,True,False,True,registered,9,52.0,very_insecure,0.66,informal,family,False
Zambia,Lusaka,2019,informal,0.355,False,False,True,pending,5,64.5,insecure,0.26,formal,government,False
Zambia,Lusaka,2018,customary,0.329,False,False,False,none,20,67.1,very_insecure,0.66,communal,government,False
Algeria,Algiers,2023,rental,0.662,True,False,True,none,12,33.8,very_secure,0.8,customary,family,False
Malawi,Blantyre,2021,informal,0.347,False,False,True,registered,11,65.3,very_insecure,0.5,communal,family,False
Mozambique,Maputo,2018,rental,0.569,True,True,False,pending,24,43.1,very_secure,0.59,customary,private,False
Zambia,Lusaka,2021,informal,0.357,False,False,False,pending,10,64.3,insecure,0.73,communal,government,False
Nigeria,Ibadan,2024,rental,0.651,True,True,True,pending,16,34.9,very_secure,0.47,customary,community,False
Mozambique,Beira,2020,informal,0.351,False,False,True,none,20,64.9,very_secure,0.13,communal,private,False
South Africa,Cape Town,2022,informal,0.26,False,False,True,pending,6,74.0,secure,0.89,customary,community,False
Kenya,Nairobi,2018,informal,0.416,True,False,True,registered,8,58.4,secure,0.79,communal,family,False
Kenya,Nairobi,2022,informal,0.316,False,False,True,pending,8,68.4,insecure,0.66,customary,family,True
Uganda,Kampala,2023,rental,0.507,True,True,True,registered,17,49.3,insecure,0.52,communal,government,False
Nigeria,Ibadan,2021,informal,0.351,False,False,False,registered,19,64.9,secure,0.3,customary,community,False
Malawi,Blantyre,2025,rental,0.64,True,False,False,pending,7,36.0,very_insecure,0.6,formal,government,False
Ethiopia,Addis Ababa,2022,rental,0.462,True,True,True,pending,24,53.8,insecure,0.22,informal,government,False
Malawi,Blantyre,2025,rental,0.549,True,False,False,none,22,45.1,very_insecure,0.28,formal,government,False
Ethiopia,Addis Ababa,2024,informal,0.236,False,False,False,registered,1,76.4,very_insecure,0.23,formal,government,False
South Africa,Johannesburg,2021,informal,0.19,False,False,True,registered,16,81.0,insecure,0.85,formal,community,False
Uganda,Kampala,2022,owner_occupied,0.863,True,True,True,pending,23,13.7,insecure,0.82,communal,private,False
Uganda,Kampala,2024,rental,0.517,False,True,False,registered,23,48.3,insecure,0.48,customary,private,False
South Africa,Cape Town,2023,owner_occupied,0.796,True,False,False,none,24,20.4,very_secure,0.54,communal,family,False
Algeria,Algiers,2020,informal,0.423,False,False,True,registered,10,57.7,very_secure,0.81,customary,community,False
Rwanda,Kigali,2021,informal,0.29,False,False,True,pending,4,71.0,secure,0.28,customary,private,False
Kenya,Nairobi,2020,owner_occupied,0.84,False,False,True,registered,14,16.0,very_insecure,0.83,formal,community,True
Mozambique,Beira,2019,rental,0.642,False,False,False,none,17,35.8,very_insecure,0.88,informal,family,False
Ghana,Kumasi,2021,informal,0.351,False,False,False,pending,20,64.9,very_secure,0.49,formal,community,False
Morocco,Casablanca,2023,rental,0.673,False,False,False,none,8,32.7,very_secure,0.33,customary,community,False
Uganda,Kampala,2024,rental,0.476,False,True,True,none,18,52.4,very_secure,0.31,formal,government,True
Senegal,Dakar,2018,rental,0.484,False,True,True,pending,10,51.6,very_insecure,0.19,communal,family,False
Rwanda,Kigali,2022,informal,0.195,False,False,True,none,18,80.5,very_secure,0.9,informal,family,False
Mozambique,Beira,2024,rental,0.471,True,False,True,none,4,52.9,insecure,0.45,customary,community,True
Rwanda,Kigali,2023,rental,0.452,True,True,True,none,3,54.8,insecure,0.44,informal,government,False
Morocco,Casablanca,2025,rental,0.67,True,False,True,pending,9,33.0,very_secure,0.17,formal,community,False
Zambia,Lusaka,2020,informal,0.426,False,False,True,registered,8,57.4,very_secure,0.67,informal,family,True
Nigeria,Kano,2023,informal,0.186,True,False,False,none,1,81.4,very_secure,0.82,formal,community,True
South Africa,Johannesburg,2024,rental,0.679,True,False,False,registered,19,32.1,insecure,0.67,formal,community,False
Malawi,Blantyre,2022,rental,0.61,True,True,True,registered,2,39.0,very_insecure,0.42,formal,community,False
Ghana,Accra,2022,informal,0.203,False,True,True,pending,4,79.7,very_secure,0.69,formal,family,False
Kenya,Kisumu,2019,informal,0.215,True,False,False,none,2,78.5,secure,0.22,communal,family,False
Senegal,Dakar,2021,rental,0.511,True,True,True,registered,18,48.9,secure,0.64,informal,government,True
South Africa,Cape Town,2022,owner_occupied,0.81,True,True,False,registered,2,19.0,insecure,0.62,customary,community,False
Malawi,Blantyre,2019,rental,0.559,True,True,True,none,6,44.1,very_secure,0.38,formal,private,False
Mozambique,Beira,2023,rental,0.419,False,True,True,none,8,58.1,very_insecure,0.87,informal,family,True
Egypt,Alexandria,2020,informal,0.206,False,False,True,none,7,79.4,very_insecure,0.87,communal,community,False
Kenya,Nairobi,2020,informal,0.215,False,False,False,none,16,78.5,very_secure,0.89,customary,government,False
Senegal,Dakar,2019,rental,0.663,True,False,True,none,5,33.7,very_insecure,0.28,formal,family,True
Tanzania,Dar es Salaam,2019,informal,0.264,True,False,True,none,2,73.6,secure,0.87,communal,community,False
Uganda,Kampala,2023,informal,0.201,False,False,True,pending,5,79.9,very_secure,0.26,informal,private,False
Mozambique,Maputo,2023,informal,0.283,True,False,True,none,13,71.7,very_secure,0.84,informal,family,True
Rwanda,Kigali,2024,rental,0.492,True,False,True,pending,5,50.8,very_insecure,0.45,communal,family,False
Malawi,Lilongwe,2024,owner_occupied,0.772,True,True,True,registered,9,22.8,very_insecure,0.21,informal,government,True
Mozambique,Maputo,2020,informal,0.291,False,False,False,pending,24,70.9,very_secure,0.73,communal,government,True
South Africa,Johannesburg,2025,informal,0.348,False,True,False,pending,14,65.2,very_secure,0.7,communal,government,False
Zambia,Lusaka,2024,customary,0.336,True,False,False,none,4,66.4,secure,0.81,formal,government,True
Kenya,Mombasa,2023,owner_occupied,0.784,False,False,True,registered,7,21.6,secure,0.14,informal,private,True
Morocco,Rabat,2024,rental,0.651,True,False,True,registered,6,34.9,insecure,0.82,formal,government,False
Nigeria,Ibadan,2021,rental,0.662,True,False,False,registered,9,33.8,secure,0.13,formal,family,True
Tanzania,Dar es Salaam,2018,informal,0.395,False,False,True,none,13,60.5,secure,0.86,communal,community,False
Nigeria,Ibadan,2025,informal,0.18,True,False,True,registered,10,82.0,very_insecure,0.52,customary,community,False
Algeria,Algiers,2024,informal,0.299,False,False,True,none,3,70.1,very_insecure,0.38,informal,private,False
Senegal,Dakar,2021,rental,0.416,False,False,True,registered,18,58.4,very_insecure,0.58,communal,government,True
Ghana,Accra,2018,rental,0.473,False,False,False,pending,11,52.7,very_secure,0.78,customary,private,False
Zambia,Lusaka,2022,informal,0.245,False,True,False,pending,5,75.5,secure,0.87,informal,government,False
South Africa,Cape Town,2024,rental,0.446,False,False,True,pending,20,55.4,very_secure,0.36,communal,family,False
Rwanda,Kigali,2024,informal,0.23,False,False,True,registered,21,77.0,very_secure,0.72,communal,government,True
Egypt,Alexandria,2019,informal,0.234,False,False,True,none,3,76.6,insecure,0.78,communal,family,False
Senegal,Dakar,2025,informal,0.199,True,True,True,registered,19,80.1,very_secure,0.79,informal,family,False
South Africa,Johannesburg,2025,informal,0.377,False,False,True,registered,24,62.3,very_secure,0.64,informal,government,False
Mozambique,Maputo,2019,informal,0.299,False,False,False,pending,10,70.1,very_secure,0.59,formal,government,True
Tanzania,Dar es Salaam,2022,informal,0.261,False,False,True,registered,9,73.9,insecure,0.62,customary,family,False
Rwanda,Kigali,2024,informal,0.251,False,False,True,pending,11,74.9,insecure,0.61,formal,private,False
Algeria,Algiers,2018,informal,0.25,False,False,False,none,21,75.0,very_insecure,0.77,communal,family,False
South Africa,Cape Town,2021,informal,0.367,False,False,True,pending,20,63.3,secure,0.41,communal,government,False
Zambia,Lusaka,2025,informal,0.284,False,False,True,pending,3,71.6,insecure,0.77,informal,community,False
Rwanda,Kigali,2021,rental,0.428,True,True,True,none,11,57.2,very_insecure,0.66,customary,family,False
Ethiopia,Dire Dawa,2021,customary,0.547,False,False,False,registered,11,45.3,insecure,0.89,informal,private,False
Ethiopia,Dire Dawa,2025,informal,0.253,False,False,True,registered,17,74.7,secure,0.38,communal,private,False
South Africa,Cape Town,2021,rental,0.444,False,False,True,pending,10,55.6,very_secure,0.51,informal,private,False
Algeria,Algiers,2019,informal,0.173,True,False,True,registered,16,82.7,insecure,0.11,formal,government,False
Kenya,Kisumu,2019,rental,0.596,False,False,True,registered,4,40.4,secure,0.71,informal,community,False
Morocco,Rabat,2023,rental,0.583,False,False,True,none,24,41.7,very_insecure,0.49,communal,government,False
Egypt,Cairo,2025,rental,0.498,False,True,True,registered,5,50.2,very_insecure,0.17,formal,family,False
Kenya,Kisumu,2022,rental,0.658,False,True,False,registered,16,34.2,very_insecure,0.53,informal,private,False
Malawi,Blantyre,2020,informal,0.188,False,False,True,pending,6,81.2,secure,0.59,customary,community,False
Algeria,Algiers,2025,owner_occupied,0.845,False,True,True,none,1,15.5,very_secure,0.65,customary,private,False
Nigeria,Kano,2021,owner_occupied,0.855,False,True,False,none,10,14.5,secure,0.88,communal,family,False
Kenya,Nairobi,2020,informal,0.328,False,False,True,pending,23,67.2,insecure,0.44,formal,private,False
Morocco,Rabat,2020,rental,0.644,False,False,False,registered,24,35.6,secure,0.75,customary,community,False
Malawi,Blantyre,2022,rental,0.62,True,True,False,pending,18,38.0,very_secure,0.73,communal,private,True
Ghana,Accra,2023,owner_occupied,0.95,True,True,True,pending,6,5.0,very_secure,0.25,informal,government,True
Malawi,Lilongwe,2022,rental,0.533,False,False,False,pending,4,46.7,very_secure,0.27,communal,family,True
Algeria,Algiers,2018,informal,0.239,False,False,False,none,6,76.1,insecure,0.36,communal,family,False
Kenya,Nairobi,2018,rental,0.666,True,True,True,pending,3,33.4,secure,0.25,customary,community,False
Malawi,Blantyre,2023,owner_occupied,0.901,True,False,True,registered,13,9.9,insecure,0.16,informal,private,True
Senegal,Dakar,2021,informal,0.409,True,False,True,registered,10,59.1,secure,0.9,formal,family,False
Rwanda,Kigali,2025,informal,0.29,False,False,True,registered,9,71.0,very_insecure,0.26,customary,private,False
Uganda,Kampala,2019,informal,0.398,False,True,False,registered,23,60.2,secure,0.2,formal,family,False
Mozambique,Beira,2021,rental,0.551,True,False,True,registered,22,44.9,secure,0.41,informal,government,True
Nigeria,Ibadan,2019,owner_occupied,0.742,True,False,False,none,4,25.8,insecure,0.13,informal,family,False
Ghana,Kumasi,2021,customary,0.563,False,False,False,registered,16,43.7,very_insecure,0.22,formal,family,False
Kenya,Mombasa,2024,informal,0.275,True,False,True,registered,4,72.5,very_insecure,0.43,informal,private,False
Uganda,Kampala,2025,rental,0.491,True,False,True,pending,16,50.9,very_insecure,0.41,informal,private,True
Mozambique,Beira,2020,informal,0.359,False,False,True,none,21,64.1,very_secure,0.51,formal,family,False
Kenya,Kisumu,2019,rental,0.625,True,False,False,none,4,37.5,very_insecure,0.15,informal,family,False
Morocco,Rabat,2019,rental,0.669,False,True,False,registered,3,33.1,insecure,0.88,formal,family,False
Rwanda,Kigali,2019,rental,0.424,True,False,True,none,7,57.6,very_insecure,0.54,formal,community,False
Morocco,Casablanca,2018,informal,0.272,False,False,True,none,1,72.8,secure,0.22,formal,private,False
Kenya,Nairobi,2019,informal,0.272,False,False,False,pending,19,72.8,very_insecure,0.6,informal,community,False
Ethiopia,Dire Dawa,2018,informal,0.259,False,False,True,pending,2,74.1,very_insecure,0.37,informal,private,False
Senegal,Dakar,2021,rental,0.617,True,False,False,none,15,38.3,very_secure,0.84,customary,government,True
Ethiopia,Addis Ababa,2025,owner_occupied,0.942,True,True,True,none,21,5.8,very_insecure,0.55,informal,government,False
Algeria,Algiers,2022,informal,0.195,True,False,False,none,8,80.5,very_secure,0.71,customary,private,False
Uganda,Kampala,2021,informal,0.36,True,False,False,pending,7,64.0,very_secure,0.21,informal,government,False
Tanzania,Dar es Salaam,2025,rental,0.597,False,True,True,registered,14,40.3,very_secure,0.72,formal,community,False
Tanzania,Dar es Salaam,2023,rental,0.589,False,True,True,pending,4,41.1,very_secure,0.46,communal,community,False
Mozambique,Beira,2019,informal,0.389,False,False,True,pending,17,61.1,very_insecure,0.78,informal,community,False
Algeria,Algiers,2022,rental,0.431,True,False,True,none,6,56.9,insecure,0.32,customary,private,False
Uganda,Kampala,2019,informal,0.3,False,False,False,registered,3,70.0,insecure,0.74,communal,government,True
Morocco,Casablanca,2019,owner_occupied,0.826,True,True,True,pending,6,17.4,very_insecure,0.84,informal,community,True
South Africa,Cape Town,2018,rental,0.669,True,True,False,registered,5,33.1,insecure,0.11,formal,government,True
Ethiopia,Addis Ababa,2018,owner_occupied,0.896,False,True,True,pending,5,10.4,secure,0.57,customary,community,False
Ghana,Accra,2020,rental,0.422,True,True,True,pending,17,57.8,very_secure,0.62,communal,private,False
Tanzania,Dar es Salaam,2025,rental,0.595,False,False,False,none,16,40.5,very_insecure,0.83,communal,community,False
Nigeria,Kano,2019,informal,0.25,True,False,False,registered,11,75.0,very_insecure,0.31,formal,community,True
Kenya,Kisumu,2025,rental,0.405,False,False,True,none,6,59.5,very_secure,0.23,informal,private,False
Mozambique,Beira,2024,rental,0.651,True,False,True,none,20,34.9,secure,0.21,formal,community,False
Malawi,Lilongwe,2024,owner_occupied,0.729,True,False,True,registered,6,27.1,very_insecure,0.58,formal,private,False
Mozambique,Maputo,2022,customary,0.325,False,False,True,none,11,67.5,very_secure,0.8,communal,family,True
Senegal,Dakar,2020,rental,0.593,True,True,True,none,2,40.7,insecure,0.29,informal,community,False
Tanzania,Dar es Salaam,2018,rental,0.656,True,True,False,pending,18,34.4,insecure,0.51,formal,private,True
Egypt,Cairo,2025,rental,0.472,False,True,True,pending,4,52.8,very_insecure,0.55,formal,family,False
Tanzania,Dar es Salaam,2023,customary,0.499,False,False,True,registered,14,50.1,secure,0.71,informal,private,True
Malawi,Lilongwe,2018,informal,0.312,False,False,True,registered,15,68.8,secure,0.3,customary,private,False
Rwanda,Kigali,2023,customary,0.406,False,False,True,none,16,59.4,very_insecure,0.3,customary,government,False
Mozambique,Maputo,2019,informal,0.295,False,False,True,none,2,70.5,secure,0.5,informal,community,False
Zambia,Lusaka,2025,owner_occupied,0.887,True,False,True,none,18,11.3,very_insecure,0.84,communal,community,False
Ethiopia,Dire Dawa,2024,rental,0.494,True,True,False,none,20,50.6,very_secure,0.55,communal,private,False
Algeria,Algiers,2025,rental,0.631,False,False,True,none,18,36.9,secure,0.37,customary,government,False
Malawi,Lilongwe,2019,rental,0.636,False,False,True,registered,7,36.4,secure,0.82,informal,government,False
Ethiopia,Addis Ababa,2019,informal,0.208,False,False,True,registered,23,79.2,insecure,0.28,formal,community,False
Uganda,Kampala,2022,rental,0.533,True,False,True,pending,4,46.7,very_insecure,0.59,communal,private,True
Morocco,Casablanca,2018,informal,0.322,True,True,True,pending,18,67.8,very_secure,0.22,informal,government,False
Uganda,Kampala,2025,customary,0.508,False,False,True,pending,13,49.2,secure,0.66,customary,private,False
Mozambique,Maputo,2024,informal,0.213,False,False,True,pending,7,78.7,very_secure,0.52,communal,government,False
Ghana,Accra,2024,informal,0.18,False,False,True,registered,16,82.0,secure,0.18,communal,private,False
Egypt,Cairo,2024,customary,0.515,False,True,True,pending,21,48.5,insecure,0.16,customary,community,False
Zambia,Lusaka,2021,informal,0.41,False,False,True,none,10,59.0,secure,0.42,informal,community,False
Malawi,Lilongwe,2024,rental,0.432,True,False,True,none,17,56.8,very_secure,0.48,formal,community,False
Nigeria,Kano,2018,rental,0.43,True,False,True,pending,19,57.0,insecure,0.72,formal,private,False
Zambia,Lusaka,2019,rental,0.458,True,False,True,registered,16,54.2,very_insecure,0.18,customary,family,False
Kenya,Nairobi,2020,owner_occupied,0.879,True,True,True,none,9,12.1,very_insecure,0.78,communal,community,False
South Africa,Johannesburg,2019,informal,0.19,False,False,False,pending,9,81.0,very_secure,0.51,formal,family,True
Rwanda,Kigali,2020,informal,0.415,False,False,False,none,5,58.5,very_secure,0.53,customary,private,False
Algeria,Algiers,2018,rental,0.692,False,False,True,registered,19,30.8,very_secure,0.55,formal,government,False
Malawi,Lilongwe,2019,rental,0.48,True,False,True,registered,1,52.0,very_insecure,0.39,communal,private,False
Tanzania,Dar es Salaam,2019,rental,0.431,False,False,False,registered,8,56.9,secure,0.81,formal,government,False
Morocco,Casablanca,2024,informal,0.204,False,False,True,registered,18,79.6,very_secure,0.73,customary,community,True
Kenya,Kisumu,2020,rental,0.407,True,False,True,none,23,59.3,very_secure,0.77,customary,community,False
South Africa,Cape Town,2022,customary,0.329,False,True,True,pending,14,67.1,insecure,0.56,informal,private,False
Ethiopia,Dire Dawa,2018,informal,0.257,False,False,False,registered,13,74.3,insecure,0.31,informal,community,False
Algeria,Algiers,2021,informal,0.207,False,False,True,none,24,79.3,insecure,0.22,communal,community,False
Uganda,Kampala,2019,rental,0.575,True,True,True,none,20,42.5,insecure,0.13,communal,community,False
Kenya,Kisumu,2021,informal,0.382,False,False,True,registered,1,61.8,very_insecure,0.6,customary,family,False
Mozambique,Maputo,2021,informal,0.381,False,False,True,pending,17,61.9,very_insecure,0.49,communal,community,False
Morocco,Casablanca,2022,informal,0.37,False,False,True,none,17,63.0,very_secure,0.46,customary,private,False
Ethiopia,Dire Dawa,2023,rental,0.432,True,True,True,pending,1,56.8,secure,0.2,informal,community,True
Kenya,Kisumu,2023,customary,0.593,False,True,False,pending,19,40.7,very_insecure,0.6,formal,government,False
Tanzania,Dar es Salaam,2018,informal,0.389,False,True,True,none,14,61.1,secure,0.34,communal,community,False
Ghana,Kumasi,2025,informal,0.376,False,False,True,pending,6,62.4,very_secure,0.79,formal,family,False
Algeria,Algiers,2025,customary,0.488,False,False,True,none,4,51.2,very_insecure,0.76,communal,government,False
Tanzania,Dar es Salaam,2025,rental,0.561,False,True,True,pending,5,43.9,very_insecure,0.67,informal,family,False
Tanzania,Dar es Salaam,2021,informal,0.381,True,True,True,none,21,61.9,insecure,0.86,customary,private,False
Ghana,Kumasi,2019,rental,0.679,False,False,True,none,16,32.1,very_secure,0.74,formal,private,False
Ethiopia,Addis Ababa,2022,informal,0.227,True,False,False,none,10,77.3,insecure,0.87,formal,family,False
Ethiopia,Addis Ababa,2019,rental,0.519,False,True,True,pending,1,48.1,very_insecure,0.12,customary,family,False
Kenya,Nairobi,2018,rental,0.491,False,True,False,registered,12,50.9,insecure,0.19,formal,family,False
Algeria,Algiers,2020,customary,0.355,False,False,True,registered,3,64.5,insecure,0.7,formal,community,False
South Africa,Cape Town,2019,informal,0.27,True,False,False,registered,13,73.0,very_secure,0.31,communal,private,False
Senegal,Dakar,2021,owner_occupied,0.882,True,True,False,registered,23,11.8,very_secure,0.56,informal,government,False
Uganda,Kampala,2022,rental,0.464,False,False,True,registered,11,53.6,insecure,0.54,customary,government,False
South Africa,Cape Town,2025,informal,0.347,False,False,True,registered,8,65.3,insecure,0.87,communal,family,False
Egypt,Alexandria,2019,rental,0.522,True,False,True,registered,22,47.8,very_secure,0.39,customary,family,False
Algeria,Algiers,2020,informal,0.305,False,False,True,pending,6,69.5,very_insecure,0.6,communal,community,False
Malawi,Blantyre,2018,rental,0.401,False,False,False,registered,24,59.9,very_insecure,0.9,customary,government,False
Zambia,Lusaka,2020,informal,0.176,False,False,True,pending,22,82.4,very_insecure,0.81,communal,family,False
Uganda,Kampala,2018,informal,0.212,True,False,True,none,8,78.8,very_insecure,0.37,informal,private,True
Zambia,Lusaka,2018,informal,0.375,False,False,True,registered,13,62.5,insecure,0.46,informal,private,False
Morocco,Casablanca,2021,informal,0.202,True,True,True,none,4,79.8,very_secure,0.78,customary,community,False
Egypt,Alexandria,2025,rental,0.62,False,True,True,none,11,38.0,secure,0.24,formal,community,False
Nigeria,Kano,2025,informal,0.236,False,True,True,none,17,76.4,very_secure,0.85,customary,community,False
Senegal,Dakar,2023,owner_occupied,0.813,True,False,True,pending,21,18.7,very_secure,0.5,informal,community,False
Ethiopia,Dire Dawa,2022,informal,0.19,False,False,True,none,12,81.0,very_secure,0.64,informal,private,False
Kenya,Mombasa,2019,rental,0.459,False,True,True,none,22,54.1,secure,0.42,communal,family,False
Uganda,Kampala,2021,owner_occupied,0.813,False,True,True,pending,24,18.7,very_insecure,0.45,communal,private,False
Ghana,Kumasi,2019,informal,0.251,True,False,False,pending,10,74.9,very_secure,0.86,informal,community,False
Kenya,Mombasa,2018,informal,0.337,False,False,False,none,12,66.3,insecure,0.14,formal,private,False
Mozambique,Maputo,2020,informal,0.227,False,False,True,none,4,77.3,secure,0.57,informal,family,False
Morocco,Rabat,2024,customary,0.344,False,False,True,none,13,65.6,very_secure,0.89,communal,family,False
Algeria,Algiers,2024,informal,0.334,True,False,False,pending,14,66.6,secure,0.29,formal,family,False
Ethiopia,Addis Ababa,2021,informal,0.385,False,False,False,none,9,61.5,insecure,0.43,formal,community,False
Ghana,Kumasi,2024,rental,0.478,True,False,True,registered,2,52.2,very_insecure,0.26,communal,community,False
Nigeria,Kano,2019,owner_occupied,0.727,True,True,True,none,20,27.3,very_secure,0.34,communal,family,False
South Africa,Cape Town,2019,owner_occupied,0.932,True,False,False,registered,1,6.8,insecure,0.15,informal,community,False
South Africa,Cape Town,2025,informal,0.21,True,False,True,none,13,79.0,very_insecure,0.43,communal,family,False
Senegal,Dakar,2021,informal,0.245,False,False,False,registered,16,75.5,very_secure,0.13,customary,government,False
Uganda,Kampala,2025,owner_occupied,0.906,True,False,True,registered,11,9.4,very_secure,0.26,formal,community,True
Uganda,Kampala,2023,informal,0.251,False,False,True,none,2,74.9,secure,0.11,communal,community,False
Mozambique,Beira,2022,owner_occupied,0.854,True,False,True,none,21,14.6,very_secure,0.85,communal,family,False
Algeria,Algiers,2019,informal,0.241,False,False,True,registered,20,75.9,very_secure,0.6,communal,community,True
Senegal,Dakar,2021,owner_occupied,0.795,True,False,True,none,3,20.5,insecure,0.59,formal,government,False
Ethiopia,Addis Ababa,2025,informal,0.323,False,False,True,none,5,67.7,secure,0.9,customary,government,False
Algeria,Algiers,2019,informal,0.219,False,False,True,pending,8,78.1,secure,0.35,informal,community,False
Nigeria,Lagos,2018,informal,0.222,False,True,False,registered,3,77.8,secure,0.52,communal,family,False
Tanzania,Dar es Salaam,2018,rental,0.448,False,True,True,registered,16,55.2,very_secure,0.3,formal,government,True
Uganda,Kampala,2022,informal,0.35,False,False,True,registered,15,65.0,very_insecure,0.44,informal,private,False
Tanzania,Dar es Salaam,2024,owner_occupied,0.936,True,True,True,none,14,6.4,insecure,0.8,formal,community,False
Zambia,Lusaka,2019,rental,0.557,True,False,False,pending,5,44.3,secure,0.44,customary,private,False
Senegal,Dakar,2020,informal,0.343,False,False,False,none,15,65.7,secure,0.52,customary,community,False
Egypt,Cairo,2022,informal,0.327,True,False,False,none,14,67.3,insecure,0.22,formal,private,False
Uganda,Kampala,2022,informal,0.338,False,False,True,none,8,66.2,insecure,0.19,communal,family,False
Ghana,Accra,2018,informal,0.253,False,False,True,none,24,74.7,insecure,0.5,informal,community,False
Nigeria,Ibadan,2019,owner_occupied,0.724,True,False,True,none,1,27.6,very_insecure,0.13,formal,community,False
Morocco,Casablanca,2023,owner_occupied,0.827,True,True,False,registered,18,17.3,insecure,0.2,informal,community,False
Tanzania,Dar es Salaam,2025,informal,0.301,False,False,False,none,13,69.9,secure,0.79,formal,private,False
Ethiopia,Addis Ababa,2024,informal,0.205,False,False,True,pending,22,79.5,insecure,0.52,communal,family,True
South Africa,Cape Town,2020,owner_occupied,0.749,True,True,True,pending,22,25.1,very_insecure,0.66,communal,family,False
Ghana,Kumasi,2021,rental,0.626,True,False,True,none,17,37.4,insecure,0.51,customary,community,False
Nigeria,Ibadan,2021,rental,0.51,False,True,False,pending,2,49.0,insecure,0.55,customary,private,False
Uganda,Kampala,2024,rental,0.699,True,True,False,registered,21,30.1,insecure,0.54,formal,government,False
Ghana,Kumasi,2021,owner_occupied,0.923,True,False,True,pending,2,7.7,secure,0.75,communal,government,False
Nigeria,Ibadan,2021,owner_occupied,0.908,True,True,True,pending,4,9.2,very_insecure,0.84,customary,family,False
Tanzania,Dar es Salaam,2021,owner_occupied,0.874,False,False,True,registered,11,12.6,very_secure,0.24,communal,community,False
Morocco,Rabat,2024,owner_occupied,0.902,False,True,True,none,24,9.8,very_insecure,0.28,communal,family,True
Mozambique,Maputo,2022,informal,0.272,False,False,True,none,17,72.8,insecure,0.29,formal,family,False
Morocco,Rabat,2023,customary,0.536,False,False,True,none,10,46.4,insecure,0.39,informal,private,False
Malawi,Lilongwe,2019,rental,0.567,False,False,False,registered,17,43.3,secure,0.29,communal,private,False
Uganda,Kampala,2023,owner_occupied,0.778,False,False,False,none,7,22.2,very_insecure,0.89,customary,community,False
Ethiopia,Addis Ababa,2024,owner_occupied,0.799,True,True,True,registered,3,20.1,secure,0.26,formal,private,False
Zambia,Lusaka,2022,rental,0.627,False,False,True,pending,14,37.3,very_insecure,0.42,informal,community,False
South Africa,Cape Town,2021,rental,0.432,False,True,True,registered,12,56.8,very_secure,0.25,informal,private,False
Tanzania,Dar es Salaam,2025,rental,0.514,False,False,True,pending,22,48.6,very_secure,0.89,customary,community,False
South Africa,Cape Town,2022,informal,0.354,False,False,True,registered,21,64.6,insecure,0.65,formal,private,False
South Africa,Johannesburg,2020,informal,0.315,False,False,True,pending,23,68.5,very_insecure,0.78,customary,government,False
Uganda,Kampala,2021,rental,0.475,True,False,False,pending,21,52.5,insecure,0.39,informal,community,False
Nigeria,Ibadan,2022,rental,0.415,False,False,False,registered,23,58.5,very_secure,0.6,informal,government,False
Malawi,Blantyre,2018,informal,0.316,False,False,True,pending,6,68.4,insecure,0.49,communal,government,False
Rwanda,Kigali,2021,informal,0.299,False,False,True,registered,18,70.1,secure,0.77,informal,family,False
Tanzania,Dar es Salaam,2023,owner_occupied,0.748,False,True,True,pending,21,25.2,very_insecure,0.68,formal,community,True
Malawi,Blantyre,2019,informal,0.231,False,False,True,none,22,76.9,very_secure,0.69,customary,community,False
Nigeria,Kano,2020,owner_occupied,0.943,True,False,True,none,6,5.7,very_insecure,0.74,customary,family,True
Algeria,Algiers,2021,customary,0.317,True,False,True,none,15,68.3,secure,0.57,formal,private,True
Nigeria,Kano,2018,informal,0.357,True,False,True,none,21,64.3,very_insecure,0.59,customary,private,True
Egypt,Cairo,2023,rental,0.653,False,False,False,registered,10,34.7,very_insecure,0.67,communal,government,True
Senegal,Dakar,2023,informal,0.29,False,False,True,pending,9,71.0,very_secure,0.4,informal,community,False
Tanzania,Dar es Salaam,2022,owner_occupied,0.734,True,True,False,none,16,26.6,insecure,0.32,informal,community,False
Zambia,Lusaka,2020,customary,0.353,False,False,False,pending,15,64.7,very_secure,0.68,communal,government,False
Ethiopia,Dire Dawa,2025,owner_occupied,0.859,True,False,True,none,6,14.1,very_secure,0.16,customary,government,True
Nigeria,Kano,2018,informal,0.388,False,False,True,pending,10,61.2,secure,0.11,informal,community,False
Nigeria,Ibadan,2020,rental,0.428,True,False,True,registered,11,57.2,insecure,0.22,formal,family,False
Senegal,Dakar,2021,rental,0.675,False,True,False,registered,3,32.5,very_secure,0.45,formal,community,False
South Africa,Johannesburg,2025,rental,0.527,True,False,True,pending,9,47.3,secure,0.14,customary,government,False
Mozambique,Maputo,2022,rental,0.597,False,True,True,none,22,40.3,secure,0.84,customary,family,False
Rwanda,Kigali,2024,informal,0.354,False,True,True,pending,21,64.6,secure,0.43,customary,private,False
Egypt,Alexandria,2022,informal,0.417,True,False,True,none,17,58.3,secure,0.74,formal,community,True
Senegal,Dakar,2024,informal,0.354,False,False,True,registered,9,64.6,insecure,0.66,customary,government,False
Nigeria,Ibadan,2024,owner_occupied,0.887,True,True,True,none,9,11.3,very_insecure,0.59,customary,community,False
Uganda,Kampala,2018,rental,0.46,True,True,True,none,1,54.0,very_secure,0.74,informal,government,False
Morocco,Rabat,2018,rental,0.602,True,False,True,pending,8,39.8,very_insecure,0.17,communal,community,False
Algeria,Algiers,2025,owner_occupied,0.95,True,False,True,pending,12,5.0,very_insecure,0.81,formal,government,False
Uganda,Kampala,2024,informal,0.336,False,False,True,registered,15,66.4,insecure,0.13,customary,family,False
Rwanda,Kigali,2020,informal,0.223,False,False,True,pending,6,77.7,very_secure,0.18,customary,government,False
Rwanda,Kigali,2025,rental,0.695,False,False,True,none,2,30.5,very_insecure,0.54,customary,government,True
South Africa,Johannesburg,2021,informal,0.187,False,True,False,registered,4,81.3,insecure,0.51,informal,government,False
Rwanda,Kigali,2018,rental,0.6,False,False,True,none,6,40.0,very_secure,0.49,formal,family,False
Egypt,Alexandria,2018,informal,0.245,False,False,True,registered,7,75.5,insecure,0.62,formal,private,False
Morocco,Rabat,2022,owner_occupied,0.75,True,False,False,none,21,25.0,secure,0.84,customary,community,False
Rwanda,Kigali,2024,rental,0.693,True,True,False,registered,2,30.7,secure,0.67,informal,government,True
Morocco,Casablanca,2022,rental,0.625,False,False,False,none,6,37.5,secure,0.14,communal,community,False
Rwanda,Kigali,2019,rental,0.567,False,False,True,pending,4,43.3,insecure,0.84,formal,private,False
Tanzania,Dar es Salaam,2025,rental,0.433,True,True,False,none,9,56.7,secure,0.3,customary,government,False
Uganda,Kampala,2024,rental,0.545,True,True,True,pending,13,45.5,very_secure,0.47,customary,community,True
Rwanda,Kigali,2022,rental,0.591,False,False,True,pending,6,40.9,very_insecure,0.57,formal,community,False
Morocco,Rabat,2021,rental,0.634,False,False,True,registered,24,36.6,very_secure,0.57,customary,family,True
Nigeria,Kano,2018,informal,0.262,False,False,True,registered,2,73.8,insecure,0.52,communal,government,True
Zambia,Lusaka,2020,owner_occupied,0.853,True,True,True,none,12,14.7,very_insecure,0.7,communal,family,True
Zambia,Lusaka,2023,rental,0.624,False,False,True,none,14,37.6,very_insecure,0.85,communal,community,False
Tanzania,Dar es Salaam,2021,customary,0.409,False,False,False,registered,22,59.1,secure,0.13,formal,private,False
Rwanda,Kigali,2022,rental,0.461,True,True,True,none,18,53.9,secure,0.46,formal,private,False
Senegal,Dakar,2018,rental,0.675,False,False,False,pending,10,32.5,very_secure,0.79,formal,community,False
Morocco,Rabat,2018,owner_occupied,0.804,True,True,False,none,15,19.6,secure,0.64,formal,government,True
South Africa,Cape Town,2022,rental,0.402,False,True,False,pending,3,59.8,very_secure,0.46,customary,community,False
Egypt,Alexandria,2019,informal,0.324,False,False,True,pending,11,67.6,very_secure,0.44,communal,community,False
Ghana,Accra,2019,owner_occupied,0.782,True,True,True,none,15,21.8,secure,0.13,formal,family,False
Senegal,Dakar,2021,informal,0.209,False,False,True,none,6,79.1,insecure,0.29,customary,private,False
South Africa,Cape Town,2019,informal,0.212,False,False,True,registered,23,78.8,secure,0.56,communal,family,False
Morocco,Casablanca,2025,rental,0.63,True,True,False,pending,14,37.0,insecure,0.76,informal,community,False
Senegal,Dakar,2025,informal,0.218,True,True,True,registered,20,78.2,insecure,0.42,formal,family,False
Rwanda,Kigali,2020,rental,0.431,True,True,True,pending,1,56.9,secure,0.28,customary,community,False
Morocco,Rabat,2023,rental,0.515,False,False,False,pending,11,48.5,insecure,0.34,informal,family,False
Ethiopia,Addis Ababa,2018,owner_occupied,0.715,True,True,False,registered,5,28.5,insecure,0.74,formal,private,True
Morocco,Casablanca,2020,informal,0.37,False,False,True,none,8,63.0,secure,0.33,communal,family,True
Egypt,Alexandria,2018,customary,0.406,False,False,False,pending,11,59.4,insecure,0.77,communal,family,False
Rwanda,Kigali,2020,rental,0.582,False,False,False,none,21,41.8,very_insecure,0.38,communal,private,False
Uganda,Kampala,2025,informal,0.22,False,True,True,none,9,78.0,very_insecure,0.18,formal,private,False
Ghana,Accra,2024,informal,0.42,False,False,False,registered,11,58.0,very_insecure,0.4,communal,private,True
Malawi,Blantyre,2020,owner_occupied,0.867,True,True,True,registered,15,13.3,insecure,0.81,communal,private,True
Senegal,Dakar,2019,owner_occupied,0.714,False,True,False,registered,13,28.6,very_secure,0.57,formal,community,True
Mozambique,Maputo,2020,customary,0.469,False,False,False,pending,20,53.1,very_insecure,0.19,communal,private,False
South Africa,Cape Town,2022,informal,0.304,True,False,True,none,5,69.6,very_insecure,0.6,formal,government,False
Kenya,Mombasa,2023,rental,0.51,False,True,False,none,4,49.0,secure,0.25,communal,family,False
Algeria,Algiers,2019,informal,0.379,False,False,True,pending,16,62.1,very_secure,0.7,informal,government,False
Nigeria,Lagos,2023,rental,0.539,True,False,False,pending,13,46.1,very_secure,0.15,customary,community,False
South Africa,Johannesburg,2020,rental,0.64,False,True,True,registered,11,36.0,secure,0.15,communal,private,False
Zambia,Lusaka,2022,rental,0.475,False,False,True,pending,11,52.5,secure,0.19,informal,family,False
Senegal,Dakar,2020,customary,0.364,False,False,True,registered,9,63.6,very_secure,0.22,customary,community,False
Kenya,Nairobi,2023,informal,0.305,True,False,True,none,10,69.5,insecure,0.78,communal,family,False
Senegal,Dakar,2020,informal,0.319,False,False,False,pending,1,68.1,secure,0.76,customary,family,True
Egypt,Cairo,2020,informal,0.252,True,False,True,registered,3,74.8,very_insecure,0.6,informal,government,False
Zambia,Lusaka,2025,rental,0.494,True,False,True,none,7,50.6,secure,0.45,informal,private,True
Zambia,Lusaka,2023,informal,0.341,False,False,False,pending,4,65.9,secure,0.62,communal,government,False
Rwanda,Kigali,2021,informal,0.41,False,False,False,pending,3,59.0,secure,0.81,communal,family,False
Senegal,Dakar,2025,rental,0.626,True,True,True,registered,18,37.4,very_secure,0.26,formal,community,False
Ethiopia,Addis Ababa,2025,rental,0.451,True,True,True,none,19,54.9,secure,0.15,formal,government,False
Rwanda,Kigali,2025,informal,0.379,True,False,False,pending,4,62.1,very_secure,0.85,formal,family,False
Morocco,Casablanca,2025,informal,0.361,True,False,True,none,24,63.9,secure,0.26,formal,government,False
Malawi,Lilongwe,2019,rental,0.651,False,False,True,pending,10,34.9,insecure,0.53,informal,government,True
Zambia,Lusaka,2021,informal,0.361,False,False,True,none,14,63.9,very_secure,0.31,informal,community,False
Morocco,Casablanca,2020,informal,0.177,False,False,False,pending,14,82.3,insecure,0.51,formal,government,False
Senegal,Dakar,2018,rental,0.449,False,True,True,pending,1,55.1,insecure,0.64,informal,community,False
South Africa,Cape Town,2021,rental,0.605,False,True,True,registered,2,39.5,very_insecure,0.85,customary,private,False
South Africa,Johannesburg,2025,informal,0.265,False,False,True,none,14,73.5,very_secure,0.27,formal,government,True
Uganda,Kampala,2023,informal,0.395,False,False,False,pending,7,60.5,insecure,0.41,informal,family,False
Ethiopia,Addis Ababa,2022,owner_occupied,0.79,False,False,False,pending,6,21.0,insecure,0.21,communal,private,False
Ethiopia,Addis Ababa,2018,rental,0.563,True,False,False,registered,1,43.7,very_secure,0.73,communal,community,False
Uganda,Kampala,2023,informal,0.272,False,False,False,none,17,72.8,secure,0.83,informal,community,False
Tanzania,Dar es Salaam,2023,customary,0.566,True,False,False,pending,19,43.4,secure,0.39,informal,community,False
Algeria,Algiers,2019,rental,0.646,True,True,True,pending,6,35.4,insecure,0.62,informal,government,False
Rwanda,Kigali,2021,informal,0.381,False,False,True,pending,3,61.9,insecure,0.19,communal,family,False
Uganda,Kampala,2019,rental,0.669,False,False,True,none,9,33.1,insecure,0.57,formal,private,False
Senegal,Dakar,2018,informal,0.38,False,True,True,none,24,62.0,very_insecure,0.23,informal,private,False
South Africa,Johannesburg,2022,informal,0.368,True,False,True,registered,20,63.2,secure,0.51,informal,private,False
Kenya,Kisumu,2018,customary,0.31,False,False,True,registered,13,69.0,insecure,0.53,formal,community,False
Malawi,Lilongwe,2022,informal,0.367,False,False,True,pending,21,63.3,insecure,0.3,formal,family,False
Uganda,Kampala,2018,owner_occupied,0.841,True,True,True,pending,7,15.9,very_secure,0.86,communal,private,False
Algeria,Algiers,2022,informal,0.43,True,False,True,registered,20,57.0,very_secure,0.6,customary,family,False
Algeria,Algiers,2019,owner_occupied,0.836,True,True,True,pending,17,16.4,secure,0.63,informal,private,False
Malawi,Blantyre,2025,rental,0.472,False,True,True,registered,13,52.8,insecure,0.59,formal,private,False
Zambia,Lusaka,2024,informal,0.252,False,True,True,registered,11,74.8,very_insecure,0.68,customary,private,False
South Africa,Cape Town,2022,informal,0.402,False,False,True,registered,10,59.8,very_secure,0.38,informal,family,False
Ethiopia,Addis Ababa,2024,owner_occupied,0.855,False,True,True,pending,15,14.5,insecure,0.72,formal,community,False
Mozambique,Maputo,2025,rental,0.593,False,False,True,none,20,40.7,secure,0.15,communal,government,False
Egypt,Cairo,2019,owner_occupied,0.883,True,True,False,registered,4,11.7,insecure,0.86,informal,community,False
South Africa,Johannesburg,2025,informal,0.215,False,False,True,pending,3,78.5,insecure,0.83,informal,community,False
Egypt,Alexandria,2024,informal,0.329,False,False,True,pending,18,67.1,very_insecure,0.34,customary,family,False
Kenya,Nairobi,2021,rental,0.405,False,True,True,pending,23,59.5,insecure,0.89,informal,private,False
Nigeria,Lagos,2022,owner_occupied,0.941,True,True,True,none,19,5.9,very_insecure,0.16,customary,government,False
Ethiopia,Addis Ababa,2023,rental,0.415,True,False,True,pending,2,58.5,secure,0.67,communal,private,False
South Africa,Cape Town,2023,rental,0.487,True,False,False,pending,1,51.3,very_insecure,0.19,customary,private,False
Morocco,Casablanca,2018,customary,0.476,False,False,True,none,24,52.4,very_secure,0.37,customary,private,False
Nigeria,Ibadan,2021,customary,0.314,False,True,False,none,18,68.6,insecure,0.44,customary,government,False
Senegal,Dakar,2024,owner_occupied,0.75,True,True,False,none,3,25.0,secure,0.48,communal,private,True
Morocco,Rabat,2023,rental,0.555,False,True,False,pending,3,44.5,insecure,0.74,formal,private,False
Senegal,Dakar,2022,informal,0.364,False,False,True,registered,3,63.6,secure,0.84,formal,private,False
Kenya,Nairobi,2018,customary,0.427,False,False,False,none,3,57.3,very_secure,0.89,customary,family,False
Tanzania,Dar es Salaam,2018,customary,0.315,False,False,True,pending,23,68.5,very_insecure,0.63,formal,community,False
Senegal,Dakar,2020,customary,0.428,False,False,True,none,15,57.2,secure,0.17,communal,government,True
Senegal,Dakar,2025,rental,0.605,True,True,True,pending,12,39.5,very_secure,0.35,formal,community,False
Malawi,Blantyre,2024,informal,0.32,False,False,True,pending,23,68.0,insecure,0.15,informal,community,False
Rwanda,Kigali,2019,owner_occupied,0.722,True,False,False,none,10,27.8,insecure,0.23,formal,government,False
Algeria,Algiers,2018,customary,0.473,False,True,True,none,7,52.7,insecure,0.66,customary,family,False
Mozambique,Maputo,2024,informal,0.371,False,False,False,registered,18,62.9,very_secure,0.33,customary,private,False
Kenya,Mombasa,2022,rental,0.504,True,True,True,pending,17,49.6,secure,0.66,communal,private,False
Kenya,Mombasa,2020,owner_occupied,0.708,True,True,True,pending,4,29.2,very_insecure,0.56,customary,community,False
Nigeria,Ibadan,2019,customary,0.473,False,False,False,pending,16,52.7,secure,0.39,communal,family,True
Zambia,Lusaka,2018,customary,0.514,False,False,False,registered,13,48.6,very_secure,0.27,customary,family,False
Mozambique,Beira,2020,informal,0.365,False,False,False,none,16,63.5,very_secure,0.83,informal,private,True
Malawi,Blantyre,2020,informal,0.395,True,False,True,none,7,60.5,very_secure,0.74,communal,government,False
Egypt,Cairo,2019,rental,0.534,True,False,False,none,18,46.6,insecure,0.44,communal,government,True
Algeria,Algiers,2023,informal,0.263,False,True,True,pending,11,73.7,very_secure,0.36,informal,family,False
Mozambique,Maputo,2018,informal,0.199,False,False,False,none,8,80.1,insecure,0.1,formal,government,False
Uganda,Kampala,2020,customary,0.392,False,True,True,registered,17,60.8,very_insecure,0.48,formal,private,False
Algeria,Algiers,2022,informal,0.212,False,False,False,pending,1,78.8,very_insecure,0.43,formal,family,False
Malawi,Blantyre,2019,informal,0.42,False,False,True,none,10,58.0,insecure,0.12,informal,government,False
Malawi,Blantyre,2019,informal,0.357,False,False,True,none,24,64.3,very_secure,0.68,communal,family,True
Nigeria,Lagos,2022,informal,0.233,False,False,True,registered,22,76.7,secure,0.87,communal,government,False
Ethiopia,Addis Ababa,2022,informal,0.195,False,False,False,none,10,80.5,very_secure,0.15,formal,community,False
Kenya,Kisumu,2019,informal,0.415,True,True,True,none,15,58.5,insecure,0.86,communal,private,False
Ethiopia,Dire Dawa,2018,customary,0.469,False,True,True,pending,14,53.1,very_secure,0.35,customary,government,False
South Africa,Cape Town,2022,informal,0.338,False,True,False,none,16,66.2,very_insecure,0.45,customary,government,False
Uganda,Kampala,2024,rental,0.647,False,False,True,registered,22,35.3,very_insecure,0.78,formal,government,False
Ethiopia,Addis Ababa,2025,informal,0.391,False,False,False,registered,7,60.9,very_secure,0.37,informal,government,True
Ghana,Accra,2018,informal,0.355,True,False,True,none,20,64.5,secure,0.16,communal,government,False
Rwanda,Kigali,2018,customary,0.545,False,False,False,registered,2,45.5,secure,0.32,customary,private,True
Kenya,Kisumu,2025,rental,0.695,True,False,True,none,13,30.5,secure,0.13,informal,government,False
Mozambique,Maputo,2023,rental,0.528,True,True,True,registered,17,47.2,very_insecure,0.43,informal,government,False
Rwanda,Kigali,2019,rental,0.687,False,False,True,pending,24,31.3,insecure,0.57,customary,family,False
Morocco,Rabat,2024,rental,0.583,False,False,True,registered,7,41.7,very_secure,0.59,informal,community,False
Rwanda,Kigali,2023,informal,0.202,False,False,True,registered,15,79.8,very_secure,0.13,formal,private,False
Ghana,Kumasi,2019,informal,0.301,False,False,True,pending,13,69.9,very_insecure,0.26,communal,community,False
South Africa,Johannesburg,2021,informal,0.183,False,False,True,none,16,81.7,very_insecure,0.62,formal,community,True
Morocco,Casablanca,2020,informal,0.432,False,False,True,registered,9,56.8,very_secure,0.49,customary,community,False
Malawi,Lilongwe,2021,customary,0.475,False,False,False,none,20,52.5,secure,0.55,formal,private,False
Ghana,Accra,2018,rental,0.446,False,False,True,pending,12,55.4,secure,0.45,customary,government,False
Ethiopia,Dire Dawa,2023,rental,0.613,True,True,True,registered,6,38.7,very_insecure,0.77,customary,community,True
Ethiopia,Dire Dawa,2018,owner_occupied,0.774,True,False,True,pending,16,22.6,very_insecure,0.18,informal,family,False
Kenya,Nairobi,2024,rental,0.543,False,False,False,none,7,45.7,secure,0.82,communal,family,True
Uganda,Kampala,2020,rental,0.696,True,False,True,registered,13,30.4,very_insecure,0.73,informal,community,False
Nigeria,Ibadan,2020,owner_occupied,0.755,False,False,False,pending,13,24.5,secure,0.47,informal,community,False
Nigeria,Ibadan,2023,informal,0.239,False,False,True,none,18,76.1,very_secure,0.46,communal,community,False
Malawi,Lilongwe,2024,informal,0.245,True,False,True,pending,13,75.5,very_secure,0.63,informal,government,True
Malawi,Lilongwe,2024,informal,0.298,True,True,True,none,20,70.2,very_secure,0.82,formal,private,True
Malawi,Lilongwe,2023,informal,0.201,False,False,True,none,8,79.9,very_insecure,0.28,informal,private,False
Algeria,Algiers,2020,rental,0.653,True,True,True,pending,19,34.7,very_secure,0.15,informal,community,False
Algeria,Algiers,2022,informal,0.306,False,False,True,none,22,69.4,secure,0.14,informal,community,False
Kenya,Mombasa,2018,owner_occupied,0.903,True,False,False,registered,13,9.7,very_insecure,0.81,customary,government,False
Rwanda,Kigali,2019,rental,0.499,False,True,True,none,3,50.1,very_secure,0.6,formal,family,False
Ghana,Accra,2020,owner_occupied,0.73,True,False,True,registered,22,27.0,secure,0.72,customary,family,False
Mozambique,Maputo,2023,rental,0.61,True,True,True,registered,1,39.0,very_secure,0.21,communal,government,False
Ethiopia,Dire Dawa,2022,informal,0.281,False,False,True,none,17,71.9,very_insecure,0.77,informal,community,False
Senegal,Dakar,2023,owner_occupied,0.897,True,False,True,none,3,10.3,insecure,0.3,communal,government,False
Algeria,Algiers,2019,rental,0.548,False,True,True,registered,13,45.2,secure,0.75,communal,community,False
Tanzania,Dar es Salaam,2025,informal,0.331,False,False,True,pending,13,66.9,very_insecure,0.23,customary,government,False
Zambia,Lusaka,2018,owner_occupied,0.749,False,True,True,registered,3,25.1,very_insecure,0.4,customary,community,False
Morocco,Rabat,2021,rental,0.449,True,True,True,none,7,55.1,insecure,0.6,formal,private,False
Kenya,Mombasa,2024,informal,0.383,False,False,True,pending,13,61.7,secure,0.5,customary,private,False
Tanzania,Dar es Salaam,2025,customary,0.494,False,False,True,none,14,50.6,very_insecure,0.86,formal,government,False
Uganda,Kampala,2022,rental,0.603,True,False,True,registered,21,39.7,insecure,0.71,communal,family,True
South Africa,Cape Town,2025,customary,0.345,False,False,False,pending,12,65.5,very_secure,0.82,formal,government,False
Uganda,Kampala,2022,informal,0.332,False,False,True,registered,18,66.8,very_secure,0.29,informal,government,False
Nigeria,Kano,2024,rental,0.567,True,False,True,pending,6,43.3,very_insecure,0.21,customary,community,False
Rwanda,Kigali,2022,rental,0.679,False,False,True,registered,22,32.1,secure,0.82,formal,private,False
Uganda,Kampala,2023,rental,0.402,True,False,True,none,7,59.8,secure,0.2,customary,private,False
Malawi,Blantyre,2021,rental,0.504,True,True,True,none,4,49.6,very_insecure,0.3,informal,family,True
Tanzania,Dar es Salaam,2021,rental,0.416,True,True,False,pending,20,58.4,very_secure,0.74,customary,community,True
Uganda,Kampala,2018,owner_occupied,0.843,True,False,True,registered,24,15.7,secure,0.65,customary,family,False
Egypt,Cairo,2025,rental,0.411,True,True,True,registered,22,58.9,very_insecure,0.73,formal,community,False
Ethiopia,Addis Ababa,2020,informal,0.193,False,False,True,pending,13,80.7,very_secure,0.79,communal,private,True
Egypt,Cairo,2025,rental,0.539,False,False,True,none,7,46.1,very_insecure,0.1,formal,private,True
Kenya,Mombasa,2023,owner_occupied,0.949,True,True,True,none,3,5.1,very_insecure,0.37,formal,government,False
Ghana,Kumasi,2025,rental,0.425,True,False,False,none,21,57.5,insecure,0.41,communal,family,True
Egypt,Cairo,2024,owner_occupied,0.858,True,True,False,registered,22,14.2,very_secure,0.65,customary,private,False
Mozambique,Beira,2018,informal,0.275,False,False,True,none,24,72.5,insecure,0.13,formal,private,False
Zambia,Lusaka,2023,owner_occupied,0.715,True,True,True,none,14,28.5,secure,0.43,customary,community,False
South Africa,Johannesburg,2023,informal,0.178,False,False,True,registered,23,82.2,very_secure,0.51,informal,family,False
Zambia,Lusaka,2021,rental,0.417,False,False,True,none,12,58.3,very_insecure,0.63,customary,private,False
Zambia,Lusaka,2018,informal,0.38,False,False,False,none,2,62.0,insecure,0.55,formal,government,False
Morocco,Rabat,2019,informal,0.211,True,True,True,none,24,78.9,very_insecure,0.79,formal,family,True
Tanzania,Dar es Salaam,2018,informal,0.353,False,False,True,pending,11,64.7,very_insecure,0.21,communal,family,False
Malawi,Lilongwe,2025,informal,0.25,False,False,True,pending,10,75.0,secure,0.54,communal,family,False
Mozambique,Beira,2018,owner_occupied,0.934,True,True,True,registered,13,6.6,insecure,0.17,customary,private,False
Rwanda,Kigali,2025,owner_occupied,0.83,False,True,True,registered,21,17.0,very_insecure,0.16,communal,government,False
Algeria,Algiers,2022,rental,0.558,False,True,False,registered,11,44.2,very_secure,0.87,formal,government,False
Zambia,Lusaka,2022,rental,0.487,False,True,True,registered,23,51.3,very_secure,0.86,formal,community,False
Kenya,Nairobi,2025,rental,0.578,True,False,True,none,23,42.2,insecure,0.76,formal,private,False
Mozambique,Maputo,2024,informal,0.336,False,False,False,none,15,66.4,insecure,0.61,communal,family,True
Morocco,Rabat,2023,rental,0.469,False,False,True,registered,9,53.1,secure,0.39,customary,government,False
Rwanda,Kigali,2024,informal,0.362,False,False,True,none,3,63.8,very_insecure,0.21,informal,government,False
Senegal,Dakar,2020,informal,0.214,False,False,False,registered,16,78.6,very_secure,0.22,informal,family,False
Egypt,Alexandria,2021,owner_occupied,0.898,False,True,True,registered,8,10.2,very_secure,0.17,communal,private,False
Morocco,Casablanca,2020,informal,0.241,False,False,False,pending,22,75.9,very_secure,0.78,customary,government,False
Uganda,Kampala,2018,rental,0.493,False,True,True,none,8,50.7,very_insecure,0.17,formal,family,False
Nigeria,Ibadan,2023,owner_occupied,0.874,True,True,True,pending,17,12.6,insecure,0.35,customary,private,False
Kenya,Mombasa,2023,rental,0.485,True,False,True,none,3,51.5,insecure,0.6,customary,community,False
Senegal,Dakar,2020,informal,0.188,False,False,True,pending,9,81.2,insecure,0.52,communal,government,True
Ghana,Kumasi,2018,informal,0.418,True,False,True,registered,13,58.2,insecure,0.8,informal,community,False
Rwanda,Kigali,2021,owner_occupied,0.75,False,True,False,none,18,25.0,very_secure,0.41,formal,community,True
Senegal,Dakar,2019,customary,0.553,False,True,True,none,10,44.7,secure,0.28,informal,private,True
Malawi,Lilongwe,2024,owner_occupied,0.737,True,True,True,registered,7,26.3,very_secure,0.62,informal,private,True
Malawi,Lilongwe,2021,rental,0.439,False,False,True,registered,22,56.1,insecure,0.13,communal,private,True
Egypt,Alexandria,2024,informal,0.407,False,False,False,none,11,59.3,secure,0.68,communal,community,False
Mozambique,Beira,2018,owner_occupied,0.901,True,False,True,pending,15,9.9,insecure,0.54,communal,private,False
Tanzania,Dar es Salaam,2024,rental,0.401,True,False,False,registered,12,59.9,very_insecure,0.33,formal,family,False
Uganda,Kampala,2022,customary,0.302,True,False,True,registered,3,69.8,very_secure,0.14,communal,government,False
Ghana,Accra,2023,informal,0.179,True,False,True,pending,5,82.1,very_secure,0.24,customary,private,False
Senegal,Dakar,2024,rental,0.444,True,False,False,none,10,55.6,very_insecure,0.38,informal,private,False
South Africa,Johannesburg,2023,informal,0.419,False,False,True,registered,3,58.1,very_insecure,0.3,communal,community,False
Senegal,Dakar,2024,rental,0.509,False,True,True,pending,15,49.1,very_insecure,0.62,informal,community,False
Zambia,Lusaka,2025,rental,0.421,False,True,True,pending,7,57.9,very_insecure,0.7,customary,private,False
Zambia,Lusaka,2020,informal,0.305,True,False,True,none,24,69.5,very_secure,0.55,formal,government,False
Tanzania,Dar es Salaam,2020,informal,0.377,False,False,True,pending,7,62.3,insecure,0.11,customary,private,False
Tanzania,Dar es Salaam,2024,rental,0.53,False,False,True,pending,9,47.0,insecure,0.7,customary,family,False
Ethiopia,Dire Dawa,2019,rental,0.457,False,True,True,pending,15,54.3,secure,0.21,customary,family,False
Algeria,Algiers,2022,informal,0.274,True,True,False,pending,1,72.6,very_insecure,0.61,customary,family,False
Kenya,Kisumu,2022,rental,0.475,False,False,True,pending,15,52.5,insecure,0.57,communal,family,False
Algeria,Algiers,2024,rental,0.458,True,True,False,registered,21,54.2,very_insecure,0.55,formal,family,False
Ethiopia,Addis Ababa,2021,informal,0.318,False,False,True,none,6,68.2,insecure,0.24,formal,family,True
Algeria,Algiers,2022,owner_occupied,0.803,True,True,True,registered,16,19.7,secure,0.83,customary,family,False
Nigeria,Lagos,2019,informal,0.384,False,False,False,registered,19,61.6,very_insecure,0.76,customary,government,False
Ethiopia,Addis Ababa,2025,rental,0.443,False,False,True,registered,4,55.7,very_insecure,0.25,informal,government,False
Nigeria,Kano,2025,informal,0.36,False,False,True,none,7,64.0,very_secure,0.38,formal,government,True
Egypt,Alexandria,2023,informal,0.231,False,False,True,pending,7,76.9,secure,0.67,customary,private,False
Ethiopia,Dire Dawa,2024,rental,0.526,False,False,True,pending,6,47.4,secure,0.32,communal,family,True
Nigeria,Lagos,2025,rental,0.675,False,False,False,none,5,32.5,very_insecure,0.11,formal,community,False
Algeria,Algiers,2022,informal,0.391,False,False,True,pending,12,60.9,insecure,0.55,communal,family,False
Mozambique,Beira,2019,rental,0.482,False,False,True,registered,10,51.8,secure,0.72,formal,private,False
Ethiopia,Addis Ababa,2025,informal,0.35,False,False,False,none,16,65.0,secure,0.84,customary,government,False
South Africa,Johannesburg,2020,informal,0.419,False,False,True,pending,1,58.1,secure,0.51,customary,private,False
Rwanda,Kigali,2022,informal,0.275,False,False,True,registered,6,72.5,very_insecure,0.32,communal,family,False
Ghana,Accra,2018,informal,0.228,False,False,True,none,21,77.2,very_secure,0.2,communal,community,True
Ghana,Accra,2022,rental,0.682,False,False,False,registered,11,31.8,insecure,0.24,customary,private,True
Senegal,Dakar,2025,informal,0.376,False,False,True,none,15,62.4,secure,0.46,formal,community,False
Tanzania,Dar es Salaam,2025,informal,0.393,False,False,True,registered,17,60.7,very_secure,0.52,formal,community,False
Ethiopia,Dire Dawa,2024,informal,0.292,False,False,True,none,9,70.8,insecure,0.84,customary,family,True
Senegal,Dakar,2022,rental,0.469,True,False,True,pending,18,53.1,very_secure,0.8,customary,community,True
Nigeria,Kano,2024,rental,0.458,False,False,True,none,15,54.2,very_secure,0.18,formal,family,False
Kenya,Mombasa,2019,rental,0.497,True,False,False,pending,21,50.3,insecure,0.4,customary,family,False
Malawi,Blantyre,2018,informal,0.418,False,False,True,registered,24,58.2,insecure,0.72,formal,community,False
Nigeria,Ibadan,2023,rental,0.626,False,False,True,none,10,37.4,insecure,0.57,formal,private,False
Kenya,Kisumu,2024,rental,0.525,False,False,True,none,10,47.5,very_secure,0.87,formal,private,False
Egypt,Cairo,2018,rental,0.63,True,True,False,registered,9,37.0,very_insecure,0.53,formal,family,False
Ghana,Kumasi,2024,informal,0.286,False,False,True,none,13,71.4,secure,0.42,communal,private,False
Rwanda,Kigali,2025,owner_occupied,0.713,True,True,False,none,23,28.7,insecure,0.58,communal,government,False
Senegal,Dakar,2022,customary,0.494,False,True,True,registered,17,50.6,insecure,0.1,communal,community,False
Egypt,Cairo,2020,informal,0.194,False,False,False,pending,9,80.6,very_insecure,0.79,customary,community,False
Egypt,Cairo,2020,informal,0.371,True,False,False,registered,10,62.9,secure,0.53,customary,private,False
Rwanda,Kigali,2021,rental,0.679,False,False,True,registered,24,32.1,secure,0.83,formal,private,True
Morocco,Casablanca,2022,rental,0.562,False,True,False,pending,3,43.8,very_secure,0.53,formal,government,False
Ghana,Kumasi,2024,customary,0.324,False,False,False,registered,18,67.6,very_insecure,0.79,formal,community,False
Tanzania,Dar es Salaam,2022,informal,0.307,False,False,True,none,11,69.3,very_secure,0.45,communal,community,False
Algeria,Algiers,2024,owner_occupied,0.872,True,True,False,none,11,12.8,very_insecure,0.7,informal,private,False
Uganda,Kampala,2025,informal,0.206,False,False,True,pending,4,79.4,secure,0.27,informal,community,True
Uganda,Kampala,2022,rental,0.617,True,True,True,pending,7,38.3,very_secure,0.4,formal,community,False
Mozambique,Beira,2020,rental,0.551,True,False,True,pending,1,44.9,insecure,0.25,formal,private,False
Uganda,Kampala,2019,informal,0.43,False,False,True,pending,7,57.0,very_insecure,0.75,communal,community,False
South Africa,Cape Town,2025,informal,0.186,False,False,False,none,10,81.4,insecure,0.69,communal,private,False
Senegal,Dakar,2020,informal,0.424,False,False,False,registered,22,57.6,very_secure,0.12,informal,family,False
Nigeria,Ibadan,2024,owner_occupied,0.827,True,True,True,registered,13,17.3,insecure,0.76,communal,community,True
Algeria,Algiers,2019,informal,0.25,False,True,False,pending,8,75.0,secure,0.18,customary,family,False
Nigeria,Ibadan,2025,informal,0.181,False,False,False,none,17,81.9,secure,0.4,formal,government,False
Egypt,Alexandria,2024,informal,0.406,False,True,False,none,9,59.4,very_secure,0.73,customary,government,False
Ghana,Kumasi,2021,rental,0.408,True,False,True,pending,19,59.2,very_secure,0.55,customary,government,False
Rwanda,Kigali,2023,informal,0.314,False,False,True,registered,18,68.6,insecure,0.71,customary,government,False
Uganda,Kampala,2020,rental,0.531,True,False,True,pending,10,46.9,very_insecure,0.33,formal,family,False
South Africa,Cape Town,2019,informal,0.199,False,False,True,pending,1,80.1,very_insecure,0.79,informal,private,False
Egypt,Alexandria,2018,customary,0.544,True,False,True,pending,5,45.6,insecure,0.7,customary,community,False
Zambia,Lusaka,2019,informal,0.237,False,True,True,registered,1,76.3,very_secure,0.38,communal,community,False
Nigeria,Ibadan,2022,owner_occupied,0.864,True,True,True,registered,19,13.6,very_secure,0.38,informal,community,False
Uganda,Kampala,2021,informal,0.353,False,False,True,pending,7,64.7,insecure,0.62,informal,government,True
Ethiopia,Addis Ababa,2018,rental,0.535,True,True,True,pending,3,46.5,secure,0.58,customary,community,False
Nigeria,Kano,2019,informal,0.43,False,False,False,pending,1,57.0,secure,0.53,informal,government,False
Rwanda,Kigali,2025,owner_occupied,0.778,True,True,False,registered,20,22.2,secure,0.77,formal,family,False
Nigeria,Lagos,2020,informal,0.39,False,False,True,none,3,61.0,very_insecure,0.27,formal,government,False
Mozambique,Beira,2021,informal,0.335,True,True,True,registered,17,66.5,secure,0.73,formal,family,False
South Africa,Johannesburg,2020,informal,0.346,False,False,True,none,14,65.4,secure,0.57,customary,community,False
Malawi,Lilongwe,2019,owner_occupied,0.949,True,True,False,registered,12,5.1,very_secure,0.15,informal,private,False
Egypt,Cairo,2022,rental,0.672,True,False,True,none,7,32.8,insecure,0.34,informal,family,False
Morocco,Casablanca,2021,informal,0.196,False,False,True,registered,6,80.4,insecure,0.85,formal,government,False
Egypt,Cairo,2022,informal,0.29,False,False,True,pending,4,71.0,very_insecure,0.82,informal,private,False
Nigeria,Kano,2020,rental,0.592,True,False,False,registered,16,40.8,very_secure,0.63,communal,community,False
Zambia,Lusaka,2021,customary,0.369,False,False,False,registered,16,63.1,very_insecure,0.35,customary,private,True
Ethiopia,Dire Dawa,2023,rental,0.44,True,False,False,registered,3,56.0,insecure,0.36,communal,community,False
Kenya,Kisumu,2024,rental,0.616,True,False,True,none,20,38.4,very_secure,0.36,formal,government,False
Ethiopia,Addis Ababa,2022,rental,0.651,True,False,True,registered,18,34.9,very_insecure,0.11,informal,family,False
Uganda,Kampala,2025,informal,0.383,False,False,True,pending,13,61.7,secure,0.17,customary,government,False
Rwanda,Kigali,2019,rental,0.699,True,True,True,registered,1,30.1,secure,0.35,informal,community,False
Morocco,Casablanca,2018,informal,0.22,False,False,True,none,12,78.0,insecure,0.14,communal,community,False
Kenya,Kisumu,2023,rental,0.523,True,True,True,none,13,47.7,secure,0.25,communal,government,True
Malawi,Blantyre,2022,informal,0.259,False,False,False,registered,1,74.1,insecure,0.8,customary,community,False
Algeria,Algiers,2024,rental,0.454,True,False,True,registered,22,54.6,secure,0.21,formal,family,False
Uganda,Kampala,2024,owner_occupied,0.852,True,True,True,registered,3,14.8,insecure,0.53,formal,government,False
Nigeria,Kano,2024,owner_occupied,0.936,True,False,False,registered,1,6.4,very_secure,0.23,customary,government,False
Malawi,Blantyre,2025,rental,0.553,True,False,True,registered,7,44.7,very_secure,0.36,formal,government,False
Algeria,Algiers,2021,owner_occupied,0.792,True,False,False,pending,3,20.8,secure,0.44,formal,government,False
Morocco,Rabat,2023,rental,0.412,False,False,True,none,5,58.8,secure,0.85,formal,private,False
Zambia,Lusaka,2024,informal,0.355,False,False,True,none,22,64.5,very_insecure,0.84,communal,private,False
Nigeria,Lagos,2023,informal,0.189,False,False,False,registered,9,81.1,secure,0.19,informal,private,False
Ethiopia,Dire Dawa,2020,informal,0.198,False,False,True,none,1,80.2,secure,0.34,customary,community,False
Morocco,Casablanca,2019,owner_occupied,0.819,True,True,True,registered,4,18.1,secure,0.32,informal,family,False
Morocco,Rabat,2023,informal,0.187,True,False,False,none,12,81.3,insecure,0.6,communal,private,False
Senegal,Dakar,2023,informal,0.265,True,False,True,none,11,73.5,very_secure,0.75,customary,private,False
Nigeria,Ibadan,2022,rental,0.671,False,False,True,registered,20,32.9,insecure,0.32,informal,government,False
Kenya,Mombasa,2025,rental,0.521,False,False,False,registered,13,47.9,very_secure,0.68,formal,family,False
Kenya,Mombasa,2018,rental,0.526,True,False,False,registered,23,47.4,very_insecure,0.18,formal,private,False
Ethiopia,Dire Dawa,2022,owner_occupied,0.94,False,False,True,none,23,6.0,very_insecure,0.72,communal,family,True
Kenya,Mombasa,2023,informal,0.202,False,True,True,registered,2,79.8,very_secure,0.49,customary,private,False
Nigeria,Kano,2019,rental,0.614,False,False,True,pending,15,38.6,secure,0.19,communal,family,False
Rwanda,Kigali,2020,owner_occupied,0.876,True,False,True,none,20,12.4,insecure,0.27,formal,private,False
Ethiopia,Addis Ababa,2018,informal,0.429,False,False,True,none,23,57.1,secure,0.17,informal,community,True
Mozambique,Maputo,2020,customary,0.562,False,False,False,registered,19,43.8,secure,0.2,customary,private,False
Rwanda,Kigali,2022,informal,0.204,False,False,True,none,13,79.6,secure,0.81,communal,family,False
Tanzania,Dar es Salaam,2023,rental,0.528,True,True,True,registered,19,47.2,insecure,0.49,formal,family,False
Senegal,Dakar,2024,rental,0.534,True,False,True,pending,4,46.6,insecure,0.2,communal,family,False
Mozambique,Maputo,2022,informal,0.173,False,False,True,none,13,82.7,insecure,0.58,communal,community,False
Zambia,Lusaka,2025,rental,0.597,False,False,True,registered,19,40.3,insecure,0.84,communal,government,True
Zambia,Lusaka,2023,informal,0.347,False,False,True,registered,6,65.3,very_secure,0.79,formal,private,False
Ghana,Kumasi,2022,rental,0.459,False,False,False,none,20,54.1,very_secure,0.62,communal,government,True
Egypt,Cairo,2022,rental,0.491,True,False,True,registered,8,50.9,secure,0.56,communal,private,True
Malawi,Blantyre,2018,informal,0.312,False,False,False,none,12,68.8,very_insecure,0.4,communal,government,False
Mozambique,Beira,2024,owner_occupied,0.936,False,True,True,pending,18,6.4,secure,0.16,communal,private,False
Morocco,Casablanca,2019,informal,0.391,False,False,False,none,14,60.9,very_insecure,0.67,formal,family,False
Ethiopia,Dire Dawa,2021,rental,0.482,False,False,True,none,16,51.8,very_secure,0.52,informal,community,False
Morocco,Casablanca,2018,rental,0.43,True,False,True,pending,8,57.0,insecure,0.89,formal,private,True
Nigeria,Lagos,2024,informal,0.246,False,False,True,none,20,75.4,very_secure,0.79,informal,community,True
Malawi,Blantyre,2019,customary,0.564,False,False,True,none,4,43.6,insecure,0.75,informal,government,False
Kenya,Kisumu,2025,owner_occupied,0.729,True,False,True,none,17,27.1,very_secure,0.49,formal,community,False
Ethiopia,Dire Dawa,2022,owner_occupied,0.777,True,False,True,pending,19,22.3,secure,0.58,formal,community,False
Ghana,Accra,2021,owner_occupied,0.896,True,False,True,none,21,10.4,secure,0.85,formal,private,True
Senegal,Dakar,2022,rental,0.624,False,True,False,registered,20,37.6,very_secure,0.35,customary,community,False
Kenya,Nairobi,2018,rental,0.673,False,True,True,none,1,32.7,very_insecure,0.58,informal,private,False
South Africa,Johannesburg,2018,informal,0.367,False,False,False,registered,17,63.3,very_secure,0.29,communal,private,False
Rwanda,Kigali,2023,owner_occupied,0.85,True,True,False,registered,11,15.0,very_secure,0.3,formal,government,False
Ghana,Accra,2024,informal,0.307,False,False,True,registered,3,69.3,insecure,0.86,communal,community,False
Morocco,Rabat,2018,informal,0.193,True,True,True,registered,14,80.7,insecure,0.47,informal,private,False
Nigeria,Lagos,2018,owner_occupied,0.769,True,False,True,registered,2,23.1,insecure,0.32,formal,government,False
Egypt,Cairo,2021,owner_occupied,0.916,False,True,True,pending,16,8.4,very_secure,0.64,communal,family,False
Ethiopia,Dire Dawa,2022,informal,0.213,False,False,True,pending,14,78.7,very_secure,0.87,informal,private,False
Nigeria,Lagos,2018,informal,0.432,False,False,True,pending,23,56.8,very_insecure,0.79,customary,government,False
Egypt,Alexandria,2019,owner_occupied,0.896,False,False,True,pending,1,10.4,very_insecure,0.26,customary,private,True
Senegal,Dakar,2020,informal,0.376,False,False,True,registered,21,62.4,very_secure,0.81,formal,community,False
Rwanda,Kigali,2020,customary,0.445,False,False,True,pending,19,55.5,insecure,0.78,formal,family,False
Morocco,Casablanca,2018,owner_occupied,0.776,True,True,True,registered,10,22.4,secure,0.66,customary,private,True
Kenya,Kisumu,2020,rental,0.63,False,False,True,pending,16,37.0,insecure,0.74,communal,private,False
Kenya,Nairobi,2022,informal,0.349,False,False,False,none,23,65.1,very_insecure,0.49,informal,family,False
Zambia,Lusaka,2023,informal,0.426,True,False,False,pending,15,57.4,insecure,0.28,informal,family,True
Rwanda,Kigali,2019,informal,0.313,False,False,False,registered,2,68.7,very_insecure,0.68,communal,family,False
Morocco,Rabat,2021,customary,0.545,False,True,True,pending,24,45.5,secure,0.87,formal,family,False
Mozambique,Maputo,2021,owner_occupied,0.757,True,True,True,none,19,24.3,secure,0.17,customary,community,False
Ghana,Accra,2024,rental,0.442,False,True,True,none,24,55.8,insecure,0.15,informal,family,False
Malawi,Blantyre,2025,owner_occupied,0.945,True,False,True,none,16,5.5,very_secure,0.37,communal,private,False
Tanzania,Dar es Salaam,2024,informal,0.238,False,False,False,pending,12,76.2,very_secure,0.74,informal,community,True
Uganda,Kampala,2023,rental,0.48,False,False,False,pending,7,52.0,very_insecure,0.14,informal,government,True
Morocco,Rabat,2019,rental,0.663,False,True,False,none,2,33.7,very_secure,0.24,customary,family,False
Egypt,Cairo,2018,owner_occupied,0.714,True,True,True,registered,24,28.6,insecure,0.24,formal,community,False
Zambia,Lusaka,2025,rental,0.578,False,False,True,none,6,42.2,secure,0.42,communal,family,False
Algeria,Algiers,2020,rental,0.472,True,False,True,pending,14,52.8,secure,0.78,informal,private,False
Malawi,Blantyre,2019,informal,0.428,False,False,False,pending,6,57.2,insecure,0.22,formal,private,False
Malawi,Blantyre,2020,informal,0.244,False,False,False,pending,3,75.6,very_insecure,0.1,formal,family,False
Ghana,Kumasi,2020,owner_occupied,0.818,False,False,False,registered,21,18.2,very_secure,0.65,informal,private,False
Egypt,Cairo,2019,informal,0.182,False,True,True,none,14,81.8,secure,0.83,formal,government,False
Malawi,Blantyre,2023,informal,0.202,False,False,True,registered,23,79.8,insecure,0.69,informal,government,True
Nigeria,Ibadan,2020,owner_occupied,0.742,True,False,True,pending,22,25.8,very_secure,0.56,informal,family,False
Senegal,Dakar,2018,rental,0.44,False,False,True,pending,7,56.0,very_insecure,0.64,communal,family,True
Uganda,Kampala,2022,informal,0.352,False,False,False,none,21,64.8,secure,0.38,informal,family,False
Egypt,Cairo,2020,informal,0.388,False,False,True,registered,10,61.2,secure,0.56,formal,community,False
Uganda,Kampala,2025,rental,0.466,False,False,True,registered,23,53.4,very_insecure,0.32,informal,community,False
Tanzania,Dar es Salaam,2023,informal,0.232,False,False,True,registered,18,76.8,very_secure,0.82,formal,community,False
Morocco,Casablanca,2018,informal,0.355,False,False,True,pending,9,64.5,very_insecure,0.36,informal,community,True
Tanzania,Dar es Salaam,2019,informal,0.306,False,False,True,none,21,69.4,very_secure,0.66,formal,private,False
Morocco,Casablanca,2022,informal,0.408,False,False,True,pending,21,59.2,very_secure,0.66,formal,family,False
Ethiopia,Dire Dawa,2019,rental,0.586,False,True,True,pending,12,41.4,very_secure,0.41,customary,community,False
Mozambique,Maputo,2018,informal,0.247,False,False,True,none,20,75.3,very_insecure,0.57,informal,family,True
Senegal,Dakar,2019,owner_occupied,0.858,False,False,False,pending,12,14.2,secure,0.36,customary,family,False
South Africa,Johannesburg,2025,rental,0.507,False,False,True,registered,10,49.3,very_insecure,0.78,customary,family,True
Ghana,Kumasi,2023,owner_occupied,0.827,False,False,True,none,21,17.3,secure,0.84,formal,private,False
Ghana,Accra,2022,owner_occupied,0.883,True,True,True,none,8,11.7,very_secure,0.13,formal,private,False
Algeria,Algiers,2018,informal,0.341,False,False,True,none,20,65.9,insecure,0.64,communal,government,True
Uganda,Kampala,2020,informal,0.276,False,False,True,none,9,72.4,very_insecure,0.14,communal,private,False
South Africa,Cape Town,2023,owner_occupied,0.711,True,False,False,registered,15,28.9,very_secure,0.6,formal,private,False
Uganda,Kampala,2025,customary,0.34,False,False,True,pending,3,66.0,very_secure,0.41,informal,private,False
Senegal,Dakar,2025,informal,0.186,False,False,False,registered,14,81.4,very_secure,0.89,informal,private,False
Mozambique,Beira,2018,informal,0.181,False,False,True,pending,17,81.9,insecure,0.1,communal,government,False
Kenya,Kisumu,2024,owner_occupied,0.79,True,False,True,none,5,21.0,very_insecure,0.65,customary,government,False
Algeria,Algiers,2023,owner_occupied,0.809,True,False,True,pending,21,19.1,secure,0.52,communal,community,False
Malawi,Lilongwe,2019,rental,0.412,True,False,True,registered,2,58.8,very_insecure,0.45,customary,community,False
Mozambique,Beira,2019,informal,0.293,False,False,True,registered,1,70.7,secure,0.36,communal,private,True
Tanzania,Dar es Salaam,2025,informal,0.219,False,False,True,none,9,78.1,very_insecure,0.37,formal,family,True
Rwanda,Kigali,2022,informal,0.267,True,False,True,none,16,73.3,very_secure,0.16,communal,private,True
Malawi,Blantyre,2025,customary,0.313,True,True,True,pending,12,68.7,insecure,0.64,customary,private,True
Zambia,Lusaka,2019,customary,0.596,True,False,True,none,18,40.4,very_secure,0.61,formal,government,False
Kenya,Kisumu,2020,customary,0.527,False,False,True,pending,5,47.3,secure,0.78,formal,community,True
South Africa,Johannesburg,2020,informal,0.427,False,False,True,pending,1,57.3,insecure,0.83,communal,private,False
Malawi,Lilongwe,2020,informal,0.27,False,False,False,none,17,73.0,very_insecure,0.86,communal,family,False
Egypt,Cairo,2018,informal,0.268,False,False,True,pending,15,73.2,very_secure,0.5,communal,private,True
Malawi,Blantyre,2019,informal,0.364,False,False,True,none,21,63.6,insecure,0.68,communal,family,True
Malawi,Lilongwe,2024,informal,0.398,False,False,False,pending,5,60.2,very_secure,0.55,informal,private,False
Rwanda,Kigali,2025,rental,0.563,False,True,False,pending,18,43.7,very_secure,0.81,communal,community,True
Tanzania,Dar es Salaam,2024,informal,0.297,False,False,True,pending,17,70.3,insecure,0.42,formal,family,False
Senegal,Dakar,2023,informal,0.21,False,False,True,pending,16,79.0,very_secure,0.83,informal,government,True
Mozambique,Beira,2018,informal,0.429,True,False,True,none,21,57.1,very_insecure,0.76,communal,private,False
Zambia,Lusaka,2019,informal,0.203,False,False,True,registered,24,79.7,insecure,0.52,communal,community,True
Malawi,Blantyre,2018,rental,0.416,True,True,True,none,8,58.4,very_insecure,0.23,customary,family,True
Uganda,Kampala,2024,rental,0.68,True,False,True,registered,2,32.0,very_insecure,0.72,formal,family,False
Morocco,Rabat,2022,informal,0.225,False,True,False,none,2,77.5,very_secure,0.65,customary,government,False
Nigeria,Ibadan,2020,owner_occupied,0.8,True,True,True,none,7,20.0,very_secure,0.34,communal,community,False
Kenya,Nairobi,2020,rental,0.686,True,True,False,none,6,31.4,very_insecure,0.31,formal,government,False
Algeria,Algiers,2022,informal,0.404,False,False,False,none,11,59.6,very_insecure,0.76,communal,family,False
Kenya,Mombasa,2024,owner_occupied,0.803,True,False,True,none,15,19.7,very_secure,0.15,customary,private,False
Malawi,Blantyre,2023,owner_occupied,0.946,True,False,True,registered,9,5.4,very_insecure,0.15,formal,community,True
Kenya,Mombasa,2025,informal,0.385,False,False,False,registered,2,61.5,very_secure,0.87,informal,private,False
South Africa,Johannesburg,2019,rental,0.488,False,False,True,registered,18,51.2,very_insecure,0.78,formal,private,False
Algeria,Algiers,2020,informal,0.273,True,False,False,none,24,72.7,insecure,0.88,formal,government,False
Kenya,Mombasa,2019,rental,0.471,False,False,True,registered,1,52.9,secure,0.19,customary,private,False
Ghana,Accra,2025,owner_occupied,0.933,True,False,True,none,20,6.7,very_secure,0.74,customary,family,False
Malawi,Blantyre,2018,informal,0.401,False,False,False,registered,1,59.9,secure,0.8,customary,community,False
Nigeria,Kano,2024,informal,0.215,False,False,True,registered,9,78.5,secure,0.65,formal,community,False
Rwanda,Kigali,2018,owner_occupied,0.879,True,False,False,none,6,12.1,very_insecure,0.14,communal,government,False
Zambia,Lusaka,2024,owner_occupied,0.938,True,False,True,registered,8,6.2,insecure,0.4,formal,government,False
Malawi,Blantyre,2025,informal,0.321,False,False,True,registered,22,67.9,very_insecure,0.69,customary,family,False
Zambia,Lusaka,2025,informal,0.203,False,False,False,registered,5,79.7,secure,0.11,communal,government,False
Rwanda,Kigali,2024,informal,0.212,False,False,True,none,12,78.8,very_secure,0.73,informal,community,True
Algeria,Algiers,2021,customary,0.397,False,False,True,none,13,60.3,secure,0.12,informal,family,False
South Africa,Cape Town,2023,informal,0.301,False,True,True,none,13,69.9,very_secure,0.23,customary,private,True
Uganda,Kampala,2023,rental,0.697,False,False,True,none,15,30.3,very_secure,0.62,customary,private,False
Senegal,Dakar,2024,rental,0.508,False,True,True,registered,4,49.2,insecure,0.21,informal,government,False
Kenya,Kisumu,2019,informal,0.327,False,False,False,none,14,67.3,secure,0.84,customary,private,False
Zambia,Lusaka,2022,rental,0.4,False,False,True,none,23,60.0,very_secure,0.6,informal,community,False
Kenya,Nairobi,2022,informal,0.302,False,False,True,pending,17,69.8,insecure,0.12,customary,community,False
Kenya,Kisumu,2023,customary,0.573,False,False,True,registered,4,42.7,very_secure,0.52,formal,community,False
Nigeria,Kano,2020,owner_occupied,0.89,True,True,True,pending,23,11.0,very_insecure,0.51,customary,family,False
Algeria,Algiers,2020,informal,0.349,False,False,False,registered,24,65.1,very_insecure,0.35,communal,private,False
Tanzania,Dar es Salaam,2019,customary,0.574,False,False,True,registered,15,42.6,very_secure,0.51,customary,community,True
Zambia,Lusaka,2024,customary,0.581,True,False,False,pending,16,41.9,very_secure,0.42,customary,family,False
Morocco,Rabat,2023,customary,0.497,False,False,True,registered,16,50.3,very_insecure,0.8,customary,private,False
Ghana,Kumasi,2024,informal,0.279,False,False,True,none,1,72.1,secure,0.62,customary,family,False
Morocco,Rabat,2025,rental,0.486,True,False,True,pending,19,51.4,secure,0.35,informal,private,False
Tanzania,Dar es Salaam,2019,informal,0.21,False,False,True,pending,1,79.0,very_insecure,0.6,communal,government,False
Mozambique,Beira,2020,informal,0.196,False,False,False,pending,21,80.4,very_secure,0.17,formal,community,True
Malawi,Lilongwe,2020,owner_occupied,0.922,False,True,False,registered,14,7.8,insecure,0.89,customary,private,False
Kenya,Mombasa,2023,informal,0.427,False,False,True,registered,9,57.3,insecure,0.23,customary,private,False
Algeria,Algiers,2019,customary,0.597,False,False,True,registered,5,40.3,secure,0.83,customary,family,False
Ethiopia,Addis Ababa,2022,customary,0.563,False,True,False,registered,12,43.7,insecure,0.32,communal,community,False
Algeria,Algiers,2020,customary,0.448,True,False,False,registered,22,55.2,insecure,0.86,formal,private,True
Uganda,Kampala,2019,rental,0.606,True,True,True,none,17,39.4,very_insecure,0.62,communal,government,False
Malawi,Lilongwe,2020,informal,0.19,True,False,True,registered,5,81.0,insecure,0.32,formal,community,False
Senegal,Dakar,2020,rental,0.568,False,False,True,registered,12,43.2,very_insecure,0.74,informal,government,False
Nigeria,Kano,2020,rental,0.509,True,True,False,registered,15,49.1,secure,0.49,communal,government,False
Algeria,Algiers,2018,rental,0.429,True,False,False,none,17,57.1,very_secure,0.1,communal,government,False
Rwanda,Kigali,2024,informal,0.264,False,False,True,none,10,73.6,insecure,0.6,informal,community,False
Nigeria,Kano,2024,informal,0.379,False,False,True,pending,24,62.1,very_insecure,0.31,customary,government,False
Malawi,Lilongwe,2025,rental,0.564,True,True,False,registered,23,43.6,very_insecure,0.15,communal,private,False
Tanzania,Dar es Salaam,2018,rental,0.664,True,True,False,registered,15,33.6,insecure,0.45,customary,private,True
Algeria,Algiers,2025,informal,0.302,True,False,True,pending,24,69.8,very_insecure,0.7,customary,community,False
Morocco,Casablanca,2019,rental,0.551,False,True,False,pending,9,44.9,very_secure,0.83,customary,private,False
Zambia,Lusaka,2021,informal,0.363,False,False,False,registered,14,63.7,very_insecure,0.58,communal,private,False
Rwanda,Kigali,2024,owner_occupied,0.913,True,False,False,registered,4,8.7,secure,0.52,customary,family,False
Morocco,Casablanca,2022,owner_occupied,0.903,False,False,True,pending,19,9.7,insecure,0.26,customary,private,False
Uganda,Kampala,2021,owner_occupied,0.895,True,True,True,pending,6,10.5,insecure,0.75,informal,government,True
Algeria,Algiers,2020,owner_occupied,0.723,True,True,True,none,18,27.7,secure,0.11,communal,family,True
Malawi,Blantyre,2021,informal,0.394,False,True,False,none,13,60.6,very_insecure,0.68,informal,private,False
South Africa,Johannesburg,2023,informal,0.313,False,False,True,none,14,68.7,insecure,0.17,formal,community,False
Egypt,Alexandria,2025,informal,0.281,True,False,True,pending,12,71.9,insecure,0.17,informal,government,False
Ghana,Accra,2022,rental,0.538,False,True,True,none,12,46.2,insecure,0.85,formal,community,False
Senegal,Dakar,2022,informal,0.182,False,False,True,none,23,81.8,very_secure,0.19,informal,community,False
Malawi,Blantyre,2020,informal,0.381,False,True,True,none,24,61.9,very_secure,0.29,communal,government,True
Algeria,Algiers,2020,customary,0.415,False,True,True,registered,11,58.5,insecure,0.78,formal,community,False
Zambia,Lusaka,2023,owner_occupied,0.712,True,False,True,pending,20,28.8,very_secure,0.12,customary,private,True
Zambia,Lusaka,2019,informal,0.37,False,False,True,pending,12,63.0,very_secure,0.47,formal,community,False
Egypt,Cairo,2022,rental,0.4,False,False,True,none,17,60.0,insecure,0.15,communal,government,False
Senegal,Dakar,2020,informal,0.336,False,False,True,registered,4,66.4,secure,0.87,formal,community,True
Morocco,Rabat,2020,informal,0.257,False,False,True,registered,9,74.3,very_secure,0.43,informal,community,True
Senegal,Dakar,2020,informal,0.27,False,False,False,pending,6,73.0,very_insecure,0.78,customary,family,False
Morocco,Casablanca,2018,informal,0.429,False,True,True,none,11,57.1,secure,0.74,customary,private,False
Rwanda,Kigali,2020,informal,0.419,False,True,True,registered,20,58.1,insecure,0.55,formal,private,False
Zambia,Lusaka,2018,owner_occupied,0.836,True,False,True,registered,2,16.4,very_secure,0.61,informal,government,False
Rwanda,Kigali,2019,rental,0.422,False,False,True,pending,7,57.8,very_insecure,0.87,informal,private,False
Nigeria,Ibadan,2023,informal,0.394,False,False,False,none,11,60.6,secure,0.25,customary,family,False
Morocco,Rabat,2022,owner_occupied,0.886,False,False,False,registered,13,11.4,very_insecure,0.5,customary,community,False
Senegal,Dakar,2024,informal,0.401,False,False,True,pending,3,59.9,very_secure,0.57,communal,government,False
Ethiopia,Addis Ababa,2023,owner_occupied,0.719,False,False,True,registered,16,28.1,secure,0.37,communal,family,False
South Africa,Cape Town,2025,rental,0.643,False,False,True,none,22,35.7,secure,0.68,customary,government,False
Malawi,Lilongwe,2021,informal,0.383,False,False,True,pending,4,61.7,secure,0.25,informal,community,False
Kenya,Mombasa,2025,informal,0.32,True,True,True,none,10,68.0,very_insecure,0.48,communal,community,False
Mozambique,Beira,2019,owner_occupied,0.897,False,False,True,pending,6,10.3,very_secure,0.36,communal,government,True
Ghana,Accra,2024,customary,0.333,True,False,False,registered,4,66.7,secure,0.31,informal,private,True
Kenya,Mombasa,2025,owner_occupied,0.739,False,True,True,registered,3,26.1,very_insecure,0.5,customary,community,False
Rwanda,Kigali,2023,customary,0.545,False,False,True,none,5,45.5,very_insecure,0.78,communal,community,True
Rwanda,Kigali,2023,rental,0.472,False,True,False,pending,3,52.8,very_insecure,0.72,customary,government,False
Egypt,Cairo,2022,rental,0.574,True,False,False,pending,5,42.6,very_insecure,0.29,customary,government,False
Zambia,Lusaka,2023,rental,0.523,True,True,True,none,19,47.7,insecure,0.8,communal,community,False
Nigeria,Ibadan,2023,rental,0.631,False,False,False,registered,11,36.9,very_insecure,0.73,communal,community,False
Uganda,Kampala,2022,rental,0.699,True,False,True,none,9,30.1,very_secure,0.15,informal,private,False
Nigeria,Lagos,2020,informal,0.194,False,False,True,pending,17,80.6,very_secure,0.88,informal,family,True
Nigeria,Kano,2020,informal,0.347,True,False,False,registered,15,65.3,very_secure,0.65,customary,private,False
Uganda,Kampala,2024,informal,0.372,False,False,True,pending,3,62.8,very_insecure,0.75,informal,family,False
Senegal,Dakar,2020,informal,0.3,False,False,True,registered,13,70.0,secure,0.38,informal,private,False
Uganda,Kampala,2022,owner_occupied,0.916,True,False,True,pending,23,8.4,secure,0.48,informal,private,True
Nigeria,Lagos,2022,informal,0.291,False,False,False,registered,3,70.9,very_secure,0.85,customary,community,False
Mozambique,Maputo,2025,rental,0.434,False,True,True,none,3,56.6,very_insecure,0.81,customary,private,False
Algeria,Algiers,2018,rental,0.426,True,False,False,registered,19,57.4,very_insecure,0.24,informal,community,True
Malawi,Lilongwe,2020,informal,0.292,False,False,True,pending,5,70.8,very_secure,0.56,informal,government,False
Tanzania,Dar es Salaam,2021,informal,0.287,False,False,True,pending,12,71.3,very_secure,0.32,informal,community,False
South Africa,Cape Town,2022,customary,0.441,True,False,False,registered,21,55.9,secure,0.69,informal,family,False
Egypt,Cairo,2022,informal,0.215,False,False,True,none,5,78.5,very_insecure,0.75,communal,community,False
South Africa,Cape Town,2023,rental,0.467,True,False,True,pending,7,53.3,insecure,0.29,communal,family,False
Nigeria,Lagos,2025,rental,0.563,True,False,True,none,3,43.7,very_secure,0.14,customary,community,False
Nigeria,Ibadan,2025,owner_occupied,0.83,True,True,False,registered,12,17.0,very_insecure,0.13,communal,family,False
Uganda,Kampala,2019,rental,0.643,True,True,False,none,10,35.7,insecure,0.36,informal,private,False
Senegal,Dakar,2021,informal,0.28,True,False,False,none,11,72.0,insecure,0.46,customary,government,False
Algeria,Algiers,2019,owner_occupied,0.908,True,True,False,none,24,9.2,very_secure,0.23,informal,private,False
Malawi,Lilongwe,2019,informal,0.317,False,False,True,pending,14,68.3,secure,0.37,informal,community,True
Ghana,Kumasi,2019,rental,0.461,False,True,True,pending,5,53.9,very_secure,0.22,informal,government,True
Ethiopia,Addis Ababa,2018,rental,0.414,True,True,True,pending,21,58.6,insecure,0.57,communal,community,False
Kenya,Kisumu,2018,rental,0.626,True,True,False,pending,18,37.4,secure,0.44,formal,private,False
Egypt,Cairo,2025,informal,0.281,False,False,True,none,21,71.9,very_secure,0.7,communal,private,False
Nigeria,Ibadan,2018,informal,0.378,False,False,False,none,18,62.2,very_insecure,0.69,informal,community,False
Malawi,Blantyre,2019,owner_occupied,0.92,False,True,True,pending,19,8.0,very_insecure,0.27,customary,community,False
Senegal,Dakar,2024,informal,0.221,False,False,True,registered,1,77.9,insecure,0.61,formal,government,False
Uganda,Kampala,2025,informal,0.186,False,False,True,none,23,81.4,very_insecure,0.53,communal,family,False
Ethiopia,Addis Ababa,2025,rental,0.561,True,False,True,pending,4,43.9,insecure,0.54,formal,community,False
Uganda,Kampala,2023,rental,0.648,True,False,True,pending,8,35.2,insecure,0.25,communal,family,False
Kenya,Nairobi,2022,rental,0.616,True,True,True,registered,16,38.4,very_secure,0.28,formal,private,True
Malawi,Lilongwe,2018,informal,0.225,True,True,True,registered,12,77.5,very_insecure,0.88,informal,private,True
Zambia,Lusaka,2020,informal,0.209,True,False,True,registered,24,79.1,insecure,0.37,informal,government,False
Algeria,Algiers,2021,rental,0.497,False,False,False,pending,12,50.3,very_insecure,0.46,communal,family,False
Algeria,Algiers,2022,informal,0.305,False,True,True,registered,23,69.5,very_secure,0.61,communal,government,False
Ethiopia,Dire Dawa,2020,owner_occupied,0.79,True,True,True,none,22,21.0,insecure,0.47,customary,community,False
Egypt,Cairo,2020,informal,0.393,False,False,False,registered,8,60.7,secure,0.3,informal,community,True
Rwanda,Kigali,2020,owner_occupied,0.785,True,True,False,none,12,21.5,secure,0.8,communal,private,False
Ethiopia,Dire Dawa,2021,informal,0.352,False,False,False,none,18,64.8,very_insecure,0.2,informal,community,False
Ethiopia,Addis Ababa,2020,informal,0.201,False,False,True,pending,19,79.9,very_secure,0.33,customary,private,False
Senegal,Dakar,2023,owner_occupied,0.856,False,True,True,registered,20,14.4,very_insecure,0.49,communal,private,True
Mozambique,Beira,2020,rental,0.535,False,False,False,registered,3,46.5,very_insecure,0.47,informal,family,True
South Africa,Johannesburg,2021,owner_occupied,0.806,True,True,False,pending,4,19.4,very_secure,0.35,communal,community,False
Ghana,Kumasi,2025,informal,0.409,False,False,False,none,8,59.1,very_insecure,0.78,customary,private,False
Egypt,Cairo,2025,informal,0.348,False,False,True,registered,16,65.2,very_secure,0.89,communal,government,False
Tanzania,Dar es Salaam,2025,owner_occupied,0.719,True,True,True,pending,23,28.1,very_secure,0.69,customary,family,False
Ethiopia,Addis Ababa,2018,informal,0.291,False,True,True,registered,22,70.9,very_secure,0.6,informal,family,True
South Africa,Cape Town,2022,customary,0.539,False,False,True,none,19,46.1,very_insecure,0.77,formal,family,False
Ethiopia,Dire Dawa,2019,rental,0.516,True,False,True,pending,7,48.4,very_secure,0.32,formal,family,False
Morocco,Casablanca,2020,rental,0.658,True,False,True,none,13,34.2,insecure,0.46,formal,family,True
Uganda,Kampala,2023,owner_occupied,0.783,True,True,False,registered,16,21.7,very_insecure,0.63,communal,community,False
Malawi,Lilongwe,2020,informal,0.2,False,False,False,none,7,80.0,insecure,0.5,customary,private,True
Morocco,Casablanca,2023,informal,0.229,True,False,False,registered,22,77.1,insecure,0.61,customary,community,False
Tanzania,Dar es Salaam,2019,informal,0.182,False,False,True,none,12,81.8,very_insecure,0.8,communal,community,False
Egypt,Alexandria,2024,informal,0.203,True,False,False,registered,17,79.7,insecure,0.85,informal,government,False
Nigeria,Kano,2021,owner_occupied,0.856,True,False,True,registered,15,14.4,very_secure,0.79,communal,family,False
Rwanda,Kigali,2020,rental,0.566,True,True,True,pending,6,43.4,very_insecure,0.19,informal,family,True
Rwanda,Kigali,2025,informal,0.394,False,False,True,none,9,60.6,insecure,0.8,communal,community,False
South Africa,Cape Town,2020,rental,0.553,False,False,True,registered,2,44.7,secure,0.58,informal,community,True
Malawi,Lilongwe,2018,informal,0.245,False,False,True,pending,7,75.5,very_insecure,0.68,informal,government,True
Senegal,Dakar,2021,rental,0.649,False,True,False,pending,4,35.1,insecure,0.75,customary,family,False
Ghana,Accra,2021,rental,0.59,False,False,True,registered,11,41.0,secure,0.75,informal,community,False
Uganda,Kampala,2019,rental,0.45,False,True,True,registered,19,55.0,insecure,0.78,communal,community,False
Egypt,Alexandria,2020,informal,0.394,False,False,True,none,2,60.6,very_insecure,0.13,informal,community,False
Rwanda,Kigali,2020,rental,0.487,False,True,True,none,1,51.3,very_secure,0.2,informal,family,True
Malawi,Blantyre,2020,informal,0.431,False,False,False,registered,1,56.9,very_insecure,0.21,informal,government,True
Kenya,Nairobi,2023,informal,0.356,False,False,False,pending,10,64.4,very_insecure,0.77,customary,government,False
Uganda,Kampala,2024,rental,0.631,False,False,False,registered,19,36.9,very_secure,0.64,informal,community,False
Uganda,Kampala,2024,informal,0.196,False,False,False,pending,19,80.4,very_insecure,0.87,informal,family,False
Morocco,Rabat,2021,informal,0.336,False,False,True,pending,19,66.4,very_secure,0.58,customary,government,False
Zambia,Lusaka,2018,informal,0.372,False,False,True,registered,19,62.8,secure,0.89,customary,private,False
Morocco,Rabat,2020,informal,0.363,False,False,True,registered,13,63.7,insecure,0.13,communal,community,False
South Africa,Johannesburg,2025,informal,0.426,True,False,True,registered,6,57.4,secure,0.87,formal,private,False
Rwanda,Kigali,2021,informal,0.264,False,True,False,registered,21,73.6,very_secure,0.86,customary,community,True
Morocco,Rabat,2021,rental,0.541,True,False,True,none,5,45.9,insecure,0.84,formal,private,False
Ghana,Kumasi,2024,rental,0.588,True,False,True,pending,16,41.2,very_secure,0.17,communal,private,False
Kenya,Kisumu,2020,rental,0.403,True,True,True,none,7,59.7,very_insecure,0.43,formal,family,False
Algeria,Algiers,2020,rental,0.487,True,True,True,registered,10,51.3,secure,0.78,communal,family,False
Morocco,Rabat,2025,rental,0.629,True,False,True,registered,13,37.1,insecure,0.76,communal,community,True
Morocco,Casablanca,2020,owner_occupied,0.902,True,False,True,pending,20,9.8,very_insecure,0.57,informal,private,False
South Africa,Cape Town,2019,rental,0.491,False,False,True,none,12,50.9,secure,0.21,communal,government,False
Morocco,Casablanca,2022,informal,0.364,True,False,True,none,13,63.6,very_insecure,0.25,formal,private,False
Rwanda,Kigali,2018,informal,0.337,False,True,True,pending,15,66.3,very_secure,0.16,communal,private,False
Tanzania,Dar es Salaam,2022,rental,0.48,False,True,True,pending,24,52.0,insecure,0.29,customary,private,False
Senegal,Dakar,2018,informal,0.394,False,False,True,none,1,60.6,insecure,0.52,informal,community,False
Algeria,Algiers,2020,customary,0.412,True,False,True,none,8,58.8,very_insecure,0.28,informal,private,False
Ghana,Kumasi,2025,rental,0.625,True,True,True,none,24,37.5,very_insecure,0.47,formal,government,False
Rwanda,Kigali,2018,informal,0.177,False,False,True,registered,1,82.3,very_secure,0.88,customary,family,False
Mozambique,Beira,2020,informal,0.361,True,False,True,pending,1,63.9,insecure,0.69,communal,family,False
Egypt,Cairo,2019,rental,0.676,False,False,True,pending,22,32.4,secure,0.64,customary,government,False
Mozambique,Beira,2019,informal,0.296,False,False,False,pending,9,70.4,secure,0.54,customary,family,False
Kenya,Kisumu,2018,owner_occupied,0.825,True,False,True,registered,13,17.5,very_secure,0.29,customary,community,False
Ghana,Kumasi,2018,rental,0.601,True,False,True,none,8,39.9,insecure,0.41,informal,community,False
Kenya,Nairobi,2024,informal,0.418,False,False,False,pending,17,58.2,insecure,0.71,formal,community,False
Ethiopia,Dire Dawa,2022,informal,0.384,False,False,False,none,9,61.6,very_secure,0.16,formal,government,True
Algeria,Algiers,2023,owner_occupied,0.726,True,True,True,registered,8,27.4,secure,0.19,formal,private,True
Algeria,Algiers,2022,informal,0.381,False,False,True,registered,13,61.9,secure,0.21,informal,private,False
Rwanda,Kigali,2021,owner_occupied,0.743,True,False,True,registered,13,25.7,very_secure,0.17,informal,private,False
Mozambique,Beira,2022,informal,0.374,False,False,True,none,2,62.6,insecure,0.1,informal,family,False
Morocco,Rabat,2020,informal,0.279,False,False,False,none,22,72.1,very_secure,0.58,customary,community,True
Mozambique,Beira,2020,owner_occupied,0.801,True,True,True,registered,1,19.9,secure,0.46,informal,family,False
Malawi,Blantyre,2021,owner_occupied,0.799,True,False,True,registered,19,20.1,very_insecure,0.83,customary,family,True
Rwanda,Kigali,2018,informal,0.262,True,False,True,registered,1,73.8,insecure,0.46,communal,family,False
Mozambique,Beira,2018,informal,0.204,False,False,False,none,1,79.6,very_secure,0.76,informal,government,True
Senegal,Dakar,2021,informal,0.329,False,False,True,none,8,67.1,secure,0.26,communal,government,False
Tanzania,Dar es Salaam,2020,customary,0.463,True,False,True,pending,11,53.7,very_secure,0.28,informal,private,False
Mozambique,Beira,2022,owner_occupied,0.901,True,False,False,none,21,9.9,secure,0.57,informal,government,False
Morocco,Rabat,2019,owner_occupied,0.914,True,False,True,registered,1,8.6,secure,0.6,communal,community,False
Morocco,Casablanca,2024,informal,0.429,False,False,True,pending,9,57.1,very_secure,0.16,formal,community,False
Tanzania,Dar es Salaam,2023,rental,0.62,True,True,False,none,21,38.0,insecure,0.59,informal,community,True
Tanzania,Dar es Salaam,2020,rental,0.445,True,True,True,pending,9,55.5,very_secure,0.66,informal,community,True
South Africa,Johannesburg,2025,owner_occupied,0.742,True,True,False,registered,6,25.8,insecure,0.36,communal,private,False
Malawi,Lilongwe,2022,rental,0.606,False,True,True,none,4,39.4,secure,0.57,customary,private,False
Morocco,Rabat,2024,informal,0.272,False,False,True,registered,19,72.8,very_insecure,0.79,communal,family,False
Uganda,Kampala,2020,informal,0.243,False,False,True,pending,1,75.7,insecure,0.7,formal,private,False
Tanzania,Dar es Salaam,2024,rental,0.676,False,False,True,registered,8,32.4,very_secure,0.79,communal,government,False
South Africa,Johannesburg,2023,rental,0.522,True,True,True,none,8,47.8,very_secure,0.75,formal,community,False
Egypt,Alexandria,2023,informal,0.311,False,False,False,registered,15,68.9,secure,0.52,formal,private,False
Tanzania,Dar es Salaam,2024,informal,0.404,False,False,False,pending,6,59.6,very_secure,0.31,communal,private,False
Mozambique,Maputo,2018,rental,0.517,False,False,False,registered,16,48.3,very_secure,0.41,communal,private,False
Mozambique,Maputo,2020,owner_occupied,0.791,True,False,True,none,3,20.9,insecure,0.67,formal,private,False
Algeria,Algiers,2024,informal,0.383,False,True,True,registered,11,61.7,insecure,0.86,communal,family,False
Senegal,Dakar,2024,rental,0.457,False,True,True,none,16,54.3,secure,0.7,informal,family,True
Nigeria,Lagos,2018,informal,0.192,False,True,False,registered,10,80.8,very_secure,0.48,informal,private,False
Senegal,Dakar,2022,informal,0.2,False,False,True,none,3,80.0,secure,0.27,customary,community,False
Ghana,Kumasi,2021,informal,0.322,False,True,True,pending,10,67.8,secure,0.9,formal,family,True
Malawi,Blantyre,2022,owner_occupied,0.77,False,True,False,registered,20,23.0,insecure,0.14,customary,family,False
Zambia,Lusaka,2020,owner_occupied,0.718,True,True,True,registered,1,28.2,secure,0.13,communal,community,False
Uganda,Kampala,2021,informal,0.251,False,False,False,pending,11,74.9,very_secure,0.13,communal,family,False
Kenya,Nairobi,2021,rental,0.562,True,False,True,registered,8,43.8,very_insecure,0.11,informal,community,True
Ghana,Kumasi,2022,informal,0.39,True,False,True,registered,11,61.0,very_secure,0.41,customary,government,False
Tanzania,Dar es Salaam,2024,informal,0.417,False,False,False,none,21,58.3,very_insecure,0.67,customary,family,False
Tanzania,Dar es Salaam,2019,informal,0.313,True,False,True,registered,23,68.7,very_secure,0.2,formal,family,False
Nigeria,Kano,2018,rental,0.676,True,True,True,none,14,32.4,insecure,0.36,customary,private,False
Nigeria,Lagos,2021,informal,0.252,False,False,True,registered,19,74.8,secure,0.35,formal,community,False
Morocco,Casablanca,2019,owner_occupied,0.771,True,False,True,registered,19,22.9,very_insecure,0.57,formal,family,False
Mozambique,Beira,2018,informal,0.226,False,True,False,none,24,77.4,very_insecure,0.46,informal,government,False
Algeria,Algiers,2018,rental,0.669,False,True,True,none,6,33.1,very_insecure,0.45,informal,government,False
Mozambique,Beira,2022,informal,0.273,False,False,False,registered,18,72.7,very_insecure,0.47,customary,family,True
Uganda,Kampala,2018,informal,0.179,False,False,True,pending,11,82.1,very_insecure,0.8,informal,private,False
Mozambique,Maputo,2020,owner_occupied,0.921,True,True,False,none,18,7.9,secure,0.33,communal,government,False
Zambia,Lusaka,2021,rental,0.604,True,False,True,none,11,39.6,very_secure,0.88,customary,community,False
Mozambique,Maputo,2018,informal,0.249,False,True,True,pending,2,75.1,secure,0.24,informal,community,False
Nigeria,Ibadan,2024,informal,0.39,False,True,True,none,9,61.0,secure,0.1,informal,private,True
Ghana,Accra,2022,informal,0.278,False,False,True,none,11,72.2,insecure,0.78,informal,private,False
South Africa,Cape Town,2020,informal,0.328,False,False,False,pending,6,67.2,very_secure,0.78,communal,private,False
Malawi,Blantyre,2020,owner_occupied,0.751,True,True,True,pending,1,24.9,very_insecure,0.16,communal,private,True
Ethiopia,Addis Ababa,2021,customary,0.382,False,False,False,none,1,61.8,secure,0.87,communal,community,False
Nigeria,Kano,2021,informal,0.427,False,False,True,pending,2,57.3,insecure,0.67,customary,private,False
Egypt,Alexandria,2021,rental,0.53,False,False,True,none,8,47.0,insecure,0.17,formal,family,False
Mozambique,Maputo,2022,rental,0.448,False,True,True,none,16,55.2,secure,0.28,customary,community,False
Ghana,Kumasi,2025,informal,0.363,False,False,False,pending,16,63.7,insecure,0.35,informal,government,False
Egypt,Alexandria,2020,informal,0.376,False,False,True,pending,23,62.4,insecure,0.33,formal,family,True
Rwanda,Kigali,2025,informal,0.3,False,False,True,registered,2,70.0,insecure,0.31,communal,family,False
South Africa,Johannesburg,2019,rental,0.608,True,True,False,none,21,39.2,secure,0.22,informal,family,False
Algeria,Algiers,2023,informal,0.257,False,False,True,registered,21,74.3,very_insecure,0.15,customary,government,False
Egypt,Cairo,2022,informal,0.324,False,False,True,pending,5,67.6,very_insecure,0.25,communal,private,True
Ghana,Accra,2022,informal,0.339,True,False,False,registered,15,66.1,secure,0.51,customary,private,True
Senegal,Dakar,2018,owner_occupied,0.7,True,True,True,registered,4,30.0,insecure,0.67,informal,family,False
Nigeria,Ibadan,2022,informal,0.26,False,False,False,registered,9,74.0,very_secure,0.51,formal,family,False
Uganda,Kampala,2020,rental,0.577,True,False,True,registered,11,42.3,insecure,0.4,communal,family,True
Egypt,Cairo,2025,informal,0.315,False,True,False,registered,12,68.5,insecure,0.81,customary,private,False
Kenya,Kisumu,2020,informal,0.287,False,False,True,pending,12,71.3,secure,0.47,informal,government,False
Algeria,Algiers,2018,informal,0.395,False,True,True,none,13,60.5,insecure,0.71,formal,community,False
Uganda,Kampala,2021,owner_occupied,0.855,True,True,True,none,20,14.5,secure,0.46,formal,government,False
Kenya,Kisumu,2022,rental,0.541,True,False,False,registered,8,45.9,secure,0.15,formal,government,False
Ethiopia,Addis Ababa,2025,customary,0.413,False,False,False,registered,9,58.7,insecure,0.28,customary,community,False
Mozambique,Maputo,2025,rental,0.643,True,False,False,registered,22,35.7,insecure,0.46,communal,private,False
Malawi,Lilongwe,2023,rental,0.546,False,True,True,none,1,45.4,very_insecure,0.29,formal,government,True
Egypt,Cairo,2021,informal,0.331,False,False,True,none,10,66.9,secure,0.6,customary,community,True
South Africa,Johannesburg,2021,rental,0.578,False,False,True,pending,9,42.2,very_insecure,0.58,formal,government,False
Uganda,Kampala,2018,owner_occupied,0.916,True,True,False,pending,9,8.4,very_insecure,0.75,formal,family,False
Zambia,Lusaka,2024,rental,0.649,True,True,False,pending,11,35.1,secure,0.72,informal,government,True
Morocco,Casablanca,2021,informal,0.208,False,False,False,registered,5,79.2,very_secure,0.89,customary,community,False
Malawi,Blantyre,2020,informal,0.418,False,False,True,pending,11,58.2,insecure,0.45,formal,government,False
Uganda,Kampala,2024,rental,0.463,False,True,True,pending,17,53.7,secure,0.25,informal,community,True
Ghana,Kumasi,2019,informal,0.238,True,False,True,registered,2,76.2,very_secure,0.47,formal,private,True
Rwanda,Kigali,2018,informal,0.23,False,True,False,none,15,77.0,insecure,0.27,informal,community,True
Zambia,Lusaka,2021,rental,0.545,False,False,True,pending,9,45.5,secure,0.37,customary,family,True
Zambia,Lusaka,2022,informal,0.4,False,False,True,registered,19,60.0,very_secure,0.35,communal,private,False
South Africa,Cape Town,2021,rental,0.464,True,True,True,none,3,53.6,very_insecure,0.16,communal,community,True
Senegal,Dakar,2023,informal,0.386,False,False,True,pending,4,61.4,very_secure,0.28,formal,family,False
Malawi,Lilongwe,2020,informal,0.388,False,False,False,none,24,61.2,insecure,0.29,communal,government,False
Morocco,Rabat,2020,rental,0.599,False,False,True,pending,18,40.1,very_secure,0.28,communal,government,False
Rwanda,Kigali,2020,informal,0.189,False,False,True,none,10,81.1,insecure,0.41,communal,government,True
Morocco,Casablanca,2021,informal,0.343,False,False,False,registered,2,65.7,insecure,0.86,formal,government,False
Uganda,Kampala,2025,rental,0.503,False,False,False,registered,1,49.7,very_insecure,0.83,formal,family,False
Ghana,Accra,2018,informal,0.42,False,False,False,none,8,58.0,secure,0.54,informal,family,False
Tanzania,Dar es Salaam,2022,informal,0.339,False,False,True,registered,11,66.1,secure,0.17,communal,government,True
Nigeria,Kano,2022,rental,0.533,False,True,False,pending,2,46.7,very_insecure,0.19,informal,government,False
Morocco,Casablanca,2022,owner_occupied,0.834,True,True,True,pending,8,16.6,insecure,0.78,informal,family,True
Tanzania,Dar es Salaam,2023,owner_occupied,0.944,True,True,True,pending,24,5.6,insecure,0.29,customary,family,False
Ethiopia,Dire Dawa,2022,customary,0.363,False,False,True,none,5,63.7,secure,0.35,informal,private,False
Uganda,Kampala,2020,rental,0.466,False,False,False,registered,5,53.4,very_secure,0.63,customary,family,False
Kenya,Mombasa,2018,informal,0.247,False,False,False,registered,13,75.3,secure,0.62,informal,community,False
Uganda,Kampala,2018,rental,0.476,True,True,False,none,21,52.4,very_secure,0.46,informal,government,True
Egypt,Alexandria,2019,informal,0.345,False,False,False,none,2,65.5,insecure,0.88,communal,government,False
Ethiopia,Addis Ababa,2022,owner_occupied,0.899,True,True,False,registered,23,10.1,very_secure,0.55,communal,community,True
Rwanda,Kigali,2023,owner_occupied,0.813,True,False,False,pending,3,18.7,insecure,0.3,formal,private,True
Zambia,Lusaka,2024,informal,0.207,False,True,True,none,17,79.3,secure,0.28,customary,private,False
Tanzania,Dar es Salaam,2018,informal,0.247,False,False,True,pending,19,75.3,very_secure,0.68,customary,community,True
Kenya,Nairobi,2022,informal,0.19,False,False,True,none,19,81.0,insecure,0.73,customary,government,False
Algeria,Algiers,2022,rental,0.668,False,True,True,registered,5,33.2,insecure,0.84,informal,private,False
Malawi,Blantyre,2019,informal,0.209,True,False,True,pending,6,79.1,secure,0.23,formal,government,False
Malawi,Lilongwe,2019,owner_occupied,0.932,True,True,False,none,21,6.8,very_secure,0.61,communal,government,False
Malawi,Lilongwe,2023,informal,0.292,True,False,True,none,4,70.8,insecure,0.78,communal,private,False
Algeria,Algiers,2023,rental,0.623,False,True,True,registered,9,37.7,secure,0.35,customary,community,False
Ghana,Kumasi,2022,rental,0.538,False,True,True,registered,11,46.2,insecure,0.64,formal,community,False
Algeria,Algiers,2018,informal,0.41,False,False,False,none,22,59.0,very_secure,0.76,communal,private,False
South Africa,Johannesburg,2023,rental,0.437,False,False,True,pending,13,56.3,secure,0.42,informal,community,False
Kenya,Mombasa,2020,customary,0.44,False,False,True,pending,12,56.0,very_secure,0.47,informal,government,False
Ghana,Kumasi,2019,informal,0.374,False,False,False,none,3,62.6,very_insecure,0.18,informal,community,False
Ghana,Kumasi,2020,rental,0.597,False,True,False,registered,16,40.3,very_secure,0.86,formal,private,False
Morocco,Rabat,2018,informal,0.253,True,False,False,registered,24,74.7,insecure,0.33,customary,family,True
Algeria,Algiers,2020,rental,0.57,False,False,False,none,10,43.0,secure,0.35,communal,family,False
South Africa,Johannesburg,2025,informal,0.377,False,False,True,registered,7,62.3,very_insecure,0.48,communal,private,False
Uganda,Kampala,2018,informal,0.277,True,False,True,registered,11,72.3,very_secure,0.12,customary,family,False
Mozambique,Beira,2022,owner_occupied,0.794,False,True,True,pending,7,20.6,very_insecure,0.61,communal,private,False
Ethiopia,Addis Ababa,2022,rental,0.698,True,False,True,none,22,30.2,secure,0.35,communal,community,False
Ethiopia,Addis Ababa,2023,rental,0.623,True,False,True,none,21,37.7,insecure,0.66,customary,community,False
Mozambique,Maputo,2022,rental,0.681,True,False,True,registered,13,31.9,very_secure,0.29,communal,community,False
Rwanda,Kigali,2019,informal,0.196,False,False,True,none,18,80.4,secure,0.37,informal,community,False
Egypt,Alexandria,2025,informal,0.243,False,False,True,pending,17,75.7,very_insecure,0.57,communal,community,False
Rwanda,Kigali,2022,informal,0.358,False,False,True,pending,15,64.2,very_insecure,0.4,informal,community,False
Senegal,Dakar,2018,rental,0.562,True,True,True,pending,20,43.8,very_secure,0.53,formal,family,False
Senegal,Dakar,2018,rental,0.412,False,False,True,pending,22,58.8,very_secure,0.26,communal,private,False
Kenya,Nairobi,2024,informal,0.393,False,False,True,none,23,60.7,very_secure,0.14,formal,community,False
Nigeria,Ibadan,2019,informal,0.418,False,False,True,pending,19,58.2,insecure,0.38,formal,family,False
Egypt,Alexandria,2022,owner_occupied,0.942,True,False,True,none,3,5.8,insecure,0.39,informal,private,False
Mozambique,Maputo,2018,owner_occupied,0.763,False,True,False,pending,20,23.7,secure,0.11,informal,private,False
South Africa,Johannesburg,2025,rental,0.626,True,True,True,none,4,37.4,very_secure,0.34,communal,government,False
Ethiopia,Addis Ababa,2019,informal,0.346,False,False,True,registered,14,65.4,insecure,0.72,informal,private,False
Ethiopia,Addis Ababa,2022,informal,0.39,False,False,False,none,10,61.0,very_secure,0.29,customary,government,False
Uganda,Kampala,2018,rental,0.598,True,True,True,none,17,40.2,very_insecure,0.47,customary,private,False
Senegal,Dakar,2023,rental,0.466,False,False,False,registered,5,53.4,secure,0.74,customary,government,True
Egypt,Cairo,2019,rental,0.668,True,False,True,registered,7,33.2,insecure,0.17,communal,family,False
Nigeria,Lagos,2024,informal,0.313,False,False,True,none,8,68.7,very_insecure,0.63,customary,community,False
Kenya,Nairobi,2018,informal,0.186,False,True,True,registered,3,81.4,very_secure,0.89,formal,private,True
Uganda,Kampala,2024,owner_occupied,0.895,True,False,True,none,1,10.5,secure,0.39,communal,family,True
Zambia,Lusaka,2021,customary,0.421,False,False,True,registered,9,57.9,very_secure,0.6,communal,family,True
Ghana,Accra,2024,rental,0.618,False,True,True,none,8,38.2,insecure,0.41,communal,community,False
Tanzania,Dar es Salaam,2021,informal,0.335,False,False,False,pending,13,66.5,very_insecure,0.73,customary,private,True
Ethiopia,Dire Dawa,2025,rental,0.405,True,False,True,registered,23,59.5,insecure,0.89,informal,community,False
Tanzania,Dar es Salaam,2022,rental,0.656,True,True,False,none,2,34.4,very_secure,0.6,informal,government,True
Mozambique,Maputo,2018,customary,0.511,False,False,False,none,7,48.9,very_secure,0.75,formal,community,False
Nigeria,Lagos,2021,informal,0.352,True,False,True,pending,9,64.8,insecure,0.19,communal,community,True
Algeria,Algiers,2020,owner_occupied,0.943,True,True,False,registered,20,5.7,secure,0.13,customary,family,False
Kenya,Kisumu,2023,informal,0.361,False,False,True,registered,8,63.9,secure,0.53,formal,government,False
Tanzania,Dar es Salaam,2019,informal,0.399,False,False,True,pending,19,60.1,very_secure,0.88,formal,community,False
Egypt,Alexandria,2022,informal,0.288,False,False,True,pending,13,71.2,very_insecure,0.5,formal,family,False
Tanzania,Dar es Salaam,2020,rental,0.698,False,True,True,none,6,30.2,insecure,0.32,communal,private,False
Kenya,Nairobi,2025,informal,0.383,True,True,True,registered,13,61.7,secure,0.28,customary,private,False
Rwanda,Kigali,2022,owner_occupied,0.887,False,True,True,pending,20,11.3,secure,0.59,customary,community,False
Morocco,Casablanca,2021,customary,0.444,False,False,True,registered,2,55.6,very_secure,0.13,customary,community,False
Mozambique,Beira,2020,informal,0.406,False,False,True,none,10,59.4,insecure,0.89,informal,private,False
Nigeria,Ibadan,2022,informal,0.259,True,False,False,pending,5,74.1,very_insecure,0.62,customary,community,True
Senegal,Dakar,2019,informal,0.218,False,False,True,none,3,78.2,very_secure,0.78,communal,government,False
Kenya,Kisumu,2023,informal,0.384,False,False,True,registered,3,61.6,very_secure,0.58,formal,family,False
Uganda,Kampala,2018,rental,0.491,False,True,True,registered,21,50.9,insecure,0.83,formal,family,False
Algeria,Algiers,2024,informal,0.376,False,False,True,pending,5,62.4,very_insecure,0.22,informal,community,False
Malawi,Blantyre,2025,informal,0.423,False,False,True,pending,2,57.7,very_secure,0.65,formal,private,True
Egypt,Cairo,2018,customary,0.512,False,False,False,pending,8,48.8,very_secure,0.43,communal,community,False
Ethiopia,Dire Dawa,2024,owner_occupied,0.832,True,True,True,pending,17,16.8,insecure,0.75,formal,family,False
Zambia,Lusaka,2022,customary,0.455,True,True,True,none,16,54.5,secure,0.56,formal,government,True
Kenya,Nairobi,2022,owner_occupied,0.941,True,True,True,none,16,5.9,very_insecure,0.22,informal,community,False
Egypt,Cairo,2018,owner_occupied,0.715,True,True,True,none,17,28.5,very_secure,0.82,informal,government,False
South Africa,Johannesburg,2023,rental,0.674,False,True,True,none,5,32.6,very_insecure,0.15,informal,government,False
Ethiopia,Dire Dawa,2021,owner_occupied,0.895,True,False,True,registered,16,10.5,secure,0.17,informal,government,False
Tanzania,Dar es Salaam,2019,informal,0.293,False,False,False,none,3,70.7,very_secure,0.27,formal,family,False
Tanzania,Dar es Salaam,2020,customary,0.454,True,True,True,pending,15,54.6,secure,0.78,formal,government,False
Algeria,Algiers,2023,rental,0.545,True,False,True,registered,10,45.5,insecure,0.82,informal,private,False
Ethiopia,Dire Dawa,2020,owner_occupied,0.937,False,False,False,pending,21,6.3,very_insecure,0.51,customary,community,False
Ghana,Accra,2023,informal,0.365,False,False,True,registered,8,63.5,very_secure,0.39,informal,family,False
South Africa,Cape Town,2022,customary,0.484,True,False,True,none,9,51.6,insecure,0.61,customary,community,False
Malawi,Lilongwe,2020,rental,0.413,True,False,False,none,14,58.7,very_secure,0.89,communal,private,False
Morocco,Casablanca,2023,informal,0.249,False,False,True,none,4,75.1,secure,0.85,informal,government,False
Ethiopia,Dire Dawa,2019,informal,0.308,True,True,True,pending,1,69.2,insecure,0.34,informal,government,False
Egypt,Alexandria,2018,informal,0.173,False,False,False,none,21,82.7,secure,0.8,informal,family,True
Morocco,Casablanca,2022,owner_occupied,0.914,True,True,True,pending,22,8.6,secure,0.89,customary,private,True
Algeria,Algiers,2018,rental,0.567,False,False,True,none,6,43.3,very_secure,0.15,informal,family,False
Ethiopia,Addis Ababa,2019,rental,0.544,False,True,True,pending,2,45.6,insecure,0.43,customary,family,True
Zambia,Lusaka,2020,informal,0.234,False,False,False,pending,4,76.6,insecure,0.4,formal,government,False
Egypt,Cairo,2020,informal,0.308,False,False,True,registered,21,69.2,very_secure,0.41,formal,family,False
Ghana,Kumasi,2020,owner_occupied,0.821,True,False,True,none,22,17.9,very_secure,0.22,customary,private,False
Malawi,Blantyre,2021,rental,0.434,False,False,False,pending,19,56.6,very_secure,0.72,informal,private,False
Nigeria,Ibadan,2024,customary,0.56,False,False,False,none,8,44.0,secure,0.65,communal,government,True
Egypt,Cairo,2023,informal,0.233,False,True,True,none,21,76.7,very_secure,0.41,informal,community,False
South Africa,Cape Town,2019,rental,0.56,True,False,True,pending,15,44.0,very_secure,0.39,customary,family,False
Algeria,Algiers,2022,owner_occupied,0.87,True,True,True,none,19,13.0,very_insecure,0.72,formal,family,False
Uganda,Kampala,2019,rental,0.613,True,False,True,none,24,38.7,very_secure,0.49,informal,family,False
Senegal,Dakar,2021,informal,0.249,False,False,False,pending,21,75.1,secure,0.88,informal,community,False
Morocco,Casablanca,2021,owner_occupied,0.94,False,False,True,pending,19,6.0,very_secure,0.3,customary,family,False
Algeria,Algiers,2018,informal,0.253,False,False,True,pending,8,74.7,very_secure,0.58,communal,family,False
Morocco,Casablanca,2021,rental,0.63,True,False,False,none,10,37.0,very_secure,0.28,communal,private,False
Kenya,Nairobi,2025,rental,0.623,True,True,True,pending,19,37.7,secure,0.77,formal,community,True
Ethiopia,Dire Dawa,2022,informal,0.333,True,False,True,registered,24,66.7,very_secure,0.13,customary,community,False
Tanzania,Dar es Salaam,2022,informal,0.387,False,False,True,none,2,61.3,secure,0.64,customary,government,False
Malawi,Lilongwe,2024,owner_occupied,0.722,True,False,False,none,19,27.8,very_secure,0.62,communal,community,False
Kenya,Mombasa,2019,owner_occupied,0.946,True,False,True,registered,22,5.4,very_secure,0.53,communal,family,False
South Africa,Cape Town,2022,rental,0.403,False,False,True,registered,19,59.7,secure,0.19,formal,government,False
South Africa,Johannesburg,2021,owner_occupied,0.715,False,False,False,pending,17,28.5,secure,0.3,informal,family,False
Mozambique,Beira,2022,rental,0.505,False,True,False,registered,8,49.5,secure,0.74,communal,community,False
Kenya,Nairobi,2020,rental,0.551,True,True,True,registered,4,44.9,very_insecure,0.6,customary,family,False
Morocco,Casablanca,2025,rental,0.524,True,True,False,registered,7,47.6,secure,0.9,customary,family,False
Tanzania,Dar es Salaam,2024,owner_occupied,0.91,True,True,True,pending,20,9.0,very_secure,0.84,formal,private,False
Ethiopia,Dire Dawa,2019,customary,0.443,False,True,False,none,12,55.7,insecure,0.57,informal,community,False
Ethiopia,Addis Ababa,2019,customary,0.495,False,True,True,registered,21,50.5,secure,0.29,formal,government,False
Rwanda,Kigali,2023,customary,0.339,True,False,True,pending,11,66.1,very_secure,0.46,communal,community,False
Algeria,Algiers,2021,rental,0.505,True,True,True,none,8,49.5,secure,0.56,formal,family,False
Egypt,Cairo,2023,rental,0.491,False,True,True,none,8,50.9,secure,0.83,communal,private,False
Ethiopia,Dire Dawa,2024,owner_occupied,0.939,True,True,True,none,14,6.1,very_secure,0.85,communal,government,False
Uganda,Kampala,2025,owner_occupied,0.839,False,True,False,registered,9,16.1,secure,0.71,informal,government,False
South Africa,Cape Town,2024,informal,0.353,False,False,True,pending,19,64.7,very_secure,0.26,customary,community,False
Senegal,Dakar,2021,owner_occupied,0.91,True,False,True,pending,9,9.0,very_secure,0.26,informal,community,True
Mozambique,Beira,2018,rental,0.569,True,True,True,registered,18,43.1,secure,0.6,customary,private,True
Senegal,Dakar,2020,informal,0.259,False,False,True,pending,2,74.1,insecure,0.75,communal,government,False
Uganda,Kampala,2020,rental,0.424,False,True,False,pending,11,57.6,secure,0.39,informal,government,False
South Africa,Johannesburg,2019,informal,0.384,False,True,True,registered,20,61.6,secure,0.33,informal,family,False
South Africa,Cape Town,2018,informal,0.341,False,False,True,none,13,65.9,secure,0.15,informal,community,False
Ghana,Accra,2020,rental,0.483,True,False,True,none,11,51.7,insecure,0.8,formal,family,True
Tanzania,Dar es Salaam,2021,informal,0.241,True,False,False,pending,7,75.9,secure,0.48,customary,government,False
Rwanda,Kigali,2019,informal,0.361,True,False,True,none,24,63.9,insecure,0.69,communal,private,False
Morocco,Casablanca,2020,informal,0.316,True,False,True,pending,3,68.4,secure,0.19,formal,government,False
Nigeria,Lagos,2023,informal,0.377,False,True,True,registered,10,62.3,secure,0.19,informal,government,False
Rwanda,Kigali,2025,customary,0.408,False,False,False,none,18,59.2,very_secure,0.76,formal,private,False
Tanzania,Dar es Salaam,2025,rental,0.609,True,False,True,none,9,39.1,secure,0.46,communal,government,False
Rwanda,Kigali,2020,rental,0.69,True,False,True,registered,16,31.0,very_insecure,0.74,formal,government,False
Egypt,Cairo,2023,rental,0.606,True,False,True,pending,20,39.4,secure,0.84,formal,community,False
South Africa,Johannesburg,2019,informal,0.354,True,False,True,pending,1,64.6,very_insecure,0.88,customary,family,False
South Africa,Cape Town,2019,rental,0.577,False,False,True,registered,8,42.3,secure,0.5,communal,family,True
Ghana,Accra,2024,informal,0.312,True,False,True,registered,12,68.8,insecure,0.48,customary,private,False
Morocco,Rabat,2025,owner_occupied,0.737,True,True,False,registered,22,26.3,very_insecure,0.61,customary,private,False
Rwanda,Kigali,2018,owner_occupied,0.876,True,True,True,registered,5,12.4,very_insecure,0.43,formal,private,True
Tanzania,Dar es Salaam,2020,owner_occupied,0.801,True,True,True,registered,15,19.9,very_secure,0.23,customary,government,False
Rwanda,Kigali,2023,informal,0.356,True,False,False,pending,6,64.4,very_insecure,0.18,communal,family,False
Ghana,Accra,2020,informal,0.378,False,False,False,pending,21,62.2,secure,0.85,customary,family,False
Malawi,Lilongwe,2024,rental,0.556,True,False,True,pending,11,44.4,very_insecure,0.25,communal,family,True
Nigeria,Lagos,2018,informal,0.399,False,False,False,registered,9,60.1,insecure,0.36,informal,private,False
Morocco,Rabat,2020,rental,0.407,True,False,False,registered,8,59.3,very_insecure,0.46,formal,government,False
Algeria,Algiers,2025,rental,0.509,False,False,False,registered,23,49.1,insecure,0.81,informal,community,False
Egypt,Alexandria,2023,rental,0.629,False,False,True,none,11,37.1,very_secure,0.72,communal,community,False
Algeria,Algiers,2023,rental,0.488,True,False,True,none,5,51.2,very_insecure,0.14,customary,community,False
Kenya,Nairobi,2022,informal,0.298,False,False,True,pending,10,70.2,very_insecure,0.8,formal,community,False
Kenya,Nairobi,2022,owner_occupied,0.869,True,True,True,pending,24,13.1,very_insecure,0.48,customary,government,False
Malawi,Blantyre,2025,informal,0.18,False,False,False,none,13,82.0,insecure,0.24,communal,community,False
Morocco,Rabat,2019,rental,0.6,True,True,True,none,13,40.0,very_insecure,0.73,customary,private,False
Zambia,Lusaka,2022,rental,0.485,False,False,True,pending,4,51.5,insecure,0.49,formal,government,False
Ethiopia,Addis Ababa,2025,owner_occupied,0.885,False,True,True,pending,16,11.5,very_secure,0.82,customary,government,False
Tanzania,Dar es Salaam,2022,owner_occupied,0.79,False,True,False,pending,24,21.0,very_secure,0.46,informal,government,False
Senegal,Dakar,2024,owner_occupied,0.757,True,True,False,none,9,24.3,secure,0.42,customary,government,True
Kenya,Kisumu,2025,rental,0.636,True,True,True,none,8,36.4,insecure,0.37,customary,family,False
Malawi,Blantyre,2023,customary,0.449,False,False,False,pending,7,55.1,very_insecure,0.29,customary,private,False
Zambia,Lusaka,2019,informal,0.427,False,True,True,pending,20,57.3,secure,0.45,customary,government,False
Zambia,Lusaka,2024,owner_occupied,0.71,False,True,True,registered,22,29.0,very_secure,0.52,formal,family,False
Senegal,Dakar,2023,rental,0.602,False,False,True,registered,1,39.8,very_insecure,0.12,informal,community,False
Egypt,Alexandria,2022,informal,0.233,False,True,True,pending,24,76.7,very_insecure,0.58,customary,government,False
Tanzania,Dar es Salaam,2024,owner_occupied,0.744,True,False,True,none,6,25.6,insecure,0.87,communal,government,False
Egypt,Cairo,2024,customary,0.534,True,False,False,registered,4,46.6,insecure,0.7,formal,government,False
Egypt,Cairo,2020,customary,0.564,False,False,False,registered,10,43.6,very_insecure,0.36,informal,government,False
Uganda,Kampala,2024,informal,0.373,False,False,True,pending,19,62.7,very_insecure,0.21,informal,private,True
Zambia,Lusaka,2021,customary,0.39,False,False,False,none,8,61.0,insecure,0.37,customary,community,False
Egypt,Cairo,2024,rental,0.432,False,True,True,registered,9,56.8,very_insecure,0.65,customary,community,False
Uganda,Kampala,2022,customary,0.455,False,False,True,registered,1,54.5,very_insecure,0.81,customary,community,False
Kenya,Nairobi,2021,informal,0.27,False,False,True,pending,17,73.0,very_secure,0.68,informal,community,False
Mozambique,Beira,2023,owner_occupied,0.824,True,True,True,registered,10,17.6,very_secure,0.73,formal,family,True
Ghana,Kumasi,2025,rental,0.432,False,False,True,none,16,56.8,very_insecure,0.8,communal,family,True
Uganda,Kampala,2022,rental,0.48,True,True,True,none,12,52.0,secure,0.51,formal,family,False
Ethiopia,Addis Ababa,2018,informal,0.278,False,True,True,pending,12,72.2,very_secure,0.59,formal,community,False
Senegal,Dakar,2021,informal,0.421,False,False,True,none,19,57.9,very_secure,0.34,formal,family,False
Algeria,Algiers,2021,informal,0.343,True,False,True,pending,3,65.7,secure,0.28,informal,private,False
Tanzania,Dar es Salaam,2023,informal,0.378,False,False,True,pending,17,62.2,insecure,0.12,communal,family,False
Zambia,Lusaka,2018,informal,0.399,False,False,False,none,10,60.1,secure,0.26,formal,community,False
Mozambique,Maputo,2023,informal,0.258,False,False,False,pending,18,74.2,very_insecure,0.79,communal,private,False
Uganda,Kampala,2019,rental,0.58,True,False,True,pending,13,42.0,insecure,0.7,customary,government,False
Zambia,Lusaka,2024,informal,0.202,False,False,True,pending,20,79.8,very_secure,0.67,informal,family,True
Tanzania,Dar es Salaam,2023,rental,0.588,False,False,True,registered,12,41.2,very_insecure,0.24,formal,family,False
Nigeria,Ibadan,2024,informal,0.412,False,False,False,pending,4,58.8,secure,0.26,customary,government,False
Tanzania,Dar es Salaam,2021,rental,0.654,False,True,False,registered,12,34.6,very_insecure,0.68,formal,community,True
Algeria,Algiers,2018,rental,0.604,True,True,True,registered,19,39.6,secure,0.77,communal,private,False
Algeria,Algiers,2020,rental,0.481,True,False,False,registered,21,51.9,insecure,0.76,informal,government,False
Egypt,Cairo,2022,rental,0.519,True,False,False,pending,24,48.1,very_secure,0.29,customary,community,False
Mozambique,Maputo,2023,rental,0.408,True,False,True,pending,19,59.2,very_secure,0.79,formal,government,False
Senegal,Dakar,2021,rental,0.457,False,True,False,pending,9,54.3,insecure,0.42,formal,private,True
Mozambique,Maputo,2023,rental,0.62,True,False,False,registered,8,38.0,very_insecure,0.74,communal,community,False
Malawi,Blantyre,2021,customary,0.575,False,False,True,pending,19,42.5,insecure,0.5,formal,government,False
Tanzania,Dar es Salaam,2021,informal,0.357,False,False,True,none,17,64.3,secure,0.42,communal,private,False
Kenya,Kisumu,2023,rental,0.464,True,True,True,registered,20,53.6,secure,0.73,customary,private,False
Zambia,Lusaka,2019,owner_occupied,0.905,True,True,False,none,18,9.5,very_insecure,0.83,communal,community,False
Egypt,Cairo,2022,rental,0.499,True,True,True,none,1,50.1,very_insecure,0.11,informal,government,False
Zambia,Lusaka,2022,customary,0.485,False,False,True,none,4,51.5,very_secure,0.76,informal,community,False
Egypt,Cairo,2018,informal,0.393,False,False,False,pending,8,60.7,very_secure,0.76,informal,government,False
Mozambique,Maputo,2020,rental,0.5,False,True,False,registered,21,50.0,secure,0.22,customary,government,False
Ghana,Kumasi,2022,informal,0.212,True,False,True,none,23,78.8,secure,0.89,informal,private,False
Ghana,Kumasi,2023,informal,0.381,False,False,True,registered,11,61.9,very_insecure,0.17,formal,family,True
Nigeria,Ibadan,2023,informal,0.268,False,True,False,registered,5,73.2,secure,0.39,formal,government,True
Nigeria,Ibadan,2023,informal,0.175,False,False,False,none,7,82.5,insecure,0.47,informal,family,False
Zambia,Lusaka,2023,informal,0.239,False,False,True,pending,8,76.1,very_insecure,0.35,communal,community,True
Senegal,Dakar,2019,informal,0.38,False,False,False,none,18,62.0,secure,0.66,informal,community,False
Ghana,Accra,2022,rental,0.484,True,True,True,pending,2,51.6,insecure,0.9,informal,private,False
Algeria,Algiers,2019,rental,0.564,True,False,True,none,8,43.6,secure,0.28,customary,private,True
Morocco,Casablanca,2023,rental,0.561,False,True,True,none,23,43.9,insecure,0.7,communal,private,False
Rwanda,Kigali,2019,rental,0.468,True,True,True,none,5,53.2,secure,0.69,customary,family,True
Morocco,Casablanca,2025,rental,0.609,True,False,True,registered,13,39.1,very_insecure,0.14,communal,private,False
Tanzania,Dar es Salaam,2019,rental,0.575,True,False,True,registered,16,42.5,insecure,0.47,customary,government,False
Kenya,Kisumu,2022,informal,0.227,False,False,False,none,12,77.3,very_secure,0.81,informal,government,False
Senegal,Dakar,2024,rental,0.691,True,False,True,none,11,30.9,insecure,0.57,informal,government,False
Ghana,Kumasi,2021,rental,0.553,False,False,False,pending,24,44.7,very_secure,0.84,communal,government,False
Algeria,Algiers,2024,rental,0.446,True,False,False,none,5,55.4,very_secure,0.66,formal,community,False
South Africa,Johannesburg,2024,rental,0.654,False,False,True,none,19,34.6,insecure,0.89,informal,family,False
Egypt,Alexandria,2021,rental,0.658,False,True,False,none,11,34.2,secure,0.25,communal,family,False
Zambia,Lusaka,2022,customary,0.43,False,False,True,registered,2,57.0,secure,0.67,customary,private,False
Ethiopia,Addis Ababa,2020,informal,0.254,False,False,False,none,12,74.6,very_insecure,0.41,formal,family,True
Uganda,Kampala,2019,rental,0.64,True,True,False,pending,10,36.0,insecure,0.56,communal,private,False
Tanzania,Dar es Salaam,2021,rental,0.53,False,False,True,none,3,47.0,very_insecure,0.82,communal,private,False
Morocco,Casablanca,2022,rental,0.526,False,True,False,none,16,47.4,very_secure,0.59,customary,government,True
Kenya,Nairobi,2023,customary,0.44,False,True,True,registered,4,56.0,insecure,0.45,formal,government,True
South Africa,Johannesburg,2018,informal,0.41,False,False,False,registered,15,59.0,insecure,0.84,formal,government,False
Malawi,Lilongwe,2021,informal,0.325,False,False,True,pending,11,67.5,very_secure,0.74,formal,government,False
Uganda,Kampala,2023,owner_occupied,0.928,False,False,True,registered,10,7.2,very_secure,0.58,formal,community,False
Rwanda,Kigali,2022,rental,0.505,True,False,True,registered,17,49.5,very_insecure,0.11,customary,government,True
Algeria,Algiers,2023,informal,0.228,False,False,True,pending,2,77.2,insecure,0.9,informal,private,False
Tanzania,Dar es Salaam,2021,rental,0.49,True,True,True,pending,17,51.0,secure,0.37,communal,private,False
Ghana,Kumasi,2018,informal,0.337,False,False,True,pending,8,66.3,very_insecure,0.54,customary,family,False
Malawi,Blantyre,2020,rental,0.698,True,False,True,pending,12,30.2,very_secure,0.55,communal,family,False
Uganda,Kampala,2023,informal,0.43,False,False,False,pending,18,57.0,very_secure,0.58,communal,private,False
Ghana,Accra,2022,informal,0.203,True,False,False,registered,3,79.7,very_insecure,0.14,customary,government,False
Nigeria,Ibadan,2021,rental,0.493,True,False,True,pending,8,50.7,secure,0.4,formal,government,False
Rwanda,Kigali,2020,customary,0.593,False,False,True,pending,20,40.7,very_insecure,0.65,formal,government,False
Algeria,Algiers,2025,rental,0.665,False,True,True,registered,21,33.5,very_secure,0.63,communal,community,False
Kenya,Kisumu,2023,informal,0.422,False,False,False,pending,12,57.8,very_secure,0.23,customary,community,False
Tanzania,Dar es Salaam,2023,informal,0.218,False,False,False,none,20,78.2,secure,0.82,informal,family,False
Morocco,Rabat,2025,informal,0.431,False,False,False,pending,7,56.9,very_insecure,0.59,communal,private,False
Zambia,Lusaka,2022,rental,0.469,True,False,False,registered,17,53.1,secure,0.85,communal,government,True
Malawi,Blantyre,2019,rental,0.436,False,True,False,none,1,56.4,very_insecure,0.79,communal,family,False
Tanzania,Dar es Salaam,2024,owner_occupied,0.928,True,True,True,none,20,7.2,insecure,0.38,communal,private,False
South Africa,Johannesburg,2019,customary,0.342,False,False,True,registered,14,65.8,very_insecure,0.75,communal,family,False
South Africa,Cape Town,2022,rental,0.481,True,False,True,none,6,51.9,very_secure,0.38,formal,government,False
Malawi,Blantyre,2019,informal,0.393,False,False,False,none,5,60.7,insecure,0.42,communal,government,False
South Africa,Johannesburg,2023,rental,0.664,False,False,True,registered,16,33.6,secure,0.49,informal,private,False
Ghana,Kumasi,2023,rental,0.546,True,False,True,none,13,45.4,very_secure,0.11,customary,private,False
Uganda,Kampala,2023,customary,0.322,False,False,True,registered,22,67.8,very_insecure,0.58,informal,community,False
Senegal,Dakar,2021,informal,0.422,False,False,True,pending,10,57.8,very_insecure,0.85,communal,government,False
South Africa,Cape Town,2020,informal,0.398,False,False,True,none,2,60.2,very_insecure,0.71,formal,family,False
Egypt,Cairo,2022,informal,0.246,False,True,True,pending,12,75.4,secure,0.45,formal,government,False
Morocco,Rabat,2019,informal,0.413,False,False,True,pending,2,58.7,very_secure,0.42,formal,private,False
Morocco,Casablanca,2022,rental,0.583,False,True,False,pending,14,41.7,secure,0.79,formal,private,True
Kenya,Kisumu,2024,informal,0.25,False,False,False,pending,21,75.0,insecure,0.57,formal,private,False
Nigeria,Lagos,2024,owner_occupied,0.721,True,True,True,none,4,27.9,insecure,0.25,communal,family,False
Malawi,Lilongwe,2019,informal,0.237,False,False,True,registered,22,76.3,very_secure,0.47,customary,government,False
Ghana,Kumasi,2021,informal,0.387,True,False,True,pending,6,61.3,very_secure,0.82,communal,private,False
Ethiopia,Addis Ababa,2025,informal,0.208,False,False,True,registered,17,79.2,insecure,0.57,customary,government,False
Mozambique,Maputo,2025,informal,0.296,False,False,True,registered,18,70.4,very_insecure,0.52,formal,community,True
Kenya,Kisumu,2024,rental,0.488,False,False,True,none,10,51.2,secure,0.79,communal,private,False
Mozambique,Beira,2023,informal,0.213,False,False,True,registered,1,78.7,very_secure,0.61,informal,community,False
Tanzania,Dar es Salaam,2018,informal,0.228,False,False,True,none,14,77.2,very_secure,0.84,informal,family,True
Mozambique,Beira,2024,owner_occupied,0.918,True,True,True,pending,22,8.2,very_insecure,0.4,formal,family,False
Senegal,Dakar,2023,informal,0.352,False,False,True,registered,11,64.8,insecure,0.14,customary,family,False
Egypt,Alexandria,2025,informal,0.398,False,False,True,pending,10,60.2,insecure,0.62,informal,family,False
Senegal,Dakar,2025,informal,0.337,False,False,True,pending,7,66.3,secure,0.73,communal,government,False
Algeria,Algiers,2021,informal,0.289,False,False,False,pending,5,71.1,very_insecure,0.25,communal,family,False
Egypt,Cairo,2022,rental,0.517,True,True,True,pending,18,48.3,very_secure,0.63,formal,family,False
Malawi,Blantyre,2019,rental,0.645,True,False,True,pending,19,35.5,very_secure,0.37,formal,community,False
Tanzania,Dar es Salaam,2020,informal,0.276,False,True,True,registered,13,72.4,very_insecure,0.55,customary,family,False
Zambia,Lusaka,2022,informal,0.423,False,False,True,none,3,57.7,very_secure,0.36,communal,community,False
Nigeria,Kano,2021,rental,0.469,True,False,True,registered,1,53.1,insecure,0.65,formal,private,True
Uganda,Kampala,2023,rental,0.486,True,False,True,none,20,51.4,insecure,0.74,communal,community,False
Uganda,Kampala,2025,owner_occupied,0.948,True,True,True,registered,16,5.2,secure,0.35,formal,community,False
Morocco,Rabat,2025,customary,0.428,False,False,True,pending,9,57.2,very_insecure,0.4,informal,community,False
Zambia,Lusaka,2020,rental,0.431,True,True,True,none,24,56.9,insecure,0.35,formal,community,False
Egypt,Cairo,2021,customary,0.336,False,False,True,none,17,66.4,insecure,0.24,communal,private,True
Rwanda,Kigali,2019,owner_occupied,0.944,False,True,True,registered,6,5.6,very_secure,0.88,formal,private,False
Ethiopia,Dire Dawa,2018,rental,0.419,False,False,True,none,17,58.1,insecure,0.47,communal,government,False
Kenya,Kisumu,2019,rental,0.469,True,False,True,none,16,53.1,very_secure,0.14,communal,family,False
Nigeria,Lagos,2022,rental,0.448,True,False,True,none,1,55.2,secure,0.56,customary,government,False
Uganda,Kampala,2023,informal,0.389,False,False,True,none,13,61.1,insecure,0.33,informal,private,False
Nigeria,Lagos,2023,rental,0.475,False,False,True,registered,5,52.5,very_insecure,0.81,communal,family,False
Zambia,Lusaka,2022,rental,0.557,True,False,True,pending,6,44.3,very_secure,0.37,formal,government,False
Tanzania,Dar es Salaam,2024,informal,0.3,True,True,True,pending,22,70.0,very_insecure,0.42,informal,private,True
Egypt,Alexandria,2025,rental,0.665,False,False,True,registered,12,33.5,insecure,0.37,customary,government,False
Morocco,Casablanca,2018,rental,0.584,False,True,True,pending,17,41.6,insecure,0.82,formal,government,False
Morocco,Rabat,2021,rental,0.437,True,False,True,none,10,56.3,very_insecure,0.74,customary,private,False
Ghana,Kumasi,2023,owner_occupied,0.726,True,True,True,none,4,27.4,very_secure,0.48,customary,community,False
Rwanda,Kigali,2018,rental,0.448,False,True,True,registered,14,55.2,very_insecure,0.88,customary,government,False
Kenya,Mombasa,2025,informal,0.425,False,False,True,registered,1,57.5,insecure,0.32,customary,government,False
Malawi,Lilongwe,2024,informal,0.235,False,False,True,registered,12,76.5,insecure,0.11,formal,private,False
Uganda,Kampala,2025,informal,0.375,False,False,True,pending,8,62.5,insecure,0.86,informal,family,False
Kenya,Nairobi,2023,informal,0.374,False,False,False,pending,20,62.6,insecure,0.51,informal,private,True
South Africa,Cape Town,2021,informal,0.347,True,False,False,registered,18,65.3,secure,0.55,formal,community,False
Egypt,Cairo,2025,informal,0.327,False,False,False,pending,24,67.3,very_insecure,0.25,formal,community,False
Morocco,Casablanca,2025,informal,0.371,False,False,True,pending,8,62.9,insecure,0.78,customary,family,True
Morocco,Casablanca,2025,informal,0.226,False,False,True,pending,14,77.4,very_insecure,0.63,customary,community,True
Senegal,Dakar,2019,rental,0.456,True,False,False,registered,17,54.4,secure,0.61,communal,family,False
Egypt,Cairo,2025,owner_occupied,0.853,True,False,True,none,17,14.7,secure,0.57,customary,family,False
Algeria,Algiers,2025,informal,0.223,False,False,True,none,21,77.7,secure,0.61,customary,government,False
Mozambique,Maputo,2020,rental,0.517,True,False,True,pending,7,48.3,very_secure,0.59,formal,government,False
South Africa,Johannesburg,2023,informal,0.332,False,False,True,none,21,66.8,very_secure,0.84,formal,community,False
South Africa,Cape Town,2018,rental,0.529,False,True,True,none,17,47.1,secure,0.72,customary,community,False
Malawi,Lilongwe,2025,informal,0.36,True,False,True,registered,11,64.0,very_secure,0.27,informal,community,False
Rwanda,Kigali,2023,informal,0.371,False,False,False,registered,18,62.9,secure,0.24,customary,community,False
Mozambique,Beira,2021,rental,0.521,True,False,True,none,24,47.9,very_insecure,0.14,formal,government,False
Senegal,Dakar,2024,rental,0.465,True,False,True,registered,17,53.5,insecure,0.36,customary,family,True
Morocco,Rabat,2024,informal,0.389,False,False,True,none,6,61.1,secure,0.74,communal,government,False
Morocco,Rabat,2023,informal,0.211,False,False,True,pending,10,78.9,insecure,0.45,customary,family,False
Senegal,Dakar,2025,informal,0.32,False,True,True,registered,9,68.0,very_secure,0.72,informal,private,False
Zambia,Lusaka,2022,owner_occupied,0.708,True,False,True,registered,11,29.2,very_insecure,0.77,informal,family,False
Mozambique,Beira,2020,rental,0.595,False,False,True,pending,15,40.5,secure,0.78,customary,private,True
Egypt,Alexandria,2018,informal,0.343,False,False,True,none,12,65.7,secure,0.43,formal,family,False
Senegal,Dakar,2021,informal,0.346,True,False,True,registered,20,65.4,very_secure,0.75,informal,private,False
Morocco,Casablanca,2018,rental,0.536,True,True,False,registered,1,46.4,insecure,0.15,communal,private,False
Zambia,Lusaka,2020,informal,0.208,False,False,True,registered,19,79.2,very_secure,0.45,communal,family,False
Tanzania,Dar es Salaam,2020,customary,0.444,True,False,False,none,2,55.6,very_insecure,0.81,formal,private,False
South Africa,Johannesburg,2018,informal,0.367,False,False,False,pending,23,63.3,secure,0.79,communal,private,True
Zambia,Lusaka,2025,informal,0.395,False,False,True,pending,13,60.5,secure,0.42,informal,community,False
Rwanda,Kigali,2022,customary,0.55,False,False,True,registered,13,45.0,very_secure,0.58,formal,private,False
Kenya,Mombasa,2022,rental,0.652,True,True,True,pending,10,34.8,secure,0.53,customary,family,False
Nigeria,Kano,2023,rental,0.401,False,False,True,pending,17,59.9,secure,0.74,formal,family,False
Tanzania,Dar es Salaam,2019,informal,0.192,True,False,True,none,20,80.8,secure,0.54,informal,family,False
Malawi,Lilongwe,2024,informal,0.26,True,True,False,registered,17,74.0,secure,0.83,customary,family,True
Ghana,Accra,2023,informal,0.346,False,False,True,pending,10,65.4,very_secure,0.74,formal,community,False
Mozambique,Maputo,2023,informal,0.209,True,False,True,pending,11,79.1,secure,0.75,customary,private,False
Mozambique,Maputo,2019,rental,0.493,False,True,True,registered,21,50.7,insecure,0.12,informal,private,False
Senegal,Dakar,2021,rental,0.555,False,True,True,registered,12,44.5,very_insecure,0.34,formal,private,False
Rwanda,Kigali,2018,rental,0.658,False,False,True,registered,22,34.2,very_secure,0.81,communal,community,False
Morocco,Rabat,2020,owner_occupied,0.903,True,False,False,pending,4,9.7,insecure,0.64,informal,family,False
Malawi,Blantyre,2022,informal,0.286,False,False,True,registered,11,71.4,very_insecure,0.59,communal,private,False
Mozambique,Maputo,2018,informal,0.426,False,False,True,registered,18,57.4,insecure,0.63,communal,private,False
Egypt,Alexandria,2018,customary,0.346,True,True,False,none,2,65.4,very_secure,0.25,informal,private,False
Tanzania,Dar es Salaam,2019,owner_occupied,0.933,False,True,False,pending,1,6.7,insecure,0.7,informal,family,False
Kenya,Mombasa,2024,informal,0.404,True,False,False,pending,23,59.6,very_secure,0.24,formal,community,False
Ethiopia,Dire Dawa,2019,informal,0.274,True,False,True,registered,18,72.6,very_insecure,0.2,customary,private,True
Ethiopia,Addis Ababa,2022,rental,0.407,False,True,False,none,22,59.3,very_secure,0.85,formal,government,False
Rwanda,Kigali,2022,informal,0.302,False,False,True,pending,18,69.8,very_secure,0.32,customary,government,False
Tanzania,Dar es Salaam,2020,rental,0.657,False,False,True,registered,1,34.3,secure,0.51,informal,community,False
Senegal,Dakar,2019,informal,0.308,False,False,True,registered,21,69.2,secure,0.51,customary,family,True
Kenya,Mombasa,2019,owner_occupied,0.842,True,True,False,registered,5,15.8,secure,0.51,informal,community,False
South Africa,Johannesburg,2023,informal,0.33,True,False,True,none,7,67.0,insecure,0.64,formal,community,False
Zambia,Lusaka,2019,rental,0.576,False,False,True,none,20,42.4,very_secure,0.85,formal,government,False
Tanzania,Dar es Salaam,2022,informal,0.36,False,False,True,pending,20,64.0,very_insecure,0.18,communal,private,True
Senegal,Dakar,2023,rental,0.501,False,False,True,none,17,49.9,very_secure,0.19,formal,government,True
Ethiopia,Dire Dawa,2024,informal,0.3,True,False,True,pending,9,70.0,very_insecure,0.72,formal,family,False
South Africa,Johannesburg,2020,owner_occupied,0.738,False,True,True,pending,19,26.2,secure,0.62,communal,community,False
Morocco,Rabat,2020,customary,0.58,True,False,True,pending,9,42.0,secure,0.29,customary,private,False
Zambia,Lusaka,2019,informal,0.263,False,False,True,pending,12,73.7,insecure,0.16,customary,community,True
Ethiopia,Dire Dawa,2023,rental,0.671,True,False,True,registered,1,32.9,secure,0.61,communal,private,False
Nigeria,Ibadan,2019,owner_occupied,0.76,True,False,True,none,6,24.0,very_insecure,0.78,communal,community,False
Egypt,Cairo,2021,informal,0.39,False,False,True,none,18,61.0,very_insecure,0.74,customary,community,False
Kenya,Nairobi,2018,informal,0.259,False,False,True,registered,8,74.1,secure,0.25,communal,private,True
Rwanda,Kigali,2023,owner_occupied,0.925,True,False,True,none,10,7.5,insecure,0.85,formal,government,True
Uganda,Kampala,2022,informal,0.308,False,False,True,none,12,69.2,secure,0.55,customary,community,False
Uganda,Kampala,2022,customary,0.564,False,False,True,registered,14,43.6,very_secure,0.89,customary,community,False
Tanzania,Dar es Salaam,2025,owner_occupied,0.925,True,True,True,none,24,7.5,very_insecure,0.78,communal,community,False
Rwanda,Kigali,2021,rental,0.638,False,False,False,registered,7,36.2,very_insecure,0.75,informal,family,False
Ghana,Accra,2025,owner_occupied,0.919,True,True,True,none,22,8.1,secure,0.5,informal,private,False
Senegal,Dakar,2022,customary,0.485,True,True,True,pending,13,51.5,secure,0.52,communal,private,False
Zambia,Lusaka,2024,rental,0.535,False,True,True,none,20,46.5,secure,0.72,communal,private,False
Ethiopia,Addis Ababa,2021,rental,0.642,True,True,False,none,12,35.8,secure,0.35,informal,family,True
Malawi,Blantyre,2022,customary,0.516,False,False,True,registered,3,48.4,very_secure,0.18,customary,private,False
Uganda,Kampala,2020,informal,0.209,False,False,True,none,11,79.1,insecure,0.61,formal,government,False
Morocco,Casablanca,2023,informal,0.217,True,False,True,none,4,78.3,very_secure,0.86,formal,government,False
Algeria,Algiers,2025,informal,0.315,False,False,False,pending,12,68.5,very_secure,0.24,customary,community,False
Nigeria,Ibadan,2019,informal,0.256,False,False,True,registered,16,74.4,secure,0.19,customary,private,False
Algeria,Algiers,2025,informal,0.329,False,False,False,registered,11,67.1,secure,0.85,customary,private,True
Egypt,Cairo,2025,rental,0.66,True,True,True,registered,24,34.0,very_insecure,0.87,formal,community,True
Malawi,Blantyre,2021,rental,0.663,True,True,True,registered,8,33.7,very_secure,0.47,communal,private,False
Mozambique,Beira,2020,rental,0.685,True,True,True,registered,9,31.5,insecure,0.63,formal,private,True
Kenya,Kisumu,2025,informal,0.234,False,False,True,registered,21,76.6,secure,0.27,formal,community,False
Nigeria,Lagos,2023,informal,0.175,False,False,True,none,17,82.5,insecure,0.47,customary,private,False
Ghana,Accra,2022,informal,0.255,False,False,True,pending,18,74.5,insecure,0.71,formal,private,False
Algeria,Algiers,2024,informal,0.414,False,False,True,none,13,58.6,secure,0.3,formal,community,False
Mozambique,Maputo,2025,rental,0.684,False,False,False,pending,13,31.6,insecure,0.62,formal,government,False
South Africa,Johannesburg,2023,rental,0.527,False,False,False,registered,1,47.3,secure,0.11,informal,family,True
Nigeria,Lagos,2022,informal,0.38,False,False,True,none,14,62.0,insecure,0.85,communal,private,False
Mozambique,Beira,2024,customary,0.422,True,False,True,pending,17,57.8,insecure,0.85,customary,private,False
Kenya,Mombasa,2021,rental,0.547,False,True,True,none,1,45.3,very_insecure,0.32,formal,community,True
Uganda,Kampala,2021,rental,0.584,True,False,False,pending,23,41.6,very_secure,0.86,communal,community,True
Nigeria,Kano,2023,informal,0.326,False,True,True,none,15,67.4,very_secure,0.6,formal,private,False
Mozambique,Maputo,2024,informal,0.251,False,False,True,none,7,74.9,very_insecure,0.45,customary,family,False
South Africa,Johannesburg,2020,informal,0.376,False,False,True,none,6,62.4,very_insecure,0.66,informal,government,False
Algeria,Algiers,2021,rental,0.575,True,False,True,none,7,42.5,very_insecure,0.39,formal,community,False
Egypt,Alexandria,2023,informal,0.43,False,False,True,registered,3,57.0,very_insecure,0.43,communal,community,False
Algeria,Algiers,2023,informal,0.259,True,False,True,none,21,74.1,secure,0.42,customary,government,False
Nigeria,Ibadan,2024,informal,0.337,False,False,True,registered,1,66.3,very_insecure,0.24,informal,government,False
South Africa,Cape Town,2024,informal,0.386,False,True,False,registered,12,61.4,insecure,0.82,customary,government,False
Kenya,Nairobi,2021,customary,0.371,False,False,True,none,17,62.9,very_secure,0.15,customary,private,True
Uganda,Kampala,2019,informal,0.261,False,False,False,registered,24,73.9,insecure,0.7,customary,family,False
Morocco,Casablanca,2021,rental,0.632,True,True,True,none,22,36.8,very_secure,0.29,informal,family,False
Egypt,Cairo,2023,informal,0.216,False,False,True,pending,2,78.4,secure,0.54,customary,family,False
Rwanda,Kigali,2023,informal,0.368,True,False,False,pending,3,63.2,very_secure,0.52,customary,community,False
Ghana,Accra,2019,informal,0.227,False,False,True,pending,24,77.3,very_secure,0.52,informal,family,True
Nigeria,Ibadan,2020,rental,0.611,True,True,True,none,2,38.9,very_insecure,0.67,informal,private,False
Algeria,Algiers,2023,informal,0.308,True,True,True,registered,16,69.2,very_secure,0.11,formal,community,False
Algeria,Algiers,2020,rental,0.437,False,False,True,registered,24,56.3,secure,0.4,informal,government,False
Senegal,Dakar,2021,rental,0.446,False,True,True,pending,11,55.4,very_insecure,0.65,formal,government,False
Tanzania,Dar es Salaam,2022,rental,0.43,True,True,True,none,13,57.0,insecure,0.27,customary,government,False
Ethiopia,Addis Ababa,2018,customary,0.56,False,False,False,none,2,44.0,secure,0.9,customary,family,False
Egypt,Cairo,2025,rental,0.422,False,True,False,none,3,57.8,insecure,0.56,communal,community,False
Malawi,Blantyre,2024,rental,0.681,True,False,False,pending,8,31.9,very_insecure,0.65,communal,family,False
Mozambique,Beira,2018,informal,0.173,False,False,True,registered,21,82.7,very_secure,0.24,customary,family,True
South Africa,Cape Town,2024,rental,0.416,True,False,True,registered,4,58.4,insecure,0.47,formal,private,False
Zambia,Lusaka,2021,informal,0.205,False,False,False,registered,5,79.5,secure,0.84,formal,government,False
Algeria,Algiers,2021,customary,0.301,True,True,True,pending,24,69.9,very_insecure,0.81,customary,community,False
Nigeria,Ibadan,2018,informal,0.397,False,False,False,registered,13,60.3,very_insecure,0.59,informal,family,False
Morocco,Rabat,2023,rental,0.546,False,False,True,registered,14,45.4,insecure,0.26,informal,family,True
Tanzania,Dar es Salaam,2023,informal,0.324,False,False,False,pending,12,67.6,very_secure,0.22,customary,private,True
Algeria,Algiers,2018,rental,0.463,True,True,True,pending,12,53.7,very_insecure,0.21,customary,family,False
South Africa,Johannesburg,2020,customary,0.412,False,False,False,pending,3,58.8,very_insecure,0.77,communal,family,False
Ethiopia,Addis Ababa,2023,owner_occupied,0.9,False,True,True,registered,14,10.0,insecure,0.45,customary,government,False
Ghana,Kumasi,2020,rental,0.639,True,True,True,registered,15,36.1,secure,0.87,communal,community,False
Ghana,Kumasi,2022,informal,0.331,False,True,True,pending,3,66.9,very_insecure,0.88,formal,community,False
Senegal,Dakar,2020,informal,0.177,False,False,True,none,13,82.3,secure,0.84,communal,private,True
Tanzania,Dar es Salaam,2023,informal,0.417,False,False,True,pending,6,58.3,very_insecure,0.52,customary,family,False
Kenya,Kisumu,2019,rental,0.655,True,False,True,none,9,34.5,very_secure,0.42,customary,community,False
Mozambique,Maputo,2025,informal,0.18,False,True,True,registered,18,82.0,insecure,0.45,communal,community,True
Rwanda,Kigali,2022,informal,0.382,False,False,True,none,22,61.8,very_secure,0.74,customary,family,True
Morocco,Casablanca,2025,rental,0.402,True,False,False,none,13,59.8,insecure,0.15,communal,private,True
Kenya,Kisumu,2020,rental,0.528,True,True,False,registered,24,47.2,secure,0.78,customary,community,False
Morocco,Rabat,2020,rental,0.459,False,False,True,none,9,54.1,secure,0.48,formal,community,False
Uganda,Kampala,2020,rental,0.407,True,True,True,pending,17,59.3,secure,0.43,communal,private,False
Ghana,Kumasi,2025,rental,0.43,True,True,True,none,2,57.0,very_insecure,0.8,customary,family,False
Rwanda,Kigali,2025,rental,0.688,True,True,True,registered,4,31.2,insecure,0.85,customary,family,True
Uganda,Kampala,2019,informal,0.216,False,False,False,pending,2,78.4,very_secure,0.77,formal,government,True
Egypt,Alexandria,2024,informal,0.232,True,True,True,registered,12,76.8,secure,0.71,communal,community,True
Ethiopia,Dire Dawa,2019,owner_occupied,0.792,True,False,True,registered,11,20.8,very_secure,0.88,informal,private,False
Ethiopia,Dire Dawa,2019,rental,0.626,True,False,True,pending,15,37.4,secure,0.3,formal,private,False
Uganda,Kampala,2025,informal,0.401,False,False,True,none,10,59.9,secure,0.59,informal,community,False
Uganda,Kampala,2023,informal,0.221,False,False,True,registered,1,77.9,very_secure,0.67,communal,family,False
Egypt,Alexandria,2020,rental,0.493,True,True,True,pending,22,50.7,insecure,0.89,communal,private,False
Nigeria,Lagos,2021,rental,0.556,True,True,True,none,6,44.4,secure,0.69,formal,private,False
Mozambique,Maputo,2021,owner_occupied,0.864,True,True,True,registered,20,13.6,very_secure,0.62,communal,community,True
Malawi,Blantyre,2024,owner_occupied,0.946,False,False,False,none,2,5.4,very_secure,0.17,informal,community,False
Algeria,Algiers,2024,rental,0.565,True,False,False,pending,12,43.5,secure,0.55,informal,private,False
Rwanda,Kigali,2022,rental,0.543,True,False,True,none,13,45.7,very_insecure,0.41,informal,private,False
Rwanda,Kigali,2020,informal,0.41,False,False,True,none,7,59.0,very_insecure,0.47,formal,private,False
Uganda,Kampala,2023,rental,0.453,True,False,False,registered,9,54.7,very_insecure,0.17,informal,community,True
Uganda,Kampala,2025,informal,0.347,False,False,False,pending,15,65.3,very_secure,0.64,customary,family,True
South Africa,Cape Town,2021,rental,0.529,False,True,False,none,1,47.1,very_secure,0.28,customary,private,False
Algeria,Algiers,2025,rental,0.588,False,False,True,registered,11,41.2,secure,0.42,communal,private,True
Mozambique,Maputo,2021,customary,0.301,False,False,True,none,19,69.9,very_insecure,0.56,informal,community,False
Mozambique,Maputo,2020,rental,0.651,True,False,True,registered,15,34.9,very_insecure,0.42,formal,government,False
Senegal,Dakar,2018,informal,0.324,True,False,True,pending,23,67.6,very_insecure,0.61,customary,private,True
Morocco,Casablanca,2022,rental,0.475,True,False,True,none,20,52.5,insecure,0.22,formal,government,True
South Africa,Cape Town,2025,owner_occupied,0.833,True,True,True,registered,10,16.7,very_insecure,0.68,formal,community,False
South Africa,Johannesburg,2020,rental,0.422,False,True,False,pending,9,57.8,insecure,0.37,formal,community,False
Mozambique,Maputo,2021,informal,0.281,False,True,True,pending,15,71.9,very_secure,0.44,communal,government,True
Mozambique,Maputo,2019,informal,0.374,False,False,False,registered,11,62.6,secure,0.5,formal,government,False
Algeria,Algiers,2024,informal,0.21,False,False,True,registered,1,79.0,insecure,0.27,customary,private,False
Rwanda,Kigali,2022,informal,0.228,False,False,True,registered,20,77.2,secure,0.12,customary,private,False
Egypt,Alexandria,2022,owner_occupied,0.748,False,False,False,none,17,25.2,secure,0.11,communal,private,False
Kenya,Kisumu,2018,rental,0.64,True,False,False,none,15,36.0,very_insecure,0.87,communal,family,False
Ghana,Accra,2022,rental,0.688,True,False,False,none,24,31.2,very_insecure,0.69,formal,government,True
Egypt,Alexandria,2019,owner_occupied,0.821,True,False,False,pending,17,17.9,insecure,0.17,customary,private,False
Malawi,Lilongwe,2024,informal,0.369,True,False,False,registered,18,63.1,insecure,0.38,formal,community,False
Algeria,Algiers,2019,rental,0.578,True,False,True,registered,7,42.2,insecure,0.29,informal,private,False
Uganda,Kampala,2019,rental,0.526,False,False,False,registered,9,47.4,insecure,0.26,customary,private,False
Tanzania,Dar es Salaam,2018,informal,0.346,False,False,False,pending,8,65.4,secure,0.11,formal,community,True
Nigeria,Lagos,2018,owner_occupied,0.887,False,True,True,registered,4,11.3,very_insecure,0.43,informal,community,False
Tanzania,Dar es Salaam,2019,rental,0.698,True,False,False,pending,10,30.2,very_insecure,0.89,formal,family,False
Uganda,Kampala,2025,owner_occupied,0.885,True,False,True,registered,24,11.5,very_insecure,0.36,customary,private,False
South Africa,Cape Town,2018,rental,0.506,True,False,True,none,13,49.4,very_insecure,0.72,formal,community,False
Mozambique,Beira,2018,informal,0.357,True,False,True,registered,16,64.3,insecure,0.66,communal,community,True
Egypt,Cairo,2021,informal,0.372,False,False,True,none,12,62.8,very_secure,0.43,communal,family,False
Rwanda,Kigali,2023,informal,0.357,False,False,True,none,12,64.3,very_secure,0.37,communal,family,False
Kenya,Nairobi,2020,rental,0.656,False,False,False,pending,20,34.4,very_insecure,0.82,communal,community,False
Algeria,Algiers,2022,informal,0.22,False,False,True,pending,14,78.0,very_secure,0.71,customary,private,False
Uganda,Kampala,2024,owner_occupied,0.832,False,False,False,none,18,16.8,very_insecure,0.13,formal,family,False
Ethiopia,Dire Dawa,2018,rental,0.401,True,True,True,registered,18,59.9,very_insecure,0.13,informal,government,False
Egypt,Cairo,2024,rental,0.67,False,True,False,pending,1,33.0,very_insecure,0.33,formal,private,False
Rwanda,Kigali,2018,rental,0.6,True,True,True,registered,18,40.0,secure,0.38,customary,community,False
Zambia,Lusaka,2024,informal,0.278,False,False,True,none,17,72.2,very_insecure,0.71,customary,private,False
Malawi,Lilongwe,2019,owner_occupied,0.948,True,True,False,pending,19,5.2,secure,0.14,informal,family,True
Egypt,Alexandria,2019,customary,0.458,True,False,True,registered,3,54.2,insecure,0.1,communal,community,False
South Africa,Johannesburg,2021,informal,0.429,True,False,False,pending,8,57.1,insecure,0.11,communal,community,False
Zambia,Lusaka,2022,informal,0.198,False,False,True,none,11,80.2,secure,0.28,formal,family,True
Algeria,Algiers,2018,informal,0.187,False,False,True,pending,2,81.3,very_insecure,0.14,communal,community,False
Mozambique,Maputo,2024,rental,0.402,False,True,True,none,23,59.8,very_insecure,0.2,communal,family,False
Ghana,Kumasi,2024,owner_occupied,0.714,True,False,True,none,12,28.6,secure,0.87,communal,private,False
Rwanda,Kigali,2022,rental,0.561,False,False,True,registered,3,43.9,very_secure,0.22,informal,family,True
Uganda,Kampala,2025,rental,0.569,True,False,False,none,11,43.1,very_insecure,0.79,informal,government,False
Mozambique,Maputo,2022,informal,0.181,False,False,False,pending,12,81.9,very_insecure,0.48,informal,community,False
Egypt,Alexandria,2021,customary,0.365,False,False,True,pending,11,63.5,insecure,0.27,informal,private,False
Rwanda,Kigali,2023,owner_occupied,0.877,True,True,True,pending,8,12.3,secure,0.49,formal,community,False
Algeria,Algiers,2025,informal,0.29,False,False,True,none,19,71.0,insecure,0.74,communal,family,False
Kenya,Kisumu,2019,informal,0.408,False,False,True,pending,22,59.2,very_insecure,0.42,informal,government,True
Mozambique,Maputo,2019,rental,0.453,True,True,False,none,17,54.7,insecure,0.21,customary,family,False
Uganda,Kampala,2023,owner_occupied,0.826,False,True,True,registered,16,17.4,very_secure,0.73,communal,private,False
Nigeria,Lagos,2023,rental,0.622,False,False,True,none,17,37.8,secure,0.27,informal,private,False
Nigeria,Lagos,2023,rental,0.503,True,False,False,none,3,49.7,very_insecure,0.75,formal,government,False
Senegal,Dakar,2023,customary,0.362,True,True,False,pending,17,63.8,very_secure,0.8,formal,community,False
Ghana,Accra,2021,informal,0.27,False,False,False,pending,16,73.0,very_secure,0.63,customary,private,False
Kenya,Nairobi,2019,rental,0.612,True,False,True,registered,12,38.8,insecure,0.51,customary,government,True
Nigeria,Kano,2019,rental,0.652,True,False,True,registered,12,34.8,secure,0.74,formal,family,False
South Africa,Johannesburg,2019,informal,0.203,False,False,True,none,21,79.7,secure,0.71,communal,government,False
Ghana,Accra,2018,rental,0.621,False,True,True,none,15,37.9,insecure,0.35,informal,community,False
Zambia,Lusaka,2024,customary,0.431,False,False,True,pending,17,56.9,secure,0.6,customary,community,False
Uganda,Kampala,2022,owner_occupied,0.724,True,True,True,none,6,27.6,insecure,0.75,customary,family,False
Tanzania,Dar es Salaam,2018,owner_occupied,0.709,True,True,True,none,18,29.1,very_secure,0.63,communal,community,False
Mozambique,Beira,2025,informal,0.41,False,False,True,none,24,59.0,very_insecure,0.36,formal,government,False
Ghana,Accra,2025,informal,0.356,False,False,False,none,10,64.4,very_insecure,0.78,customary,family,False
Algeria,Algiers,2021,rental,0.502,True,False,True,registered,15,49.8,very_secure,0.82,informal,community,False
Algeria,Algiers,2020,informal,0.365,True,False,False,pending,2,63.5,secure,0.84,informal,government,True
Tanzania,Dar es Salaam,2019,rental,0.594,True,True,True,registered,3,40.6,very_insecure,0.75,informal,private,False
Ethiopia,Addis Ababa,2025,rental,0.613,True,False,False,pending,10,38.7,insecure,0.63,customary,community,True
Ghana,Accra,2018,customary,0.45,True,False,False,registered,1,55.0,very_insecure,0.23,communal,community,False
Nigeria,Ibadan,2019,rental,0.456,True,True,False,registered,4,54.4,very_secure,0.81,informal,family,False
Morocco,Rabat,2018,informal,0.423,False,False,True,none,2,57.7,very_secure,0.49,formal,community,False
Morocco,Casablanca,2023,informal,0.278,False,False,False,pending,2,72.2,very_secure,0.33,formal,private,False
Senegal,Dakar,2023,customary,0.519,True,True,True,registered,15,48.1,secure,0.28,communal,community,False
Morocco,Rabat,2025,rental,0.407,True,False,True,registered,19,59.3,secure,0.77,formal,government,True
Uganda,Kampala,2021,informal,0.18,True,False,True,none,9,82.0,secure,0.37,formal,government,False
South Africa,Cape Town,2024,owner_occupied,0.746,True,False,True,pending,8,25.4,insecure,0.47,informal,community,False
Nigeria,Lagos,2022,informal,0.312,False,False,False,registered,13,68.8,secure,0.86,formal,government,True
Algeria,Algiers,2019,informal,0.222,True,False,True,none,13,77.8,secure,0.16,informal,community,False
Egypt,Cairo,2021,owner_occupied,0.7,True,False,True,registered,11,30.0,very_secure,0.87,formal,private,False
Egypt,Alexandria,2021,owner_occupied,0.848,True,False,True,registered,15,15.2,very_insecure,0.45,informal,government,False
Senegal,Dakar,2024,customary,0.555,False,False,True,registered,11,44.5,very_insecure,0.3,communal,government,False
Egypt,Alexandria,2019,owner_occupied,0.871,True,True,True,registered,22,12.9,very_insecure,0.61,customary,government,False
South Africa,Johannesburg,2023,informal,0.179,False,False,False,pending,19,82.1,very_secure,0.77,communal,community,False
Zambia,Lusaka,2023,owner_occupied,0.74,True,False,True,pending,6,26.0,secure,0.66,informal,family,True
Rwanda,Kigali,2022,rental,0.496,True,False,True,registered,23,50.4,very_secure,0.5,communal,community,False
Senegal,Dakar,2018,rental,0.606,True,False,True,none,14,39.4,very_secure,0.49,formal,government,False
Morocco,Rabat,2021,informal,0.184,False,False,True,none,5,81.6,insecure,0.35,communal,community,False
Algeria,Algiers,2019,owner_occupied,0.875,True,True,False,none,20,12.5,very_insecure,0.19,informal,family,False
Morocco,Rabat,2024,informal,0.197,True,False,True,registered,10,80.3,very_insecure,0.33,formal,government,False
Egypt,Alexandria,2023,rental,0.503,True,True,False,pending,19,49.7,very_insecure,0.59,communal,government,False
Ghana,Kumasi,2020,customary,0.537,False,False,True,registered,8,46.3,secure,0.28,informal,private,False
Nigeria,Lagos,2021,owner_occupied,0.816,True,True,True,none,23,18.4,very_secure,0.31,communal,private,True
Mozambique,Beira,2022,rental,0.486,True,False,True,none,5,51.4,very_secure,0.36,communal,family,False
Uganda,Kampala,2019,rental,0.697,True,False,True,pending,14,30.3,insecure,0.71,customary,private,False
Senegal,Dakar,2021,rental,0.441,True,False,True,registered,23,55.9,very_insecure,0.39,formal,family,True
Kenya,Mombasa,2025,informal,0.228,False,False,True,registered,21,77.2,insecure,0.28,informal,government,False
Nigeria,Ibadan,2022,rental,0.606,False,False,False,registered,11,39.4,very_insecure,0.72,formal,government,False
Zambia,Lusaka,2018,informal,0.229,False,False,True,none,17,77.1,secure,0.27,customary,community,False
Ghana,Kumasi,2025,informal,0.312,False,False,True,registered,17,68.8,very_insecure,0.21,formal,community,False
Tanzania,Dar es Salaam,2021,informal,0.245,False,False,False,pending,20,75.5,very_insecure,0.86,communal,community,False
Egypt,Cairo,2025,rental,0.499,True,True,True,registered,7,50.1,very_insecure,0.3,informal,private,False
Mozambique,Maputo,2018,owner_occupied,0.907,True,True,True,none,23,9.3,secure,0.24,informal,government,False
Malawi,Lilongwe,2021,informal,0.231,True,False,True,registered,11,76.9,very_insecure,0.74,formal,community,False
Uganda,Kampala,2024,rental,0.695,True,False,True,pending,14,30.5,secure,0.41,communal,government,True
Malawi,Lilongwe,2025,owner_occupied,0.83,True,False,False,registered,8,17.0,very_insecure,0.45,informal,family,False
Rwanda,Kigali,2019,informal,0.347,False,False,True,registered,14,65.3,very_secure,0.6,communal,private,True
Senegal,Dakar,2025,informal,0.245,False,False,False,none,9,75.5,very_secure,0.76,customary,community,False
Rwanda,Kigali,2025,rental,0.554,True,True,True,pending,16,44.6,secure,0.59,formal,government,False
Algeria,Algiers,2021,rental,0.42,True,False,True,none,21,58.0,insecure,0.69,communal,government,False
Ghana,Accra,2019,rental,0.437,False,True,True,none,14,56.3,insecure,0.5,customary,community,False
Tanzania,Dar es Salaam,2021,informal,0.314,False,False,False,none,1,68.6,insecure,0.87,formal,private,False
Tanzania,Dar es Salaam,2023,informal,0.301,False,False,False,pending,23,69.9,insecure,0.2,communal,government,True
Malawi,Blantyre,2022,rental,0.544,True,True,True,pending,5,45.6,very_secure,0.26,formal,family,False
Tanzania,Dar es Salaam,2025,owner_occupied,0.868,False,True,True,none,20,13.2,very_secure,0.72,communal,private,False
South Africa,Johannesburg,2022,rental,0.433,True,False,True,registered,13,56.7,secure,0.68,customary,government,True
Senegal,Dakar,2018,informal,0.261,False,False,True,registered,19,73.9,insecure,0.13,communal,government,False
Uganda,Kampala,2021,rental,0.478,False,False,False,pending,18,52.2,very_insecure,0.25,customary,family,False
South Africa,Cape Town,2018,informal,0.186,False,False,True,registered,18,81.4,secure,0.79,informal,community,False
Senegal,Dakar,2024,rental,0.489,False,True,False,pending,2,51.1,very_secure,0.48,customary,family,True
Senegal,Dakar,2018,rental,0.567,True,True,False,pending,15,43.3,secure,0.8,formal,family,False
Rwanda,Kigali,2023,rental,0.438,False,True,True,registered,12,56.2,very_insecure,0.29,formal,family,False
Ghana,Accra,2022,customary,0.365,True,False,True,registered,11,63.5,insecure,0.75,communal,family,False
Uganda,Kampala,2022,informal,0.306,True,False,True,none,14,69.4,insecure,0.41,communal,community,False
Malawi,Blantyre,2025,owner_occupied,0.748,True,True,False,registered,14,25.2,very_insecure,0.85,communal,private,True
Mozambique,Beira,2018,owner_occupied,0.789,True,True,True,registered,19,21.1,insecure,0.23,informal,family,False
Kenya,Mombasa,2020,rental,0.694,False,True,True,registered,14,30.6,secure,0.77,formal,private,False
Ghana,Kumasi,2019,informal,0.405,False,False,True,none,24,59.5,secure,0.63,communal,family,False
Morocco,Casablanca,2025,informal,0.37,False,False,False,registered,8,63.0,very_insecure,0.38,informal,community,False
Kenya,Nairobi,2021,informal,0.219,True,False,True,registered,19,78.1,very_secure,0.15,communal,private,True
Senegal,Dakar,2020,owner_occupied,0.752,True,True,True,none,14,24.8,insecure,0.44,formal,family,True
Mozambique,Maputo,2023,rental,0.543,True,False,False,pending,10,45.7,secure,0.74,formal,government,False
Rwanda,Kigali,2018,informal,0.311,False,False,False,pending,8,68.9,secure,0.19,communal,private,True
Nigeria,Ibadan,2019,informal,0.3,False,False,False,none,3,70.0,insecure,0.21,communal,private,False
Morocco,Casablanca,2024,informal,0.387,False,False,True,pending,24,61.3,very_insecure,0.61,customary,family,False
Uganda,Kampala,2024,customary,0.424,False,False,True,pending,21,57.6,very_insecure,0.79,customary,community,False
Rwanda,Kigali,2018,informal,0.192,False,False,True,none,3,80.8,very_secure,0.64,customary,community,False
Algeria,Algiers,2023,customary,0.491,False,False,True,pending,13,50.9,very_insecure,0.84,formal,government,True
Ethiopia,Addis Ababa,2025,informal,0.404,False,False,True,registered,21,59.6,secure,0.85,formal,private,False
Nigeria,Ibadan,2023,informal,0.346,False,False,True,registered,1,65.4,very_secure,0.22,formal,government,False
Malawi,Blantyre,2019,rental,0.462,True,True,True,none,13,53.8,very_insecure,0.71,customary,community,False
Senegal,Dakar,2020,rental,0.691,False,False,False,pending,2,30.9,very_insecure,0.85,informal,private,False
Morocco,Casablanca,2022,rental,0.478,True,True,False,pending,11,52.2,insecure,0.26,communal,private,True
Morocco,Rabat,2021,owner_occupied,0.922,True,True,True,registered,1,7.8,secure,0.79,informal,family,False
Ghana,Kumasi,2025,informal,0.402,False,True,False,none,9,59.8,secure,0.62,communal,private,False
Zambia,Lusaka,2023,informal,0.182,False,False,True,registered,11,81.8,very_insecure,0.84,communal,community,False
Ghana,Accra,2023,informal,0.346,False,False,True,registered,3,65.4,very_insecure,0.27,formal,community,False
Ghana,Accra,2019,rental,0.591,False,False,True,none,4,40.9,very_insecure,0.53,communal,community,False
Senegal,Dakar,2024,rental,0.49,False,False,True,pending,4,51.0,insecure,0.42,customary,community,False
South Africa,Johannesburg,2018,informal,0.292,False,False,False,none,8,70.8,very_insecure,0.64,formal,government,False
Ghana,Accra,2020,informal,0.234,False,False,True,pending,15,76.6,secure,0.72,formal,private,False
Ghana,Kumasi,2019,owner_occupied,0.858,True,True,False,registered,21,14.2,secure,0.78,informal,community,False
Algeria,Algiers,2024,owner_occupied,0.866,True,True,True,registered,2,13.4,very_secure,0.71,informal,private,False
Egypt,Alexandria,2025,informal,0.279,False,False,False,none,22,72.1,insecure,0.85,formal,government,True
Nigeria,Ibadan,2023,rental,0.507,False,True,True,none,9,49.3,insecure,0.72,informal,community,False
Nigeria,Lagos,2022,rental,0.637,False,False,True,none,18,36.3,very_insecure,0.26,communal,government,False
Mozambique,Maputo,2024,informal,0.277,False,False,True,registered,7,72.3,very_secure,0.48,customary,community,False
Egypt,Cairo,2023,rental,0.495,True,False,True,pending,7,50.5,very_insecure,0.47,communal,private,False
Malawi,Blantyre,2020,rental,0.447,True,True,True,none,11,55.3,very_secure,0.59,customary,family,False
Kenya,Nairobi,2025,rental,0.407,True,False,True,none,20,59.3,insecure,0.49,communal,family,False
Kenya,Kisumu,2018,rental,0.435,False,False,False,none,22,56.5,very_insecure,0.35,informal,government,False
Uganda,Kampala,2023,informal,0.276,True,False,True,pending,21,72.4,secure,0.26,customary,community,False
Egypt,Alexandria,2024,informal,0.236,True,False,True,registered,7,76.4,insecure,0.88,customary,government,False
Tanzania,Dar es Salaam,2024,customary,0.354,False,False,True,none,18,64.6,very_insecure,0.67,formal,community,False
Uganda,Kampala,2020,informal,0.306,False,False,False,none,5,69.4,very_insecure,0.47,formal,government,False
Tanzania,Dar es Salaam,2025,owner_occupied,0.88,False,False,False,pending,5,12.0,very_insecure,0.44,formal,government,False
Ethiopia,Dire Dawa,2024,rental,0.522,True,True,False,registered,4,47.8,secure,0.44,formal,community,True
Uganda,Kampala,2020,owner_occupied,0.829,True,False,True,none,1,17.1,secure,0.14,formal,family,False
Egypt,Alexandria,2024,informal,0.264,False,True,True,registered,21,73.6,very_insecure,0.47,customary,private,False
Kenya,Nairobi,2023,customary,0.427,False,True,False,registered,4,57.3,insecure,0.52,formal,community,False
Rwanda,Kigali,2022,informal,0.197,False,False,True,registered,2,80.3,secure,0.63,informal,government,False
Malawi,Lilongwe,2024,rental,0.697,False,False,True,registered,22,30.3,insecure,0.28,formal,private,False
Mozambique,Maputo,2022,informal,0.375,False,False,True,pending,5,62.5,secure,0.34,customary,family,False
Nigeria,Lagos,2019,customary,0.34,False,False,True,none,2,66.0,very_insecure,0.64,communal,family,False
Zambia,Lusaka,2019,informal,0.213,False,False,False,pending,6,78.7,insecure,0.63,formal,family,False
Tanzania,Dar es Salaam,2021,informal,0.392,False,False,True,none,22,60.8,secure,0.11,formal,private,False
Senegal,Dakar,2023,rental,0.465,True,True,False,none,8,53.5,very_secure,0.53,communal,family,False
Ethiopia,Dire Dawa,2018,rental,0.566,True,False,True,pending,13,43.4,very_secure,0.31,formal,family,False
Morocco,Casablanca,2025,informal,0.195,False,False,True,pending,10,80.5,very_secure,0.49,formal,government,False
Mozambique,Beira,2020,rental,0.658,True,True,True,none,10,34.2,very_secure,0.27,communal,community,True
Mozambique,Maputo,2019,informal,0.295,False,False,True,none,5,70.5,secure,0.32,communal,government,False
Malawi,Blantyre,2020,informal,0.233,False,False,True,none,5,76.7,insecure,0.23,formal,family,False
Ethiopia,Dire Dawa,2021,informal,0.194,False,False,True,none,24,80.6,very_secure,0.58,informal,government,False
Kenya,Mombasa,2022,rental,0.519,True,True,True,registered,24,48.1,very_insecure,0.14,informal,government,False
Uganda,Kampala,2018,rental,0.47,False,False,False,pending,4,53.0,very_secure,0.64,communal,family,False
Tanzania,Dar es Salaam,2018,rental,0.453,True,True,True,none,2,54.7,very_secure,0.87,customary,government,False
South Africa,Johannesburg,2022,informal,0.28,False,True,False,registered,10,72.0,insecure,0.16,formal,private,False
Algeria,Algiers,2025,rental,0.498,False,True,True,none,13,50.2,very_secure,0.17,customary,family,False
Morocco,Casablanca,2018,rental,0.402,True,False,False,none,13,59.8,very_insecure,0.37,formal,government,False
Algeria,Algiers,2025,informal,0.226,False,False,True,none,8,77.4,insecure,0.65,customary,government,False
Nigeria,Ibadan,2023,informal,0.423,False,False,True,none,24,57.7,insecure,0.88,communal,private,False
Senegal,Dakar,2024,informal,0.387,False,False,False,none,12,61.3,very_secure,0.49,informal,private,True
Uganda,Kampala,2020,customary,0.499,False,False,False,none,23,50.1,very_secure,0.83,formal,private,False
Algeria,Algiers,2025,informal,0.184,False,False,True,none,6,81.6,very_secure,0.75,informal,family,False
Tanzania,Dar es Salaam,2023,customary,0.313,False,False,True,registered,8,68.7,very_secure,0.41,informal,government,False
Tanzania,Dar es Salaam,2021,informal,0.313,False,False,True,none,4,68.7,insecure,0.4,formal,family,False
Egypt,Cairo,2022,rental,0.495,False,True,True,registered,10,50.5,very_insecure,0.14,informal,family,False
Egypt,Alexandria,2024,informal,0.178,False,True,False,none,2,82.2,very_insecure,0.79,customary,community,False
Algeria,Algiers,2020,rental,0.68,False,True,True,pending,10,32.0,very_insecure,0.37,customary,community,False
Tanzania,Dar es Salaam,2024,informal,0.378,False,False,True,none,14,62.2,secure,0.86,informal,family,False
Ethiopia,Dire Dawa,2023,customary,0.36,False,False,True,pending,11,64.0,very_secure,0.13,communal,private,True
Morocco,Rabat,2019,rental,0.527,False,True,True,registered,1,47.3,secure,0.69,customary,government,False
Uganda,Kampala,2024,owner_occupied,0.81,True,True,True,none,10,19.0,very_secure,0.68,formal,private,False
Malawi,Lilongwe,2019,informal,0.256,False,False,True,none,7,74.4,insecure,0.44,customary,private,True
Ethiopia,Addis Ababa,2023,rental,0.558,False,False,True,registered,12,44.2,insecure,0.69,informal,government,False
Uganda,Kampala,2019,informal,0.242,False,False,True,pending,6,75.8,secure,0.27,customary,community,True
Kenya,Nairobi,2022,rental,0.664,True,False,True,registered,6,33.6,secure,0.45,informal,private,True
Senegal,Dakar,2025,informal,0.211,False,False,True,none,23,78.9,secure,0.58,customary,family,True
Zambia,Lusaka,2021,rental,0.614,False,True,False,none,13,38.6,secure,0.75,communal,community,True
Ethiopia,Dire Dawa,2019,rental,0.61,True,False,True,pending,7,39.0,secure,0.2,communal,government,False
Kenya,Mombasa,2019,informal,0.225,False,True,True,registered,2,77.5,secure,0.54,informal,government,False
Zambia,Lusaka,2021,rental,0.63,True,False,True,registered,22,37.0,very_secure,0.85,customary,family,False
Nigeria,Ibadan,2020,rental,0.596,True,False,True,registered,18,40.4,very_secure,0.66,formal,family,True
Tanzania,Dar es Salaam,2021,rental,0.53,True,False,True,registered,17,47.0,very_insecure,0.1,customary,private,True
Mozambique,Maputo,2019,rental,0.426,True,False,False,pending,18,57.4,very_secure,0.87,customary,family,True
Nigeria,Ibadan,2021,informal,0.229,False,False,True,pending,1,77.1,very_secure,0.65,informal,family,False
Malawi,Blantyre,2019,rental,0.423,True,False,True,none,21,57.7,secure,0.79,customary,government,False
Nigeria,Kano,2019,informal,0.352,False,False,True,pending,16,64.8,very_insecure,0.26,customary,private,True
Ghana,Kumasi,2021,rental,0.697,False,True,True,registered,10,30.3,very_secure,0.45,formal,private,False
Kenya,Kisumu,2020,informal,0.329,False,False,True,registered,23,67.1,secure,0.17,formal,government,False
Uganda,Kampala,2024,informal,0.397,False,False,True,pending,9,60.3,insecure,0.69,informal,community,False
Nigeria,Lagos,2018,informal,0.421,False,False,False,registered,15,57.9,insecure,0.72,formal,private,False
Rwanda,Kigali,2018,rental,0.474,False,True,True,none,20,52.6,secure,0.23,communal,community,False
Uganda,Kampala,2019,rental,0.694,True,True,False,registered,19,30.6,insecure,0.18,customary,family,True
Tanzania,Dar es Salaam,2022,informal,0.285,False,False,True,none,24,71.5,very_secure,0.31,formal,family,False
Mozambique,Maputo,2025,informal,0.401,False,False,True,pending,14,59.9,secure,0.17,formal,family,False
Nigeria,Ibadan,2022,informal,0.425,False,False,True,none,22,57.5,insecure,0.52,communal,government,False
Ghana,Accra,2023,rental,0.419,True,True,True,none,1,58.1,secure,0.23,customary,family,True
Algeria,Algiers,2025,rental,0.569,True,False,True,pending,24,43.1,very_secure,0.43,customary,family,False
Algeria,Algiers,2023,informal,0.265,True,False,True,none,15,73.5,very_insecure,0.16,formal,family,False
Zambia,Lusaka,2023,informal,0.212,False,False,True,pending,3,78.8,very_secure,0.58,formal,government,False
Algeria,Algiers,2022,rental,0.688,False,True,True,none,19,31.2,secure,0.84,customary,government,False
Algeria,Algiers,2018,customary,0.31,False,True,True,pending,18,69.0,insecure,0.33,communal,government,False
Malawi,Lilongwe,2020,rental,0.526,False,False,True,pending,2,47.4,very_insecure,0.58,communal,family,False
Uganda,Kampala,2024,rental,0.515,True,False,True,registered,13,48.5,very_insecure,0.69,formal,community,False
Ghana,Accra,2025,informal,0.283,False,False,True,none,21,71.7,very_secure,0.14,informal,government,False
Senegal,Dakar,2024,informal,0.365,False,True,True,registered,18,63.5,secure,0.52,informal,community,True
Rwanda,Kigali,2020,rental,0.551,False,False,False,pending,16,44.9,insecure,0.72,informal,community,True
Nigeria,Kano,2022,owner_occupied,0.899,True,True,True,none,9,10.1,insecure,0.67,customary,government,False
Ethiopia,Addis Ababa,2023,customary,0.54,True,False,True,none,1,46.0,insecure,0.35,formal,private,False
Rwanda,Kigali,2018,informal,0.314,False,False,True,pending,7,68.6,secure,0.78,informal,government,False
Kenya,Nairobi,2020,informal,0.286,True,False,True,registered,9,71.4,very_secure,0.54,communal,private,False
Egypt,Cairo,2022,informal,0.406,False,True,True,none,1,59.4,very_secure,0.84,formal,community,True
Tanzania,Dar es Salaam,2025,informal,0.381,True,False,True,registered,3,61.9,very_insecure,0.24,communal,family,False
Algeria,Algiers,2022,rental,0.559,False,False,True,pending,9,44.1,secure,0.28,informal,government,True
Zambia,Lusaka,2024,informal,0.218,False,False,True,none,17,78.2,insecure,0.65,communal,private,False
Kenya,Nairobi,2020,customary,0.339,False,True,True,registered,21,66.1,very_secure,0.19,formal,government,True
Tanzania,Dar es Salaam,2024,rental,0.592,True,True,True,registered,10,40.8,very_insecure,0.25,informal,government,True
South Africa,Cape Town,2023,informal,0.364,True,False,True,pending,13,63.6,insecure,0.55,formal,government,True
Kenya,Mombasa,2024,informal,0.222,False,False,False,registered,4,77.8,insecure,0.36,customary,community,False
South Africa,Johannesburg,2019,owner_occupied,0.846,True,True,False,pending,12,15.4,secure,0.9,communal,private,False
Algeria,Algiers,2020,informal,0.327,True,False,True,pending,6,67.3,insecure,0.84,formal,community,False
Malawi,Lilongwe,2025,owner_occupied,0.81,True,False,True,none,20,19.0,secure,0.79,informal,community,False
Egypt,Cairo,2019,informal,0.33,False,False,True,registered,10,67.0,secure,0.48,customary,private,False
Algeria,Algiers,2020,informal,0.333,False,False,False,none,24,66.7,very_secure,0.44,informal,government,False
Mozambique,Beira,2020,rental,0.568,False,False,True,registered,6,43.2,very_insecure,0.68,informal,government,False
South Africa,Cape Town,2019,customary,0.539,True,False,True,registered,8,46.1,secure,0.38,informal,family,True
Ghana,Accra,2025,rental,0.42,False,False,True,registered,20,58.0,insecure,0.66,formal,government,False
Ghana,Kumasi,2018,customary,0.562,False,False,True,registered,10,43.8,insecure,0.62,formal,community,False
Morocco,Casablanca,2020,rental,0.623,False,True,True,none,16,37.7,secure,0.85,formal,private,False
Ethiopia,Addis Ababa,2025,informal,0.174,False,False,False,pending,6,82.6,very_secure,0.81,customary,family,False
Tanzania,Dar es Salaam,2019,rental,0.465,True,True,True,registered,20,53.5,secure,0.37,customary,government,False
Kenya,Kisumu,2020,informal,0.368,False,False,True,none,21,63.2,very_insecure,0.18,communal,community,True
Ghana,Accra,2020,informal,0.254,False,False,True,none,17,74.6,secure,0.67,informal,private,False
Zambia,Lusaka,2025,informal,0.212,False,False,False,pending,12,78.8,insecure,0.84,informal,community,True
Malawi,Blantyre,2024,rental,0.47,True,False,True,none,2,53.0,very_insecure,0.15,formal,private,True
Rwanda,Kigali,2023,rental,0.415,True,False,True,registered,21,58.5,very_secure,0.77,customary,government,False
Senegal,Dakar,2024,rental,0.431,False,False,False,registered,19,56.9,secure,0.78,customary,private,False
Egypt,Alexandria,2022,owner_occupied,0.891,True,True,True,pending,2,10.9,insecure,0.49,customary,community,False
Zambia,Lusaka,2023,informal,0.317,False,False,False,none,13,68.3,very_insecure,0.17,informal,private,False
Rwanda,Kigali,2020,rental,0.444,False,False,True,pending,7,55.6,insecure,0.33,customary,government,True
Malawi,Lilongwe,2020,informal,0.273,False,False,False,registered,21,72.7,very_secure,0.31,customary,government,False
Ethiopia,Addis Ababa,2025,rental,0.402,True,False,False,none,21,59.8,very_insecure,0.29,formal,private,False
Ghana,Kumasi,2023,informal,0.192,False,False,True,none,17,80.8,insecure,0.79,formal,community,True
Uganda,Kampala,2023,informal,0.196,False,False,True,registered,11,80.4,very_secure,0.18,informal,family,False
Egypt,Alexandria,2023,informal,0.419,False,False,True,pending,23,58.1,secure,0.22,communal,community,False
Morocco,Casablanca,2018,customary,0.392,True,False,False,none,2,60.8,very_secure,0.86,customary,private,True
Uganda,Kampala,2023,rental,0.484,False,False,False,registered,15,51.6,very_insecure,0.59,communal,family,True
Uganda,Kampala,2025,informal,0.406,False,False,False,pending,2,59.4,very_insecure,0.74,informal,community,False
Rwanda,Kigali,2024,informal,0.315,False,False,True,registered,8,68.5,very_secure,0.6,informal,private,False
South Africa,Cape Town,2020,owner_occupied,0.875,True,True,True,registered,15,12.5,very_insecure,0.66,customary,private,False
South Africa,Cape Town,2022,informal,0.231,True,False,True,registered,9,76.9,insecure,0.17,formal,family,False
Ethiopia,Addis Ababa,2022,rental,0.492,True,True,True,pending,14,50.8,insecure,0.36,formal,private,False
Tanzania,Dar es Salaam,2021,owner_occupied,0.76,True,False,False,none,20,24.0,secure,0.25,communal,family,False
Tanzania,Dar es Salaam,2024,rental,0.423,False,True,True,none,7,57.7,very_insecure,0.85,formal,private,True
Senegal,Dakar,2019,rental,0.514,False,True,True,pending,22,48.6,secure,0.42,communal,government,True
Mozambique,Maputo,2024,rental,0.635,True,False,False,registered,11,36.5,very_secure,0.58,formal,private,False
Ethiopia,Dire Dawa,2018,rental,0.441,True,False,False,pending,7,55.9,very_insecure,0.16,formal,private,False
Ethiopia,Dire Dawa,2022,owner_occupied,0.942,True,False,True,none,1,5.8,very_insecure,0.56,informal,private,False
Rwanda,Kigali,2018,rental,0.43,False,False,True,none,5,57.0,very_secure,0.36,customary,government,False
South Africa,Cape Town,2018,informal,0.235,False,False,True,pending,12,76.5,very_insecure,0.61,communal,government,False
Malawi,Lilongwe,2022,rental,0.568,True,False,False,none,8,43.2,insecure,0.78,communal,private,False
Ethiopia,Dire Dawa,2025,informal,0.255,False,False,True,registered,8,74.5,insecure,0.61,communal,private,False
Zambia,Lusaka,2024,rental,0.577,False,False,True,pending,10,42.3,insecure,0.11,formal,government,False
Algeria,Algiers,2024,owner_occupied,0.86,True,True,True,registered,23,14.0,insecure,0.68,formal,private,False
Nigeria,Kano,2024,informal,0.309,False,False,False,none,19,69.1,very_insecure,0.48,customary,family,True
Nigeria,Kano,2023,informal,0.253,False,True,True,registered,19,74.7,very_secure,0.61,communal,government,False
Tanzania,Dar es Salaam,2023,informal,0.321,False,False,True,pending,14,67.9,very_insecure,0.6,customary,private,True
Algeria,Algiers,2025,informal,0.386,False,False,True,registered,14,61.4,very_secure,0.18,customary,private,False
Malawi,Lilongwe,2023,customary,0.311,True,False,True,none,6,68.9,very_secure,0.12,informal,community,False
Malawi,Blantyre,2021,informal,0.405,False,False,True,registered,10,59.5,insecure,0.65,formal,government,False
Tanzania,Dar es Salaam,2022,informal,0.355,False,False,True,none,9,64.5,insecure,0.34,customary,family,False
Tanzania,Dar es Salaam,2022,rental,0.524,True,True,True,registered,13,47.6,very_insecure,0.74,customary,private,True
Mozambique,Maputo,2018,rental,0.435,True,False,True,registered,2,56.5,insecure,0.43,customary,government,False
Tanzania,Dar es Salaam,2025,owner_occupied,0.817,False,True,True,registered,8,18.3,very_insecure,0.89,communal,government,False
South Africa,Cape Town,2022,rental,0.575,False,False,True,pending,16,42.5,very_secure,0.6,informal,community,False
Malawi,Lilongwe,2022,rental,0.454,True,False,False,registered,5,54.6,secure,0.48,communal,government,False
Rwanda,Kigali,2019,informal,0.424,False,False,True,registered,3,57.6,insecure,0.55,informal,family,False
Tanzania,Dar es Salaam,2018,informal,0.404,False,False,True,none,15,59.6,insecure,0.36,formal,private,False
Algeria,Algiers,2019,rental,0.484,True,False,True,none,21,51.6,insecure,0.16,communal,family,True
Mozambique,Maputo,2018,informal,0.199,False,False,False,registered,17,80.1,very_insecure,0.38,communal,government,False
South Africa,Johannesburg,2025,owner_occupied,0.724,False,False,False,none,22,27.6,very_secure,0.39,formal,government,False
Zambia,Lusaka,2024,rental,0.696,False,True,False,pending,23,30.4,secure,0.17,formal,community,True
Kenya,Nairobi,2020,informal,0.278,True,False,True,pending,23,72.2,very_secure,0.72,informal,government,False
Senegal,Dakar,2021,informal,0.303,False,False,True,pending,11,69.7,very_secure,0.21,customary,private,False
Senegal,Dakar,2020,rental,0.444,False,False,False,pending,15,55.6,very_secure,0.39,informal,government,False
Algeria,Algiers,2018,rental,0.479,True,False,False,registered,7,52.1,very_secure,0.6,informal,government,False
Senegal,Dakar,2023,rental,0.423,False,True,True,none,3,57.7,very_insecure,0.42,customary,community,False
South Africa,Johannesburg,2025,rental,0.435,True,False,True,registered,15,56.5,very_insecure,0.36,customary,private,True
Uganda,Kampala,2021,rental,0.574,True,False,True,none,17,42.6,very_secure,0.66,formal,family,True
Morocco,Rabat,2024,rental,0.611,False,False,True,none,15,38.9,very_insecure,0.16,formal,government,False
Algeria,Algiers,2024,rental,0.438,False,False,False,pending,3,56.2,insecure,0.7,formal,family,True
Ghana,Accra,2023,rental,0.676,True,True,True,none,16,32.4,secure,0.32,customary,family,False
South Africa,Cape Town,2024,informal,0.361,False,False,False,none,4,63.9,very_secure,0.19,customary,family,False
Ghana,Accra,2020,rental,0.418,False,True,True,none,1,58.2,very_secure,0.6,customary,community,False
Senegal,Dakar,2023,owner_occupied,0.927,True,False,True,registered,1,7.3,very_insecure,0.14,formal,community,False
Morocco,Rabat,2025,rental,0.523,True,True,True,none,3,47.7,very_insecure,0.69,formal,family,False
Ghana,Kumasi,2020,informal,0.327,True,False,False,registered,5,67.3,secure,0.64,informal,government,True
Malawi,Blantyre,2022,rental,0.409,True,False,True,registered,7,59.1,very_secure,0.36,formal,government,False
Mozambique,Maputo,2025,rental,0.419,True,True,True,pending,20,58.1,insecure,0.42,communal,family,True
Senegal,Dakar,2022,informal,0.416,False,False,True,none,18,58.4,very_insecure,0.31,formal,family,False
Egypt,Alexandria,2021,rental,0.5,False,False,False,none,10,50.0,very_secure,0.84,formal,community,False
Zambia,Lusaka,2018,informal,0.325,False,False,True,registered,13,67.5,very_insecure,0.89,customary,community,True
Zambia,Lusaka,2019,informal,0.362,False,False,False,registered,4,63.8,very_insecure,0.33,communal,government,False
Ethiopia,Dire Dawa,2022,rental,0.444,True,False,True,none,10,55.6,insecure,0.56,customary,private,False
Kenya,Kisumu,2023,informal,0.432,False,True,True,pending,10,56.8,very_insecure,0.19,informal,family,False
Nigeria,Lagos,2025,customary,0.395,True,False,True,none,2,60.5,insecure,0.74,communal,private,False
Rwanda,Kigali,2020,informal,0.192,False,False,False,none,2,80.8,insecure,0.84,customary,government,False
Ghana,Accra,2023,informal,0.347,True,False,False,none,17,65.3,very_insecure,0.39,customary,private,True
Tanzania,Dar es Salaam,2020,owner_occupied,0.723,True,True,True,pending,15,27.7,secure,0.6,formal,government,True
South Africa,Cape Town,2020,owner_occupied,0.88,True,True,False,none,10,12.0,insecure,0.68,customary,government,False
Zambia,Lusaka,2020,informal,0.39,False,False,True,none,3,61.0,very_secure,0.29,customary,government,False
Egypt,Cairo,2020,informal,0.283,False,False,True,pending,8,71.7,very_secure,0.61,informal,family,False
Malawi,Blantyre,2021,rental,0.45,True,False,True,pending,5,55.0,very_insecure,0.83,customary,family,True
Kenya,Mombasa,2020,rental,0.551,True,False,True,pending,7,44.9,very_secure,0.42,customary,community,False
Mozambique,Beira,2021,informal,0.416,True,False,True,registered,6,58.4,secure,0.85,customary,private,False
Kenya,Mombasa,2020,rental,0.659,True,False,True,registered,3,34.1,insecure,0.75,customary,private,False
Egypt,Alexandria,2021,rental,0.556,False,False,True,none,4,44.4,insecure,0.77,informal,community,False
Rwanda,Kigali,2020,informal,0.411,False,False,False,none,3,58.9,very_secure,0.27,formal,community,False
Uganda,Kampala,2025,owner_occupied,0.929,True,True,True,none,6,7.1,insecure,0.87,formal,government,False
Morocco,Rabat,2021,rental,0.685,False,False,False,none,11,31.5,secure,0.21,informal,private,True
Zambia,Lusaka,2024,customary,0.358,False,False,True,pending,9,64.2,very_insecure,0.33,formal,family,False
Ethiopia,Addis Ababa,2024,informal,0.377,False,False,True,pending,8,62.3,insecure,0.74,communal,private,True
Rwanda,Kigali,2025,rental,0.638,False,True,False,none,23,36.2,very_insecure,0.25,customary,government,True
Morocco,Casablanca,2018,owner_occupied,0.763,True,True,True,pending,19,23.7,very_insecure,0.78,formal,family,False
Kenya,Mombasa,2025,owner_occupied,0.923,True,False,False,pending,18,7.7,very_insecure,0.6,formal,family,False
Morocco,Casablanca,2022,informal,0.262,False,False,True,registered,18,73.8,insecure,0.4,informal,family,False
Malawi,Lilongwe,2019,rental,0.451,False,False,True,registered,7,54.9,secure,0.44,customary,government,True
Senegal,Dakar,2022,owner_occupied,0.928,True,False,True,pending,20,7.2,very_insecure,0.12,formal,family,False
Tanzania,Dar es Salaam,2023,informal,0.245,False,False,True,registered,2,75.5,secure,0.34,informal,government,False
Rwanda,Kigali,2025,rental,0.635,False,True,True,pending,17,36.5,very_secure,0.16,customary,government,False
Tanzania,Dar es Salaam,2018,rental,0.583,True,False,False,none,18,41.7,secure,0.57,customary,government,False
Tanzania,Dar es Salaam,2024,owner_occupied,0.751,True,True,False,none,8,24.9,very_insecure,0.32,formal,community,False
Ethiopia,Addis Ababa,2018,informal,0.29,False,False,True,pending,22,71.0,very_insecure,0.51,customary,private,False
Ghana,Kumasi,2022,informal,0.41,False,False,True,none,16,59.0,very_secure,0.31,informal,private,True
Uganda,Kampala,2018,owner_occupied,0.75,False,True,True,none,24,25.0,secure,0.37,formal,community,True
Morocco,Rabat,2019,owner_occupied,0.87,True,False,False,pending,13,13.0,insecure,0.78,communal,government,False
Malawi,Lilongwe,2019,customary,0.572,False,False,False,registered,22,42.8,very_secure,0.71,informal,family,False
South Africa,Johannesburg,2018,rental,0.663,False,True,True,none,23,33.7,very_secure,0.61,communal,government,False
South Africa,Cape Town,2025,informal,0.347,False,False,True,pending,22,65.3,secure,0.39,formal,family,False
Algeria,Algiers,2024,informal,0.416,False,False,True,pending,11,58.4,very_secure,0.7,communal,family,True
Ghana,Kumasi,2020,customary,0.327,False,False,False,none,12,67.3,insecure,0.43,customary,community,True
Senegal,Dakar,2018,owner_occupied,0.749,True,False,False,none,11,25.1,insecure,0.75,formal,community,False
Rwanda,Kigali,2021,customary,0.404,True,False,True,none,22,59.6,secure,0.19,informal,government,False
Uganda,Kampala,2018,informal,0.183,False,False,False,pending,19,81.7,very_secure,0.68,informal,government,False
South Africa,Johannesburg,2024,rental,0.663,True,True,True,none,6,33.7,very_secure,0.32,customary,private,False
Mozambique,Beira,2024,informal,0.429,False,True,True,pending,17,57.1,very_secure,0.12,informal,private,False
Morocco,Casablanca,2020,owner_occupied,0.887,True,True,False,pending,6,11.3,very_insecure,0.72,formal,government,False
Ghana,Kumasi,2024,rental,0.51,True,True,True,none,12,49.0,secure,0.3,formal,family,False
Senegal,Dakar,2019,informal,0.422,False,True,True,registered,22,57.8,very_insecure,0.52,communal,private,False
Tanzania,Dar es Salaam,2023,rental,0.548,True,False,True,registered,8,45.2,secure,0.6,formal,private,True
Mozambique,Maputo,2022,informal,0.311,False,True,False,registered,14,68.9,secure,0.25,customary,private,False
Rwanda,Kigali,2022,rental,0.68,False,False,False,pending,2,32.0,very_insecure,0.38,customary,private,False
Tanzania,Dar es Salaam,2018,rental,0.515,True,True,False,pending,24,48.5,very_insecure,0.3,customary,family,False
Ghana,Accra,2018,customary,0.564,False,False,False,pending,18,43.6,very_insecure,0.21,customary,government,False
Malawi,Lilongwe,2019,rental,0.432,True,True,True,pending,1,56.8,secure,0.9,customary,family,False
Morocco,Rabat,2020,rental,0.659,True,False,True,registered,7,34.1,secure,0.51,communal,government,False
Ethiopia,Addis Ababa,2024,rental,0.584,True,True,False,none,11,41.6,very_secure,0.8,communal,community,False
South Africa,Cape Town,2021,informal,0.353,False,False,True,pending,9,64.7,secure,0.54,formal,family,False
Egypt,Cairo,2020,owner_occupied,0.76,True,False,True,pending,6,24.0,secure,0.77,formal,private,True
Ghana,Accra,2021,informal,0.2,False,False,False,registered,24,80.0,insecure,0.26,informal,community,False
Egypt,Cairo,2018,informal,0.375,False,True,False,registered,1,62.5,very_insecure,0.52,informal,community,True
Rwanda,Kigali,2025,rental,0.675,False,True,True,pending,8,32.5,insecure,0.33,customary,family,False
Egypt,Cairo,2025,rental,0.695,True,False,True,none,5,30.5,very_insecure,0.46,communal,community,True
Nigeria,Ibadan,2024,rental,0.437,False,False,True,registered,8,56.3,very_insecure,0.85,formal,government,False
Morocco,Casablanca,2018,rental,0.457,False,False,True,registered,10,54.3,very_secure,0.59,informal,family,False
Ethiopia,Dire Dawa,2025,informal,0.398,False,False,False,none,24,60.2,very_secure,0.2,informal,family,False
Nigeria,Kano,2019,informal,0.429,False,False,True,registered,3,57.1,secure,0.72,informal,private,False
Algeria,Algiers,2025,owner_occupied,0.753,False,True,True,registered,4,24.7,very_insecure,0.22,customary,government,True
Kenya,Nairobi,2021,informal,0.295,True,False,False,pending,11,70.5,secure,0.89,formal,government,False
Morocco,Casablanca,2019,rental,0.583,True,True,False,pending,4,41.7,very_insecure,0.4,communal,government,False
South Africa,Cape Town,2023,informal,0.372,False,False,False,none,3,62.8,insecure,0.18,communal,government,False
South Africa,Cape Town,2018,rental,0.625,True,False,True,registered,22,37.5,very_secure,0.29,communal,government,False
Egypt,Alexandria,2023,rental,0.468,False,False,False,pending,12,53.2,secure,0.65,customary,community,False
Nigeria,Lagos,2019,informal,0.367,False,False,False,registered,18,63.3,secure,0.63,informal,community,False
Nigeria,Kano,2022,rental,0.579,False,False,False,none,9,42.1,insecure,0.4,formal,community,False
Algeria,Algiers,2019,rental,0.699,False,False,True,pending,1,30.1,insecure,0.22,customary,family,False
Nigeria,Lagos,2019,rental,0.414,True,False,True,registered,16,58.6,very_insecure,0.33,communal,community,False
Malawi,Lilongwe,2019,rental,0.599,True,False,True,pending,23,40.1,insecure,0.31,informal,government,True
Morocco,Casablanca,2024,informal,0.287,False,True,True,registered,5,71.3,very_secure,0.27,formal,government,False
Kenya,Mombasa,2019,informal,0.312,False,False,True,none,9,68.8,very_insecure,0.45,informal,government,False
Uganda,Kampala,2020,informal,0.407,False,True,True,none,13,59.3,secure,0.26,customary,government,True
Rwanda,Kigali,2022,informal,0.414,True,True,True,registered,20,58.6,very_secure,0.55,informal,family,False
Nigeria,Kano,2025,informal,0.343,False,False,True,none,2,65.7,secure,0.75,informal,community,False
Nigeria,Kano,2022,rental,0.53,True,True,True,pending,21,47.0,insecure,0.33,informal,family,False
Ghana,Kumasi,2022,rental,0.583,False,False,False,registered,17,41.7,insecure,0.35,informal,community,False
Kenya,Nairobi,2018,rental,0.595,True,False,True,registered,11,40.5,very_insecure,0.39,informal,family,False
Mozambique,Maputo,2022,informal,0.249,False,False,False,pending,17,75.1,very_secure,0.43,formal,family,True
South Africa,Cape Town,2021,owner_occupied,0.865,True,True,True,registered,11,13.5,very_insecure,0.63,informal,family,False
Malawi,Lilongwe,2024,informal,0.298,True,False,True,none,11,70.2,secure,0.28,customary,government,False
Malawi,Lilongwe,2021,rental,0.64,True,False,False,registered,4,36.0,insecure,0.38,communal,community,False
Senegal,Dakar,2020,rental,0.615,True,False,False,pending,12,38.5,insecure,0.27,customary,community,False
Morocco,Rabat,2024,rental,0.629,False,True,False,none,1,37.1,insecure,0.17,formal,government,False
Morocco,Rabat,2022,rental,0.445,False,False,False,none,23,55.5,very_insecure,0.71,customary,family,False
Tanzania,Dar es Salaam,2018,informal,0.184,False,False,True,none,8,81.6,very_secure,0.38,communal,community,False
Morocco,Casablanca,2021,informal,0.177,False,False,True,registered,18,82.3,secure,0.54,customary,government,False
Morocco,Casablanca,2025,rental,0.465,True,False,True,none,16,53.5,very_secure,0.82,informal,government,False
Senegal,Dakar,2021,owner_occupied,0.939,False,True,True,pending,11,6.1,very_secure,0.83,informal,community,False
Mozambique,Maputo,2020,customary,0.375,True,False,False,pending,4,62.5,very_secure,0.32,formal,community,False
Malawi,Blantyre,2024,customary,0.591,False,False,False,pending,6,40.9,secure,0.79,customary,government,False
Kenya,Kisumu,2020,owner_occupied,0.869,True,True,False,none,17,13.1,very_insecure,0.11,informal,government,False
Morocco,Casablanca,2023,informal,0.195,False,False,True,registered,13,80.5,insecure,0.12,formal,community,False
Ghana,Accra,2021,informal,0.202,False,False,False,pending,15,79.8,secure,0.47,informal,private,False
Zambia,Lusaka,2018,informal,0.199,False,True,False,pending,7,80.1,very_secure,0.77,customary,private,False
Ghana,Kumasi,2020,rental,0.596,False,False,True,none,23,40.4,insecure,0.88,informal,family,True
Rwanda,Kigali,2024,rental,0.438,True,False,True,pending,10,56.2,secure,0.21,communal,private,False
South Africa,Cape Town,2025,owner_occupied,0.817,True,True,True,none,16,18.3,very_insecure,0.22,formal,community,False
Ethiopia,Dire Dawa,2018,customary,0.368,True,False,True,registered,3,63.2,secure,0.16,customary,community,False
Ghana,Kumasi,2018,informal,0.18,False,False,True,none,13,82.0,very_secure,0.66,formal,community,True
Egypt,Alexandria,2020,rental,0.438,True,True,False,registered,21,56.2,very_secure,0.31,formal,family,False
Uganda,Kampala,2024,informal,0.304,True,False,True,pending,2,69.6,secure,0.88,communal,community,True
Malawi,Blantyre,2023,rental,0.434,False,True,True,none,21,56.6,insecure,0.84,formal,government,True
Rwanda,Kigali,2025,informal,0.187,False,True,True,pending,13,81.3,insecure,0.46,communal,community,False
Rwanda,Kigali,2021,rental,0.633,True,False,True,pending,5,36.7,secure,0.48,customary,private,False
Malawi,Blantyre,2022,owner_occupied,0.79,False,True,True,pending,10,21.0,secure,0.26,formal,private,False
South Africa,Johannesburg,2022,rental,0.403,False,True,True,none,16,59.7,insecure,0.17,customary,government,True
Ghana,Accra,2025,rental,0.64,False,False,True,pending,11,36.0,insecure,0.66,informal,government,False
Algeria,Algiers,2024,rental,0.405,True,False,True,none,1,59.5,insecure,0.73,informal,private,False
Tanzania,Dar es Salaam,2020,owner_occupied,0.797,True,True,False,none,14,20.3,secure,0.26,formal,government,False
Morocco,Rabat,2025,informal,0.189,False,False,True,none,8,81.1,secure,0.67,communal,government,False
Algeria,Algiers,2019,customary,0.389,True,False,True,pending,18,61.1,very_insecure,0.76,communal,government,False
Zambia,Lusaka,2018,customary,0.303,True,False,False,pending,4,69.7,very_insecure,0.31,customary,government,False
South Africa,Johannesburg,2025,rental,0.419,True,False,False,pending,8,58.1,insecure,0.1,formal,private,False
Senegal,Dakar,2018,owner_occupied,0.774,False,False,False,none,22,22.6,very_insecure,0.65,customary,private,False
Ghana,Kumasi,2019,rental,0.675,True,False,False,registered,15,32.5,very_insecure,0.6,customary,private,False
South Africa,Johannesburg,2021,owner_occupied,0.809,True,True,True,registered,16,19.1,very_secure,0.45,customary,private,False
Malawi,Lilongwe,2023,rental,0.468,False,True,False,none,10,53.2,very_secure,0.22,formal,community,False
Nigeria,Kano,2023,informal,0.376,False,False,False,pending,3,62.4,insecure,0.81,communal,private,False
South Africa,Johannesburg,2020,informal,0.339,False,True,True,none,1,66.1,very_secure,0.84,formal,private,False
Senegal,Dakar,2021,customary,0.584,False,False,True,registered,15,41.6,insecure,0.49,informal,government,True
Zambia,Lusaka,2025,rental,0.611,True,False,False,none,8,38.9,secure,0.69,formal,family,False
Ghana,Kumasi,2025,informal,0.216,False,False,True,none,7,78.4,very_secure,0.65,formal,private,False
South Africa,Cape Town,2023,rental,0.686,False,False,True,pending,21,31.4,very_insecure,0.82,informal,family,False
South Africa,Johannesburg,2024,informal,0.209,False,False,False,pending,17,79.1,secure,0.29,informal,government,False
Ghana,Kumasi,2025,informal,0.26,False,False,True,registered,13,74.0,secure,0.75,informal,community,False
Nigeria,Kano,2023,rental,0.486,False,False,True,registered,5,51.4,secure,0.45,customary,community,False
Egypt,Cairo,2018,informal,0.241,False,False,False,pending,16,75.9,very_secure,0.29,communal,community,False
Egypt,Cairo,2024,informal,0.224,False,False,True,pending,5,77.6,very_secure,0.13,customary,community,False
Malawi,Lilongwe,2019,owner_occupied,0.759,False,True,False,registered,21,24.1,insecure,0.25,customary,community,False
Mozambique,Beira,2024,owner_occupied,0.905,True,True,False,none,1,9.5,insecure,0.55,customary,family,False
Malawi,Lilongwe,2022,informal,0.344,False,False,False,pending,1,65.6,insecure,0.51,customary,government,False
Nigeria,Kano,2025,owner_occupied,0.856,True,True,True,none,12,14.4,very_secure,0.85,informal,government,True
South Africa,Johannesburg,2018,informal,0.203,False,False,False,registered,11,79.7,very_insecure,0.39,communal,government,False
Rwanda,Kigali,2024,rental,0.524,False,False,True,pending,15,47.6,secure,0.19,customary,government,True
Morocco,Rabat,2020,informal,0.377,False,False,True,none,14,62.3,insecure,0.8,formal,family,False
Senegal,Dakar,2023,informal,0.397,False,False,True,pending,9,60.3,secure,0.46,communal,government,False
Nigeria,Kano,2023,rental,0.604,True,False,False,none,1,39.6,very_secure,0.71,customary,private,False
Zambia,Lusaka,2022,rental,0.628,False,True,False,registered,24,37.2,insecure,0.67,customary,private,False
Morocco,Rabat,2020,rental,0.486,True,True,False,none,19,51.4,secure,0.82,informal,government,False
Egypt,Cairo,2019,rental,0.444,True,False,True,none,1,55.6,very_secure,0.62,communal,community,False
Rwanda,Kigali,2022,customary,0.465,False,False,True,registered,5,53.5,very_insecure,0.44,informal,family,False
Ghana,Accra,2021,owner_occupied,0.845,True,True,True,pending,7,15.5,very_insecure,0.34,communal,government,False
Algeria,Algiers,2022,rental,0.618,True,False,True,none,10,38.2,insecure,0.82,customary,government,False
Rwanda,Kigali,2023,rental,0.621,True,True,True,pending,20,37.9,insecure,0.59,informal,community,False
Tanzania,Dar es Salaam,2022,customary,0.439,False,False,False,pending,1,56.1,secure,0.65,communal,private,False
Rwanda,Kigali,2021,informal,0.275,False,False,True,none,2,72.5,very_secure,0.83,customary,government,False
Kenya,Kisumu,2018,rental,0.678,True,True,True,pending,6,32.2,very_insecure,0.73,formal,private,False
Kenya,Kisumu,2019,informal,0.263,False,False,True,none,6,73.7,secure,0.27,customary,community,True
Kenya,Nairobi,2024,informal,0.417,False,False,True,pending,11,58.3,very_secure,0.22,communal,government,False
Uganda,Kampala,2025,owner_occupied,0.71,True,False,True,none,20,29.0,secure,0.36,informal,community,False
Ghana,Accra,2018,informal,0.287,False,False,True,pending,7,71.3,insecure,0.24,informal,government,True
Nigeria,Kano,2023,informal,0.251,True,True,True,none,12,74.9,very_secure,0.2,communal,private,False
Ghana,Kumasi,2025,customary,0.318,False,False,False,pending,23,68.2,very_secure,0.88,formal,family,False
Zambia,Lusaka,2024,informal,0.277,False,False,True,none,17,72.3,very_insecure,0.79,formal,family,False
Algeria,Algiers,2021,rental,0.539,False,True,True,none,11,46.1,very_insecure,0.7,formal,community,True
Algeria,Algiers,2025,informal,0.362,False,False,True,pending,1,63.8,very_insecure,0.49,customary,government,False
Zambia,Lusaka,2020,rental,0.522,False,False,True,none,13,47.8,very_insecure,0.38,formal,family,True
Uganda,Kampala,2020,informal,0.349,False,False,False,none,15,65.1,very_secure,0.72,formal,private,False
Tanzania,Dar es Salaam,2024,customary,0.569,False,False,True,none,2,43.1,secure,0.23,customary,government,False
Kenya,Mombasa,2023,rental,0.419,True,False,False,registered,20,58.1,very_secure,0.56,communal,government,False
Senegal,Dakar,2023,rental,0.553,False,False,True,registered,6,44.7,very_insecure,0.44,formal,government,False
Tanzania,Dar es Salaam,2022,customary,0.538,False,False,False,none,18,46.2,secure,0.19,informal,government,False
Egypt,Alexandria,2025,informal,0.203,False,False,True,none,18,79.7,insecure,0.4,communal,government,False
Mozambique,Beira,2025,informal,0.252,False,False,False,pending,16,74.8,very_secure,0.59,informal,community,False
Rwanda,Kigali,2024,informal,0.285,False,False,False,none,17,71.5,secure,0.67,informal,community,True
Egypt,Alexandria,2020,informal,0.333,True,False,True,pending,15,66.7,very_secure,0.9,customary,government,True
Morocco,Rabat,2019,rental,0.674,False,False,False,pending,6,32.6,insecure,0.55,communal,family,False
Egypt,Alexandria,2022,informal,0.181,False,False,False,pending,2,81.9,very_insecure,0.15,customary,private,False
South Africa,Johannesburg,2025,rental,0.575,True,False,True,pending,22,42.5,very_insecure,0.16,customary,community,True
South Africa,Cape Town,2021,informal,0.202,False,False,True,none,23,79.8,secure,0.62,customary,family,False
South Africa,Johannesburg,2019,informal,0.256,False,False,True,registered,10,74.4,insecure,0.38,communal,family,False
Malawi,Blantyre,2019,informal,0.194,False,False,True,registered,4,80.6,very_insecure,0.78,formal,private,False
Algeria,Algiers,2018,informal,0.28,False,False,True,registered,19,72.0,very_insecure,0.74,informal,family,True
Senegal,Dakar,2024,informal,0.25,True,False,True,none,8,75.0,very_secure,0.88,formal,family,False
Zambia,Lusaka,2022,informal,0.312,False,False,True,registered,13,68.8,very_insecure,0.27,formal,family,False
Senegal,Dakar,2019,informal,0.221,False,False,False,registered,12,77.9,very_insecure,0.82,communal,community,True
Morocco,Casablanca,2019,informal,0.231,False,True,True,pending,24,76.9,very_secure,0.43,formal,family,True
Kenya,Mombasa,2020,rental,0.509,True,False,True,none,4,49.1,secure,0.69,customary,private,False
Algeria,Algiers,2019,owner_occupied,0.877,True,True,True,none,19,12.3,secure,0.45,communal,family,True
Senegal,Dakar,2024,rental,0.572,True,False,True,none,14,42.8,secure,0.75,customary,government,False
Rwanda,Kigali,2022,rental,0.46,True,False,True,none,23,54.0,very_secure,0.6,communal,community,False
Rwanda,Kigali,2019,rental,0.644,True,True,False,none,22,35.6,secure,0.19,formal,government,True
Senegal,Dakar,2022,rental,0.433,True,False,False,none,20,56.7,secure,0.49,informal,family,False
Ethiopia,Addis Ababa,2021,owner_occupied,0.803,False,True,True,registered,22,19.7,very_secure,0.56,communal,community,False
Algeria,Algiers,2025,rental,0.565,False,False,True,none,21,43.5,very_insecure,0.5,formal,government,False
Rwanda,Kigali,2020,customary,0.419,True,False,True,none,21,58.1,secure,0.21,formal,private,False
Zambia,Lusaka,2020,informal,0.316,False,False,True,registered,15,68.4,secure,0.43,informal,community,True
Tanzania,Dar es Salaam,2018,owner_occupied,0.888,True,False,False,registered,23,11.2,secure,0.87,customary,private,True
Senegal,Dakar,2025,rental,0.62,True,False,False,pending,4,38.0,secure,0.38,informal,government,False
Ethiopia,Dire Dawa,2023,owner_occupied,0.776,True,True,False,registered,21,22.4,very_secure,0.28,communal,community,False
Uganda,Kampala,2021,informal,0.378,False,False,True,pending,8,62.2,very_insecure,0.17,formal,community,False
Mozambique,Beira,2021,owner_occupied,0.884,False,True,True,pending,7,11.6,very_insecure,0.22,customary,family,False
Rwanda,Kigali,2024,informal,0.177,True,False,True,registered,15,82.3,insecure,0.52,informal,community,False
Tanzania,Dar es Salaam,2023,owner_occupied,0.851,True,True,True,pending,1,14.9,very_insecure,0.58,customary,family,False
Algeria,Algiers,2020,informal,0.294,False,False,True,pending,12,70.6,insecure,0.55,communal,government,False
Tanzania,Dar es Salaam,2024,informal,0.201,False,False,False,registered,13,79.9,very_secure,0.34,communal,community,False
Rwanda,Kigali,2023,informal,0.19,False,True,False,pending,15,81.0,secure,0.17,communal,community,False
Morocco,Casablanca,2021,informal,0.265,True,False,True,pending,17,73.5,secure,0.46,formal,family,False
Ghana,Accra,2024,rental,0.687,True,False,True,registered,1,31.3,very_insecure,0.72,formal,family,False
Kenya,Mombasa,2024,rental,0.664,True,False,True,registered,24,33.6,secure,0.78,customary,community,False
Zambia,Lusaka,2021,informal,0.232,False,False,True,registered,11,76.8,very_insecure,0.81,informal,community,True
Mozambique,Beira,2023,rental,0.421,False,False,True,registered,10,57.9,secure,0.33,informal,government,True
Zambia,Lusaka,2018,rental,0.606,False,False,False,pending,20,39.4,insecure,0.41,formal,private,False
Algeria,Algiers,2022,informal,0.429,False,False,True,pending,21,57.1,very_secure,0.83,formal,community,False
Algeria,Algiers,2018,customary,0.439,False,False,True,registered,21,56.1,insecure,0.78,customary,family,False
Egypt,Cairo,2018,rental,0.49,True,True,True,none,22,51.0,insecure,0.7,customary,community,False
South Africa,Cape Town,2018,informal,0.217,False,False,True,registered,17,78.3,secure,0.6,informal,government,False
Ghana,Accra,2024,informal,0.23,False,False,False,pending,19,77.0,secure,0.43,customary,community,False
Tanzania,Dar es Salaam,2019,rental,0.587,True,True,False,registered,22,41.3,very_insecure,0.12,informal,private,False
Rwanda,Kigali,2025,informal,0.194,False,False,True,none,24,80.6,secure,0.25,customary,private,False
Nigeria,Lagos,2022,informal,0.314,False,False,True,none,4,68.6,very_secure,0.85,communal,family,False
Senegal,Dakar,2020,rental,0.406,False,False,True,registered,2,59.4,very_secure,0.79,communal,government,False
Kenya,Mombasa,2024,rental,0.542,True,False,False,pending,19,45.8,secure,0.18,communal,government,True
Kenya,Kisumu,2018,rental,0.685,False,False,True,registered,10,31.5,very_secure,0.54,communal,government,False
Senegal,Dakar,2024,informal,0.432,False,False,True,registered,24,56.8,very_secure,0.88,informal,community,False
Uganda,Kampala,2019,informal,0.36,False,False,False,none,8,64.0,insecure,0.83,customary,community,True
Algeria,Algiers,2020,informal,0.202,True,False,True,registered,20,79.8,secure,0.62,informal,community,False
Kenya,Kisumu,2025,rental,0.596,True,True,True,none,10,40.4,insecure,0.56,informal,family,False
Senegal,Dakar,2023,owner_occupied,0.927,True,True,True,none,16,7.3,very_secure,0.38,formal,private,False
Tanzania,Dar es Salaam,2018,rental,0.592,True,True,True,registered,18,40.8,insecure,0.1,communal,family,False
Egypt,Cairo,2025,rental,0.656,False,True,True,registered,11,34.4,very_insecure,0.11,communal,government,False
Algeria,Algiers,2019,rental,0.436,False,False,False,registered,9,56.4,very_secure,0.45,customary,community,False
Malawi,Blantyre,2019,customary,0.302,False,False,False,pending,3,69.8,secure,0.26,customary,community,True
Algeria,Algiers,2023,informal,0.322,True,False,True,none,18,67.8,very_secure,0.71,communal,government,False
Nigeria,Lagos,2018,informal,0.391,False,False,False,registered,19,60.9,very_secure,0.24,customary,community,False
Zambia,Lusaka,2020,customary,0.352,False,True,True,none,10,64.8,insecure,0.76,informal,community,False
Zambia,Lusaka,2023,informal,0.432,False,False,True,registered,14,56.8,very_secure,0.4,communal,government,False
Mozambique,Maputo,2024,informal,0.238,False,True,True,none,12,76.2,secure,0.24,communal,family,True
South Africa,Cape Town,2018,informal,0.303,False,True,True,none,15,69.7,secure,0.58,formal,private,False
Malawi,Blantyre,2024,customary,0.408,False,False,True,none,1,59.2,secure,0.55,communal,community,False
Zambia,Lusaka,2019,informal,0.186,False,True,False,registered,3,81.4,secure,0.29,customary,government,True
Malawi,Blantyre,2021,customary,0.396,True,False,False,none,21,60.4,very_secure,0.77,informal,government,False
Mozambique,Maputo,2019,customary,0.364,True,True,True,pending,12,63.6,insecure,0.72,informal,government,False
Rwanda,Kigali,2022,customary,0.581,False,False,False,registered,23,41.9,secure,0.69,communal,private,False
Senegal,Dakar,2023,informal,0.267,False,False,True,none,3,73.3,very_insecure,0.61,customary,private,False
Rwanda,Kigali,2025,informal,0.35,True,False,True,registered,24,65.0,secure,0.78,informal,family,False
Ethiopia,Dire Dawa,2018,rental,0.653,False,True,True,pending,20,34.7,secure,0.4,informal,private,True
Uganda,Kampala,2022,informal,0.412,False,False,False,pending,8,58.8,secure,0.39,informal,private,False
Algeria,Algiers,2019,rental,0.425,False,True,False,registered,15,57.5,insecure,0.13,communal,family,True
Nigeria,Ibadan,2020,rental,0.633,True,False,True,none,8,36.7,very_secure,0.5,informal,private,False
Kenya,Nairobi,2018,customary,0.535,True,False,False,registered,1,46.5,secure,0.3,formal,community,True
Egypt,Cairo,2023,owner_occupied,0.846,True,True,False,none,19,15.4,secure,0.82,informal,private,False
Uganda,Kampala,2025,informal,0.349,False,False,True,registered,17,65.1,very_secure,0.46,customary,family,True
Egypt,Alexandria,2024,owner_occupied,0.734,True,True,True,none,23,26.6,very_secure,0.55,customary,community,False
Kenya,Kisumu,2024,informal,0.332,False,True,False,registered,14,66.8,very_secure,0.18,informal,government,False
Rwanda,Kigali,2021,informal,0.341,False,False,True,registered,14,65.9,very_secure,0.49,informal,government,False
Rwanda,Kigali,2022,rental,0.605,False,False,True,pending,13,39.5,very_secure,0.42,customary,government,False
Mozambique,Beira,2022,rental,0.592,False,True,True,pending,17,40.8,very_secure,0.46,customary,family,False
Morocco,Rabat,2020,rental,0.688,True,True,True,registered,15,31.2,secure,0.61,communal,family,False
Rwanda,Kigali,2023,informal,0.382,False,True,False,pending,6,61.8,very_insecure,0.34,customary,private,False
Algeria,Algiers,2018,informal,0.193,False,False,False,registered,6,80.7,secure,0.88,communal,community,False
Uganda,Kampala,2025,informal,0.422,True,False,False,pending,1,57.8,secure,0.77,customary,family,False
Tanzania,Dar es Salaam,2022,informal,0.304,False,False,False,pending,18,69.6,insecure,0.34,customary,private,False
Morocco,Casablanca,2023,rental,0.405,False,False,True,none,19,59.5,very_secure,0.17,formal,family,False
Zambia,Lusaka,2023,informal,0.192,False,False,True,registered,21,80.8,insecure,0.26,formal,family,True
Uganda,Kampala,2019,informal,0.18,False,False,True,registered,3,82.0,insecure,0.8,customary,private,False
Mozambique,Maputo,2022,customary,0.474,False,False,True,registered,7,52.6,insecure,0.6,informal,government,False
Zambia,Lusaka,2018,rental,0.604,True,False,True,none,5,39.6,very_secure,0.26,communal,government,False
Egypt,Cairo,2023,informal,0.272,True,True,False,registered,18,72.8,very_insecure,0.29,informal,private,False
Algeria,Algiers,2023,owner_occupied,0.945,True,True,False,none,7,5.5,very_secure,0.61,customary,government,False
Egypt,Alexandria,2022,rental,0.585,False,False,False,registered,23,41.5,secure,0.66,customary,private,False
Morocco,Casablanca,2018,informal,0.41,False,False,True,none,18,59.0,insecure,0.58,formal,private,False
Zambia,Lusaka,2024,informal,0.242,False,False,False,none,18,75.8,very_insecure,0.17,communal,private,True
Kenya,Mombasa,2022,customary,0.41,True,False,True,pending,5,59.0,secure,0.75,informal,private,False
Rwanda,Kigali,2023,owner_occupied,0.824,True,True,True,pending,23,17.6,secure,0.47,communal,private,False
Uganda,Kampala,2024,rental,0.532,False,True,True,none,8,46.8,secure,0.52,formal,private,True
Algeria,Algiers,2025,rental,0.612,True,True,True,none,24,38.8,very_insecure,0.6,customary,government,False
Malawi,Lilongwe,2025,informal,0.207,False,False,True,none,21,79.3,very_insecure,0.53,formal,government,False
Malawi,Blantyre,2020,rental,0.416,False,True,True,pending,13,58.4,secure,0.74,formal,community,False
Mozambique,Beira,2018,rental,0.628,False,False,False,none,13,37.2,very_secure,0.3,informal,government,False
Mozambique,Beira,2022,customary,0.517,False,True,True,none,1,48.3,secure,0.16,informal,family,False
Algeria,Algiers,2024,owner_occupied,0.825,True,False,True,registered,7,17.5,secure,0.19,informal,government,False
Senegal,Dakar,2021,owner_occupied,0.946,True,False,False,registered,7,5.4,very_insecure,0.59,formal,government,False
Mozambique,Maputo,2025,informal,0.381,True,False,True,none,13,61.9,very_insecure,0.38,communal,family,True
Tanzania,Dar es Salaam,2022,owner_occupied,0.946,False,True,True,pending,12,5.4,very_insecure,0.81,formal,government,True
Uganda,Kampala,2018,rental,0.527,True,True,True,none,21,47.3,very_secure,0.6,customary,family,False
Zambia,Lusaka,2021,rental,0.518,False,True,True,pending,3,48.2,insecure,0.16,formal,private,False
Mozambique,Beira,2018,owner_occupied,0.92,True,False,True,none,3,8.0,very_insecure,0.16,informal,private,False
Algeria,Algiers,2024,informal,0.192,False,False,False,registered,22,80.8,very_insecure,0.29,informal,private,False
Rwanda,Kigali,2021,rental,0.546,True,True,True,registered,13,45.4,insecure,0.44,informal,government,False
Kenya,Mombasa,2020,informal,0.375,False,False,True,none,15,62.5,very_insecure,0.73,informal,community,False
Morocco,Rabat,2018,rental,0.541,True,True,True,pending,1,45.9,very_insecure,0.27,communal,family,False
Senegal,Dakar,2024,informal,0.225,False,False,True,registered,16,77.5,very_secure,0.45,communal,family,False
South Africa,Johannesburg,2025,owner_occupied,0.835,True,False,True,registered,19,16.5,insecure,0.27,formal,government,False
Ghana,Accra,2023,informal,0.175,False,False,False,registered,9,82.5,secure,0.2,customary,family,False
Malawi,Lilongwe,2025,informal,0.4,False,False,True,none,12,60.0,very_insecure,0.53,formal,government,False
Uganda,Kampala,2023,rental,0.642,False,False,False,none,21,35.8,very_insecure,0.54,informal,community,False
Senegal,Dakar,2018,owner_occupied,0.916,True,True,False,registered,6,8.4,very_secure,0.53,customary,community,False
Mozambique,Beira,2019,rental,0.45,True,True,True,none,3,55.0,insecure,0.29,customary,private,False
Ethiopia,Addis Ababa,2024,rental,0.59,True,True,True,none,5,41.0,very_secure,0.5,formal,government,False
Mozambique,Beira,2020,owner_occupied,0.884,True,False,False,registered,4,11.6,very_insecure,0.77,informal,government,True
Ghana,Kumasi,2025,customary,0.455,False,False,True,registered,10,54.5,very_insecure,0.88,formal,private,True
South Africa,Cape Town,2018,rental,0.624,False,True,True,registered,18,37.6,secure,0.39,communal,family,False
Senegal,Dakar,2018,informal,0.312,False,False,True,none,14,68.8,insecure,0.23,informal,community,False
Nigeria,Kano,2023,rental,0.496,False,False,False,none,24,50.4,insecure,0.63,formal,private,False
Tanzania,Dar es Salaam,2019,rental,0.64,True,False,False,registered,4,36.0,secure,0.38,communal,family,False
South Africa,Johannesburg,2022,rental,0.664,False,True,True,pending,23,33.6,insecure,0.79,informal,family,False
Senegal,Dakar,2020,rental,0.576,False,False,False,none,7,42.4,very_secure,0.88,formal,government,True
Uganda,Kampala,2021,customary,0.438,False,False,True,pending,11,56.2,very_insecure,0.21,formal,private,False
Tanzania,Dar es Salaam,2020,rental,0.66,True,False,True,pending,4,34.0,very_secure,0.74,customary,government,False
Ethiopia,Dire Dawa,2023,rental,0.578,False,True,False,registered,4,42.2,very_insecure,0.51,customary,community,False
South Africa,Cape Town,2020,owner_occupied,0.799,True,False,False,none,23,20.1,very_insecure,0.9,communal,government,False
Kenya,Mombasa,2018,rental,0.411,True,False,True,none,24,58.9,secure,0.3,informal,private,False
Ghana,Accra,2023,rental,0.449,False,True,False,pending,23,55.1,very_insecure,0.6,formal,family,False
Zambia,Lusaka,2025,informal,0.419,False,False,True,none,21,58.1,very_secure,0.47,informal,government,False
Rwanda,Kigali,2021,informal,0.408,True,False,True,none,12,59.2,very_insecure,0.75,informal,community,False
Rwanda,Kigali,2023,rental,0.472,True,True,False,registered,15,52.8,very_secure,0.58,formal,private,False
Kenya,Mombasa,2025,rental,0.494,True,True,False,pending,23,50.6,insecure,0.89,customary,family,False
Zambia,Lusaka,2023,informal,0.314,False,True,False,registered,5,68.6,very_secure,0.3,customary,private,True
Ghana,Accra,2023,owner_occupied,0.862,False,True,True,registered,14,13.8,insecure,0.32,formal,community,False
Rwanda,Kigali,2019,rental,0.425,True,True,True,pending,14,57.5,very_insecure,0.85,informal,community,False
Zambia,Lusaka,2022,rental,0.574,True,False,True,registered,15,42.6,very_insecure,0.11,communal,family,False
Senegal,Dakar,2025,rental,0.451,False,False,False,none,5,54.9,insecure,0.77,formal,community,False
Tanzania,Dar es Salaam,2018,informal,0.252,False,False,False,none,17,74.8,secure,0.77,customary,community,False
Senegal,Dakar,2019,rental,0.643,False,True,True,pending,3,35.7,very_secure,0.51,formal,private,False
Egypt,Alexandria,2025,informal,0.207,False,False,True,registered,17,79.3,insecure,0.35,customary,private,False
Morocco,Rabat,2018,owner_occupied,0.717,True,True,False,none,14,28.3,very_secure,0.51,informal,government,True
Egypt,Alexandria,2021,informal,0.427,False,False,False,pending,12,57.3,very_secure,0.31,customary,community,False
Egypt,Alexandria,2021,rental,0.591,True,True,True,pending,22,40.9,very_insecure,0.44,informal,community,True
Senegal,Dakar,2023,customary,0.387,True,True,True,none,24,61.3,very_secure,0.36,customary,private,False
Ghana,Accra,2019,informal,0.315,False,False,True,none,9,68.5,insecure,0.25,formal,community,False
Kenya,Nairobi,2023,informal,0.417,False,False,True,registered,22,58.3,insecure,0.16,customary,government,False
South Africa,Johannesburg,2021,customary,0.326,False,True,False,registered,13,67.4,secure,0.59,communal,private,False
Uganda,Kampala,2022,owner_occupied,0.849,True,True,True,registered,15,15.1,very_insecure,0.49,formal,community,False
Morocco,Casablanca,2025,informal,0.18,False,False,True,registered,2,82.0,secure,0.2,customary,government,False
Ethiopia,Addis Ababa,2022,informal,0.243,False,True,True,registered,6,75.7,very_secure,0.85,formal,family,False
South Africa,Cape Town,2018,rental,0.649,True,True,True,none,5,35.1,insecure,0.78,customary,family,False
Uganda,Kampala,2019,rental,0.645,True,False,True,none,11,35.5,very_insecure,0.13,informal,private,False
Zambia,Lusaka,2020,owner_occupied,0.734,True,False,False,pending,21,26.6,secure,0.28,customary,private,False
Tanzania,Dar es Salaam,2021,rental,0.498,True,True,True,registered,18,50.2,very_insecure,0.25,informal,private,False
Nigeria,Ibadan,2020,rental,0.626,True,False,False,registered,11,37.4,very_insecure,0.59,communal,government,False
Rwanda,Kigali,2018,rental,0.438,True,False,True,registered,20,56.2,secure,0.27,formal,community,False
Ghana,Kumasi,2020,customary,0.567,True,False,True,registered,14,43.3,insecure,0.38,customary,community,True
Uganda,Kampala,2020,informal,0.291,False,True,True,registered,20,70.9,insecure,0.67,informal,family,False
Morocco,Rabat,2020,informal,0.366,False,False,True,none,7,63.4,very_insecure,0.53,formal,family,False
Rwanda,Kigali,2020,rental,0.409,False,False,False,none,10,59.1,very_insecure,0.68,informal,community,False
Algeria,Algiers,2025,rental,0.648,True,True,False,registered,20,35.2,very_insecure,0.15,formal,family,False
Nigeria,Ibadan,2024,owner_occupied,0.86,False,True,False,none,8,14.0,very_secure,0.72,communal,family,False
Malawi,Blantyre,2024,informal,0.373,False,False,True,pending,24,62.7,very_insecure,0.64,formal,private,False
Mozambique,Maputo,2023,informal,0.257,False,True,True,none,10,74.3,secure,0.18,customary,government,False
Uganda,Kampala,2019,rental,0.431,False,False,True,none,21,56.9,secure,0.73,formal,private,False
Kenya,Mombasa,2024,informal,0.202,False,True,True,registered,3,79.8,very_insecure,0.21,customary,government,False
Morocco,Casablanca,2018,informal,0.288,False,False,False,none,23,71.2,insecure,0.73,customary,government,False
Rwanda,Kigali,2022,informal,0.387,False,True,True,none,3,61.3,very_insecure,0.88,communal,family,False
Zambia,Lusaka,2019,informal,0.334,False,False,True,pending,7,66.6,very_secure,0.82,customary,family,True
Ethiopia,Dire Dawa,2018,rental,0.646,False,False,True,none,18,35.4,secure,0.6,communal,private,True
Zambia,Lusaka,2022,rental,0.672,True,False,True,pending,10,32.8,insecure,0.25,formal,family,False
South Africa,Johannesburg,2022,rental,0.694,True,True,True,registered,9,30.6,very_secure,0.49,communal,family,False
Malawi,Blantyre,2021,informal,0.221,False,False,True,none,4,77.9,very_insecure,0.33,communal,government,False
Morocco,Casablanca,2019,rental,0.668,False,False,True,pending,8,33.2,very_secure,0.89,informal,private,False
Uganda,Kampala,2023,informal,0.427,False,True,False,registered,4,57.3,secure,0.76,formal,community,False
Tanzania,Dar es Salaam,2025,informal,0.247,False,False,True,pending,13,75.3,insecure,0.63,customary,family,False
Morocco,Casablanca,2019,rental,0.682,True,True,True,registered,17,31.8,secure,0.61,communal,family,False
Rwanda,Kigali,2020,rental,0.669,False,False,True,registered,3,33.1,very_secure,0.36,customary,government,False
Senegal,Dakar,2020,informal,0.34,False,False,True,pending,9,66.0,insecure,0.73,customary,family,False
Ethiopia,Addis Ababa,2019,rental,0.443,True,False,False,none,21,55.7,very_secure,0.76,informal,family,False
Morocco,Casablanca,2022,owner_occupied,0.85,True,True,True,none,20,15.0,very_insecure,0.63,customary,private,False
Malawi,Blantyre,2023,owner_occupied,0.866,True,True,True,registered,4,13.4,insecure,0.68,customary,government,False
Zambia,Lusaka,2020,rental,0.407,True,False,True,pending,9,59.3,very_secure,0.44,formal,private,True
Tanzania,Dar es Salaam,2023,customary,0.585,False,False,True,none,24,41.5,very_insecure,0.17,informal,family,False
Mozambique,Maputo,2024,rental,0.503,True,True,True,registered,23,49.7,very_insecure,0.71,formal,government,False
Ethiopia,Addis Ababa,2024,rental,0.405,True,False,True,pending,15,59.5,secure,0.72,informal,family,False
Ghana,Accra,2020,owner_occupied,0.766,False,False,True,registered,6,23.4,very_insecure,0.51,formal,government,False
Nigeria,Lagos,2025,informal,0.333,False,False,True,pending,24,66.7,secure,0.64,communal,community,False
Ghana,Accra,2022,owner_occupied,0.769,False,False,True,pending,12,23.1,insecure,0.4,informal,private,False
Ethiopia,Dire Dawa,2021,rental,0.523,True,False,True,registered,12,47.7,secure,0.85,informal,private,False
Nigeria,Ibadan,2023,informal,0.401,False,True,False,none,23,59.9,very_secure,0.35,formal,private,False
Nigeria,Kano,2019,informal,0.331,False,False,True,none,24,66.9,very_secure,0.77,informal,private,False
Nigeria,Lagos,2020,rental,0.617,True,True,True,registered,3,38.3,very_insecure,0.65,formal,community,False
Kenya,Mombasa,2025,informal,0.276,False,False,False,registered,16,72.4,very_insecure,0.48,customary,private,False
Tanzania,Dar es Salaam,2019,rental,0.463,True,True,False,none,15,53.7,insecure,0.55,communal,private,False
Malawi,Lilongwe,2023,informal,0.347,False,True,True,registered,23,65.3,insecure,0.51,communal,government,False
Morocco,Rabat,2020,informal,0.204,False,False,True,registered,13,79.6,very_secure,0.78,customary,family,False
Zambia,Lusaka,2018,informal,0.245,False,True,True,none,23,75.5,very_insecure,0.66,customary,community,False
Zambia,Lusaka,2021,customary,0.361,False,False,True,registered,11,63.9,very_insecure,0.81,communal,family,False
Rwanda,Kigali,2025,rental,0.414,False,False,True,none,6,58.6,insecure,0.52,informal,government,False
Malawi,Blantyre,2018,rental,0.562,True,False,True,pending,15,43.8,very_secure,0.5,communal,family,True
Malawi,Lilongwe,2020,informal,0.418,False,False,True,none,3,58.2,secure,0.11,communal,family,False
Rwanda,Kigali,2024,rental,0.417,True,True,True,pending,5,58.3,insecure,0.55,customary,government,False
Rwanda,Kigali,2025,owner_occupied,0.746,True,False,True,none,22,25.4,secure,0.83,informal,family,False
Kenya,Mombasa,2025,rental,0.508,False,False,True,none,14,49.2,insecure,0.65,formal,family,False
Rwanda,Kigali,2020,informal,0.34,False,False,True,pending,17,66.0,secure,0.26,communal,community,False
Senegal,Dakar,2018,rental,0.427,True,False,True,registered,22,57.3,very_insecure,0.84,formal,private,False
Nigeria,Ibadan,2020,informal,0.412,True,False,True,registered,11,58.8,secure,0.49,informal,private,False
Zambia,Lusaka,2019,rental,0.521,True,False,False,pending,20,47.9,very_secure,0.89,communal,community,False
Nigeria,Lagos,2025,rental,0.509,True,False,True,pending,7,49.1,very_insecure,0.83,informal,private,False
Tanzania,Dar es Salaam,2020,owner_occupied,0.774,True,True,True,registered,15,22.6,very_insecure,0.65,communal,private,False
Rwanda,Kigali,2021,informal,0.418,False,False,True,pending,2,58.2,very_insecure,0.8,informal,community,False
Zambia,Lusaka,2019,rental,0.628,False,False,True,none,18,37.2,insecure,0.42,communal,community,False
Algeria,Algiers,2019,owner_occupied,0.908,False,True,True,registered,1,9.2,very_secure,0.31,communal,government,False
Ethiopia,Addis Ababa,2019,customary,0.451,False,False,True,none,15,54.9,very_insecure,0.17,informal,private,False
Ghana,Kumasi,2023,rental,0.658,True,True,False,registered,9,34.2,very_insecure,0.35,informal,government,False
Ghana,Kumasi,2018,informal,0.204,True,True,True,registered,15,79.6,insecure,0.19,customary,private,False
Zambia,Lusaka,2025,rental,0.436,True,False,True,none,14,56.4,secure,0.2,customary,community,False
Mozambique,Beira,2018,informal,0.43,False,False,False,pending,7,57.0,secure,0.54,informal,private,False
Tanzania,Dar es Salaam,2022,owner_occupied,0.897,True,False,True,registered,19,10.3,secure,0.58,customary,private,False
Mozambique,Maputo,2022,rental,0.406,False,False,True,pending,11,59.4,secure,0.62,formal,community,False
Kenya,Mombasa,2019,rental,0.428,True,False,False,pending,15,57.2,insecure,0.28,customary,family,True
Algeria,Algiers,2025,informal,0.212,False,False,False,none,11,78.8,very_insecure,0.89,informal,community,True
Ethiopia,Dire Dawa,2018,owner_occupied,0.772,True,False,True,pending,19,22.8,insecure,0.24,communal,family,False
Zambia,Lusaka,2020,informal,0.223,False,True,True,registered,15,77.7,very_secure,0.8,informal,family,False
Kenya,Mombasa,2023,rental,0.475,False,True,True,registered,10,52.5,secure,0.2,informal,family,True
Malawi,Lilongwe,2019,owner_occupied,0.747,False,False,True,registered,1,25.3,very_insecure,0.41,informal,family,False
Nigeria,Lagos,2018,informal,0.36,False,False,True,none,1,64.0,very_secure,0.64,customary,community,True
Malawi,Lilongwe,2025,informal,0.387,False,False,True,pending,4,61.3,very_secure,0.54,customary,private,True
Ghana,Kumasi,2018,rental,0.679,False,True,False,registered,8,32.1,insecure,0.64,informal,family,False
Uganda,Kampala,2019,informal,0.195,True,False,True,registered,20,80.5,insecure,0.52,communal,government,False
Nigeria,Lagos,2024,customary,0.565,False,True,True,registered,9,43.5,very_insecure,0.87,formal,private,False
Mozambique,Beira,2022,informal,0.325,False,False,True,registered,24,67.5,insecure,0.35,communal,family,False
Nigeria,Ibadan,2022,owner_occupied,0.889,False,True,True,registered,20,11.1,very_insecure,0.71,formal,family,True
Kenya,Nairobi,2025,customary,0.454,False,False,True,none,17,54.6,secure,0.15,communal,community,False
Algeria,Algiers,2022,informal,0.364,False,False,False,registered,7,63.6,very_secure,0.65,formal,family,False
Egypt,Cairo,2024,informal,0.247,True,False,True,registered,9,75.3,very_insecure,0.56,customary,private,False
Egypt,Alexandria,2025,informal,0.328,True,False,True,pending,20,67.2,very_secure,0.37,communal,community,False
Egypt,Alexandria,2022,rental,0.453,False,False,True,none,9,54.7,insecure,0.39,informal,private,False
Zambia,Lusaka,2019,owner_occupied,0.809,True,True,True,none,2,19.1,very_secure,0.39,formal,private,False
Senegal,Dakar,2019,owner_occupied,0.943,True,True,True,none,11,5.7,insecure,0.89,informal,private,False
Egypt,Alexandria,2019,rental,0.688,False,True,False,pending,6,31.2,very_secure,0.32,customary,government,False
Rwanda,Kigali,2023,informal,0.286,False,False,True,none,22,71.4,very_secure,0.76,informal,community,False
Zambia,Lusaka,2022,customary,0.561,False,False,True,none,22,43.9,secure,0.5,formal,community,False
Nigeria,Lagos,2020,informal,0.384,False,False,True,none,17,61.6,insecure,0.3,informal,private,False
Algeria,Algiers,2022,owner_occupied,0.898,True,False,False,pending,10,10.2,secure,0.83,communal,community,False
Egypt,Alexandria,2024,informal,0.382,False,False,True,none,2,61.8,secure,0.77,informal,family,False
Nigeria,Lagos,2021,informal,0.32,False,False,True,pending,18,68.0,secure,0.16,communal,government,False
South Africa,Johannesburg,2025,informal,0.34,False,False,True,registered,17,66.0,insecure,0.22,communal,government,True
Rwanda,Kigali,2023,rental,0.639,True,True,True,none,20,36.1,very_secure,0.88,informal,private,True
Rwanda,Kigali,2018,informal,0.401,False,False,True,none,20,59.9,insecure,0.12,formal,family,False
Egypt,Alexandria,2018,informal,0.37,False,False,True,none,2,63.0,secure,0.38,formal,private,False
Malawi,Lilongwe,2025,informal,0.411,False,False,True,none,8,58.9,very_insecure,0.58,communal,community,False
South Africa,Johannesburg,2020,rental,0.541,False,True,True,pending,8,45.9,insecure,0.21,formal,private,False
Malawi,Lilongwe,2020,owner_occupied,0.92,True,True,False,none,16,8.0,secure,0.25,customary,private,False
Mozambique,Beira,2024,informal,0.175,False,False,True,registered,2,82.5,secure,0.14,communal,family,False
Malawi,Blantyre,2018,customary,0.438,False,False,False,none,12,56.2,very_secure,0.31,formal,government,False
Nigeria,Kano,2025,rental,0.473,False,True,True,pending,15,52.7,secure,0.13,formal,family,False
Rwanda,Kigali,2022,informal,0.262,False,False,True,pending,18,73.8,very_secure,0.66,informal,private,True
Mozambique,Maputo,2025,owner_occupied,0.742,True,True,False,pending,11,25.8,secure,0.84,communal,government,False
Senegal,Dakar,2025,rental,0.515,False,True,False,none,20,48.5,insecure,0.11,communal,government,False
Algeria,Algiers,2023,informal,0.357,False,True,True,pending,8,64.3,insecure,0.57,customary,private,False
Tanzania,Dar es Salaam,2024,customary,0.557,False,False,True,none,7,44.3,insecure,0.88,communal,family,True
Uganda,Kampala,2018,rental,0.576,True,True,True,registered,14,42.4,secure,0.58,formal,family,False
Rwanda,Kigali,2020,informal,0.351,False,False,True,pending,2,64.9,insecure,0.37,formal,community,False
Rwanda,Kigali,2025,owner_occupied,0.719,True,False,True,registered,20,28.1,secure,0.88,formal,private,True
Mozambique,Beira,2019,rental,0.601,True,True,True,none,18,39.9,very_insecure,0.84,formal,private,False
Morocco,Casablanca,2018,rental,0.626,False,False,False,pending,16,37.4,very_insecure,0.41,formal,private,True
Uganda,Kampala,2019,rental,0.584,True,True,True,pending,15,41.6,very_insecure,0.56,formal,government,False
South Africa,Johannesburg,2023,informal,0.25,True,False,True,pending,17,75.0,secure,0.76,formal,government,False
Morocco,Casablanca,2018,customary,0.452,False,True,False,none,9,54.8,very_insecure,0.33,informal,private,False
South Africa,Cape Town,2024,rental,0.405,True,False,True,registered,1,59.5,very_insecure,0.68,customary,community,True
Malawi,Lilongwe,2018,customary,0.347,False,False,False,pending,20,65.3,insecure,0.36,informal,family,False
Egypt,Alexandria,2021,rental,0.579,False,True,True,none,8,42.1,insecure,0.37,formal,government,True
Malawi,Blantyre,2020,rental,0.648,True,True,True,registered,3,35.2,insecure,0.76,customary,community,False
Morocco,Casablanca,2022,informal,0.421,False,False,True,none,11,57.9,secure,0.25,formal,government,True
Rwanda,Kigali,2025,informal,0.359,False,False,True,pending,23,64.1,very_secure,0.21,communal,family,False
Nigeria,Lagos,2019,informal,0.422,False,False,False,pending,19,57.8,very_insecure,0.5,communal,family,False
Algeria,Algiers,2023,rental,0.474,True,True,True,none,16,52.6,secure,0.57,communal,government,False
Mozambique,Maputo,2022,rental,0.641,True,False,True,none,1,35.9,secure,0.83,communal,family,False
Uganda,Kampala,2025,customary,0.33,False,False,True,none,3,67.0,insecure,0.58,customary,private,False
Rwanda,Kigali,2018,informal,0.226,True,False,False,none,22,77.4,secure,0.36,formal,family,False
South Africa,Johannesburg,2022,informal,0.251,False,False,True,none,18,74.9,insecure,0.24,formal,government,False
Tanzania,Dar es Salaam,2022,rental,0.497,True,False,False,pending,23,50.3,very_secure,0.84,customary,family,False
Tanzania,Dar es Salaam,2019,customary,0.502,False,False,True,registered,22,49.8,secure,0.13,formal,private,False
Tanzania,Dar es Salaam,2019,rental,0.403,True,True,False,none,12,59.7,secure,0.5,informal,community,False
Uganda,Kampala,2018,rental,0.506,False,False,True,pending,12,49.4,insecure,0.46,communal,community,False
Nigeria,Ibadan,2022,rental,0.684,True,False,True,none,19,31.6,very_insecure,0.33,customary,government,False
Malawi,Blantyre,2019,informal,0.329,False,False,True,pending,9,67.1,secure,0.31,customary,community,False
South Africa,Cape Town,2023,informal,0.304,False,False,True,none,2,69.6,insecure,0.77,informal,family,False
Nigeria,Kano,2025,rental,0.423,False,True,True,none,22,57.7,secure,0.71,formal,community,False
Algeria,Algiers,2018,rental,0.442,False,False,True,registered,10,55.8,very_insecure,0.51,formal,community,False
Kenya,Mombasa,2018,rental,0.496,False,False,True,none,14,50.4,insecure,0.22,informal,government,False
Nigeria,Ibadan,2020,rental,0.406,False,True,True,none,2,59.4,very_insecure,0.58,communal,family,False
Algeria,Algiers,2021,informal,0.379,False,True,False,pending,9,62.1,very_secure,0.25,informal,government,False
Zambia,Lusaka,2020,informal,0.247,False,False,True,none,6,75.3,secure,0.87,customary,government,True
Uganda,Kampala,2019,rental,0.582,False,False,True,none,22,41.8,secure,0.78,communal,community,False
South Africa,Johannesburg,2023,informal,0.205,False,False,False,registered,19,79.5,secure,0.84,informal,family,False
Rwanda,Kigali,2018,informal,0.364,False,False,True,pending,24,63.6,secure,0.33,customary,private,True
Ghana,Accra,2021,rental,0.516,True,False,True,none,3,48.4,insecure,0.22,formal,government,False
Zambia,Lusaka,2022,informal,0.38,False,False,True,pending,17,62.0,very_secure,0.53,formal,family,False
Tanzania,Dar es Salaam,2025,owner_occupied,0.857,True,False,True,none,17,14.3,very_secure,0.71,formal,private,False
Ghana,Kumasi,2023,rental,0.668,True,False,True,none,14,33.2,very_insecure,0.65,formal,government,False
Kenya,Mombasa,2023,informal,0.411,False,False,True,registered,4,58.9,very_insecure,0.78,formal,government,True
South Africa,Cape Town,2025,owner_occupied,0.758,False,False,True,registered,12,24.2,very_insecure,0.78,informal,government,False
South Africa,Cape Town,2019,informal,0.335,True,False,False,registered,5,66.5,very_insecure,0.33,communal,community,False
Tanzania,Dar es Salaam,2021,informal,0.202,False,False,True,none,3,79.8,very_secure,0.18,formal,community,False
Malawi,Lilongwe,2019,informal,0.227,False,False,True,none,20,77.3,secure,0.44,formal,family,True
Kenya,Mombasa,2022,informal,0.191,True,False,True,none,9,80.9,secure,0.5,formal,community,False
Malawi,Lilongwe,2022,informal,0.385,False,False,True,none,14,61.5,insecure,0.48,formal,government,True
Nigeria,Ibadan,2021,informal,0.185,False,False,True,registered,1,81.5,very_secure,0.4,informal,community,False
Egypt,Cairo,2020,rental,0.501,True,False,False,none,23,49.9,insecure,0.8,customary,private,False
Ethiopia,Dire Dawa,2024,informal,0.237,False,False,True,none,19,76.3,insecure,0.43,communal,family,False
Morocco,Casablanca,2022,informal,0.258,False,False,True,registered,6,74.2,secure,0.58,informal,private,False
Malawi,Lilongwe,2021,informal,0.357,False,False,True,pending,17,64.3,very_secure,0.2,communal,private,True
Tanzania,Dar es Salaam,2018,informal,0.317,True,False,True,pending,24,68.3,very_insecure,0.82,formal,government,False
Ethiopia,Addis Ababa,2019,informal,0.316,False,False,False,none,24,68.4,very_insecure,0.69,formal,government,False
Algeria,Algiers,2020,rental,0.655,True,False,True,registered,9,34.5,very_insecure,0.57,customary,family,True
Ghana,Accra,2018,informal,0.183,True,False,False,registered,14,81.7,very_insecure,0.12,informal,government,False
Ethiopia,Dire Dawa,2021,rental,0.463,True,True,False,none,11,53.7,very_insecure,0.79,communal,private,False
Zambia,Lusaka,2021,owner_occupied,0.855,False,True,True,registered,7,14.5,very_secure,0.18,communal,community,False
Uganda,Kampala,2021,owner_occupied,0.909,True,False,True,none,23,9.1,secure,0.6,informal,government,False
Senegal,Dakar,2025,owner_occupied,0.885,False,True,True,none,16,11.5,very_secure,0.57,informal,government,False
Senegal,Dakar,2019,rental,0.606,False,False,True,registered,13,39.4,insecure,0.41,customary,community,False
Kenya,Nairobi,2018,informal,0.291,False,False,True,none,11,70.9,very_secure,0.42,informal,government,True
Nigeria,Lagos,2019,owner_occupied,0.878,True,True,False,registered,22,12.2,very_secure,0.31,informal,government,False
Tanzania,Dar es Salaam,2019,informal,0.223,False,False,True,none,3,77.7,secure,0.66,communal,private,False
Uganda,Kampala,2023,rental,0.6,True,False,False,pending,3,40.0,secure,0.63,formal,family,False
Zambia,Lusaka,2018,owner_occupied,0.721,True,False,False,none,18,27.9,insecure,0.19,formal,government,False
Rwanda,Kigali,2025,informal,0.334,False,False,True,none,17,66.6,very_insecure,0.76,communal,family,False
Morocco,Rabat,2021,customary,0.57,True,True,True,pending,2,43.0,insecure,0.35,formal,community,False
Uganda,Kampala,2018,informal,0.361,False,False,True,pending,12,63.9,insecure,0.63,informal,government,True
Kenya,Mombasa,2025,owner_occupied,0.809,True,True,False,registered,10,19.1,secure,0.76,customary,family,False
Zambia,Lusaka,2022,rental,0.578,False,True,False,pending,6,42.2,very_insecure,0.31,informal,community,False
South Africa,Cape Town,2021,rental,0.436,False,True,True,pending,13,56.4,very_insecure,0.78,formal,family,False
Zambia,Lusaka,2022,informal,0.298,False,False,True,none,14,70.2,very_insecure,0.56,communal,community,False
Mozambique,Maputo,2021,rental,0.672,True,False,True,none,6,32.8,secure,0.84,customary,government,False
Zambia,Lusaka,2024,rental,0.411,False,True,True,none,1,58.9,very_insecure,0.57,formal,family,False
Kenya,Mombasa,2025,rental,0.666,True,True,True,registered,20,33.4,secure,0.6,communal,private,False
Morocco,Rabat,2020,informal,0.358,False,True,False,registered,12,64.2,very_secure,0.79,formal,family,False
Ghana,Accra,2020,informal,0.345,False,True,False,pending,7,65.5,insecure,0.29,informal,private,True
Tanzania,Dar es Salaam,2020,informal,0.348,False,False,False,pending,15,65.2,very_insecure,0.57,communal,family,False
Algeria,Algiers,2020,rental,0.636,False,False,False,pending,18,36.4,insecure,0.11,communal,government,False
Malawi,Lilongwe,2021,customary,0.404,True,True,True,pending,9,59.6,very_insecure,0.26,formal,family,False
Rwanda,Kigali,2019,informal,0.219,False,False,False,none,19,78.1,insecure,0.39,formal,government,False
Ghana,Kumasi,2021,rental,0.658,True,False,True,registered,23,34.2,insecure,0.32,communal,community,False
Zambia,Lusaka,2021,rental,0.598,False,True,True,pending,3,40.2,insecure,0.6,communal,community,True
Tanzania,Dar es Salaam,2021,customary,0.372,False,False,True,registered,5,62.8,secure,0.44,formal,private,False
Morocco,Rabat,2020,informal,0.432,False,False,True,none,11,56.8,secure,0.72,informal,government,True
Ethiopia,Dire Dawa,2018,informal,0.202,True,True,True,pending,3,79.8,secure,0.82,customary,government,False
Kenya,Mombasa,2020,informal,0.415,False,False,True,none,6,58.5,very_secure,0.85,communal,community,False
Ethiopia,Addis Ababa,2022,rental,0.415,True,False,False,registered,9,58.5,very_secure,0.34,communal,government,False
Kenya,Kisumu,2020,informal,0.285,False,False,True,pending,14,71.5,very_insecure,0.71,customary,government,False
Senegal,Dakar,2024,owner_occupied,0.708,False,True,True,pending,3,29.2,very_insecure,0.74,formal,community,False
Morocco,Casablanca,2020,rental,0.668,True,False,False,none,5,33.2,secure,0.64,formal,community,False
Zambia,Lusaka,2018,customary,0.304,True,False,False,registered,24,69.6,insecure,0.64,customary,family,False
Egypt,Alexandria,2024,rental,0.62,True,True,False,none,8,38.0,very_insecure,0.3,customary,family,False
South Africa,Johannesburg,2019,informal,0.361,False,False,False,none,14,63.9,secure,0.13,informal,private,False
Uganda,Kampala,2025,informal,0.355,False,False,False,registered,11,64.5,very_secure,0.31,customary,government,False
Malawi,Lilongwe,2021,owner_occupied,0.888,True,False,True,registered,21,11.2,very_insecure,0.52,communal,private,True
Ghana,Accra,2019,informal,0.411,False,False,False,none,3,58.9,very_secure,0.14,formal,government,False
Senegal,Dakar,2019,informal,0.256,False,False,True,pending,15,74.4,very_secure,0.68,informal,private,False
Nigeria,Lagos,2023,rental,0.46,True,False,True,pending,15,54.0,secure,0.81,communal,community,False
Morocco,Rabat,2022,rental,0.614,False,True,True,none,20,38.6,insecure,0.75,communal,family,False
Zambia,Lusaka,2024,informal,0.299,True,False,True,registered,13,70.1,secure,0.17,communal,private,True
Morocco,Casablanca,2019,rental,0.421,True,True,True,pending,13,57.9,secure,0.26,communal,government,True
Mozambique,Beira,2020,informal,0.201,False,False,True,none,17,79.9,secure,0.46,formal,government,False
Tanzania,Dar es Salaam,2023,rental,0.665,True,False,True,none,17,33.5,very_insecure,0.27,informal,family,False
Tanzania,Dar es Salaam,2021,customary,0.498,False,False,True,pending,6,50.2,very_insecure,0.83,communal,government,False
Malawi,Lilongwe,2025,rental,0.401,False,False,True,registered,24,59.9,insecure,0.87,informal,government,False
Senegal,Dakar,2020,owner_occupied,0.752,True,False,True,pending,11,24.8,very_secure,0.41,informal,government,False
Malawi,Lilongwe,2023,rental,0.516,True,False,False,pending,1,48.4,secure,0.69,communal,community,False
South Africa,Cape Town,2023,informal,0.195,False,False,True,pending,8,80.5,secure,0.75,customary,government,False
Zambia,Lusaka,2021,rental,0.603,True,True,True,pending,18,39.7,secure,0.36,formal,private,False
Tanzania,Dar es Salaam,2025,informal,0.335,False,False,True,registered,2,66.5,secure,0.47,formal,private,True
Ethiopia,Addis Ababa,2020,informal,0.394,False,False,True,none,2,60.6,very_secure,0.66,communal,private,True
Senegal,Dakar,2024,informal,0.405,False,False,False,registered,15,59.5,very_secure,0.31,communal,private,True
Rwanda,Kigali,2023,rental,0.435,False,False,True,pending,14,56.5,very_insecure,0.25,customary,family,False
Zambia,Lusaka,2025,rental,0.502,True,True,False,registered,5,49.8,very_insecure,0.43,formal,government,False
Mozambique,Maputo,2022,informal,0.377,False,False,False,registered,5,62.3,secure,0.82,customary,community,True
Egypt,Cairo,2020,customary,0.418,True,False,True,none,1,58.2,secure,0.55,informal,government,True
Nigeria,Kano,2024,informal,0.421,False,False,False,none,7,57.9,very_secure,0.29,communal,government,False
Uganda,Kampala,2025,rental,0.679,True,True,True,pending,12,32.1,very_insecure,0.17,customary,community,False
Ethiopia,Dire Dawa,2025,informal,0.3,False,False,True,pending,8,70.0,very_insecure,0.37,communal,family,False
Tanzania,Dar es Salaam,2020,informal,0.182,False,False,True,none,10,81.8,insecure,0.39,communal,family,False
Zambia,Lusaka,2021,rental,0.603,True,True,False,registered,1,39.7,secure,0.73,communal,community,False
Zambia,Lusaka,2022,informal,0.317,False,False,True,pending,4,68.3,insecure,0.38,formal,government,True
Kenya,Kisumu,2021,owner_occupied,0.942,True,False,True,pending,18,5.8,secure,0.78,formal,government,False
Senegal,Dakar,2018,rental,0.533,False,False,True,registered,10,46.7,insecure,0.48,communal,private,True
Senegal,Dakar,2023,rental,0.507,True,True,True,registered,5,49.3,very_secure,0.86,formal,private,True
Ethiopia,Addis Ababa,2025,rental,0.664,False,False,False,none,20,33.6,secure,0.19,informal,government,False
Senegal,Dakar,2018,informal,0.377,True,False,True,registered,6,62.3,very_secure,0.62,customary,government,False
Tanzania,Dar es Salaam,2021,rental,0.471,False,True,False,registered,11,52.9,very_insecure,0.53,informal,community,False
Nigeria,Ibadan,2025,informal,0.397,False,False,True,pending,6,60.3,secure,0.52,informal,family,False
Egypt,Alexandria,2020,informal,0.285,False,False,True,registered,13,71.5,very_insecure,0.74,formal,family,False
South Africa,Johannesburg,2018,owner_occupied,0.855,True,True,True,none,8,14.5,secure,0.81,formal,family,False
Senegal,Dakar,2021,owner_occupied,0.934,True,True,True,none,5,6.6,insecure,0.46,formal,family,True
South Africa,Cape Town,2024,informal,0.337,False,False,True,none,5,66.3,very_insecure,0.34,communal,family,False
Nigeria,Lagos,2021,rental,0.417,False,False,True,registered,24,58.3,very_insecure,0.23,formal,community,False
Malawi,Blantyre,2025,rental,0.574,True,True,True,pending,7,42.6,secure,0.12,formal,private,False
Morocco,Rabat,2022,informal,0.368,False,False,True,registered,24,63.2,secure,0.61,communal,private,False
Algeria,Algiers,2021,informal,0.397,False,True,True,pending,24,60.3,insecure,0.16,formal,community,False
Tanzania,Dar es Salaam,2020,rental,0.601,True,False,False,pending,5,39.9,very_insecure,0.21,informal,community,False
Algeria,Algiers,2018,informal,0.186,False,False,True,none,13,81.4,insecure,0.55,communal,community,False
Tanzania,Dar es Salaam,2024,informal,0.247,False,True,False,registered,8,75.3,very_secure,0.77,formal,community,False
Rwanda,Kigali,2024,owner_occupied,0.781,True,True,True,pending,8,21.9,insecure,0.51,communal,community,False
South Africa,Johannesburg,2020,rental,0.514,False,False,True,registered,7,48.6,very_secure,0.83,informal,community,False
Tanzania,Dar es Salaam,2023,owner_occupied,0.798,False,False,False,pending,3,20.2,very_insecure,0.49,communal,government,False
Rwanda,Kigali,2022,informal,0.23,True,True,True,none,4,77.0,very_secure,0.17,informal,private,True
South Africa,Cape Town,2021,rental,0.545,True,True,False,pending,22,45.5,very_insecure,0.78,informal,private,False
Egypt,Alexandria,2019,rental,0.576,True,False,True,none,13,42.4,very_secure,0.21,communal,private,False
Uganda,Kampala,2022,rental,0.484,True,True,False,none,7,51.6,secure,0.28,formal,community,False
Uganda,Kampala,2019,informal,0.241,False,False,True,pending,7,75.9,very_secure,0.67,formal,private,False
Malawi,Lilongwe,2021,informal,0.212,False,False,True,registered,3,78.8,insecure,0.64,communal,community,False
South Africa,Cape Town,2019,rental,0.659,False,True,False,registered,24,34.1,secure,0.81,communal,private,True
Nigeria,Kano,2018,informal,0.314,False,False,False,registered,12,68.6,very_insecure,0.88,informal,government,True
Rwanda,Kigali,2021,informal,0.36,False,False,False,none,7,64.0,very_secure,0.42,formal,private,False
Mozambique,Beira,2021,rental,0.512,False,False,True,pending,15,48.8,secure,0.12,formal,government,False
Egypt,Cairo,2023,customary,0.534,False,False,True,registered,11,46.6,insecure,0.32,formal,government,False
Tanzania,Dar es Salaam,2021,customary,0.384,False,False,True,pending,22,61.6,very_secure,0.84,customary,government,False
Ethiopia,Dire Dawa,2019,informal,0.202,False,False,True,registered,21,79.8,insecure,0.68,informal,private,False
Ethiopia,Dire Dawa,2020,informal,0.203,False,False,True,pending,21,79.7,secure,0.88,communal,government,False
Algeria,Algiers,2022,rental,0.474,False,True,False,none,12,52.6,very_insecure,0.7,customary,family,True
Morocco,Casablanca,2022,customary,0.321,True,False,False,registered,24,67.9,secure,0.67,communal,family,False
South Africa,Cape Town,2021,rental,0.474,False,True,True,none,2,52.6,secure,0.47,communal,community,False
Tanzania,Dar es Salaam,2023,owner_occupied,0.917,True,True,False,pending,23,8.3,very_secure,0.12,informal,community,False
Nigeria,Kano,2021,informal,0.321,False,False,True,pending,15,67.9,very_secure,0.89,informal,community,False
Malawi,Lilongwe,2023,informal,0.25,False,False,True,pending,19,75.0,very_secure,0.5,informal,community,False
Ethiopia,Dire Dawa,2019,informal,0.404,False,False,True,none,20,59.6,very_secure,0.74,formal,government,False
Uganda,Kampala,2019,informal,0.257,False,False,True,registered,14,74.3,very_secure,0.58,formal,private,False
Uganda,Kampala,2018,informal,0.358,True,False,True,registered,2,64.2,insecure,0.69,customary,government,True
Egypt,Cairo,2019,informal,0.341,False,True,True,none,20,65.9,very_insecure,0.52,informal,government,False
Ghana,Kumasi,2018,informal,0.214,False,True,False,none,19,78.6,secure,0.87,formal,private,False
Nigeria,Lagos,2023,informal,0.264,False,False,True,none,1,73.6,secure,0.46,informal,private,False
Senegal,Dakar,2018,informal,0.407,False,False,True,pending,16,59.3,very_insecure,0.41,informal,private,False
Ghana,Kumasi,2020,informal,0.331,False,False,True,none,12,66.9,very_insecure,0.73,formal,family,False
Malawi,Lilongwe,2019,rental,0.498,False,False,True,registered,24,50.2,very_secure,0.17,formal,private,False
South Africa,Cape Town,2018,rental,0.642,True,False,False,registered,18,35.8,very_secure,0.29,informal,family,False
Senegal,Dakar,2024,rental,0.614,False,True,False,pending,18,38.6,very_insecure,0.56,customary,community,True
Ethiopia,Dire Dawa,2022,rental,0.464,False,False,True,registered,23,53.6,insecure,0.69,communal,community,False
Morocco,Rabat,2020,owner_occupied,0.919,True,True,True,none,1,8.1,very_secure,0.37,informal,government,False
Senegal,Dakar,2019,rental,0.543,True,True,True,registered,17,45.7,insecure,0.58,formal,community,False
Mozambique,Maputo,2018,rental,0.529,False,False,False,pending,10,47.1,insecure,0.5,formal,community,True
Ghana,Accra,2023,owner_occupied,0.803,False,True,True,registered,12,19.7,very_secure,0.73,customary,family,False
Senegal,Dakar,2019,informal,0.328,False,False,False,registered,24,67.2,insecure,0.57,customary,family,False
Morocco,Rabat,2018,customary,0.547,False,False,True,pending,7,45.3,insecure,0.57,communal,family,False
Ethiopia,Addis Ababa,2019,rental,0.69,True,True,False,pending,2,31.0,insecure,0.81,formal,family,False
Malawi,Blantyre,2024,rental,0.475,True,False,False,none,24,52.5,insecure,0.26,communal,government,False
Algeria,Algiers,2021,informal,0.242,False,False,False,registered,7,75.8,very_secure,0.84,customary,government,False
Senegal,Dakar,2024,customary,0.356,False,False,True,registered,20,64.4,secure,0.87,formal,community,False
Morocco,Rabat,2025,informal,0.203,False,False,True,none,14,79.7,very_secure,0.86,informal,private,False
South Africa,Johannesburg,2023,informal,0.32,False,True,True,none,3,68.0,insecure,0.68,communal,community,False
Kenya,Mombasa,2021,informal,0.391,False,False,True,none,11,60.9,very_secure,0.17,informal,private,False
Egypt,Cairo,2024,informal,0.182,False,False,True,none,2,81.8,very_secure,0.24,communal,community,False
South Africa,Cape Town,2022,informal,0.345,False,False,True,none,9,65.5,insecure,0.82,customary,family,False
Zambia,Lusaka,2024,informal,0.254,False,False,False,none,15,74.6,insecure,0.75,communal,private,False
Egypt,Alexandria,2019,rental,0.583,True,False,True,pending,18,41.7,very_secure,0.42,customary,private,False
Rwanda,Kigali,2019,rental,0.623,True,False,True,registered,21,37.7,secure,0.56,informal,private,False
Senegal,Dakar,2020,customary,0.314,False,True,False,pending,11,68.6,very_insecure,0.3,formal,private,False
Malawi,Blantyre,2020,informal,0.324,False,False,True,registered,22,67.6,very_insecure,0.58,communal,community,False
Nigeria,Lagos,2021,rental,0.65,False,False,False,registered,18,35.0,very_secure,0.59,formal,government,False
Morocco,Rabat,2023,owner_occupied,0.737,True,False,True,registered,19,26.3,secure,0.18,informal,government,False
Zambia,Lusaka,2020,informal,0.348,True,False,True,registered,4,65.2,secure,0.67,informal,community,False
South Africa,Cape Town,2019,customary,0.518,False,False,True,none,16,48.2,insecure,0.44,informal,private,False
Malawi,Blantyre,2025,informal,0.246,False,False,True,none,15,75.4,very_insecure,0.52,customary,private,False
Senegal,Dakar,2024,informal,0.186,False,False,True,none,14,81.4,insecure,0.81,formal,family,False
Egypt,Cairo,2021,informal,0.18,False,False,True,none,11,82.0,very_insecure,0.72,formal,private,False
Tanzania,Dar es Salaam,2022,informal,0.355,False,False,True,pending,16,64.5,secure,0.31,informal,private,False
Ghana,Kumasi,2021,owner_occupied,0.806,True,True,False,pending,8,19.4,insecure,0.63,customary,community,False
Zambia,Lusaka,2023,informal,0.296,False,False,True,none,6,70.4,insecure,0.29,informal,private,False
Egypt,Alexandria,2024,informal,0.37,False,False,True,none,8,63.0,secure,0.19,informal,community,False
Mozambique,Maputo,2018,informal,0.249,True,False,True,registered,7,75.1,insecure,0.45,formal,government,False
Morocco,Rabat,2021,rental,0.548,False,False,False,none,10,45.2,very_secure,0.66,communal,family,False
Morocco,Rabat,2025,rental,0.633,True,False,True,none,9,36.7,very_secure,0.42,formal,private,True
Egypt,Alexandria,2023,customary,0.377,False,False,False,pending,24,62.3,insecure,0.84,formal,family,False
Zambia,Lusaka,2019,rental,0.448,True,True,True,none,14,55.2,insecure,0.78,customary,private,True
Nigeria,Ibadan,2018,customary,0.329,False,False,False,pending,11,67.1,secure,0.6,communal,family,False
Ethiopia,Addis Ababa,2024,rental,0.57,False,True,False,none,10,43.0,secure,0.53,informal,private,True
Zambia,Lusaka,2024,customary,0.478,False,True,True,registered,21,52.2,very_secure,0.32,formal,community,False
Ethiopia,Dire Dawa,2024,informal,0.376,False,False,False,pending,24,62.4,very_secure,0.65,communal,private,False
Kenya,Kisumu,2021,informal,0.206,False,False,True,none,9,79.4,insecure,0.18,formal,community,False
Algeria,Algiers,2019,rental,0.537,False,False,True,registered,10,46.3,insecure,0.72,formal,government,True
Senegal,Dakar,2018,owner_occupied,0.862,True,False,False,registered,3,13.8,insecure,0.87,communal,government,False
Mozambique,Maputo,2022,rental,0.488,False,False,True,pending,15,51.2,insecure,0.48,customary,government,True
Tanzania,Dar es Salaam,2018,informal,0.425,False,False,True,none,1,57.5,very_secure,0.88,communal,government,False
Kenya,Kisumu,2019,rental,0.438,True,False,False,pending,21,56.2,insecure,0.26,informal,private,False
Senegal,Dakar,2019,owner_occupied,0.791,True,False,False,registered,21,20.9,very_secure,0.5,formal,private,True
Rwanda,Kigali,2023,owner_occupied,0.745,True,True,False,registered,20,25.5,secure,0.6,informal,community,False
Morocco,Rabat,2025,rental,0.522,True,False,False,pending,1,47.8,very_insecure,0.53,communal,private,False
Zambia,Lusaka,2025,rental,0.622,True,True,True,registered,16,37.8,secure,0.2,communal,government,False
Ethiopia,Addis Ababa,2019,informal,0.274,False,False,True,pending,23,72.6,insecure,0.9,formal,community,False
Egypt,Cairo,2020,informal,0.179,False,False,True,none,19,82.1,insecure,0.28,informal,community,False
Uganda,Kampala,2021,owner_occupied,0.792,True,False,False,registered,10,20.8,very_secure,0.57,customary,government,True
Senegal,Dakar,2024,rental,0.418,True,True,True,registered,16,58.2,secure,0.25,formal,community,False
Algeria,Algiers,2024,customary,0.566,False,False,True,pending,24,43.4,very_secure,0.86,informal,family,False
Mozambique,Beira,2019,rental,0.526,True,False,True,pending,19,47.4,secure,0.61,formal,government,False
Malawi,Lilongwe,2019,owner_occupied,0.906,True,False,True,pending,15,9.4,very_insecure,0.42,communal,private,False
Malawi,Blantyre,2022,informal,0.354,False,False,True,none,5,64.6,secure,0.88,customary,private,False
Nigeria,Kano,2019,rental,0.671,True,False,True,none,22,32.9,very_secure,0.34,formal,government,False
Mozambique,Maputo,2021,customary,0.532,False,True,False,registered,20,46.8,very_insecure,0.8,customary,government,False
Ethiopia,Addis Ababa,2019,rental,0.431,True,True,True,none,6,56.9,secure,0.42,formal,private,False
Morocco,Casablanca,2021,owner_occupied,0.89,False,True,False,registered,23,11.0,insecure,0.28,communal,family,False
Ghana,Kumasi,2022,owner_occupied,0.852,True,True,True,registered,19,14.8,very_secure,0.26,informal,government,False
Tanzania,Dar es Salaam,2021,rental,0.436,False,False,True,none,10,56.4,very_secure,0.54,communal,family,False
Mozambique,Beira,2025,informal,0.356,False,False,False,none,4,64.4,secure,0.31,informal,government,False
Nigeria,Lagos,2023,rental,0.542,False,False,False,none,11,45.8,very_secure,0.54,communal,community,True
Malawi,Lilongwe,2021,informal,0.43,False,False,True,none,2,57.0,very_insecure,0.68,formal,private,False
Egypt,Cairo,2023,rental,0.472,False,False,False,registered,9,52.8,very_secure,0.78,customary,community,False
Ethiopia,Addis Ababa,2024,customary,0.523,True,True,True,pending,21,47.7,very_insecure,0.59,customary,family,False
Senegal,Dakar,2018,informal,0.217,True,False,False,none,18,78.3,very_insecure,0.41,customary,private,False
Kenya,Mombasa,2019,rental,0.579,True,True,True,pending,4,42.1,very_secure,0.44,customary,private,False
Egypt,Cairo,2022,rental,0.595,True,True,False,registered,21,40.5,secure,0.25,customary,family,False
Morocco,Rabat,2018,customary,0.409,False,False,True,pending,5,59.1,secure,0.31,formal,private,False
Morocco,Rabat,2021,owner_occupied,0.765,True,False,True,registered,9,23.5,very_secure,0.63,customary,private,True
Kenya,Nairobi,2023,informal,0.216,False,False,True,pending,24,78.4,secure,0.17,communal,community,False
Zambia,Lusaka,2022,customary,0.436,False,False,True,none,4,56.4,secure,0.81,communal,government,True
Egypt,Alexandria,2025,owner_occupied,0.769,False,True,True,none,3,23.1,very_secure,0.1,informal,government,False
Zambia,Lusaka,2025,rental,0.494,True,True,False,pending,4,50.6,insecure,0.44,formal,government,False
Rwanda,Kigali,2021,informal,0.39,False,False,False,none,1,61.0,secure,0.59,formal,private,False
Nigeria,Kano,2019,rental,0.457,False,True,False,none,13,54.3,very_insecure,0.64,formal,family,False
Ethiopia,Addis Ababa,2019,customary,0.429,False,False,True,pending,2,57.1,insecure,0.51,customary,community,False
Ethiopia,Dire Dawa,2021,rental,0.521,True,True,True,registered,18,47.9,very_insecure,0.13,informal,private,True
Egypt,Alexandria,2025,rental,0.422,False,False,False,none,9,57.8,very_insecure,0.6,formal,private,False
Egypt,Cairo,2018,rental,0.698,True,True,True,none,11,30.2,very_secure,0.14,formal,government,False
Mozambique,Beira,2022,informal,0.236,False,False,True,none,15,76.4,very_insecure,0.43,informal,community,False
Nigeria,Ibadan,2020,informal,0.273,False,False,False,registered,14,72.7,very_insecure,0.15,communal,community,False
Tanzania,Dar es Salaam,2019,owner_occupied,0.843,True,False,True,registered,13,15.7,insecure,0.36,customary,family,True
Egypt,Cairo,2019,informal,0.362,False,False,False,none,8,63.8,very_insecure,0.64,customary,family,False
Zambia,Lusaka,2018,owner_occupied,0.822,True,True,False,pending,14,17.8,very_insecure,0.13,informal,government,False
Ghana,Kumasi,2023,rental,0.491,True,False,True,registered,1,50.9,insecure,0.13,informal,private,False
Ghana,Accra,2021,informal,0.295,False,False,True,none,19,70.5,very_insecure,0.36,informal,family,True
Morocco,Casablanca,2024,owner_occupied,0.944,True,False,False,pending,15,5.6,secure,0.57,communal,family,True
Morocco,Casablanca,2021,rental,0.576,True,False,True,pending,22,42.4,insecure,0.66,formal,community,True
Morocco,Casablanca,2022,informal,0.249,False,True,True,pending,15,75.1,secure,0.48,formal,family,False
South Africa,Johannesburg,2024,rental,0.454,True,False,False,registered,1,54.6,secure,0.8,customary,family,True
Rwanda,Kigali,2019,informal,0.261,False,False,True,none,15,73.9,very_secure,0.28,customary,family,False
Ghana,Kumasi,2018,customary,0.507,False,False,True,registered,6,49.3,very_secure,0.87,customary,private,False
Zambia,Lusaka,2019,rental,0.602,False,False,True,registered,18,39.8,insecure,0.79,informal,government,False
Mozambique,Maputo,2024,informal,0.362,False,True,True,pending,20,63.8,very_insecure,0.63,informal,government,False
Uganda,Kampala,2021,informal,0.177,False,False,False,registered,9,82.3,very_insecure,0.17,informal,community,False
Zambia,Lusaka,2020,rental,0.543,False,False,True,pending,17,45.7,very_secure,0.44,formal,community,False
Uganda,Kampala,2024,rental,0.525,False,True,True,none,20,47.5,secure,0.47,informal,family,True
Tanzania,Dar es Salaam,2020,rental,0.626,False,False,False,pending,21,37.4,secure,0.78,communal,private,True
Zambia,Lusaka,2020,rental,0.616,True,False,True,none,6,38.4,secure,0.34,formal,community,False
Malawi,Blantyre,2018,rental,0.602,False,False,True,registered,6,39.8,very_secure,0.26,customary,private,False
South Africa,Johannesburg,2019,rental,0.602,True,True,True,none,4,39.8,insecure,0.67,formal,government,False
Nigeria,Kano,2024,informal,0.283,False,False,True,pending,10,71.7,very_secure,0.67,informal,government,False
Nigeria,Lagos,2022,rental,0.639,True,True,False,registered,21,36.1,insecure,0.17,customary,family,False
Ghana,Kumasi,2020,informal,0.302,False,False,True,pending,6,69.8,very_secure,0.59,customary,community,False
Senegal,Dakar,2020,owner_occupied,0.833,True,True,False,pending,12,16.7,insecure,0.52,informal,family,False
Malawi,Lilongwe,2020,informal,0.33,False,False,True,pending,24,67.0,very_secure,0.84,formal,private,False
Kenya,Kisumu,2024,rental,0.426,False,False,True,none,21,57.4,secure,0.81,formal,community,True
Ethiopia,Dire Dawa,2024,rental,0.478,True,True,True,pending,7,52.2,very_insecure,0.56,informal,government,False
Uganda,Kampala,2020,rental,0.54,False,True,True,pending,8,46.0,very_secure,0.64,customary,community,False
Ethiopia,Addis Ababa,2021,rental,0.471,False,True,True,none,5,52.9,very_insecure,0.27,informal,community,False
South Africa,Johannesburg,2018,rental,0.636,True,False,True,none,23,36.4,very_insecure,0.78,customary,private,False
Egypt,Cairo,2024,informal,0.432,False,False,False,none,18,56.8,very_secure,0.6,customary,community,False
Egypt,Alexandria,2025,owner_occupied,0.77,True,False,True,registered,15,23.0,insecure,0.17,formal,family,False
Senegal,Dakar,2022,rental,0.58,True,False,True,registered,16,42.0,insecure,0.23,informal,private,False
Senegal,Dakar,2021,rental,0.588,True,True,True,none,3,41.2,very_secure,0.84,customary,private,True
Tanzania,Dar es Salaam,2024,rental,0.599,False,True,False,registered,13,40.1,secure,0.55,formal,family,False
Morocco,Casablanca,2020,owner_occupied,0.746,False,True,False,none,15,25.4,insecure,0.9,customary,government,False
South Africa,Cape Town,2020,rental,0.698,True,False,True,registered,10,30.2,insecure,0.15,communal,community,False
Nigeria,Lagos,2024,informal,0.348,False,False,True,pending,20,65.2,secure,0.53,communal,family,False
Kenya,Kisumu,2022,informal,0.426,False,False,False,pending,18,57.4,insecure,0.73,informal,private,False
Malawi,Blantyre,2022,rental,0.644,False,False,False,pending,15,35.6,very_insecure,0.76,customary,community,False
Ethiopia,Dire Dawa,2018,informal,0.311,False,False,True,none,7,68.9,very_secure,0.3,formal,community,False
Algeria,Algiers,2021,informal,0.294,False,True,True,pending,9,70.6,very_insecure,0.16,customary,private,False
Rwanda,Kigali,2023,owner_occupied,0.911,True,True,True,none,15,8.9,secure,0.45,informal,community,False
Uganda,Kampala,2020,owner_occupied,0.838,True,False,True,registered,21,16.2,very_insecure,0.77,formal,family,False
Ghana,Accra,2025,rental,0.63,True,False,True,pending,13,37.0,insecure,0.45,customary,government,True
Ghana,Kumasi,2020,owner_occupied,0.774,True,False,True,registered,19,22.6,very_secure,0.89,customary,private,False
Morocco,Casablanca,2025,informal,0.355,False,False,True,pending,21,64.5,very_secure,0.36,customary,family,False
Senegal,Dakar,2020,customary,0.566,False,False,False,none,24,43.4,insecure,0.79,informal,family,False
Egypt,Cairo,2023,customary,0.357,False,False,True,none,18,64.3,insecure,0.76,communal,family,False
Ethiopia,Addis Ababa,2019,informal,0.185,False,False,True,none,6,81.5,very_secure,0.49,communal,government,False
Malawi,Lilongwe,2022,informal,0.367,False,True,True,registered,18,63.3,very_secure,0.68,communal,family,False
Uganda,Kampala,2022,customary,0.42,False,False,True,none,13,58.0,very_insecure,0.47,formal,private,False
Uganda,Kampala,2021,rental,0.435,True,False,True,registered,10,56.5,secure,0.38,communal,family,False
Ghana,Accra,2022,informal,0.21,False,False,True,pending,10,79.0,very_insecure,0.27,formal,government,False
South Africa,Cape Town,2021,owner_occupied,0.864,False,True,True,pending,21,13.6,insecure,0.44,communal,government,False
Ghana,Kumasi,2022,informal,0.19,False,False,True,registered,1,81.0,insecure,0.84,informal,private,False
Malawi,Lilongwe,2018,rental,0.541,True,True,False,none,13,45.9,insecure,0.3,customary,family,False
Kenya,Mombasa,2021,informal,0.423,False,False,False,pending,4,57.7,very_insecure,0.32,formal,private,False
Morocco,Casablanca,2022,rental,0.505,True,False,False,pending,6,49.5,very_insecure,0.4,customary,private,False
Malawi,Lilongwe,2022,rental,0.549,False,False,True,registered,10,45.1,very_secure,0.63,informal,private,False
Ethiopia,Dire Dawa,2022,rental,0.536,True,False,True,none,19,46.4,secure,0.11,informal,private,False
Rwanda,Kigali,2021,rental,0.62,True,True,True,registered,1,38.0,very_secure,0.29,formal,private,False
Kenya,Mombasa,2024,informal,0.307,False,False,True,pending,14,69.3,secure,0.79,formal,private,False
Rwanda,Kigali,2020,owner_occupied,0.744,False,True,True,registered,23,25.6,very_insecure,0.29,formal,private,False
Zambia,Lusaka,2018,informal,0.285,False,False,True,pending,16,71.5,very_secure,0.35,informal,government,True
Egypt,Alexandria,2022,informal,0.219,False,False,True,registered,20,78.1,insecure,0.66,formal,government,False
Ghana,Accra,2023,customary,0.418,False,False,True,none,8,58.2,very_insecure,0.52,formal,family,False
Morocco,Rabat,2021,rental,0.591,True,True,True,pending,12,40.9,secure,0.48,formal,family,False
Tanzania,Dar es Salaam,2021,customary,0.46,False,False,True,none,16,54.0,very_insecure,0.52,communal,government,True
Egypt,Alexandria,2018,owner_occupied,0.915,False,False,False,registered,22,8.5,very_insecure,0.2,communal,private,False
Rwanda,Kigali,2023,rental,0.592,False,False,False,none,5,40.8,very_insecure,0.41,informal,private,False
Ghana,Kumasi,2024,rental,0.637,True,False,False,registered,13,36.3,secure,0.65,informal,family,False
Morocco,Rabat,2018,informal,0.283,False,False,True,registered,7,71.7,very_secure,0.5,informal,family,True
Rwanda,Kigali,2025,rental,0.622,False,True,True,none,7,37.8,secure,0.32,customary,private,False
Algeria,Algiers,2020,rental,0.586,True,True,True,registered,14,41.4,very_secure,0.6,communal,private,False
Malawi,Blantyre,2025,rental,0.627,True,False,True,registered,14,37.3,very_insecure,0.46,communal,government,False
Egypt,Cairo,2023,rental,0.601,True,False,False,registered,20,39.9,very_insecure,0.28,customary,government,False
Malawi,Blantyre,2018,informal,0.24,False,False,True,none,1,76.0,very_insecure,0.12,informal,community,False
Ethiopia,Dire Dawa,2024,informal,0.175,False,False,True,registered,1,82.5,very_secure,0.83,informal,community,False
Malawi,Blantyre,2022,customary,0.47,False,False,False,registered,20,53.0,very_secure,0.55,communal,government,False
Tanzania,Dar es Salaam,2025,informal,0.322,False,False,False,pending,5,67.8,secure,0.78,customary,private,False
Rwanda,Kigali,2018,owner_occupied,0.894,True,True,True,none,11,10.6,secure,0.38,formal,community,False
Malawi,Blantyre,2021,rental,0.425,True,False,False,none,10,57.5,secure,0.64,informal,community,False
Tanzania,Dar es Salaam,2024,customary,0.311,False,False,True,registered,15,68.9,insecure,0.5,informal,community,False
Rwanda,Kigali,2024,rental,0.627,True,False,True,registered,3,37.3,very_secure,0.16,formal,government,False
Kenya,Mombasa,2022,informal,0.38,False,False,False,none,3,62.0,very_secure,0.49,formal,government,False
Morocco,Rabat,2024,informal,0.294,True,False,True,pending,3,70.6,very_secure,0.73,customary,government,False
Senegal,Dakar,2022,customary,0.355,False,True,True,pending,5,64.5,very_secure,0.44,formal,community,True
Kenya,Nairobi,2020,owner_occupied,0.732,True,True,True,pending,17,26.8,very_secure,0.27,customary,government,False
South Africa,Johannesburg,2019,informal,0.354,True,False,False,registered,2,64.6,very_insecure,0.56,communal,family,True
Algeria,Algiers,2024,customary,0.535,False,False,False,none,24,46.5,insecure,0.39,communal,community,False
Algeria,Algiers,2021,rental,0.576,True,True,True,pending,10,42.4,insecure,0.18,formal,private,True
Nigeria,Kano,2021,customary,0.526,False,False,True,pending,22,47.4,very_insecure,0.83,communal,family,False
Ghana,Kumasi,2022,owner_occupied,0.81,True,False,True,none,11,19.0,secure,0.35,communal,private,False
Morocco,Casablanca,2023,informal,0.173,False,False,False,none,16,82.7,insecure,0.53,communal,family,False
Nigeria,Kano,2021,customary,0.318,False,False,False,pending,6,68.2,secure,0.14,formal,private,False
Zambia,Lusaka,2020,rental,0.435,False,False,True,none,7,56.5,very_secure,0.76,informal,family,True
Malawi,Blantyre,2024,informal,0.341,False,False,False,none,17,65.9,secure,0.56,communal,private,False
Nigeria,Kano,2025,informal,0.333,False,False,True,pending,3,66.7,very_insecure,0.37,formal,family,False
Algeria,Algiers,2022,informal,0.186,False,False,True,none,11,81.4,very_insecure,0.54,communal,private,False
Malawi,Blantyre,2024,informal,0.362,False,False,True,registered,6,63.8,insecure,0.78,communal,community,False
South Africa,Johannesburg,2025,informal,0.258,False,False,True,none,8,74.2,secure,0.3,formal,private,False
Zambia,Lusaka,2018,customary,0.303,True,True,False,registered,8,69.7,insecure,0.14,customary,family,False
Rwanda,Kigali,2023,informal,0.248,False,False,True,registered,9,75.2,very_secure,0.15,informal,family,False
Rwanda,Kigali,2024,rental,0.681,False,True,False,pending,7,31.9,very_insecure,0.6,communal,family,False
Zambia,Lusaka,2022,informal,0.341,False,True,True,none,5,65.9,very_secure,0.49,communal,private,False
Ethiopia,Addis Ababa,2024,informal,0.408,False,False,True,none,11,59.2,insecure,0.28,communal,community,False
Mozambique,Maputo,2024,owner_occupied,0.881,True,True,True,pending,4,11.9,insecure,0.53,formal,private,False
Tanzania,Dar es Salaam,2024,rental,0.669,False,False,True,pending,11,33.1,very_secure,0.15,customary,private,False
Egypt,Cairo,2024,informal,0.199,False,False,False,pending,10,80.1,insecure,0.63,informal,government,True
Zambia,Lusaka,2024,rental,0.503,True,False,True,pending,20,49.7,very_secure,0.25,customary,family,False
Ethiopia,Addis Ababa,2025,customary,0.347,True,False,True,registered,1,65.3,insecure,0.52,formal,community,False
Nigeria,Kano,2019,informal,0.304,False,True,True,registered,20,69.6,very_insecure,0.7,formal,community,False
Morocco,Rabat,2023,informal,0.383,False,False,True,none,14,61.7,very_secure,0.3,customary,community,False
Zambia,Lusaka,2021,rental,0.463,False,True,True,registered,10,53.7,secure,0.46,communal,private,False
Algeria,Algiers,2020,owner_occupied,0.748,True,False,False,none,2,25.2,secure,0.69,communal,government,False
Kenya,Kisumu,2022,rental,0.683,False,True,False,none,17,31.7,insecure,0.87,informal,government,False
Tanzania,Dar es Salaam,2025,informal,0.212,False,False,True,pending,9,78.8,very_secure,0.87,customary,community,True
Ethiopia,Dire Dawa,2019,rental,0.426,True,False,False,registered,16,57.4,very_secure,0.33,informal,private,False
Ghana,Kumasi,2018,rental,0.562,False,False,False,pending,16,43.8,secure,0.77,customary,community,False
Senegal,Dakar,2023,rental,0.524,False,True,False,registered,9,47.6,very_insecure,0.58,formal,private,False
Zambia,Lusaka,2020,owner_occupied,0.756,True,True,True,none,11,24.4,very_secure,0.9,customary,government,False
Mozambique,Maputo,2020,informal,0.282,False,True,True,registered,9,71.8,very_insecure,0.5,informal,family,False
Egypt,Cairo,2022,rental,0.43,False,True,True,registered,14,57.0,insecure,0.25,informal,government,False
Mozambique,Beira,2023,rental,0.565,False,False,True,registered,4,43.5,insecure,0.83,communal,private,False
Tanzania,Dar es Salaam,2018,owner_occupied,0.747,True,False,True,none,2,25.3,insecure,0.89,communal,government,False
Ethiopia,Addis Ababa,2025,informal,0.373,True,False,False,pending,13,62.7,secure,0.18,customary,private,False
Morocco,Rabat,2018,customary,0.45,False,False,True,registered,8,55.0,very_insecure,0.4,informal,community,False
South Africa,Johannesburg,2023,informal,0.318,False,False,True,none,21,68.2,secure,0.35,informal,private,True
Nigeria,Lagos,2022,owner_occupied,0.932,True,False,True,none,20,6.8,secure,0.33,communal,government,False
Ethiopia,Addis Ababa,2020,informal,0.395,False,False,False,none,20,60.5,very_insecure,0.7,formal,government,False
South Africa,Cape Town,2022,rental,0.428,False,True,True,pending,8,57.2,very_secure,0.51,formal,community,True
Algeria,Algiers,2018,informal,0.331,False,False,False,registered,20,66.9,secure,0.73,formal,family,True
Mozambique,Maputo,2022,informal,0.276,False,False,True,none,4,72.4,secure,0.88,communal,family,False
Malawi,Lilongwe,2019,rental,0.674,False,True,True,registered,15,32.6,very_insecure,0.8,customary,private,False
Senegal,Dakar,2021,informal,0.313,True,False,True,registered,1,68.7,insecure,0.65,informal,private,False
Algeria,Algiers,2022,informal,0.345,False,False,False,none,4,65.5,very_secure,0.5,communal,government,True
Uganda,Kampala,2020,customary,0.305,False,True,True,pending,10,69.5,very_secure,0.32,informal,community,False
Ethiopia,Addis Ababa,2025,owner_occupied,0.909,True,True,True,none,2,9.1,very_insecure,0.3,formal,family,False
Rwanda,Kigali,2022,informal,0.325,False,False,False,registered,11,67.5,very_insecure,0.66,informal,private,False
Tanzania,Dar es Salaam,2021,informal,0.183,False,False,True,none,23,81.7,very_secure,0.38,formal,government,False
Kenya,Mombasa,2019,rental,0.514,True,False,False,pending,20,48.6,very_secure,0.3,formal,government,True
Kenya,Mombasa,2022,rental,0.559,True,False,True,pending,10,44.1,secure,0.59,informal,government,False
Tanzania,Dar es Salaam,2019,customary,0.591,False,False,True,none,15,40.9,very_secure,0.67,customary,government,True
Rwanda,Kigali,2019,rental,0.567,False,True,True,registered,21,43.3,very_secure,0.61,informal,family,False
Kenya,Mombasa,2018,owner_occupied,0.786,False,True,True,pending,12,21.4,very_secure,0.15,customary,government,False
Egypt,Cairo,2019,customary,0.405,False,False,True,none,8,59.5,insecure,0.15,informal,family,False
Morocco,Casablanca,2023,rental,0.407,False,False,True,registered,24,59.3,secure,0.15,communal,family,False
Ghana,Kumasi,2023,owner_occupied,0.932,True,True,False,none,3,6.8,insecure,0.41,customary,family,False
Uganda,Kampala,2025,rental,0.456,False,False,True,pending,7,54.4,secure,0.72,formal,community,False
Kenya,Kisumu,2021,rental,0.563,True,True,True,none,9,43.7,secure,0.56,informal,government,False
Tanzania,Dar es Salaam,2020,rental,0.493,True,True,True,pending,22,50.7,secure,0.25,customary,family,False
Ethiopia,Dire Dawa,2018,rental,0.441,False,True,True,registered,2,55.9,secure,0.66,informal,private,False
Ghana,Kumasi,2018,rental,0.672,True,False,False,registered,13,32.8,secure,0.26,customary,community,True
Tanzania,Dar es Salaam,2025,owner_occupied,0.784,True,False,True,pending,13,21.6,very_secure,0.43,formal,family,True
Nigeria,Lagos,2022,rental,0.462,True,False,True,pending,14,53.8,very_insecure,0.11,formal,family,False
Ghana,Accra,2023,informal,0.339,False,False,True,none,13,66.1,very_secure,0.52,communal,government,False
Malawi,Blantyre,2021,informal,0.281,False,False,False,none,19,71.9,insecure,0.2,customary,government,True
Ghana,Kumasi,2025,informal,0.277,False,False,True,pending,13,72.3,secure,0.45,customary,private,False
Egypt,Cairo,2018,rental,0.531,True,True,False,registered,24,46.9,insecure,0.57,communal,community,False
Egypt,Alexandria,2023,customary,0.358,False,False,True,none,10,64.2,very_secure,0.2,informal,community,True
Ghana,Accra,2025,rental,0.51,True,True,True,pending,11,49.0,secure,0.15,informal,family,True
Nigeria,Kano,2023,rental,0.529,True,True,True,registered,24,47.1,very_secure,0.71,customary,government,False
Zambia,Lusaka,2019,owner_occupied,0.926,True,True,True,none,10,7.4,insecure,0.14,customary,family,True
Egypt,Cairo,2020,informal,0.424,False,False,False,registered,17,57.6,very_secure,0.14,communal,government,False
South Africa,Cape Town,2022,informal,0.217,False,False,True,none,16,78.3,very_secure,0.23,customary,community,False
Morocco,Casablanca,2018,informal,0.194,False,False,True,pending,1,80.6,insecure,0.29,formal,family,True
Tanzania,Dar es Salaam,2020,informal,0.421,False,False,True,pending,15,57.9,very_insecure,0.29,communal,community,False
Kenya,Mombasa,2018,owner_occupied,0.723,True,True,False,pending,11,27.7,secure,0.25,informal,government,False
Malawi,Lilongwe,2021,rental,0.406,False,True,True,registered,18,59.4,secure,0.41,customary,family,False
Nigeria,Ibadan,2020,rental,0.539,False,False,False,none,15,46.1,very_insecure,0.79,formal,private,False
Ghana,Accra,2024,informal,0.302,False,False,True,pending,18,69.8,secure,0.38,customary,private,True
Rwanda,Kigali,2019,informal,0.405,False,False,False,none,15,59.5,insecure,0.39,formal,private,False
South Africa,Cape Town,2020,rental,0.473,False,True,True,pending,8,52.7,insecure,0.33,formal,private,True
Nigeria,Kano,2019,owner_occupied,0.796,True,True,True,none,5,20.4,insecure,0.64,formal,private,False
Senegal,Dakar,2018,informal,0.336,False,False,True,registered,24,66.4,insecure,0.31,communal,community,False
Mozambique,Beira,2018,owner_occupied,0.893,True,False,False,registered,9,10.7,insecure,0.69,informal,community,True
Mozambique,Maputo,2023,rental,0.585,True,False,False,pending,12,41.5,very_insecure,0.81,formal,government,False
Morocco,Rabat,2018,informal,0.317,False,False,True,registered,9,68.3,very_secure,0.12,communal,family,True
Zambia,Lusaka,2019,owner_occupied,0.921,True,True,True,registered,2,7.9,secure,0.29,customary,government,False
Egypt,Cairo,2022,rental,0.613,True,True,True,registered,10,38.7,secure,0.6,communal,community,False
Ghana,Accra,2022,informal,0.261,True,False,True,pending,7,73.9,insecure,0.12,formal,private,False
Rwanda,Kigali,2024,owner_occupied,0.883,True,True,True,registered,19,11.7,very_insecure,0.42,communal,community,False
Morocco,Casablanca,2020,owner_occupied,0.785,True,False,False,pending,21,21.5,secure,0.37,informal,community,False
Morocco,Casablanca,2025,informal,0.383,False,False,True,none,13,61.7,very_secure,0.4,formal,government,False
Rwanda,Kigali,2019,owner_occupied,0.75,True,False,True,registered,22,25.0,very_insecure,0.3,formal,private,False
Uganda,Kampala,2021,customary,0.522,True,False,True,none,24,47.8,secure,0.66,informal,family,False
Ethiopia,Addis Ababa,2024,informal,0.221,False,False,True,registered,5,77.9,secure,0.43,informal,family,False
Mozambique,Maputo,2024,informal,0.321,True,False,True,pending,2,67.9,insecure,0.28,formal,government,True
Mozambique,Maputo,2020,owner_occupied,0.815,True,True,False,registered,21,18.5,very_insecure,0.25,customary,community,False
Egypt,Cairo,2023,informal,0.18,False,False,False,registered,6,82.0,insecure,0.86,communal,family,False
Rwanda,Kigali,2019,rental,0.459,True,True,True,registered,5,54.1,very_insecure,0.47,communal,private,False
Mozambique,Beira,2018,rental,0.688,False,False,True,none,15,31.2,very_insecure,0.88,communal,government,False
Algeria,Algiers,2023,owner_occupied,0.851,True,False,True,registered,13,14.9,very_secure,0.33,informal,community,False
Malawi,Lilongwe,2020,rental,0.488,False,False,True,pending,10,51.2,insecure,0.63,formal,government,False
Ethiopia,Addis Ababa,2019,informal,0.184,False,False,True,registered,5,81.6,secure,0.36,communal,government,False
Zambia,Lusaka,2020,rental,0.505,True,True,True,pending,24,49.5,very_secure,0.62,formal,private,False
Egypt,Cairo,2020,customary,0.321,False,False,False,pending,5,67.9,very_insecure,0.87,communal,community,False
Algeria,Algiers,2021,rental,0.676,False,False,False,none,17,32.4,very_insecure,0.56,communal,family,False
Ghana,Accra,2020,informal,0.291,False,False,True,none,14,70.9,very_insecure,0.66,formal,government,False
Malawi,Lilongwe,2023,informal,0.334,False,False,False,pending,4,66.6,insecure,0.75,formal,government,False
South Africa,Johannesburg,2020,owner_occupied,0.827,True,True,True,registered,24,17.3,very_secure,0.87,customary,community,False
Algeria,Algiers,2023,informal,0.246,False,False,True,registered,23,75.4,secure,0.2,customary,community,True
Morocco,Casablanca,2023,rental,0.684,False,False,True,pending,12,31.6,insecure,0.59,informal,community,False
Algeria,Algiers,2020,informal,0.424,False,False,False,registered,8,57.6,very_secure,0.27,customary,private,False
Senegal,Dakar,2021,owner_occupied,0.845,True,True,False,none,24,15.5,insecure,0.62,formal,private,False
Mozambique,Beira,2025,informal,0.215,False,False,True,none,23,78.5,very_secure,0.65,formal,private,False
Nigeria,Lagos,2025,informal,0.385,False,False,True,none,20,61.5,secure,0.33,customary,family,False
Ethiopia,Dire Dawa,2019,owner_occupied,0.774,True,True,True,none,15,22.6,insecure,0.14,informal,community,False
Tanzania,Dar es Salaam,2024,customary,0.509,False,False,False,pending,11,49.1,insecure,0.63,communal,private,False
Ethiopia,Dire Dawa,2020,informal,0.341,False,False,True,none,10,65.9,very_insecure,0.37,formal,government,True
Ethiopia,Dire Dawa,2021,rental,0.435,True,True,True,none,9,56.5,insecure,0.33,informal,private,False
Morocco,Casablanca,2018,rental,0.6,False,False,False,registered,15,40.0,very_insecure,0.77,customary,private,False
Senegal,Dakar,2019,informal,0.214,False,False,False,none,15,78.6,secure,0.79,customary,family,False
Malawi,Lilongwe,2021,owner_occupied,0.885,True,True,True,pending,2,11.5,insecure,0.59,customary,family,False
Malawi,Lilongwe,2019,informal,0.377,True,False,True,none,15,62.3,very_secure,0.7,formal,private,False
Morocco,Casablanca,2023,owner_occupied,0.829,True,True,False,none,21,17.1,insecure,0.5,communal,family,True
Kenya,Kisumu,2023,owner_occupied,0.91,True,False,True,none,23,9.0,very_insecure,0.75,communal,private,False
Senegal,Dakar,2023,customary,0.408,False,False,True,none,13,59.2,very_secure,0.14,communal,government,False
South Africa,Johannesburg,2022,rental,0.618,False,False,True,registered,12,38.2,insecure,0.88,formal,community,False
Malawi,Blantyre,2023,rental,0.496,False,True,True,none,19,50.4,very_insecure,0.75,formal,private,False
Malawi,Blantyre,2022,informal,0.3,False,False,True,registered,21,70.0,very_insecure,0.55,formal,private,False
Morocco,Rabat,2024,rental,0.401,True,False,True,registered,8,59.9,very_insecure,0.59,communal,government,False
Ethiopia,Dire Dawa,2018,rental,0.678,False,True,True,none,24,32.2,very_insecure,0.26,formal,family,True
Malawi,Blantyre,2019,informal,0.365,False,False,True,none,7,63.5,very_insecure,0.86,communal,private,False
Tanzania,Dar es Salaam,2025,informal,0.233,True,False,True,registered,19,76.7,very_secure,0.36,informal,family,True
Senegal,Dakar,2020,informal,0.229,False,False,True,none,11,77.1,very_secure,0.68,formal,government,True
Rwanda,Kigali,2024,informal,0.262,False,False,True,registered,12,73.8,very_secure,0.72,formal,family,False
South Africa,Cape Town,2022,informal,0.416,False,False,True,registered,10,58.4,very_insecure,0.5,customary,community,False
Morocco,Casablanca,2023,informal,0.181,False,False,True,pending,11,81.9,very_insecure,0.21,informal,government,True
South Africa,Johannesburg,2018,customary,0.561,False,False,True,pending,19,43.9,very_insecure,0.59,formal,government,False
South Africa,Cape Town,2025,informal,0.334,False,False,True,none,8,66.6,very_secure,0.64,communal,community,False
South Africa,Cape Town,2018,rental,0.562,True,False,True,none,20,43.8,insecure,0.52,communal,community,True
Malawi,Lilongwe,2025,informal,0.183,False,False,True,registered,3,81.7,very_insecure,0.89,customary,community,False
Ghana,Accra,2021,informal,0.193,False,False,True,none,3,80.7,very_secure,0.22,customary,family,False
Uganda,Kampala,2022,rental,0.649,False,True,False,registered,10,35.1,insecure,0.52,informal,government,False
Rwanda,Kigali,2019,rental,0.607,True,False,False,none,19,39.3,very_insecure,0.41,communal,private,False
Algeria,Algiers,2022,rental,0.654,True,False,True,registered,11,34.6,very_secure,0.59,formal,government,False
Tanzania,Dar es Salaam,2024,rental,0.452,False,False,True,none,12,54.8,secure,0.8,customary,family,True
Ethiopia,Dire Dawa,2019,informal,0.332,True,False,True,pending,11,66.8,insecure,0.35,communal,private,False
Nigeria,Lagos,2025,rental,0.606,False,True,False,registered,16,39.4,secure,0.47,communal,family,False
Nigeria,Kano,2025,customary,0.425,False,False,True,registered,1,57.5,very_secure,0.47,informal,government,False
Ghana,Kumasi,2024,owner_occupied,0.837,True,True,False,registered,17,16.3,very_insecure,0.85,informal,community,True
Ethiopia,Dire Dawa,2019,informal,0.191,True,False,True,registered,6,80.9,insecure,0.7,communal,community,False
Malawi,Blantyre,2025,rental,0.464,False,True,True,none,9,53.6,very_insecure,0.61,informal,family,False
Kenya,Nairobi,2024,owner_occupied,0.925,True,False,True,pending,2,7.5,secure,0.53,formal,government,False
Egypt,Cairo,2020,informal,0.186,False,False,True,registered,23,81.4,insecure,0.77,customary,community,True
Malawi,Blantyre,2018,informal,0.327,False,False,False,registered,17,67.3,insecure,0.73,informal,government,True
Senegal,Dakar,2022,rental,0.402,False,False,True,none,13,59.8,insecure,0.56,customary,private,False
South Africa,Johannesburg,2018,rental,0.501,False,False,True,registered,4,49.9,very_insecure,0.13,communal,community,True
Malawi,Lilongwe,2021,rental,0.569,False,False,True,pending,24,43.1,secure,0.41,informal,private,True
Egypt,Alexandria,2023,informal,0.188,False,False,True,registered,2,81.2,very_insecure,0.62,informal,family,True
Uganda,Kampala,2022,informal,0.4,True,False,True,registered,11,60.0,secure,0.48,customary,government,True
Malawi,Blantyre,2018,informal,0.206,False,False,True,registered,13,79.4,very_secure,0.36,customary,family,False
Rwanda,Kigali,2019,informal,0.413,True,False,False,pending,14,58.7,very_insecure,0.2,communal,government,True
Malawi,Lilongwe,2023,informal,0.289,False,False,True,registered,18,71.1,very_secure,0.41,informal,community,False
Mozambique,Beira,2020,rental,0.679,False,False,True,registered,13,32.1,very_insecure,0.45,informal,government,False
Egypt,Cairo,2022,rental,0.403,False,False,False,none,15,59.7,very_secure,0.87,formal,family,True
South Africa,Johannesburg,2018,rental,0.641,False,False,True,none,24,35.9,very_insecure,0.6,informal,government,False
Malawi,Blantyre,2023,customary,0.303,False,False,True,registered,17,69.7,very_insecure,0.4,informal,government,False
Egypt,Alexandria,2024,informal,0.229,False,False,False,none,7,77.1,secure,0.4,informal,private,True
Nigeria,Lagos,2021,informal,0.39,False,False,True,registered,21,61.0,insecure,0.73,communal,family,False
Ghana,Accra,2018,rental,0.607,True,False,True,registered,14,39.3,secure,0.19,informal,family,True
Zambia,Lusaka,2022,informal,0.183,False,False,False,registered,5,81.7,very_secure,0.66,communal,private,False
Algeria,Algiers,2018,owner_occupied,0.776,True,True,True,registered,24,22.4,insecure,0.14,formal,private,False
South Africa,Johannesburg,2025,informal,0.328,False,False,True,registered,4,67.2,secure,0.81,formal,government,False
Kenya,Kisumu,2020,customary,0.354,True,True,False,registered,5,64.6,insecure,0.73,communal,family,False
Zambia,Lusaka,2019,rental,0.441,True,False,True,none,6,55.9,secure,0.17,communal,private,False
Egypt,Alexandria,2018,rental,0.68,False,False,False,pending,12,32.0,secure,0.81,communal,family,True
Morocco,Casablanca,2022,informal,0.235,True,False,True,pending,8,76.5,insecure,0.24,informal,private,False
Senegal,Dakar,2020,rental,0.436,True,False,True,pending,5,56.4,very_insecure,0.38,formal,family,False
Uganda,Kampala,2019,informal,0.188,False,False,True,none,6,81.2,very_secure,0.69,informal,private,False
Egypt,Cairo,2019,rental,0.674,False,False,False,pending,6,32.6,very_insecure,0.83,formal,private,False
Ghana,Accra,2023,informal,0.383,False,False,True,none,7,61.7,very_insecure,0.43,customary,government,False
Ethiopia,Dire Dawa,2022,informal,0.397,False,False,True,none,8,60.3,very_secure,0.28,communal,private,False
Morocco,Casablanca,2019,owner_occupied,0.826,True,True,True,pending,2,17.4,very_insecure,0.84,communal,family,True
South Africa,Cape Town,2023,informal,0.326,False,False,True,pending,22,67.4,very_insecure,0.42,informal,private,False
Kenya,Nairobi,2019,informal,0.418,True,False,True,pending,24,58.2,very_insecure,0.6,customary,private,False
Kenya,Kisumu,2025,informal,0.425,False,False,False,none,5,57.5,insecure,0.85,informal,private,True
Senegal,Dakar,2021,rental,0.539,False,True,True,none,5,46.1,insecure,0.82,formal,government,False
Ghana,Kumasi,2020,rental,0.643,True,True,True,registered,10,35.7,insecure,0.74,informal,community,False
Ethiopia,Dire Dawa,2022,rental,0.473,True,False,False,pending,9,52.7,insecure,0.46,informal,private,False
Algeria,Algiers,2021,informal,0.299,False,False,True,pending,22,70.1,very_insecure,0.52,formal,private,False
Morocco,Rabat,2022,rental,0.613,True,True,True,registered,14,38.7,very_insecure,0.25,formal,government,False
Senegal,Dakar,2023,rental,0.699,False,True,False,registered,14,30.1,very_secure,0.36,informal,family,False
South Africa,Johannesburg,2020,rental,0.413,True,False,False,registered,12,58.7,very_secure,0.73,communal,family,True
Malawi,Lilongwe,2024,informal,0.367,False,False,True,pending,24,63.3,very_secure,0.68,customary,community,False
Senegal,Dakar,2022,rental,0.408,True,False,True,none,16,59.2,insecure,0.26,customary,government,False
Nigeria,Lagos,2021,informal,0.403,False,False,True,pending,9,59.7,very_secure,0.82,formal,government,False
Egypt,Cairo,2024,rental,0.52,True,False,True,none,9,48.0,insecure,0.36,informal,family,False
Algeria,Algiers,2025,owner_occupied,0.876,False,True,True,pending,6,12.4,insecure,0.53,informal,community,False
Zambia,Lusaka,2020,rental,0.594,False,True,True,registered,19,40.6,insecure,0.88,formal,private,True
Zambia,Lusaka,2023,rental,0.638,True,False,True,none,17,36.2,insecure,0.19,customary,community,True
Kenya,Kisumu,2019,informal,0.376,False,False,True,pending,14,62.4,very_insecure,0.79,customary,government,True
Malawi,Blantyre,2023,rental,0.449,True,True,True,registered,17,55.1,very_insecure,0.3,customary,community,False
Senegal,Dakar,2022,informal,0.189,False,False,True,pending,10,81.1,insecure,0.1,formal,community,True
Ethiopia,Dire Dawa,2019,informal,0.205,False,False,True,none,14,79.5,very_insecure,0.72,communal,family,False
Mozambique,Maputo,2025,owner_occupied,0.918,True,False,True,none,5,8.2,insecure,0.63,informal,private,False
Malawi,Blantyre,2019,customary,0.316,False,False,False,registered,15,68.4,insecure,0.82,customary,family,False
South Africa,Cape Town,2024,informal,0.319,True,False,True,registered,20,68.1,very_secure,0.81,communal,family,False
Ghana,Accra,2025,informal,0.345,False,False,True,registered,16,65.5,very_secure,0.52,formal,private,True
Tanzania,Dar es Salaam,2025,informal,0.205,True,False,False,none,21,79.5,very_secure,0.48,customary,family,False
Rwanda,Kigali,2025,informal,0.329,False,False,True,none,10,67.1,insecure,0.31,communal,community,False
Kenya,Kisumu,2024,rental,0.599,True,True,True,none,3,40.1,secure,0.79,communal,community,True
Nigeria,Kano,2022,informal,0.324,False,False,True,pending,10,67.6,insecure,0.41,formal,family,False
Kenya,Kisumu,2022,rental,0.617,True,False,True,none,18,38.3,insecure,0.35,communal,family,False
Mozambique,Beira,2025,informal,0.417,False,True,True,pending,24,58.3,insecure,0.89,customary,community,True
Tanzania,Dar es Salaam,2022,owner_occupied,0.885,False,False,True,none,4,11.5,very_insecure,0.72,formal,family,False
Kenya,Kisumu,2020,rental,0.463,False,False,True,registered,5,53.7,insecure,0.71,customary,private,False
South Africa,Cape Town,2021,informal,0.219,False,False,True,pending,19,78.1,very_insecure,0.88,communal,community,False
Ghana,Accra,2023,informal,0.274,False,False,True,pending,20,72.6,very_insecure,0.17,informal,private,True
Egypt,Cairo,2018,informal,0.308,False,True,True,pending,4,69.2,secure,0.77,communal,private,False
Uganda,Kampala,2021,informal,0.357,False,True,True,none,24,64.3,secure,0.43,formal,private,False
Egypt,Cairo,2018,rental,0.608,True,True,True,registered,7,39.2,very_insecure,0.78,communal,family,True
Uganda,Kampala,2023,rental,0.698,True,True,False,none,13,30.2,very_secure,0.76,customary,family,False
Ethiopia,Dire Dawa,2020,informal,0.241,False,False,False,registered,12,75.9,insecure,0.56,communal,family,False
Senegal,Dakar,2022,rental,0.558,True,False,True,pending,19,44.2,very_secure,0.19,communal,private,False
Morocco,Casablanca,2025,owner_occupied,0.783,True,False,True,none,1,21.7,insecure,0.31,customary,community,False
Morocco,Casablanca,2025,informal,0.201,True,False,True,none,9,79.9,secure,0.84,informal,private,False
Egypt,Alexandria,2022,rental,0.574,True,True,True,none,16,42.6,very_insecure,0.42,informal,government,False
Tanzania,Dar es Salaam,2024,rental,0.417,True,True,True,none,3,58.3,secure,0.1,informal,family,False
Zambia,Lusaka,2022,informal,0.193,False,True,False,pending,4,80.7,insecure,0.31,formal,government,False
Nigeria,Ibadan,2024,owner_occupied,0.78,True,False,True,pending,12,22.0,very_secure,0.33,customary,community,False
Zambia,Lusaka,2022,informal,0.349,False,False,False,pending,6,65.1,very_secure,0.71,formal,community,False
Senegal,Dakar,2025,informal,0.266,True,False,False,none,6,73.4,insecure,0.84,customary,government,False
Zambia,Lusaka,2025,informal,0.329,False,False,True,none,16,67.1,very_insecure,0.38,informal,private,False
Mozambique,Beira,2024,owner_occupied,0.929,True,True,True,pending,18,7.1,very_insecure,0.57,formal,government,True
Ethiopia,Dire Dawa,2019,informal,0.209,False,True,True,registered,1,79.1,very_secure,0.25,customary,government,False
Morocco,Rabat,2022,owner_occupied,0.733,False,True,True,registered,3,26.7,very_secure,0.23,formal,family,True
Kenya,Nairobi,2021,informal,0.281,False,False,True,pending,15,71.9,secure,0.52,informal,community,False
Zambia,Lusaka,2022,informal,0.217,False,False,False,none,7,78.3,very_secure,0.13,communal,community,False
Mozambique,Beira,2022,owner_occupied,0.919,True,False,True,registered,4,8.1,very_secure,0.31,formal,government,False
Tanzania,Dar es Salaam,2019,rental,0.681,True,False,True,registered,15,31.9,secure,0.41,communal,community,False
Ethiopia,Addis Ababa,2023,owner_occupied,0.805,False,False,True,none,13,19.5,secure,0.67,customary,community,False
Egypt,Alexandria,2024,owner_occupied,0.703,True,False,False,pending,7,29.7,very_insecure,0.74,customary,private,False
Ethiopia,Dire Dawa,2024,rental,0.561,False,False,True,none,12,43.9,very_insecure,0.22,informal,government,True
Malawi,Blantyre,2019,informal,0.358,False,False,False,registered,21,64.2,insecure,0.16,formal,family,True
Egypt,Cairo,2019,informal,0.268,False,False,False,pending,3,73.2,very_insecure,0.29,informal,government,False
Ghana,Accra,2025,customary,0.491,False,True,True,none,12,50.9,insecure,0.64,informal,private,True
Nigeria,Lagos,2023,informal,0.195,False,False,True,none,23,80.5,insecure,0.66,informal,community,False
Morocco,Casablanca,2023,informal,0.285,False,False,True,registered,12,71.5,very_insecure,0.62,customary,family,False
Ghana,Kumasi,2025,rental,0.444,False,False,True,registered,12,55.6,secure,0.31,informal,family,False
Egypt,Alexandria,2020,informal,0.304,False,False,False,registered,22,69.6,very_insecure,0.79,communal,private,True
Malawi,Blantyre,2022,informal,0.334,False,False,False,pending,17,66.6,secure,0.79,formal,government,False
Morocco,Casablanca,2023,owner_occupied,0.868,False,False,True,pending,8,13.2,secure,0.5,formal,community,False
Kenya,Nairobi,2025,informal,0.198,False,False,True,none,14,80.2,insecure,0.76,formal,private,False
Zambia,Lusaka,2023,informal,0.42,False,False,True,registered,11,58.0,insecure,0.38,informal,private,False
Egypt,Alexandria,2022,informal,0.21,False,False,True,pending,8,79.0,very_secure,0.32,formal,community,False
Ethiopia,Addis Ababa,2020,informal,0.359,False,False,True,registered,14,64.1,very_secure,0.62,customary,private,True
Zambia,Lusaka,2021,rental,0.685,True,False,True,registered,9,31.5,very_secure,0.29,formal,government,False
Malawi,Blantyre,2024,owner_occupied,0.742,True,True,True,none,17,25.8,very_insecure,0.19,customary,government,False
Ghana,Kumasi,2018,informal,0.372,False,False,False,none,6,62.8,very_secure,0.26,informal,family,False
South Africa,Johannesburg,2022,informal,0.378,False,True,False,registered,23,62.2,secure,0.14,communal,family,False
Kenya,Mombasa,2022,informal,0.405,False,False,True,registered,17,59.5,very_secure,0.24,customary,family,False
Ghana,Kumasi,2020,rental,0.607,True,True,True,none,10,39.3,insecure,0.4,informal,private,False
Algeria,Algiers,2023,rental,0.462,True,False,True,registered,1,53.8,very_secure,0.59,customary,family,False
Uganda,Kampala,2020,informal,0.307,False,False,False,none,7,69.3,insecure,0.71,formal,family,False
South Africa,Cape Town,2018,informal,0.185,True,False,False,registered,6,81.5,very_secure,0.18,communal,government,False
Malawi,Lilongwe,2019,informal,0.259,False,False,False,pending,2,74.1,secure,0.26,communal,private,True
Algeria,Algiers,2018,informal,0.413,False,False,True,pending,10,58.7,very_secure,0.26,customary,government,False
Senegal,Dakar,2020,owner_occupied,0.741,True,True,True,pending,21,25.9,very_insecure,0.89,informal,family,True
Malawi,Blantyre,2025,informal,0.38,True,False,True,pending,15,62.0,insecure,0.5,formal,private,False
Ethiopia,Dire Dawa,2023,informal,0.313,False,False,False,registered,6,68.7,very_insecure,0.89,communal,private,False
Uganda,Kampala,2022,informal,0.201,False,False,True,pending,7,79.9,very_secure,0.45,formal,private,False
Uganda,Kampala,2025,rental,0.64,False,False,False,none,12,36.0,very_secure,0.72,communal,family,False
Tanzania,Dar es Salaam,2020,owner_occupied,0.929,True,False,True,pending,9,7.1,insecure,0.77,informal,government,False
Morocco,Rabat,2025,owner_occupied,0.881,True,True,True,registered,1,11.9,insecure,0.6,informal,government,False
Ghana,Kumasi,2021,rental,0.648,False,False,False,none,8,35.2,insecure,0.46,informal,private,False
Kenya,Mombasa,2020,rental,0.592,False,True,True,none,13,40.8,secure,0.32,formal,private,False
Algeria,Algiers,2022,rental,0.614,False,True,False,registered,7,38.6,very_secure,0.61,communal,family,False
Ghana,Kumasi,2022,informal,0.302,False,False,True,registered,24,69.8,insecure,0.12,customary,family,False
Ethiopia,Dire Dawa,2023,informal,0.306,False,False,True,pending,13,69.4,very_secure,0.22,communal,government,False
Uganda,Kampala,2021,informal,0.311,False,False,True,pending,23,68.9,very_insecure,0.6,customary,government,False
Nigeria,Kano,2024,rental,0.605,False,True,True,registered,11,39.5,insecure,0.18,informal,private,True
Ghana,Accra,2020,rental,0.404,False,False,False,registered,13,59.6,very_secure,0.53,informal,government,False
Tanzania,Dar es Salaam,2020,owner_occupied,0.742,True,True,True,registered,22,25.8,very_insecure,0.74,customary,government,False
Ghana,Kumasi,2024,rental,0.402,True,False,False,registered,20,59.8,very_insecure,0.75,informal,community,False
Senegal,Dakar,2024,informal,0.421,False,False,True,registered,19,57.9,secure,0.66,customary,family,False
Morocco,Rabat,2025,informal,0.282,False,False,True,registered,15,71.8,secure,0.64,informal,family,True
Senegal,Dakar,2024,rental,0.453,True,False,True,pending,3,54.7,secure,0.24,communal,family,False
Egypt,Cairo,2024,informal,0.341,False,False,True,none,15,65.9,very_secure,0.55,formal,private,False
Senegal,Dakar,2021,informal,0.394,False,False,True,pending,6,60.6,very_secure,0.55,customary,family,False
Kenya,Nairobi,2024,rental,0.473,True,True,True,pending,20,52.7,insecure,0.38,communal,private,False
Mozambique,Maputo,2021,owner_occupied,0.811,True,True,True,pending,4,18.9,very_secure,0.44,formal,community,False
Uganda,Kampala,2024,customary,0.318,True,False,False,registered,14,68.2,very_secure,0.75,customary,community,False
Tanzania,Dar es Salaam,2018,informal,0.226,False,False,True,registered,11,77.4,secure,0.73,customary,government,False
Mozambique,Beira,2023,informal,0.343,False,False,True,registered,16,65.7,very_secure,0.21,formal,family,False
Tanzania,Dar es Salaam,2019,informal,0.315,False,False,True,none,20,68.5,very_insecure,0.14,informal,community,False
Morocco,Casablanca,2023,customary,0.439,False,False,True,registered,24,56.1,secure,0.5,informal,government,False
Zambia,Lusaka,2023,customary,0.557,False,False,True,pending,2,44.3,insecure,0.59,communal,government,False
Egypt,Cairo,2025,informal,0.247,False,False,True,none,4,75.3,very_secure,0.7,formal,government,True
Tanzania,Dar es Salaam,2024,rental,0.597,True,True,True,none,21,40.3,secure,0.14,customary,government,False
Kenya,Kisumu,2021,rental,0.627,False,False,True,registered,15,37.3,insecure,0.48,customary,private,True
Ghana,Kumasi,2023,informal,0.302,False,True,True,registered,14,69.8,very_secure,0.25,communal,government,False
Tanzania,Dar es Salaam,2021,informal,0.409,False,False,False,registered,16,59.1,insecure,0.19,communal,family,False
Ghana,Kumasi,2025,rental,0.691,True,False,True,registered,13,30.9,very_insecure,0.24,customary,community,True
Rwanda,Kigali,2020,customary,0.523,False,False,True,pending,8,47.7,secure,0.53,informal,family,False
Egypt,Alexandria,2022,customary,0.402,False,True,False,pending,15,59.8,insecure,0.35,customary,government,True
Nigeria,Kano,2019,rental,0.683,False,False,False,registered,18,31.7,insecure,0.32,communal,community,False
Algeria,Algiers,2018,informal,0.402,False,True,False,pending,9,59.8,very_secure,0.55,formal,government,False
South Africa,Johannesburg,2023,informal,0.344,False,False,False,registered,18,65.6,secure,0.44,customary,government,False
Tanzania,Dar es Salaam,2021,informal,0.174,True,False,True,none,23,82.6,insecure,0.38,formal,family,False
Egypt,Alexandria,2024,informal,0.416,False,False,True,none,15,58.4,very_insecure,0.68,communal,family,False
Ethiopia,Dire Dawa,2025,owner_occupied,0.872,True,True,True,pending,22,12.8,insecure,0.83,communal,community,False
Algeria,Algiers,2024,customary,0.584,False,False,True,registered,9,41.6,insecure,0.5,informal,community,True
Rwanda,Kigali,2018,owner_occupied,0.899,True,False,True,pending,18,10.1,secure,0.18,communal,government,True
Nigeria,Lagos,2023,informal,0.294,False,False,False,none,10,70.6,insecure,0.31,informal,government,False
Egypt,Alexandria,2021,owner_occupied,0.798,True,True,True,pending,9,20.2,secure,0.82,communal,family,True
Senegal,Dakar,2024,informal,0.364,True,False,False,registered,16,63.6,secure,0.49,customary,family,False
Morocco,Casablanca,2024,rental,0.555,True,False,True,pending,9,44.5,very_insecure,0.43,communal,community,False
Kenya,Kisumu,2019,informal,0.421,False,False,True,pending,23,57.9,insecure,0.24,informal,family,False
Senegal,Dakar,2021,rental,0.487,True,True,False,none,6,51.3,insecure,0.63,informal,family,False
Nigeria,Ibadan,2020,informal,0.384,False,False,True,registered,17,61.6,insecure,0.15,informal,family,False
Ghana,Accra,2018,customary,0.399,False,False,True,registered,8,60.1,very_insecure,0.32,communal,community,False
Malawi,Lilongwe,2023,rental,0.562,False,True,True,none,6,43.8,very_insecure,0.79,informal,family,True
Algeria,Algiers,2019,informal,0.367,False,False,True,none,10,63.3,very_insecure,0.54,formal,private,False
Ghana,Accra,2023,customary,0.496,False,False,False,registered,10,50.4,very_insecure,0.48,customary,community,True
Nigeria,Ibadan,2025,rental,0.69,True,True,False,pending,6,31.0,very_secure,0.23,informal,government,False
Rwanda,Kigali,2025,owner_occupied,0.819,False,True,True,pending,16,18.1,insecure,0.25,formal,private,False
Algeria,Algiers,2021,informal,0.341,True,False,True,registered,3,65.9,insecure,0.2,communal,government,True
Ethiopia,Addis Ababa,2022,informal,0.302,False,False,True,none,12,69.8,very_secure,0.57,customary,family,False
South Africa,Johannesburg,2024,rental,0.488,True,True,False,none,14,51.2,very_insecure,0.63,informal,family,True
Ethiopia,Addis Ababa,2019,rental,0.678,True,False,True,none,10,32.2,insecure,0.44,communal,community,False
Tanzania,Dar es Salaam,2023,rental,0.457,False,True,True,pending,10,54.3,insecure,0.29,communal,community,True
South Africa,Cape Town,2025,informal,0.419,False,False,True,none,9,58.1,very_secure,0.61,communal,private,False
Zambia,Lusaka,2024,rental,0.467,True,True,False,registered,11,53.3,very_secure,0.2,communal,family,False
Malawi,Lilongwe,2022,informal,0.325,False,True,True,none,8,67.5,very_secure,0.78,communal,family,True
Nigeria,Ibadan,2020,rental,0.467,True,False,True,none,15,53.3,secure,0.62,communal,family,False
Algeria,Algiers,2019,owner_occupied,0.921,False,True,True,pending,17,7.9,secure,0.88,informal,private,True
Ethiopia,Addis Ababa,2018,rental,0.663,True,False,False,pending,13,33.7,very_secure,0.25,informal,family,False
Senegal,Dakar,2021,informal,0.238,False,False,True,none,1,76.2,very_secure,0.72,customary,government,False
South Africa,Johannesburg,2025,rental,0.564,True,True,False,registered,13,43.6,very_insecure,0.55,informal,community,False
Uganda,Kampala,2019,customary,0.539,True,False,False,registered,8,46.1,very_secure,0.51,customary,family,False
Zambia,Lusaka,2025,rental,0.66,True,True,True,none,13,34.0,very_secure,0.77,formal,community,False
Mozambique,Beira,2021,rental,0.419,False,True,True,pending,2,58.1,insecure,0.59,customary,private,True
Morocco,Casablanca,2018,informal,0.174,False,False,True,pending,11,82.6,secure,0.15,informal,family,False
Kenya,Kisumu,2024,rental,0.553,True,True,True,registered,16,44.7,secure,0.21,communal,private,False
Kenya,Mombasa,2023,customary,0.371,False,False,True,pending,1,62.9,insecure,0.59,customary,private,False
Mozambique,Maputo,2025,informal,0.197,False,False,True,pending,13,80.3,insecure,0.11,customary,private,False
Kenya,Mombasa,2021,informal,0.425,False,False,False,none,13,57.5,very_secure,0.71,communal,government,False
South Africa,Johannesburg,2022,rental,0.594,False,False,True,registered,24,40.6,very_insecure,0.65,informal,family,False
Tanzania,Dar es Salaam,2022,customary,0.498,False,False,False,none,21,50.2,very_secure,0.7,informal,private,False
Uganda,Kampala,2019,informal,0.234,False,False,True,none,23,76.6,insecure,0.16,informal,family,False
Zambia,Lusaka,2021,informal,0.211,False,False,True,none,9,78.9,very_secure,0.77,informal,community,False
Senegal,Dakar,2024,informal,0.306,False,False,True,pending,14,69.4,very_secure,0.24,customary,community,True
Rwanda,Kigali,2025,rental,0.579,True,True,True,registered,19,42.1,very_secure,0.3,informal,private,False
Mozambique,Beira,2025,informal,0.352,False,False,True,pending,11,64.8,insecure,0.69,formal,community,False
Kenya,Nairobi,2025,rental,0.548,True,True,False,pending,1,45.2,very_secure,0.4,informal,community,False
Ghana,Kumasi,2023,owner_occupied,0.922,True,True,False,none,22,7.8,secure,0.57,formal,private,True
Rwanda,Kigali,2021,informal,0.26,False,False,False,registered,20,74.0,insecure,0.61,informal,family,False
Algeria,Algiers,2024,rental,0.419,False,False,False,pending,12,58.1,insecure,0.84,customary,family,False
Uganda,Kampala,2021,informal,0.304,False,False,True,registered,4,69.6,very_secure,0.24,customary,community,False
Morocco,Rabat,2022,informal,0.409,False,False,True,none,12,59.1,very_insecure,0.47,informal,family,False
Ghana,Kumasi,2019,informal,0.302,False,False,True,none,15,69.8,secure,0.59,formal,government,False
Ghana,Accra,2025,customary,0.592,False,False,True,none,17,40.8,secure,0.63,informal,family,False
Morocco,Casablanca,2021,owner_occupied,0.905,True,True,True,pending,6,9.5,insecure,0.72,communal,family,False
Kenya,Mombasa,2023,informal,0.369,False,False,False,none,19,63.1,very_secure,0.43,customary,government,False
South Africa,Cape Town,2022,rental,0.537,False,False,False,none,20,46.3,very_secure,0.9,formal,family,False
Malawi,Blantyre,2018,owner_occupied,0.726,False,True,True,pending,17,27.4,secure,0.28,formal,family,False
Malawi,Blantyre,2021,informal,0.221,False,False,True,registered,20,77.9,very_secure,0.56,formal,community,False
South Africa,Johannesburg,2024,customary,0.582,True,False,True,pending,15,41.8,very_insecure,0.42,informal,family,False
South Africa,Johannesburg,2023,rental,0.591,True,False,True,pending,10,40.9,insecure,0.53,informal,family,False
Ghana,Accra,2018,informal,0.396,False,False,False,registered,20,60.4,very_secure,0.68,customary,family,False
Ethiopia,Dire Dawa,2024,informal,0.193,False,True,True,registered,17,80.7,secure,0.34,customary,community,True
Algeria,Algiers,2018,informal,0.363,True,True,True,registered,21,63.7,very_secure,0.61,customary,community,False
Mozambique,Beira,2021,informal,0.2,False,False,True,pending,12,80.0,secure,0.19,informal,government,False
Ghana,Kumasi,2023,customary,0.583,False,False,True,registered,12,41.7,secure,0.45,formal,community,False
Egypt,Alexandria,2025,informal,0.265,False,False,True,registered,2,73.5,very_insecure,0.56,communal,family,True
Ghana,Kumasi,2024,informal,0.272,False,False,True,registered,18,72.8,secure,0.37,informal,community,False
Mozambique,Maputo,2025,informal,0.262,False,False,True,registered,24,73.8,insecure,0.22,customary,government,False
Senegal,Dakar,2023,owner_occupied,0.912,True,False,True,pending,22,8.8,very_secure,0.39,communal,community,False
Egypt,Alexandria,2019,rental,0.445,False,False,True,pending,23,55.5,secure,0.34,customary,community,True
Algeria,Algiers,2021,rental,0.637,True,False,False,none,11,36.3,very_secure,0.5,formal,private,False
Ghana,Kumasi,2019,rental,0.47,True,False,False,none,10,53.0,very_secure,0.32,formal,community,False
Tanzania,Dar es Salaam,2025,informal,0.377,True,False,False,none,16,62.3,secure,0.5,communal,government,True
Egypt,Cairo,2024,rental,0.511,False,False,True,none,14,48.9,very_secure,0.54,formal,family,False
Zambia,Lusaka,2023,rental,0.678,True,True,True,pending,1,32.2,very_secure,0.26,communal,family,False
Zambia,Lusaka,2019,informal,0.39,True,True,True,registered,3,61.0,secure,0.34,formal,private,False
Ethiopia,Addis Ababa,2021,rental,0.522,True,False,False,none,7,47.8,secure,0.25,informal,community,False
Algeria,Algiers,2020,informal,0.279,False,False,True,pending,17,72.1,insecure,0.84,customary,private,False
Zambia,Lusaka,2022,owner_occupied,0.946,True,True,True,none,24,5.4,insecure,0.7,informal,family,False
Zambia,Lusaka,2023,rental,0.441,False,False,True,pending,16,55.9,insecure,0.4,formal,family,False
Ethiopia,Addis Ababa,2024,informal,0.201,False,False,True,registered,19,79.9,secure,0.77,customary,family,False
Mozambique,Maputo,2024,rental,0.523,True,True,False,none,3,47.7,insecure,0.51,customary,community,False
Zambia,Lusaka,2024,owner_occupied,0.852,True,True,True,registered,6,14.8,insecure,0.78,communal,community,False
Nigeria,Kano,2018,informal,0.177,False,False,True,registered,16,82.3,secure,0.5,formal,private,True
South Africa,Cape Town,2021,customary,0.363,True,False,True,pending,11,63.7,very_secure,0.73,informal,community,False
Ghana,Accra,2025,rental,0.63,False,False,True,registered,11,37.0,insecure,0.38,formal,private,False
Uganda,Kampala,2024,owner_occupied,0.739,False,False,False,pending,1,26.1,insecure,0.64,formal,family,False
Nigeria,Ibadan,2018,informal,0.358,True,False,True,pending,12,64.2,secure,0.3,formal,government,False
Tanzania,Dar es Salaam,2023,informal,0.254,False,False,True,registered,17,74.6,very_secure,0.29,communal,government,False
Senegal,Dakar,2022,owner_occupied,0.842,True,False,False,pending,24,15.8,very_secure,0.62,customary,private,False
Egypt,Alexandria,2021,informal,0.35,False,False,True,pending,4,65.0,insecure,0.17,formal,community,True
Algeria,Algiers,2021,informal,0.428,False,False,True,registered,2,57.2,insecure,0.82,informal,family,False
Kenya,Mombasa,2018,informal,0.429,False,False,True,registered,21,57.1,very_insecure,0.34,customary,government,False
Nigeria,Lagos,2021,informal,0.341,False,False,True,pending,16,65.9,secure,0.74,formal,community,False
Tanzania,Dar es Salaam,2020,informal,0.33,False,True,True,registered,22,67.0,very_secure,0.75,formal,government,True
Ethiopia,Addis Ababa,2020,informal,0.277,False,True,True,registered,1,72.3,insecure,0.51,customary,private,True
Morocco,Rabat,2018,informal,0.236,False,False,False,pending,20,76.4,secure,0.22,communal,government,False
South Africa,Johannesburg,2020,rental,0.66,False,True,True,registered,5,34.0,very_insecure,0.45,informal,government,True
Mozambique,Beira,2021,rental,0.636,False,False,True,registered,13,36.4,very_insecure,0.75,communal,government,False
Senegal,Dakar,2019,rental,0.677,False,False,True,none,14,32.3,secure,0.78,informal,community,False
Morocco,Rabat,2019,customary,0.355,False,False,True,pending,11,64.5,very_insecure,0.65,customary,government,False
Egypt,Alexandria,2019,rental,0.667,True,False,True,pending,2,33.3,very_secure,0.49,formal,government,False
Uganda,Kampala,2019,owner_occupied,0.74,True,True,False,registered,20,26.0,very_insecure,0.69,informal,family,False
Morocco,Rabat,2022,informal,0.283,False,False,True,registered,12,71.7,secure,0.83,informal,private,False
Morocco,Rabat,2019,informal,0.365,False,False,True,registered,9,63.5,secure,0.5,informal,government,False
Zambia,Lusaka,2022,informal,0.25,False,True,False,none,16,75.0,very_secure,0.25,informal,community,True
Nigeria,Lagos,2023,rental,0.531,False,False,True,none,13,46.9,secure,0.28,communal,government,True
Tanzania,Dar es Salaam,2022,rental,0.644,True,True,True,pending,19,35.6,very_insecure,0.46,informal,family,True
Zambia,Lusaka,2025,rental,0.619,True,True,False,pending,14,38.1,secure,0.7,customary,community,False
Mozambique,Beira,2019,informal,0.215,True,False,False,registered,14,78.5,very_secure,0.89,informal,private,False
Morocco,Rabat,2020,informal,0.2,False,False,True,pending,22,80.0,insecure,0.74,communal,government,True
Tanzania,Dar es Salaam,2024,owner_occupied,0.863,False,True,True,none,10,13.7,secure,0.81,communal,family,False
South Africa,Cape Town,2022,informal,0.379,False,True,True,pending,5,62.1,secure,0.55,customary,community,False
Uganda,Kampala,2024,informal,0.25,True,True,True,none,11,75.0,secure,0.71,communal,private,True
Uganda,Kampala,2022,informal,0.179,False,False,True,pending,14,82.1,insecure,0.73,formal,private,False
Egypt,Alexandria,2019,informal,0.407,True,False,True,registered,18,59.3,very_secure,0.43,customary,family,False
Ghana,Accra,2021,rental,0.451,False,False,True,registered,4,54.9,very_insecure,0.23,informal,private,False
South Africa,Johannesburg,2022,owner_occupied,0.705,False,True,True,registered,1,29.5,very_secure,0.59,communal,private,False
Nigeria,Ibadan,2024,rental,0.444,True,False,True,pending,9,55.6,insecure,0.69,informal,private,False
Kenya,Nairobi,2023,owner_occupied,0.851,True,False,True,none,7,14.9,insecure,0.89,formal,government,False
Kenya,Kisumu,2023,rental,0.586,False,False,False,pending,5,41.4,very_secure,0.48,customary,family,True
Mozambique,Maputo,2020,rental,0.473,True,True,True,registered,1,52.7,very_secure,0.39,communal,private,False
Uganda,Kampala,2024,rental,0.522,True,False,True,pending,22,47.8,very_secure,0.28,formal,government,False
Mozambique,Beira,2021,rental,0.686,False,True,True,registered,18,31.4,secure,0.9,formal,private,False
Nigeria,Ibadan,2021,rental,0.567,False,True,True,registered,16,43.3,insecure,0.76,formal,private,True
South Africa,Cape Town,2024,informal,0.277,False,False,True,none,7,72.3,very_secure,0.53,communal,private,False
Uganda,Kampala,2022,rental,0.609,False,False,True,registered,16,39.1,very_secure,0.46,customary,private,True
Ethiopia,Addis Ababa,2025,informal,0.277,False,True,False,registered,2,72.3,very_insecure,0.61,communal,private,False
Zambia,Lusaka,2020,informal,0.344,False,False,True,pending,2,65.6,very_insecure,0.24,formal,community,True
Kenya,Nairobi,2020,informal,0.353,True,False,False,registered,2,64.7,secure,0.8,informal,community,False
Rwanda,Kigali,2021,informal,0.271,False,True,True,registered,23,72.9,insecure,0.85,informal,private,False
Rwanda,Kigali,2025,rental,0.608,True,True,False,none,5,39.2,secure,0.45,informal,government,False
Nigeria,Ibadan,2021,rental,0.57,True,False,False,none,5,43.0,very_secure,0.87,communal,community,False
South Africa,Cape Town,2022,informal,0.36,False,False,True,none,14,64.0,secure,0.71,formal,community,False
Tanzania,Dar es Salaam,2021,informal,0.327,False,True,True,pending,19,67.3,very_insecure,0.53,customary,community,False
Mozambique,Beira,2024,rental,0.429,True,True,True,none,14,57.1,very_insecure,0.55,customary,private,False
Egypt,Alexandria,2020,owner_occupied,0.82,False,True,False,pending,6,18.0,secure,0.45,formal,government,True
Senegal,Dakar,2018,rental,0.635,True,False,True,pending,3,36.5,very_secure,0.89,communal,family,False
Uganda,Kampala,2022,owner_occupied,0.944,True,False,True,pending,7,5.6,very_insecure,0.26,informal,family,False
Zambia,Lusaka,2018,informal,0.354,True,False,True,pending,18,64.6,very_insecure,0.88,communal,community,False
Tanzania,Dar es Salaam,2019,informal,0.275,False,False,True,pending,4,72.5,insecure,0.73,communal,government,True
Zambia,Lusaka,2021,rental,0.525,True,True,True,registered,15,47.5,very_secure,0.87,informal,community,False
Kenya,Kisumu,2022,rental,0.447,True,True,False,none,21,55.3,insecure,0.65,formal,private,False
Morocco,Rabat,2022,owner_occupied,0.928,True,True,True,none,7,7.2,very_secure,0.65,communal,family,True
Egypt,Alexandria,2018,informal,0.324,False,False,True,registered,5,67.6,very_insecure,0.84,communal,private,False
Algeria,Algiers,2022,customary,0.381,True,False,False,registered,5,61.9,very_insecure,0.43,communal,private,False
Kenya,Kisumu,2023,rental,0.587,False,True,False,registered,11,41.3,very_secure,0.69,customary,private,True
Ethiopia,Addis Ababa,2025,owner_occupied,0.927,True,True,False,registered,17,7.3,insecure,0.71,communal,community,False
Nigeria,Ibadan,2018,rental,0.548,True,True,True,pending,17,45.2,very_secure,0.66,formal,government,False
Senegal,Dakar,2022,customary,0.354,True,False,True,registered,10,64.6,insecure,0.35,communal,government,False
Uganda,Kampala,2020,rental,0.651,True,True,True,none,1,34.9,very_secure,0.67,communal,government,True
Nigeria,Kano,2022,informal,0.206,False,False,False,none,2,79.4,very_secure,0.11,communal,family,True
South Africa,Johannesburg,2019,owner_occupied,0.853,True,False,True,registered,10,14.7,very_secure,0.78,communal,community,False
Rwanda,Kigali,2023,informal,0.378,False,False,False,registered,22,62.2,insecure,0.26,customary,government,False
Egypt,Alexandria,2024,informal,0.229,False,False,False,none,17,77.1,very_secure,0.45,formal,community,True
Mozambique,Beira,2024,rental,0.475,False,True,True,pending,9,52.5,insecure,0.35,informal,family,False
Morocco,Casablanca,2022,informal,0.317,False,False,False,pending,6,68.3,very_secure,0.14,formal,community,False
Mozambique,Beira,2020,informal,0.187,True,False,False,registered,24,81.3,insecure,0.16,formal,private,False
Kenya,Kisumu,2023,rental,0.563,False,False,True,none,19,43.7,insecure,0.8,formal,family,False
South Africa,Cape Town,2020,informal,0.375,False,False,True,pending,10,62.5,secure,0.28,informal,community,True
Kenya,Kisumu,2022,rental,0.671,True,False,True,pending,17,32.9,very_secure,0.69,informal,government,False
Morocco,Casablanca,2025,rental,0.559,False,True,True,pending,6,44.1,insecure,0.27,customary,government,False
Mozambique,Maputo,2025,customary,0.58,False,False,True,registered,5,42.0,very_secure,0.58,informal,private,False
Kenya,Nairobi,2025,owner_occupied,0.923,True,True,True,none,21,7.7,insecure,0.49,formal,community,True
Kenya,Mombasa,2022,rental,0.589,True,False,True,none,20,41.1,insecure,0.49,informal,government,False
Nigeria,Kano,2021,rental,0.585,False,False,True,pending,14,41.5,very_insecure,0.29,communal,private,False
Malawi,Blantyre,2021,owner_occupied,0.905,True,False,True,none,8,9.5,secure,0.2,formal,private,True
Morocco,Rabat,2018,informal,0.334,False,False,False,pending,14,66.6,insecure,0.79,customary,government,False
Nigeria,Ibadan,2019,rental,0.592,False,True,False,registered,2,40.8,secure,0.29,customary,family,False
Uganda,Kampala,2025,rental,0.539,True,False,True,pending,6,46.1,very_insecure,0.27,formal,community,False
Malawi,Blantyre,2022,owner_occupied,0.772,True,True,True,registered,9,22.8,very_secure,0.66,communal,community,False
Tanzania,Dar es Salaam,2019,rental,0.549,True,False,False,pending,7,45.1,insecure,0.88,customary,family,False
Egypt,Alexandria,2020,informal,0.266,False,False,False,none,3,73.4,very_secure,0.31,customary,community,False
Uganda,Kampala,2018,informal,0.173,False,False,True,none,11,82.7,very_secure,0.39,formal,private,False
Ethiopia,Addis Ababa,2021,owner_occupied,0.762,True,False,True,none,10,23.8,secure,0.46,communal,private,False
Malawi,Blantyre,2022,owner_occupied,0.894,True,False,True,none,13,10.6,secure,0.88,formal,government,True
Nigeria,Kano,2018,rental,0.668,True,True,True,registered,10,33.2,very_secure,0.7,formal,government,False
Zambia,Lusaka,2022,informal,0.401,False,False,True,none,9,59.9,secure,0.73,informal,private,False
Ethiopia,Dire Dawa,2019,informal,0.218,False,False,False,none,1,78.2,very_insecure,0.11,communal,government,False
South Africa,Cape Town,2024,informal,0.381,False,False,True,registered,13,61.9,very_secure,0.11,customary,family,True
Ghana,Kumasi,2020,rental,0.694,False,True,True,none,21,30.6,very_secure,0.49,informal,family,False
Zambia,Lusaka,2020,owner_occupied,0.728,True,True,False,none,16,27.2,insecure,0.17,informal,family,False
Algeria,Algiers,2022,informal,0.356,False,True,False,none,22,64.4,very_insecure,0.88,customary,government,False
Zambia,Lusaka,2020,owner_occupied,0.827,True,True,True,none,23,17.3,insecure,0.13,customary,community,False
Nigeria,Ibadan,2021,rental,0.687,False,True,True,pending,2,31.3,very_insecure,0.41,formal,family,True
Mozambique,Maputo,2023,rental,0.681,True,True,False,pending,24,31.9,secure,0.66,informal,community,False
Senegal,Dakar,2023,customary,0.541,False,False,True,none,23,45.9,very_insecure,0.32,communal,government,True
Malawi,Blantyre,2025,rental,0.697,False,True,True,none,9,30.3,insecure,0.49,communal,government,False
Zambia,Lusaka,2019,informal,0.222,True,False,False,registered,15,77.8,very_secure,0.33,customary,community,False
South Africa,Johannesburg,2020,informal,0.408,False,True,True,pending,5,59.2,very_secure,0.46,informal,community,False
Zambia,Lusaka,2020,informal,0.321,False,False,False,registered,23,67.9,very_secure,0.21,communal,community,False
Nigeria,Kano,2021,informal,0.289,False,False,True,registered,19,71.1,very_insecure,0.42,customary,private,False
Zambia,Lusaka,2023,owner_occupied,0.77,True,True,False,registered,16,23.0,very_insecure,0.48,informal,community,False
Egypt,Alexandria,2018,rental,0.499,True,True,True,none,16,50.1,very_insecure,0.55,formal,family,True
South Africa,Cape Town,2018,rental,0.687,True,False,True,pending,22,31.3,insecure,0.52,communal,private,False
Kenya,Nairobi,2023,rental,0.614,True,True,True,registered,18,38.6,very_insecure,0.37,formal,government,False
South Africa,Cape Town,2025,rental,0.439,True,False,True,pending,20,56.1,very_secure,0.55,customary,government,False
Malawi,Blantyre,2018,rental,0.562,False,True,False,none,7,43.8,very_secure,0.11,formal,family,True
Tanzania,Dar es Salaam,2020,rental,0.403,False,False,True,registered,6,59.7,very_secure,0.66,formal,private,False
Kenya,Mombasa,2020,rental,0.441,False,False,True,registered,2,55.9,insecure,0.58,customary,community,True
Uganda,Kampala,2024,owner_occupied,0.924,True,True,True,pending,22,7.6,secure,0.24,formal,government,False
Zambia,Lusaka,2019,customary,0.303,False,True,True,none,16,69.7,insecure,0.62,informal,family,False
Rwanda,Kigali,2023,rental,0.4,True,True,True,registered,15,60.0,secure,0.53,informal,community,False
Kenya,Mombasa,2021,rental,0.438,True,True,False,registered,8,56.2,secure,0.32,communal,government,False
Tanzania,Dar es Salaam,2023,owner_occupied,0.918,True,True,True,registered,10,8.2,very_secure,0.14,customary,government,False
Ghana,Kumasi,2024,customary,0.516,True,False,False,pending,10,48.4,secure,0.48,formal,private,True
Nigeria,Ibadan,2023,rental,0.445,False,True,True,registered,16,55.5,very_insecure,0.22,informal,private,True
Egypt,Cairo,2020,informal,0.276,True,False,False,registered,8,72.4,very_insecure,0.54,communal,community,False
Malawi,Blantyre,2024,owner_occupied,0.788,True,False,True,pending,14,21.2,secure,0.31,communal,government,False
South Africa,Johannesburg,2022,informal,0.365,False,False,False,pending,1,63.5,secure,0.38,customary,government,False
Egypt,Cairo,2020,rental,0.469,True,True,True,registered,16,53.1,secure,0.7,formal,private,True
Nigeria,Ibadan,2022,rental,0.479,True,True,True,none,24,52.1,very_insecure,0.58,formal,community,True
Egypt,Alexandria,2024,informal,0.179,False,False,True,registered,6,82.1,secure,0.34,customary,government,False
Ethiopia,Addis Ababa,2021,informal,0.261,False,False,False,registered,6,73.9,insecure,0.4,communal,private,False
Morocco,Rabat,2018,informal,0.364,False,True,True,pending,23,63.6,secure,0.32,communal,community,False
Rwanda,Kigali,2019,rental,0.438,True,False,True,pending,21,56.2,very_secure,0.84,communal,government,True
Tanzania,Dar es Salaam,2022,owner_occupied,0.901,True,True,True,none,9,9.9,insecure,0.3,informal,community,False
Algeria,Algiers,2019,owner_occupied,0.77,True,False,True,none,14,23.0,very_insecure,0.15,communal,private,False
Rwanda,Kigali,2023,informal,0.21,False,False,True,registered,14,79.0,very_insecure,0.63,customary,government,False
Algeria,Algiers,2020,owner_occupied,0.759,False,True,True,registered,6,24.1,very_secure,0.41,formal,community,False
Ghana,Accra,2020,informal,0.215,False,False,False,pending,5,78.5,secure,0.16,communal,private,False
Nigeria,Kano,2022,owner_occupied,0.775,True,True,False,none,19,22.5,insecure,0.3,communal,private,False
Zambia,Lusaka,2024,informal,0.223,False,False,True,registered,2,77.7,very_secure,0.78,formal,family,False
Senegal,Dakar,2023,rental,0.61,False,True,False,pending,1,39.0,very_insecure,0.85,communal,private,False
Nigeria,Lagos,2024,informal,0.252,False,False,False,pending,4,74.8,very_secure,0.75,formal,community,False
South Africa,Johannesburg,2020,customary,0.524,False,True,False,pending,20,47.6,very_secure,0.5,customary,government,False
Algeria,Algiers,2025,owner_occupied,0.712,True,True,True,pending,13,28.8,very_insecure,0.6,formal,private,False
Ethiopia,Addis Ababa,2023,informal,0.399,False,False,False,registered,9,60.1,very_insecure,0.33,formal,private,True
Malawi,Blantyre,2021,informal,0.359,False,False,False,registered,21,64.1,very_insecure,0.58,communal,government,False
Kenya,Kisumu,2020,customary,0.416,True,False,True,registered,22,58.4,very_insecure,0.41,informal,government,True
Nigeria,Ibadan,2021,informal,0.4,False,False,True,pending,3,60.0,very_insecure,0.52,customary,family,False
Mozambique,Maputo,2023,rental,0.621,True,False,True,pending,11,37.9,insecure,0.68,customary,family,False
Zambia,Lusaka,2018,informal,0.312,False,False,True,pending,21,68.8,very_secure,0.88,communal,family,True
Algeria,Algiers,2024,customary,0.368,True,False,True,none,5,63.2,insecure,0.16,formal,government,False
Senegal,Dakar,2021,rental,0.657,False,False,True,registered,23,34.3,insecure,0.13,communal,family,False
Egypt,Cairo,2024,informal,0.426,False,False,True,none,5,57.4,secure,0.31,communal,private,True
Algeria,Algiers,2020,rental,0.606,False,True,True,none,15,39.4,very_insecure,0.85,communal,community,False
Morocco,Casablanca,2019,informal,0.43,False,False,False,none,16,57.0,insecure,0.4,customary,government,False
Mozambique,Beira,2020,owner_occupied,0.709,True,True,True,none,23,29.1,insecure,0.2,customary,government,False
Morocco,Casablanca,2024,owner_occupied,0.936,True,True,True,none,6,6.4,very_secure,0.76,customary,government,False
Senegal,Dakar,2023,informal,0.203,False,False,True,pending,22,79.7,very_secure,0.88,customary,community,True
Tanzania,Dar es Salaam,2024,rental,0.6,True,True,True,none,5,40.0,very_insecure,0.28,communal,community,False
Kenya,Kisumu,2018,customary,0.593,False,False,False,registered,23,40.7,very_secure,0.4,informal,private,False
Egypt,Cairo,2019,rental,0.685,True,False,True,pending,5,31.5,secure,0.72,informal,private,False
Mozambique,Beira,2022,rental,0.513,False,True,True,none,24,48.7,very_insecure,0.17,formal,government,False
Senegal,Dakar,2019,rental,0.45,False,True,True,registered,7,55.0,very_secure,0.57,formal,private,False
Mozambique,Maputo,2019,informal,0.357,False,False,True,none,1,64.3,secure,0.25,communal,government,True
South Africa,Johannesburg,2021,rental,0.663,False,True,True,pending,3,33.7,very_insecure,0.88,communal,family,False
Ghana,Accra,2024,rental,0.54,False,True,True,pending,3,46.0,very_secure,0.38,formal,private,True
Egypt,Cairo,2024,owner_occupied,0.865,True,False,True,registered,7,13.5,secure,0.23,communal,family,False
Rwanda,Kigali,2020,rental,0.676,True,False,True,pending,2,32.4,very_insecure,0.32,informal,community,False
Morocco,Casablanca,2021,rental,0.463,True,False,True,registered,24,53.7,secure,0.73,communal,community,False
Uganda,Kampala,2022,rental,0.6,False,True,True,pending,12,40.0,secure,0.61,customary,government,True
South Africa,Johannesburg,2024,rental,0.474,True,True,True,registered,11,52.6,secure,0.67,formal,government,False
Egypt,Alexandria,2021,rental,0.687,True,False,True,pending,5,31.3,very_insecure,0.84,customary,private,False
Nigeria,Ibadan,2021,informal,0.246,False,False,False,registered,22,75.4,secure,0.75,formal,family,False
Ethiopia,Addis Ababa,2024,informal,0.363,False,True,True,none,17,63.7,insecure,0.5,customary,private,False
Algeria,Algiers,2018,informal,0.239,False,False,True,none,23,76.1,secure,0.74,customary,government,False
South Africa,Cape Town,2024,owner_occupied,0.757,True,True,False,none,12,24.3,very_secure,0.11,formal,government,False
Senegal,Dakar,2020,informal,0.303,False,False,True,none,2,69.7,insecure,0.38,informal,private,False
Rwanda,Kigali,2025,rental,0.679,False,False,True,pending,11,32.1,insecure,0.66,customary,community,False
Morocco,Casablanca,2025,informal,0.227,False,False,True,pending,21,77.3,secure,0.21,informal,family,False
Tanzania,Dar es Salaam,2021,informal,0.314,False,True,True,none,8,68.6,insecure,0.49,customary,government,False
Morocco,Rabat,2025,rental,0.441,False,False,True,none,24,55.9,very_insecure,0.27,informal,private,False
Senegal,Dakar,2019,informal,0.364,False,False,True,registered,1,63.6,secure,0.77,customary,private,True
Zambia,Lusaka,2024,customary,0.313,False,False,False,none,9,68.7,very_insecure,0.73,communal,community,False
Nigeria,Ibadan,2021,informal,0.281,True,False,False,registered,20,71.9,very_insecure,0.16,formal,community,False
Malawi,Lilongwe,2024,informal,0.33,False,True,True,none,4,67.0,very_insecure,0.63,informal,community,False
Algeria,Algiers,2022,rental,0.526,True,False,True,none,1,47.4,very_secure,0.33,communal,government,True
Uganda,Kampala,2020,informal,0.222,True,False,True,none,12,77.8,secure,0.41,formal,government,False
Senegal,Dakar,2019,informal,0.205,False,False,False,none,2,79.5,insecure,0.79,formal,private,False
Kenya,Kisumu,2018,informal,0.289,False,False,False,none,11,71.1,very_secure,0.78,communal,government,False
Ghana,Kumasi,2024,informal,0.195,False,False,False,pending,14,80.5,very_insecure,0.23,formal,family,True
Zambia,Lusaka,2024,informal,0.33,True,False,True,none,10,67.0,secure,0.75,communal,private,True
Ethiopia,Dire Dawa,2025,rental,0.423,True,True,True,registered,15,57.7,insecure,0.66,customary,family,True
Ghana,Kumasi,2021,informal,0.363,False,False,False,pending,4,63.7,very_secure,0.18,customary,private,False
Senegal,Dakar,2024,informal,0.393,False,True,True,none,18,60.7,very_insecure,0.6,formal,government,False
Zambia,Lusaka,2020,rental,0.401,False,True,False,registered,18,59.9,very_secure,0.63,communal,government,True
Nigeria,Lagos,2020,rental,0.462,False,True,True,none,24,53.8,secure,0.62,formal,private,False
South Africa,Johannesburg,2021,rental,0.56,True,True,True,registered,19,44.0,secure,0.25,communal,community,False
Ethiopia,Dire Dawa,2019,informal,0.233,False,False,True,registered,12,76.7,very_insecure,0.78,formal,community,False
Senegal,Dakar,2025,informal,0.253,False,False,True,pending,15,74.7,insecure,0.44,communal,private,False
Uganda,Kampala,2020,rental,0.616,False,False,False,registered,4,38.4,very_secure,0.8,informal,private,False
Mozambique,Beira,2022,customary,0.35,False,True,True,pending,12,65.0,very_insecure,0.83,informal,government,True
Uganda,Kampala,2023,rental,0.459,True,True,False,registered,14,54.1,very_insecure,0.52,informal,private,True
Rwanda,Kigali,2019,owner_occupied,0.758,True,True,True,none,15,24.2,very_insecure,0.4,informal,private,False
Algeria,Algiers,2023,informal,0.267,False,True,True,none,8,73.3,insecure,0.67,informal,community,False
Zambia,Lusaka,2025,rental,0.462,True,False,True,registered,9,53.8,insecure,0.38,communal,family,True
Morocco,Rabat,2019,informal,0.346,False,False,False,registered,6,65.4,very_insecure,0.4,informal,government,False
Mozambique,Beira,2019,rental,0.401,False,False,True,none,15,59.9,very_secure,0.67,formal,family,False
Malawi,Lilongwe,2022,informal,0.344,False,False,True,pending,15,65.6,secure,0.23,informal,community,False
Morocco,Casablanca,2018,informal,0.34,False,False,True,registered,15,66.0,very_secure,0.79,formal,private,False
Kenya,Kisumu,2021,informal,0.189,False,False,False,pending,19,81.1,very_insecure,0.18,formal,community,False
Ghana,Accra,2023,informal,0.219,False,False,True,none,9,78.1,very_insecure,0.85,informal,government,False
Ethiopia,Dire Dawa,2025,rental,0.688,True,False,True,none,14,31.2,very_insecure,0.35,customary,community,False
Mozambique,Maputo,2018,rental,0.657,False,False,True,pending,2,34.3,secure,0.88,communal,family,False
Mozambique,Maputo,2019,customary,0.563,True,True,True,registered,13,43.7,very_insecure,0.62,communal,private,False
Algeria,Algiers,2020,customary,0.395,True,False,True,none,13,60.5,very_secure,0.1,informal,community,True
Mozambique,Beira,2019,customary,0.529,False,False,False,none,24,47.1,very_insecure,0.57,formal,family,False
Kenya,Kisumu,2023,informal,0.199,True,False,True,none,10,80.1,very_insecure,0.38,informal,family,False
Senegal,Dakar,2025,rental,0.562,False,False,False,pending,9,43.8,insecure,0.4,communal,community,False
Ethiopia,Addis Ababa,2022,informal,0.232,False,False,False,none,4,76.8,very_insecure,0.59,communal,family,True
Malawi,Blantyre,2024,customary,0.51,False,False,True,registered,23,49.0,secure,0.74,formal,community,False
Uganda,Kampala,2024,informal,0.345,False,False,False,none,15,65.5,very_insecure,0.31,formal,government,False
Malawi,Lilongwe,2025,owner_occupied,0.916,False,True,True,pending,24,8.4,insecure,0.38,formal,family,False
Egypt,Cairo,2019,informal,0.241,False,False,True,none,17,75.9,insecure,0.8,customary,government,False
Kenya,Mombasa,2022,owner_occupied,0.705,True,True,True,none,8,29.5,very_secure,0.56,informal,community,True
Nigeria,Lagos,2022,rental,0.697,True,True,False,none,13,30.3,very_secure,0.25,informal,private,False
South Africa,Cape Town,2023,informal,0.179,False,False,True,none,23,82.1,secure,0.17,communal,government,False
Rwanda,Kigali,2025,informal,0.421,False,False,True,none,9,57.9,very_insecure,0.61,customary,government,False
Ethiopia,Dire Dawa,2018,informal,0.296,False,False,False,pending,14,70.4,secure,0.55,formal,private,False
Ethiopia,Addis Ababa,2020,owner_occupied,0.918,False,True,True,pending,2,8.2,insecure,0.23,customary,government,False
Uganda,Kampala,2022,customary,0.32,False,False,True,pending,3,68.0,secure,0.56,informal,community,True
Ethiopia,Addis Ababa,2023,informal,0.297,False,False,True,none,19,70.3,insecure,0.38,formal,private,False
Malawi,Lilongwe,2019,owner_occupied,0.866,True,False,True,pending,20,13.4,secure,0.6,informal,government,False
Ghana,Accra,2025,owner_occupied,0.864,True,True,True,registered,8,13.6,insecure,0.16,informal,community,False
Kenya,Nairobi,2024,owner_occupied,0.886,True,True,True,pending,20,11.4,secure,0.42,customary,private,False
Mozambique,Beira,2024,informal,0.181,True,False,False,pending,19,81.9,insecure,0.77,communal,community,False
Zambia,Lusaka,2018,rental,0.666,True,False,False,registered,17,33.4,secure,0.29,communal,community,True
Tanzania,Dar es Salaam,2023,informal,0.184,False,False,True,registered,17,81.6,insecure,0.76,informal,private,True
Ghana,Accra,2018,rental,0.637,True,False,True,registered,22,36.3,insecure,0.61,customary,community,False
Uganda,Kampala,2019,owner_occupied,0.79,True,True,True,pending,2,21.0,very_secure,0.57,communal,family,False
Nigeria,Kano,2025,informal,0.266,False,False,True,none,2,73.4,very_insecure,0.35,communal,family,False
Uganda,Kampala,2023,owner_occupied,0.878,False,True,True,none,20,12.2,secure,0.67,communal,community,False
Mozambique,Beira,2022,owner_occupied,0.702,True,False,True,pending,9,29.8,very_secure,0.38,informal,community,False
Ghana,Kumasi,2022,rental,0.539,False,True,True,registered,24,46.1,secure,0.34,formal,community,False
Nigeria,Ibadan,2021,rental,0.541,False,False,True,none,11,45.9,very_insecure,0.28,formal,government,False
Ghana,Accra,2023,informal,0.271,False,False,False,none,6,72.9,very_insecure,0.48,informal,family,False
Morocco,Casablanca,2020,informal,0.18,False,False,True,none,20,82.0,very_insecure,0.62,customary,community,False
Rwanda,Kigali,2024,informal,0.216,False,False,True,none,4,78.4,very_secure,0.34,formal,community,False
Rwanda,Kigali,2018,rental,0.665,False,True,True,none,18,33.5,very_insecure,0.34,communal,family,False
Tanzania,Dar es Salaam,2020,customary,0.328,False,False,True,registered,23,67.2,very_insecure,0.51,informal,community,True
Uganda,Kampala,2023,informal,0.387,True,False,True,none,10,61.3,insecure,0.46,informal,private,False
Zambia,Lusaka,2021,informal,0.394,True,False,False,pending,14,60.6,very_insecure,0.57,informal,community,False
Tanzania,Dar es Salaam,2020,informal,0.325,True,False,True,none,4,67.5,secure,0.45,formal,government,False
South Africa,Johannesburg,2024,informal,0.241,False,False,True,pending,20,75.9,very_secure,0.11,customary,government,False
Senegal,Dakar,2019,informal,0.236,False,False,True,registered,23,76.4,insecure,0.3,customary,family,False
Algeria,Algiers,2019,rental,0.538,True,True,True,registered,2,46.2,very_secure,0.14,customary,private,False
South Africa,Cape Town,2024,owner_occupied,0.71,True,True,True,pending,12,29.0,very_insecure,0.78,informal,community,False
Uganda,Kampala,2018,rental,0.633,True,True,True,pending,18,36.7,very_secure,0.86,informal,family,False
Malawi,Blantyre,2023,rental,0.419,False,True,True,registered,4,58.1,very_secure,0.68,formal,family,False
Zambia,Lusaka,2023,informal,0.308,False,False,False,registered,10,69.2,very_insecure,0.81,formal,private,False
Kenya,Kisumu,2022,owner_occupied,0.837,False,True,True,registered,4,16.3,very_secure,0.8,communal,government,False
Ghana,Accra,2021,informal,0.174,True,False,True,registered,1,82.6,insecure,0.52,communal,government,True
Egypt,Cairo,2025,owner_occupied,0.794,True,True,True,registered,6,20.6,insecure,0.87,formal,community,False
Senegal,Dakar,2021,informal,0.224,False,False,True,registered,14,77.6,very_insecure,0.8,customary,family,True
Egypt,Alexandria,2021,rental,0.562,False,True,False,none,2,43.8,insecure,0.14,customary,government,False
Senegal,Dakar,2022,rental,0.582,False,True,True,registered,21,41.8,very_insecure,0.53,communal,government,True
Ghana,Accra,2024,rental,0.688,True,True,False,none,11,31.2,insecure,0.82,informal,government,False
Ethiopia,Dire Dawa,2024,informal,0.377,False,False,False,pending,20,62.3,very_insecure,0.84,formal,family,False
Algeria,Algiers,2021,informal,0.406,False,False,False,none,4,59.4,secure,0.3,formal,community,True
Tanzania,Dar es Salaam,2018,informal,0.314,False,False,True,registered,18,68.6,very_insecure,0.74,customary,private,False
Uganda,Kampala,2020,rental,0.556,True,True,True,pending,9,44.4,insecure,0.66,customary,government,True
Ghana,Accra,2018,rental,0.452,True,False,True,pending,7,54.8,very_secure,0.83,communal,family,False
Algeria,Algiers,2020,rental,0.616,False,False,False,pending,3,38.4,very_secure,0.21,communal,private,False
Nigeria,Ibadan,2022,informal,0.321,False,False,True,none,2,67.9,very_insecure,0.19,informal,government,False
Rwanda,Kigali,2021,rental,0.484,True,False,True,registered,14,51.6,insecure,0.49,formal,family,True
Morocco,Casablanca,2024,informal,0.223,False,False,True,registered,12,77.7,very_insecure,0.4,customary,family,False
Kenya,Nairobi,2018,informal,0.325,False,False,True,none,1,67.5,secure,0.56,formal,private,False
Kenya,Kisumu,2023,rental,0.651,False,True,True,pending,7,34.9,secure,0.69,communal,family,False
Senegal,Dakar,2023,rental,0.621,False,True,True,pending,21,37.9,very_insecure,0.27,informal,community,False
Malawi,Blantyre,2024,informal,0.228,False,True,True,none,3,77.2,insecure,0.28,customary,government,False
Algeria,Algiers,2021,informal,0.262,False,False,False,registered,7,73.8,secure,0.49,communal,government,True
Egypt,Cairo,2024,informal,0.395,False,True,False,none,7,60.5,insecure,0.25,formal,family,False
Tanzania,Dar es Salaam,2021,owner_occupied,0.927,False,True,True,pending,2,7.3,insecure,0.19,informal,community,True
Egypt,Cairo,2025,owner_occupied,0.936,False,False,True,registered,12,6.4,very_insecure,0.61,formal,family,True
Kenya,Kisumu,2024,rental,0.526,True,True,True,pending,10,47.4,secure,0.73,informal,community,False
Malawi,Blantyre,2021,customary,0.429,True,False,True,registered,8,57.1,secure,0.75,customary,private,True
Morocco,Casablanca,2018,informal,0.208,False,False,False,registered,23,79.2,insecure,0.32,formal,private,False
Mozambique,Maputo,2024,rental,0.651,False,False,True,none,3,34.9,secure,0.55,formal,community,False
Algeria,Algiers,2024,rental,0.534,True,False,True,registered,22,46.6,secure,0.64,informal,family,False
Malawi,Blantyre,2025,informal,0.34,False,False,True,pending,8,66.0,secure,0.57,formal,family,False
Ethiopia,Addis Ababa,2025,informal,0.232,True,False,True,registered,5,76.8,secure,0.77,formal,community,True
South Africa,Cape Town,2019,informal,0.252,False,False,True,pending,14,74.8,secure,0.23,communal,private,False
Nigeria,Lagos,2021,customary,0.434,False,False,False,none,22,56.6,very_secure,0.88,communal,community,False
Senegal,Dakar,2023,rental,0.485,False,False,True,registered,22,51.5,secure,0.3,customary,community,True
Morocco,Rabat,2024,customary,0.374,True,False,False,none,16,62.6,secure,0.42,informal,government,True
Egypt,Cairo,2024,informal,0.341,True,False,True,none,7,65.9,very_insecure,0.24,informal,private,False
Nigeria,Kano,2019,informal,0.36,False,False,True,none,18,64.0,very_secure,0.7,formal,private,True
Algeria,Algiers,2019,informal,0.207,False,False,False,none,12,79.3,very_insecure,0.56,customary,government,True
Rwanda,Kigali,2022,informal,0.24,False,False,False,pending,23,76.0,secure,0.76,informal,community,False
Algeria,Algiers,2021,owner_occupied,0.896,False,True,False,registered,3,10.4,very_secure,0.79,informal,family,False
Nigeria,Kano,2018,rental,0.417,False,False,True,none,16,58.3,very_insecure,0.88,formal,community,False
Senegal,Dakar,2025,rental,0.655,True,False,True,pending,6,34.5,insecure,0.29,communal,community,False
Nigeria,Ibadan,2021,customary,0.567,False,True,False,pending,12,43.3,insecure,0.34,formal,government,False
Malawi,Blantyre,2024,informal,0.208,False,False,False,none,14,79.2,very_secure,0.13,customary,private,False
South Africa,Johannesburg,2025,rental,0.508,False,True,True,none,21,49.2,very_secure,0.41,customary,government,False
Morocco,Casablanca,2022,rental,0.498,True,False,False,none,22,50.2,very_secure,0.6,informal,community,False
Rwanda,Kigali,2023,rental,0.418,True,False,True,registered,8,58.2,very_secure,0.68,customary,government,False
Tanzania,Dar es Salaam,2023,rental,0.522,False,True,True,none,18,47.8,insecure,0.34,communal,community,False
Tanzania,Dar es Salaam,2020,owner_occupied,0.727,False,True,True,none,24,27.3,insecure,0.9,informal,community,True
Tanzania,Dar es Salaam,2024,informal,0.266,False,False,True,none,4,73.4,very_secure,0.55,formal,community,False
Ethiopia,Addis Ababa,2020,rental,0.55,True,False,True,none,14,45.0,very_insecure,0.46,customary,community,False
Ethiopia,Dire Dawa,2019,informal,0.255,False,False,True,pending,20,74.5,very_insecure,0.1,communal,government,False
Kenya,Kisumu,2022,rental,0.619,True,False,False,pending,21,38.1,insecure,0.81,formal,community,False
Ethiopia,Addis Ababa,2023,informal,0.199,False,False,False,none,14,80.1,secure,0.66,informal,private,False
Rwanda,Kigali,2024,informal,0.267,False,False,False,registered,13,73.3,very_secure,0.29,customary,community,False
Ethiopia,Addis Ababa,2019,rental,0.585,True,False,True,registered,7,41.5,secure,0.81,communal,government,False
Malawi,Lilongwe,2022,rental,0.618,False,True,False,none,21,38.2,very_secure,0.89,informal,government,False
Zambia,Lusaka,2020,owner_occupied,0.802,True,True,True,registered,14,19.8,very_insecure,0.6,communal,family,False
Nigeria,Kano,2024,rental,0.641,True,False,True,pending,24,35.9,secure,0.64,informal,government,False
Zambia,Lusaka,2022,informal,0.392,False,False,True,none,2,60.8,secure,0.79,customary,family,True
South Africa,Cape Town,2020,rental,0.63,False,False,True,none,4,37.0,very_insecure,0.54,informal,private,False
Nigeria,Kano,2025,owner_occupied,0.781,True,True,True,none,1,21.9,secure,0.41,formal,private,False
Uganda,Kampala,2025,informal,0.243,False,False,False,none,16,75.7,very_insecure,0.37,communal,government,False
Egypt,Alexandria,2021,customary,0.469,False,False,True,none,20,53.1,very_secure,0.46,informal,community,False
Tanzania,Dar es Salaam,2025,customary,0.335,False,True,False,pending,6,66.5,very_secure,0.39,informal,community,False
Mozambique,Beira,2023,owner_occupied,0.799,False,False,True,none,14,20.1,very_insecure,0.14,informal,community,False
Uganda,Kampala,2020,informal,0.32,False,False,False,pending,7,68.0,secure,0.16,formal,private,True
Rwanda,Kigali,2020,rental,0.514,False,False,True,pending,17,48.6,secure,0.84,customary,community,False
Ghana,Accra,2021,owner_occupied,0.933,True,True,True,none,14,6.7,insecure,0.88,informal,family,False
Tanzania,Dar es Salaam,2019,informal,0.375,False,False,True,none,2,62.5,insecure,0.83,informal,community,False
Egypt,Cairo,2019,rental,0.516,True,True,True,pending,12,48.4,insecure,0.24,communal,government,True
Tanzania,Dar es Salaam,2018,informal,0.257,False,False,True,pending,10,74.3,very_insecure,0.46,communal,private,False
Senegal,Dakar,2023,informal,0.242,False,False,True,none,20,75.8,secure,0.34,communal,private,False
Nigeria,Ibadan,2021,informal,0.264,False,False,False,pending,23,73.6,secure,0.63,formal,government,False
Zambia,Lusaka,2024,owner_occupied,0.797,True,True,True,registered,10,20.3,very_insecure,0.46,communal,community,False
Morocco,Casablanca,2020,owner_occupied,0.823,True,True,True,registered,16,17.7,secure,0.48,customary,government,False