Datasets:

electricsheepafrica
/

africa-synth-urbanization-displacement-informal-settlements-all

country stringclasses 15 values	city stringclasses 22 values	settlement stringclasses 11 values	year int64 2.02k 2.03k	displacement_trigger stringclasses 11 values	evicted bool 2 classes	households_affected int64 0 5k	resettlement_type stringclasses 4 values	adequate_housing bool 2 classes	recovery_years int64 0 9	compensation_received_usd int64 0 5k	legal_recourse_available bool 2 classes	notice_given_days int64 0 89	court_order_obtained bool 2 classes	community_consultation stringclasses 4 values	alternative_land_provided bool 2 classes	follow_up_survey_available bool 2 classes	psychological_impact stringclasses 4 values	economic_impact_score float64 0 90	housing_quality_change stringclasses 4 values
Mozambique	Maputo	Unknown	2,018	no_displacement	false	0	none	false	0	0	false	0	false	none	false	true	none	0	same
Senegal	Dakar	Unknown	2,025	no_displacement	false	0	none	false	0	0	true	0	false	robust	false	false	none	0	same
Zambia	Lusaka	Unknown	2,022	no_displacement	false	0	none	false	0	0	false	0	false	minimal	false	false	none	0	same
Senegal	Dakar	Unknown	2,022	political_decision	true	3,997	none	false	0	0	false	17	true	robust	false	true	moderate	26.3	degraded
Egypt	Cairo	Ezbet El-Nakhl	2,024	no_displacement	false	0	none	false	0	0	false	0	false	robust	false	false	none	0	same
Uganda	Kampala	Kisenyi	2,020	eviction_order	true	2,295	informal_compensation	false	2	4,918	false	47	true	minimal	false	false	severe	82.4	same
Egypt	Giza	Ezbet El-Nakhl	2,025	no_displacement	false	0	none	false	0	0	false	0	false	minimal	false	true	none	0	same
Mozambique	Maputo	Unknown	2,019	no_displacement	false	0	none	false	0	0	true	0	false	adequate	false	false	none	0	same
Malawi	Lilongwe	Unknown	2,024	no_displacement	false	0	none	false	0	0	true	0	false	adequate	false	true	none	0	same
Tanzania	Dar es Salaam	Kibera	2,020	no_displacement	false	0	none	false	0	0	false	0	false	adequate	false	false	none	0	same
Morocco	Casablanca	Unknown	2,025	no_displacement	false	0	none	false	0	0	false	0	false	none	false	false	none	0	same
Algeria	Algiers	Unknown	2,025	sporting_event	true	1,611	in_situ	false	3	236	true	69	false	minimal	false	false	none	66.1	improved
Uganda	Kampala	Kisenyi	2,022	no_displacement	false	0	none	false	0	0	true	0	false	robust	false	false	none	0	same
Kenya	Mombasa	Kibera	2,020	no_displacement	false	0	none	false	0	0	true	0	false	minimal	false	false	none	0	same
Ghana	Accra	Old Fadama	2,024	no_displacement	false	0	none	false	0	0	false	0	false	minimal	false	true	none	0	same
Malawi	Blantyre	Unknown	2,024	no_displacement	false	0	none	false	0	0	true	0	false	minimal	false	false	none	0	same
Egypt	Giza	Ezbet El-Nakhl	2,024	no_displacement	false	0	none	false	0	0	false	0	false	minimal	false	true	none	0	same
South Africa	Johannesburg	Soweto	2,025	no_displacement	false	0	none	false	0	0	true	0	false	none	false	false	none	0	same
Uganda	Kampala	Kisenyi	2,024	no_displacement	false	0	none	false	0	0	false	0	false	robust	false	false	none	0	same
Malawi	Blantyre	Unknown	2,020	no_displacement	false	0	none	false	0	0	false	0	false	adequate	false	true	none	0	same
Kenya	Nairobi	Kibera	2,022	no_displacement	false	0	none	false	0	0	false	0	false	none	false	false	none	0	same
Zambia	Lusaka	Unknown	2,024	no_displacement	false	0	none	false	0	0	true	0	false	none	false	false	none	0	same
Ghana	Accra	Old Fadama	2,020	gentrification	true	4,348	informal_compensation	false	9	943	false	44	true	adequate	false	true	moderate	23	homeless
Mozambique	Maputo	Unknown	2,022	no_displacement	false	0	none	false	0	0	true	0	false	minimal	false	false	none	0	same
Uganda	Kampala	Kisenyi	2,019	eviction_order	true	2,316	in_situ	false	7	177	false	61	true	none	true	true	none	75	same
Senegal	Dakar	Unknown	2,018	no_displacement	false	0	none	false	0	0	true	0	false	robust	false	true	none	0	same
Algeria	Algiers	Unknown	2,024	no_displacement	false	0	none	false	0	0	false	0	false	robust	false	false	none	0	same
Zambia	Lusaka	Unknown	2,025	no_displacement	false	0	none	false	0	0	true	0	false	adequate	false	false	none	0	same
Zambia	Lusaka	Unknown	2,023	no_displacement	false	0	none	false	0	0	true	0	false	none	false	false	none	0	same
South Africa	Durban	Soweto	2,019	no_displacement	false	0	none	false	0	0	false	0	false	robust	false	false	none	0	same
Malawi	Blantyre	Unknown	2,021	no_displacement	false	0	none	false	0	0	true	0	false	minimal	false	false	none	0	same
Uganda	Kampala	Kisenyi	2,023	no_displacement	false	0	none	false	0	0	false	0	false	none	false	false	none	0	same
Rwanda	Kigali	Unknown	2,020	no_displacement	false	0	none	false	0	0	true	0	false	minimal	false	false	none	0	same
Ethiopia	Addis Ababa	Kality	2,025	no_displacement	false	0	none	false	0	0	true	0	false	robust	false	true	none	0	same
Malawi	Lilongwe	Unknown	2,019	political_decision	true	3,045	relocated	true	6	3,145	true	65	true	robust	false	true	none	73	improved
Malawi	Blantyre	Unknown	2,020	no_displacement	false	0	none	false	0	0	true	0	false	robust	false	false	none	0	same
Rwanda	Kigali	Unknown	2,020	no_displacement	false	0	none	false	0	0	true	0	false	minimal	false	false	none	0	same
Tanzania	Dar es Salaam	Kibera	2,018	no_displacement	false	0	none	false	0	0	true	0	false	minimal	false	false	none	0	same
Tanzania	Dar es Salaam	Kibera	2,019	no_displacement	false	0	none	false	0	0	true	0	false	minimal	false	false	none	0	same
Senegal	Dakar	Unknown	2,024	climate_disaster	true	4,055	none	false	0	0	true	20	false	minimal	false	false	none	17.7	improved
Malawi	Lilongwe	Unknown	2,019	gentrification	true	3,976	informal_compensation	false	3	2,366	false	54	true	none	false	true	severe	75.6	degraded
Tanzania	Dar es Salaam	Kibera	2,020	no_displacement	false	0	none	false	0	0	false	0	false	minimal	false	true	none	0	same
Nigeria	Abuja	Ajegunle	2,018	no_displacement	false	0	none	false	0	0	true	0	false	minimal	false	true	none	0	same
Mozambique	Maputo	Unknown	2,023	environmental_risk	true	4,968	informal_compensation	false	2	3,773	false	10	false	minimal	false	true	none	18.7	improved
Tanzania	Dar es Salaam	Kibera	2,021	no_displacement	false	0	none	false	0	0	false	0	false	minimal	false	false	none	0	same
Mozambique	Maputo	Unknown	2,020	environmental_risk	true	1,570	relocated	false	2	691	false	77	true	robust	true	false	mild	77.8	degraded
Malawi	Lilongwe	Unknown	2,020	no_displacement	false	0	none	false	0	0	false	0	false	minimal	false	false	none	0	same
Ghana	Accra	Old Fadama	2,018	no_displacement	false	0	none	false	0	0	false	0	false	adequate	false	false	none	0	same
South Africa	Johannesburg	Soweto	2,019	no_displacement	false	0	none	false	0	0	true	0	false	adequate	false	false	none	0	same
Ghana	Accra	Old Fadama	2,025	no_displacement	false	0	none	false	0	0	false	0	false	none	false	true	none	0	same
Egypt	Cairo	Ezbet El-Nakhl	2,023	no_displacement	false	0	none	false	0	0	true	0	false	adequate	false	true	none	0	same
Malawi	Blantyre	Unknown	2,020	no_displacement	false	0	none	false	0	0	true	0	false	minimal	false	false	none	0	same
Nigeria	Abuja	Mushin	2,023	no_displacement	false	0	none	false	0	0	false	0	false	minimal	false	true	none	0	same
Morocco	Marrakech	Unknown	2,019	no_displacement	false	0	none	false	0	0	true	0	false	minimal	false	true	none	0	same
Mozambique	Maputo	Unknown	2,021	no_displacement	false	0	none	false	0	0	false	0	false	minimal	false	true	none	0	same
Morocco	Casablanca	Unknown	2,018	no_displacement	false	0	none	false	0	0	false	0	false	robust	false	false	none	0	same
Uganda	Kampala	Kisenyi	2,021	no_displacement	false	0	none	false	0	0	true	0	false	none	false	false	none	0	same
Egypt	Cairo	Ezbet El-Nakhl	2,024	no_displacement	false	0	none	false	0	0	true	0	false	robust	false	true	none	0	same
Algeria	Algiers	Unknown	2,025	no_displacement	false	0	none	false	0	0	false	0	false	adequate	false	false	none	0	same
Tanzania	Dar es Salaam	Kibera	2,019	no_displacement	false	0	none	false	0	0	false	0	false	none	false	false	none	0	same
Mozambique	Maputo	Unknown	2,024	environmental_risk	true	2,348	relocated	false	4	4,691	true	89	false	adequate	true	false	severe	37.3	homeless
Egypt	Giza	Ezbet El-Nakhl	2,019	no_displacement	false	0	none	false	0	0	true	0	false	minimal	false	false	none	0	same
Morocco	Casablanca	Unknown	2,019	no_displacement	false	0	none	false	0	0	false	0	false	adequate	false	true	none	0	same
Kenya	Mombasa	Kibera	2,018	no_displacement	false	0	none	false	0	0	false	0	false	minimal	false	false	none	0	same
Nigeria	Abuja	Mushin	2,018	no_displacement	false	0	none	false	0	0	false	0	false	minimal	false	false	none	0	same
Egypt	Giza	Ezbet El-Nakhl	2,018	no_displacement	false	0	none	false	0	0	false	0	false	minimal	false	true	none	0	same
Morocco	Casablanca	Unknown	2,021	no_displacement	false	0	none	false	0	0	false	0	false	none	false	true	none	0	same
Mozambique	Maputo	Unknown	2,018	no_displacement	false	0	none	false	0	0	false	0	false	minimal	false	false	none	0	same
Morocco	Casablanca	Unknown	2,020	no_displacement	false	0	none	false	0	0	false	0	false	robust	false	false	none	0	same
South Africa	Durban	Soweto	2,020	no_displacement	false	0	none	false	0	0	false	0	false	adequate	false	false	none	0	same
Tanzania	Dar es Salaam	Kibera	2,019	commercial_development	true	2,350	none	false	0	0	true	65	true	adequate	true	false	mild	78.8	homeless
Uganda	Kampala	Kisenyi	2,020	no_displacement	false	0	none	false	0	0	false	0	false	none	false	false	none	0	same
Tanzania	Dar es Salaam	Kibera	2,020	no_displacement	false	0	none	false	0	0	false	0	false	adequate	false	true	none	0	same
Algeria	Algiers	Unknown	2,019	no_displacement	false	0	none	false	0	0	false	0	false	robust	false	false	none	0	same
South Africa	Durban	Alexandra	2,023	no_displacement	false	0	none	false	0	0	true	0	false	minimal	false	true	none	0	same
Ethiopia	Addis Ababa	Kality	2,023	no_displacement	false	0	none	false	0	0	false	0	false	none	false	true	none	0	same
Nigeria	Abuja	Mushin	2,019	no_displacement	false	0	none	false	0	0	false	0	false	none	false	false	none	0	same
Malawi	Blantyre	Unknown	2,023	no_displacement	false	0	none	false	0	0	false	0	false	adequate	false	false	none	0	same
Senegal	Dakar	Unknown	2,025	no_displacement	false	0	none	false	0	0	true	0	false	none	false	true	none	0	same
Kenya	Mombasa	Mathare	2,025	no_displacement	false	0	none	false	0	0	true	0	false	robust	false	false	none	0	same
Senegal	Dakar	Unknown	2,024	climate_disaster	true	932	relocated	false	8	4,401	false	59	true	none	false	true	moderate	48.2	degraded
Tanzania	Dar es Salaam	Kibera	2,025	no_displacement	false	0	none	false	0	0	true	0	false	adequate	false	false	none	0	same
Nigeria	Abuja	Ajegunle	2,023	no_displacement	false	0	none	false	0	0	false	0	false	none	false	false	none	0	same
Zambia	Lusaka	Unknown	2,025	political_decision	true	4,891	informal_compensation	false	5	2,117	true	45	false	robust	false	false	none	13.6	improved
Egypt	Cairo	Ezbet El-Nakhl	2,021	no_displacement	false	0	none	false	0	0	true	0	false	robust	false	true	none	0	same
Ethiopia	Addis Ababa	Kality	2,024	no_displacement	false	0	none	false	0	0	true	0	false	robust	false	false	none	0	same
Ethiopia	Addis Ababa	Kality	2,021	no_displacement	false	0	none	false	0	0	true	0	false	minimal	false	false	none	0	same
Egypt	Giza	Ezbet El-Nakhl	2,022	no_displacement	false	0	none	false	0	0	false	0	false	robust	false	false	none	0	same
Morocco	Casablanca	Unknown	2,019	no_displacement	false	0	none	false	0	0	false	0	false	minimal	false	false	none	0	same
Uganda	Kampala	Kisenyi	2,022	infrastructure_development	true	4,639	in_situ	true	3	945	false	25	false	robust	true	true	mild	48.6	improved
Senegal	Dakar	Unknown	2,023	no_displacement	false	0	none	false	0	0	true	0	false	minimal	false	false	none	0	same
Morocco	Casablanca	Unknown	2,025	political_decision	true	3,643	in_situ	false	8	1,857	true	0	true	minimal	true	true	none	43.6	same
Ghana	Accra	Old Fadama	2,020	no_displacement	false	0	none	false	0	0	false	0	false	robust	false	false	none	0	same
South Africa	Johannesburg	Soweto	2,023	no_displacement	false	0	none	false	0	0	true	0	false	robust	false	false	none	0	same
Malawi	Lilongwe	Unknown	2,019	no_displacement	false	0	none	false	0	0	false	0	false	minimal	false	false	none	0	same
South Africa	Durban	Alexandra	2,025	no_displacement	false	0	none	false	0	0	true	0	false	robust	false	true	none	0	same
Zambia	Lusaka	Unknown	2,018	no_displacement	false	0	none	false	0	0	false	0	false	none	false	true	none	0	same
Zambia	Lusaka	Unknown	2,021	land_reclamation	true	1,646	informal_compensation	false	8	4,950	false	31	false	minimal	true	false	mild	28	improved
Rwanda	Kigali	Unknown	2,024	no_displacement	false	0	none	false	0	0	false	0	false	minimal	false	true	none	0	same
Tanzania	Dar es Salaam	Kibera	2,024	no_displacement	false	0	none	false	0	0	false	0	false	minimal	false	true	none	0	same

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⚠️ Synthetic dataset — Parameterized from published SSA literature, not real observations. Not suitable for empirical analysis or policy inference.

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