Split (1)

train · 15k rows

country stringclasses 15 values	city stringclasses 26 values	year int64 2.02k 2.03k	tenure_type stringclasses 4 values	security_score float64 0.16 0.95	has_title_deed bool 2 classes	has_formal_lease bool 2 classes	proof_of_occupancy bool 2 classes	registration_status stringclasses 3 values	years_in_tenure int64 1 24	eviction_risk_pct float64 5 84.5	perceived_security stringclasses 4 values	willingness_to_invest float64 0.1 0.9	tenure_type_detail stringclasses 4 values	landlord_relationship stringclasses 4 values	rent_control_applicable bool 2 classes
Ethiopia	Dire Dawa	2,021	rental	0.615	false	true	false	registered	21	38.5	secure	0.81	customary	family	false
Malawi	Blantyre	2,023	rental	0.475	false	false	false	none	21	52.5	secure	0.3	formal	family	true
Ghana	Kumasi	2,020	informal	0.304	false	false	true	registered	14	69.6	very_insecure	0.67	formal	private	true
Ethiopia	Addis Ababa	2,021	informal	0.385	false	true	true	pending	3	61.5	very_insecure	0.64	formal	government	false
Mozambique	Beira	2,021	informal	0.339	false	false	true	none	9	66.1	very_insecure	0.55	informal	family	true
Ethiopia	Dire Dawa	2,023	informal	0.168	false	false	true	registered	18	83.2	secure	0.89	informal	family	false
Zambia	Lusaka	2,024	informal	0.336	false	false	true	none	10	66.4	very_insecure	0.66	formal	private	false
Ghana	Kumasi	2,025	owner_occupied	0.712	true	true	false	none	14	28.8	secure	0.34	communal	private	false
Uganda	Kampala	2,019	informal	0.337	false	true	false	pending	4	66.3	very_insecure	0.64	informal	private	false
Kenya	Mombasa	2,023	rental	0.498	true	true	true	none	2	50.2	secure	0.68	informal	family	false
South Africa	Cape Town	2,023	owner_occupied	0.783	false	true	true	registered	12	21.7	very_insecure	0.18	informal	government	false
Senegal	Dakar	2,022	customary	0.37	false	false	false	registered	21	63	very_insecure	0.17	communal	government	false
Ghana	Kumasi	2,018	owner_occupied	0.926	false	false	false	pending	18	7.4	very_insecure	0.58	informal	government	true
Senegal	Dakar	2,020	informal	0.251	false	false	false	registered	6	74.9	very_insecure	0.47	informal	community	false
Algeria	Algiers	2,018	customary	0.532	true	false	true	registered	6	46.8	very_insecure	0.55	communal	private	false
Ghana	Accra	2,024	rental	0.687	true	true	true	registered	11	31.3	secure	0.86	customary	community	true
Egypt	Alexandria	2,024	rental	0.423	true	false	true	registered	1	57.7	insecure	0.76	communal	community	false
Tanzania	Dar es Salaam	2,025	informal	0.364	false	false	true	pending	13	63.6	very_secure	0.76	informal	private	false
South Africa	Johannesburg	2,021	rental	0.669	true	false	true	registered	24	33.1	secure	0.46	customary	family	false
Ethiopia	Dire Dawa	2,019	informal	0.375	false	false	false	none	10	62.5	very_insecure	0.39	communal	community	false
Kenya	Mombasa	2,025	owner_occupied	0.775	true	true	true	registered	7	22.5	secure	0.71	informal	government	true
Uganda	Kampala	2,021	owner_occupied	0.896	false	false	true	none	19	10.4	very_insecure	0.36	formal	government	false
Algeria	Algiers	2,018	rental	0.633	true	false	true	registered	6	36.7	secure	0.53	communal	private	false
Algeria	Algiers	2,024	informal	0.242	false	true	true	pending	14	75.8	very_insecure	0.21	informal	government	false
Rwanda	Kigali	2,020	rental	0.579	true	false	true	registered	23	42.1	very_insecure	0.57	communal	private	false
Kenya	Nairobi	2,018	owner_occupied	0.845	false	true	false	none	20	15.5	secure	0.11	customary	government	false
South Africa	Johannesburg	2,022	informal	0.221	true	false	true	registered	10	77.9	very_secure	0.21	communal	government	false
Mozambique	Beira	2,024	rental	0.53	true	false	true	none	18	47	very_insecure	0.76	communal	government	false
Senegal	Dakar	2,024	owner_occupied	0.811	false	false	false	pending	12	18.9	insecure	0.42	formal	government	false
Senegal	Dakar	2,018	informal	0.292	false	true	true	registered	16	70.8	very_insecure	0.72	informal	community	false
Egypt	Alexandria	2,024	informal	0.379	false	false	true	pending	16	62.1	insecure	0.12	customary	government	false
Egypt	Cairo	2,025	rental	0.691	false	true	true	pending	11	30.9	very_insecure	0.81	formal	family	false
Egypt	Alexandria	2,024	informal	0.271	false	false	false	pending	23	72.9	insecure	0.49	informal	private	false
Egypt	Alexandria	2,020	informal	0.329	false	false	true	none	10	67.1	very_secure	0.88	informal	government	false
Senegal	Dakar	2,020	informal	0.193	true	true	true	pending	24	80.7	very_insecure	0.83	informal	family	false
Senegal	Dakar	2,023	rental	0.681	true	true	false	registered	18	31.9	secure	0.78	communal	government	true
Ghana	Accra	2,023	rental	0.428	true	true	false	pending	5	57.2	very_secure	0.1	formal	community	false
Uganda	Kampala	2,018	informal	0.306	false	false	false	none	12	69.4	secure	0.63	customary	government	false
Ethiopia	Dire Dawa	2,024	customary	0.374	false	false	true	none	13	62.6	insecure	0.22	customary	family	true
Malawi	Lilongwe	2,018	informal	0.405	true	false	true	registered	3	59.5	very_secure	0.18	informal	private	true
South Africa	Cape Town	2,020	customary	0.375	true	false	true	none	17	62.5	insecure	0.72	communal	private	false
Ethiopia	Addis Ababa	2,025	informal	0.33	false	false	true	none	9	67	very_insecure	0.64	informal	community	true
Zambia	Lusaka	2,025	informal	0.172	false	true	true	none	4	82.8	very_secure	0.78	customary	family	false
Mozambique	Maputo	2,018	informal	0.302	false	false	true	registered	1	69.8	very_secure	0.24	communal	community	false
Nigeria	Ibadan	2,023	informal	0.285	false	false	true	pending	22	71.5	secure	0.48	communal	government	true
Algeria	Algiers	2,021	informal	0.32	false	false	true	none	9	68	very_secure	0.8	customary	private	false
Ghana	Accra	2,025	rental	0.41	true	true	false	pending	2	59	insecure	0.68	informal	family	false
Egypt	Cairo	2,023	informal	0.379	false	false	true	none	11	62.1	very_insecure	0.84	communal	government	false
South Africa	Cape Town	2,023	rental	0.62	false	false	true	none	2	38	insecure	0.27	customary	private	false
Ghana	Accra	2,022	customary	0.392	true	false	false	registered	18	60.8	very_insecure	0.22	formal	family	true
Algeria	Algiers	2,018	rental	0.439	false	false	true	none	8	56.1	very_insecure	0.64	customary	government	false
Senegal	Dakar	2,024	owner_occupied	0.851	true	true	false	none	7	14.9	secure	0.13	informal	private	false
Zambia	Lusaka	2,022	rental	0.693	false	false	false	pending	16	30.7	secure	0.4	communal	government	false
Zambia	Lusaka	2,022	informal	0.239	false	false	false	pending	10	76.1	insecure	0.81	informal	government	false
Uganda	Kampala	2,021	owner_occupied	0.856	true	true	false	registered	5	14.4	very_secure	0.45	communal	private	true
Uganda	Kampala	2,019	rental	0.488	true	false	true	pending	17	51.2	insecure	0.81	customary	private	true
Algeria	Algiers	2,025	informal	0.294	false	false	false	registered	4	70.6	secure	0.7	customary	government	true
South Africa	Cape Town	2,020	rental	0.542	true	false	true	pending	24	45.8	insecure	0.1	customary	family	false
Ghana	Kumasi	2,019	rental	0.435	false	false	true	pending	18	56.5	secure	0.87	customary	private	false
Kenya	Nairobi	2,019	informal	0.262	false	false	true	pending	7	73.8	secure	0.35	communal	community	false
Nigeria	Lagos	2,023	rental	0.461	true	true	true	registered	17	53.9	secure	0.44	communal	private	true
Nigeria	Lagos	2,024	rental	0.683	false	true	true	pending	17	31.7	very_insecure	0.27	informal	private	false
Zambia	Lusaka	2,022	rental	0.625	false	true	false	none	23	37.5	very_insecure	0.5	informal	private	false
Egypt	Alexandria	2,020	informal	0.328	false	false	true	pending	12	67.2	very_insecure	0.53	informal	private	false
Morocco	Casablanca	2,023	customary	0.457	false	true	true	none	19	54.3	insecure	0.53	customary	private	false
Zambia	Lusaka	2,023	informal	0.228	false	true	true	pending	11	77.2	very_insecure	0.4	formal	government	false
Tanzania	Dar es Salaam	2,020	rental	0.44	true	true	false	pending	21	56	insecure	0.11	customary	government	false
Malawi	Blantyre	2,021	rental	0.636	true	false	true	none	7	36.4	secure	0.13	communal	government	false
Tanzania	Dar es Salaam	2,025	informal	0.352	false	false	true	pending	11	64.8	insecure	0.11	formal	private	true
Morocco	Casablanca	2,022	rental	0.414	true	true	true	pending	3	58.6	insecure	0.51	customary	private	false
Malawi	Lilongwe	2,024	rental	0.514	false	true	false	none	21	48.6	very_secure	0.77	formal	family	false
Malawi	Lilongwe	2,022	rental	0.647	true	true	true	pending	17	35.3	very_secure	0.8	formal	government	false
Nigeria	Kano	2,025	rental	0.411	false	true	false	pending	18	58.9	very_secure	0.28	formal	government	false
South Africa	Johannesburg	2,018	owner_occupied	0.767	true	true	true	pending	24	23.3	very_secure	0.52	customary	community	false
Ghana	Accra	2,019	informal	0.375	false	false	true	pending	9	62.5	secure	0.89	customary	private	true
South Africa	Johannesburg	2,019	rental	0.494	false	true	false	registered	23	50.6	very_secure	0.55	formal	government	true
Egypt	Cairo	2,023	owner_occupied	0.731	true	true	true	none	4	26.9	insecure	0.11	customary	government	false
Uganda	Kampala	2,025	owner_occupied	0.815	true	true	true	pending	20	18.5	very_secure	0.73	informal	family	false
Tanzania	Dar es Salaam	2,020	rental	0.509	true	false	true	none	4	49.1	very_secure	0.19	customary	family	false
Zambia	Lusaka	2,021	informal	0.205	false	true	true	none	9	79.5	very_secure	0.39	customary	family	false
Morocco	Casablanca	2,020	rental	0.511	false	true	false	registered	15	48.9	secure	0.73	customary	community	false
Zambia	Lusaka	2,019	informal	0.304	false	false	false	pending	10	69.6	secure	0.33	communal	family	false
South Africa	Johannesburg	2,024	rental	0.474	false	true	true	registered	7	52.6	secure	0.7	customary	private	true
Ghana	Accra	2,019	informal	0.385	false	false	false	none	5	61.5	very_secure	0.86	communal	government	false
Algeria	Algiers	2,019	rental	0.429	true	false	true	registered	21	57.1	insecure	0.47	informal	community	true
Malawi	Lilongwe	2,022	informal	0.337	false	false	false	registered	5	66.3	very_secure	0.85	informal	government	false
Algeria	Algiers	2,021	owner_occupied	0.939	true	true	true	none	10	6.1	insecure	0.24	communal	family	true
Egypt	Cairo	2,021	informal	0.202	false	false	true	pending	23	79.8	secure	0.11	customary	family	false
South Africa	Cape Town	2,024	informal	0.386	false	false	true	none	24	61.4	very_insecure	0.29	communal	government	true
Morocco	Casablanca	2,021	informal	0.245	true	false	true	none	23	75.5	secure	0.76	formal	community	false
Rwanda	Kigali	2,022	rental	0.671	false	false	false	pending	14	32.9	insecure	0.5	formal	private	false
Malawi	Blantyre	2,021	owner_occupied	0.81	true	false	true	pending	11	19	secure	0.39	communal	community	false
Ethiopia	Dire Dawa	2,023	rental	0.464	false	true	true	registered	23	53.6	very_insecure	0.19	customary	community	false
South Africa	Cape Town	2,021	rental	0.422	false	false	true	none	11	57.8	very_secure	0.62	informal	government	false
Malawi	Blantyre	2,024	rental	0.648	true	false	true	pending	16	35.2	very_insecure	0.81	informal	private	true
Mozambique	Beira	2,019	owner_occupied	0.935	true	false	true	pending	24	6.5	very_insecure	0.31	communal	family	false
Morocco	Rabat	2,024	rental	0.612	true	true	true	none	5	38.8	secure	0.54	communal	community	false
Mozambique	Beira	2,021	informal	0.192	true	false	false	none	8	80.8	very_secure	0.75	communal	family	false
Malawi	Blantyre	2,021	customary	0.532	false	false	true	none	7	46.8	insecure	0.18	communal	private	false
South Africa	Cape Town	2,021	owner_occupied	0.862	true	false	true	registered	3	13.8	secure	0.16	formal	private	true

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