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
Nigeria	Kano	2,023	customary	0.377	false	false	true	pending	1	62.3	secure	0.78	formal	family	false
Malawi	Lilongwe	2,019	rental	0.637	false	false	false	pending	12	36.3	very_insecure	0.85	formal	family	true
Ghana	Kumasi	2,021	owner_occupied	0.86	false	true	false	none	13	14	insecure	0.27	informal	community	false
Zambia	Lusaka	2,024	informal	0.221	false	false	true	none	12	77.9	very_secure	0.1	formal	private	false
Algeria	Algiers	2,021	informal	0.308	false	false	true	registered	17	69.2	very_insecure	0.27	communal	community	false
Zambia	Lusaka	2,020	informal	0.217	false	false	true	pending	20	78.3	secure	0.67	informal	government	false
Morocco	Casablanca	2,024	rental	0.509	true	false	true	pending	4	49.1	very_secure	0.11	informal	family	false
Ghana	Accra	2,019	owner_occupied	0.806	true	true	false	registered	24	19.4	very_insecure	0.57	formal	government	false
South Africa	Cape Town	2,025	informal	0.344	false	false	true	pending	15	65.6	insecure	0.83	customary	government	false
Egypt	Alexandria	2,020	informal	0.376	false	false	true	none	14	62.4	secure	0.66	informal	community	false
Nigeria	Lagos	2,018	informal	0.285	false	false	false	none	10	71.5	insecure	0.86	formal	government	false
Ghana	Accra	2,020	rental	0.585	false	true	false	registered	4	41.5	secure	0.88	communal	family	true
Kenya	Kisumu	2,022	informal	0.168	false	false	true	none	6	83.2	secure	0.25	communal	family	false
Nigeria	Ibadan	2,019	rental	0.64	true	true	true	none	20	36	very_insecure	0.16	customary	private	false
Senegal	Dakar	2,025	rental	0.56	false	false	true	none	1	44	very_insecure	0.3	communal	government	false
Egypt	Alexandria	2,022	rental	0.696	false	false	true	registered	9	30.4	very_insecure	0.77	customary	family	false
Ethiopia	Addis Ababa	2,018	informal	0.322	true	false	false	registered	22	67.8	insecure	0.49	customary	private	false
Morocco	Rabat	2,025	informal	0.232	true	false	false	pending	11	76.8	very_insecure	0.38	customary	family	true
Ghana	Accra	2,021	rental	0.65	true	true	true	none	8	35	secure	0.69	communal	family	true
Egypt	Cairo	2,025	informal	0.35	false	false	true	pending	2	65	insecure	0.71	customary	government	false
Egypt	Alexandria	2,025	informal	0.222	false	true	false	none	3	77.8	secure	0.59	formal	community	false
Ethiopia	Dire Dawa	2,025	informal	0.264	false	false	true	none	20	73.6	very_secure	0.89	informal	family	false
Kenya	Mombasa	2,018	informal	0.216	false	false	true	registered	14	78.4	very_insecure	0.74	formal	family	true
South Africa	Cape Town	2,025	rental	0.592	false	false	true	registered	11	40.8	very_insecure	0.53	formal	private	false
Nigeria	Kano	2,021	informal	0.339	false	false	true	pending	19	66.1	insecure	0.69	formal	community	true
Senegal	Dakar	2,022	rental	0.525	false	true	true	pending	24	47.5	very_insecure	0.54	customary	community	true
Tanzania	Dar es Salaam	2,021	informal	0.223	true	false	true	registered	18	77.7	very_insecure	0.35	formal	government	false
Egypt	Cairo	2,019	owner_occupied	0.761	true	false	true	pending	13	23.9	secure	0.18	communal	family	false
Egypt	Alexandria	2,018	owner_occupied	0.902	true	true	false	pending	13	9.8	very_insecure	0.9	communal	government	false
Morocco	Rabat	2,022	informal	0.22	false	true	true	none	15	78	insecure	0.61	communal	government	false
Senegal	Dakar	2,018	informal	0.28	true	false	false	none	4	72	secure	0.35	customary	community	false
South Africa	Cape Town	2,025	informal	0.236	false	false	false	pending	8	76.4	secure	0.86	communal	private	false
Morocco	Rabat	2,020	informal	0.351	false	false	false	registered	14	64.9	very_insecure	0.65	customary	community	true
Tanzania	Dar es Salaam	2,022	informal	0.359	false	true	true	registered	19	64.1	insecure	0.63	communal	community	false
Zambia	Lusaka	2,022	owner_occupied	0.735	true	true	true	none	3	26.5	secure	0.1	communal	family	false
Morocco	Rabat	2,025	informal	0.285	false	false	false	pending	22	71.5	secure	0.34	customary	government	false
Zambia	Lusaka	2,022	owner_occupied	0.82	false	true	true	pending	15	18	insecure	0.63	informal	community	false
Mozambique	Maputo	2,021	rental	0.679	true	true	true	registered	10	32.1	secure	0.19	communal	community	false
Mozambique	Beira	2,021	informal	0.408	false	false	true	pending	14	59.2	insecure	0.48	communal	community	false
Tanzania	Dar es Salaam	2,020	rental	0.435	true	true	false	registered	17	56.5	very_insecure	0.49	informal	family	false
Tanzania	Dar es Salaam	2,024	rental	0.618	false	false	false	registered	2	38.2	very_insecure	0.17	communal	community	false
Malawi	Lilongwe	2,020	informal	0.278	true	false	true	registered	24	72.2	very_insecure	0.55	communal	government	false
Nigeria	Lagos	2,025	informal	0.305	true	false	true	registered	16	69.5	very_insecure	0.32	informal	private	false
Malawi	Blantyre	2,019	informal	0.308	true	true	false	pending	8	69.2	insecure	0.29	informal	private	false
Senegal	Dakar	2,025	owner_occupied	0.841	true	true	false	pending	7	15.9	very_insecure	0.17	communal	family	false
Ethiopia	Dire Dawa	2,024	informal	0.329	false	false	false	none	13	67.1	very_insecure	0.25	communal	government	false
Rwanda	Kigali	2,022	rental	0.432	true	false	true	registered	11	56.8	very_insecure	0.31	informal	private	false
Malawi	Blantyre	2,020	owner_occupied	0.892	true	true	false	pending	7	10.8	secure	0.47	formal	private	false
Algeria	Algiers	2,024	owner_occupied	0.753	true	false	false	registered	13	24.7	very_secure	0.66	customary	family	false
Malawi	Blantyre	2,018	owner_occupied	0.83	true	true	true	registered	9	17	very_insecure	0.11	formal	family	true
Kenya	Kisumu	2,024	informal	0.211	false	false	true	none	13	78.9	insecure	0.37	communal	community	false
Egypt	Alexandria	2,024	informal	0.271	false	false	true	registered	10	72.9	secure	0.37	informal	government	false
Malawi	Lilongwe	2,019	rental	0.671	false	false	true	registered	10	32.9	insecure	0.63	formal	government	false
Tanzania	Dar es Salaam	2,020	rental	0.62	true	true	true	pending	1	38	secure	0.46	communal	family	false
Ghana	Kumasi	2,020	informal	0.286	true	false	false	registered	24	71.4	insecure	0.58	customary	government	false
Kenya	Mombasa	2,023	informal	0.245	false	false	true	none	10	75.5	very_insecure	0.26	communal	family	true
Tanzania	Dar es Salaam	2,019	owner_occupied	0.752	false	true	true	pending	9	24.8	insecure	0.74	formal	family	false
Malawi	Lilongwe	2,018	informal	0.247	false	true	true	none	19	75.3	very_insecure	0.75	formal	community	false
Malawi	Blantyre	2,019	rental	0.576	false	false	false	pending	9	42.4	secure	0.69	customary	government	false
Egypt	Alexandria	2,022	informal	0.286	false	false	true	none	4	71.4	insecure	0.35	formal	family	true
Senegal	Dakar	2,022	rental	0.447	true	true	false	pending	4	55.3	very_secure	0.2	customary	family	false
South Africa	Johannesburg	2,018	informal	0.226	false	false	true	pending	1	77.4	insecure	0.87	informal	community	false
Egypt	Cairo	2,020	informal	0.321	false	false	false	registered	19	67.9	very_secure	0.72	informal	private	true
Malawi	Blantyre	2,022	informal	0.192	false	true	true	none	10	80.8	secure	0.89	communal	community	false
Mozambique	Beira	2,020	informal	0.406	false	false	true	registered	23	59.4	secure	0.72	formal	private	false
Malawi	Blantyre	2,020	rental	0.426	true	false	false	registered	21	57.4	insecure	0.77	informal	private	false
Mozambique	Maputo	2,024	informal	0.226	false	true	true	none	5	77.4	very_insecure	0.39	informal	private	true
Algeria	Algiers	2,023	rental	0.617	false	false	false	registered	13	38.3	very_secure	0.2	informal	private	false
Algeria	Algiers	2,025	rental	0.506	true	false	true	none	10	49.4	insecure	0.64	formal	community	false
Malawi	Lilongwe	2,020	informal	0.239	false	false	false	none	6	76.1	secure	0.33	formal	community	false
Algeria	Algiers	2,020	informal	0.255	false	false	true	none	9	74.5	very_insecure	0.24	informal	private	false
Nigeria	Lagos	2,018	rental	0.645	true	false	true	registered	21	35.5	secure	0.22	informal	government	false
Ghana	Kumasi	2,024	rental	0.408	true	false	true	registered	13	59.2	very_secure	0.75	formal	private	false
South Africa	Johannesburg	2,024	rental	0.69	true	false	true	none	13	31	insecure	0.16	communal	government	false
South Africa	Johannesburg	2,022	informal	0.364	false	false	true	registered	7	63.6	very_insecure	0.44	communal	family	false
Ghana	Kumasi	2,025	informal	0.396	true	false	false	pending	5	60.4	very_insecure	0.52	communal	government	false
Zambia	Lusaka	2,023	informal	0.399	false	true	true	none	1	60.1	very_secure	0.31	formal	private	true
Algeria	Algiers	2,018	rental	0.402	false	false	true	pending	17	59.8	very_secure	0.21	formal	government	false
Kenya	Kisumu	2,021	rental	0.691	true	true	true	registered	10	30.9	very_secure	0.25	customary	government	false
Zambia	Lusaka	2,023	rental	0.569	true	true	true	pending	10	43.1	secure	0.55	formal	community	false
Nigeria	Kano	2,025	informal	0.394	false	false	true	none	14	60.6	very_insecure	0.56	communal	community	false
Zambia	Lusaka	2,020	owner_occupied	0.935	false	true	true	pending	12	6.5	very_secure	0.53	informal	private	false
Egypt	Alexandria	2,022	rental	0.418	true	true	true	registered	15	58.2	secure	0.32	formal	community	false
Zambia	Lusaka	2,022	rental	0.482	true	false	true	registered	21	51.8	very_insecure	0.4	communal	family	false
Kenya	Nairobi	2,018	rental	0.617	true	true	true	none	19	38.3	very_insecure	0.49	formal	community	true
Malawi	Blantyre	2,022	informal	0.275	false	false	true	none	16	72.5	very_secure	0.13	customary	family	false
Morocco	Casablanca	2,022	rental	0.565	true	false	true	registered	24	43.5	insecure	0.77	communal	government	false
Senegal	Dakar	2,025	rental	0.502	true	false	false	none	19	49.8	secure	0.34	customary	private	false
Kenya	Nairobi	2,025	rental	0.469	false	false	false	registered	21	53.1	very_insecure	0.4	communal	private	false
Egypt	Cairo	2,021	owner_occupied	0.863	false	false	true	pending	10	13.7	insecure	0.29	communal	private	true
Kenya	Kisumu	2,018	rental	0.625	true	true	true	pending	18	37.5	secure	0.48	informal	government	false
Nigeria	Lagos	2,021	customary	0.319	false	false	false	registered	16	68.1	insecure	0.46	customary	private	false
South Africa	Cape Town	2,022	owner_occupied	0.851	true	true	true	pending	24	14.9	insecure	0.33	communal	community	true
South Africa	Cape Town	2,022	rental	0.664	true	true	false	pending	13	33.6	very_secure	0.2	informal	family	true
Malawi	Lilongwe	2,020	informal	0.179	false	false	true	registered	15	82.1	very_insecure	0.46	customary	government	false
Morocco	Casablanca	2,025	customary	0.408	true	false	false	pending	16	59.2	secure	0.32	communal	community	false
Rwanda	Kigali	2,019	informal	0.233	false	false	true	pending	22	76.7	insecure	0.49	customary	government	false
South Africa	Cape Town	2,021	informal	0.369	false	false	true	none	5	63.1	very_insecure	0.86	formal	family	false
Zambia	Lusaka	2,024	owner_occupied	0.934	true	false	true	none	24	6.6	very_secure	0.8	formal	community	false
Ethiopia	Addis Ababa	2,025	informal	0.367	false	false	false	pending	19	63.3	very_secure	0.34	informal	government	true

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