Split (1)

train · 15k rows

country string	city string	year int64	tenure_type string	security_score float64	has_title_deed bool	has_formal_lease bool	proof_of_occupancy bool	registration_status string	years_in_tenure int64	eviction_risk_pct float64	perceived_security string	willingness_to_invest float64	tenure_type_detail string	landlord_relationship string	rent_control_applicable bool
Zambia	Lusaka	2,025	rental	0.444	false	true	false	registered	15	55.6	very_insecure	0.42	formal	community	false
Algeria	Algiers	2,024	informal	0.166	false	false	true	pending	19	83.4	insecure	0.41	informal	private	false
Egypt	Cairo	2,024	informal	0.334	false	false	false	none	21	66.6	insecure	0.61	informal	family	false
Tanzania	Dar es Salaam	2,019	informal	0.374	false	false	true	registered	3	62.6	very_insecure	0.34	informal	private	false
Ethiopia	Dire Dawa	2,024	owner_occupied	0.884	true	true	true	pending	23	11.6	very_insecure	0.88	communal	private	false
Kenya	Nairobi	2,023	owner_occupied	0.731	true	true	false	registered	12	26.9	very_insecure	0.35	customary	community	false
Ghana	Kumasi	2,022	informal	0.346	false	true	false	registered	14	65.4	very_secure	0.52	customary	private	true
Algeria	Algiers	2,023	rental	0.624	true	false	false	none	10	37.6	very_insecure	0.9	informal	family	false
Malawi	Lilongwe	2,019	informal	0.181	false	false	false	pending	24	81.9	secure	0.46	customary	family	false
Rwanda	Kigali	2,020	informal	0.35	true	false	false	pending	21	65	very_secure	0.8	communal	family	true
Egypt	Cairo	2,023	customary	0.417	false	false	true	registered	3	58.3	very_secure	0.76	formal	family	false
Mozambique	Maputo	2,024	informal	0.257	false	false	false	none	14	74.3	secure	0.43	communal	community	false
Nigeria	Lagos	2,018	informal	0.296	false	false	false	none	19	70.4	very_insecure	0.5	customary	community	false
Tanzania	Dar es Salaam	2,018	informal	0.28	false	false	true	registered	15	72	very_secure	0.77	customary	community	false
Mozambique	Beira	2,020	rental	0.654	false	false	true	registered	22	34.6	very_insecure	0.56	communal	private	true
Algeria	Algiers	2,023	informal	0.195	true	true	true	registered	17	80.5	very_secure	0.69	customary	community	false
Ghana	Accra	2,021	rental	0.5	true	false	true	pending	20	50	insecure	0.89	formal	private	false
Tanzania	Dar es Salaam	2,023	rental	0.634	true	false	false	registered	8	36.6	insecure	0.16	customary	community	false
Senegal	Dakar	2,022	rental	0.5	false	false	false	registered	16	50	insecure	0.7	informal	government	false
Nigeria	Ibadan	2,020	informal	0.222	false	false	true	pending	4	77.8	very_insecure	0.63	customary	private	false
Senegal	Dakar	2,023	informal	0.212	true	false	true	pending	1	78.8	insecure	0.87	informal	community	false
South Africa	Johannesburg	2,020	rental	0.647	true	false	true	pending	23	35.3	secure	0.51	communal	private	false
Malawi	Lilongwe	2,020	informal	0.334	false	false	true	pending	18	66.6	insecure	0.85	customary	government	false
Algeria	Algiers	2,018	informal	0.348	false	false	true	none	5	65.2	secure	0.31	informal	family	false
Nigeria	Ibadan	2,023	informal	0.292	false	false	true	none	1	70.8	very_secure	0.75	customary	government	false
Kenya	Mombasa	2,022	informal	0.225	true	false	true	none	19	77.5	very_secure	0.16	communal	family	false
Ghana	Kumasi	2,025	informal	0.341	false	false	false	none	20	65.9	secure	0.7	communal	government	false
Mozambique	Beira	2,019	rental	0.674	false	false	true	none	14	32.6	insecure	0.36	communal	government	true
Kenya	Mombasa	2,025	informal	0.379	false	false	true	pending	18	62.1	very_insecure	0.8	formal	private	false
Kenya	Nairobi	2,020	informal	0.343	true	false	false	none	4	65.7	secure	0.3	informal	community	false
Mozambique	Maputo	2,018	informal	0.352	false	false	true	none	18	64.8	insecure	0.11	formal	family	false
Nigeria	Kano	2,024	informal	0.158	false	false	false	pending	17	84.2	secure	0.65	formal	private	false
Ghana	Accra	2,020	informal	0.38	false	true	false	registered	17	62	very_insecure	0.71	informal	community	false
Malawi	Lilongwe	2,022	informal	0.228	false	false	true	registered	16	77.2	insecure	0.53	customary	family	false
Ghana	Kumasi	2,022	rental	0.585	false	true	false	pending	20	41.5	very_insecure	0.51	formal	government	false
Senegal	Dakar	2,021	informal	0.384	false	false	false	pending	13	61.6	very_insecure	0.31	customary	government	false
Morocco	Rabat	2,019	informal	0.304	false	false	true	pending	8	69.6	secure	0.54	customary	community	false
Malawi	Lilongwe	2,024	informal	0.372	false	false	true	none	9	62.8	insecure	0.44	communal	government	false
Algeria	Algiers	2,020	informal	0.319	true	false	false	none	7	68.1	very_secure	0.45	formal	family	false
Malawi	Blantyre	2,025	informal	0.248	false	false	true	registered	8	75.2	very_secure	0.89	customary	community	false
Morocco	Rabat	2,025	informal	0.308	false	true	false	none	17	69.2	very_secure	0.33	formal	private	true
Morocco	Rabat	2,020	rental	0.482	true	false	true	pending	22	51.8	insecure	0.56	formal	community	false
Tanzania	Dar es Salaam	2,022	informal	0.288	false	true	true	pending	22	71.2	very_insecure	0.38	communal	family	false
Tanzania	Dar es Salaam	2,020	informal	0.311	false	false	false	pending	7	68.9	very_secure	0.26	customary	government	false
Algeria	Algiers	2,020	rental	0.673	false	false	false	registered	3	32.7	very_insecure	0.87	formal	community	false
Malawi	Blantyre	2,020	informal	0.287	true	false	true	none	9	71.3	very_insecure	0.81	communal	government	false
Morocco	Casablanca	2,018	informal	0.37	false	false	true	registered	14	63	very_secure	0.11	formal	family	false
Senegal	Dakar	2,018	customary	0.475	true	true	false	none	16	52.5	secure	0.41	formal	private	false
Senegal	Dakar	2,024	owner_occupied	0.767	true	true	false	pending	15	23.3	insecure	0.61	customary	family	false
Tanzania	Dar es Salaam	2,021	customary	0.367	false	false	true	registered	15	63.3	very_secure	0.57	informal	private	false
Morocco	Rabat	2,023	informal	0.168	true	false	true	registered	18	83.2	very_insecure	0.11	formal	family	false
Morocco	Rabat	2,022	informal	0.166	false	false	true	registered	3	83.4	secure	0.69	customary	community	true
Egypt	Cairo	2,024	owner_occupied	0.756	false	false	false	none	17	24.4	secure	0.64	customary	government	true
Algeria	Algiers	2,019	informal	0.328	false	true	true	registered	13	67.2	very_insecure	0.76	customary	community	false
Morocco	Casablanca	2,023	informal	0.17	false	false	false	registered	4	83	very_insecure	0.48	customary	government	false
Morocco	Casablanca	2,020	informal	0.26	false	false	false	none	12	74	very_secure	0.49	communal	community	true
Rwanda	Kigali	2,025	informal	0.377	false	false	true	none	14	62.3	secure	0.29	informal	government	false
Mozambique	Beira	2,021	informal	0.177	false	false	true	registered	3	82.3	insecure	0.33	communal	community	false
Malawi	Blantyre	2,021	rental	0.409	false	false	true	pending	20	59.1	very_secure	0.28	communal	family	true
Uganda	Kampala	2,025	rental	0.424	true	true	true	registered	7	57.6	very_insecure	0.2	informal	private	false
Ethiopia	Dire Dawa	2,020	informal	0.374	false	false	true	none	22	62.6	secure	0.73	informal	community	false
Mozambique	Maputo	2,022	informal	0.289	false	false	true	registered	16	71.1	secure	0.89	informal	family	false
Nigeria	Kano	2,022	informal	0.219	false	false	true	none	18	78.1	very_secure	0.55	informal	government	false
Senegal	Dakar	2,025	informal	0.36	true	false	true	pending	15	64	very_insecure	0.11	formal	community	false
Ghana	Kumasi	2,018	informal	0.362	false	false	true	none	5	63.8	very_secure	0.62	formal	private	false
Zambia	Lusaka	2,023	informal	0.233	false	false	true	pending	21	76.7	very_insecure	0.33	informal	family	false
South Africa	Johannesburg	2,025	informal	0.32	false	false	true	registered	4	68	secure	0.39	informal	private	false
Zambia	Lusaka	2,023	informal	0.381	true	false	true	none	1	61.9	very_secure	0.57	formal	private	false
Kenya	Mombasa	2,023	informal	0.365	false	false	true	registered	14	63.5	insecure	0.5	customary	family	true
Uganda	Kampala	2,024	informal	0.24	true	false	true	registered	14	76	very_secure	0.2	formal	government	false
Kenya	Nairobi	2,020	informal	0.312	false	false	false	pending	3	68.8	insecure	0.8	formal	community	true
Algeria	Algiers	2,018	informal	0.282	false	false	true	registered	23	71.8	very_insecure	0.25	formal	community	false
Nigeria	Lagos	2,024	informal	0.229	false	false	true	registered	24	77.1	insecure	0.12	formal	government	false
Morocco	Casablanca	2,020	informal	0.387	true	true	true	registered	14	61.3	insecure	0.67	customary	community	false
South Africa	Johannesburg	2,023	rental	0.58	false	false	true	registered	6	42	very_secure	0.21	informal	community	false
Ethiopia	Addis Ababa	2,019	informal	0.221	false	false	false	pending	10	77.9	insecure	0.45	customary	government	false
Nigeria	Kano	2,020	informal	0.284	false	false	true	none	16	71.6	secure	0.35	customary	family	true
Egypt	Cairo	2,024	informal	0.302	false	false	true	pending	14	69.8	very_secure	0.3	customary	private	false
Egypt	Alexandria	2,018	informal	0.312	false	false	true	registered	17	68.8	insecure	0.48	customary	government	false
Nigeria	Ibadan	2,021	informal	0.333	false	false	true	none	5	66.7	very_insecure	0.19	informal	private	false
Senegal	Dakar	2,020	rental	0.547	true	false	true	none	20	45.3	very_insecure	0.82	formal	private	false
Zambia	Lusaka	2,024	rental	0.427	true	true	true	none	17	57.3	insecure	0.85	formal	community	false
Zambia	Lusaka	2,019	rental	0.588	true	true	false	registered	7	41.2	insecure	0.19	informal	government	false
Rwanda	Kigali	2,018	informal	0.159	false	false	false	pending	15	84.1	very_insecure	0.36	formal	private	false
Nigeria	Ibadan	2,021	rental	0.453	false	false	false	registered	19	54.7	very_secure	0.33	communal	family	false
Nigeria	Kano	2,025	owner_occupied	0.721	false	false	true	none	1	27.9	very_secure	0.15	formal	community	false
Malawi	Lilongwe	2,019	informal	0.35	false	true	true	none	9	65	insecure	0.65	communal	family	true
Uganda	Kampala	2,020	owner_occupied	0.92	false	true	true	pending	7	8	very_secure	0.62	formal	family	false
Senegal	Dakar	2,024	informal	0.229	false	false	true	none	16	77.1	insecure	0.17	formal	community	true
Senegal	Dakar	2,023	customary	0.572	true	true	true	none	7	42.8	very_insecure	0.65	formal	family	false
Rwanda	Kigali	2,020	informal	0.328	true	false	true	none	3	67.2	very_insecure	0.28	informal	community	false
Rwanda	Kigali	2,025	rental	0.427	true	true	true	registered	12	57.3	very_insecure	0.72	communal	government	false
Mozambique	Maputo	2,024	informal	0.295	false	false	true	none	1	70.5	secure	0.32	customary	private	false
Mozambique	Maputo	2,023	rental	0.51	false	false	true	pending	21	49	very_insecure	0.77	customary	community	true
South Africa	Cape Town	2,018	informal	0.226	false	false	true	registered	2	77.4	very_insecure	0.66	communal	community	false
Nigeria	Lagos	2,022	informal	0.315	true	false	false	pending	12	68.5	very_insecure	0.43	informal	family	false
Malawi	Blantyre	2,018	informal	0.327	false	false	true	none	11	67.3	very_secure	0.24	informal	community	false
Uganda	Kampala	2,018	informal	0.213	false	false	false	registered	21	78.7	secure	0.63	communal	community	false
Senegal	Dakar	2,021	owner_occupied	0.911	true	true	true	pending	14	8.9	very_secure	0.13	communal	community	false
Morocco	Rabat	2,018	rental	0.538	false	true	true	pending	15	46.2	very_insecure	0.28	customary	community	false

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