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
Mozambique	Maputo	2,019	owner_occupied	0.913	true	true	true	pending	9	8.7	secure	0.44	communal	family	false
Malawi	Lilongwe	2,022	customary	0.512	false	false	true	pending	4	48.8	very_insecure	0.6	customary	family	false
South Africa	Cape Town	2,021	informal	0.365	false	true	true	none	17	63.5	very_insecure	0.77	customary	community	false
Senegal	Dakar	2,025	informal	0.298	false	false	false	registered	5	70.2	very_insecure	0.75	formal	community	false
Ethiopia	Addis Ababa	2,024	informal	0.328	false	false	true	registered	14	67.2	very_secure	0.32	formal	family	false
Zambia	Lusaka	2,019	informal	0.274	false	false	false	none	8	72.6	very_insecure	0.85	formal	private	false
Malawi	Lilongwe	2,021	rental	0.673	false	false	false	none	1	32.7	secure	0.47	informal	private	true
Nigeria	Kano	2,023	informal	0.329	false	false	false	pending	14	67.1	secure	0.26	informal	private	false
Egypt	Cairo	2,025	rental	0.516	false	false	false	registered	6	48.4	secure	0.77	informal	community	true
Rwanda	Kigali	2,025	rental	0.663	false	false	true	none	14	33.7	secure	0.72	formal	community	false
Malawi	Lilongwe	2,024	informal	0.265	false	false	true	none	8	73.5	insecure	0.39	formal	private	false
Ethiopia	Dire Dawa	2,022	informal	0.262	false	false	false	registered	6	73.8	very_insecure	0.2	formal	private	false
Tanzania	Dar es Salaam	2,020	rental	0.426	true	true	true	registered	9	57.4	insecure	0.12	customary	private	true
Algeria	Algiers	2,023	informal	0.371	false	false	true	none	7	62.9	insecure	0.53	informal	private	false
Mozambique	Beira	2,021	informal	0.331	false	false	false	none	14	66.9	very_insecure	0.67	communal	community	false
Egypt	Alexandria	2,022	informal	0.233	false	false	false	pending	16	76.7	secure	0.88	communal	government	false
Ethiopia	Dire Dawa	2,025	informal	0.36	false	true	true	pending	5	64	very_insecure	0.65	communal	community	false
Mozambique	Beira	2,022	informal	0.31	false	false	true	registered	16	69	very_insecure	0.49	formal	family	false
Rwanda	Kigali	2,020	informal	0.161	false	false	true	none	19	83.9	very_insecure	0.75	customary	family	false
Kenya	Mombasa	2,023	informal	0.16	false	false	false	registered	8	84	very_insecure	0.51	communal	family	false
South Africa	Cape Town	2,019	rental	0.679	true	true	true	pending	16	32.1	very_secure	0.83	communal	private	true
Mozambique	Beira	2,024	rental	0.553	false	false	true	registered	17	44.7	secure	0.64	informal	government	false
Uganda	Kampala	2,020	customary	0.49	false	false	true	pending	24	51	insecure	0.46	communal	private	false
Ghana	Accra	2,024	informal	0.251	false	false	true	pending	13	74.9	very_secure	0.45	formal	family	false
Tanzania	Dar es Salaam	2,023	informal	0.332	false	false	true	none	5	66.8	very_insecure	0.31	informal	community	false
Malawi	Blantyre	2,025	rental	0.514	true	true	false	none	9	48.6	insecure	0.8	formal	government	false
Algeria	Algiers	2,021	informal	0.332	false	false	false	none	23	66.8	insecure	0.76	communal	private	false
Kenya	Mombasa	2,020	informal	0.182	false	false	false	pending	3	81.8	secure	0.53	informal	government	false
South Africa	Johannesburg	2,018	informal	0.331	true	false	true	registered	9	66.9	very_insecure	0.32	formal	community	false
Kenya	Mombasa	2,023	owner_occupied	0.724	true	false	true	none	14	27.6	secure	0.47	customary	community	false
Morocco	Rabat	2,025	informal	0.348	false	false	true	pending	14	65.2	very_secure	0.22	customary	government	false
Egypt	Alexandria	2,020	rental	0.48	true	false	false	registered	19	52	insecure	0.83	communal	government	false
South Africa	Cape Town	2,023	informal	0.357	true	false	true	pending	8	64.3	insecure	0.51	communal	family	true
Morocco	Rabat	2,020	informal	0.182	false	false	true	registered	3	81.8	very_insecure	0.45	formal	private	false
Tanzania	Dar es Salaam	2,023	rental	0.613	false	true	true	registered	20	38.7	insecure	0.49	communal	private	false
Kenya	Mombasa	2,024	informal	0.24	false	false	true	registered	1	76	very_secure	0.81	customary	government	true
Algeria	Algiers	2,022	informal	0.273	false	false	true	registered	5	72.7	insecure	0.38	communal	government	false
Ghana	Accra	2,025	informal	0.384	false	false	true	pending	13	61.6	insecure	0.82	informal	family	false
Rwanda	Kigali	2,019	informal	0.258	true	true	false	registered	20	74.2	very_insecure	0.22	informal	community	false
Malawi	Blantyre	2,025	informal	0.23	false	false	true	pending	9	77	secure	0.9	customary	community	true
Mozambique	Maputo	2,024	customary	0.363	false	true	true	registered	5	63.7	very_insecure	0.67	customary	government	false
Zambia	Lusaka	2,019	informal	0.352	false	false	false	pending	6	64.8	very_secure	0.83	customary	family	false
Mozambique	Maputo	2,024	informal	0.305	false	true	true	pending	18	69.5	very_insecure	0.54	informal	community	false
Tanzania	Dar es Salaam	2,023	rental	0.447	false	false	true	pending	11	55.3	insecure	0.23	customary	family	false
Algeria	Algiers	2,020	customary	0.454	true	false	true	registered	17	54.6	insecure	0.75	communal	private	false
Rwanda	Kigali	2,023	informal	0.198	false	false	false	none	5	80.2	very_secure	0.44	customary	government	false
Tanzania	Dar es Salaam	2,020	informal	0.179	true	true	false	registered	1	82.1	very_insecure	0.18	formal	government	false
Tanzania	Dar es Salaam	2,025	informal	0.196	false	false	true	registered	22	80.4	very_secure	0.17	customary	community	false
Uganda	Kampala	2,022	informal	0.192	false	false	true	pending	7	80.8	secure	0.46	customary	community	false
Rwanda	Kigali	2,024	rental	0.573	true	false	false	registered	22	42.7	secure	0.21	formal	government	false
Nigeria	Lagos	2,020	rental	0.473	true	false	false	pending	16	52.7	very_secure	0.19	formal	government	false
Zambia	Lusaka	2,018	rental	0.502	false	false	true	none	23	49.8	insecure	0.7	formal	community	false
Uganda	Kampala	2,019	rental	0.495	false	true	true	registered	6	50.5	very_secure	0.5	formal	community	false
Nigeria	Lagos	2,024	rental	0.643	true	true	false	registered	22	35.7	very_insecure	0.4	informal	family	false
South Africa	Cape Town	2,022	customary	0.453	true	false	true	pending	18	54.7	secure	0.37	customary	private	false
Algeria	Algiers	2,020	informal	0.329	false	false	false	pending	12	67.1	very_secure	0.37	customary	government	false
Rwanda	Kigali	2,018	informal	0.185	false	false	true	registered	22	81.5	very_secure	0.32	communal	government	false
Rwanda	Kigali	2,024	informal	0.246	false	false	true	pending	15	75.4	secure	0.39	customary	private	true
Uganda	Kampala	2,024	informal	0.241	false	false	true	pending	18	75.9	very_secure	0.28	customary	community	false
Egypt	Alexandria	2,021	informal	0.299	false	false	true	registered	19	70.1	very_insecure	0.76	customary	government	false
Egypt	Cairo	2,023	informal	0.207	true	false	true	none	14	79.3	very_secure	0.72	informal	private	false
Ethiopia	Dire Dawa	2,021	owner_occupied	0.884	true	true	false	none	7	11.6	insecure	0.28	formal	government	true
Ethiopia	Addis Ababa	2,020	rental	0.471	false	false	false	none	17	52.9	secure	0.22	formal	community	false
Ghana	Kumasi	2,022	rental	0.556	false	true	true	pending	4	44.4	very_secure	0.29	informal	government	false
Nigeria	Kano	2,025	customary	0.386	false	false	true	pending	21	61.4	very_secure	0.86	customary	government	false
Tanzania	Dar es Salaam	2,021	informal	0.37	true	false	false	registered	7	63	insecure	0.72	informal	community	false
Uganda	Kampala	2,024	rental	0.667	true	false	false	registered	3	33.3	insecure	0.81	customary	family	false
Senegal	Dakar	2,020	rental	0.475	false	true	true	none	5	52.5	very_insecure	0.42	formal	family	false
Nigeria	Kano	2,019	informal	0.371	false	false	true	pending	22	62.9	secure	0.18	customary	government	true
Ethiopia	Dire Dawa	2,018	owner_occupied	0.939	true	true	true	registered	1	6.1	insecure	0.47	customary	private	true
Morocco	Casablanca	2,024	informal	0.188	true	false	false	none	19	81.2	insecure	0.7	informal	government	false
Rwanda	Kigali	2,019	informal	0.191	false	false	true	pending	13	80.9	very_insecure	0.87	customary	community	true
Kenya	Nairobi	2,024	rental	0.55	true	false	true	registered	6	45	secure	0.59	formal	private	false
Algeria	Algiers	2,020	informal	0.374	false	false	false	pending	24	62.6	very_secure	0.8	communal	family	false
Mozambique	Maputo	2,018	rental	0.682	true	true	false	none	6	31.8	secure	0.42	communal	private	false
Rwanda	Kigali	2,025	owner_occupied	0.865	true	true	true	registered	21	13.5	very_secure	0.4	communal	private	false
Ethiopia	Dire Dawa	2,021	customary	0.343	true	false	true	pending	18	65.7	very_secure	0.21	formal	private	false
Ethiopia	Dire Dawa	2,020	informal	0.222	false	false	true	pending	3	77.8	insecure	0.11	formal	community	true
Nigeria	Kano	2,023	rental	0.616	true	false	true	registered	13	38.4	secure	0.33	informal	community	false
Uganda	Kampala	2,022	rental	0.452	true	false	true	registered	8	54.8	very_insecure	0.5	formal	government	false
Algeria	Algiers	2,022	rental	0.498	false	true	true	registered	23	50.2	very_insecure	0.26	informal	community	false
Tanzania	Dar es Salaam	2,018	informal	0.207	false	true	true	none	18	79.3	secure	0.13	informal	community	false
Nigeria	Kano	2,020	informal	0.324	false	false	false	pending	7	67.6	insecure	0.86	informal	government	false
Ethiopia	Addis Ababa	2,021	rental	0.64	true	false	true	none	5	36	secure	0.58	formal	private	false
South Africa	Cape Town	2,021	owner_occupied	0.944	true	true	true	pending	21	5.6	very_secure	0.18	customary	private	false
Senegal	Dakar	2,020	informal	0.324	false	true	true	none	19	67.6	very_secure	0.56	formal	community	false
Rwanda	Kigali	2,024	informal	0.193	false	false	true	none	21	80.7	secure	0.15	communal	private	false
Algeria	Algiers	2,021	rental	0.468	false	true	true	pending	24	53.2	very_insecure	0.3	formal	government	false
Tanzania	Dar es Salaam	2,020	rental	0.639	true	true	true	registered	5	36.1	insecure	0.13	formal	private	false
South Africa	Cape Town	2,023	customary	0.352	true	false	false	none	14	64.8	secure	0.41	informal	family	true
Tanzania	Dar es Salaam	2,018	informal	0.367	false	false	true	none	14	63.3	secure	0.9	customary	community	false
Ethiopia	Dire Dawa	2,018	customary	0.589	false	true	true	pending	21	41.1	secure	0.76	formal	community	false
Malawi	Lilongwe	2,023	owner_occupied	0.846	true	true	true	none	1	15.4	insecure	0.69	informal	community	false
Zambia	Lusaka	2,024	owner_occupied	0.701	true	false	true	registered	3	29.9	secure	0.43	communal	community	false
Algeria	Algiers	2,024	informal	0.223	false	true	true	none	3	77.7	very_insecure	0.54	informal	community	false
South Africa	Cape Town	2,022	informal	0.275	false	false	true	registered	21	72.5	very_insecure	0.89	informal	government	true
Malawi	Lilongwe	2,023	owner_occupied	0.927	false	true	true	registered	9	7.3	insecure	0.6	formal	government	true
Rwanda	Kigali	2,020	informal	0.197	false	false	false	pending	4	80.3	insecure	0.38	communal	community	false
Tanzania	Dar es Salaam	2,018	rental	0.696	true	false	true	none	7	30.4	very_insecure	0.77	informal	family	false
Zambia	Lusaka	2,023	rental	0.698	false	true	true	none	9	30.2	very_insecure	0.31	communal	family	false

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