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
South Africa	Johannesburg	2,023	informal	0.381	false	false	false	pending	24	61.9	secure	0.54	customary	family	true
Senegal	Dakar	2,025	rental	0.489	false	true	true	registered	12	51.1	very_secure	0.18	customary	government	false
South Africa	Johannesburg	2,020	informal	0.298	true	false	false	none	1	70.2	secure	0.52	formal	family	false
Nigeria	Kano	2,019	informal	0.176	false	false	false	none	5	82.4	very_insecure	0.19	informal	community	false
Rwanda	Kigali	2,021	informal	0.228	false	false	true	pending	6	77.2	secure	0.33	customary	family	false
Rwanda	Kigali	2,023	rental	0.485	false	true	true	none	8	51.5	insecure	0.81	customary	private	false
Egypt	Alexandria	2,018	informal	0.263	false	false	false	pending	3	73.7	very_secure	0.68	informal	family	false
Egypt	Alexandria	2,019	informal	0.375	false	true	false	registered	12	62.5	insecure	0.76	communal	community	false
Ghana	Kumasi	2,018	informal	0.277	false	false	true	none	4	72.3	insecure	0.29	formal	government	false
Morocco	Rabat	2,020	rental	0.586	true	true	false	registered	22	41.4	very_insecure	0.33	informal	government	false
Kenya	Nairobi	2,024	informal	0.397	false	false	true	pending	9	60.3	insecure	0.21	customary	community	false
Ethiopia	Dire Dawa	2,021	informal	0.367	true	false	true	pending	20	63.3	secure	0.34	communal	community	false
Nigeria	Lagos	2,020	informal	0.229	false	false	true	none	8	77.1	very_secure	0.21	formal	community	false
Ethiopia	Dire Dawa	2,021	informal	0.221	true	false	true	none	16	77.9	secure	0.67	customary	community	false
Morocco	Rabat	2,020	informal	0.239	false	false	false	registered	13	76.1	secure	0.78	formal	private	false
Ethiopia	Dire Dawa	2,018	informal	0.335	true	false	false	registered	10	66.5	insecure	0.32	customary	private	false
Ethiopia	Addis Ababa	2,022	informal	0.309	false	false	true	pending	1	69.1	very_insecure	0.42	formal	government	false
Mozambique	Beira	2,025	rental	0.646	false	false	true	registered	10	35.4	secure	0.39	informal	private	false
Tanzania	Dar es Salaam	2,024	owner_occupied	0.702	false	true	false	registered	21	29.8	insecure	0.59	customary	private	false
Malawi	Blantyre	2,024	informal	0.341	false	false	true	none	23	65.9	insecure	0.75	formal	private	false
Ethiopia	Dire Dawa	2,020	informal	0.247	true	true	true	none	20	75.3	secure	0.2	informal	government	false
Malawi	Lilongwe	2,022	owner_occupied	0.724	true	false	true	registered	20	27.6	very_insecure	0.56	customary	family	true
Uganda	Kampala	2,020	rental	0.564	true	false	true	registered	16	43.6	very_secure	0.58	customary	government	false
Rwanda	Kigali	2,021	rental	0.652	false	false	true	none	8	34.8	insecure	0.24	communal	family	false
Mozambique	Beira	2,020	informal	0.384	false	false	true	registered	4	61.6	very_secure	0.74	communal	family	false
Ethiopia	Addis Ababa	2,022	informal	0.172	false	false	true	none	1	82.8	very_secure	0.39	informal	community	false
Tanzania	Dar es Salaam	2,020	informal	0.305	true	true	false	registered	17	69.5	very_insecure	0.19	customary	government	false
Senegal	Dakar	2,021	informal	0.181	false	false	false	none	5	81.9	very_insecure	0.68	communal	family	false
Senegal	Dakar	2,024	informal	0.356	false	false	true	registered	2	64.4	secure	0.61	formal	community	false
Egypt	Alexandria	2,021	rental	0.689	false	true	true	none	12	31.1	very_secure	0.72	communal	private	true
Zambia	Lusaka	2,020	rental	0.67	true	true	false	registered	14	33	secure	0.84	formal	community	true
Ethiopia	Addis Ababa	2,020	rental	0.601	true	true	false	registered	1	39.9	very_insecure	0.68	formal	government	false
Senegal	Dakar	2,025	informal	0.362	false	false	true	none	15	63.8	insecure	0.47	formal	community	false
Rwanda	Kigali	2,021	owner_occupied	0.876	false	true	false	registered	20	12.4	very_secure	0.51	customary	family	false
Egypt	Cairo	2,025	informal	0.168	false	false	true	none	21	83.2	insecure	0.58	formal	private	false
Nigeria	Lagos	2,021	informal	0.216	true	true	true	none	18	78.4	very_secure	0.34	formal	community	true
Rwanda	Kigali	2,021	rental	0.574	false	true	true	pending	20	42.6	secure	0.35	informal	community	false
Zambia	Lusaka	2,023	informal	0.285	false	false	true	none	12	71.5	insecure	0.56	formal	private	false
Morocco	Rabat	2,023	informal	0.35	false	false	true	registered	18	65	very_secure	0.37	informal	family	false
Rwanda	Kigali	2,018	owner_occupied	0.865	true	false	true	pending	22	13.5	very_insecure	0.67	communal	family	false
South Africa	Johannesburg	2,023	informal	0.273	false	false	true	none	14	72.7	very_secure	0.13	informal	family	false
Malawi	Lilongwe	2,018	rental	0.695	false	true	true	pending	7	30.5	very_insecure	0.56	formal	private	true
Algeria	Algiers	2,025	informal	0.247	false	false	true	none	9	75.3	very_insecure	0.12	formal	community	true
Tanzania	Dar es Salaam	2,019	informal	0.325	false	false	true	pending	15	67.5	secure	0.33	formal	private	true
Algeria	Algiers	2,025	owner_occupied	0.724	true	true	true	none	17	27.6	insecure	0.11	informal	government	true
Ethiopia	Addis Ababa	2,019	owner_occupied	0.708	true	false	false	registered	21	29.2	secure	0.14	communal	family	false
South Africa	Johannesburg	2,020	informal	0.24	false	false	false	registered	11	76	secure	0.27	customary	government	false
Rwanda	Kigali	2,021	rental	0.465	true	true	false	none	16	53.5	secure	0.31	communal	community	true
Mozambique	Maputo	2,021	rental	0.516	true	false	false	none	18	48.4	very_secure	0.73	formal	family	false
Egypt	Alexandria	2,024	informal	0.274	true	false	false	pending	3	72.6	very_secure	0.45	communal	community	false
Ethiopia	Dire Dawa	2,022	informal	0.183	false	false	true	none	16	81.7	insecure	0.42	customary	community	false
Senegal	Dakar	2,025	rental	0.645	false	true	true	none	10	35.5	secure	0.76	customary	family	false
Uganda	Kampala	2,020	rental	0.531	false	true	true	registered	6	46.9	secure	0.12	informal	family	true
Senegal	Dakar	2,021	informal	0.263	true	false	true	registered	14	73.7	insecure	0.77	informal	government	false
Tanzania	Dar es Salaam	2,021	informal	0.186	false	true	true	registered	20	81.4	secure	0.27	informal	government	false
Zambia	Lusaka	2,020	rental	0.487	true	true	false	registered	16	51.3	very_insecure	0.63	formal	government	false
Malawi	Blantyre	2,021	rental	0.651	true	true	true	registered	9	34.9	very_secure	0.42	formal	community	false
Mozambique	Beira	2,018	informal	0.233	true	false	false	none	8	76.7	secure	0.41	formal	community	false
Uganda	Kampala	2,025	customary	0.585	true	false	true	registered	24	41.5	very_secure	0.11	formal	family	true
Malawi	Lilongwe	2,019	rental	0.557	true	false	false	pending	12	44.3	secure	0.65	communal	family	false
South Africa	Johannesburg	2,022	informal	0.23	false	false	true	registered	12	77	very_secure	0.57	formal	community	true
Zambia	Lusaka	2,022	rental	0.595	false	true	true	pending	24	40.5	insecure	0.12	formal	government	false
South Africa	Cape Town	2,020	informal	0.173	false	false	true	registered	11	82.7	secure	0.37	customary	community	false
Mozambique	Beira	2,023	informal	0.232	false	false	true	pending	23	76.8	very_secure	0.9	formal	community	false
Morocco	Rabat	2,023	informal	0.253	false	false	true	pending	17	74.7	very_insecure	0.26	informal	government	false
Nigeria	Ibadan	2,018	informal	0.369	false	false	true	pending	2	63.1	insecure	0.61	customary	community	true
Mozambique	Maputo	2,025	informal	0.349	false	false	false	pending	24	65.1	insecure	0.17	formal	community	false
Uganda	Kampala	2,021	informal	0.27	true	true	true	pending	1	73	very_secure	0.46	informal	private	true
Ethiopia	Addis Ababa	2,019	owner_occupied	0.894	true	true	false	none	18	10.6	insecure	0.82	customary	government	false
Tanzania	Dar es Salaam	2,025	rental	0.659	false	false	false	none	7	34.1	very_insecure	0.4	communal	government	false
Ethiopia	Dire Dawa	2,024	informal	0.36	false	false	true	registered	22	64	very_secure	0.22	communal	government	true
Senegal	Dakar	2,025	customary	0.569	true	false	false	registered	10	43.1	secure	0.37	informal	community	true
Mozambique	Beira	2,024	informal	0.235	false	false	true	registered	19	76.5	insecure	0.18	formal	family	false
Morocco	Casablanca	2,023	owner_occupied	0.757	false	true	true	none	20	24.3	very_secure	0.19	communal	family	false
Morocco	Casablanca	2,024	informal	0.202	false	false	true	registered	9	79.8	secure	0.45	formal	private	false
Nigeria	Lagos	2,022	rental	0.438	false	true	true	pending	18	56.2	secure	0.66	formal	family	false
Morocco	Casablanca	2,021	rental	0.52	false	true	false	registered	17	48	insecure	0.51	informal	private	false
Ethiopia	Addis Ababa	2,021	informal	0.364	false	false	true	pending	1	63.6	very_secure	0.56	customary	private	false
South Africa	Cape Town	2,019	informal	0.185	false	true	false	registered	14	81.5	very_secure	0.8	informal	community	true
Morocco	Rabat	2,018	informal	0.269	false	false	true	registered	13	73.1	very_insecure	0.17	informal	community	true
Mozambique	Maputo	2,022	rental	0.41	false	false	false	pending	1	59	secure	0.52	informal	community	false
Nigeria	Ibadan	2,023	rental	0.535	false	false	false	none	8	46.5	very_secure	0.63	informal	family	false
Nigeria	Kano	2,018	informal	0.387	true	false	true	pending	4	61.3	insecure	0.89	communal	private	true
Zambia	Lusaka	2,019	informal	0.208	false	false	true	registered	10	79.2	secure	0.76	informal	family	true
Mozambique	Beira	2,025	informal	0.329	false	false	true	none	12	67.1	secure	0.46	communal	government	false
Egypt	Cairo	2,023	rental	0.457	true	true	true	pending	1	54.3	very_insecure	0.53	customary	family	true
Ethiopia	Addis Ababa	2,022	rental	0.614	false	true	true	registered	17	38.6	insecure	0.21	informal	community	false
Ghana	Accra	2,025	rental	0.695	false	false	false	pending	4	30.5	very_secure	0.74	formal	private	false
Morocco	Casablanca	2,025	informal	0.18	true	false	true	none	3	82	insecure	0.39	informal	private	true
Tanzania	Dar es Salaam	2,022	informal	0.207	true	true	false	none	14	79.3	insecure	0.47	customary	family	false
Rwanda	Kigali	2,023	rental	0.614	false	true	true	registered	22	38.6	insecure	0.32	formal	community	false
Ethiopia	Dire Dawa	2,021	rental	0.575	true	true	true	pending	18	42.5	insecure	0.77	formal	family	false
Ghana	Kumasi	2,019	rental	0.666	true	true	true	registered	18	33.4	insecure	0.21	customary	government	true
South Africa	Cape Town	2,021	informal	0.271	false	false	true	none	3	72.9	very_insecure	0.88	communal	private	false
Ghana	Kumasi	2,020	informal	0.189	false	false	true	registered	7	81.1	insecure	0.16	customary	family	false
Rwanda	Kigali	2,019	informal	0.28	false	false	true	registered	10	72	insecure	0.39	communal	community	true
Algeria	Algiers	2,022	informal	0.357	true	false	true	registered	9	64.3	insecure	0.41	customary	private	true
Morocco	Casablanca	2,022	owner_occupied	0.847	true	true	false	registered	4	15.3	secure	0.59	communal	private	false
Morocco	Casablanca	2,019	rental	0.412	true	false	false	registered	24	58.8	very_secure	0.48	informal	family	false
Algeria	Algiers	2,018	owner_occupied	0.825	true	false	true	none	9	17.5	insecure	0.81	formal	private	true

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