Split (1)

train · 15k rows

country stringclasses 15 values	city stringclasses 35 values	year int64 2.02k 2.03k	planning_authority stringclasses 32 values	has_master_plan bool 2 classes	master_plan_year int64 2k 2.02k	scheme_coverage_pct float64 7 53	zoning_compliance_pct float64 5.5 39.5	building_permit_process_days int64 14 179	enforcement_capacity_score float64 5.5 39.5	planner_to_population_ratio float64 2 25	budget_allocation_usd int64 50.3k 5M	plan_implementation_pct float64 5 36.8	informal_settlement_regularization float64 5 50	infrastructure_planning stringclasses 4 values	land_use_violation_rate float64 5 40	court_cases_pending int64 0 199	stakeholder_engagement_score float64 20 80	coordinate_availability bool 2 classes	gis_capacity stringclasses 3 values	public_participation stringclasses 4 values
Senegal	Dakar	2,024	Dakar Municipality	true	2,003	29.8	14.8	125	14.8	13.53	1,057,724	12.3	25.2	sectoral	23.4	90	58.7	true	advanced	medium
Senegal	Dakar	2,023	Maire	true	2,009	19.5	15	65	15	21.72	1,175,183	12.3	23.3	comprehensive	22.4	137	35.8	true	advanced	none
Rwanda	Kigali	2,021	Kigali City	true	2,015	37.1	20.8	40	20.8	16.52	913,671	14.2	7.8	ad_hoc	28.4	67	44.3	true	basic	high
Mozambique	Beira	2,023	MINEDH	false	1,998	43.2	26.4	128	26.4	5.41	3,116,163	22.2	35.6	sectoral	15.2	47	58.8	true	advanced	none
Malawi	Blantyre	2,025	MoHUD	false	2,021	27.1	20.5	179	20.5	15.74	1,010,445	16.4	45.4	none	13.2	3	27.9	false	advanced	low
Morocco	Casablanca	2,025	Wilaya	false	2,004	35.7	19.6	120	19.6	9.47	3,195,886	13.1	48.3	none	5.7	158	51.7	true	basic	none
Malawi	Lilongwe	2,020	MoHUD	true	2,007	32.9	14.8	74	14.8	10.9	1,775,006	12.6	43.1	none	22	173	38.2	true	advanced	medium
Ethiopia	Dire Dawa	2,018	Addis Ababa City	false	2,014	24	29.6	108	29.6	2.95	2,217,290	25.5	11.5	none	8.6	164	63.2	false	none	none
Uganda	Wakiso	2,021	MoWLUD	true	1,997	27.6	24.7	40	24.7	12.95	2,254,267	19	13.6	ad_hoc	24.8	18	66.7	true	none	none
Uganda	Kampala	2,018	MoWLUD	true	1,997	18.9	25.5	30	25.5	6.85	2,127,539	15.5	47.8	ad_hoc	36.6	15	38.1	false	advanced	high
Ethiopia	Dire Dawa	2,022	Addis Ababa City	false	2,018	19.8	20.1	92	20.1	15.47	2,781,339	16.7	13.5	sectoral	16.3	97	75.1	false	none	high
Rwanda	Kigali	2,023	RHA	true	2,010	35.7	21	21	21	17.61	2,773,811	13.9	25.2	sectoral	7.3	5	32.8	true	advanced	high
Ghana	Accra	2,021	MLGRD	true	2,015	43.6	22	55	22	3.83	2,417,605	13.5	40.8	ad_hoc	14.7	8	32	true	advanced	high
South Africa	Johannesburg	2,021	City of Cape Town	true	2,012	42.5	29.7	154	29.7	24.09	2,994,117	23.6	46	sectoral	24.7	127	30.5	false	advanced	low
Kenya	Nairobi	2,022	CMA	true	2,016	36.5	13.1	147	13.1	3.74	1,545,550	10.3	36.9	sectoral	29.8	40	43.1	true	none	none
Morocco	Rabat	2,018	Wilaya	false	2,016	33.2	22.7	168	22.7	6.99	3,766,302	18.5	21.6	comprehensive	22.8	171	30.5	false	advanced	none
Nigeria	Lagos	2,023	Lagos State	true	2,021	35.2	26.9	144	26.9	22.28	894,548	22.2	44.7	ad_hoc	7.1	71	50.2	true	advanced	medium
Ghana	Accra	2,023	AMA	false	2,006	43.7	19.7	120	19.7	20.35	1,275,051	17.8	9.4	none	28.8	110	56	false	basic	high
Kenya	Mombasa	2,018	Mombasa County	true	2,015	17.8	21.5	149	21.5	17.32	3,311,352	20.3	8	none	22.1	46	28.4	true	basic	medium
Egypt	Alexandria	2,021	Giza Governorate	true	2,019	16.5	16.1	54	16.1	6.37	1,582,489	14.9	34.2	ad_hoc	6	199	59.4	false	basic	high
South Africa	Johannesburg	2,020	City of Cape Town	false	2,015	29.9	15.8	46	15.8	13.98	450,401	10	35.3	ad_hoc	37.9	139	66.3	true	advanced	medium
Morocco	Casablanca	2,023	Wilaya	false	2,019	31	20.2	100	20.2	16.31	2,646,804	14.3	41.8	none	17.9	125	34.1	false	basic	high
Nigeria	Kano	2,022	Lagos State	true	2,007	42.8	26	57	26	18.08	1,231,530	16.5	13.9	ad_hoc	27.2	195	40	false	advanced	low
Ethiopia	Dire Dawa	2,022	Regional Bureau	true	2,017	17.3	16.1	151	16.1	24.35	4,026,094	13.7	32.8	none	35.4	24	66	false	none	none
Nigeria	Abuja	2,021	Lagos State	false	2,021	32.7	23.9	84	23.9	15.16	4,356,345	14.8	22.2	none	35.3	82	32.5	false	basic	none
Malawi	Blantyre	2,025	MoHUD	true	2,008	22.1	17.9	150	17.9	3.96	4,873,260	13.8	9	none	6	187	34.7	false	none	none
Ghana	Accra	2,019	AMA	false	1,999	21.6	25	61	25	18.5	4,767,670	19.3	12.7	ad_hoc	31.6	176	44.1	false	basic	high
Ghana	Accra	2,019	AMA	true	2,004	16.3	30.9	136	30.9	9.22	4,959,853	19	43.3	sectoral	28	158	74.7	false	none	low
Rwanda	Rubavu	2,022	RHA	true	2,015	18.1	24.3	59	24.3	3.68	288,908	17.7	9.7	sectoral	9.8	55	46.2	true	none	low
Ethiopia	Dire Dawa	2,025	Regional Bureau	true	1,995	20.2	24.6	93	24.6	23.68	1,165,457	18.6	5.1	ad_hoc	20.2	84	62.1	false	basic	medium
Nigeria	Ibadan	2,020	State MoP	false	2,004	39.3	17.5	69	17.5	8.84	2,707,953	10.6	21.3	none	24.2	130	40.8	true	advanced	medium
Algeria	Algiers	2,025	APC	false	2,018	36.5	31.5	125	31.5	23.71	4,549,109	24.1	24.7	none	31.4	155	32.7	true	advanced	none
Morocco	Casablanca	2,021	Urban Agency	true	1,998	43.4	17.7	17	17.7	19.79	3,328,423	16.8	30.5	comprehensive	27	51	37	true	none	medium
Ghana	Accra	2,024	MLGRD	true	2,007	31.3	28.3	123	28.3	19.39	96,808	17.3	46	none	25	81	29.7	false	none	none
Zambia	Kitwe	2,023	Lusaka City	true	1,998	15.7	30.2	48	30.2	13.48	4,238,366	26.4	49.2	none	29.8	112	35.2	false	none	low
Egypt	Giza	2,024	Cairo Governorate	true	2,008	23.5	17.4	65	17.4	20.31	2,583,167	15.7	40.4	sectoral	13.5	63	57.5	false	none	medium
Kenya	Mombasa	2,018	Nairobi County	false	2,018	20.6	22.6	155	22.6	18.06	2,499,611	21.2	14.5	comprehensive	8.7	41	74.1	false	basic	low
Nigeria	Abuja	2,024	Lagos State	false	2,013	18.6	27.8	25	27.8	11.55	912,432	22.8	37.2	none	29.2	157	52.4	false	advanced	medium
Mozambique	Maputo	2,020	MINEDH	true	2,012	27.3	30.7	45	30.7	11.02	4,029,801	18.6	5.7	ad_hoc	10.6	193	44.3	true	advanced	low
Kenya	Nairobi	2,022	CMA	true	2,014	38.8	21	57	21	11.9	3,679,777	16.1	35.3	comprehensive	25	89	63.7	true	advanced	none
Algeria	Algiers	2,021	APC	true	1,997	30.4	17.1	52	17.1	20.96	3,090,869	14.4	15.9	none	38.5	112	27.1	false	basic	none
Mozambique	Beira	2,024	MINEDH	true	2,020	19.3	29.8	121	29.8	17.15	1,475,611	20.9	14.2	sectoral	35.1	181	52.7	false	basic	medium
Tanzania	Dodoma	2,020	MLHUD	true	2,009	23	32.1	97	32.1	5.95	4,453,108	26.3	46.4	comprehensive	6.8	182	49.3	true	advanced	high
Ghana	Kumasi	2,025	MLGRD	false	2,010	36.4	26	41	26	24.84	4,973,672	24.4	30.2	sectoral	39.2	92	38.8	true	none	high
Ethiopia	Dire Dawa	2,018	Addis Ababa City	true	2,008	21.4	22	82	22	7.38	4,321,289	16.3	10.3	sectoral	10.5	140	20.5	true	none	low
Ghana	Kumasi	2,020	AMA	true	2,010	18.9	28.9	141	28.9	23.99	3,802,677	22.8	25.7	none	13.7	4	74.9	true	advanced	medium
Zambia	Kitwe	2,023	Lusaka City	true	2,015	41.6	15.7	86	15.7	22.14	4,539,251	14.2	40.3	sectoral	34	74	62.5	false	none	high
Rwanda	Rubavu	2,022	Kigali City	false	2,014	38.1	24.5	107	24.5	7.45	3,941,793	16.6	12.7	comprehensive	25.1	130	71.2	false	basic	high
Morocco	Rabat	2,025	Urban Agency	false	1,995	26.9	24.3	160	24.3	13.83	904,148	15.5	34.5	sectoral	12.3	127	43.2	true	none	low
Uganda	Kampala	2,025	KCCA	true	2,001	23.4	14	71	14	11.27	620,079	13	47.3	ad_hoc	30.4	72	52.3	false	advanced	high
Uganda	Kampala	2,022	MoWLUD	false	2,007	23.5	14.7	89	14.7	4.48	4,941,585	12.3	7.4	comprehensive	35.1	36	54.1	false	none	none
Algeria	Oran	2,021	APC	true	1,996	36.9	22.8	157	22.8	10.85	4,009,396	20.3	29.7	ad_hoc	20.8	157	36.3	false	advanced	low
Tanzania	Dar es Salaam	2,019	DAWASA	true	2,014	42	30.7	48	30.7	17.17	3,453,292	24.5	18.6	comprehensive	34	147	65.9	false	basic	low
Senegal	Thies	2,024	Maire	false	2,003	44.6	26.9	175	26.9	18.49	858,129	23.7	15.7	ad_hoc	36.7	44	68.6	true	advanced	none
Rwanda	Kigali	2,019	Kigali City	true	2,007	18.5	16.4	117	16.4	3.17	288,207	11.4	12.5	none	38.4	42	35.1	true	none	medium
Egypt	Giza	2,021	Giza Governorate	true	2,007	15.6	16.1	118	16.1	22.98	4,186,990	12.9	23.4	none	12.3	139	74.7	false	advanced	none
Rwanda	Rubavu	2,020	RHA	false	2,016	26.5	20.4	116	20.4	11.52	1,475,583	15	13.1	comprehensive	38	184	50.8	false	advanced	medium
Kenya	Kisumu	2,018	Nairobi County	true	1,997	43.8	16.8	166	16.8	7.2	498,749	14.5	18.7	ad_hoc	8.2	37	24.1	false	none	low
Mozambique	Maputo	2,024	MINEDH	true	2,021	30.2	25	162	25	14.2	866,317	15.4	8.9	ad_hoc	18	21	51.3	false	advanced	low
Malawi	Blantyre	2,020	MoHUD	true	2,005	44.2	17.5	106	17.5	13.24	2,110,177	13	32.5	ad_hoc	35.7	105	72.7	false	basic	high
South Africa	Durban	2,022	City of Cape Town	true	1,997	25.2	19.7	116	19.7	16.31	1,271,989	13.1	22.9	sectoral	29.1	192	32.3	false	advanced	high
Ethiopia	Dire Dawa	2,024	Addis Ababa City	false	2,006	40.6	18.2	146	18.2	16.11	2,944,762	11.2	13.2	ad_hoc	10	113	67.8	false	none	medium
Rwanda	Kigali	2,022	Kigali City	true	2,004	26.7	22.2	105	22.2	15.79	656,965	18.7	47	ad_hoc	32	151	56.1	false	none	low
Zambia	Lusaka	2,024	Lusaka City	true	2,006	30.2	14.7	35	14.7	19.87	4,181,100	12.8	30	none	31.5	61	23.6	false	basic	none
Rwanda	Kigali	2,020	RHA	false	2,014	25.8	20.3	147	20.3	12.03	2,878,096	18.2	6.8	comprehensive	17	13	48.4	false	none	none
Senegal	Dakar	2,025	Dakar Municipality	true	2,016	20.6	26	145	26	2.4	1,657,959	22.6	24.2	sectoral	35.7	165	40	false	none	medium
South Africa	Johannesburg	2,024	City of Johannesburg	false	2,010	43.3	16.1	85	16.1	2.7	2,217,551	11.6	38.6	comprehensive	15.5	16	21.6	false	advanced	low
South Africa	Durban	2,023	City of Johannesburg	false	2,020	26.4	26.6	162	26.6	12.95	4,112,382	19.1	48.7	comprehensive	11.3	90	54.3	false	advanced	low
Senegal	Thies	2,024	Maire	true	2,005	41.5	28	37	28	10.6	1,698,555	17.5	15.5	comprehensive	36.1	137	26.3	false	basic	high
Uganda	Kampala	2,024	MoWLUD	false	2,021	31.7	31.8	134	31.8	15.92	1,051,705	28	35.2	sectoral	29.5	147	58.3	false	none	medium
Ghana	Kumasi	2,022	AMA	true	2,004	40.1	20.9	75	20.9	2.11	1,443,703	12.6	24.4	ad_hoc	16.9	21	50.6	false	basic	high
Mozambique	Maputo	2,022	MINEDH	false	1,995	24.8	25.5	36	25.5	23.61	4,531,147	16.3	40.3	sectoral	33.1	191	32.6	true	advanced	low
Zambia	Kitwe	2,025	Lusaka City	false	2,000	20.9	19.1	85	19.1	11.72	4,671,004	14.9	30.5	none	21.6	48	23.7	false	basic	none
Mozambique	Maputo	2,019	Municipio	true	2,015	29.6	22.4	41	22.4	5.25	3,772,799	15.1	12.8	none	27.7	49	70.6	false	none	none
Mozambique	Maputo	2,019	MINEDH	true	2,018	42.9	19.8	136	19.8	10.23	209,606	15.3	42.7	comprehensive	16.4	75	73.3	true	basic	high
Algeria	Oran	2,025	APC	true	2,004	42.7	29.5	45	29.5	6.12	1,873,586	22.6	14.4	ad_hoc	21.9	143	26.2	false	none	none
Nigeria	Ibadan	2,019	FCT Authority	true	2,012	38.3	13.9	44	13.9	10.58	4,497,271	10.7	9.2	none	7.3	132	65.8	false	advanced	high
Uganda	Wakiso	2,018	MoWLUD	true	2,004	44.3	26.6	152	26.6	23.54	4,657,592	19.6	11.6	none	17.8	122	77.7	false	advanced	high
Kenya	Mombasa	2,021	CMA	true	2,017	40.3	19.6	69	19.6	13.05	3,606,763	13.7	7.4	comprehensive	29.9	25	37.1	false	none	high
Malawi	Blantyre	2,024	MoHUD	false	1,998	19.1	24.8	65	24.8	13.37	2,512,316	17.3	24.7	comprehensive	32.6	34	65	true	none	low
Zambia	Kitwe	2,023	MLGH	true	2,009	33.8	27.3	143	27.3	13.27	3,134,231	20.3	34.4	none	26.4	40	33.1	true	basic	high
Nigeria	Kano	2,023	Lagos State	true	2,008	40.7	22.6	66	22.6	16.93	603,291	18.6	25.5	ad_hoc	9.9	181	21.2	false	advanced	high
Uganda	Wakiso	2,020	KCCA	true	2,014	32.7	30.8	177	30.8	7.28	1,413,555	23.8	27.9	comprehensive	32.6	29	59.8	true	advanced	medium
Ghana	Accra	2,021	MLGRD	false	2,004	25.2	25.3	87	25.3	17.49	2,820,023	16.2	16.3	comprehensive	16.1	188	40.9	true	advanced	high
Malawi	Blantyre	2,024	MoHUD	true	2,021	17.5	19.4	73	19.4	10.35	1,429,374	12.2	11.8	none	14.8	190	51.8	false	advanced	high
Uganda	Kampala	2,021	KCCA	true	1,997	38.4	21.9	95	21.9	21.88	1,769,055	19.1	32.4	ad_hoc	36.4	55	43.3	true	basic	low
Nigeria	Kano	2,023	State MoP	true	2,016	31.2	12.9	55	12.9	24.07	2,983,587	11	9	ad_hoc	29.5	104	57.6	false	advanced	none
Ghana	Kumasi	2,021	AMA	true	2,000	18.2	29.6	173	29.6	2.01	4,913,332	25.8	49	sectoral	25.8	93	28.6	false	advanced	none
Mozambique	Maputo	2,025	Municipio	false	2,012	21.5	26.3	137	26.3	12.88	1,933,963	24.9	24.7	ad_hoc	35.3	32	77.5	true	advanced	none
Malawi	Blantyre	2,024	MoHUD	true	2,016	23.4	26.9	150	26.9	17.4	105,002	19.4	24.1	comprehensive	34.9	112	36.4	false	basic	medium
Kenya	Kisumu	2,021	Nairobi County	false	2,019	29.7	29.6	144	29.6	22.08	2,358,878	23.5	20.9	ad_hoc	34.9	16	24	false	advanced	none
Egypt	Cairo	2,020	Giza Governorate	true	2,002	15.6	22.9	15	22.9	17.33	573,857	14.5	47.8	comprehensive	32.1	145	50.4	false	basic	none
Tanzania	Dar es Salaam	2,023	DAWASA	true	1,997	18.1	31.7	55	31.7	8.8	1,739,456	25.1	12.9	comprehensive	19.4	146	53.1	false	advanced	high
Kenya	Mombasa	2,018	CMA	false	2,014	30.6	14.1	109	14.1	20.65	2,886,164	9.7	23.9	comprehensive	26.1	118	27.4	true	none	medium
Uganda	Wakiso	2,024	KCCA	true	2,008	41.2	23.1	166	23.1	12.98	4,830,854	15.4	40.7	ad_hoc	13.7	32	52.1	false	advanced	low
Morocco	Casablanca	2,022	Urban Agency	false	2,009	31.2	20	71	20	8.57	769,344	18.7	47.9	sectoral	31	105	74.8	false	advanced	low
Senegal	Thies	2,023	Dakar Municipality	true	2,021	31.6	20	101	20	18.12	1,812,000	14.5	23.2	comprehensive	20.1	40	69.2	false	basic	low
Morocco	Rabat	2,021	Wilaya	false	1,998	20.4	15.9	26	15.9	10.21	1,408,320	10.8	16.3	ad_hoc	9.2	161	50.4	false	none	medium
Algeria	Oran	2,019	APC	true	2,009	26.7	30.9	175	30.9	6.06	1,270,913	24.9	35.3	comprehensive	9.8	89	50.6	false	basic	low
Ghana	Kumasi	2,025	MLGRD	false	2,014	39.4	23.9	16	23.9	9.42	1,219,846	14.8	32.4	none	25.8	151	75	false	basic	none

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