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
Mozambique	Maputo	2,018	MINEDH	false	2,014	9	8.7	111	8.7	17.78	2,068,777	7.2	36.2	sectoral	16.7	4	73	true	advanced	low
Ghana	Accra	2,021	MLGRD	false	2,012	31.9	25.3	115	25.3	22.39	3,917,775	17.8	31.4	ad_hoc	26.1	97	66.6	false	advanced	low
Mozambique	Maputo	2,018	Municipio	false	2,021	29.9	15.8	69	15.8	19.28	2,316,435	12.7	49	comprehensive	36.7	104	57.6	false	basic	medium
Mozambique	Maputo	2,018	MINEDH	false	2,012	21	10.6	85	10.6	22.71	1,221,720	7.4	31.6	ad_hoc	9.6	138	59.7	false	basic	low
Mozambique	Beira	2,019	MINEDH	false	1,995	14.4	23	56	23	16.17	198,674	19.4	22.2	none	14.7	166	35.6	false	none	low
Rwanda	Kigali	2,025	Kigali City	true	2,004	8.2	6.3	172	6.3	13.75	1,704,369	5.2	32.1	sectoral	9.2	94	41.8	false	basic	high
Nigeria	Abuja	2,024	State MoP	false	2,008	20.3	21.3	169	21.3	13.95	3,238,166	14	42.7	sectoral	34	113	46.5	false	basic	medium
Morocco	Casablanca	2,021	Wilaya	true	2,005	12.2	12.1	119	12.1	9.26	2,957,497	8.4	44.2	ad_hoc	25.9	48	31.5	true	basic	low
Zambia	Lusaka	2,018	MLGH	true	2,021	31.2	16.5	26	16.5	8.88	3,326,230	11.8	9.6	none	7.1	90	36.3	false	advanced	high
Rwanda	Kigali	2,019	RHA	false	1,998	19.8	23.7	22	23.7	5.35	1,524,338	18.2	36.3	ad_hoc	33.9	82	68.5	false	none	low
South Africa	Durban	2,022	City of Cape Town	false	2,000	30	21.2	99	21.2	16.48	4,481,902	19.8	23.2	sectoral	33.3	64	25.9	true	basic	medium
Senegal	Thies	2,022	Dakar Municipality	true	2,007	19.4	8.6	110	8.6	23.47	3,671,950	7.7	44.2	none	22.2	41	33.8	false	advanced	low
Morocco	Rabat	2,025	Urban Agency	false	2,021	7.4	12.4	35	12.4	8.45	1,295,896	7.9	37.2	comprehensive	6.7	18	70.9	false	none	low
Uganda	Kampala	2,025	MoWLUD	false	1,995	32.1	12.4	53	12.4	8.3	2,949,207	10	31	comprehensive	24	2	53.9	false	none	low
Zambia	Kitwe	2,025	Lusaka City	false	2,010	35.5	19.5	138	19.5	9.49	2,072,113	13.1	48.6	sectoral	28.2	35	71.7	true	advanced	high
Malawi	Lilongwe	2,021	MoHUD	true	1,995	29.9	23.4	29	23.4	9.25	904,791	21.6	21.9	ad_hoc	35.9	107	54.8	true	none	low
Mozambique	Beira	2,022	Municipio	false	2,012	24.3	10.2	116	10.2	4.77	1,989,205	7.9	47.2	sectoral	38.5	154	67.9	false	advanced	high
Zambia	Lusaka	2,025	Lusaka City	false	2,010	14.7	25.2	136	25.2	5.64	4,941,041	16.5	40.5	sectoral	23.7	51	61.5	false	basic	low
Egypt	Alexandria	2,022	Cairo Governorate	true	2,004	26.3	19.4	148	19.4	13.52	1,585,148	17	37.9	ad_hoc	33.8	90	71.3	true	basic	low
Rwanda	Kigali	2,018	RHA	true	2,013	31.8	23.9	72	23.9	11.74	2,733,685	22.2	47.6	comprehensive	14.6	35	62.3	false	none	none
Algeria	Oran	2,018	APC	true	2,006	24.7	24.8	53	24.8	24.73	3,733,717	15.5	16	ad_hoc	19	40	36.9	false	basic	low
Algeria	Oran	2,020	APC	true	2,009	16.7	17.5	167	17.5	4.91	3,307,615	16.6	31.9	sectoral	19.2	198	44.3	true	advanced	none
Zambia	Lusaka	2,023	MLGH	true	2,006	15.6	11.6	149	11.6	16.59	1,408,770	7.3	39	comprehensive	19.1	127	59.6	false	basic	low
Ethiopia	Addis Ababa	2,025	Regional Bureau	true	2,000	17.2	15	141	15	9.55	2,158,004	11.3	7.4	sectoral	23.3	176	78.3	true	advanced	medium
Tanzania	Dodoma	2,022	DAWASA	true	2,007	12	18.9	137	18.9	18.96	3,583,235	16.2	17.3	comprehensive	12.1	96	51.4	true	basic	none
Mozambique	Maputo	2,023	Municipio	false	2,015	10.2	17.9	28	17.9	3.1	4,795,737	16.5	43.9	none	28.3	62	53.7	false	advanced	none
Algeria	Oran	2,022	Direction Urbanisme	false	2,004	8.6	14.6	161	14.6	13.96	1,679,230	11.7	23.2	comprehensive	7	185	37.5	true	advanced	high
Rwanda	Rubavu	2,025	RHA	true	2,021	16.3	16.4	119	16.4	23.62	4,825,396	10.2	27.2	ad_hoc	27.6	9	55	true	advanced	high
Malawi	Blantyre	2,023	Blantyre City	false	2,005	9.1	13.3	164	13.3	10.31	4,376,446	12.6	17.1	none	5.1	94	77.1	false	basic	low
Mozambique	Maputo	2,019	MINEDH	true	2,020	22.3	6.6	46	6.6	7.14	3,698,672	6.3	49.8	sectoral	24.8	118	43.1	false	basic	medium
Nigeria	Kano	2,023	State MoP	false	2,010	10.4	6.7	27	6.7	5.04	1,242,426	6.1	47.5	ad_hoc	5.4	46	34.4	false	none	low
Kenya	Mombasa	2,019	Mombasa County	true	2,016	9.3	11.3	106	11.3	3.99	3,482,192	8.4	38.2	comprehensive	14	23	71.6	false	none	low
Senegal	Dakar	2,019	Dakar Municipality	false	2,001	11.9	24	129	24	17.46	3,553,328	22.5	12	sectoral	6.5	148	31.3	false	advanced	high
Mozambique	Maputo	2,024	Municipio	false	2,016	10.3	21.7	120	21.7	4.57	112,638	16.8	13.8	comprehensive	7.3	198	29.3	false	advanced	medium
Ethiopia	Addis Ababa	2,025	Regional Bureau	true	2,010	11.6	19.1	65	19.1	5.02	2,294,638	14.7	35.1	ad_hoc	23.4	139	67.8	false	none	none
Egypt	Cairo	2,022	Giza Governorate	true	2,020	35.3	8.1	119	8.1	3.42	371,660	7.5	47.4	sectoral	11.2	37	49.6	false	none	high
Algeria	Oran	2,021	APC	true	2,014	36.5	10.2	164	10.2	13.38	1,809,080	7.5	33.5	comprehensive	8.1	197	37.3	false	basic	none
Zambia	Kitwe	2,024	Lusaka City	true	2,016	9.1	6.1	114	6.1	4.4	535,495	5	42.3	ad_hoc	12.7	44	24.5	false	advanced	none
Malawi	Lilongwe	2,018	Blantyre City	true	2,005	13.4	17.2	154	17.2	8.45	668,829	12.1	25.2	none	36.2	156	36	false	basic	none
Morocco	Casablanca	2,022	Wilaya	false	2,005	19.4	20.1	145	20.1	18.86	2,490,860	14.5	31.2	none	21.1	115	28.5	false	advanced	high
Zambia	Kitwe	2,019	Lusaka City	false	1,998	22.2	14.4	167	14.4	16.87	4,540,487	11.9	22.6	comprehensive	29.3	25	66.4	true	advanced	high
Malawi	Blantyre	2,022	Blantyre City	false	2,011	21.9	16.8	87	16.8	22.29	3,906,545	15.8	41.9	ad_hoc	21.8	22	35.7	true	advanced	low
Zambia	Lusaka	2,018	Lusaka City	true	2,019	23.3	18.8	171	18.8	22.15	4,752,746	11.3	16.1	none	26.8	18	32.4	false	advanced	high
South Africa	Cape Town	2,024	City of Cape Town	false	2,009	13.8	12.2	173	12.2	20.74	418,062	9.7	48.5	ad_hoc	34.9	57	24.6	false	advanced	high
Rwanda	Kigali	2,021	RHA	false	2,021	28.3	6.4	41	6.4	7.77	734,859	5	17.9	none	32.6	109	66.9	true	basic	low
Senegal	Thies	2,018	Maire	true	1,995	12.5	8.3	28	8.3	15.5	559,901	6	16.2	comprehensive	28.2	13	74.2	false	none	low
Senegal	Thies	2,024	Maire	true	2,008	10.7	17.5	29	17.5	6.17	4,182,355	14.7	28.8	sectoral	15.3	109	64	true	basic	medium
Zambia	Kitwe	2,020	MLGH	false	1,998	23.6	8	116	8	6.1	3,386,768	6.6	48.6	comprehensive	11.8	89	50.1	true	advanced	none
Tanzania	Dar es Salaam	2,018	MLHUD	true	1,996	33.2	15.9	104	15.9	16.64	902,213	9.8	28.8	none	19.7	94	75.3	true	advanced	medium
Ethiopia	Dire Dawa	2,019	Addis Ababa City	false	2,014	29.7	12.9	144	12.9	13.91	4,336,014	9.1	31.6	comprehensive	28.5	197	21.3	false	none	low
Morocco	Casablanca	2,019	Urban Agency	true	2,018	15.6	25.5	31	25.5	2.16	484,875	18	31.2	ad_hoc	29.9	65	75.9	false	basic	none
Uganda	Wakiso	2,024	KCCA	false	2,012	18.5	11	22	11	7.62	713,252	10.1	43.8	ad_hoc	18.9	42	47.3	false	advanced	medium
Algeria	Oran	2,022	Direction Urbanisme	false	2,006	12.6	24.5	112	24.5	12.17	130,750	20.7	20.2	sectoral	21.1	110	74.9	false	basic	none
Rwanda	Rubavu	2,022	RHA	true	2,000	21.5	15.1	38	15.1	2.8	2,995,355	12.4	30.3	ad_hoc	27.2	123	61.9	false	advanced	high
Zambia	Lusaka	2,023	MLGH	true	2,017	24.4	19.2	24	19.2	13.56	3,388,140	13.2	26.5	ad_hoc	34.1	81	71.3	true	none	medium
Mozambique	Beira	2,024	MINEDH	false	1,997	28.1	23.1	140	23.1	19.92	2,702,633	19.6	18.2	sectoral	31.5	83	28.1	true	none	medium
Mozambique	Maputo	2,025	Municipio	false	2,008	21.8	24.9	176	24.9	3.45	2,194,467	21.2	32.3	comprehensive	34.1	27	74.1	false	advanced	low
Egypt	Giza	2,019	Cairo Governorate	true	1,996	20.3	7.3	80	7.3	11.35	3,384,547	5.2	6.7	none	37.9	150	40.8	true	basic	low
Zambia	Lusaka	2,023	Lusaka City	true	2,020	15.2	13.7	60	13.7	8.42	579,795	9.5	45.6	sectoral	23.9	25	21.1	false	advanced	high
Tanzania	Dodoma	2,020	MLHUD	true	2,003	31.8	19.8	17	19.8	18.04	2,463,885	16.1	31.4	sectoral	36.9	35	24.9	false	basic	low
Mozambique	Beira	2,024	Municipio	true	2,007	8.5	20.6	89	20.6	21.61	4,197,593	14.4	22.1	none	8	43	72.8	false	advanced	high
Mozambique	Beira	2,018	Municipio	true	1,995	8.8	22.4	153	22.4	20.03	2,226,042	19.6	41.5	comprehensive	25.1	11	61.5	false	advanced	medium
Algeria	Oran	2,019	Direction Urbanisme	false	2,015	10.9	11.4	159	11.4	24.4	4,616,977	10.4	18.4	none	11.1	54	58.8	true	advanced	medium
Egypt	Giza	2,025	Cairo Governorate	false	2,017	16.5	15.8	99	15.8	15.96	3,724,930	10.4	35	comprehensive	7.9	171	29.5	false	basic	none
Morocco	Casablanca	2,019	Wilaya	true	1,996	36.7	23.6	175	23.6	8.04	3,459,748	15.9	5.7	comprehensive	18	78	64.7	false	none	low
Malawi	Blantyre	2,022	Blantyre City	true	2,001	30.5	18	154	18	24.17	4,456,338	15.5	39.4	comprehensive	12.4	18	35.5	true	none	medium
Uganda	Kampala	2,019	KCCA	false	2,009	29.9	15.2	83	15.2	23.29	2,068,507	13.3	32	ad_hoc	11.2	22	42	false	none	none
Morocco	Casablanca	2,020	Urban Agency	false	2,016	15.2	20	159	20	10.47	4,131,450	17.2	23.4	ad_hoc	37	196	44.9	false	advanced	none
Zambia	Kitwe	2,025	MLGH	true	2,003	9.8	24.6	95	24.6	4.17	2,913,438	17.5	18	sectoral	27.3	8	73.3	false	none	none
Nigeria	Lagos	2,020	FCT Authority	true	1,999	10.8	19.3	32	19.3	12.95	3,727,544	14.8	43.7	ad_hoc	21.6	83	32.1	false	none	low
Kenya	Kisumu	2,019	CMA	true	2,002	29.2	23.8	179	23.8	4.12	2,317,372	20.2	26.9	ad_hoc	27	120	27	true	advanced	low
Egypt	Alexandria	2,018	Giza Governorate	false	2,018	36.4	15.1	150	15.1	17.31	4,795,489	14.4	22.7	ad_hoc	19.1	171	22.1	false	basic	none
Kenya	Mombasa	2,018	Nairobi County	false	1,996	21.2	19.4	87	19.4	16.15	529,793	15.5	39.7	ad_hoc	21.1	38	74.7	false	basic	low
Ethiopia	Addis Ababa	2,021	Regional Bureau	true	1,999	25.6	9.9	115	9.9	21.1	1,061,141	9.1	5.7	none	34.9	31	53.4	true	none	high
Algeria	Algiers	2,025	APC	true	2,020	19.8	21.8	171	21.8	2.91	2,436,018	19.4	36.8	comprehensive	18.2	33	72.7	true	basic	medium
Uganda	Wakiso	2,020	KCCA	false	1,999	36.9	22.1	174	22.1	3.76	1,465,455	14.3	5.4	none	19.5	140	55.7	false	none	none
Ghana	Accra	2,020	AMA	true	2,010	17.6	17.8	153	17.8	8.14	3,815,932	12.4	12.7	none	33.4	33	77	false	advanced	none
Morocco	Casablanca	2,021	Wilaya	false	2,013	18.3	6.6	36	6.6	14.55	1,413,868	5	15.8	sectoral	15.4	41	52.8	false	basic	none
Senegal	Thies	2,020	Dakar Municipality	false	2,003	21.8	19.5	169	19.5	10.78	2,684,072	16.6	7.7	sectoral	27.7	18	74.6	false	none	medium
Mozambique	Maputo	2,024	MINEDH	true	1,995	30.1	5.7	45	5.7	17.13	264,233	5	38.6	none	20.7	40	48.6	false	basic	none
Algeria	Oran	2,021	Direction Urbanisme	true	2,001	24.1	9.6	38	9.6	20.14	4,728,762	7.4	22.4	none	37.6	158	52	false	none	none
Egypt	Alexandria	2,021	Giza Governorate	false	1,998	33.8	7.4	159	7.4	20.05	3,340,621	6.3	36	none	39.5	106	54.9	true	none	none
Senegal	Thies	2,019	Dakar Municipality	true	1,995	30	16.4	96	16.4	16.98	4,619,377	12.6	21.1	none	15.9	71	44.5	false	basic	high
Mozambique	Beira	2,025	Municipio	false	2,013	20.8	15	172	15	24.6	1,229,539	9.8	12.4	sectoral	9.4	78	79.6	true	basic	low
Uganda	Wakiso	2,018	MoWLUD	true	1,997	7.5	18.2	72	18.2	16.14	154,479	12.6	26.1	sectoral	30.8	31	75.8	false	advanced	low
Senegal	Dakar	2,022	Dakar Municipality	true	2,009	28.9	15.7	133	15.7	19.53	2,514,084	10.9	13.4	ad_hoc	31.5	31	57.5	false	none	low
Rwanda	Rubavu	2,025	Kigali City	false	2,004	32.9	17.2	146	17.2	10.62	2,043,636	14.6	20	comprehensive	11	194	66.7	false	basic	medium
Rwanda	Rubavu	2,020	Kigali City	false	1,996	36.3	9.1	160	9.1	10.11	2,969,293	6.6	30.1	none	31	7	39.5	false	none	high
Algeria	Oran	2,024	Direction Urbanisme	true	2,012	15.8	24.8	112	24.8	5.52	4,155,577	15.7	40.6	none	23.5	129	28.1	false	basic	high
Rwanda	Kigali	2,020	RHA	false	2,004	20.1	6	82	6	18.69	677,934	5	40.4	ad_hoc	29.8	162	25.4	true	basic	low
Nigeria	Abuja	2,018	FCT Authority	false	2,008	16.6	17.3	134	17.3	21.38	1,657,980	13.9	28.2	none	30.2	147	52.9	false	advanced	none
Mozambique	Maputo	2,021	MINEDH	true	2,012	35.9	16.1	167	16.1	22.9	3,477,464	12.1	10.6	sectoral	32.5	148	68	false	basic	low
Nigeria	Ibadan	2,023	State MoP	false	2,013	30.7	6	126	6	22.15	1,901,503	5	48	none	26.2	111	58	false	none	none
Algeria	Algiers	2,020	APC	false	2,003	36.5	14.4	73	14.4	11.3	2,100,773	11.1	15.9	ad_hoc	19.6	174	54.8	false	none	medium
Tanzania	Dodoma	2,018	DAWASA	false	1,995	20.1	12.3	140	12.3	20.31	4,783,234	11.5	27.5	ad_hoc	12	115	30.2	true	none	high
Egypt	Giza	2,019	Cairo Governorate	true	2,012	33.9	19.6	95	19.6	10.37	90,979	13.5	40.2	comprehensive	28	72	72.4	false	basic	medium
Algeria	Algiers	2,018	APC	true	2,016	29.8	7.8	178	7.8	22.66	3,312,365	5	47.5	ad_hoc	21.1	56	54.4	false	none	none
Nigeria	Kano	2,025	Lagos State	false	2,014	23.4	22	28	22	12.76	2,682,936	14.8	18.5	comprehensive	34.9	3	44.2	false	none	medium
Zambia	Lusaka	2,022	Lusaka City	false	2,004	8.9	22	59	22	24.88	4,376,940	17.3	28.9	ad_hoc	35.9	123	30.4	true	none	medium
Zambia	Lusaka	2,023	Lusaka City	true	2,006	14.5	16.9	138	16.9	23.46	1,681,149	14.5	42.5	none	8.6	50	20.8	false	advanced	medium

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