Datasets:

electricsheepafrica
/

africa-synth-trade-customs-clearance-times-all

record_id int64 1 30k	scenario stringclasses 3 values	country stringclasses 12 values	border_post stringclasses 56 values	corridor stringclasses 55 values	year int64 2.02k 2.03k	commodity_type stringclasses 12 values	trade_type stringclasses 3 values	clearance_time_hours float64 1.18 1.47k	document_processing_hours float64 0.41 642	physical_inspection_hours float64 0.23 369	documentation_count int64 2 18	compliance_rate float64 0.36 0.99	informal_payment_incidence float64 0.01 0.74	cost_per_container_usd float64 735 21.6k	single_window_adoption_pct float64 0.05 0.98	pre_arrival_processing_pct float64 0.02 0.91	clearance_status stringclasses 3 values	inspection_rate float64 0.05 0.95	facilitation_score float64 0.1 0.98
1	baseline	Uganda	Kampala ICD	Mombasa-Kampala	2,018	Textiles & Apparel	Import	145.99	59.72	34.83	16	0.7592	0.2388	4,085.64	0.2874	0.301	Cleared	0.4068	0.364
2	baseline	Ghana	Elubo Border	Accra-Abidjan	2,023	Manufactured Goods	Export	22.58	7.75	5.97	6	0.8726	0.2546	2,429.39	0.371	0.3177	Cleared	0.3927	0.565
3	baseline	Rwanda	Kigali Dry Port	Dar es Salaam-Kigali	2,023	Pharmaceuticals	Export	49.6	15.33	9.14	14	0.8812	0.064	1,684.05	0.8525	0.4375	Cleared	0.1249	0.7841
4	baseline	Ethiopia	Moyale Border	Addis-Nairobi	2,024	Construction Materials	Transit	69.8	31.12	12.18	10	0.7767	0.01	4,235.13	0.2593	0.181	Cleared	0.4381	0.4078
5	baseline	Kenya	Busia Border	Kisumu-Kampala	2,022	Agricultural Products	Import	47.5	20.48	9.94	15	0.8634	0.2262	1,933.8	0.5465	0.37	Cleared	0.2958	0.7161
6	baseline	Ethiopia	Moyale Border	Addis-Nairobi	2,025	Minerals & Ores	Export	53.19	22.63	14.3	3	0.8084	0.1544	2,791.73	0.1774	0.3754	Cleared	0.4781	0.4621
7	baseline	Uganda	Kampala ICD	Mombasa-Kampala	2,024	Vehicles & Parts	Export	162.36	53.84	24.43	9	0.7422	0.1817	3,072.58	0.3634	0.2021	Cleared	0.464	0.4834
8	baseline	South Africa	Beitbridge Border	Johannesburg-Harare	2,024	Vehicles & Parts	Transit	64.28	25.56	10.72	18	0.8353	0.01	3,227.89	0.6129	0.3184	Cleared	0.2352	0.7117
9	baseline	Nigeria	Jibia Border	Katsina-Kano	2,024	Minerals & Ores	Export	79.39	33.45	23.39	17	0.7133	0.4091	3,798.22	0.1209	0.0619	Cleared	0.5317	0.2574
10	baseline	Nigeria	Tin Can Port	Lagos-TinCan	2,021	Chemicals	Import	183.62	81.08	29.16	18	0.6462	0.3064	4,597.24	0.1209	0.2131	Cleared	0.5004	0.3057
11	baseline	Ghana	Elubo Border	Accra-Abidjan	2,025	Machinery & Equipment	Import	36.75	17.37	5.81	17	0.899	0.1263	2,248	0.4749	0.311	Cleared	0.3702	0.5707
12	baseline	South Africa	Lebombo Border	Johannesburg-Maputo	2,020	Petroleum Products	Import	26.61	10.91	4.19	9	0.9167	0.2601	2,298.03	0.712	0.3335	Cleared	0.2732	0.7699
13	baseline	Rwanda	Kigali Dry Port	Dar es Salaam-Kigali	2,020	Manufactured Goods	Transit	44	16.92	12.92	4	0.8604	0.1739	2,062.42	0.8443	0.3759	Cleared	0.2016	0.8071
14	baseline	Zambia	Chirundu Border	Lusaka-Harare	2,018	Electronics	Import	48.12	19.32	13.36	4	0.721	0.2433	3,859.5	0.2829	0.1634	Rejected	0.4024	0.3921
15	baseline	Mozambique	Port of Maputo	Maputo-Johannesburg	2,022	Electronics	Export	56.01	20.32	10.63	6	0.7641	0.3184	4,278.39	0.0891	0.2266	Rejected	0.5356	0.3841
16	baseline	Nigeria	Jibia Border	Katsina-Kano	2,021	Textiles & Apparel	Import	50.36	17.98	10.87	6	0.6688	0.2226	4,446.41	0.2402	0.139	Cleared	0.5249	0.2447
17	baseline	South Africa	Beitbridge Border	Johannesburg-Harare	2,019	Agricultural Products	Export	24.65	9.09	6.24	4	0.9154	0.1652	1,873.96	0.5992	0.4911	Cleared	0.2	0.6498
18	baseline	Kenya	Busia Border	Kisumu-Kampala	2,024	Pharmaceuticals	Transit	17.46	7.2	2.91	4	0.9335	0.2654	2,235.22	0.558	0.3381	Cleared	0.2599	0.6328
19	baseline	Tanzania	Mutukula Border	Dar es Salaam-Kampala	2,025	Manufactured Goods	Transit	61	27.82	17.24	16	0.7779	0.1053	4,397.92	0.3851	0.3492	Cleared	0.4722	0.4564
20	baseline	Kenya	Namanga Border	Nairobi-Arusha	2,024	Chemicals	Export	33.62	11.76	5.85	10	0.8143	0.1263	1,672.25	0.6047	0.3413	Cleared	0.3323	0.6273
21	baseline	Ghana	Tema Port	Accra-Tema	2,024	Food & Beverages	Import	104.82	44.9	22.01	11	0.84	0.2905	2,512.65	0.423	0.2639	Rejected	0.3945	0.6655
22	baseline	Kenya	Mombasa Port	Mombasa-Nairobi	2,023	Chemicals	Export	56.08	21.15	13.26	9	0.8556	0.1463	2,134.68	0.664	0.3265	Cleared	0.2874	0.5692
23	baseline	Ethiopia	Galafi Border	Djibouti-Addis	2,019	Pharmaceuticals	Transit	106.58	51.16	24.09	8	0.7735	0.1445	3,237.36	0.2793	0.1679	Cleared	0.3801	0.438
24	baseline	Mozambique	Machipanda Border	Maputo-Harare	2,021	Vehicles & Parts	Transit	60	25.28	11.9	12	0.777	0.1279	5,210.4	0.1114	0.1825	Rejected	0.4748	0.307
25	baseline	Côte d'Ivoire	Noé Border	Abidjan-Accra	2,022	Machinery & Equipment	Export	32.42	11.31	7.17	10	0.7877	0.2462	2,876.45	0.2195	0.2683	Cleared	0.4046	0.3949
26	baseline	South Africa	Durban Port	Durban-Johannesburg	2,025	Agricultural Products	Export	50.42	19.81	11.78	17	0.7877	0.1433	2,017.81	0.6374	0.4098	Cleared	0.2174	0.7042
27	baseline	Mozambique	Machipanda Border	Maputo-Harare	2,022	Vehicles & Parts	Import	55.37	24.94	15.28	13	0.6248	0.2163	5,034.73	0.1632	0.1943	Cleared	0.4734	0.3444
28	baseline	Ethiopia	Togochale Border	Addis-Berbera	2,019	Minerals & Ores	Import	76.1	29.03	17.61	15	0.779	0.133	3,154.82	0.2049	0.3026	Cleared	0.3735	0.3872
29	baseline	Senegal	Port of Dakar	Dakar-Bamako	2,025	Textiles & Apparel	Export	138.08	62.07	32.02	15	0.807	0.165	2,412.52	0.3602	0.313	Cleared	0.3489	0.5646
30	baseline	Zambia	Dry Port Beira	Beira-Lusaka	2,025	Minerals & Ores	Transit	172.67	74.7	28.07	15	0.6807	0.0712	4,750.55	0.2661	0.2524	Cleared	0.4152	0.4327
31	baseline	Tanzania	Tunduma Border	Dar es Salaam-Lusaka	2,021	Agricultural Products	Import	119	41.04	19.07	18	0.7975	0.2201	3,523.01	0.357	0.2438	Cleared	0.3786	0.4445
32	baseline	Uganda	Kampala ICD	Mombasa-Kampala	2,023	Machinery & Equipment	Import	113.31	55.83	29.21	15	0.7601	0.2123	3,811.46	0.2554	0.2932	Rejected	0.3423	0.3899
33	baseline	Rwanda	Gatuna Border	Kigali-Kampala	2,019	Construction Materials	Transit	6.96	3.04	1.88	3	0.8769	0.1016	1,813.77	0.9096	0.4289	Cleared	0.2024	0.8503
34	baseline	Rwanda	Nemba Border	Kigali-Bujumbura	2,019	Chemicals	Export	21.37	9.55	6.3	10	0.8631	0.0537	1,912.06	0.7942	0.3936	Cleared	0.1462	0.7808
35	baseline	Nigeria	Seme Border	Lagos-Cotonou	2,025	Machinery & Equipment	Export	87.9	35.06	17.47	9	0.6027	0.2133	4,124.96	0.1479	0.1985	Cleared	0.5872	0.2564
36	baseline	Nigeria	Tin Can Port	Lagos-TinCan	2,024	Petroleum Products	Export	114.02	44.42	17.4	13	0.6642	0.2657	4,495.88	0.1531	0.2385	Cleared	0.5153	0.2849
37	baseline	Ethiopia	Galafi Border	Djibouti-Addis	2,021	Textiles & Apparel	Import	106.08	52	26.89	9	0.8906	0.2271	3,516.3	0.2889	0.319	Cleared	0.3079	0.3998
38	baseline	Tanzania	Namanga Border	Dar es Salaam-Nairobi	2,022	Textiles & Apparel	Import	54.41	22.34	13.85	8	0.9105	0.311	4,059.65	0.2186	0.242	Cleared	0.3577	0.4803
39	baseline	Kenya	Busia Border	Kisumu-Kampala	2,025	Petroleum Products	Import	15.88	6.94	2.74	10	0.9041	0.2232	1,586.13	0.5825	0.3481	Cleared	0.2534	0.6838
40	baseline	Côte d'Ivoire	Kong Border	Abidjan-Bobo Dioulasso	2,023	Petroleum Products	Import	37.26	11.63	10.96	8	0.8086	0.3382	3,626.83	0.2524	0.1916	Cleared	0.4232	0.5132
41	baseline	Kenya	Malaba Border	Eldoret-Kampala	2,023	Electronics	Import	18.33	8.65	2.95	10	0.9475	0.1565	2,209.84	0.5671	0.2476	Cleared	0.3064	0.6734
42	baseline	Uganda	Mutukula Border	Kampala-Dar es Salaam	2,025	Minerals & Ores	Import	58.67	24.28	11.34	4	0.7933	0.2908	4,485.72	0.2429	0.0836	Cleared	0.4036	0.4408
43	baseline	Rwanda	Rusizi Border	Kigali-Bukavu	2,024	Manufactured Goods	Import	27.04	13.25	8.11	8	0.8577	0.0423	1,674.02	0.9313	0.4352	Cleared	0.0983	0.7293
44	baseline	Mozambique	Ressano Garcia Border	Maputo-Johannesburg	2,024	Petroleum Products	Transit	37.65	12.08	6.56	11	0.7038	0.1605	5,249.87	0.1736	0.1382	Cleared	0.4967	0.3849
45	baseline	Ethiopia	Dire Dawa Dry Port	Djibouti-Addis	2,025	Food & Beverages	Transit	192.3	75.46	30.41	12	0.8009	0.0691	3,450.89	0.246	0.2406	Cleared	0.3977	0.5063
46	baseline	Senegal	Kolda Border	Dakar-Bissau	2,019	Pharmaceuticals	Export	32.39	13.29	5.31	11	0.8887	0.3866	2,492.92	0.3257	0.2572	Cleared	0.3165	0.5008
47	baseline	Rwanda	Nemba Border	Kigali-Bujumbura	2,025	Machinery & Equipment	Import	11.63	5.23	1.98	12	0.99	0.1967	1,931.58	0.8778	0.3667	Cleared	0.1497	0.8236
48	baseline	Mozambique	Machipanda Border	Maputo-Harare	2,025	Petroleum Products	Transit	54.1	24.49	11.18	13	0.6803	0.3873	4,536.26	0.2367	0.1847	Cleared	0.5054	0.3396
49	baseline	Zambia	Mwami Border	Lusaka-Lilongwe	2,024	Food & Beverages	Import	51.89	20.71	8.07	7	0.5727	0.1092	3,792.69	0.3196	0.1208	Cleared	0.4064	0.411
50	baseline	Rwanda	Gatuna Border	Kigali-Kampala	2,019	Textiles & Apparel	Import	10.7	5.03	2.98	12	0.8302	0.0211	1,907.52	0.8335	0.3107	Cleared	0.1647	0.8242
51	baseline	Ghana	Tema Port	Accra-Tema	2,022	Agricultural Products	Export	90	32.39	13.89	8	0.8714	0.1798	2,364.64	0.3666	0.3245	Cleared	0.2985	0.5897
52	baseline	South Africa	Cape Town Port	Cape Town-Johannesburg	2,019	Food & Beverages	Export	51.04	20.02	9.6	14	0.8576	0.1076	2,098.43	0.6362	0.2384	Cleared	0.2736	0.7652
53	baseline	Mozambique	Port of Nacala	Nacala-Lilongwe	2,024	Food & Beverages	Export	68.36	32.18	11.35	3	0.8932	0.1846	4,117.54	0.178	0.2792	Cleared	0.4994	0.336
54	baseline	Mozambique	Port of Maputo	Maputo-Johannesburg	2,025	Construction Materials	Import	77.28	32.57	15.68	4	0.7797	0.1672	3,846.76	0.165	0.1038	Cleared	0.5097	0.3202
55	baseline	Tanzania	Tunduma Border	Dar es Salaam-Lusaka	2,018	Chemicals	Export	51.12	17.13	8.68	18	0.8456	0.01	2,986.13	0.2114	0.2094	Cleared	0.3967	0.5632
56	baseline	Tanzania	Mutukula Border	Dar es Salaam-Kampala	2,025	Petroleum Products	Transit	74.22	33.02	22.04	11	0.7251	0.3395	3,931.86	0.2612	0.3143	Cleared	0.3571	0.4575
57	baseline	Mozambique	Ressano Garcia Border	Maputo-Johannesburg	2,025	Chemicals	Import	46.47	19.16	13.35	4	0.6945	0.2452	4,452.89	0.249	0.0724	Cleared	0.4616	0.3949
58	baseline	Tanzania	Tunduma Border	Dar es Salaam-Lusaka	2,019	Machinery & Equipment	Transit	44.98	20.18	13.13	11	0.7757	0.0829	4,409.6	0.3492	0.2863	Cleared	0.3591	0.4734
59	baseline	Kenya	Busia Border	Kisumu-Kampala	2,021	Petroleum Products	Transit	48.71	19.92	14.45	3	0.9534	0.0991	2,541.8	0.5594	0.3535	Cleared	0.2434	0.6707
60	baseline	Kenya	Busia Border	Kisumu-Kampala	2,021	Minerals & Ores	Export	25.7	10.72	6.99	11	0.8331	0.1647	2,161.56	0.5662	0.2466	Cleared	0.4179	0.6352
61	baseline	South Africa	Durban Port	Durban-Johannesburg	2,024	Manufactured Goods	Import	54.65	16.57	10.37	17	0.7973	0.1665	2,471.88	0.6137	0.3742	Cleared	0.2153	0.7712
62	baseline	Côte d'Ivoire	Sassandra Border	Abidjan-Monrovia	2,025	Manufactured Goods	Export	63.98	27.43	9.9	13	0.7323	0.3831	2,964.89	0.2586	0.2378	Cleared	0.3396	0.4872
63	baseline	Mozambique	Port of Beira	Beira-Harare	2,019	Textiles & Apparel	Export	88.16	36.98	17.12	9	0.6179	0.1552	3,855.69	0.2066	0.1615	Cleared	0.5164	0.336
64	baseline	Rwanda	Nemba Border	Kigali-Bujumbura	2,025	Food & Beverages	Import	15.09	5.82	3.77	14	0.9385	0.0396	1,873.58	0.8665	0.3996	Cleared	0.165	0.8325
65	baseline	South Africa	Kopfontein Border	Johannesburg-Gaborone	2,018	Vehicles & Parts	Export	22.6	11.04	4.82	18	0.9399	0.1305	2,036.06	0.5899	0.4105	Cleared	0.2268	0.7187
66	baseline	Ghana	Tema Port	Accra-Tema	2,022	Vehicles & Parts	Import	66.2	31.05	19.61	8	0.8011	0.238	2,230.36	0.3928	0.2642	Rejected	0.3651	0.5154
67	baseline	Tanzania	Mutukula Border	Dar es Salaam-Kampala	2,025	Chemicals	Import	81.16	26.65	19.88	5	0.7254	0.328	3,662.53	0.3313	0.2961	Cleared	0.3562	0.5283
68	baseline	Kenya	Namanga Border	Nairobi-Arusha	2,020	Electronics	Import	24.89	10.49	5.28	12	0.9221	0.1706	2,289.96	0.5364	0.349	Cleared	0.2592	0.6162
69	baseline	Kenya	Namanga Border	Nairobi-Arusha	2,022	Electronics	Import	40.36	18.28	7.81	14	0.8655	0.2184	2,214.59	0.5262	0.3383	Cleared	0.3064	0.7135
70	baseline	Nigeria	Idiroko Border	Lagos-Porto Novo	2,025	Manufactured Goods	Import	73.23	28.25	15.43	14	0.6744	0.2459	4,259.92	0.05	0.2378	Cleared	0.592	0.2821
71	baseline	Nigeria	Idiroko Border	Lagos-Porto Novo	2,025	Machinery & Equipment	Import	79.85	35.86	14.63	7	0.7075	0.2938	4,371.65	0.1088	0.0952	Cleared	0.5561	0.2541
72	baseline	Ghana	Tema Port	Accra-Tema	2,020	Machinery & Equipment	Import	50.33	24.67	12.29	13	0.8263	0.0916	2,623.76	0.3336	0.2316	Cleared	0.2769	0.4352
73	baseline	Uganda	Malaba Border	Kampala-Eldoret	2,020	Agricultural Products	Import	71.43	26.46	11.51	15	0.6231	0.1825	4,076.7	0.2521	0.2562	Cleared	0.4372	0.4369
74	baseline	Senegal	Koumpentoum Border	Dakar-Banjul	2,023	Construction Materials	Transit	33.82	12.32	7.49	8	0.7439	0.2267	3,313.47	0.4352	0.3278	Cleared	0.3695	0.4422
75	baseline	Kenya	Namanga Border	Nairobi-Arusha	2,024	Petroleum Products	Export	33.9	12.8	9.02	11	0.99	0.1387	1,790.43	0.5193	0.2853	Cleared	0.263	0.6324
76	baseline	Zambia	Kazungula Border	Lusaka-Gaborone	2,025	Chemicals	Import	36.63	15.79	9.13	5	0.6992	0.3026	4,232.45	0.3051	0.249	Cleared	0.4401	0.443
77	baseline	Uganda	Busia Border	Kampala-Kisumu	2,023	Manufactured Goods	Import	52.83	20.99	9.72	4	0.8421	0.2248	4,173.46	0.2929	0.197	Cleared	0.4623	0.3508
78	baseline	Uganda	Malaba Border	Kampala-Eldoret	2,025	Electronics	Import	65.45	29.73	17.76	17	0.7964	0.2474	4,424.8	0.2164	0.2679	Cleared	0.3892	0.4541
79	baseline	Ghana	Paga Border	Tamale-Ouagadougou	2,021	Petroleum Products	Transit	22.29	8.65	5.92	4	0.7798	0.2086	2,591.17	0.3741	0.2925	Cleared	0.2857	0.4879
80	baseline	Uganda	Busia Border	Kampala-Kisumu	2,025	Vehicles & Parts	Transit	65.39	20.72	11.38	3	0.6969	0.1128	4,832.51	0.2907	0.197	Rejected	0.4538	0.3451
81	baseline	Rwanda	Kigali Dry Port	Dar es Salaam-Kigali	2,022	Chemicals	Import	65.32	31.75	18.02	18	0.9352	0.01	1,542.23	0.8767	0.4475	Cleared	0.1427	0.7942
82	baseline	Senegal	Koumpentoum Border	Dakar-Banjul	2,018	Agricultural Products	Import	31.78	13.4	6.78	18	0.94	0.2196	2,596.52	0.3766	0.2807	Cleared	0.3697	0.4874
83	baseline	Mozambique	Machipanda Border	Maputo-Harare	2,018	Vehicles & Parts	Export	74.08	27.45	17.45	3	0.6782	0.2856	4,400.85	0.1532	0.1817	Rejected	0.4124	0.356
84	baseline	Rwanda	Nemba Border	Kigali-Bujumbura	2,018	Food & Beverages	Transit	15.99	5.9	4.16	8	0.9358	0.01	1,813.4	0.8458	0.3563	Cleared	0.0797	0.7939
85	baseline	Uganda	Busia Border	Kampala-Kisumu	2,025	Petroleum Products	Export	92.95	36.39	18.03	11	0.7401	0.2554	3,711.08	0.3924	0.2563	Cleared	0.4699	0.4357
86	baseline	Kenya	Namanga Border	Nairobi-Arusha	2,021	Manufactured Goods	Transit	39.63	18.94	10.36	5	0.9405	0.2124	2,214.21	0.6078	0.3135	Cleared	0.343	0.6223
87	baseline	Zambia	Mwami Border	Lusaka-Lilongwe	2,019	Electronics	Transit	30.57	11.18	5.94	16	0.7519	0.096	4,601.66	0.2771	0.2663	Cleared	0.4372	0.311
88	baseline	Tanzania	Dar es Salaam Port	Dar-Nairobi	2,019	Pharmaceuticals	Import	114.38	35.03	31.72	4	0.7146	0.1605	3,207.04	0.3457	0.2664	Cleared	0.3367	0.5631
89	baseline	Mozambique	Port of Beira	Beira-Harare	2,024	Chemicals	Import	84.83	32.2	20.99	11	0.642	0.2401	4,511.02	0.1947	0.1197	Cleared	0.4511	0.3653
90	baseline	Zambia	Mwami Border	Lusaka-Lilongwe	2,021	Electronics	Import	46.72	21.98	10.18	5	0.7267	0.2858	3,554.82	0.3145	0.2576	Cleared	0.4344	0.4619
91	baseline	Côte d'Ivoire	Noé Border	Abidjan-Accra	2,021	Textiles & Apparel	Transit	59.15	27.13	13.39	7	0.7373	0.2668	3,970.61	0.3368	0.3062	Cleared	0.3838	0.434
92	baseline	Mozambique	Port of Maputo	Maputo-Johannesburg	2,019	Food & Beverages	Transit	55.43	25.76	8.93	8	0.6585	0.353	4,822.56	0.1282	0.218	Cleared	0.5301	0.3196
93	baseline	South Africa	Lebombo Border	Johannesburg-Maputo	2,023	Manufactured Goods	Transit	28.28	13.77	5.2	12	0.9086	0.1996	2,541.33	0.5957	0.3838	Cleared	0.2808	0.7092
94	baseline	Mozambique	Machipanda Border	Maputo-Harare	2,019	Pharmaceuticals	Import	94.32	41.89	22.71	9	0.7475	0.2966	3,837.22	0.2055	0.1772	Cleared	0.4469	0.3291
95	baseline	Mozambique	Ressano Garcia Border	Maputo-Johannesburg	2,024	Manufactured Goods	Import	42.52	16.86	11.51	7	0.8207	0.2133	3,968.41	0.2158	0.1993	Cleared	0.4531	0.3833
96	baseline	Ethiopia	Metema Border	Addis-Khartoum	2,024	Chemicals	Transit	33.55	12.21	7.38	8	0.856	0.1734	3,770.68	0.334	0.2684	Cleared	0.3774	0.455
97	baseline	Ethiopia	Togochale Border	Addis-Berbera	2,024	Machinery & Equipment	Export	56.33	20.37	8.64	18	0.7935	0.2694	2,635.11	0.334	0.2313	Cleared	0.4444	0.4982
98	baseline	Tanzania	Holili Border	Dar es Salaam-Nairobi	2,018	Agricultural Products	Import	68.6	25.6	14.41	6	0.6491	0.1504	3,450.17	0.3015	0.2273	Cleared	0.4029	0.4297
99	baseline	South Africa	Durban Port	Durban-Johannesburg	2,022	Chemicals	Export	59.03	22.45	9.21	13	0.9392	0.2307	2,149.24	0.6201	0.2915	Cleared	0.2672	0.7029
100	baseline	South Africa	Lebombo Border	Johannesburg-Maputo	2,025	Construction Materials	Transit	25.13	10	5.89	3	0.8717	0.0935	2,652.61	0.5882	0.3852	Cleared	0.2196	0.8201

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⚠️ Synthetic dataset — Parameterized from published SSA literature, not real observations. Not suitable for empirical analysis or policy inference.

African Customs Clearance Times

Synthetic dataset of customs clearance operations across 12 Sub-Saharan African countries, modelling three operational scenarios relevant to trade facilitation and the African Continental Free Trade Area (AfCFTA).

Dataset Summary

Field	Value
Records	30,000
Countries	12
Scenarios	3
Records per scenario	10,000
Temporal range	2018–2025

Scenarios

Scenario	Description
`baseline`	Current-state customs operations with existing inefficiencies
`digitized_single_window`	Simulated adoption of national single-window electronic trade systems
`border_closures`	Disruption from border closures, strikes, or pandemic-related restrictions

Countries

Kenya, Nigeria, South Africa, Ghana, Tanzania, Ethiopia, Rwanda, Senegal, Côte d'Ivoire, Mozambique, Uganda, Zambia

Variables

Variable	Type	Description
`record_id`	int	Unique identifier
`scenario`	str	baseline, digitized_single_window, or border_closures
`country`	str	Country name
`border_post`	str	Border crossing or port name
`corridor`	str	Trade corridor (origin-destination)
`year`	int	Year of transaction (2018–2025)
`commodity_type`	str	Category of goods traded
`trade_type`	str	Import, Export, or Transit
`clearance_time_hours`	float	Total time from submission to release (hours)
`document_processing_hours`	float	Time spent on document review
`physical_inspection_hours`	float	Time spent on physical goods inspection
`documentation_count`	int	Number of required documents
`compliance_rate`	float	Proportion of shipments fully compliant (0–1)
`informal_payment_incidence`	float	Probability of informal facilitation payments (0–1)
`cost_per_container_usd`	float	Direct clearance cost per TEU in USD
`single_window_adoption_pct`	float	Share of transactions processed via single window (0–1)
`pre_arrival_processing_pct`	float	Share using pre-arrival clearance (0–1)
`clearance_status`	str	Cleared, Held, or Rejected
`inspection_rate`	float	Proportion of shipments physically inspected (0–1)
`facilitation_score`	float	Composite trade facilitation score (0–1)

Key Design Decisions

Kenya Mombasa–Nairobi corridor: Baseline median clearance ~72–120 hours (3–5 days), reflecting known bottlenecks at East Africa's busiest port.
Rwanda single window: Simulates sub-24-hour clearance for the majority of transactions, reflecting Rwanda's lead in single-window adoption in the region.
Nigeria baseline: Highest clearance times, reflecting complex multi-agency processes at Lagos ports.
Efficiency ranking: Countries are ranked by trade facilitation maturity; this ranking shapes all scenario outputs.

Intended Uses

Trade facilitation policy simulation
AfCFTA readiness benchmarking
Logistics and supply-chain optimization research
Machine learning on tabular trade data
Comparative analysis of customs modernization interventions

Limitations

This is a synthetic dataset. It captures statistical patterns informed by real-world customs performance indicators (World Bank Doing Business trade across borders, WCO data) but does not represent actual individual transactions. Use for research, education, and policy modelling—not for operational decisions.

How to Generate

pip install -r requirements.txt
python generate_dataset.py
python validate_dataset.py

License

CC BY 4.0 — You are free to share and adapt this material for any purpose, including commercial, with appropriate attribution.

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