Datasets:

electricsheepafrica
/

supply-chain-track-trace

id int64	system string	shipment_id string	product_type string	dosage_form string	origin_country string	destination_country string	intermediary_count int64	transit_days int64	storage_handoffs int64	serialized int64	barcode_2D int64	GTIN_assigned int64	authentication_scanned int64	mobile_verification_used int64	temperature_monitored int64	temperature_excursion int64	GPS_tracked int64	customs_cleared int64	import_permit_valid int64	WHO_prequalified_product int64	diversion_detected int64	tampering_evidence int64	packaging_breach int64	sf_product_detected int64	sf_entry_point string	recall_initiated int64	batch_quantity int64	value_usd float64	year int64
1	partial_visibility	SCT_00447	antimalarial_ACT	tablet	South_Africa	Uganda	5	1	4	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	none	0	25,378	9,166.94	2,022
2	partial_visibility	SCT_03870	antimalarial_ACT	tablet	China	Kenya	4	25	4	0	0	0	1	1	0	0	0	1	1	0	0	0	0	0	none	0	553	211.52	2,023
3	partial_visibility	SCT_02827	antibiotic	capsule	India	Nigeria	5	16	5	0	0	0	1	1	0	0	0	1	1	0	0	0	0	0	none	0	551	86.57	2,021
4	partial_visibility	SCT_02768	medical_device	unit	South_Africa	Uganda	6	38	2	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	none	0	4,259	6,865.64	2,023
5	partial_visibility	SCT_03967	controlled_substance	tablet	Europe	Tanzania	3	25	1	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	regional_distribution	0	3,946	8,116.5	2,024
6	partial_visibility	SCT_00853	essential_medicine	tablet	South_Africa	Kenya	3	6	3	0	0	0	1	1	0	0	0	1	0	0	0	0	0	0	none	0	9,011	6,349.04	2,024
7	partial_visibility	SCT_01900	medical_device	unit	India	Nigeria	5	4	4	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	none	0	1,836	706.31	2,023
8	partial_visibility	SCT_01313	ARV	tablet	South_Africa	Tanzania	4	4	4	1	1	1	0	0	0	0	0	1	1	0	0	0	0	0	none	0	25,065	4,474.47	2,024
9	partial_visibility	SCT_04204	essential_medicine	tablet	India	DRC	3	55	1	0	0	0	1	1	1	0	0	1	1	0	0	0	1	0	none	0	49,716	132,650.03	2,023
10	partial_visibility	SCT_04083	antimalarial_ACT	tablet	India	Ghana	3	48	3	0	0	0	1	0	0	0	0	1	1	0	0	0	0	0	none	0	642	640.66	2,022
11	partial_visibility	SCT_02170	ARV	tablet	India	Mozambique	9	23	3	0	0	1	0	1	0	1	0	1	1	0	0	0	0	0	none	0	1,523	977.4	2,023
12	partial_visibility	SCT_01897	antibiotic	capsule	China	Ethiopia	6	5	4	0	0	0	0	0	0	1	1	0	1	0	0	0	0	0	none	0	6,935	3,499.34	2,024
13	partial_visibility	SCT_00025	medical_device	unit	India	Senegal	4	9	3	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	none	0	5,064	1,440.9	2,021
14	partial_visibility	SCT_03589	vaccine	vial	India	Mozambique	2	3	2	0	0	0	0	0	0	1	0	1	1	0	0	0	0	0	none	0	1,226	460.33	2,024
15	partial_visibility	SCT_02613	antibiotic	capsule	India	DRC	3	3	3	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	wholesaler	0	1,279	834.76	2,023
16	partial_visibility	SCT_04901	antimalarial_ACT	tablet	China	Kenya	2	4	2	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	none	0	2,513	673.51	2,022
17	partial_visibility	SCT_02596	antimalarial_ACT	tablet	India	Nigeria	3	6	2	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	none	0	3,292	1,536.44	2,021
18	partial_visibility	SCT_04187	antibiotic	capsule	India	Kenya	8	17	2	0	0	0	1	0	0	0	0	1	1	1	0	0	0	0	none	0	2,542	1,495.58	2,022
19	partial_visibility	SCT_03718	essential_medicine	tablet	USA	Ethiopia	9	15	3	0	0	1	0	0	0	0	1	1	0	0	0	0	0	0	none	0	4,287	311.77	2,024
20	partial_visibility	SCT_02698	injectable	ampoule	South_Africa	Nigeria	9	10	1	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	none	0	5,105	1,115.86	2,023
21	partial_visibility	SCT_03813	vaccine	vial	South_Africa	Cameroon	3	20	1	0	0	0	1	0	0	0	0	0	1	0	0	0	0	1	retail	0	5,321	4,047.58	2,024
22	partial_visibility	SCT_03566	injectable	ampoule	South_Africa	Tanzania	6	11	2	1	1	1	1	0	0	0	0	0	0	0	0	0	0	0	none	0	4,827	1,588.68	2,024
23	partial_visibility	SCT_01078	ARV	tablet	India	Kenya	5	8	5	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	none	0	9,072	3,728.47	2,021
24	partial_visibility	SCT_02954	antimalarial_ACT	tablet	India	Uganda	4	1	1	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	none	0	953	194.58	2,024
25	partial_visibility	SCT_00957	essential_medicine	tablet	India	Mozambique	1	2	1	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	none	0	9,284	2,222.13	2,022
26	partial_visibility	SCT_00753	injectable	ampoule	Europe	Kenya	3	5	1	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	manufacturer_level	0	7,289	3,678.02	2,024
27	partial_visibility	SCT_00456	antibiotic	capsule	Europe	Tanzania	3	13	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	none	0	2,435	766.81	2,023
28	partial_visibility	SCT_04402	antimalarial_ACT	tablet	India	Senegal	5	134	5	0	0	0	0	0	0	1	0	0	0	1	0	0	1	0	none	0	3,088	6,279.74	2,024
29	partial_visibility	SCT_03144	essential_medicine	tablet	Europe	DRC	6	3	2	0	0	0	1	0	0	1	0	1	1	0	0	0	0	0	none	0	3,174	349.34	2,021
30	partial_visibility	SCT_01973	essential_medicine	tablet	India	Cameroon	7	6	3	0	0	0	1	0	0	0	0	1	1	0	0	0	0	1	retail	1	3,196	675.54	2,021
31	partial_visibility	SCT_03253	antimalarial_ACT	tablet	India	Uganda	6	25	6	1	1	1	0	0	0	1	0	1	1	1	0	0	0	0	none	0	9,900	6,239.34	2,023
32	partial_visibility	SCT_02068	essential_medicine	tablet	South_Africa	Senegal	5	2	5	0	0	1	0	0	1	0	1	1	1	0	0	0	0	0	none	0	1,973	317.57	2,023
33	partial_visibility	SCT_03069	essential_medicine	tablet	India	Uganda	6	56	4	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	none	0	4,353	810.48	2,021
34	partial_visibility	SCT_04750	vaccine	vial	South_Africa	Kenya	3	17	3	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	none	0	5,868	1,366.88	2,023
35	partial_visibility	SCT_03523	ARV	tablet	India	Kenya	11	15	3	0	0	0	1	0	0	0	1	1	1	0	0	0	0	0	none	0	49,474	15,472	2,024
36	partial_visibility	SCT_02449	essential_medicine	tablet	India	Cameroon	5	10	5	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	none	0	2,271	451.7	2,024
37	partial_visibility	SCT_01337	oral_liquid	bottle	India	Kenya	2	1	2	0	0	0	1	0	0	0	0	1	1	0	0	0	0	0	none	0	2,992	5,917.01	2,022
38	partial_visibility	SCT_00720	essential_medicine	tablet	India	Cameroon	2	6	2	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	none	0	18,065	6,497.58	2,020
39	partial_visibility	SCT_04654	antimalarial_ACT	tablet	India	Ghana	6	31	1	1	1	1	0	0	1	0	0	1	0	1	0	0	0	0	none	0	13,159	2,821.68	2,021
40	partial_visibility	SCT_03008	antimalarial_ACT	tablet	India	Nigeria	3	8	2	0	0	0	1	0	1	0	1	0	0	0	0	0	1	0	none	0	6,177	1,947.15	2,023
41	partial_visibility	SCT_04578	essential_medicine	tablet	South_Africa	Ethiopia	5	10	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	none	0	1,443	436.39	2,022
42	partial_visibility	SCT_04031	antimalarial_ACT	tablet	India	Kenya	5	10	3	0	0	0	0	0	1	0	0	1	0	0	0	0	1	0	none	0	791	388.22	2,022
43	partial_visibility	SCT_04254	essential_medicine	tablet	India	Cameroon	9	15	5	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	none	0	624	374.66	2,023
44	partial_visibility	SCT_02825	antibiotic	capsule	India	Nigeria	2	52	2	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	retail	0	4,241	9,796.41	2,021
45	partial_visibility	SCT_03611	controlled_substance	tablet	China	Ghana	4	5	4	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	none	0	3,275	4,446.77	2,020
46	partial_visibility	SCT_02674	vaccine	vial	China	Mozambique	2	3	2	1	1	1	1	0	0	0	0	1	1	0	0	0	0	0	none	0	1,271	3,781.33	2,022
47	partial_visibility	SCT_03104	antimalarial_ACT	tablet	local_SSA	Ethiopia	5	12	2	1	1	1	0	0	0	0	0	1	1	1	0	0	0	1	retail	0	2,193	682.19	2,020
48	partial_visibility	SCT_04728	injectable	ampoule	Europe	Cameroon	9	17	3	0	0	0	1	0	0	0	0	1	0	1	0	0	0	0	none	0	4,146	3,861.61	2,021
49	partial_visibility	SCT_03756	antimalarial_ACT	tablet	India	Tanzania	4	35	4	0	0	0	0	0	1	0	0	1	1	0	0	0	0	0	none	0	1,458	2,082.44	2,023
50	partial_visibility	SCT_01789	oral_liquid	bottle	South_Africa	DRC	5	55	5	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	none	0	4,427	631.87	2,020
51	partial_visibility	SCT_03147	antimalarial_ACT	tablet	USA	Uganda	4	7	3	0	0	0	0	0	0	0	0	1	0	1	1	0	0	1	wholesaler	0	5,167	1,472.1	2,022
52	partial_visibility	SCT_04746	vaccine	vial	India	Kenya	7	13	4	0	0	0	1	0	0	0	0	1	1	0	0	0	0	0	none	0	54,953	6,630.91	2,022
53	partial_visibility	SCT_01279	essential_medicine	tablet	Europe	Cameroon	5	44	3	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	none	0	9,600	4,160.74	2,024
54	partial_visibility	SCT_00176	controlled_substance	tablet	India	Cameroon	10	52	1	0	0	0	0	0	0	0	0	1	1	0	0	0	1	1	last_mile	0	10,182	3,052.23	2,022
55	partial_visibility	SCT_04091	essential_medicine	tablet	India	Mozambique	4	19	3	0	0	1	0	0	0	0	0	1	1	0	0	0	0	0	none	0	5,658	2,584.13	2,024
56	partial_visibility	SCT_04325	controlled_substance	tablet	South_Africa	Tanzania	2	5	2	1	1	1	0	0	0	0	0	1	0	0	0	0	0	0	none	0	3,332	1,220.82	2,021
57	partial_visibility	SCT_03997	essential_medicine	tablet	local_SSA	Senegal	3	54	3	0	0	0	0	0	1	0	0	1	1	0	0	0	0	0	none	0	49,492	17,245.59	2,024
58	partial_visibility	SCT_04210	antimalarial_ACT	tablet	China	DRC	6	8	5	0	0	1	1	0	0	0	1	1	1	0	0	0	0	0	none	0	1,979	1,065.38	2,021
59	partial_visibility	SCT_01250	antibiotic	capsule	local_SSA	Senegal	4	38	4	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	none	0	13,072	3,179.65	2,022
60	partial_visibility	SCT_04529	essential_medicine	tablet	India	Senegal	4	10	2	1	1	1	0	1	0	1	0	1	1	1	0	0	1	0	none	0	5,875	2,183.52	2,021
61	partial_visibility	SCT_04486	ARV	tablet	local_SSA	DRC	5	2	2	0	0	0	0	0	0	0	1	1	1	1	1	0	0	0	none	0	1,900	401.77	2,024
62	partial_visibility	SCT_01014	essential_medicine	tablet	South_Africa	Nigeria	7	2	5	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	none	0	10,867	1,845.05	2,024
63	partial_visibility	SCT_03283	oral_liquid	bottle	India	DRC	5	18	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	wholesaler	0	4,842	2,929.67	2,021
64	partial_visibility	SCT_01891	antimalarial_ACT	tablet	China	Ethiopia	2	9	2	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	none	0	3,758	4,066.88	2,024
65	partial_visibility	SCT_04519	injectable	ampoule	Europe	Mozambique	4	9	1	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	none	0	3,025	803.94	2,022
66	partial_visibility	SCT_01424	antibiotic	capsule	South_Africa	Ghana	6	2	3	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	none	0	9,499	46,711.49	2,024
67	partial_visibility	SCT_01720	injectable	ampoule	South_Africa	DRC	7	31	1	0	0	0	1	0	1	0	1	1	1	0	0	0	0	1	manufacturer_level	0	3,492	3,956.08	2,024
68	partial_visibility	SCT_00654	antibiotic	capsule	China	Tanzania	9	2	1	0	0	0	0	0	1	0	0	1	1	0	0	0	0	0	none	0	3,696	3,428.54	2,022
69	partial_visibility	SCT_03702	antimalarial_ACT	tablet	India	Ethiopia	5	10	4	0	0	0	0	0	0	1	0	1	1	0	0	0	0	0	none	0	6,194	1,573.08	2,024
70	partial_visibility	SCT_02513	oral_liquid	bottle	India	Tanzania	4	16	2	1	0	1	0	0	0	0	0	1	0	0	0	0	1	0	none	0	24,863	14,995.92	2,020
71	partial_visibility	SCT_03995	vaccine	vial	South_Africa	Nigeria	4	4	2	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	none	0	6,570	7,192.47	2,023
72	partial_visibility	SCT_04749	essential_medicine	tablet	China	Nigeria	9	87	4	0	0	0	0	1	0	0	0	1	0	0	0	0	0	1	last_mile	1	2,822	3,585.28	2,024
73	partial_visibility	SCT_01566	antimalarial_ACT	tablet	China	Ghana	6	22	2	0	0	0	0	0	1	0	1	1	0	1	0	0	0	0	none	0	3,021	3,656.09	2,021
74	partial_visibility	SCT_03782	antimalarial_ACT	tablet	local_SSA	Senegal	3	1	3	0	0	0	1	1	1	0	0	1	1	0	0	0	0	1	last_mile	1	11,716	6,126.11	2,023
75	partial_visibility	SCT_04593	essential_medicine	tablet	China	Tanzania	4	17	3	0	0	0	0	0	1	0	0	1	0	1	0	0	0	1	regional_distribution	0	2,498	718.15	2,021
76	partial_visibility	SCT_03426	antibiotic	capsule	Europe	Cameroon	8	12	3	0	0	0	1	0	1	0	0	1	0	0	1	0	0	0	none	0	2,267	2,133.11	2,023
77	partial_visibility	SCT_02342	ARV	tablet	South_Africa	DRC	6	33	1	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	none	0	1,744	424.1	2,023
78	partial_visibility	SCT_01612	essential_medicine	tablet	local_SSA	Senegal	7	2	1	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	none	0	8,067	3,635.86	2,024
79	partial_visibility	SCT_03244	antibiotic	capsule	India	Senegal	5	1	5	1	1	1	0	0	1	0	0	1	1	0	0	0	0	0	none	0	5,346	1,293.18	2,023
80	partial_visibility	SCT_02611	ARV	tablet	Europe	Uganda	4	1	3	0	0	0	0	0	1	0	0	1	1	0	0	0	0	1	wholesaler	0	4,838	6,407.92	2,023
81	partial_visibility	SCT_00577	antibiotic	capsule	Europe	Ghana	1	33	1	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	port_customs	0	1,733	2,171.27	2,022
82	partial_visibility	SCT_03733	vaccine	vial	South_Africa	Uganda	3	9	3	1	1	1	0	0	0	0	0	1	0	0	0	0	0	0	none	0	4,268	2,214.1	2,024
83	partial_visibility	SCT_01755	medical_device	unit	China	Ghana	4	9	4	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	none	0	6,081	839.85	2,023
84	partial_visibility	SCT_01142	controlled_substance	tablet	India	Ethiopia	4	12	3	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	none	0	3,682	1,183.75	2,022
85	partial_visibility	SCT_03918	essential_medicine	tablet	Europe	Kenya	8	30	6	0	0	0	1	0	0	1	0	1	0	1	0	0	1	0	none	0	2,490	1,784.23	2,022
86	partial_visibility	SCT_03696	antimalarial_ACT	tablet	India	Cameroon	4	8	3	0	0	0	0	0	1	0	0	1	1	0	0	0	0	1	wholesaler	0	829	181.53	2,024
87	partial_visibility	SCT_02029	oral_liquid	bottle	local_SSA	Uganda	5	20	4	0	0	0	1	0	0	0	0	1	1	1	0	0	0	0	none	0	3,567	1,116.59	2,023
88	partial_visibility	SCT_03987	medical_device	unit	India	Senegal	6	31	3	0	0	0	0	0	0	1	0	1	0	0	1	1	0	1	regional_distribution	0	5,646	3,680.44	2,023
89	partial_visibility	SCT_03048	medical_device	unit	South_Africa	Cameroon	5	8	5	1	1	1	0	0	1	0	0	1	1	0	0	0	0	0	none	0	13,089	6,000.22	2,024
90	partial_visibility	SCT_00271	ARV	tablet	China	Cameroon	4	27	2	0	0	1	0	0	1	0	1	1	1	0	0	1	0	1	regional_distribution	0	6,926	1,009.59	2,020
91	partial_visibility	SCT_02463	essential_medicine	tablet	India	Nigeria	6	24	3	0	0	0	0	0	1	0	0	1	1	0	0	0	0	0	none	0	11,713	7,115.47	2,024
92	partial_visibility	SCT_04706	biological	vial	India	Kenya	5	19	4	0	0	0	1	0	1	0	0	1	1	0	0	0	0	0	none	0	2,975	1,896.24	2,024
93	partial_visibility	SCT_00940	controlled_substance	tablet	China	Tanzania	1	9	1	0	0	0	0	0	0	1	0	1	1	0	0	0	0	0	none	0	19,691	9,836.68	2,023
94	partial_visibility	SCT_00740	essential_medicine	tablet	India	DRC	2	15	2	0	0	0	0	0	1	0	1	1	1	1	0	0	0	0	none	0	15,408	21,197.17	2,024
95	partial_visibility	SCT_01291	oral_liquid	bottle	local_SSA	Uganda	4	5	4	1	1	1	0	0	0	0	1	1	1	0	0	0	1	0	none	0	2,826	1,378.67	2,024
96	partial_visibility	SCT_01465	vaccine	vial	China	Cameroon	6	16	4	0	0	0	0	0	1	0	0	1	1	1	0	0	1	0	none	0	5,929	14,290.72	2,024
97	partial_visibility	SCT_00058	essential_medicine	tablet	Europe	DRC	3	11	2	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	none	0	766	195.44	2,024
98	partial_visibility	SCT_04534	ARV	tablet	Europe	Tanzania	5	24	2	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	none	0	1,854	541.57	2,020
99	partial_visibility	SCT_01371	vaccine	vial	USA	Nigeria	5	5	5	0	0	0	1	0	0	1	1	0	1	0	0	0	0	0	none	0	1,532	1,621.46	2,021
100	partial_visibility	SCT_03607	essential_medicine	tablet	Europe	Mozambique	6	1	4	1	1	1	0	0	1	0	0	1	1	0	0	0	0	1	wholesaler	0	2,856	1,986.92	2,024

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Supply Chain Integrity & Track-and-Trace Dataset

Abstract

30,000 simulated medicine shipment observations (10,000 per scenario) across three supply chain visibility levels. Variables include serialization, authentication, temperature monitoring, GPS tracking, intermediary count, diversion, tampering, SF product entry, and recall. Three scenarios: serialized (90% serialized, 3% SF), partial visibility (16% serialized, 23% SF), opaque (1% serialized, 69% SF).

This dataset is entirely simulated. It must not be used for supply chain or regulatory decisions.

Validation

Validation Report

Usage

from datasets import load_dataset
dataset = load_dataset("electricsheepafrica/supply-chain-track-trace", "partial_visibility")
df = dataset["train"].to_pandas()
print(df.groupby('serialized')['sf_product_detected'].mean())

References

WHO (2024). Complex supply chains and SF medicines.
GS1 Healthcare. Pharmaceutical serialization standards.
AU/AMRH. Track-and-trace pilots in Africa.
EU Falsified Medicines Directive.
USAID GHSC-PSM. Supply chain visibility tools.

Citation

@dataset{esa_sct_2025,
  title   = {Supply Chain Integrity and Track-and-Trace Dataset},
  author  = {{Electric Sheep Africa}},
  year    = {2025},
  publisher = {Hugging Face},
  url     = {https://huggingface.co/datasets/electricsheepafrica/supply-chain-track-trace}
}

License

CC-BY-4.0

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