Datasets:

electricsheepafrica
/

africa-synth-pharma-supply-chain-integrity-all

record_id string	scenario string	year int64	setting string	product_type string	manufacturer_country string	num_intermediaries int64	transport_mode string	transport_days int64	storage_compliant int64	temperature_excursion int64	cold_chain_break int64	fifo_followed int64	stockout int64	overstock_expired int64	inventory_system string	track_trace_available int64	barcode_present int64	serialized int64	authentication_verified int64	sf_detected int64	diversion_suspected int64	theft_loss int64	quality_acceptable int64	degraded_product int64	licensed_distributor int64	gdp_compliant int64	inspection_last_year int64	nmra_oversight int64
PUB-00000	public_sector_supply	2,022	regional_warehouse	contraceptive	local	4	road	1	0	0	0	1	0	1	eLMIS	0	0	0	0	0	0	0	0	0	1	1	0	1
PUB-00001	public_sector_supply	2,012	district_pharmacy	vaccine	unknown	3	road	1	1	0	0	1	0	0	paper_based	0	0	0	0	0	0	0	1	0	1	1	1	0
PUB-00002	public_sector_supply	2,020	district_pharmacy	ARV	china	2	air	6	0	0	0	1	1	0	spreadsheet	0	1	0	0	0	0	0	0	0	1	1	0	0
PUB-00003	public_sector_supply	2,022	district_pharmacy	antimalarial	usa	1	road	8	0	1	0	0	0	0	paper_based	0	1	0	0	0	0	0	0	1	1	0	0	0
PUB-00004	public_sector_supply	2,022	district_pharmacy	antimalarial	india	2	road	1	0	1	0	0	0	0	spreadsheet	0	1	0	0	0	1	0	0	1	1	1	1	0
PUB-00005	public_sector_supply	2,013	health_facility	antibiotic	india	1	mixed	3	0	1	0	0	0	0	paper_based	0	0	0	0	0	1	0	0	1	1	1	0	1
PUB-00006	public_sector_supply	2,020	regional_warehouse	vaccine	europe	3	road	2	1	0	0	0	0	0	paper_based	0	1	0	0	0	0	0	1	0	1	0	0	0
PUB-00007	public_sector_supply	2,023	health_facility	antibiotic	india	3	air	4	0	1	0	1	1	0	spreadsheet	0	1	0	0	0	0	0	0	1	1	1	1	0
PUB-00008	public_sector_supply	2,012	district_pharmacy	essential_medicine	china	4	air	1	1	0	0	0	0	0	spreadsheet	0	0	0	0	0	0	1	1	0	1	0	1	1
PUB-00009	public_sector_supply	2,017	health_facility	antibiotic	unknown	3	road	9	0	1	0	0	0	0	paper_based	0	0	0	0	0	0	0	0	1	1	0	0	1
PUB-00010	public_sector_supply	2,011	district_pharmacy	essential_medicine	usa	1	mixed	1	1	0	0	1	1	0	paper_based	1	1	1	1	0	0	0	1	0	1	0	0	1
PUB-00011	public_sector_supply	2,013	regional_warehouse	essential_medicine	local	1	road	7	1	0	0	0	1	0	none	1	0	0	0	0	0	0	1	0	1	0	1	0
PUB-00012	public_sector_supply	2,018	health_facility	antimalarial	china	2	road	2	1	0	0	1	0	0	paper_based	0	1	0	0	0	0	0	1	0	1	0	0	0
PUB-00013	public_sector_supply	2,022	district_pharmacy	antibiotic	india	4	air	1	0	1	0	0	0	0	eLMIS	0	0	0	0	0	0	0	0	1	1	1	0	0
PUB-00014	public_sector_supply	2,017	district_pharmacy	ARV	europe	3	road	1	0	0	0	0	0	0	paper_based	0	1	0	0	0	0	0	0	0	1	0	0	0
PUB-00015	public_sector_supply	2,022	district_pharmacy	antimalarial	unknown	4	road	5	0	1	0	1	0	0	paper_based	0	0	0	0	0	0	0	0	1	1	0	1	0
PUB-00016	public_sector_supply	2,020	district_pharmacy	essential_medicine	unknown	1	road	2	0	1	0	1	1	0	paper_based	0	0	0	0	0	0	0	0	1	1	0	0	0
PUB-00017	public_sector_supply	2,022	central_medical_store	essential_medicine	india	4	air	1	1	0	0	0	0	0	paper_based	0	1	0	0	0	0	0	1	0	1	1	0	0
PUB-00018	public_sector_supply	2,022	district_pharmacy	antibiotic	india	6	road	2	0	1	0	1	0	0	spreadsheet	0	1	0	0	0	0	0	0	1	1	0	0	0
PUB-00019	public_sector_supply	2,019	district_pharmacy	vaccine	local	4	air	6	0	0	0	0	0	0	eLMIS	0	1	0	0	1	0	0	0	0	1	1	0	0
PUB-00020	public_sector_supply	2,010	health_facility	contraceptive	china	2	road	10	0	0	0	0	0	0	paper_based	0	0	0	0	0	0	0	0	0	1	0	0	0
PUB-00021	public_sector_supply	2,012	regional_warehouse	antimalarial	india	3	road	6	1	0	0	1	0	0	spreadsheet	0	1	0	0	0	0	0	1	0	1	0	0	1
PUB-00022	public_sector_supply	2,016	district_pharmacy	essential_medicine	usa	7	road	2	1	0	0	1	0	0	paper_based	0	1	0	0	1	0	0	0	0	1	1	0	0
PUB-00023	public_sector_supply	2,020	health_facility	antibiotic	china	6	air	3	0	0	0	1	0	0	paper_based	0	1	0	0	0	0	0	0	0	1	0	0	0
PUB-00024	public_sector_supply	2,011	district_pharmacy	ARV	unknown	1	road	1	1	0	0	0	0	0	eLMIS	0	1	0	0	0	0	0	1	0	1	0	0	1
PUB-00025	public_sector_supply	2,016	health_facility	vaccine	india	4	road	3	0	1	0	0	0	0	spreadsheet	0	0	0	0	0	0	0	0	1	1	0	0	1
PUB-00026	public_sector_supply	2,016	central_medical_store	essential_medicine	india	3	mixed	2	0	1	0	1	0	0	eLMIS	0	0	0	0	0	0	0	0	1	1	0	0	0
PUB-00027	public_sector_supply	2,022	health_facility	antimalarial	china	6	road	8	0	0	0	0	1	0	paper_based	0	1	0	0	0	0	0	0	0	1	1	0	1
PUB-00028	public_sector_supply	2,021	regional_warehouse	essential_medicine	china	1	road	5	1	0	0	0	0	0	spreadsheet	0	0	0	0	0	0	0	1	0	1	0	0	0
PUB-00029	public_sector_supply	2,024	central_medical_store	antimalarial	europe	1	road	7	1	0	0	1	1	0	paper_based	0	1	0	0	0	0	0	1	0	1	0	0	0
PUB-00030	public_sector_supply	2,022	health_facility	essential_medicine	unknown	5	rail	5	1	0	0	1	0	1	paper_based	0	1	0	0	0	0	0	1	0	1	1	0	0
PUB-00031	public_sector_supply	2,012	central_medical_store	vaccine	india	2	road	9	1	0	0	0	0	0	paper_based	1	0	1	0	0	1	0	1	0	1	0	0	0
PUB-00032	public_sector_supply	2,019	regional_warehouse	vaccine	europe	5	rail	4	1	0	1	0	0	0	paper_based	0	1	0	0	0	0	0	1	1	1	0	0	0
PUB-00033	public_sector_supply	2,016	district_pharmacy	vaccine	europe	2	mixed	2	0	1	0	0	0	0	none	0	1	0	0	0	0	0	0	1	1	0	0	0
PUB-00034	public_sector_supply	2,016	regional_warehouse	essential_medicine	india	4	rail	8	1	0	0	1	1	0	spreadsheet	0	1	0	0	1	0	0	0	0	1	1	0	0
PUB-00035	public_sector_supply	2,022	health_facility	contraceptive	unknown	3	road	1	1	0	0	0	0	0	paper_based	0	1	0	0	0	0	0	1	0	1	0	0	0
PUB-00036	public_sector_supply	2,022	regional_warehouse	anti_TB	india	2	mixed	1	1	0	0	1	1	0	eLMIS	0	0	0	0	0	0	0	1	0	1	1	0	0
PUB-00037	public_sector_supply	2,022	district_pharmacy	antimalarial	china	2	road	9	1	0	0	0	1	0	paper_based	1	1	0	0	0	0	0	1	0	1	0	1	0
PUB-00038	public_sector_supply	2,022	district_pharmacy	antimalarial	india	2	road	16	0	0	0	0	0	0	paper_based	0	1	0	0	1	0	0	0	0	1	0	0	0
PUB-00039	public_sector_supply	2,021	district_pharmacy	vaccine	local	3	air	11	1	0	0	0	0	0	spreadsheet	0	1	0	0	0	0	0	1	0	1	0	0	0
PUB-00040	public_sector_supply	2,023	regional_warehouse	antibiotic	india	2	road	3	0	0	0	1	0	0	paper_based	0	1	0	0	0	0	0	0	0	1	0	0	0
PUB-00041	public_sector_supply	2,021	health_facility	antibiotic	india	5	road	10	0	0	0	1	0	0	spreadsheet	0	1	0	0	0	0	0	0	0	1	0	0	0
PUB-00042	public_sector_supply	2,018	district_pharmacy	essential_medicine	local	2	road	1	0	0	0	1	0	0	paper_based	0	1	0	0	0	0	0	0	0	1	0	0	0
PUB-00043	public_sector_supply	2,024	central_medical_store	essential_medicine	europe	3	mixed	1	1	0	0	0	0	0	eLMIS	0	0	0	0	0	0	0	1	0	1	1	0	0
PUB-00044	public_sector_supply	2,010	district_pharmacy	antimalarial	europe	6	mixed	1	0	1	0	1	1	0	paper_based	0	0	0	0	1	0	0	0	1	1	0	0	0
PUB-00045	public_sector_supply	2,022	central_medical_store	antimalarial	europe	4	road	1	1	0	0	0	1	0	paper_based	0	1	0	0	0	0	0	1	0	1	0	0	0
PUB-00046	public_sector_supply	2,023	health_facility	contraceptive	india	2	air	4	0	0	0	1	0	0	paper_based	0	0	0	0	0	0	0	0	0	1	0	0	0
PUB-00047	public_sector_supply	2,020	central_medical_store	essential_medicine	india	4	road	17	1	0	0	1	0	0	eLMIS	0	1	0	0	0	0	0	1	0	1	0	0	0
PUB-00048	public_sector_supply	2,011	regional_warehouse	essential_medicine	local	3	road	2	0	1	0	0	0	0	paper_based	0	1	0	0	0	0	0	0	1	1	0	0	0
PUB-00049	public_sector_supply	2,024	regional_warehouse	antimalarial	local	1	road	1	0	0	0	1	0	0	none	0	1	0	0	0	0	0	0	0	1	0	0	0
PUB-00050	public_sector_supply	2,016	central_medical_store	essential_medicine	europe	2	rail	1	0	0	0	1	0	0	none	0	1	0	0	1	0	0	0	0	1	0	0	0
PUB-00051	public_sector_supply	2,010	health_facility	essential_medicine	unknown	3	rail	3	0	0	0	1	0	0	paper_based	0	0	0	0	0	0	0	0	0	1	0	0	0
PUB-00052	public_sector_supply	2,012	health_facility	ARV	india	2	road	5	0	1	0	1	0	0	paper_based	0	1	0	0	0	0	0	0	1	1	0	0	1
PUB-00053	public_sector_supply	2,020	health_facility	antibiotic	china	1	road	1	0	1	0	0	0	0	paper_based	0	1	0	0	0	0	0	0	1	1	0	1	0
PUB-00054	public_sector_supply	2,015	central_medical_store	essential_medicine	unknown	3	mixed	4	0	1	0	0	0	0	eLMIS	0	1	0	0	0	0	0	0	1	1	1	0	0
PUB-00055	public_sector_supply	2,024	district_pharmacy	essential_medicine	india	2	road	13	0	1	0	1	1	0	spreadsheet	0	0	0	0	0	0	0	0	1	1	0	0	0
PUB-00056	public_sector_supply	2,011	regional_warehouse	antimalarial	unknown	3	road	8	0	0	0	1	0	0	paper_based	0	0	0	0	0	0	0	0	0	1	0	0	1
PUB-00057	public_sector_supply	2,019	regional_warehouse	antibiotic	india	4	mixed	1	0	0	0	0	0	0	eLMIS	0	1	0	0	0	0	0	0	0	1	0	0	0
PUB-00058	public_sector_supply	2,012	central_medical_store	antibiotic	europe	2	mixed	1	1	0	0	1	0	0	eLMIS	0	1	0	0	0	0	0	1	0	1	1	1	0
PUB-00059	public_sector_supply	2,021	central_medical_store	antimalarial	europe	5	road	1	1	0	0	1	0	0	paper_based	0	1	0	0	0	0	0	1	0	1	0	0	0
PUB-00060	public_sector_supply	2,023	health_facility	antibiotic	unknown	3	road	15	0	0	0	0	1	0	paper_based	0	0	0	0	0	0	0	0	0	1	0	0	0
PUB-00061	public_sector_supply	2,024	regional_warehouse	antibiotic	india	1	road	18	1	0	0	0	0	0	paper_based	0	1	0	0	0	0	0	1	0	1	1	0	0
PUB-00062	public_sector_supply	2,014	regional_warehouse	antimalarial	india	4	road	5	0	1	0	0	1	0	paper_based	0	1	0	0	0	0	0	0	1	1	0	0	0
PUB-00063	public_sector_supply	2,024	regional_warehouse	antimalarial	unknown	3	road	1	1	0	0	1	0	0	none	0	1	0	0	0	0	0	1	0	1	0	0	0
PUB-00064	public_sector_supply	2,016	central_medical_store	essential_medicine	local	5	road	12	1	0	0	0	0	0	eLMIS	0	0	0	0	0	0	0	1	0	1	0	0	0
PUB-00065	public_sector_supply	2,012	regional_warehouse	antibiotic	china	4	air	7	0	1	0	0	0	0	paper_based	0	1	0	0	0	0	0	0	1	1	1	0	0
PUB-00066	public_sector_supply	2,024	health_facility	essential_medicine	europe	4	road	8	0	0	0	0	1	0	paper_based	0	1	0	0	0	0	0	0	0	1	0	0	0
PUB-00067	public_sector_supply	2,022	regional_warehouse	essential_medicine	india	6	air	1	0	0	0	1	0	0	none	0	1	0	0	0	0	0	0	0	1	0	1	1
PUB-00068	public_sector_supply	2,022	district_pharmacy	ARV	local	5	road	1	0	1	0	1	0	0	paper_based	0	1	0	0	0	0	0	0	1	1	0	0	0
PUB-00069	public_sector_supply	2,020	district_pharmacy	antibiotic	india	3	road	1	1	0	0	1	0	0	paper_based	0	0	0	0	0	0	0	1	0	1	0	0	0
PUB-00070	public_sector_supply	2,019	district_pharmacy	essential_medicine	china	5	road	3	1	0	0	1	0	0	eLMIS	1	0	1	0	0	0	0	1	0	1	0	0	0
PUB-00071	public_sector_supply	2,023	district_pharmacy	ARV	usa	3	road	10	0	0	0	0	1	0	spreadsheet	0	1	0	0	0	0	0	0	0	1	0	0	0
PUB-00072	public_sector_supply	2,019	district_pharmacy	antibiotic	local	3	road	1	0	0	0	0	1	0	paper_based	0	0	0	0	0	0	0	0	0	1	1	0	0
PUB-00073	public_sector_supply	2,019	regional_warehouse	antimalarial	india	2	road	2	0	1	0	0	0	0	spreadsheet	0	1	0	0	0	0	0	0	1	1	0	1	0
PUB-00074	public_sector_supply	2,020	district_pharmacy	ARV	usa	2	air	6	1	0	0	1	0	0	eLMIS	0	1	0	0	0	1	0	1	0	1	1	0	0
PUB-00075	public_sector_supply	2,023	health_facility	antibiotic	india	5	air	1	0	0	0	1	0	0	paper_based	0	1	0	0	0	0	0	0	0	1	0	0	0
PUB-00076	public_sector_supply	2,014	district_pharmacy	contraceptive	india	3	air	3	1	0	0	1	0	0	paper_based	0	0	0	0	0	0	0	1	0	1	1	0	0
PUB-00077	public_sector_supply	2,012	central_medical_store	vaccine	india	1	road	1	0	1	0	0	1	0	paper_based	0	1	0	0	0	0	0	0	1	1	0	1	0
PUB-00078	public_sector_supply	2,015	regional_warehouse	essential_medicine	europe	1	air	6	1	0	0	0	0	0	none	1	1	0	0	0	0	0	1	0	1	0	0	0
PUB-00079	public_sector_supply	2,018	health_facility	antimalarial	india	1	road	9	1	0	0	1	0	0	none	0	0	0	0	0	0	0	1	0	1	0	0	0
PUB-00080	public_sector_supply	2,013	regional_warehouse	essential_medicine	china	2	air	1	1	0	0	1	0	0	paper_based	0	0	0	0	0	0	0	1	0	1	0	1	0
PUB-00081	public_sector_supply	2,021	central_medical_store	ARV	unknown	5	road	3	1	0	0	1	0	0	paper_based	0	1	0	0	0	1	0	1	0	1	0	0	0
PUB-00082	public_sector_supply	2,015	central_medical_store	essential_medicine	india	6	rail	7	0	0	0	1	0	0	none	0	1	0	0	0	1	0	0	0	1	0	0	1
PUB-00083	public_sector_supply	2,014	regional_warehouse	essential_medicine	china	2	mixed	1	0	0	0	1	0	0	paper_based	0	0	0	0	0	0	0	0	0	1	0	0	0
PUB-00084	public_sector_supply	2,012	district_pharmacy	essential_medicine	usa	3	road	4	1	0	0	0	0	1	spreadsheet	0	0	0	0	0	0	0	1	0	1	1	0	0
PUB-00085	public_sector_supply	2,017	central_medical_store	essential_medicine	unknown	4	road	6	0	1	0	1	1	0	none	0	0	0	0	1	1	0	0	1	1	1	0	0
PUB-00086	public_sector_supply	2,023	central_medical_store	essential_medicine	china	2	road	2	1	0	0	1	0	0	paper_based	0	0	0	0	0	0	0	1	0	1	0	0	0
PUB-00087	public_sector_supply	2,011	regional_warehouse	vaccine	unknown	1	road	1	0	0	0	0	0	0	none	1	0	1	0	0	0	0	0	0	1	0	0	1
PUB-00088	public_sector_supply	2,023	health_facility	essential_medicine	india	4	road	9	1	0	0	1	0	0	eLMIS	0	1	0	0	0	0	0	1	0	1	0	0	0
PUB-00089	public_sector_supply	2,011	regional_warehouse	essential_medicine	china	2	road	10	1	0	0	1	0	0	paper_based	0	1	0	0	0	0	0	1	0	1	0	0	1
PUB-00090	public_sector_supply	2,017	district_pharmacy	contraceptive	china	1	road	1	0	1	0	0	0	0	paper_based	1	0	1	1	0	0	0	0	1	1	0	1	0
PUB-00091	public_sector_supply	2,010	district_pharmacy	contraceptive	local	3	road	2	1	0	0	1	0	0	paper_based	0	0	0	0	0	0	0	1	0	1	1	1	1
PUB-00092	public_sector_supply	2,021	health_facility	essential_medicine	europe	1	rail	4	1	0	0	0	0	0	paper_based	0	0	0	0	0	0	0	1	0	1	0	0	0
PUB-00093	public_sector_supply	2,015	regional_warehouse	anti_TB	local	4	road	3	1	0	0	0	1	0	paper_based	0	1	0	0	0	0	0	1	0	1	0	0	0
PUB-00094	public_sector_supply	2,021	district_pharmacy	essential_medicine	local	6	road	4	0	0	0	0	0	0	eLMIS	0	0	0	0	0	0	0	0	0	1	1	0	0
PUB-00095	public_sector_supply	2,020	central_medical_store	antibiotic	india	5	mixed	9	0	1	0	1	0	0	spreadsheet	0	1	0	0	0	0	0	0	1	1	0	1	0
PUB-00096	public_sector_supply	2,024	regional_warehouse	essential_medicine	unknown	4	road	1	0	0	0	1	0	0	spreadsheet	0	1	0	0	0	0	0	0	0	1	0	1	0
PUB-00097	public_sector_supply	2,019	regional_warehouse	essential_medicine	local	3	mixed	15	0	0	0	0	1	0	none	0	0	0	0	0	1	0	0	0	1	0	0	0
PUB-00098	public_sector_supply	2,018	regional_warehouse	anti_TB	india	3	air	4	1	0	0	0	1	0	paper_based	0	1	0	0	0	0	0	1	0	1	0	0	1
PUB-00099	public_sector_supply	2,011	district_pharmacy	anti_TB	india	7	mixed	1	0	1	0	1	0	0	spreadsheet	0	0	0	0	0	0	0	0	1	1	0	1	0

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

Pharmaceutical Supply Chain Integrity in Sub-Saharan Africa

Abstract

Synthetic dataset modelling pharmaceutical supply chain integrity, storage conditions, traceability, and SF infiltration across three distribution channels in SSA. Complex multi-country chains with multiple intermediaries create vulnerabilities for counterfeit infiltration.

Parameterization Evidence

Parameter	Value	Source	Year
Complex supply chain; drugs change hands many times	Vulnerability	NCBI/NAS	2013
Traceability technologies for counterfeit detection	Technology	PMC8628909	2021
SSA supply chain challenges; security, storage gaps	Challenges	Taylor & Francis	2025
Health product supply chains in developing countries	Framework	Taylor & Francis	2014

Validation

Usage

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/pharma-supply-chain-integrity", "public_sector_supply")

References

NCBI/NAS. Weaknesses in drug distribution chain. 2013.
PMC8628909. Traceability technologies for pharma supply chain. 2021.
Taylor & Francis. Pharma supply chain management challenges in Africa. 2025.
Taylor & Francis. Health product supply chains in developing countries. 2014.

Citation

@dataset{electricsheepafrica_pharma_supply_chain_2025,
  title={Pharmaceutical Supply Chain Integrity in Sub-Saharan Africa},
  author={Electric Sheep Africa},
  year={2025},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/electricsheepafrica/pharma-supply-chain-integrity}
}

License

CC-BY-4.0

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