Datasets:

electricsheepafrica
/

africa-commodity-balances-non-food-2010-import-quantity

country_name stringclasses 36 values	country_m49 int64 12 854	item stringclasses 13 values	year int64 2.01k 2.02k	value float64 0 305k	unit stringclasses 1 value	flag stringclasses 4 values
Algeria	12	Cigarettes	2,010	3,000	t	E
Algeria	12	Cigarettes	2,011	0	t	A
Algeria	12	Cigarettes	2,012	0	t	A
Algeria	12	Cigarettes	2,013	0	t	A
Algeria	12	Cigarettes	2,014	0	t	A
Algeria	12	Cigarettes	2,015	0	t	A
Algeria	12	Cigarettes	2,016	0.01	t	A
Algeria	12	Cigarettes	2,017	0.01	t	A
Algeria	12	Cigarettes	2,018	78.77	t	X
Algeria	12	Cigarettes	2,019	36.93	t	X
Algeria	12	Cigarettes	2,020	6.53	t	X
Algeria	12	Cigarettes	2,021	17.83	t	X
Algeria	12	Cigarettes	2,022	14.17	t	X
Algeria	12	Cigarettes	2,023	12.22	t	X
Algeria	12	Cigars and cheroots	2,010	0	t	E
Algeria	12	Cigars and cheroots	2,011	0	t	A
Algeria	12	Cigars and cheroots	2,012	0	t	E
Algeria	12	Cigars and cheroots	2,013	0	t	A
Algeria	12	Cigars and cheroots	2,018	0.75	t	X
Algeria	12	Cigars and cheroots	2,019	0.02	t	X
Algeria	12	Cigars and cheroots	2,020	0	t	X
Algeria	12	Cigars and cheroots	2,021	0.01	t	X
Algeria	12	Cigars and cheroots	2,022	0.01	t	X
Algeria	12	Cigars and cheroots	2,023	0.12	t	X
Algeria	12	Cotton lint, ginned	2,010	7,000	t	E
Algeria	12	Cotton lint, ginned	2,011	2,886	t	X
Algeria	12	Cotton lint, ginned	2,012	5,790	t	A
Algeria	12	Cotton lint, ginned	2,013	3,307	t	A
Algeria	12	Cotton lint, ginned	2,014	6,453.73	t	A
Algeria	12	Cotton lint, ginned	2,015	4,684.8	t	A
Algeria	12	Cotton lint, ginned	2,016	1,392.34	t	A
Algeria	12	Cotton lint, ginned	2,017	1,899.93	t	A
Algeria	12	Cotton lint, ginned	2,018	9,093.71	t	X
Algeria	12	Cotton lint, ginned	2,019	13,381.81	t	X
Algeria	12	Cotton lint, ginned	2,020	7,904.91	t	X
Algeria	12	Cotton lint, ginned	2,021	8,610.34	t	X
Algeria	12	Cotton lint, ginned	2,022	12,268.49	t	X
Algeria	12	Cotton lint, ginned	2,023	12,782.89	t	X
Algeria	12	Natural rubber in other forms	2,010	372	t	X
Algeria	12	Natural rubber in other forms	2,011	18	t	A
Algeria	12	Natural rubber in other forms	2,012	81	t	A
Algeria	12	Natural rubber in other forms	2,013	43	t	A
Algeria	12	Natural rubber in other forms	2,014	124.11	t	A
Algeria	12	Natural rubber in other forms	2,015	123.16	t	A
Algeria	12	Natural rubber in other forms	2,016	191.51	t	A
Algeria	12	Natural rubber in other forms	2,017	95.82	t	A
Algeria	12	Natural rubber in other forms	2,018	699.87	t	X
Algeria	12	Natural rubber in other forms	2,019	1,969.25	t	X
Algeria	12	Natural rubber in other forms	2,020	2,850.64	t	X
Algeria	12	Natural rubber in other forms	2,021	2,657.64	t	X
Algeria	12	Natural rubber in other forms	2,022	1,134.65	t	X
Algeria	12	Natural rubber in other forms	2,023	3,120.49	t	I
Algeria	12	Natural rubber in primary forms	2,010	189	t	X
Algeria	12	Natural rubber in primary forms	2,011	242	t	A
Algeria	12	Natural rubber in primary forms	2,012	293	t	A
Algeria	12	Natural rubber in primary forms	2,013	252	t	A
Algeria	12	Natural rubber in primary forms	2,014	552.87	t	A
Algeria	12	Natural rubber in primary forms	2,015	283.36	t	A
Algeria	12	Natural rubber in primary forms	2,016	474.45	t	A
Algeria	12	Natural rubber in primary forms	2,017	1,227.15	t	A
Algeria	12	Natural rubber in primary forms	2,018	1,321.76	t	X
Algeria	12	Natural rubber in primary forms	2,019	1,756.76	t	I
Algeria	12	Natural rubber in primary forms	2,020	2,770.09	t	X
Algeria	12	Natural rubber in primary forms	2,021	2,097.71	t	X
Algeria	12	Natural rubber in primary forms	2,022	1,254.28	t	X
Algeria	12	Natural rubber in primary forms	2,023	1,172.47	t	X
Algeria	12	Other manufactured tobacco and manufactured tobacco substitutes; 'homogenized' or 'reconstituted' tobacco; tobacco extracts and essences	2,010	1,500	t	E
Algeria	12	Other manufactured tobacco and manufactured tobacco substitutes; 'homogenized' or 'reconstituted' tobacco; tobacco extracts and essences	2,011	11,997	t	A
Algeria	12	Other manufactured tobacco and manufactured tobacco substitutes; 'homogenized' or 'reconstituted' tobacco; tobacco extracts and essences	2,012	14,536	t	A
Algeria	12	Other manufactured tobacco and manufactured tobacco substitutes; 'homogenized' or 'reconstituted' tobacco; tobacco extracts and essences	2,013	15,697	t	A
Algeria	12	Other manufactured tobacco and manufactured tobacco substitutes; 'homogenized' or 'reconstituted' tobacco; tobacco extracts and essences	2,014	16,358.79	t	A
Algeria	12	Other manufactured tobacco and manufactured tobacco substitutes; 'homogenized' or 'reconstituted' tobacco; tobacco extracts and essences	2,015	19,346.63	t	A
Algeria	12	Other manufactured tobacco and manufactured tobacco substitutes; 'homogenized' or 'reconstituted' tobacco; tobacco extracts and essences	2,016	17,884.49	t	A
Algeria	12	Other manufactured tobacco and manufactured tobacco substitutes; 'homogenized' or 'reconstituted' tobacco; tobacco extracts and essences	2,017	16,559.77	t	A
Algeria	12	Other manufactured tobacco and manufactured tobacco substitutes; 'homogenized' or 'reconstituted' tobacco; tobacco extracts and essences	2,018	14,976.51	t	X
Algeria	12	Other manufactured tobacco and manufactured tobacco substitutes; 'homogenized' or 'reconstituted' tobacco; tobacco extracts and essences	2,019	10,358.4	t	X
Algeria	12	Other manufactured tobacco and manufactured tobacco substitutes; 'homogenized' or 'reconstituted' tobacco; tobacco extracts and essences	2,020	16,971.51	t	X
Algeria	12	Other manufactured tobacco and manufactured tobacco substitutes; 'homogenized' or 'reconstituted' tobacco; tobacco extracts and essences	2,021	16,816.38	t	X
Algeria	12	Other manufactured tobacco and manufactured tobacco substitutes; 'homogenized' or 'reconstituted' tobacco; tobacco extracts and essences	2,022	13,681.69	t	X
Algeria	12	Other manufactured tobacco and manufactured tobacco substitutes; 'homogenized' or 'reconstituted' tobacco; tobacco extracts and essences	2,023	18,377.43	t	X
Algeria	12	Raw silk (not thrown)	2,010	0	t	E
Algeria	12	Raw silk (not thrown)	2,011	0	t	E
Algeria	12	Raw silk (not thrown)	2,012	0	t	E
Algeria	12	Raw silk (not thrown)	2,013	0	t	E
Algeria	12	Raw silk (not thrown)	2,018	0.07	t	X
Algeria	12	Shorn wool, greasy, including fleece-washed shorn wool	2,010	79	t	E
Algeria	12	Shorn wool, greasy, including fleece-washed shorn wool	2,011	19	t	A
Algeria	12	Shorn wool, greasy, including fleece-washed shorn wool	2,012	0	t	X
Algeria	12	Shorn wool, greasy, including fleece-washed shorn wool	2,013	0	t	X
Algeria	12	Shorn wool, greasy, including fleece-washed shorn wool	2,018	0.05	t	X
Algeria	12	Silk waste	2,010	0	t	E
Algeria	12	Silk waste	2,011	0	t	E
Algeria	12	Silk waste	2,012	0	t	E
Algeria	12	Silk waste	2,013	0	t	E
Algeria	12	Silk-worm cocoons suitable for reeling	2,015	0	t	A
Algeria	12	Unmanufactured tobacco	2,010	11,030	t	X
Algeria	12	Unmanufactured tobacco	2,011	12,581	t	A
Algeria	12	Unmanufactured tobacco	2,012	15,235	t	A
Algeria	12	Unmanufactured tobacco	2,013	9,657	t	A
Algeria	12	Unmanufactured tobacco	2,014	5,328.11	t	A

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Commodity Balances (non-food) (2010-) — Import quantity | Africa (FAOSTAT) | Africa (Electric Sheep Africa metadata inventory)

Size category: 1K<n<10K - Formats: parquet - Sector: agriculture_food - Engineered by Electric Sheep Africa

TL;DR

This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.

What This Dataset Covers

Public datasets help analysts inspect structured evidence, build reproducible workflows, and compare patterns across domains.

Dataset context from the existing Hugging Face card: Commodity Balances (non-food) (2010-) — Import quantity | Africa (FAOSTAT) 🌍 4,992 observations · 43 Africa countries · 2010–2023 · Repackaged by Electric Sheep Africa TL;DR This dataset contains 4,992 observations of Food Balances data across 43 Africa countries, spanning 2010–2023, covering 13 distinct indicators. About the source Source: FAOSTAT (FAO) Publisher: Food and Agriculture Organization of the United Nations (FAO) License:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-commodity-balances-non-food-2010-import-quantity.

Dataset Profile

Field	Value
Hugging Face repo	`electricsheepafrica/africa-commodity-balances-non-food-2010-import-quantity`
Sector	agriculture_food
Topic tags	tabular, faostat-(fao), food-balances, faostat, fao, agriculture, food-security, time-series
Modalities	`tabular`, `text`
Formats	`parquet`
Size category	`1K<n<10K`
Countries	Africa-wide or source-defined African coverage
ISO3 coverage	`not declared`
Last modified on HF	`2026-06-17 13:16:42+00:00`
Inventory snapshot	`2026-07-16T16:00:34Z`

How To Read This Dataset

Start from the repository files and the dataset viewer when available.
Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
Preserve missing values until you have a defensible imputation rule.

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-commodity-balances-non-food-2010-import-quantity")
print(ds)

split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])

Convert To Pandas When Tabular

from datasets import Dataset

first_split = ds[next(iter(ds))]
if isinstance(first_split, Dataset):
    df = first_split.to_pandas()
    print(df.head())

Data Quality Notes

This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
Exact schema, row counts, and source files should be inspected in the repository data files.
Metadata gaps from the inventory: country, upstream_publisher.
Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.

Source And Provenance

Source context: Electric Sheep Africa metadata inventory
Publisher/source attribution: Public dataset metadata
License: CC BY 4.0
Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/africa-commodity-balances-non-food-2010-import-quantity
Inventory retrieved at: 2026-07-16T16:00:34Z

Suggested Analyses

Inspect schema and missingness before modeling.
Profile variables by geography, time, and subgroup columns where present.
Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.

Citation

@misc{electric_sheep_africa_africa_commodity_balances_non_food_2010_import_quantity_2026,
  title        = {Commodity Balances (non-food) (2010-) — Import quantity | Africa (FAOSTAT) | Africa (Electric Sheep Africa metadata inventory)},
  author       = {Public dataset metadata},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-commodity-balances-non-food-2010-import-quantity},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-commodity-balances-non-food-2010-import-quantity}}
}

License

Released under CC BY 4.0.

Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.

Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: catalog/esa_metadata_inventory/master_metadata.jsonl.

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