Datasets:

electricsheepafrica
/

africa-comtrade-mali-imports-by-commodity

country_name stringclasses 1 value	country_iso3 stringclasses 1 value	commodity_code stringlengths 6 6	commodity stringlengths 13 263	year int64 2k 2.02k	flow stringclasses 1 value	trade_value_usd float64 1 1.01B
Mali	MLI	220290	220290 - -Other	2,000	imports	252,544
Mali	MLI	220300	220300 - Beer; made from malt	2,000	imports	22,361
Mali	MLI	220210	220210 - Waters; including mineral and aerated, containing added sugar or other sweetening matter or flavoured	2,000	imports	93,181
Mali	MLI	220190	220190 - Waters; other than mineral and aerated, (not containing added sugar or other sweetening matter nor flavoured), ice and snow	2,000	imports	2,514
Mali	MLI	220110	220110 - Waters; mineral and aerated, including natural or artificial, (not containing added sugar or other sweetening matter nor flavoured)	2,000	imports	31,021
Mali	MLI	210690	210690 - Food preparations; n.e.c. in item no. 2106.10	2,000	imports	3,799,458
Mali	MLI	210610	210610 - Protein; concentrates and textured protein substances	2,000	imports	716
Mali	MLI	210500	210500 - Ice cream and other edible ice; whether or not containing cocoa	2,000	imports	391
Mali	MLI	210420	210420 - Homogenised composite food preparations	2,000	imports	9,021
Mali	MLI	210410	210410 - Soups and broths and preparations therefor	2,000	imports	5,459,615
Mali	MLI	210390	210390 - Sauces and preparations therefor; mixed condiments and mixed seasonings	2,000	imports	741,376
Mali	MLI	210330	210330 - Mustard flour and meal and prepared mustard	2,000	imports	7,336
Mali	MLI	210320	210320 - Sauces; tomato ketchup and other tomato sauces	2,000	imports	20,149
Mali	MLI	210310	210310 - Sauces; soya	2,000	imports	8,971
Mali	MLI	210230	210230 - Baking powders; prepared	2,000	imports	54,983
Mali	MLI	210220	210220 - Yeasts; inactive, other single-cell micro-organisms, dead	2,000	imports	170,431
Mali	MLI	210210	210210 - Yeasts; active	2,000	imports	252,415
Mali	MLI	210130	210130 - Chicory, roasted and other roasted coffee substitutes; extracts, essences and concentrates thereof	2,000	imports	142,759
Mali	MLI	210111	210111 - Extracts, essences and concentrates; of coffee, and preparations with a basis of these extracts, essences or concentrates or with a basis of coffee	2,000	imports	3,312,770
Mali	MLI	200990	200990 - Juices; mixtures of fruits or vegetables (but not nut juice), unfermented, not containing added spirit, whether or not containing added sugar or other sweetening matter	2,000	imports	31,566
Mali	MLI	200980	200980 - - Juice of any other single fruit or vegetable	2,000	imports	78,114
Mali	MLI	200970	200970 - Apple juice	2,000	imports	2,206
Mali	MLI	200960	200960 - Grape juice (including grape must)	2,000	imports	2,809
Mali	MLI	200950	200950 - Juice; tomato, unfermented, not containing added spirit, whether or not containing added sugar or other sweetening matter	2,000	imports	186
Mali	MLI	200940	200940 - Pineapple juice	2,000	imports	112,947
Mali	MLI	200930	200930 - Juice of any other single citrus fruit	2,000	imports	6,373
Mali	MLI	200920	200920 - Grapefruit juice	2,000	imports	2,197
Mali	MLI	200919	200919 - Juice; orange, not frozen, of a Brix value exceeding 20, unfermented, not containing added spirit, whether or not containing added sugar or other sweetening matter	2,000	imports	39,006
Mali	MLI	200899	200899 - Fruit, nuts and other edible parts of plants; prepared or preserved, whether or not containing added sugar, other sweetening matter or spirit, n.e.c. in heading no. 2008	2,000	imports	8,738
Mali	MLI	200870	200870 - Fruit; peaches, including nectarines, prepared or preserved in ways n.e.c. in heading no. 2007 and 2008, whether or not containing added sugar, other sweetening matter or spirit	2,000	imports	320
Mali	MLI	200840	200840 - Fruit; pears, prepared or preserved in ways n.e.c. in heading no. 2007, whether or not containing added sugar, other sweetening matter or spirit	2,000	imports	417
Mali	MLI	200820	200820 - Fruit; pineapples, prepared or preserved in ways n.e.c. in heading no. 2007, whether or not containing added sugar, other sweetening matter or spirit	2,000	imports	9,573
Mali	MLI	200819	200819 - Nuts and other seeds; whether or not containing added sugar, other sweetening matter or spirit (excluding ground-nuts except in mixtures)	2,000	imports	1,275
Mali	MLI	200811	200811 - Nuts; ground-nuts, whether or not containing added sugar, other sweetening matter or spirit	2,000	imports	293
Mali	MLI	200799	200799 - Jams, fruit jellies, marmalades, purees and pastes; of fruit or nuts n.e.c. in heading no. 2007, cooked preparations (excluding homogenised), whether or not containing added sugar or other sweetening matter	2,000	imports	12,118
Mali	MLI	200710	200710 - Jams, fruit jellies, marmalades, fruit or nut puree and fruit or nut pastes; homogenised, cooked preparations, whether or not containing added sugar or other sweetening matter	2,000	imports	23,719
Mali	MLI	200600	200600 - Vegetables, fruit, nuts, fruit-peel and other parts of plants, preserved by sugar (drained, glace or crystallised)	2,000	imports	89
Mali	MLI	200590	200590 - - Other vegetables and Mixtures Of vegetables	2,000	imports	35,094
Mali	MLI	200580	200580 - Vegetable preparations; sweetcorn (zea mays var. saccharata), prepared or preserved otherwise than by vinegar or acetic acid, not frozen	2,000	imports	2,705
Mali	MLI	200570	200570 - Vegetable preparations; olives, prepared or preserved otherwise than by vinegar or acetic acid, not frozen	2,000	imports	3,166
Mali	MLI	200559	200559 - Vegetable preparations; beans, (not shelled), prepared or preserved otherwise than by vinegar or acetic acid, not frozen	2,000	imports	74,281
Mali	MLI	200551	200551 - Vegetable preparations; beans, shelled, prepared or preserved otherwise than by vinegar or acetic acid, not frozen	2,000	imports	2,065
Mali	MLI	200540	200540 - Vegetable preparations; peas (pisum sativum), prepared or preserved otherwise than by vinegar or acetic acid, not frozen	2,000	imports	4,366
Mali	MLI	200520	200520 - Vegetable preparations; potatoes, prepared or preserved otherwise than by vinegar or acetic acid, not frozen	2,000	imports	5,997
Mali	MLI	200510	200510 - Vegetable preparations; homogenised vegetables, prepared or preserved otherwise than by vinegar or acetic acid, not frozen	2,000	imports	36,775
Mali	MLI	200490	200490 - Vegetable preparations; vegetables and mixtures of vegetables (excluding potatoes), prepared or preserved otherwise than by vinegar or acetic acid, frozen	2,000	imports	164
Mali	MLI	200310	200310 - Vegetable preparations; mushrooms of the genus Agaricus, prepared or preserved otherwise than by vinegar or acetic acid	2,000	imports	3,648
Mali	MLI	200290	200290 - Vegetable preparations; tomatoes, (other than whole or in pieces), prepared or preserved otherwise than by vinegar or acetic acid	2,000	imports	1,623,268
Mali	MLI	200210	200210 - Vegetable preparations; tomatoes, whole or in pieces, prepared or preserved otherwise than by vinegar or acetic acid	2,000	imports	537
Mali	MLI	200190	200190 - Vegetable preparations; vegetables, fruit, nuts and other edible parts of plants, prepared or preserved by vinegar or acetic acid (excluding cucumbers and gherkins)	2,000	imports	497
Mali	MLI	200120	200120 - Onions	2,000	imports	6,088
Mali	MLI	200110	200110 - Vegetable preparations; cucumbers and gherkins, prepared or preserved by vinegar or acetic acid	2,000	imports	31
Mali	MLI	190590	190590 - Food preparations; bakers' wares n.e.c. in heading no. 1605, whether or not containing cocoa; communion wafers, empty cachets suitable for pharmaceutical use, sealing wafers, rice papers and similar products	2,000	imports	92,453
Mali	MLI	190540	190540 - Food preparations; rusks, toasted bread and similar toasted products, whether or not containing cocoa	2,000	imports	3,761
Mali	MLI	190530	190530 - Sweet biscuits; waffles and wafers	2,000	imports	252,641
Mali	MLI	190520	190520 - Food preparations; gingerbread and the like, whether or not containing cocoa	2,000	imports	58
Mali	MLI	190490	190490 - Food preparations; cereal or cereal products (excluding maize), in grain form, pre-cooked or otherwise prepared	2,000	imports	4,570
Mali	MLI	190420	190420 - Food preparations; obtained from unroasted cereal flakes or from mixtures of unroasted cereal flakes and roasted cereal flakes or swelled cereals	2,000	imports	12,703
Mali	MLI	190410	190410 - Food preparations; obtained by the swelling or roasting of cereals or cereal products	2,000	imports	2,924
Mali	MLI	190300	190300 - Food preparations; tapioca and substitutes thereof, prepared from starch in the form of flakes, grains, pearls, siftings or similar	2,000	imports	535
Mali	MLI	190240	190240 - Food preparations; couscous	2,000	imports	30,623
Mali	MLI	190230	190230 - Food preparations; pasta (excluding stuffed), cooked or otherwise prepared	2,000	imports	347,613
Mali	MLI	190220	190220 - Food preparations; pasta, stuffed (with meat or other substances), whether or not cooked or otherwise prepared	2,000	imports	47,285
Mali	MLI	190219	190219 - Food preparations; pasta, uncooked (excluding that containing eggs), not stuffed or otherwise prepared	2,000	imports	1,492,593
Mali	MLI	190211	190211 - Food preparations; pasta, containing eggs, uncooked, not stuffed or otherwise prepared	2,000	imports	8,529
Mali	MLI	190190	190190 - Food preparations; of flour, meal, starch, malt extract or milk products, for uses n.e.c. in heading no. 1901	2,000	imports	2,368,294
Mali	MLI	190120	190120 - Food preparations; mixes and doughs for the preparation of bread, pastry, cakes, biscuits and other bakers' wares	2,000	imports	1,533
Mali	MLI	190110	190110 - Food preparations; of flour, meal, starch, malt extract or milk products, suitable for infants or young children, put up for retail sale	2,000	imports	677,720
Mali	MLI	180690	180690 - Chocolate and other food preparations containing cocoa; n.e.c. in chapter 18	2,000	imports	17,740
Mali	MLI	180632	180632 - Chocolate and other food preparations containing cocoa; in blocks, slabs or bars, (not filled), weighing 2kg or less	2,000	imports	3,677
Mali	MLI	180631	180631 - Chocolate and other food preparations containing cocoa; in blocks, slabs or bars, filled, weighing 2kg or less	2,000	imports	3,248
Mali	MLI	180620	180620 - Chocolate & other food preparations containing cocoa; in blocks, slabs or bars weighing more than 2kg or in liquid, paste, powder, granular or other bulk form in containers or immediate packings, content exceeding 2kg	2,000	imports	2,228
Mali	MLI	180610	180610 - Cocoa; powder, containing added sugar or other sweetening matter	2,000	imports	85,146
Mali	MLI	180500	180500 - Cocoa; powder, not containing added sugar or other sweetening matter	2,000	imports	1,561
Mali	MLI	180310	180310 - Cocoa; paste, not defatted	2,000	imports	296
Mali	MLI	180100	180100 - Cocoa beans; whole or broken, raw or roasted	2,000	imports	20,774
Mali	MLI	170490	170490 - Sugar confectionery; (excluding chewing gum, including white chocolate), not containing cocoa	2,000	imports	136,316
Mali	MLI	170410	170410 - Sugar confectionery; chewing gum, whether or not sugar-coated, not containing cocoa	2,000	imports	149,915
Mali	MLI	170390	170390 - Sugars; molasses, from sugar beet, resulting from the extraction or refining of sugar	2,000	imports	3,216
Mali	MLI	170290	170290 - Sugars; n.e.c. in heading no. 1702, including invert sugar and other sugar and sugar syrup blends containing, in the dry state, 50% by weight of fructose	2,000	imports	12,007
Mali	MLI	170240	170240 - Sugars; glucose and glucose syrup, containing in the dry state at least 20% but less than 50% by weight of fructose, excluding invert sugar, the syrup not containing added flavouring or colouring matter	2,000	imports	15,935
Mali	MLI	170230	170230 - Sugars; glucose and glucose syrup, not containing fructose or containing in the dry state less than 20% by weight of fructose, the syrup not containing added flavouring or colouring matter	2,000	imports	335,000
Mali	MLI	170220	170220 - Sugars; maple sugar, chemically pure, in solid form; maple syrup, not containing added flavouring or colouring matter	2,000	imports	2,607
Mali	MLI	170199	170199 - Sugars; sucrose, chemically pure, in solid form, not containing added flavouring or colouring matter	2,000	imports	16,498,123
Mali	MLI	170191	170191 - Sugars; sucrose, chemically pure, in solid form, containing added flavouring or colouring matter	2,000	imports	10,789
Mali	MLI	170111	170111 - -- Cane sugar	2,000	imports	29
Mali	MLI	160590	160590 - - Other	2,000	imports	14,773
Mali	MLI	160520	160520 - - Shrimps and prawns	2,000	imports	21,694
Mali	MLI	160510	160510 - Crustacean preparations; crab, prepared or preserved	2,000	imports	2,853
Mali	MLI	160420	160420 - Fish preparations; fish minced or in forms n.e.c. in heading no. 1604, prepared or preserved	2,000	imports	13,088
Mali	MLI	160415	160415 - Fish preparations; mackerel, prepared or preserved, whole or in pieces (but not minced)	2,000	imports	529
Mali	MLI	160414	160414 - Fish preparations; tunas, skipjack tuna and bonito (Sarda spp.), prepared or preserved, whole or in pieces (but not minced)	2,000	imports	3,601
Mali	MLI	160413	160413 - Fish preparations; sardines, sardinella and brisling or sprats, prepared or preserved, whole or in pieces (but not minced)	2,000	imports	93,744
Mali	MLI	160300	160300 - Extracts and juices; of meat, fish or crustaceans, molluscs or other aquatic invertebrates	2,000	imports	75
Mali	MLI	160290	160290 - Meat preparations; of meat, meat offal or the blood of any animal, n.e.c. in heading no. 1602	2,000	imports	911
Mali	MLI	160250	160250 - Meat preparations; of bovine animals, meat or meat offal, prepared or preserved (excluding livers and homogenised preparations)	2,000	imports	9,966
Mali	MLI	160249	160249 - Meat preparations; of swine, meat or meat offal (including mixtures), prepared or preserved, n.e.c. in heading no. 1602	2,000	imports	5,330
Mali	MLI	160241	160241 - Meat preparations; of swine, hams and cuts thereof, prepared or preserved (excluding homogenised preparations)	2,000	imports	44,139
Mali	MLI	160239	160239 - Meat preparations; of poultry (excluding turkeys), prepared or preserved meat or meat offal (excluding livers and homogenised preparations)	2,000	imports	7,724
Mali	MLI	160231	160231 - Meat preparations; of turkeys, prepared or preserved meat or meat offal (excluding livers and homogenised preparations)	2,000	imports	7,123

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Mali — Imports by Commodity (HS6) | Africa (UN Comtrade) | Africa (Electric Sheep Africa metadata inventory)

Size category: 10K<n<100K - Formats: parquet - Sector: economics_finance - 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: Mali — Imports by Commodity (HS6) | Africa (UN Comtrade) 🌍 60,311 observations · 1 Africa countries · 2000–2023 · Repackaged by Electric Sheep Africa TL;DR This dataset contains 60,311 observations of International merchandise trade data across 1 Africa countries, spanning 2000–2023, covering 5476 distinct indicators. About the source Source: UN Comtrade Publisher: United Nations Statistics Division (UN Comtrade) License: other Topic:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-comtrade-mali-imports-by-commodity.

Dataset Profile

Field	Value
Hugging Face repo	`electricsheepafrica/africa-comtrade-mali-imports-by-commodity`
Sector	economics_finance
Topic tags	tabular, un-comtrade, international-merchandise-trade, trade, exports-imports, hs, bilateral, time-series
Modalities	`tabular`, `text`
Formats	`parquet`
Size category	`10K<n<100K`
Countries	Mali
ISO3 coverage	`MLI`
Last modified on HF	`2026-06-17 15:03:17+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-comtrade-mali-imports-by-commodity")
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: 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: Source-specific or other license
Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/africa-comtrade-mali-imports-by-commodity
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_comtrade_mali_imports_by_commodity_2026,
  title        = {Mali — Imports by Commodity (HS6) | Africa (UN Comtrade) | Africa (Electric Sheep Africa metadata inventory)},
  author       = {Public dataset metadata},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-comtrade-mali-imports-by-commodity},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-comtrade-mali-imports-by-commodity}}
}

License

Released under Source-specific or other license.

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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Collection including electricsheepafrica/africa-comtrade-mali-imports-by-commodity

Mali · Country Data Coverage

Collection

535 official ML-ready Mali open-data resources, plus related Electric Sheep Africa datasets. • 602 items • Updated 11 days ago