Datasets:

electricsheepafrica
/

africa-comtrade-botswana-exports-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 0.02 6.43B
Botswana	BWA	050400	050400 - Animal products; guts, bladders and stomachs of animals (other than fish), whole and pieces thereof, fresh, chilled, frozen, salted, in brine, dried or smoked	2,000	exports	1,191
Botswana	BWA	050610	050610 - Animal products; ossein and bones treated with acid	2,000	exports	802
Botswana	BWA	071290	071290 - Vegetables; mixtures of vegetables n.e.c. in heading no. 0712, whole, cut, sliced, broken or in powder but not further prepared, dried	2,000	exports	2
Botswana	BWA	151229	151229 - Vegetable oils; cotton-seed oil and its fractions, other than crude, whether or not refined, but not chemically modified	2,000	exports	149
Botswana	BWA	151319	151319 - Vegetable oils; coconut (copra) oil and its fractions, other than crude, whether or not refined, but not chemically modified	2,000	exports	18
Botswana	BWA	040210	040210 - Dairy produce; milk and cream, concentrated or containing added sugar or other sweetening matter, in powder, granules or other solid forms, of a fat content not exceeding 1.5% (by weight)	2,000	exports	16,487
Botswana	BWA	040221	040221 - Dairy produce; milk and cream, concentrated, not containing added sugar or other sweetening matter, in powder, granules or other solid forms, of a fat content exceeding 1.5% (by weight)	2,000	exports	9,031
Botswana	BWA	040229	040229 - Dairy produce; milk and cream, containing added sugar or other sweetening matter, in powder, granules or other solid forms, of a fat content exceeding 1.5% (by weight)	2,000	exports	13,895
Botswana	BWA	040299	040299 - Dairy produce; milk and cream, containing added sugar or other sweetening matter, other than in powder, granules or other solid forms	2,000	exports	18,491
Botswana	BWA	040310	040310 - Dairy produce; yoghurt, whether or not concentrated or containing added sugar or other sweetening matter or flavoured or containing added fruit or cocoa	2,000	exports	34
Botswana	BWA	040390	040390 - Dairy produce; buttermilk, curdled milk or cream, kephir, fermented or acidified milk or cream, whether or not concentrated or containing added sweetening, flavouring, fruit, nuts or cocoa (excluding yoghurt)	2,000	exports	2,274
Botswana	BWA	040490	040490 - Dairy produce; natural milk constituents (excluding whey), whether or not containing added sugar or other sweetening matter, n.e.c. in chapter 04	2,000	exports	639
Botswana	BWA	040590	040590 - Dairy produce; fats and oils derived from milk (other than butter or dairy spreads)	2,000	exports	1,055
Botswana	BWA	040620	040620 - Dairy produce; cheese of all kinds, grated or powdered	2,000	exports	2,626
Botswana	BWA	040630	040630 - Dairy produce; cheese, processed (not grated or powdered)	2,000	exports	1,505
Botswana	BWA	040700	040700 - Birds' eggs, in shell, fresh, preserved or cooked.	2,000	exports	88
Botswana	BWA	040819	040819 - Eggs; birds' eggs, yolks, fresh, cooked by steaming or by boiling in water, moulded, frozen or otherwise preserved, whether or not containing added sugar or other sweetening matter	2,000	exports	402
Botswana	BWA	041000	041000 - Animal products; edible, n.e.c. in this or other chapters	2,000	exports	162
Botswana	BWA	050790	050790 - Animal products; tortoise-shell, whalebone and whalebone hair, horns, antlers, hooves, nails, claws and beaks, unworked or simply prepared but not cut to shape, waste and powder of these products	2,000	exports	30
Botswana	BWA	050900	050900 - Natural sponges of animal origin	2,000	exports	27
Botswana	BWA	051000	051000 - Animal products; ambergris, castoreum, civet, musk, cantharides, bile (dried or not) glands and other animal products, for pharmaceutical purposes, fresh, chilled, frozen or otherwise provisionally preserved	2,000	exports	30
Botswana	BWA	051199	051199 - Animal products; n.e.c. in chapter 5	2,000	exports	627
Botswana	BWA	060210	060210 - Plants, live; unrooted cuttings and slips	2,000	exports	19
Botswana	BWA	060290	060290 - Plants, live; n.e.c. in heading no. 0602	2,000	exports	468
Botswana	BWA	060390	060390 - Flowers, cut; flowers and flower buds of a kind suitable for bouquets or ornamental purposes, dried, dyed, bleached, impregnated or otherwise prepared	2,000	exports	141
Botswana	BWA	060499	060499 - -- Other	2,000	exports	430
Botswana	BWA	070110	070110 - Vegetables; seed potatoes, fresh or chilled	2,000	exports	14
Botswana	BWA	070190	070190 - Vegetables; potatoes (other than seed), fresh or chilled	2,000	exports	5,835
Botswana	BWA	070200	070200 - Vegetables; tomatoes, fresh or chilled	2,000	exports	2,234
Botswana	BWA	070310	070310 - Vegetables, alliaceous; onions and shallots, fresh or chilled	2,000	exports	46,146
Botswana	BWA	070320	070320 - Vegetables, alliaceous; garlic, fresh or chilled	2,000	exports	309
Botswana	BWA	070390	070390 - Vegetables, alliaceous; leeks and other kinds n.e.c. in heading no. 0703, fresh or chilled	2,000	exports	184
Botswana	BWA	070410	070410 - Vegetables, brassica; cauliflowers and broccoli, fresh or chilled	2,000	exports	497
Botswana	BWA	070420	070420 - Vegetables, brassica; brussel sprouts, fresh or chilled	2,000	exports	10
Botswana	BWA	070490	070490 - Vegetables, brassica; edible, n.e.c. in heading no. 0704, fresh or chilled	2,000	exports	60
Botswana	BWA	070511	070511 - Vegetables; cabbage (head) lettuce (lactuca sativa), fresh or chilled	2,000	exports	223
Botswana	BWA	070519	070519 - Vegetables; lettuce (lactuca sativa), (other than cabbage lettuce), fresh or chilled	2,000	exports	199
Botswana	BWA	070610	070610 - Vegetables, root; carrots and turnips, fresh or chilled	2,000	exports	23,211
Botswana	BWA	070690	070690 - Vegetables, root; salad beetroot, salsify, celeric, radishes and similar edible roots, fresh or chilled	2,000	exports	834
Botswana	BWA	070700	070700 - Vegetables; cucumbers and gherkins, fresh or chilled	2,000	exports	149
Botswana	BWA	070810	070810 - Vegetables, leguminous; peas (pisum sativum), shelled or unshelled, fresh or chilled	2,000	exports	48
Botswana	BWA	070820	070820 - Vegetables, leguminous; beans (vigna spp., phaseolus spp.), shelled or unshelled, fresh or chilled	2,000	exports	378
Botswana	BWA	070890	070890 - Vegetables, leguminous; (other than peas and beans), shelled or unshelled, fresh or chilled	2,000	exports	21
Botswana	BWA	070910	070910 - - Globe artichokes	2,000	exports	35
Botswana	BWA	070930	070930 - Vegetables; aubergines, (e.g. plants), fresh or chilled	2,000	exports	60
Botswana	BWA	070940	070940 - Vegetables; celery (other than celeriac), fresh or chilled	2,000	exports	211
Botswana	BWA	070951	070951 - Vegetables; mushrooms of the genus Agaricus, fresh or chilled	2,000	exports	61
Botswana	BWA	070952	070952 - Vegetables; mushrooms of the genus Boletus, fresh or chilled	2,000	exports	3,730
Botswana	BWA	070960	070960 - Vegetables; fruits of the genus capsicum or of the genus pimenta, fresh or chilled	2,000	exports	8
Botswana	BWA	070970	070970 - Vegetables; spinach, New Zealand spinach and orache spinach (garden spinach), fresh or chilled	2,000	exports	387
Botswana	BWA	070990	070990 - - Other	2,000	exports	572
Botswana	BWA	071010	071010 - Vegetables; potatoes, uncooked or cooked by steaming or boiling in water, frozen	2,000	exports	2,515
Botswana	BWA	071022	071022 - Vegetables, leguminous; beans (vigna spp., phaseolus spp.), shelled or unshelled, uncooked or cooked by steaming or boiling in water, frozen	2,000	exports	27
Botswana	BWA	071030	071030 - Vegetables; spinach, New Zealand spinach and orache spinach (garden spinach), uncooked or cooked by steaming or boiling in water, frozen	2,000	exports	4
Botswana	BWA	071040	071040 - Vegetables; sweetcorn, uncooked or cooked by steaming or boiling in water, frozen	2,000	exports	6
Botswana	BWA	071080	071080 - Vegetables; uncooked or cooked by steaming or boiling in water, n.e.c. in heading no. 0710, frozen	2,000	exports	51
Botswana	BWA	071090	071090 - Vegetable mixtures; uncooked or cooked by steaming or boiling in water, frozen	2,000	exports	70
Botswana	BWA	071110	071110 - Onions	2,000	exports	6
Botswana	BWA	071190	071190 - Vegetables and mixed vegetables; n.e.c. in heading no. 0711, provisionally preserved but unsuitable in that state for immediate consumption	2,000	exports	6,149
Botswana	BWA	071220	071220 - Vegetables; onions, whole, cut, sliced, broken or in powder but not further prepared, dried	2,000	exports	50
Botswana	BWA	071230	071230 - Mushrooms and truffles	2,000	exports	131
Botswana	BWA	071310	071310 - Vegetables, leguminous; peas (pisum sativum), shelled, whether or not skinned or split, dried	2,000	exports	24
Botswana	BWA	071339	071339 - Vegetables, leguminous; n.e.c. in item no. 0713.3, shelled, whether or not skinned or split, dried	2,000	exports	3,290
Botswana	BWA	071420	071420 - Vegetable roots and tubers; sweet potatoes, with high starch or inulin content, fresh, chilled, frozen or dried, whether or not sliced or in the form of pellets	2,000	exports	5
Botswana	BWA	071490	071490 - Vegetable roots and tubers; arrowroot, salep, Jerusalem artichokes and similar roots and tubers (not manioc, sweet potatoes, yams, taro or yautia), high starch or inulin content, fresh, chilled, frozen, dried, sliced or not, or in pellet form; sago pith	2,000	exports	39,322
Botswana	BWA	080111	080111 - Nuts, edible; coconuts, desiccated	2,000	exports	456
Botswana	BWA	080121	080121 - Nuts, edible; brazil nuts, fresh or dried, in shell	2,000	exports	8,728
Botswana	BWA	080122	080122 - Nuts, edible; brazil nuts, fresh or dried, shelled	2,000	exports	55
Botswana	BWA	080132	080132 - Nuts, edible; cashew nuts, fresh or dried, shelled	2,000	exports	47
Botswana	BWA	080211	080211 - Nuts, edible; almonds, fresh or dried, in shell	2,000	exports	115
Botswana	BWA	080250	080250 - - Pistachios	2,000	exports	3
Botswana	BWA	080290	080290 - Nuts, edible; n.e.c. in heading no. 0801 and 0802, fresh or dried, whether or not shelled or peeled	2,000	exports	76
Botswana	BWA	080300	080300 - Bananas, including plantains, fresh or dried.	2,000	exports	6,055
Botswana	BWA	080420	080420 - Fruit, edible; figs, fresh or dried	2,000	exports	58
Botswana	BWA	080430	080430 - Fruit, edible; pineapples, fresh or dried	2,000	exports	25
Botswana	BWA	080440	080440 - Fruit, edible; avocados, fresh or dried	2,000	exports	12
Botswana	BWA	080450	080450 - Fruit, edible; guavas, mangoes and mangosteens, fresh or dried	2,000	exports	841
Botswana	BWA	080510	080510 - Fruit, edible; oranges, fresh or dried	2,000	exports	861
Botswana	BWA	080520	080520 - -Mandarins (including tangerines and satsumas); clementines, wilkings and similar citrus hybrids	2,000	exports	39
Botswana	BWA	080610	080610 - Fruit, edible; grapes, fresh	2,000	exports	993
Botswana	BWA	080620	080620 - Fruit, edible; grapes, dried	2,000	exports	14
Botswana	BWA	080711	080711 - Fruit, edible; watermelons, fresh	2,000	exports	71
Botswana	BWA	080720	080720 - Fruit, edible; papaws (papayas), fresh	2,000	exports	10,172
Botswana	BWA	080810	080810 - Fruit, edible; apples, fresh	2,000	exports	1,414
Botswana	BWA	080820	080820 - - Pears and quinces	2,000	exports	746
Botswana	BWA	080920	080920 - - Cherries	2,000	exports	668
Botswana	BWA	080930	080930 - Fruit, edible; peaches, including nectarines, fresh	2,000	exports	276
Botswana	BWA	080940	080940 - Fruit, edible; plums and sloes, fresh	2,000	exports	88
Botswana	BWA	081090	081090 - Fruit, edible; fruits n.e.c. in heading no. 0801 to 0810, fresh	2,000	exports	129
Botswana	BWA	081110	081110 - Fruit, edible; strawberries, uncooked or cooked by steaming or boiling in water, frozen, whether or not containing added sugar or other sweetening matter	2,000	exports	2
Botswana	BWA	081190	081190 - Fruit, edible; fruit and nuts n.e.c. in heading no. 0811, uncooked or cooked, frozen whether or not containing added sugar or other sweetening matter	2,000	exports	25
Botswana	BWA	081210	081210 - Fruit, edible; cherries, provisionally preserved, but unsuitable in that state for immediate consumption	2,000	exports	15
Botswana	BWA	081220	081220 - Strawberries	2,000	exports	261
Botswana	BWA	081310	081310 - Fruit, edible; apricots, dried	2,000	exports	6
Botswana	BWA	081320	081320 - Fruit, edible; prunes, dried	2,000	exports	974
Botswana	BWA	081330	081330 - Fruit, edible; apples, dried	2,000	exports	41
Botswana	BWA	081340	081340 - Fruit, edible; fruit n.e.c. in heading no. 0812, dried	2,000	exports	5,433
Botswana	BWA	081350	081350 - Nuts, edible; mixtures of nuts or dried fruits of chapter 08	2,000	exports	919
Botswana	BWA	081400	081400 - Peel; of citrus fruit or melons (including watermelons), fresh, frozen, dried or provisionally preserved in brine, in sulphur water and other preservative solutions	2,000	exports	27
Botswana	BWA	090111	090111 - Coffee; not roasted or decaffeinated	2,000	exports	8,016

End of preview. Expand in Data Studio

Botswana — Exports by Commodity (HS6) | Africa (UN Comtrade)

🌍 106,222 observations · 1 Africa countries · 2000–2023 · Repackaged by Electric Sheep Africa

TL;DR

This dataset contains 106,222 observations of International merchandise trade data across 1 Africa countries, spanning 2000–2023, covering 5539 distinct indicators.

About the source

Source: UN Comtrade
Publisher: United Nations Statistics Division (UN Comtrade)
License: other
Topic: International merchandise trade

Geographic coverage

1 Africa countries · top rows shown below, sorted by row count:

Country	Rows	First year	Last year
`Botswana`	106,222	2000	2023

Indicators (sample)

010110 — 010110 - - Pure-bred breeding animals
010111 — 010111 - Horses :-- Pure-bred breeding animals
010119 — 010119 - Horses :-- Other
010120 — 010120 - Asses, mules and hinnies
010121 — 010121 - Horses; live, pure-bred breeding animals
010129 — 010129 - Horses; live, other than pure-bred breeding animals
010130 — 010130 - Asses; live
010190 — 010190 - Mules and hinnies; live
010210 — 010210 - - Pure-bred breeding animals
010221 — 010221 - Cattle; live, pure-bred breeding animals
... and 5529 more indicators

Schema

Column	Type	Description	Example
`country_name`	`string`	—	`Botswana`
`country_iso3`	`string`	—	`BWA`
`commodity_code`	`string`	—	`050400`
`commodity`	`string`	—	`050400 - Animal products; guts, bladd…`
`year`	`int64`	—	`2000`
`flow`	`string`	—	`exports`
`trade_value_usd`	`float64`	—	`1191.0`

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-comtrade-botswana-exports-by-commodity")
df = ds["train"].to_pandas()
print(df.head())

Filter to one country

kenya = df[df["country_name"] == "KEN"]

Time-series for a single indicator

sample = (df[df["commodity_code"] == "050400"]
          .sort_values("year"))
sample.plot(x="year", y="trade_value_usd", title="050400")

Pivot to country × year matrix

matrix = (df[df["commodity_code"] == "050400"]
          .pivot_table(index="year", columns="country_name", values="trade_value_usd"))
print(matrix.tail())

Citation

@misc{africa_comtrade_botswana_exports_by_commodity_2023,
  title        = {Botswana — Exports by Commodity (HS6) | Africa (UN Comtrade)},
  author       = {United Nations Statistics Division (UN Comtrade)},
  year         = {2023},
  url          = {https://comtradeplus.un.org/},
  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-comtrade-botswana-exports-by-commodity}}
}

License

Released under other.

Original data © United Nations Statistics Division (UN Comtrade). When using this dataset, please cite both the original source above and the Electric Sheep Africa repackaging.

About Electric Sheep

Electric Sheep Africa is part of the Electric Sheep mission: a unified, ML-ready data layer for Africa on HuggingFace. We pull data from authoritative open sources, normalize the schemas, package as Parquet, and publish with consistent dataset cards so researchers and developers can use load_dataset() to start working in seconds.

Browse the full collection: huggingface.co/electricsheepafrica

Provenance: ingested 2026-06-17 via the Electric Sheep pipeline. Source URL: https://comtradeplus.un.org/

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