country_name stringclasses 1
value | country_iso3 stringclasses 1
value | commodity_code stringlengths 6 6 | commodity stringlengths 13 264 | year int64 2k 2.02k | flow stringclasses 1
value | trade_value_usd float64 0 2.81B |
|---|---|---|---|---|---|---|
Botswana | BWA | 090122 | 090122 - Coffee; roasted, decaffeinated | 2,000 | imports | 200,305 |
Botswana | BWA | 090610 | 090610 - - Neither crushed nor ground | 2,000 | imports | 15,410 |
Botswana | BWA | 090620 | 090620 - Spices; cinnamon and cinnamon-tree flowers, crushed or ground | 2,000 | imports | 2,741 |
Botswana | BWA | 090700 | 090700 - Cloves (whole fruit, cloves and stems). | 2,000 | imports | 2,169 |
Botswana | BWA | 090810 | 090810 - - Nutmeg | 2,000 | imports | 15,957 |
Botswana | BWA | 090820 | 090820 - - Mace | 2,000 | imports | 645 |
Botswana | BWA | 090830 | 090830 - - Cardamoms | 2,000 | imports | 3,416 |
Botswana | BWA | 090910 | 090910 - - Seeds of anise or badian | 2,000 | imports | 23,567 |
Botswana | BWA | 090121 | 090121 - Coffee; roasted, not decaffeinated | 2,000 | imports | 443,763 |
Botswana | BWA | 090112 | 090112 - Coffee; decaffeinated, not roasted | 2,000 | imports | 11,646 |
Botswana | BWA | 090111 | 090111 - Coffee; not roasted or decaffeinated | 2,000 | imports | 1,099,010 |
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 | imports | 28,656 |
Botswana | BWA | 081350 | 081350 - Nuts, edible; mixtures of nuts or dried fruits of chapter 08 | 2,000 | imports | 80,166 |
Botswana | BWA | 081340 | 081340 - Fruit, edible; fruit n.e.c. in heading no. 0812, dried | 2,000 | imports | 154,349 |
Botswana | BWA | 081330 | 081330 - Fruit, edible; apples, dried | 2,000 | imports | 115,201 |
Botswana | BWA | 080720 | 080720 - Fruit, edible; papaws (papayas), fresh | 2,000 | imports | 73,871 |
Botswana | BWA | 080719 | 080719 - Fruit, edible; melons, other than watermelons, fresh | 2,000 | imports | 20,551 |
Botswana | BWA | 080711 | 080711 - Fruit, edible; watermelons, fresh | 2,000 | imports | 135,723 |
Botswana | BWA | 080620 | 080620 - Fruit, edible; grapes, dried | 2,000 | imports | 14,015 |
Botswana | BWA | 080610 | 080610 - Fruit, edible; grapes, fresh | 2,000 | imports | 381,548 |
Botswana | BWA | 080590 | 080590 - Fruit, edible; citrus fruit n.e.c. in heading no. 0805, fresh or dried | 2,000 | imports | 210,995 |
Botswana | BWA | 080540 | 080540 - Fruit, edible; grapefruit and pomelos, fresh or dried | 2,000 | imports | 28,355 |
Botswana | BWA | 080530 | 080530 - Lemons (Citrus limon, Citrus limonum) and limes (Citrus aurantifolia) | 2,000 | imports | 43,157 |
Botswana | BWA | 080520 | 080520 - -Mandarins (including tangerines and satsumas); clementines, wilkings and similar citrus hybrids | 2,000 | imports | 166,855 |
Botswana | BWA | 080510 | 080510 - Fruit, edible; oranges, fresh or dried | 2,000 | imports | 852,450 |
Botswana | BWA | 080450 | 080450 - Fruit, edible; guavas, mangoes and mangosteens, fresh or dried | 2,000 | imports | 295,533 |
Botswana | BWA | 080440 | 080440 - Fruit, edible; avocados, fresh or dried | 2,000 | imports | 79,130 |
Botswana | BWA | 080430 | 080430 - Fruit, edible; pineapples, fresh or dried | 2,000 | imports | 141,772 |
Botswana | BWA | 080420 | 080420 - Fruit, edible; figs, fresh or dried | 2,000 | imports | 16,146 |
Botswana | BWA | 080410 | 080410 - Fruit, edible; dates, fresh or dried | 2,000 | imports | 61,671 |
Botswana | BWA | 080300 | 080300 - Bananas, including plantains, fresh or dried. | 2,000 | imports | 2,258,507 |
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 | imports | 75,619 |
Botswana | BWA | 080250 | 080250 - - Pistachios | 2,000 | imports | 4,924 |
Botswana | BWA | 080240 | 080240 - - Chestnuts (Castanea spp.) | 2,000 | imports | 39,393 |
Botswana | BWA | 080232 | 080232 - Nuts, edible; walnuts, fresh or dried, shelled | 2,000 | imports | 1,813 |
Botswana | BWA | 080231 | 080231 - Nuts, edible; walnuts, fresh or dried, in shell | 2,000 | imports | 1,182 |
Botswana | BWA | 080222 | 080222 - Nuts, edible; hazelnuts or filberts (corylus spp.), fresh or dried, shelled | 2,000 | imports | 1,302 |
Botswana | BWA | 080221 | 080221 - Nuts, edible; hazelnuts or filberts (corylus spp.), fresh or dried, in shell | 2,000 | imports | 2,897 |
Botswana | BWA | 080212 | 080212 - Nuts, edible; almonds, fresh or dried, shelled | 2,000 | imports | 9,999 |
Botswana | BWA | 080211 | 080211 - Nuts, edible; almonds, fresh or dried, in shell | 2,000 | imports | 36,664 |
Botswana | BWA | 080132 | 080132 - Nuts, edible; cashew nuts, fresh or dried, shelled | 2,000 | imports | 3,436 |
Botswana | BWA | 080131 | 080131 - Nuts, edible; cashew nuts, fresh or dried, in shell | 2,000 | imports | 13,953 |
Botswana | BWA | 080122 | 080122 - Nuts, edible; brazil nuts, fresh or dried, shelled | 2,000 | imports | 7,033 |
Botswana | BWA | 080121 | 080121 - Nuts, edible; brazil nuts, fresh or dried, in shell | 2,000 | imports | 13,126 |
Botswana | BWA | 080119 | 080119 - Nuts, edible; coconuts, fresh or dried, other than desiccated or in the inner shell (endocarp) | 2,000 | imports | 9,713 |
Botswana | BWA | 080111 | 080111 - Nuts, edible; coconuts, desiccated | 2,000 | imports | 46,839 |
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 | imports | 6,336 |
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 | imports | 68,066 |
Botswana | BWA | 071410 | 071410 - Vegetable roots and tubers; manioc (cassava), with high starch or inulin content, fresh, chilled, frozen or dried, whether or not sliced or in the form of pellets | 2,000 | imports | 7,430 |
Botswana | BWA | 071390 | 071390 - Vegetables, leguminous; n.e.c. in heading no. 0713, shelled, whether or not skinned or split, dried | 2,000 | imports | 925,744 |
Botswana | BWA | 071350 | 071350 - Vegetables, leguminous; broad beans (vicia faba var. major) and horse beans (vicia faba var. equina, vicia faba var. minor), shelled, whether or not skinned or split, dried | 2,000 | imports | 20,005 |
Botswana | BWA | 071340 | 071340 - Vegetables, leguminous; lentils, shelled, whether or not skinned or split, dried | 2,000 | imports | 13,882 |
Botswana | BWA | 071339 | 071339 - Vegetables, leguminous; n.e.c. in item no. 0713.3, shelled, whether or not skinned or split, dried | 2,000 | imports | 1,393,849 |
Botswana | BWA | 071333 | 071333 - Vegetables, leguminous; kidney beans, including white pea beans (phaseolus vulgaris), shelled, whether or not skinned or split, dried | 2,000 | imports | 770,023 |
Botswana | BWA | 071332 | 071332 - Vegetables, leguminous; small red (adzuki) beans (phaseolus or vigna angularis), shelled, whether or not skinned or split, dried | 2,000 | imports | 42,353 |
Botswana | BWA | 071331 | 071331 - Vegetables, leguminous; beans of the species vigna mungo (l.) hepper or vigna radiata (l.) wilczek, shelled, whether or not skinned or split, dried | 2,000 | imports | 61,596 |
Botswana | BWA | 071320 | 071320 - Vegetables, leguminous; chickpeas (garbanzos), shelled, whether or not skinned or split, dried | 2,000 | imports | 2,861 |
Botswana | BWA | 071310 | 071310 - Vegetables, leguminous; peas (pisum sativum), shelled, whether or not skinned or split, dried | 2,000 | imports | 514,549 |
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 | imports | 248,097 |
Botswana | BWA | 071230 | 071230 - Mushrooms and truffles | 2,000 | imports | 70,615 |
Botswana | BWA | 071220 | 071220 - Vegetables; onions, whole, cut, sliced, broken or in powder but not further prepared, dried | 2,000 | imports | 60,926 |
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 | imports | 175,358 |
Botswana | BWA | 071140 | 071140 - Vegetables; cucumbers and gherkins, provisionally preserved but unsuitable in that state for immediate consumption | 2,000 | imports | 7,834 |
Botswana | BWA | 071130 | 071130 - - Capers | 2,000 | imports | 5,944 |
Botswana | BWA | 071120 | 071120 - Vegetables; olives, provisionally preserved but unsuitable in that state for immediate consumption | 2,000 | imports | 27,632 |
Botswana | BWA | 071110 | 071110 - Onions | 2,000 | imports | 42,043 |
Botswana | BWA | 071090 | 071090 - Vegetable mixtures; uncooked or cooked by steaming or boiling in water, frozen | 2,000 | imports | 255,305 |
Botswana | BWA | 071080 | 071080 - Vegetables; uncooked or cooked by steaming or boiling in water, n.e.c. in heading no. 0710, frozen | 2,000 | imports | 107,189 |
Botswana | BWA | 071040 | 071040 - Vegetables; sweetcorn, uncooked or cooked by steaming or boiling in water, frozen | 2,000 | imports | 78,705 |
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 | imports | 3,522 |
Botswana | BWA | 071029 | 071029 - Vegetables, leguminous; (other than peas or beans), shelled or unshelled, uncooked or cooked by steaming or boiling in water, frozen | 2,000 | imports | 119,179 |
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 | imports | 12,186 |
Botswana | BWA | 071021 | 071021 - Vegetables, leguminous; peas (pisum sativum), shelled or unshelled, uncooked or cooked by steaming or boiling in water, frozen | 2,000 | imports | 17,326 |
Botswana | BWA | 071010 | 071010 - Vegetables; potatoes, uncooked or cooked by steaming or boiling in water, frozen | 2,000 | imports | 1,309,557 |
Botswana | BWA | 070990 | 070990 - - Other | 2,000 | imports | 918,884 |
Botswana | BWA | 070970 | 070970 - Vegetables; spinach, New Zealand spinach and orache spinach (garden spinach), fresh or chilled | 2,000 | imports | 40,901 |
Botswana | BWA | 070960 | 070960 - Vegetables; fruits of the genus capsicum or of the genus pimenta, fresh or chilled | 2,000 | imports | 221,946 |
Botswana | BWA | 070952 | 070952 - Vegetables; mushrooms of the genus Boletus, fresh or chilled | 2,000 | imports | 930 |
Botswana | BWA | 070951 | 070951 - Vegetables; mushrooms of the genus Agaricus, fresh or chilled | 2,000 | imports | 243,946 |
Botswana | BWA | 070940 | 070940 - Vegetables; celery (other than celeriac), fresh or chilled | 2,000 | imports | 35,319 |
Botswana | BWA | 070930 | 070930 - Vegetables; aubergines, (e.g. plants), fresh or chilled | 2,000 | imports | 17,947 |
Botswana | BWA | 070920 | 070920 - Vegetables; asparagus, fresh or chilled | 2,000 | imports | 14,624 |
Botswana | BWA | 070910 | 070910 - - Globe artichokes | 2,000 | imports | 45,933 |
Botswana | BWA | 070890 | 070890 - Vegetables, leguminous; (other than peas and beans), shelled or unshelled, fresh or chilled | 2,000 | imports | 39,678 |
Botswana | BWA | 070820 | 070820 - Vegetables, leguminous; beans (vigna spp., phaseolus spp.), shelled or unshelled, fresh or chilled | 2,000 | imports | 120,125 |
Botswana | BWA | 070810 | 070810 - Vegetables, leguminous; peas (pisum sativum), shelled or unshelled, fresh or chilled | 2,000 | imports | 122,063 |
Botswana | BWA | 070700 | 070700 - Vegetables; cucumbers and gherkins, fresh or chilled | 2,000 | imports | 289,639 |
Botswana | BWA | 070690 | 070690 - Vegetables, root; salad beetroot, salsify, celeric, radishes and similar edible roots, fresh or chilled | 2,000 | imports | 548,922 |
Botswana | BWA | 070610 | 070610 - Vegetables, root; carrots and turnips, fresh or chilled | 2,000 | imports | 576,244 |
Botswana | BWA | 070529 | 070529 - Vegetables; chicory (cichorium spp.), (other than witloof chicory), fresh or chilled | 2,000 | imports | 10,516 |
Botswana | BWA | 070521 | 070521 - Vegetables; witloff chicory (cichorium intybus var. foliosum), fresh or chilled | 2,000 | imports | 5,120 |
Botswana | BWA | 070519 | 070519 - Vegetables; lettuce (lactuca sativa), (other than cabbage lettuce), fresh or chilled | 2,000 | imports | 76,101 |
Botswana | BWA | 070511 | 070511 - Vegetables; cabbage (head) lettuce (lactuca sativa), fresh or chilled | 2,000 | imports | 320,640 |
Botswana | BWA | 070490 | 070490 - Vegetables, brassica; edible, n.e.c. in heading no. 0704, fresh or chilled | 2,000 | imports | 545,362 |
Botswana | BWA | 070420 | 070420 - Vegetables, brassica; brussel sprouts, fresh or chilled | 2,000 | imports | 32,158 |
Botswana | BWA | 070410 | 070410 - Vegetables, brassica; cauliflowers and broccoli, fresh or chilled | 2,000 | imports | 229,053 |
Botswana | BWA | 070390 | 070390 - Vegetables, alliaceous; leeks and other kinds n.e.c. in heading no. 0703, fresh or chilled | 2,000 | imports | 48,109 |
Botswana | BWA | 070320 | 070320 - Vegetables, alliaceous; garlic, fresh or chilled | 2,000 | imports | 175,205 |
Botswana | BWA | 070310 | 070310 - Vegetables, alliaceous; onions and shallots, fresh or chilled | 2,000 | imports | 1,499,415 |
Botswana | BWA | 070200 | 070200 - Vegetables; tomatoes, fresh or chilled | 2,000 | imports | 2,359,097 |
Botswana β Imports by Commodity (HS6) | Africa (UN Comtrade)
π 213,005 observations Β· 1 Africa countries Β· 2000β2023 Β· Repackaged by Electric Sheep Africa
TL;DR
This dataset contains 213,005 observations of International merchandise trade data across 1 Africa countries, spanning 2000β2023, covering 6364 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 Β· top rows shown below, sorted by row count:
| Country | Rows | First year | Last year |
|---|---|---|---|
Botswana |
213,005 | 2000 | 2023 |
Indicators (sample)
010110β 010110 - - Pure-bred breeding animals010111β 010111 - Horses :-- Pure-bred breeding animals010119β 010119 - Horses :-- Other010120β 010120 - Asses, mules and hinnies010121β 010121 - Horses; live, pure-bred breeding animals010129β 010129 - Horses; live, other than pure-bred breeding animals010130β 010130 - Asses; live010190β 010190 - Mules and hinnies; live010210β 010210 - - Pure-bred breeding animals010221β 010221 - Cattle; live, pure-bred breeding animals- ... and 6354 more indicators
Schema
| Column | Type | Description | Example |
|---|---|---|---|
country_name |
string |
β | Botswana |
country_iso3 |
string |
β | BWA |
commodity_code |
string |
β | 090122 |
commodity |
string |
β | 090122 - Coffee; roasted, decaffeinated |
year |
int64 |
β | 2000 |
flow |
string |
β | imports |
trade_value_usd |
float64 |
β | 200305.0 |
Usage
from datasets import load_dataset
ds = load_dataset("electricsheepafrica/africa-comtrade-botswana-imports-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"] == "090122"]
.sort_values("year"))
sample.plot(x="year", y="trade_value_usd", title="090122")
Pivot to country Γ year matrix
matrix = (df[df["commodity_code"] == "090122"]
.pivot_table(index="year", columns="country_name", values="trade_value_usd"))
print(matrix.tail())
Citation
@misc{africa_comtrade_botswana_imports_by_commodity_2023,
title = {Botswana β Imports 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-imports-by-commodity}}
}
License
Released under other.
Original data Β© 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/
- Downloads last month
- 36