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900M
TI
Trade Indices
4
Algeria
462
Import Value Index (2014-2016 = 100)
515
Apples
1,961
1,961
4
TI
Trade Indices
4
Algeria
462
Import Value Index (2014-2016 = 100)
515
Apples
1,962
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3
TI
Trade Indices
4
Algeria
462
Import Value Index (2014-2016 = 100)
515
Apples
1,963
1,963
2
TI
Trade Indices
4
Algeria
462
Import Value Index (2014-2016 = 100)
515
Apples
1,964
1,964
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TI
Trade Indices
4
Algeria
462
Import Value Index (2014-2016 = 100)
515
Apples
1,965
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1
TI
Trade Indices
4
Algeria
462
Import Value Index (2014-2016 = 100)
515
Apples
1,966
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TI
Trade Indices
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Algeria
462
Import Value Index (2014-2016 = 100)
515
Apples
1,973
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Trade Indices
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Import Value Index (2014-2016 = 100)
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1,981
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TI
Trade Indices
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Import Value Index (2014-2016 = 100)
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1,990
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Import Value Index (2014-2016 = 100)
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1,992
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TI
Trade Indices
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Algeria
462
Import Value Index (2014-2016 = 100)
515
Apples
1,993
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TI
Trade Indices
4
Algeria
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Import Value Index (2014-2016 = 100)
515
Apples
1,994
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Trade Indices
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Algeria
462
Import Value Index (2014-2016 = 100)
515
Apples
1,995
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TI
Trade Indices
4
Algeria
462
Import Value Index (2014-2016 = 100)
515
Apples
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Import Value Index (2014-2016 = 100)
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Trade Indices
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Import Value Index (2014-2016 = 100)
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2,001
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Trade Indices
4
Algeria
462
Import Value Index (2014-2016 = 100)
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TI
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TI
Trade Indices
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Import Value Index (2014-2016 = 100)
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Trade Indices
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Import Value Index (2014-2016 = 100)
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TI
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Import Value Index (2014-2016 = 100)
515
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TI
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Import Value Index (2014-2016 = 100)
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Import Value Index (2014-2016 = 100)
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Import Value Index (2014-2016 = 100)
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Trade Indices
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Trade Indices
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Trade Indices
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Import Value Index (2014-2016 = 100)
515
Apples
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Trade Indices
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Import Value Index (2014-2016 = 100)
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Trade Indices
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Import Value Index (2014-2016 = 100)
515
Apples
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48
TI
Trade Indices
4
Algeria
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Import Value Index (2014-2016 = 100)
515
Apples
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Import Value Index (2014-2016 = 100)
515
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Import Value Index (2014-2016 = 100)
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Import Value Index (2014-2016 = 100)
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Trade Indices
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Import Value Index (2014-2016 = 100)
515
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Trade Indices
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Algeria
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Import Value Index (2014-2016 = 100)
515
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TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
1,961
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24
TI
Trade Indices
4
Algeria
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Import Unit/Value Index (2014-2016 = 100)
515
Apples
1,962
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TI
Trade Indices
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Algeria
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Import Unit/Value Index (2014-2016 = 100)
515
Apples
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23
TI
Trade Indices
4
Algeria
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Import Unit/Value Index (2014-2016 = 100)
515
Apples
1,964
1,964
16
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
1,965
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20
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
1,966
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20
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
1,973
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101
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
1,981
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126
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
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TI
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Import Unit/Value Index (2014-2016 = 100)
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TI
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Import Unit/Value Index (2014-2016 = 100)
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4
Algeria
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Import Unit/Value Index (2014-2016 = 100)
515
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Trade Indices
4
Algeria
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Import Unit/Value Index (2014-2016 = 100)
515
Apples
1,996
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TI
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4
Algeria
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Import Unit/Value Index (2014-2016 = 100)
515
Apples
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TI
Trade Indices
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Algeria
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Import Unit/Value Index (2014-2016 = 100)
515
Apples
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TI
Trade Indices
4
Algeria
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Import Unit/Value Index (2014-2016 = 100)
515
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TI
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Import Unit/Value Index (2014-2016 = 100)
515
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2,001
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40
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
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2,002
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34
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
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2,003
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40
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
2,004
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TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
2,005
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50
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
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2,006
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48
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
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2,007
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53
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
2,008
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61
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
2,009
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73
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
2,010
2,010
93
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
2,011
2,011
83
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
2,012
2,012
86
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
2,013
2,013
93
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
2,014
2,014
108
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
2,015
2,015
89
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
2,016
2,016
104
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
2,017
2,017
105
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
2,018
2,018
103
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
2,019
2,019
93
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
2,020
2,020
87
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
2,021
2,021
115
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
2,022
2,022
74
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
2,023
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272
TI
Trade Indices
4
Algeria
464
Import Unit/Value Index (2014-2016 = 100)
515
Apples
2,024
2,024
136
TI
Trade Indices
4
Algeria
465
Import Quantity Index (2014-2016 = 100)
515
Apples
1,961
1,961
17
TI
Trade Indices
4
Algeria
465
Import Quantity Index (2014-2016 = 100)
515
Apples
1,962
1,962
12
TI
Trade Indices
4
Algeria
465
Import Quantity Index (2014-2016 = 100)
515
Apples
1,963
1,963
8
TI
Trade Indices
4
Algeria
465
Import Quantity Index (2014-2016 = 100)
515
Apples
1,964
1,964
2
TI
Trade Indices
4
Algeria
465
Import Quantity Index (2014-2016 = 100)
515
Apples
1,965
1,965
5
TI
Trade Indices
4
Algeria
465
Import Quantity Index (2014-2016 = 100)
515
Apples
1,966
1,966
1
TI
Trade Indices
4
Algeria
465
Import Quantity Index (2014-2016 = 100)
515
Apples
1,973
1,973
0
TI
Trade Indices
4
Algeria
465
Import Quantity Index (2014-2016 = 100)
515
Apples
1,981
1,981
0
TI
Trade Indices
4
Algeria
465
Import Quantity Index (2014-2016 = 100)
515
Apples
1,992
1,992
1
TI
Trade Indices
4
Algeria
465
Import Quantity Index (2014-2016 = 100)
515
Apples
1,993
1,993
0
TI
Trade Indices
4
Algeria
465
Import Quantity Index (2014-2016 = 100)
515
Apples
1,994
1,994
0
TI
Trade Indices
4
Algeria
465
Import Quantity Index (2014-2016 = 100)
515
Apples
1,995
1,995
6
TI
Trade Indices
4
Algeria
465
Import Quantity Index (2014-2016 = 100)
515
Apples
1,996
1,996
1
TI
Trade Indices
4
Algeria
465
Import Quantity Index (2014-2016 = 100)
515
Apples
1,997
1,997
0
TI
Trade Indices
4
Algeria
465
Import Quantity Index (2014-2016 = 100)
515
Apples
1,998
1,998
0
TI
Trade Indices
4
Algeria
465
Import Quantity Index (2014-2016 = 100)
515
Apples
1,999
1,999
0
TI
Trade Indices
4
Algeria
465
Import Quantity Index (2014-2016 = 100)
515
Apples
2,001
2,001
6
TI
Trade Indices
4
Algeria
465
Import Quantity Index (2014-2016 = 100)
515
Apples
2,002
2,002
37
TI
Trade Indices
4
Algeria
465
Import Quantity Index (2014-2016 = 100)
515
Apples
2,003
2,003
42
End of preview. Expand in Data Studio

Trade Indices — Africa (FAOSTAT) | Africa (Electric Sheep Africa metadata inventory)

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

size sector downloads license

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: Trade Indices — Africa Source: FAOSTAT — Trade Indices Domain code: TI Publisher: Food and Agriculture Organization of the United Nations (FAO) Coverage: 51 African countries · 1961–2024 · 1,546,688 rows Items: 188 · Elements: 6 About FAOSTAT is the world's largest and most comprehensive statistical database on food, agriculture, fisheries, forestry, and rural development. This dataset contains the Trade Indices domain filtered to all available African countries… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-faostat-trade-indices-ti.

Dataset Profile

Field Value
Hugging Face repo electricsheepafrica/africa-faostat-trade-indices-ti
Sector agriculture_food
Topic tags faostat, agriculture, food-security, tabular
Modalities tabular, text
Formats parquet
Size category 1M<n<10M
Countries Africa-wide or source-defined African coverage
ISO3 coverage not declared
Last modified on HF 2026-05-04 09:23:28+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-faostat-trade-indices-ti")
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

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_faostat_trade_indices_ti_2026,
  title        = {Trade Indices — Africa (FAOSTAT) | Africa (Electric Sheep Africa metadata inventory)},
  author       = {Public dataset metadata},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-faostat-trade-indices-ti},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-faostat-trade-indices-ti}}
}

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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