electricsheepafrica/africa-zambia-agricultural-product-past-10-years-exports-imports-c50563a6

Agricultural Product Past 10 Years Exports & Imports | Africa (Zambia official open data)

1,955 rows - 1 Africa country - 2023 - Repackaged by Electric Sheep Africa

TL;DR

This dataset packages one official XLSX resource from Zambia as ML-ready Parquet. The source file is the provenance boundary; all usable indicators or tabular columns from the resource stay together in this repo.

About the source

• Source: Agricultural Product Past 10 Years Exports & Imports
• Publisher: Zambia Statistics Agency
• Resource: Agricultural Product Past 10 Years Exports & Imports
• Format: XLSX
• License: Other open license
• Packaging mode: tabular_resource

Geographic coverage

1 Africa country:

Country	Rows	First year	Last year	Name
ZMB	1,955	2023	2023	Zambia

Indicators or Resource Contents

• This source file is packaged as a normalized tabular resource.

Schema

Column	Type	Description	Example
source_record_id	string	Stable row identifier for tabular resources.	zamstats-media-1ca45843de17be:agric-products-2013-22-exports:0
country_iso3	string	ISO3 country code.	ZMB
country_name	string	Country name.	Zambia
source_sheet	string	Workbook sheet name, when the source is a spreadsheet.	Agric Products 2013-22 Exports
year	Int64	Observation year.	2023
d_01051100	float64	Source column.	1051200.0
live_fowls_of_species_gallus_domesticus_weighing_185g_ch	string	Source column.	Live turkeys weighing =<185g
d_8025308_53	float64	Source column.	0.0
d_1490345_62	float64	Source column.	0.0
d_17384	float64	Source column.	0.0
d_14750451_56	float64	Source column.	0.0
d_2398854_6	float64	Source column.	0.0
d_23828	float64	Source column.	0.0
d_25413623_84	float64	Source column.	0.0
d_2902131_94	float64	Source column.	0.0
d_91283	float64	Source column.	0.0
d_30042892_92	float64	Source column.	0.0
d_2917609	float64	Source column.	0.0
d_30540_2	float64	Source column.	0.0
d_36965761_74	float64	Source column.	0.0
d_3862176	float64	Source column.	0.0
d_41358	float64	Source column.	0.0
d_57287624_33	float64	Source column.	0.0
d_5411789_838	float64	Source column.	0.0
d_93428_8	float64	Source column.	0.0
d_94596692_38	float64	Source column.	0.0
d_7349080_589	float64	Source column.	0.0
d_64217	float64	Source column.	0.0
d_109277069_97	float64	Source column.	0.0
d_5879938_585	float64	Source column.	0.0
d_66381_6	float64	Source column.	0.0
d_206117343_98	float64	Source column.	31040.0
d_9988841_692	float64	Source column.	1383.0
d_79099	float64	Source column.	20.0
d_0	float64	Source column.	0.0
d_0_2	float64	Source column.	0.0
d_0_3	float64	Source column.	0.0
source_period_start_year	Int64	First year inferred from source resource metadata.	2023
source_period_end_year	Int64	Last year inferred from source resource metadata.	2023
source_period_label	string	Human-readable period inferred from source resource metadata.	2023
source_provider	string	Publishing organization.	Zambia Statistics Agency
source_dataset	string	Source package title.	Agricultural Product Past 10 Years Exports & Imports
source_resource	string	Source resource title.	Agricultural Product Past 10 Years Exports & Imports
source_package_id	string	CKAN package UUID.	agricultural-product-past-10-years-exports-imports-zamstats-media-1ca458
source_resource_id	string	CKAN resource UUID.	zamstats-media-1ca45843de17be
source_url	string	Original source resource URL.	https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Agricultural-Prod
license_id	string	Source license identifier.	other-open
retrieved_at	string	UTC retrieval timestamp.	2026-07-22T09:43:48Z
d_01029090	float64	Source column.	``
other_live_bovine_animals_other	string	Source column.	``
d_377116_17	float64	Source column.	``
d_69566_55	float64	Source column.	``
d_33358	float64	Source column.	``
d_522569_95	float64	Source column.	``
d_84256_93	float64	Source column.	``
d_93000	float64	Source column.	``
d_216931_6	float64	Source column.	``
d_24643	float64	Source column.	``
d_2800	float64	Source column.	``
d_32611_92	float64	Source column.	``
d_3248	float64	Source column.	``
d_6000	float64	Source column.	``
d_77587_23	float64	Source column.	``
d_7764	float64	Source column.	``
d_20700	float64	Source column.	``
d_96710_08	float64	Source column.	``
d_9752_462	float64	Source column.	``
d_3725	float64	Source column.	``
d_1609700_85	float64	Source column.	``
d_125191	float64	Source column.	``
d_57000	float64	Source column.	``
d_2244981_81	float64	Source column.	``
d_117891	float64	Source column.	``
d_128100	float64	Source column.	``
d_1524243_44	float64	Source column.	``
d_81757	float64	Source column.	``
d_25300	float64	Source column.	``
d_4434754_65	float64	Source column.	``
d_276904	float64	Source column.	``
d_201120	float64	Source column.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-zambia-agricultural-product-past-10-years-exports-imports-c50563a6")
df = ds["train"].to_pandas()
print(df.head())

Filter to one country

sample_country = df[df["country_iso3"] == "ZMB"]

Work with indicators

if "indicator_id" in df.columns:
    print(df["indicator_id"].value_counts().head())
    sample = df.sort_values([c for c in ["indicator_id", "year"] if c in df.columns])

Citation

@misc{electric_sheep_africa_africa_zambia_agricultural_product_past_10_years_exports_imports_c50563a6_2023,
  title        = {Agricultural Product Past 10 Years Exports & Imports | Africa (Zambia official open data)},
  author       = {Zambia Statistics Agency},
  year         = {2023},
  url          = {https://www.zamstats.gov.zm/agricultural-product-past-10-years-exports-imports/},
  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-zambia-agricultural-product-past-10-years-exports-imports-c50563a6}}
}

License

Released under Other open license.

Original data (c) Zambia Statistics Agency. 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 Hugging Face. 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

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Provenance: ingested 2026-07-22 via the Electric Sheep pipeline. Source URL: https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Agricultural-Product-Past-10-Years-Exports-Imports.xlsx