electricsheepafrica/africa-mali-afdb-market-trends-2015-68e2c859

AFDB Market Trends, 2015 | Africa (Mali official open data)

67,478 rows - 1 Africa country - 2011-2015 - Repackaged by Electric Sheep Africa

TL;DR

This dataset packages one official XLSX resource from Mali 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: AFDB Market Trends, 2015
• Publisher: African Development Bank Group (inactive)
• Resource: AFDB Market Trends, 2015.xlsx
• Format: XLSX
• License: CC BY 4.0
• Packaging mode: indicator_long

Geographic coverage

1 Africa country:

Country	Rows	First year	Last year	Name
MLI	67,478	2011	2015	Mali

Indicators or Resource Contents

• afdb-market-trends-2015-indicator-c110b59f - AFDB Market Trends, 2015 - indicator
• afdb-market-trends-2015-value-91842448 - AFDB Market Trends, 2015 - value

Schema

Column	Type	Description	Example
indicator_id	string	Stable indicator identifier.	afdb-market-trends-2015-indicator-c110b59f
indicator_name	string	Human-readable indicator name.	AFDB Market Trends, 2015 - indicator
country_iso3	string	ISO3 country code.	MLI
source_sheet	string	Workbook sheet name, when the source is a spreadsheet.	Sheet1
country_name	string	Country name.	Mali
year	Int64	Observation year.	2011
value	float64	Numeric observation value.	91242809.0
unit	string	Measurement unit, when available.	source_units_unspecified
dimension_indicatorname	string	Source dimension.	Egypt CASE 30 Index
dimension_unit	string	Source dimension.	``
dimension_frequency	string	Source dimension.	D
source_period_start_year	Int64	First year inferred from source resource metadata.	2015
source_period_end_year	Int64	Last year inferred from source resource metadata.	2015
source_period_label	category	Human-readable period inferred from source resource metadata.	2015
source_provider	category	Publishing organization.	African Development Bank Group (inactive)
source_dataset	category	Source package title.	AFDB Market Trends, 2015
source_resource	category	Source resource title.	AFDB Market Trends, 2015.xlsx
source_package_id	category	CKAN package UUID.	4b7095b6-bbef-449e-9e88-807fca7380b8
source_resource_id	category	CKAN resource UUID.	286cf6f6-8896-484e-bb03-c6fcb6620158
source_url	category	Original source resource URL.	https://data.humdata.org/dataset/4b7095b6-bbef-449e-9e88-807fca7380b8/re
license_id	category	Source license identifier.	cc-by
retrieved_at	category	UTC retrieval timestamp.	2026-08-13T10:40:31Z

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-mali-afdb-market-trends-2015-68e2c859")
df = ds["train"].to_pandas()
print(df.head())

Filter to one country

sample_country = df[df["country_iso3"] == "MLI"]

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_mali_afdb_market_trends_2015_68e2c859_2015,
  title        = {AFDB Market Trends, 2015 | Africa (Mali official open data)},
  author       = {African Development Bank Group (inactive)},
  year         = {2015},
  url          = {https://data.humdata.org/dataset/afdb-market-trends-2015},
  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mali-afdb-market-trends-2015-68e2c859}}
}

License

Released under CC BY 4.0.

Original data (c) African Development Bank Group (inactive). 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 2026-08-13 via the Electric Sheep pipeline. Source URL: https://data.humdata.org/dataset/4b7095b6-bbef-449e-9e88-807fca7380b8/resource/286cf6f6-8896-484e-bb03-c6fcb6620158/download/afdb-market-trends-2015.xlsx