electricsheepafrica/africa-mali-mali-humanitarian-needs-459959bf

Mali: Humanitarian Needs | Africa (Mali official open data)

1,114 rows - 1 Africa country - 2019 - 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: Mali: Humanitarian Needs
• Publisher: OCHA Humanitarian Programme Cycle Tools (HPC Tools)
• Resource: mli_hpc_needs_2019
• Format: XLSX
• License: CC BY 4.0
• Packaging mode: tabular_resource

Geographic coverage

1 Africa country:

Country	Rows	First year	Last year	Name
MLI	1,114	2019	2019	Mali

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.	c5ab224e-1eed-46f0-9a81-e03daf550f28:global:0
country_iso3	category	ISO3 country code.	MLI
country_name	category	Country name.	Mali
source_sheet	string	Workbook sheet name, when the source is a spreadsheet.	global
year	Int64	Observation year.	2019
country	string	Source column.	#country+name
country_pcode	string	Source column.	#country+code
region	string	Source column.	#adm1+name
region_pcode	string	Source column.	#adm1+code
cercle	string	Source column.	#adm2+name
cercle_pcode	string	Source column.	#adm2+code
population_2018	float64	Source column.	``
people_affected	float64	Source column.	``
people_in_need	float64	Source column.	``
people_targeted	float64	Source column.	``
source_period_start_year	Int64	First year inferred from source resource metadata.	2019
source_period_end_year	Int64	Last year inferred from source resource metadata.	2019
source_period_label	category	Human-readable period inferred from source resource metadata.	2019
source_provider	category	Publishing organization.	OCHA Humanitarian Programme Cycle Tools (HPC Tools)
source_dataset	category	Source package title.	Mali: Humanitarian Needs
source_resource	category	Source resource title.	mli_hpc_needs_2019
source_package_id	category	CKAN package UUID.	8bdcfd59-0541-4846-848f-56750e2e03f5
source_resource_id	category	CKAN resource UUID.	c5ab224e-1eed-46f0-9a81-e03daf550f28
source_url	category	Original source resource URL.	https://data.humdata.org/dataset/8bdcfd59-0541-4846-848f-56750e2e03f5/re
license_id	category	Source license identifier.	cc-by
retrieved_at	category	UTC retrieval timestamp.	2026-08-12T23:12:09Z
sector	string	Source column.	``
categorie_cluster	string	Source column.	``
definition_methode_de_calcul	string	Source column.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-mali-mali-humanitarian-needs-459959bf")
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_mali_humanitarian_needs_459959bf_2019,
  title        = {Mali: Humanitarian Needs | Africa (Mali official open data)},
  author       = {OCHA Humanitarian Programme Cycle Tools (HPC Tools)},
  year         = {2019},
  url          = {https://data.humdata.org/dataset/mali-humanitarian-needs},
  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mali-mali-humanitarian-needs-459959bf}}
}

License

Released under CC BY 4.0.

Original data (c) OCHA Humanitarian Programme Cycle Tools (HPC Tools). 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/8bdcfd59-0541-4846-848f-56750e2e03f5/resource/c5ab224e-1eed-46f0-9a81-e03daf550f28/download/mli_hno_2019.xlsx