electricsheepafrica/africa-mali-mali-mli-attacks-on-aid-operations-education-food-and-wate-bcaa7bc0

Mali (MLI): Attacks on Aid Operations, Education, Food and Water Systems and Health Care | Africa (Mali official open data)

344 rows - 1 Africa country - 2024-2026 - 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 (MLI): Attacks on Aid Operations, Education, Food and Water Systems and Health Care
• Publisher: Insecurity Insight
• Resource: 2020-2026 MLI Explosive Weapons Incident Data.xlsx
• Format: XLSX
• License: CC BY-SA
• Packaging mode: indicator_long

Geographic coverage

1 Africa country:

Country	Rows	First year	Last year	Name
MLI	344	2024	2026	Mali

Indicators or Resource Contents

• mali-mli-attacks-on-aid-operations-education-food-and-water-systems-and-84503a6c - Mali (MLI): Attacks on Aid Operations, Education, Food and Water Systems and Health Care - aid infrastructure damaged destroyed
• mali-mli-attacks-on-aid-operations-education-food-and-water-systems-and-b97b8415 - Mali (MLI): Attacks on Aid Operations, Education, Food and Water Systems and Health Care - health infrastructure damaged destroyed
• mali-mli-attacks-on-aid-operations-education-food-and-water-systems-and-8cb07e91 - Mali (MLI): Attacks on Aid Operations, Education, Food and Water Systems and Health Care - education infrastructure damaged destroyed
• mali-mli-attacks-on-aid-operations-education-food-and-water-systems-and-0edda12c - Mali (MLI): Attacks on Aid Operations, Education, Food and Water Systems and Health Care - idp refugee camp building
• mali-mli-attacks-on-aid-operations-education-food-and-water-systems-and-0b95edfe - Mali (MLI): Attacks on Aid Operations, Education, Food and Water Systems and Health Care - aid workers killed
• mali-mli-attacks-on-aid-operations-education-food-and-water-systems-and-36c9d4b4 - Mali (MLI): Attacks on Aid Operations, Education, Food and Water Systems and Health Care - health workers killed
• mali-mli-attacks-on-aid-operations-education-food-and-water-systems-and-5117a9b0 - Mali (MLI): Attacks on Aid Operations, Education, Food and Water Systems and Health Care - aid health workers killed
• mali-mli-attacks-on-aid-operations-education-food-and-water-systems-and-0682674d - Mali (MLI): Attacks on Aid Operations, Education, Food and Water Systems and Health Care - students killed
• mali-mli-attacks-on-aid-operations-education-food-and-water-systems-and-2f3a80c7 - Mali (MLI): Attacks on Aid Operations, Education, Food and Water Systems and Health Care - sind event id

Schema

Column	Type	Description	Example
indicator_id	string	Stable indicator identifier.	mali-mli-attacks-on-aid-operations-education-food-and-water-systems-and-
indicator_name	string	Human-readable indicator name.	Mali (MLI): Attacks on Aid Operations, Education, Food and Water Systems
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.	2026
value	float64	Numeric observation value.	0.0
unit	string	Measurement unit, when available.	source_units_unspecified
dimension_date	string	Source dimension.	2026-07-08 00:00:00
dimension_country	string	Source dimension.	Mali
dimension_country_iso	string	Source dimension.	MLI
dimension_admin_1	string	Source dimension.	Mopti
dimension_geo_precision	string	Source dimension.	censored
dimension_sector_affected	string	Source dimension.	Health Care
dimension_provider	string	Source dimension.	Local Health Care Provider
dimension_launch_type	string	Source dimension.	Air-Launched: Plane
dimension_explosive_weapon_type	string	Source dimension.	Aerial Bomb
dimension_reported_perpetrator	string	Source dimension.	Government: Military
dimension_reported_perpetrator_name	string	Source dimension.	Mali Armed Forces
dimension_affected	string	Source dimension.	Health Infrastructure
dimension_food_systems_damaged_destroyed	string	Source dimension.	``
dimension_water_systems_damaged_destroyed	string	Source dimension.	``
dimension_date_event_entered	string	Source dimension.	2026-07-29 00:00:00
source_period_start_year	Int64	First year inferred from source resource metadata.	2020
source_period_end_year	Int64	Last year inferred from source resource metadata.	2026
source_period_label	category	Human-readable period inferred from source resource metadata.	2020-2026
source_provider	category	Publishing organization.	Insecurity Insight
source_dataset	category	Source package title.	Mali (MLI): Attacks on Aid Operations, Education, Food and Water Systems
source_resource	category	Source resource title.	2020-2026 MLI Explosive Weapons Incident Data.xlsx
source_package_id	category	CKAN package UUID.	b1b2912c-b004-47de-83e3-80d022638a02
source_resource_id	category	CKAN resource UUID.	9b9e248b-4a17-4658-8620-2234a4909500
source_url	category	Original source resource URL.	https://data.humdata.org/dataset/b1b2912c-b004-47de-83e3-80d022638a02/re
license_id	category	Source license identifier.	cc-by-sa
retrieved_at	category	UTC retrieval timestamp.	2026-08-12T23:12:09Z

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-mali-mali-mli-attacks-on-aid-operations-education-food-and-wate-bcaa7bc0")
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_mli_attacks_on_aid_operations_education_food_and_wate_bcaa7bc0_2026,
  title        = {Mali (MLI): Attacks on Aid Operations, Education, Food and Water Systems and Health Care | Africa (Mali official open data)},
  author       = {Insecurity Insight},
  year         = {2026},
  url          = {https://data.humdata.org/dataset/mali-violence-against-civilians-and-vital-civilian-facilities},
  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mali-mali-mli-attacks-on-aid-operations-education-food-and-wate-bcaa7bc0}}
}

License

Released under CC BY-SA.

Original data (c) Insecurity Insight. 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

---

Provenance: ingested 2026-08-13 via the Electric Sheep pipeline. Source URL: https://data.humdata.org/dataset/b1b2912c-b004-47de-83e3-80d022638a02/resource/9b9e248b-4a17-4658-8620-2234a4909500/download/2020-2026-mli-explosive-weapons-incident-data.xlsx