electricsheepafrica/africa-mali-mali-mli-attacks-on-aid-operations-education-food-and-wate-316d8ffd

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

60 rows - 1 Africa country - 2022 - 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: 2022 MLI SHCC Health Care Data.xlsx
• Format: XLSX
• License: CC BY-SA
• Packaging mode: tabular_resource

Geographic coverage

1 Africa country:

Country	Rows	First year	Last year	Name
MLI	60	2022	2022	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.	86c35182-eba9-4866-a01c-f7d06b736402:data: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.	Data
date	string	Observation date.	#date
country	string	Source column.	#country +name
country_iso	string	Source column.	#country +ISO
reported_perpetrator	string	Source column.	#group +perp
reported_perpetrator_name	string	Source column.	#group +perp +name
weapon_carried_used	string	Source column.	#weapon
number_of_attacks_on_health_facilities_reporting_destruc	float64	Source column.	``
number_of_attacks_on_health_facilities_reporting_damaged	float64	Source column.	``
forceful_entry_into_health_facility	float64	Source column.	``
occupation_of_health_facility	float64	Source column.	``
health_transportation_destroyed	float64	Source column.	``
health_transportation_damaged	float64	Source column.	``
health_transportation_stolen_highjacked	float64	Source column.	``
looting_theft_robbery_burglary_of_health_supplies	float64	Source column.	``
obstruction_to_health_care	float64	Source column.	``
health_workers_killed	float64	Source column.	``
health_workers_injured	float64	Source column.	``
health_workers_kidnapped	float64	Source column.	``
health_workers_arrested	float64	Source column.	``
known_kidnapping_or_arrest_outcome	string	Source column.	#affected +healthworker +assaulted
health_workers_threatened	float64	Source column.	``
health_workers_assaulted	float64	Source column.	``
health_workers_sexually_assaulted	float64	Source column.	``
reported_health_worker_profession	string	Source column.	``
health_workers_killed_2	float64	Source column.	``
international_health_workers_working_within_the_aid_syst	float64	Source column.	``
international_health_worker_outside_the_aid_structure_ki	float64	Source column.	``
national_employees_of_international_aid_agencies_killed	float64	Source column.	``
national_employees_of_local_ngo_killed	float64	Source column.	``
health_worker_working_within_national_health_structure_k	float64	Source column.	``
national_health_worker_working_for_unspecified_health_pr	float64	Source column.	``
health_workers_working_for_ingo_icrc_or_un_killed	float64	Source column.	``
health_workers_working_for_lngo_ngo_or_national_society	float64	Source column.	``
health_workers_working_for_local_health_structure_killed	float64	Source column.	``
health_workers_killed_in_captivity	float64	Source column.	``
female_health_workers_killed	float64	Source column.	``
male_health_workers_killed	float64	Source column.	``
health_workers_injured_2	float64	Source column.	``
international_health_workers_working_within_the_aid_syst_2	float64	Source column.	``
international_health_worker_outside_the_aid_structure_in	float64	Source column.	``
national_employees_of_international_aid_agencies_injured	float64	Source column.	``
health_worker_working_within_national_health_structure_i	float64	Source column.	``
national_health_worker_working_for_unspecified_health_pr_2	float64	Source column.	``
female_health_workers_injured	float64	Source column.	``
male_health_workers_injured	float64	Source column.	``
health_workers_kidnapped_2	float64	Source column.	``
international_health_workers_working_within_the_aid_syst_3	float64	Source column.	``
international_health_worker_outside_the_aid_structure_ki_2	float64	Source column.	``
national_employees_of_international_aid_agencies_kidnapp	float64	Source column.	``
health_worker_working_within_national_health_structure_k_2	float64	Source column.	``
national_health_worker_working_for_unspecified_health_pr_3	float64	Source column.	``
female_health_workers_kidnapped	float64	Source column.	``
male_health_workers_kidanpped	float64	Source column.	``
health_workers_arrested_2	float64	Source column.	``
international_health_workers_working_within_the_aid_syst_4	float64	Source column.	``
international_health_worker_outside_the_aid_structure_ar	float64	Source column.	``
national_employees_of_international_aid_agencies_arreste	float64	Source column.	``
health_worker_working_within_national_health_structure_a	float64	Source column.	``
national_health_worker_working_for_unspecified_health_pr_4	float64	Source column.	``
female_health_workers_arrested_or_detained	float64	Source column.	``
male_health_workers_arrested_or_detained	float64	Source column.	``
conflict_related_violence	string	Source column.	``
political_related_violence	string	Source column.	``
covid_19_related_violence	string	Source column.	``
ebola_related_violence	string	Source column.	``
vaccination_related_violence	string	Source column.	``
sind_event_id	float64	Source column.	``
source_period_start_year	Int64	First year inferred from source resource metadata.	2022
source_period_end_year	Int64	Last year inferred from source resource metadata.	2022
source_period_label	category	Human-readable period inferred from source resource metadata.	2022
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.	2022 MLI SHCC Health Care Data.xlsx
source_package_id	category	CKAN package UUID.	b1b2912c-b004-47de-83e3-80d022638a02
source_resource_id	category	CKAN resource UUID.	86c35182-eba9-4866-a01c-f7d06b736402
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
year	Int64	Observation year.	``
this_dataset_contains_reported_incidents_of_violence_aga	string	Source column.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-mali-mali-mli-attacks-on-aid-operations-education-food-and-wate-316d8ffd")
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_316d8ffd_2022,
  title        = {Mali (MLI): Attacks on Aid Operations, Education, Food and Water Systems and Health Care | Africa (Mali official open data)},
  author       = {Insecurity Insight},
  year         = {2022},
  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-316d8ffd}}
}

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/86c35182-eba9-4866-a01c-f7d06b736402/download/2022-mli-shcc-health-care-data.xlsx