electricsheepafrica/africa-mali-explosive-weapons-monitor-data-by-insecurity-insight-2ed4daab

Explosive Weapons Monitor Data by Insecurity Insight | Africa (Mali official open data)

818 rows - 1 Africa country - 2023 - 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: Explosive Weapons Monitor Data by Insecurity Insight
• Publisher: Insecurity Insight
• Resource: 2023 The Effects On Health Care Of The Use Of Explosive Weapons Data
• Format: XLSX
• License: CC BY-SA
• Packaging mode: tabular_resource

Geographic coverage

1 Africa country:

Country	Rows	First year	Last year	Name
MLI	818	2023	2023	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.	d99da6d7-367b-431d-8f36-72a68499f99f:2023-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.	2023 Data
date	string	Observation date.	2023-12-31 00:00:00
country	string	Source column.	OPT
country_iso	string	Source column.	PSE
admin_1	string	Source column.	Gaza Strip
latitude	float64	Source column.	``
longitude	float64	Source column.	``
geo_precision	string	Source column.	censored
reported_perpetrator	string	Source column.	Host Government: Military
reported_perpetrator_name	string	Source column.	Israeli Defence Forces
weapon_carried_used	string	Source column.	Shelling
location_of_incident	string	Source column.	Health building
number_of_attacks_on_health_facilities_reporting_destruc	float64	Source column.	0.0
number_of_attacks_on_health_facilities_reporting_damaged	float64	Source column.	0.0
forceful_entry_into_health_facility	float64	Source column.	0.0
occupation_of_health_facility	float64	Source column.	0.0
vicinity_of_health_facility_affected	float64	Source column.	1.0
health_transportation_destroyed	float64	Source column.	0.0
health_transportation_damaged	float64	Source column.	0.0
health_transportation_stolen_hijacked	float64	Source column.	0.0
looting_theft_robbery_burglary_of_health_supplies	float64	Source column.	0.0
obstruction_to_health_care	float64	Source column.	0.0
access_denied_or_obstructed	string	Source column.	False
health_workers_killed	float64	Source column.	0.0
health_workers_injured	float64	Source column.	0.0
health_workers_kidnapped	float64	Source column.	0.0
health_workers_arrested	float64	Source column.	0.0
known_kidnapping_or_arrest_outcome	string	Source column.	``
health_workers_threatened	float64	Source column.	0.0
health_workers_assaulted	float64	Source column.	0.0
health_workers_sexually_assaulted	float64	Source column.	0.0
conflict_related_violence	string	Source column.	ConflictEvent
political_related_violence	string	Source column.	NotApplicable
covid_19_related_violence	string	Source column.	NotApplicable
ebola_related_violence	string	Source column.	NotApplicable
vaccination_related_violence	string	Source column.	NotApplicable
sind_event_id	float64	Source column.	43356.0
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	category	Human-readable period inferred from source resource metadata.	2023
source_provider	category	Publishing organization.	Insecurity Insight
source_dataset	category	Source package title.	Explosive Weapons Monitor Data by Insecurity Insight
source_resource	category	Source resource title.	2023 The Effects On Health Care Of The Use Of Explosive Weapons Data
source_package_id	category	CKAN package UUID.	729040e4-e253-44ca-b265-123d452738d6
source_resource_id	category	CKAN resource UUID.	d99da6d7-367b-431d-8f36-72a68499f99f
source_url	category	Original source resource URL.	https://data.humdata.org/dataset/729040e4-e253-44ca-b265-123d452738d6/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.	``
citation	string	Source column.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-mali-explosive-weapons-monitor-data-by-insecurity-insight-2ed4daab")
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_explosive_weapons_monitor_data_by_insecurity_insight_2ed4daab_2023,
  title        = {Explosive Weapons Monitor Data by Insecurity Insight | Africa (Mali official open data)},
  author       = {Insecurity Insight},
  year         = {2023},
  url          = {https://data.humdata.org/dataset/explosive-weapons-use-affecting-aid-access-education-and-healthcare-services},
  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mali-explosive-weapons-monitor-data-by-insecurity-insight-2ed4daab}}
}

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

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Provenance: ingested 2026-08-13 via the Electric Sheep pipeline. Source URL: https://data.humdata.org/dataset/729040e4-e253-44ca-b265-123d452738d6/resource/d99da6d7-367b-431d-8f36-72a68499f99f/download/2023-the-effects-on-health-care-of-the-use-of-explosive-weapons-data.xlsx