electricsheepafrica/africa-south-sudan-attacks-on-public-health-related-programmes-data-abf98358

Attacks On Public Health Related Programmes Data | Africa (Insecurity Insight)

624 rows - 1 Africa country/area - 2026 - 16 indicators - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 624 rows from Insecurity Insight, covering Attacks On Public Health Related Programmes Data. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Health datasets help analysts monitor disease burden, service delivery, population health outcomes, and public-health program performance.

Source-provided context: Resource covering 21 May- 04 August 2026 on attacks on health care affecting Ebola Bundibugyo Virus Disease Response. published in the [Attacks on Health Care News Brief]. Based on agency- and open source events. Categorized by country.

How To Read This Dataset

• One row means: one indicator observation for one geography, time period, and optional source dimensions.
• Primary geography column: country_iso3.
• Best time column: year.
• Time coverage basis: year.
• Recommended join keys: country_iso3, year, indicator_id.

Coverage

Dimension	Value
Rows	624
Countries/areas	1
First period	2026
Last period	2026
Indicators	16
Columns	40
Source format	XLSX

Geographic Coverage

Top areas shown below, sorted by row count when available:

Area	Rows	First year	Last year	Name
SSD	624	2026	2026	South Sudan

Indicators, Variables, Or Resource Contents

• attacks-on-public-health-related-programmes-data-number-of-attacks-on-he-f90453a0 - Attacks on Public Health-Related Programmes Data - number of attacks on health facilities reporting destruc(source_units_unspecified)
• attacks-on-public-health-related-programmes-data-number-of-attacks-on-he-160c6e60 - Attacks on Public Health-Related Programmes Data - number of attacks on health facilities reporting damaged(source_units_unspecified)
• attacks-on-public-health-related-programmes-data-forceful-entry-into-hea-a143c817 - Attacks on Public Health-Related Programmes Data - forceful entry into health facility(source_units_unspecified)
• attacks-on-public-health-related-programmes-data-occupation-of-health-fa-f7bb740e - Attacks on Public Health-Related Programmes Data - occupation of health facility(source_units_unspecified)
• attacks-on-public-health-related-programmes-data-vicinity-of-health-faci-ab625dba - Attacks on Public Health-Related Programmes Data - vicinity of health facility affected(source_units_unspecified)
• attacks-on-public-health-related-programmes-data-health-transportation-d-9051cbe4 - Attacks on Public Health-Related Programmes Data - health transportation destroyed(source_units_unspecified)
• attacks-on-public-health-related-programmes-data-health-transportation-d-40e683f5 - Attacks on Public Health-Related Programmes Data - health transportation damaged(source_units_unspecified)
• attacks-on-public-health-related-programmes-data-health-transportation-s-7fd9f5af - Attacks on Public Health-Related Programmes Data - health transportation stolen hijacked(source_units_unspecified)
• attacks-on-public-health-related-programmes-data-health-workers-killed-23b70e83 - Attacks on Public Health-Related Programmes Data - health workers killed(source_units_unspecified)
• attacks-on-public-health-related-programmes-data-health-workers-injured-4a6c9641 - Attacks on Public Health-Related Programmes Data - health workers injured(source_units_unspecified)
• attacks-on-public-health-related-programmes-data-health-workers-kidnappe-e053dad2 - Attacks on Public Health-Related Programmes Data - health workers kidnapped(source_units_unspecified)
• attacks-on-public-health-related-programmes-data-health-workers-arrested-f09150c5 - Attacks on Public Health-Related Programmes Data - health workers arrested(source_units_unspecified)
• attacks-on-public-health-related-programmes-data-health-workers-threaten-7e522315 - Attacks on Public Health-Related Programmes Data - health workers threatened(source_units_unspecified)
• attacks-on-public-health-related-programmes-data-health-workers-assaulte-7ba9c1f1 - Attacks on Public Health-Related Programmes Data - health workers assaulted(source_units_unspecified)
• attacks-on-public-health-related-programmes-data-health-workers-sexually-2fbc6ae3 - Attacks on Public Health-Related Programmes Data - health workers sexually assaulted(source_units_unspecified)
• attacks-on-public-health-related-programmes-data-event-id-d2d79154 - Attacks on Public Health-Related Programmes Data - event id(source_units_unspecified)

Schema

Column	Type	Description	Example
indicator_id	string	Stable source or Electric Sheep Africa indicator identifier.	attacks-on-public-health-related-programmes-data-number-of-attacks-on...
indicator_name	string	Human-readable indicator name.	Attacks on Public Health-Related Programmes Data - number of attacks ...
country_iso3	string	ISO3 country or area code.	SSD
source_sheet	string	Source column from the original resource.	Incident Data
country_name	string	Country or area name.	South Sudan
year	int64	Observation year.	2026
value	double	Numeric observation value.	0.0
unit	string	Measurement unit, when supplied by the source.	source_units_unspecified
dimension_country	string	Source dimension retained during long-form normalization.	DRC
dimension_country_iso	string	Source dimension retained during long-form normalization.	COD
dimension_admin_1	string	Source dimension retained during long-form normalization.	Ituri
dimension_geo_precision	string	Source dimension retained during long-form normalization.	censored
dimension_reported_perpetrator	string	Source dimension retained during long-form normalization.	Civilian
dimension_reported_perpetrator_name	string	Source dimension retained during long-form normalization.	Youth
dimension_weapon_carried_used	string	Source dimension retained during long-form normalization.	Unspecified Explosive
dimension_location_of_incident	string	Source dimension retained during long-form normalization.	Health building
dimension_affects_access_to_medicines_vaccines_and_other	string	Source dimension retained during long-form normalization.	False
dimension_known_kidnapping_or_arrest_outcome	string	Source dimension retained during long-form normalization.	``
dimension_conflict_related_violence	string	Source dimension retained during long-form normalization.	ConflictEvent
dimension_political_related_violence	string	Source dimension retained during long-form normalization.	NotApplicable
dimension_covid_19_related_violence	string	Source dimension retained during long-form normalization.	NotApplicable
dimension_ebola_related_violence	string	Source dimension retained during long-form normalization.	Ebola-related
dimension_vaccination_related_violence	string	Source dimension retained during long-form normalization.	NotApplicable
dimension_children_s_health_services_affected	string	Source dimension retained during long-form normalization.	NotApplicable
dimension_women_s_health_services_affected	string	Source dimension retained during long-form normalization.	NotApplicable
dimension_attacks_on_childrens_hospitals	string	Source dimension retained during long-form normalization.	NotApplicable
dimension_polio_related_violence	string	Source dimension retained during long-form normalization.	NotApplicable
dimension_hospital_utilities_affected	string	Source dimension retained during long-form normalization.	NotApplicable
dimension_attacks_on_emergency_medical_services	string	Source dimension retained during long-form normalization.	NotApplicable
source_period_start_year	int64	Start year inferred from source metadata.	2004
source_period_end_year	int64	End year inferred from source metadata.	2026
source_period_label	dictionary<values=string, indices=int8, ordered=0>	Source column from the original resource.	2004-2026
source_provider	dictionary<values=string, indices=int8, ordered=0>	Publishing organization.	Insecurity Insight
source_dataset	dictionary<values=string, indices=int8, ordered=0>	Source dataset or package title.	Attacks on Public Health-Related Programmes Data
source_resource	dictionary<values=string, indices=int8, ordered=0>	Source resource title, table name, or file name.	Ebola Bundibugyo Virus Disease Crisis Attacks on Health Incident Data...
source_package_id	dictionary<values=string, indices=int8, ordered=0>	Source package identifier.	b6286e25-8402-44f0-b81b-a737a81a1a21
source_resource_id	dictionary<values=string, indices=int8, ordered=0>	Source resource identifier.	fccd06b0-9aa8-463a-b230-2433b87d6f08
source_url	dictionary<values=string, indices=int8, ordered=0>	Original source URL or download URL.	https://data.humdata.org/dataset/b6286e25-8402-44f0-b81b-a737a81a1a21...
license_id	dictionary<values=string, indices=int8, ordered=0>	Source license identifier.	cc-by-sa
retrieved_at	dictionary<values=string, indices=int8, ordered=0>	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	2026-08-10T18:18:23Z

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-south-sudan-attacks-on-public-health-related-programmes-data-abf98358")
df = ds["train"].to_pandas()
print(df.head())

Inspect Columns

print(df.info())
print(df.head())

Filter By Geography

if "country_iso3" in df.columns:
    sample = df[df["country_iso3"] == "SSD"]

Time-Series Pattern

if "value" in df.columns and "year" in df.columns:
    trend = df.sort_values("year")

Pivot For Analysis

if {"indicator_id", "year", "value"}.issubset(df.columns):
    matrix = df.pivot_table(index="year", columns="indicator_id", values="value")
    print(matrix.tail())

Data Quality Notes

• Canonical time field: year.
• Missing values are preserved rather than silently imputed.
• Column names are standardized for machine use; source meanings are preserved where known.
• Always confirm source methodology, units, and collection definitions before policy, production, or redistribution-sensitive use.

Source And Provenance

• Source: Insecurity Insight
• Publisher: Insecurity Insight
• Portal: https://data.humdata.org
• Resource: Ebola Bundibugyo Virus Disease Crisis Attacks on Health Incident Data (260804).xlsx
• License: CC BY-SA 4.0
• Retrieved/generated: 2026-08-10T18:19:17Z
• Hugging Face repo: electricsheepafrica/africa-south-sudan-attacks-on-public-health-related-programmes-data-abf98358

Transformations Applied

• Converted the source table to Parquet for efficient analytics and ML workflows.
• Added or preserved source provenance columns where available.
• Standardized README metadata, dataset loading configuration, schema documentation, and citation format.
• Preserved source-reported values without analytical imputation.

Suggested Analyses

• Compare health outcomes across geographies
• Track changes over time
• Join with population or facility data
• Build time-series views and period-over-period comparisons
• Pivot to geography x period or indicator x period matrices
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_south_sudan_attacks_on_public_health_related_programmes_data_abf98358_2026,
  title        = {Attacks On Public Health Related Programmes Data | Africa (Insecurity Insight)},
  author       = {Insecurity Insight},
  year         = {2026},
  url          = {https://data.humdata.org/dataset/attacks-on-vaccination-campaigns},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-south-sudan-attacks-on-public-health-related-programmes-data-abf98358}}
}

License

Released under CC BY-SA 4.0.

Original data is published by Insecurity Insight. Electric Sheep Africa engineering standardizes the data for discovery, loading, and analysis on Hugging Face. Cite both the original source and this ML-ready dataset when used.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.

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Provenance: README standardized 2026-08-12 by the Electric Sheep Africa README system. Source URL: https://data.humdata.org/dataset/attacks-on-vaccination-campaigns