electricsheepafrica/africa-south-sudan-safeguarding-health-in-conflict-coalition-shcc-data-d0a5f029

Safeguarding Health in Conflict Coalition Shcc Data | Africa (Insecurity Insight)

56 rows - 1 Africa country/area - 2020 - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 56 rows from Insecurity Insight, covering Safeguarding Health in Conflict Coalition Shcc 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: This dataset contains the total number of incidents reported per country in 2020.

How To Read This Dataset

• One row means: one source record from the original tabular resource, with Electric Sheep Africa provenance columns added where available.
• Primary geography column: country_iso3.
• Best time column: year.
• Time coverage basis: year.
• Recommended join keys: country_iso3 where available plus source-specific keys.

Coverage

Dimension	Value
Rows	56
Countries/areas	1
First period	2020
Last period	2020
Indicators	0
Columns	31
Source format	XLSX

Geographic Coverage

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

Area	Rows	First year	Last year	Name
SSD	56	2020	2020	South Sudan

Indicators, Variables, Or Resource Contents

• This repo preserves one source tabular resource with its usable columns kept together.

Schema

Column	Type	Description	Example
source_record_id	string	Stable row identifier assigned during Electric Sheep Africa engineering.	07f5eefa-cf0d-4dd5-88db-c6a9a3fc26be:overview-data:0
country_iso3	dictionary<values=string, indices=int8, ordered=0>	ISO3 country or area code.	SSD
country_name	dictionary<values=string, indices=int8, ordered=0>	Country or area name.	South Sudan
source_sheet	string	Source column from the original resource.	Overview Data
year	int64	Observation year.	2020
country	string	Source column from the original resource.	#country +name
total_shcc_incidents_2020	double	Source column from the original resource.	``
total_health_worker_killed	double	Source column from the original resource.	``
total_health_worker_kidnapped	double	Source column from the original resource.	``
total_health_worker_arrested	double	Source column from the original resource.	``
total_health_worker_injured	double	Source column from the original resource.	``
total_health_worker_assaulted	double	Source column from the original resource.	``
total_health_worker_threatened_intimidated	double	Source column from the original resource.	``
total_health_worker_sexual_violence	string	Source column from the original resource.	#affected +healthworker +SGBV
total_number_of_attacks_on_facilities_which_reported_des	double	Source column from the original resource.	``
total_number_of_attacks_on_facilities_which_reported_dam	double	Source column from the original resource.	``
health_transportation_destroyed	string	Source column from the original resource.	#indicator +health_transport +destroyed +num
health_transportation_damaged	double	Source column from the original resource.	``
health_transportation_stolen_highjacked	string	Source column from the original resource.	#indicator +health_transport +abducted +num
source_period_start_year	int64	Start year inferred from source metadata.	2020
source_period_end_year	int64	End year inferred from source metadata.	2020
source_period_label	dictionary<values=string, indices=int8, ordered=0>	Source column from the original resource.	2020
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.	Safeguarding Health in Conflict Coalition (SHCC) Data
source_resource	dictionary<values=string, indices=int8, ordered=0>	Source resource title, table name, or file name.	2020 SHCC Overview Data.xlsx
source_package_id	dictionary<values=string, indices=int8, ordered=0>	Source package identifier.	02995168-3644-4b78-92be-cdf67275b39d
source_resource_id	dictionary<values=string, indices=int8, ordered=0>	Source resource identifier.	07f5eefa-cf0d-4dd5-88db-c6a9a3fc26be
source_url	dictionary<values=string, indices=int8, ordered=0>	Original source URL or download URL.	https://data.humdata.org/dataset/02995168-3644-4b78-92be-cdf67275b39d...
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
citation	string	Source column from the original resource.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-south-sudan-safeguarding-health-in-conflict-coalition-shcc-data-d0a5f029")
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: 2020 SHCC Overview Data.xlsx
• License: CC BY-SA 4.0
• Retrieved/generated: 2026-08-10T18:58:18Z
• Hugging Face repo: electricsheepafrica/africa-south-sudan-safeguarding-health-in-conflict-coalition-shcc-data-d0a5f029

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
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_south_sudan_safeguarding_health_in_conflict_coalition_shcc_data_d0a5f029_2020,
  title        = {Safeguarding Health in Conflict Coalition Shcc Data | Africa (Insecurity Insight)},
  author       = {Insecurity Insight},
  year         = {2020},
  url          = {https://data.humdata.org/dataset/shcchealthcare-dataset},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-south-sudan-safeguarding-health-in-conflict-coalition-shcc-data-d0a5f029}}
}

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/shcchealthcare-dataset