electricsheepafrica/africa-chad-chad-aid-worker-security-database-2cfef2cc

Chad Aid Worker Security Database | Africa (Humanitarian Outcomes)

1,534 rows - 1 Africa country/area - 2005-2025 - 29 indicators - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 1,534 rows from Humanitarian Outcomes, covering Chad Aid Worker Security Database. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Labour and workforce datasets help analysts study employment, participation, skills, sectoral structure, and the movement of people through work and livelihoods.

Source-provided context: This dataset shows aid worker security incidents in Chad.

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	1,534
Countries/areas	1
First period	2005
Last period	2025
Indicators	29
Columns	32
Source format	CSV

Geographic Coverage

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

Area	Rows	First year	Last year	Name
TCD	1,534	2005	2025	Chad

Indicators, Variables, Or Resource Contents

• chad-aid-worker-security-database-incident-id-a2bf0d4f - Chad - Aid Worker Security Database - incident id(source_units_unspecified)
• chad-aid-worker-security-database-month-cb23d354 - Chad - Aid Worker Security Database - month(source_units_unspecified)
• chad-aid-worker-security-database-day-2c60041a - Chad - Aid Worker Security Database - day(source_units_unspecified)
• chad-aid-worker-security-database-un-42d9aef9 - Chad - Aid Worker Security Database - un(source_units_unspecified)
• chad-aid-worker-security-database-ingo-21f722b1 - Chad - Aid Worker Security Database - ingo(source_units_unspecified)
• chad-aid-worker-security-database-icrc-6fd65544 - Chad - Aid Worker Security Database - icrc(source_units_unspecified)
• chad-aid-worker-security-database-nrcs-and-ifrc-c871cf9a - Chad - Aid Worker Security Database - nrcs and ifrc(source_units_unspecified)
• chad-aid-worker-security-database-nngo-36a9f4bb - Chad - Aid Worker Security Database - nngo(source_units_unspecified)
• chad-aid-worker-security-database-other-f5176b7d - Chad - Aid Worker Security Database - other(source_units_unspecified)
• chad-aid-worker-security-database-nationals-killed-df3271d4 - Chad - Aid Worker Security Database - nationals killed(source_units_unspecified)
• chad-aid-worker-security-database-nationals-wounded-b1b266b4 - Chad - Aid Worker Security Database - nationals wounded(source_units_unspecified)
• chad-aid-worker-security-database-nationals-kidnapped-142a6be9 - Chad - Aid Worker Security Database - nationals kidnapped(source_units_unspecified)
• chad-aid-worker-security-database-nationals-detained-e9e9258a - Chad - Aid Worker Security Database - nationals detained(source_units_unspecified)
• chad-aid-worker-security-database-total-nationals-e828987e - Chad - Aid Worker Security Database - total nationals(source_units_unspecified)
• chad-aid-worker-security-database-internationals-killed-0c2e8705 - Chad - Aid Worker Security Database - internationals killed(source_units_unspecified)
• chad-aid-worker-security-database-internationals-wounded-d2290344 - Chad - Aid Worker Security Database - internationals wounded(source_units_unspecified)
• chad-aid-worker-security-database-internationals-kidnapped-a48c9e30 - Chad - Aid Worker Security Database - internationals kidnapped(source_units_unspecified)
• chad-aid-worker-security-database-internationals-detained-acfc444f - Chad - Aid Worker Security Database - internationals detained(source_units_unspecified)
• chad-aid-worker-security-database-total-internationals-547c9e84 - Chad - Aid Worker Security Database - total internationals(source_units_unspecified)
• chad-aid-worker-security-database-total-killed-94369794 - Chad - Aid Worker Security Database - total killed(source_units_unspecified)
• ... 9 more indicators

Schema

Column	Type	Description	Example
indicator_id	string	Stable source or Electric Sheep Africa indicator identifier.	chad-aid-worker-security-database-incident-id-a2bf0d4f
indicator_name	string	Human-readable indicator name.	Chad - Aid Worker Security Database - incident id
country_iso3	string	ISO3 country or area code.	TCD
country_name	string	Country or area name.	Chad
year	int64	Observation year.	2005
value	double	Numeric observation value.	364.0
unit	string	Measurement unit, when supplied by the source.	source_units_unspecified
dimension_country_code	string	Source dimension retained during long-form normalization.	TD
dimension_country	string	Source dimension retained during long-form normalization.	Chad
dimension_region	string	Source dimension retained during long-form normalization.	``
dimension_district	string	Source dimension retained during long-form normalization.	``
dimension_city	string	Source dimension retained during long-form normalization.	``
dimension_means_of_attack	string	Source dimension retained during long-form normalization.	Bodily assault
dimension_attack_context	string	Source dimension retained during long-form normalization.	Mob violence
dimension_location	string	Source dimension retained during long-form normalization.	Project site
dimension_motive	string	Source dimension retained during long-form normalization.	Unknown
dimension_actor_type	string	Source dimension retained during long-form normalization.	Unknown
dimension_actor_name	string	Source dimension retained during long-form normalization.	Unknown
dimension_details	string	Source dimension retained during long-form normalization.	5 UN national staff and 2 NGO national staff injured when they were b...
dimension_verified	string	Source dimension retained during long-form normalization.	Archived
dimension_source	string	Source dimension retained during long-form normalization.	Archived
source_period_start_year	int64	Start year inferred from source metadata.	``
source_period_end_year	int64	End year inferred from source metadata.	``
source_period_label	string	Source column from the original resource.	``
source_provider	dictionary<values=string, indices=int8, ordered=0>	Publishing organization.	Humanitarian Outcomes
source_dataset	dictionary<values=string, indices=int8, ordered=0>	Source dataset or package title.	Chad - Aid Worker Security Database
source_resource	dictionary<values=string, indices=int8, ordered=0>	Source resource title, table name, or file name.	AWSD_TD_security_incidents.csv
source_package_id	dictionary<values=string, indices=int8, ordered=0>	Source package identifier.	7905f958-8cef-440e-b1f9-755d56576160
source_resource_id	dictionary<values=string, indices=int8, ordered=0>	Source resource identifier.	5563ae97-2833-4922-93e8-ed7a45db6d0f
source_url	dictionary<values=string, indices=int8, ordered=0>	Original source URL or download URL.	https://data.humdata.org/dataset/7905f958-8cef-440e-b1f9-755d56576160...
license_id	dictionary<values=string, indices=int8, ordered=0>	Source license identifier.	cc-by
retrieved_at	dictionary<values=string, indices=int8, ordered=0>	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	2026-08-10T22:51:43Z

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-chad-chad-aid-worker-security-database-2cfef2cc")
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"] == "TCD"]

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: Humanitarian Outcomes
• Publisher: Humanitarian Outcomes
• Portal: https://data.humdata.org
• Resource: AWSD_TD_security_incidents.csv
• License: CC BY 4.0
• Retrieved/generated: 2026-08-10T22:52:51Z
• Hugging Face repo: electricsheepafrica/africa-chad-chad-aid-worker-security-database-2cfef2cc

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

• Track workforce composition over time
• Compare employment patterns across groups
• Join with education, population, and sector 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_chad_chad_aid_worker_security_database_2cfef2cc_2025,
  title        = {Chad Aid Worker Security Database | Africa (Humanitarian Outcomes)},
  author       = {Humanitarian Outcomes},
  year         = {2025},
  url          = {https://data.humdata.org/dataset/aid-worker-security-database-tcd},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-chad-chad-aid-worker-security-database-2cfef2cc}}
}

License

Released under CC BY 4.0.

Original data is published by Humanitarian Outcomes. 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.

---

Provenance: README standardized 2026-08-11 by the Electric Sheep Africa README system. Source URL: https://data.humdata.org/dataset/aid-worker-security-database-tcd