electricsheepafrica/africa-chad-education-in-danger-data-e94a33f3

Education in Danger Data | Africa (Insecurity Insight)

14 rows - 1 Africa country/area - 1998-2023 - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 14 rows from Insecurity Insight, covering Education in Danger Data. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Education datasets help analysts study access, participation, learning systems, infrastructure, and outcomes across places and periods.

Source-provided context: Dataset covering 01 January 1998 to 23 June 2023 on attacks on education perpetrated by the ADF in the DRC and Uganda based on agency- and open source events.

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: not detected.
• Time coverage basis: source metadata.
• Recommended join keys: country_iso3 where available plus source-specific keys.

Coverage

Dimension	Value
Rows	14
Countries/areas	1
First period	1998
Last period	2023
Indicators	0
Columns	42
Source format	XLSX

Geographic Coverage

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

Area	Rows	First year	Last year	Name
TCD	14	1998	2023	Chad

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.	6278bcab-7c86-4a0f-a9ca-85bc97a241d7:1998-2023-drc-and-uga-education:0
country_iso3	dictionary<values=string, indices=int8, ordered=0>	ISO3 country or area code.	TCD
country_name	dictionary<values=string, indices=int8, ordered=0>	Country or area name.	Chad
source_sheet	string	Source column from the original resource.	1998-2023 DRC and UGA Education
date	string	Observation date.	2021-06-01 00:00:00
country	string	Source column from the original resource.	DRC
country_iso	string	Source column from the original resource.	COD
event_description	string	Source column from the original resource.	01 June 2021: ADF militants killed five people including a female tea...
admin_1	string	Source column from the original resource.	Beni territory
reported_perpetrator	string	Source column from the original resource.	NSA
perpetrator_name	string	Source column from the original resource.	Allied Democratic Forces /National Army for the Liberation of Uganda
weapon_carried_or_used	string	Source column from the original resource.	Firearms
location_of_event	string	Source column from the original resource.	Education Institution
educators_killed	double	Source column from the original resource.	1.0
educators_injured	double	Source column from the original resource.	0.0
educators_kidnapped	double	Source column from the original resource.	0.0
educators_arrested	double	Source column from the original resource.	0.0
known_educators_kidnap_or_arrest_outcome	double	Source column from the original resource.	``
attacks_on_schools	double	Source column from the original resource.	1.0
attacks_on_universities	double	Source column from the original resource.	0.0
military_occupation_of_schools	double	Source column from the original resource.	0.0
forced_entry_into_schools	double	Source column from the original resource.	1.0
damage_and_destruction_to_school_event	double	Source column from the original resource.	0.0
students_killed	double	Source column from the original resource.	0.0
students_injured	double	Source column from the original resource.	0.0
students_kidnapped	double	Source column from the original resource.	12.0
known_student_kidnap_or_arrest_outcome	string	Source column from the original resource.	NoInformation
students_arrested	double	Source column from the original resource.	0.0
sexual_violence_affecting_school_age_children	double	Source column from the original resource.	0.0
sind_event_id	double	Source column from the original resource.	28307.0
source_period_start_year	int64	Start year inferred from source metadata.	1998
source_period_end_year	int64	End year inferred from source metadata.	2023
source_period_label	dictionary<values=string, indices=int8, ordered=0>	Source column from the original resource.	1998-2023
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.	Education in Danger Data
source_resource	dictionary<values=string, indices=int8, ordered=0>	Source resource title, table name, or file name.	1998-2023 DRC and UGA Education in Danger Incident Data.xlsx
source_package_id	dictionary<values=string, indices=int8, ordered=0>	Source package identifier.	c7db52ae-13c2-4bf5-ae71-a9243a68194e
source_resource_id	dictionary<values=string, indices=int8, ordered=0>	Source resource identifier.	6278bcab-7c86-4a0f-a9ca-85bc97a241d7
source_url	dictionary<values=string, indices=int8, ordered=0>	Original source URL or download URL.	https://data.humdata.org/dataset/c7db52ae-13c2-4bf5-ae71-a9243a68194e...
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.	2026-08-10T22:51:43Z
data_notes	string	Source column from the original resource.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-chad-education-in-danger-data-e94a33f3")
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

• No canonical year/date column was detected in the packaged table; use source metadata and domain context for temporal interpretation.
• 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: 1998-2023 DRC and UGA Education in Danger Incident Data.xlsx
• License: CC BY-SA 4.0
• Retrieved/generated: 2026-08-10T22:52:25Z
• Hugging Face repo: electricsheepafrica/africa-chad-education-in-danger-data-e94a33f3

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 education indicators by geography
• Track participation or completion trends
• Join with population and poverty indicators
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_chad_education_in_danger_data_e94a33f3_2023,
  title        = {Education in Danger Data | Africa (Insecurity Insight)},
  author       = {Insecurity Insight},
  year         = {2023},
  url          = {https://data.humdata.org/dataset/sind-education-in-danger-monthly-news-briefs-dataset},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-chad-education-in-danger-data-e94a33f3}}
}

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 2026-08-11 by the Electric Sheep Africa README system. Source URL: https://data.humdata.org/dataset/sind-education-in-danger-monthly-news-briefs-dataset