electricsheepafrica/africa-chad-explosive-weapons-monitor-data-by-insecurity-insight-2a205f32

Explosive Weapons Monitor Data by Insecurity Insight | Africa (Insecurity Insight)

332 rows - 1 Africa country/area - 2018-2025 - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 332 rows from Insecurity Insight, covering Explosive Weapons Monitor Data by Insecurity Insight. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Official statistics datasets help analysts inspect public data as published by governments, national statistical systems, and regional data portals.

Source-provided context: Dataset covering 01 January 2018 to 25 April 2025 on incidents in which water systems were impacted by explosive weapons based on agency- and open source events. Categorised by country.

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	332
Countries/areas	1
First period	2018
Last period	2025
Indicators	0
Columns	27
Source format	XLSX

Geographic Coverage

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

Area	Rows	First year	Last year	Name
TCD	332	2018	2025	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.	6db3f6ae-81a6-4315-b49e-243d19fa1baf:2018-2024-ewipa-and-water-data: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.	2018-2024 EWIPA and Water Data
date	string	Observation date.	2018-01-05 00:00:00
country	string	Source column from the original resource.	Yemen
country_iso	string	Source column from the original resource.	YEM
latitude	double	Source column from the original resource.	17.0183
longitude	double	Source column from the original resource.	43.6819
location	string	Source column from the original resource.	At Talh
geo_precision	string	Source column from the original resource.	(2) 25 km precision
reported_perpetrator	string	Source column from the original resource.	Other
reported_perpetrator_name	string	Source column from the original resource.	International Coalition Forces in Syria
weapon_carried_used	string	Source column from the original resource.	Aerial Bomb: Plane
event_id	double	Source column from the original resource.	99575.0
source_period_start_year	int64	Start year inferred from source metadata.	2018
source_period_end_year	int64	End year inferred from source metadata.	2025
source_period_label	dictionary<values=string, indices=int8, ordered=0>	Source column from the original resource.	2018-2025
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.	Explosive Weapons Monitor Data by Insecurity Insight
source_resource	dictionary<values=string, indices=int8, ordered=0>	Source resource title, table name, or file name.	2018-2024 EWIPA and Water Data.xlsx
source_package_id	dictionary<values=string, indices=int8, ordered=0>	Source package identifier.	729040e4-e253-44ca-b265-123d452738d6
source_resource_id	dictionary<values=string, indices=int8, ordered=0>	Source resource identifier.	6db3f6ae-81a6-4315-b49e-243d19fa1baf
source_url	dictionary<values=string, indices=int8, ordered=0>	Original source URL or download URL.	https://data.humdata.org/dataset/729040e4-e253-44ca-b265-123d452738d6...
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
citation	string	Source column from the original resource.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-chad-explosive-weapons-monitor-data-by-insecurity-insight-2a205f32")
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: 2018-2024 EWIPA and Water Data.xlsx
• License: CC BY-SA 4.0
• Retrieved/generated: 2026-08-10T22:51:54Z
• Hugging Face repo: electricsheepafrica/africa-chad-explosive-weapons-monitor-data-by-insecurity-insight-2a205f32

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

• Profile the distribution of values
• Compare categories or geographies
• Join with complementary public datasets
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_chad_explosive_weapons_monitor_data_by_insecurity_insight_2a205f32_2025,
  title        = {Explosive Weapons Monitor Data by Insecurity Insight | Africa (Insecurity Insight)},
  author       = {Insecurity Insight},
  year         = {2025},
  url          = {https://data.humdata.org/dataset/explosive-weapons-use-affecting-aid-access-education-and-healthcare-services},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-chad-explosive-weapons-monitor-data-by-insecurity-insight-2a205f32}}
}

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/explosive-weapons-use-affecting-aid-access-education-and-healthcare-services