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README.md ADDED
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+ ---
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+ license: cc-by-sa-4.0
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+ language:
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+ - en
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+ task_categories:
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+ - tabular-classification
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+ - tabular-regression
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+ multilinguality: monolingual
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+ size_categories:
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+ - 1K<n<10K
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+ tags:
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+ - tabular
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+ - xlsx
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+ - africa
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+ - libya
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+ - official-statistics
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+ - open-data
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+ - ict
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: train
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+ path: data/train-00000-of-00001.parquet
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+ pretty_name: "Explosive Weapons Monitor Data by Insecurity Insight | Africa (Libya official open data)"
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+ ---
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+
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+ # Explosive Weapons Monitor Data by Insecurity Insight | Africa (Libya official open data)
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+
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+ 1,832 rows - 1 Africa country - 2024 - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)
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+
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+ ![rows](https://img.shields.io/badge/rows-1832-blue)
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+ ![countries](https://img.shields.io/badge/countries-1-green)
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+ ![years](https://img.shields.io/badge/years-2024-orange)
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+ ![indicators](https://img.shields.io/badge/indicators-0-purple)
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+ ![license](https://img.shields.io/badge/license-cc-by-sa-4.0-lightgrey)
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+
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+ ## TL;DR
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+
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+ This dataset packages one official `XLSX` resource from **Libya** as
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+ ML-ready Parquet. The source file is the provenance boundary; all usable
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+ indicators or tabular columns from the resource stay together in this repo.
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+
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+ ## About the source
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+
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+ - **Source:** [Explosive Weapons Monitor Data by Insecurity Insight](https://data.humdata.org/dataset/explosive-weapons-use-affecting-aid-access-education-and-healthcare-services)
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+ - **Publisher:** Insecurity Insight
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+ - **Resource:** [2024 EPWIA and Impact to Health Care Data.xlsx](https://data.humdata.org/dataset/729040e4-e253-44ca-b265-123d452738d6/resource/578054e6-d03d-47b3-ab05-6ac763de11ac/download/2024-epwia-and-impact-to-health-care-data.xlsx)
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+ - **Format:** `XLSX`
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+ - **License:** [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/)
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+ - **Packaging mode:** `tabular_resource`
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+
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+ ## Geographic coverage
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+
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+ 1 Africa country:
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+
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+ | Country | Rows | First year | Last year | Name |
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+ |---------|-----:|-----------:|----------:|------|
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+ | `LBY` | 1,832 | 2024 | 2024 | `Libya` |
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+
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+ ## Indicators or Resource Contents
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+
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+ - This source file is packaged as a normalized tabular resource.
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+
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+ ## Schema
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+
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+ | Column | Type | Description | Example |
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+ |--------|------|-------------|---------|
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+ | `source_record_id` | `string` | Stable row identifier for tabular resources. | `578054e6-d03d-47b3-ab05-6ac763de11ac:2024-data:0` |
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+ | `country_iso3` | `category` | ISO3 country code. | `LBY` |
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+ | `country_name` | `category` | Country name. | `Libya` |
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+ | `source_sheet` | `string` | Workbook sheet name, when the source is a spreadsheet. | `2024 Data` |
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+ | `date` | `string` | Observation date. | `2024-12-31 00:00:00` |
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+ | `country` | `string` | Source column. | `OPT` |
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+ | `admin_1` | `string` | Source column. | `West Bank` |
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+ | `latitude` | `float64` | Source column. | `` |
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+ | `longitude` | `float64` | Source column. | `` |
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+ | `geo_precision` | `string` | Source column. | `censored` |
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+ | `reported_perpetrator` | `string` | Source column. | `` |
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+ | `reported_perpetrator_name` | `string` | Source column. | `` |
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+ | `weapon_carried_used` | `string` | Source column. | `RPG` |
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+ | `location_of_incident` | `string` | Source column. | `Health building` |
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+ | `number_of_attacks_on_health_facilities_reporting_destruc` | `float64` | Source column. | `0.0` |
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+ | `number_of_attacks_on_health_facilities_reporting_damaged` | `float64` | Source column. | `1.0` |
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+ | `number_of_attacks_on_health_facilities_reporting_destruc_2` | `float64` | Source column. | `1.0` |
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+ | `forceful_entry_into_health_facility` | `float64` | Source column. | `0.0` |
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+ | `occupation_of_health_facility` | `float64` | Source column. | `0.0` |
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+ | `vicinity_of_health_facility_affected` | `float64` | Source column. | `0.0` |
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+ | `health_transportation_destroyed` | `float64` | Source column. | `0.0` |
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+ | `health_transportation_damaged` | `float64` | Source column. | `0.0` |
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+ | `health_workers_killed` | `float64` | Source column. | `0.0` |
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+ | `health_workers_injured` | `float64` | Source column. | `0.0` |
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+ | `health_workers_kidnapped` | `float64` | Source column. | `0.0` |
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+ | `health_workers_arrested` | `float64` | Source column. | `0.0` |
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+ | `known_kidnapping_or_arrest_outcome` | `string` | Source column. | `` |
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+ | `health_workers_threatened` | `float64` | Source column. | `0.0` |
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+ | `health_workers_assaulted` | `float64` | Source column. | `0.0` |
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+ | `health_workers_sexually_assaulted` | `float64` | Source column. | `0.0` |
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+ | `conflict_related_violence` | `string` | Source column. | `ConflictEvent` |
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+ | `political_related_violence` | `string` | Source column. | `NotApplicable` |
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+ | `covid_19_related_violence` | `string` | Source column. | `NotApplicable` |
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+ | `ebola_related_violence` | `string` | Source column. | `NotApplicable` |
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+ | `vaccination_related_violence` | `string` | Source column. | `NotApplicable` |
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+ | `sind_event_id` | `float64` | Source column. | `88062.0` |
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+ | `source_period_start_year` | `Int64` | First year inferred from source resource metadata. | `2024` |
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+ | `source_period_end_year` | `Int64` | Last year inferred from source resource metadata. | `2024` |
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+ | `source_period_label` | `category` | Human-readable period inferred from source resource metadata. | `2024` |
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+ | `source_provider` | `category` | Publishing organization. | `Insecurity Insight` |
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+ | `source_dataset` | `category` | Source package title. | `Explosive Weapons Monitor Data by Insecurity Insight` |
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+ | `source_resource` | `category` | Source resource title. | `2024 EPWIA and Impact to Health Care Data.xlsx` |
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+ | `source_package_id` | `category` | CKAN package UUID. | `729040e4-e253-44ca-b265-123d452738d6` |
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+ | `source_resource_id` | `category` | CKAN resource UUID. | `578054e6-d03d-47b3-ab05-6ac763de11ac` |
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+ | `source_url` | `category` | Original source resource URL. | `https://data.humdata.org/dataset/729040e4-e253-44ca-b265-123d452738d6/re` |
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+ | `license_id` | `category` | Source license identifier. | `cc-by-sa` |
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+ | `retrieved_at` | `category` | UTC retrieval timestamp. | `2026-08-17T13:13:43Z` |
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+ | `year` | `Int64` | Observation year. | `` |
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+ | `citation` | `string` | Source column. | `` |
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+
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+ ## Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ ds = load_dataset("electricsheepafrica/africa-libya-explosive-weapons-monitor-data-by-insecurity-insight-4aa7bf83")
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+ df = ds["train"].to_pandas()
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+ print(df.head())
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+ ```
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+
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+ ### Filter to one country
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+
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+ ```python
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+ sample_country = df[df["country_iso3"] == "LBY"]
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+ ```
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+
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+ ### Work with indicators
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+
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+ ```python
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+ if "indicator_id" in df.columns:
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+ print(df["indicator_id"].value_counts().head())
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+ sample = df.sort_values([c for c in ["indicator_id", "year"] if c in df.columns])
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+ ```
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @misc{electric_sheep_africa_africa_libya_explosive_weapons_monitor_data_by_insecurity_insight_4aa7bf83_2024,
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+ title = {Explosive Weapons Monitor Data by Insecurity Insight | Africa (Libya official open data)},
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+ author = {Insecurity Insight},
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+ year = {2024},
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+ url = {https://data.humdata.org/dataset/explosive-weapons-use-affecting-aid-access-education-and-healthcare-services},
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+ publisher = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
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+ howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-libya-explosive-weapons-monitor-data-by-insecurity-insight-4aa7bf83}}
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+ }
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+ ```
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+
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+ ## License
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+
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+ Released under [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/).
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+
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+ Original data (c) Insecurity Insight. When using this dataset, please cite both the
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+ original source above and the Electric Sheep Africa repackaging.
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+
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+ ## About Electric Sheep
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+
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+ Electric Sheep Africa is part of the Electric Sheep mission: a unified,
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+ ML-ready data layer for Africa on Hugging Face. We pull data from authoritative
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+ open sources, normalize the schemas, package as Parquet, and publish with
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+ consistent dataset cards so researchers and developers can use `load_dataset()`
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+ to start working in seconds.
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+
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+ Browse the full collection: [huggingface.co/electricsheepafrica](https://huggingface.co/electricsheepafrica)
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+
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+ ---
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+
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+ Provenance: ingested 2026-08-17 via the Electric Sheep pipeline. Source URL:
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+ https://data.humdata.org/dataset/729040e4-e253-44ca-b265-123d452738d6/resource/578054e6-d03d-47b3-ab05-6ac763de11ac/download/2024-epwia-and-impact-to-health-care-data.xlsx
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metadata/source_snapshot.json ADDED
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+ {
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+ "columns": [
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+ "source_record_id",
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+ "country_iso3",
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+ "country_name",
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+ "source_sheet",
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+ "date",
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+ "country",
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+ "admin_1",
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+ "latitude",
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+ "longitude",
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+ "geo_precision",
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+ "reported_perpetrator",
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+ "reported_perpetrator_name",
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+ "weapon_carried_used",
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+ "location_of_incident",
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+ "number_of_attacks_on_health_facilities_reporting_destruc",
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+ "number_of_attacks_on_health_facilities_reporting_damaged",
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+ "number_of_attacks_on_health_facilities_reporting_destruc_2",
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+ "forceful_entry_into_health_facility",
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+ "occupation_of_health_facility",
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+ "vicinity_of_health_facility_affected",
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+ "health_transportation_destroyed",
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+ "health_transportation_damaged",
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+ "health_workers_killed",
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+ "health_workers_injured",
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+ "health_workers_kidnapped",
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+ "health_workers_arrested",
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+ "known_kidnapping_or_arrest_outcome",
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+ "health_workers_threatened",
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+ "health_workers_assaulted",
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+ "health_workers_sexually_assaulted",
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+ "conflict_related_violence",
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+ "political_related_violence",
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+ "covid_19_related_violence",
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+ "ebola_related_violence",
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+ "vaccination_related_violence",
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+ "sind_event_id",
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+ "source_period_start_year",
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+ "source_period_end_year",
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+ "source_period_label",
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+ "source_provider",
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+ "source_dataset",
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+ "source_resource",
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+ "source_package_id",
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+ "source_resource_id",
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+ "source_url",
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+ "license_id",
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+ "retrieved_at",
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+ "year",
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+ "citation"
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+ ],
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+ "generated_at": "2026-08-17T13:14:32Z",
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+ "indicator_count": 0,
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+ "mode": "tabular_resource",
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+ "repo_id": "electricsheepafrica/africa-libya-explosive-weapons-monitor-data-by-insecurity-insight-4aa7bf83",
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+ "rows": 1832,
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+ "source": {
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+ "api_base_url": "https://data.humdata.org/api/3/action",
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+ "country_iso3": "LBY",
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+ "country_name": "Libya",
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+ "group_names": "afg,ago,arm,aze,bgd,bel,bol,bra,bfa,bdi,khm,cmr,caf,tcd,col,cyp,cod,eth,hti,ind,irn,irq,isr,ken,kgz,lbn,lby,mwi,mdv,mli,mex,moz,mmr,nld,ner,nga,pak,phl,rus,sau,slb,som,ssd,pse,sdn,syr,tha,tgo,tur,uga,ukr,gbr,usa,ven,yem",
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+ "license_id": "cc-by-sa",
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+ "license_title": "Creative Commons Attribution Share-Alike (CC BY-SA)",
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+ "license_url": "http://www.opendefinition.org/licenses/cc-by-sa",
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+ "organization_name": "insecurity-insight",
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+ "organization_title": "Insecurity Insight",
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+ "package_id": "729040e4-e253-44ca-b265-123d452738d6",
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+ "package_name": "explosive-weapons-use-affecting-aid-access-education-and-healthcare-services",
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+ "package_notes": "This page contains agency- and open source events in which aid access, education, food systems and health care services were impacted by [explosive weapons](https://insecurityinsight.org/projects/explosive-weapons). Categorized by country. Insecurity Insight collaborates with the [International Network on Explosive Weapons (INEW)](https://www.inew.org/) in producing research and analysis on the harm and use of explosive weapons for the [Explosive Weapons Monitor](https://www.explosiveweaponsmonitor.org/) by documenting their effects on health care, education, food systems and aid access. Please get in touch if you are interested in curated Resources: info@insecurityinsight.org",
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+ "package_page_url": "https://data.humdata.org/dataset/explosive-weapons-use-affecting-aid-access-education-and-healthcare-services",
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+ "package_title": "Explosive Weapons Monitor Data by Insecurity Insight",
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+ "portal_url": "https://data.humdata.org",
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+ "resource_description": "Dataset covering 01 January to 31 December 2024 on incidents in which healthcare services were impacted by [explosive weapons](https://insecurityinsight.org/projects/explosive-weapons) based on agency- and open source events. Categorised by country.",
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+ "resource_format": "XLSX",
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+ "resource_id": "578054e6-d03d-47b3-ab05-6ac763de11ac",
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+ "resource_last_modified": "2025-09-08T12:48:49.183783",
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+ "resource_name": "2024 EPWIA and Impact to Health Care Data.xlsx",
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+ "resource_position": "6",
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+ "resource_url": "https://data.humdata.org/dataset/729040e4-e253-44ca-b265-123d452738d6/resource/578054e6-d03d-47b3-ab05-6ac763de11ac/download/2024-epwia-and-impact-to-health-care-data.xlsx",
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+ "tag_names": "complex emergency-conflict-security,conflict-violence,crisis-greater-middle-east"
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+ },
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+ "year_max": 2024,
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+ "year_min": 2024
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+ }