Upload dataset folder

README.md

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+---
+license: cc-by-sa-4.0
+language:
+- en
+task_categories:
+- tabular-regression
+- time-series-forecasting
+multilinguality: monolingual
+size_categories:
+- 1K<n<10K
+tags:
+- tabular
+- xlsx
+- africa
+- mauritania
+- official-statistics
+- open-data
+- ict
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-00000-of-00001.parquet
+pretty_name: "Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data | Africa (Mauritania official open data)"
+---
+
+# Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data | Africa (Mauritania official open data)
+
+4,810 rows - 1 Africa country - 2026 - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)
+
+![rows](https://img.shields.io/badge/rows-4810-blue)
+![countries](https://img.shields.io/badge/countries-1-green)
+![years](https://img.shields.io/badge/years-2026-orange)
+![indicators](https://img.shields.io/badge/indicators-26-purple)
+![license](https://img.shields.io/badge/license-cc-by-sa-4.0-lightgrey)
+
+## TL;DR
+
+This dataset packages one official `XLSX` resource from **Mauritania** as
+ML-ready Parquet. The source file is the provenance boundary; all usable
+indicators or tabular columns from the resource stay together in this repo.
+
+## About the source
+
+- **Source:** [Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data](https://data.humdata.org/dataset/sind-aid-worker-kka-dataset)
+- **Publisher:** Insecurity Insight
+- **Resource:** [2026 Aid Worker KIKA Incident Data.xlsx](https://data.humdata.org/dataset/c3c3d829-a51f-4844-b405-ef02f7746fb8/resource/864df0fe-c604-4174-808b-650c66f81916/download/2026-aid-worker-kika-incident-data.xlsx)
+- **Format:** `XLSX`
+- **License:** [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/)
+- **Packaging mode:** `indicator_long`
+
+## Geographic coverage
+
+1 Africa country:
+
+| Country | Rows | First year | Last year | Name |
+|---------|-----:|-----------:|----------:|------|
+| `MRT` | 4,810 | 2026 | 2026 | `Mauritania` |
+
+## Indicators or Resource Contents
+
+- `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-aid-workers-ki-276f29bd` - Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - aid workers killed
+- `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-aid-workers-in-3ab0393f` - Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - aid workers injured
+- `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-aid-workers-ki-1ca2cca7` - Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - aid workers kidnapped
+- `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-aid-workers-ar-8d857543` - Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - aid workers arrested
+- `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-aid-workers-ki-9fd2827b` - Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - aid workers killed in captivity
+- `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-international-0f78a929` - Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - international aid workers killed
+- `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-international-df455fca` - Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - international aid workers killed in captivity
+- `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-national-aid-w-0d704441` - Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - national aid workers killed
+- `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-national-aid-w-9f1a2a9e` - Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - national aid workers killed in captivity
+- `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-female-aid-wor-bf5608b4` - Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - female aid workers killed
+- `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-female-aid-wor-ff3b2cf5` - Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - female aid workers killed in captivity
+- `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-male-aid-worke-760524d4` - Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - male aid workers killed
+- `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-male-aid-worke-90f7d221` - Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - male aid workers killed in captivity
+- `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-international-c064ebfe` - Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - international aid workers injured
+- `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-national-aid-w-a53e3700` - Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - national aid workers injured
+- `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-female-aid-wor-2e6eb8bb` - Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - female aid workers injured
+- `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-male-aid-worke-2ef0d14a` - Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - male aid workers injured
+- `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-international-aed333fa` - Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - international aid workers kidnapped
+- `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-national-aid-w-84288fd8` - Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - national aid workers kidnapped
+- `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-female-aid-wor-c7d7f04d` - Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - female aid workers kidnapped
+
+## Schema
+
+| Column | Type | Description | Example |
+|--------|------|-------------|---------|
+| `indicator_id` | `string` | Stable indicator identifier. | `aid-worker-kika-killed-injured-kidnapped-or-arrested-data-aid-workers-ki` |
+| `indicator_name` | `string` | Human-readable indicator name. | `Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data - aid work` |
+| `country_iso3` | `string` | ISO3 country code. | `MRT` |
+| `source_sheet` | `string` | Workbook sheet name, when the source is a spreadsheet. | `Sheet1` |
+| `country_name` | `string` | Country name. | `Mauritania` |
+| `year` | `Int64` | Observation year. | `2026` |
+| `value` | `float64` | Numeric observation value. | `0.0` |
+| `unit` | `string` | Measurement unit, when available. | `source_units_unspecified` |
+| `dimension_date` | `string` | Source dimension. | `2026-07-21 00:00:00` |
+| `dimension_country` | `string` | Source dimension. | `Lebanon` |
+| `dimension_country_iso` | `string` | Source dimension. | `LBN` |
+| `dimension_admin_1` | `string` | Source dimension. | `Nabatieh Governorate` |
+| `dimension_geo_precision` | `string` | Source dimension. | `censored` |
+| `dimension_location_of_incident` | `string` | Source dimension. | `Project site` |
+| `dimension_reported_perpetrator` | `string` | Source dimension. | `NSA` |
+| `dimension_reported_perpetrator_name` | `string` | Source dimension. | `Unidentified armed actor` |
+| `dimension_weapon_carried_used` | `string` | Source dimension. | `Mine` |
+| `dimension_organisation_affected` | `string` | Source dimension. | `Red Cross (Nat Soc)` |
+| `dimension_programme_focus` | `string` | Source dimension. | `Health` |
+| `dimension_known_kidnapping_or_arrest_outcome` | `string` | Source dimension. | `` |
+| `dimension_date_event_entered` | `string` | Source dimension. | `2026-07-27 00:00:00` |
+| `source_period_start_year` | `Int64` | First year inferred from source resource metadata. | `2026` |
+| `source_period_end_year` | `Int64` | Last year inferred from source resource metadata. | `2026` |
+| `source_period_label` | `category` | Human-readable period inferred from source resource metadata. | `2026` |
+| `source_provider` | `category` | Publishing organization. | `Insecurity Insight` |
+| `source_dataset` | `category` | Source package title. | `Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data` |
+| `source_resource` | `category` | Source resource title. | `2026 Aid Worker KIKA Incident Data.xlsx` |
+| `source_package_id` | `category` | CKAN package UUID. | `c3c3d829-a51f-4844-b405-ef02f7746fb8` |
+| `source_resource_id` | `category` | CKAN resource UUID. | `864df0fe-c604-4174-808b-650c66f81916` |
+| `source_url` | `category` | Original source resource URL. | `https://data.humdata.org/dataset/c3c3d829-a51f-4844-b405-ef02f7746fb8/re` |
+| `license_id` | `category` | Source license identifier. | `cc-by-sa` |
+| `retrieved_at` | `category` | UTC retrieval timestamp. | `2026-08-18T00:06:00Z` |
+
+## Usage
+
+```python
+from datasets import load_dataset
+
+ds = load_dataset("electricsheepafrica/africa-mauritania-aid-worker-kika-killed-injured-kidnapped-or-arrested-data-5eede6b2")
+df = ds["train"].to_pandas()
+print(df.head())
+```
+
+### Filter to one country
+
+```python
+sample_country = df[df["country_iso3"] == "MRT"]
+```
+
+### Work with indicators
+
+```python
+if "indicator_id" in df.columns:
+    print(df["indicator_id"].value_counts().head())
+    sample = df.sort_values([c for c in ["indicator_id", "year"] if c in df.columns])
+```
+
+## Citation
+
+```bibtex
+@misc{electric_sheep_africa_africa_mauritania_aid_worker_kika_killed_injured_kidnapped_or_arrested_data_5eed_2026,
+  title        = {Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data | Africa (Mauritania official open data)},
+  author       = {Insecurity Insight},
+  year         = {2026},
+  url          = {https://data.humdata.org/dataset/sind-aid-worker-kka-dataset},
+  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
+  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mauritania-aid-worker-kika-killed-injured-kidnapped-or-arrested-data-5eede6b2}}
+}
+```
+
+## License
+
+Released under [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/).
+
+Original data (c) Insecurity Insight. When using this dataset, please cite both the
+original source above and the Electric Sheep Africa repackaging.
+
+## About Electric Sheep
+
+Electric Sheep Africa is part of the Electric Sheep mission: a unified,
+ML-ready data layer for Africa on Hugging Face. We pull data from authoritative
+open sources, normalize the schemas, package as Parquet, and publish with
+consistent dataset cards so researchers and developers can use `load_dataset()`
+to start working in seconds.
+
+Browse the full collection: [huggingface.co/electricsheepafrica](https://huggingface.co/electricsheepafrica)
+
+---
+
+Provenance: ingested 2026-08-18 via the Electric Sheep pipeline. Source URL:
+https://data.humdata.org/dataset/c3c3d829-a51f-4844-b405-ef02f7746fb8/resource/864df0fe-c604-4174-808b-650c66f81916/download/2026-aid-worker-kika-incident-data.xlsx

data/train-00000-of-00001.parquet

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+version https://git-lfs.github.com/spec/v1
+oid sha256:f90f7b8c54efe048bb887907c76c9567acdc9cba5f679d3d03a8d00a082bb47f
+size 36816

metadata/source_snapshot.json

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+{
+  "columns": [
+    "indicator_id",
+    "indicator_name",
+    "country_iso3",
+    "source_sheet",
+    "country_name",
+    "year",
+    "value",
+    "unit",
+    "dimension_date",
+    "dimension_country",
+    "dimension_country_iso",
+    "dimension_admin_1",
+    "dimension_geo_precision",
+    "dimension_location_of_incident",
+    "dimension_reported_perpetrator",
+    "dimension_reported_perpetrator_name",
+    "dimension_weapon_carried_used",
+    "dimension_organisation_affected",
+    "dimension_programme_focus",
+    "dimension_known_kidnapping_or_arrest_outcome",
+    "dimension_date_event_entered",
+    "source_period_start_year",
+    "source_period_end_year",
+    "source_period_label",
+    "source_provider",
+    "source_dataset",
+    "source_resource",
+    "source_package_id",
+    "source_resource_id",
+    "source_url",
+    "license_id",
+    "retrieved_at"
+  ],
+  "generated_at": "2026-08-18T00:06:07Z",
+  "indicator_count": 26,
+  "mode": "indicator_long",
+  "repo_id": "electricsheepafrica/africa-mauritania-aid-worker-kika-killed-injured-kidnapped-or-arrested-data-5eede6b2",
+  "rows": 4810,
+  "source": {
+    "api_base_url": "https://data.humdata.org/api/3/action",
+    "country_iso3": "MRT",
+    "country_name": "Mauritania",
+    "group_names": "afg,ago,aze,bgd,bol,bra,bfa,bdi,khm,cmr,caf,tcd,chn,col,civ,cod,dji,ecu,egy,slv,gnq,swz,eth,fra,gha,grc,gtm,gin,hti,hnd,ind,irn,irq,isr,jor,ken,lbn,lbr,lby,mdg,mwi,mys,mli,mrt,mex,mng,moz,mmr,npl,nic,ner,nga,pak,png,per,phl,rwa,sen,sle,slb,som,zaf,ssd,lka,sdn,sur,syr,tjk,tls,tun,tur,uga,ukr,tza,usa,vut,ven,vnm,yem,zwe",
+    "license_id": "cc-by-sa",
+    "license_title": "Creative Commons Attribution Share-Alike (CC BY-SA)",
+    "license_url": "http://www.opendefinition.org/licenses/cc-by-sa",
+    "organization_name": "insecurity-insight",
+    "organization_title": "Insecurity Insight",
+    "package_id": "c3c3d829-a51f-4844-b405-ef02f7746fb8",
+    "package_name": "sind-aid-worker-kka-dataset",
+    "package_notes": "This page contains agency- and publicly-reported data for events in which an aid worker was [killed, injured, kidnapped, or arrested (KIKA)](https://insecurityinsight.org/projects/aid-in-danger/aid-security-digests). Categorized by country. Please get in touch if you are interested in curated Resources: info@insecurityinsight.org",
+    "package_page_url": "https://data.humdata.org/dataset/sind-aid-worker-kka-dataset",
+    "package_title": "Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data",
+    "portal_url": "https://data.humdata.org",
+    "resource_description": "Resource covering 01 January to 21 July 2026 on aid workers [killed, injured, kidnapped, or arrested (KIKA)](https://insecurityinsight.org/projects/aid-in-danger/aid-security-digests) based on agency- and open source events. Categorized by country.",
+    "resource_format": "XLSX",
+    "resource_id": "864df0fe-c604-4174-808b-650c66f81916",
+    "resource_last_modified": "2026-08-17T08:03:15.860386",
+    "resource_name": "2026 Aid Worker KIKA Incident Data.xlsx",
+    "resource_position": "1",
+    "resource_url": "https://data.humdata.org/dataset/c3c3d829-a51f-4844-b405-ef02f7746fb8/resource/864df0fe-c604-4174-808b-650c66f81916/download/2026-aid-worker-kika-incident-data.xlsx",
+    "tag_names": "aid worker security,aid workers,conflict-violence,indicators"
+  },
+  "year_max": 2026,
+  "year_min": 2026
+}