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
+- mali
+- official-statistics
+- open-data
+- ict
+- health
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-00000-of-00001.parquet
+pretty_name: "Attacks on Health Care Data | Africa (Mali official open data)"
+---
+
+# Attacks on Health Care Data | Africa (Mali official open data)
+
+1,603 rows - 1 Africa country - 2020-2023 - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)
+
+![rows](https://img.shields.io/badge/rows-1603-blue)
+![countries](https://img.shields.io/badge/countries-1-green)
+![years](https://img.shields.io/badge/years-2020-2023-orange)
+![indicators](https://img.shields.io/badge/indicators-19-purple)
+![license](https://img.shields.io/badge/license-cc-by-sa-4.0-lightgrey)
+
+## TL;DR
+
+This dataset packages one official `XLSX` resource from **Mali** 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:** [Attacks on Health Care Data](https://data.humdata.org/dataset/sind-safeguarding-healthcare-monthly-news-briefs-dataset)
+- **Publisher:** Insecurity Insight
+- **Resource:** [2020-2023 Looting of Health Supplies Across the Sahel Incident Data.xlsx](https://data.humdata.org/dataset/3777392b-8dc6-4615-ab1d-8ea136075d93/resource/be27556e-791c-4371-bdd6-febf0e2f360d/download/2020-2023-looting-of-health-supplies-across-the-sahel-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 |
+|---------|-----:|-----------:|----------:|------|
+| `MLI` | 1,603 | 2020 | 2023 | `Mali` |
+
+## Indicators or Resource Contents
+
+- `attacks-on-health-care-data-latitude-63d8779e` - Attacks on Health Care Data - latitude
+- `attacks-on-health-care-data-longitude-39e0c687` - Attacks on Health Care Data - longitude
+- `attacks-on-health-care-data-number-of-attacks-on-health-facilities-repor-dc077d83` - Attacks on Health Care Data - number of attacks on health facilities reporting destruc
+- `attacks-on-health-care-data-number-of-attacks-on-health-facilities-repor-73a301de` - Attacks on Health Care Data - number of attacks on health facilities reporting damaged
+- `attacks-on-health-care-data-forceful-entry-into-health-facility-b17f075d` - Attacks on Health Care Data - forceful entry into health facility
+- `attacks-on-health-care-data-occupation-of-health-facility-5054425f` - Attacks on Health Care Data - occupation of health facility
+- `attacks-on-health-care-data-vicinity-of-health-facility-affected-555626a8` - Attacks on Health Care Data - vicinity of health facility affected
+- `attacks-on-health-care-data-health-transportation-destroyed-65b81695` - Attacks on Health Care Data - health transportation destroyed
+- `attacks-on-health-care-data-health-transportation-damaged-9726b0d9` - Attacks on Health Care Data - health transportation damaged
+- `attacks-on-health-care-data-health-transportation-stolen-hijacked-64dc2d9f` - Attacks on Health Care Data - health transportation stolen hijacked
+- `attacks-on-health-care-data-looting-theft-robbery-burglary-of-health-sup-42ba2b28` - Attacks on Health Care Data - looting theft robbery burglary of health supplies
+- `attacks-on-health-care-data-health-workers-killed-eeceb68a` - Attacks on Health Care Data - health workers killed
+- `attacks-on-health-care-data-health-workers-injured-320b7e0d` - Attacks on Health Care Data - health workers injured
+- `attacks-on-health-care-data-health-workers-kidnapped-a15a8c88` - Attacks on Health Care Data - health workers kidnapped
+- `attacks-on-health-care-data-health-workers-arrested-94fd5bff` - Attacks on Health Care Data - health workers arrested
+- `attacks-on-health-care-data-health-workers-threatened-230ced0d` - Attacks on Health Care Data - health workers threatened
+- `attacks-on-health-care-data-health-workers-assaulted-b3f0e74d` - Attacks on Health Care Data - health workers assaulted
+- `attacks-on-health-care-data-health-workers-sexually-assaulted-97506c05` - Attacks on Health Care Data - health workers sexually assaulted
+- `attacks-on-health-care-data-sind-event-id-b89f151b` - Attacks on Health Care Data - sind event id
+
+## Schema
+
+| Column | Type | Description | Example |
+|--------|------|-------------|---------|
+| `indicator_id` | `string` | Stable indicator identifier. | `attacks-on-health-care-data-latitude-63d8779e` |
+| `indicator_name` | `string` | Human-readable indicator name. | `Attacks on Health Care Data - latitude` |
+| `country_iso3` | `string` | ISO3 country code. | `MLI` |
+| `source_sheet` | `string` | Workbook sheet name, when the source is a spreadsheet. | `Sheet1` |
+| `country_name` | `string` | Country name. | `Mali` |
+| `year` | `Int64` | Observation year. | `2023` |
+| `value` | `float64` | Numeric observation value. | `13.7840368` |
+| `unit` | `string` | Measurement unit, when available. | `source_units_unspecified` |
+| `dimension_event_description` | `string` | Source dimension. | `November 2023: A pharmaceutical warehouse was ransacked and medical supp` |
+| `dimension_country` | `string` | Source dimension. | `Burkina Faso` |
+| `dimension_country_iso` | `string` | Source dimension. | `BFA` |
+| `dimension_admin_1` | `string` | Source dimension. | `Sahel` |
+| `dimension_geo_precision` | `string` | Source dimension. | `(2) 25 km Precision` |
+| `dimension_reported_perpetrator` | `string` | Source dimension. | `NSA` |
+| `dimension_reported_perpetrator_name` | `string` | Source dimension. | `Islamic State of the Greater Sahara` |
+| `dimension_weapon_carried_used` | `string` | Source dimension. | `Firearms` |
+| `dimension_location_of_incident` | `string` | Source dimension. | `Health Building` |
+| `dimension_access_denied_or_obstructed` | `string` | Source dimension. | `False` |
+| `dimension_known_kidnapping_or_arrest_outcome` | `string` | Source dimension. | `` |
+| `dimension_conflict_related_violence` | `string` | Source dimension. | `ConflictEvent` |
+| `dimension_political_related_violence` | `string` | Source dimension. | `NotApplicable` |
+| `dimension_covid_19_related_violence` | `string` | Source dimension. | `NotApplicable` |
+| `dimension_ebola_related_violence` | `string` | Source dimension. | `NotApplicable` |
+| `dimension_vaccination_related_violence` | `string` | Source dimension. | `NotApplicable` |
+| `source_period_start_year` | `Int64` | First year inferred from source resource metadata. | `2020` |
+| `source_period_end_year` | `Int64` | Last year inferred from source resource metadata. | `2023` |
+| `source_period_label` | `category` | Human-readable period inferred from source resource metadata. | `2020-2023` |
+| `source_provider` | `category` | Publishing organization. | `Insecurity Insight` |
+| `source_dataset` | `category` | Source package title. | `Attacks on Health Care Data` |
+| `source_resource` | `category` | Source resource title. | `2020-2023 Looting of Health Supplies Across the Sahel Incident Data.xlsx` |
+| `source_package_id` | `category` | CKAN package UUID. | `3777392b-8dc6-4615-ab1d-8ea136075d93` |
+| `source_resource_id` | `category` | CKAN resource UUID. | `be27556e-791c-4371-bdd6-febf0e2f360d` |
+| `source_url` | `category` | Original source resource URL. | `https://data.humdata.org/dataset/3777392b-8dc6-4615-ab1d-8ea136075d93/re` |
+| `license_id` | `category` | Source license identifier. | `cc-by-sa` |
+| `retrieved_at` | `category` | UTC retrieval timestamp. | `2026-08-12T23:12:09Z` |
+
+## Usage
+
+```python
+from datasets import load_dataset
+
+ds = load_dataset("electricsheepafrica/africa-mali-attacks-on-health-care-data-2cc994d9")
+df = ds["train"].to_pandas()
+print(df.head())
+```
+
+### Filter to one country
+
+```python
+sample_country = df[df["country_iso3"] == "MLI"]
+```
+
+### 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_mali_attacks_on_health_care_data_2cc994d9_2023,
+  title        = {Attacks on Health Care Data | Africa (Mali official open data)},
+  author       = {Insecurity Insight},
+  year         = {2023},
+  url          = {https://data.humdata.org/dataset/sind-safeguarding-healthcare-monthly-news-briefs-dataset},
+  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
+  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mali-attacks-on-health-care-data-2cc994d9}}
+}
+```
+
+## 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 2026-08-13 via the Electric Sheep pipeline. Source URL:
+https://data.humdata.org/dataset/3777392b-8dc6-4615-ab1d-8ea136075d93/resource/be27556e-791c-4371-bdd6-febf0e2f360d/download/2020-2023-looting-of-health-supplies-across-the-sahel-incident-data.xlsx

data/train-00000-of-00001.parquet

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+version https://git-lfs.github.com/spec/v1
+oid sha256:7c65ef65df9a469b6ee11c45bf5df5b58aa4547132fd9caa45f3bacbf8b03e79
+size 36357

metadata/source_snapshot.json

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+{
+  "columns": [
+    "indicator_id",
+    "indicator_name",
+    "country_iso3",
+    "source_sheet",
+    "country_name",
+    "year",
+    "value",
+    "unit",
+    "dimension_event_description",
+    "dimension_country",
+    "dimension_country_iso",
+    "dimension_admin_1",
+    "dimension_geo_precision",
+    "dimension_reported_perpetrator",
+    "dimension_reported_perpetrator_name",
+    "dimension_weapon_carried_used",
+    "dimension_location_of_incident",
+    "dimension_access_denied_or_obstructed",
+    "dimension_known_kidnapping_or_arrest_outcome",
+    "dimension_conflict_related_violence",
+    "dimension_political_related_violence",
+    "dimension_covid_19_related_violence",
+    "dimension_ebola_related_violence",
+    "dimension_vaccination_related_violence",
+    "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": "2026-08-12T23:41:15Z",
+  "indicator_count": 19,
+  "mode": "indicator_long",
+  "repo_id": "electricsheepafrica/africa-mali-attacks-on-health-care-data-2cc994d9",
+  "rows": 1603,
+  "source": {
+    "api_base_url": "https://data.humdata.org/api/3/action",
+    "country_iso3": "MLI",
+    "country_name": "Mali",
+    "group_names": "afg,dza,arg,arm,aus,aut,aze,bgd,blr,bel,blz,bol,bra,bfa,bdi,khm,cmr,can,caf,tcd,chl,chn,col,cog,cri,civ,hrv,cyp,cod,dji,dom,ecu,egy,slv,swz,eth,fin,fra,gmb,geo,deu,gha,grc,gtm,gnb,hti,hnd,ind,idn,irn,irq,isr,ita,jpn,jor,kaz,ken,kwt,lby,mdg,mwi,mli,mlt,mus,mex,mar,moz,mmr,nru,npl,nld,nzl,nic,ner,nga,mkd,nor,pak,png,per,phl,pol,prt,rou,rus,sau,sen,srb,sle,sgp,som,zaf,ssd,esp,lka,pse,sdn,swe,che,syr,tjk,tha,tto,tun,tur,uga,ukr,are,gbr,tza,usa,ven,yem,zmb",
+    "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": "3777392b-8dc6-4615-ab1d-8ea136075d93",
+    "package_name": "sind-safeguarding-healthcare-monthly-news-briefs-dataset",
+    "package_notes": "This page contains agency- and open source events published in the [Attacks on Health Care News Brief](https://insecurityinsight.org/projects/healthcare/monthlynewsbrief). Categorized by country. Please get in touch if you are interested in curated Resources: info@insecurityinsight.org. For data supporting the Safeguarding Health in Conflict Coalition (SHCC), please see: https://data.humdata.org/dataset/shcchealthcare-dataset",
+    "package_page_url": "https://data.humdata.org/dataset/sind-safeguarding-healthcare-monthly-news-briefs-dataset",
+    "package_title": "Attacks on Health Care Data",
+    "portal_url": "https://data.humdata.org",
+    "resource_description": "Dataset covering 01 January 2020 to 31 December 2023 on incidents in which vital medicine and equipment were looted, stolen or seized in Burkina Faso, Mali and Niger based on agency- and open source events. Categorised by country.",
+    "resource_format": "XLSX",
+    "resource_id": "be27556e-791c-4371-bdd6-febf0e2f360d",
+    "resource_last_modified": "2024-08-06T14:50:17.253758",
+    "resource_name": "2020-2023 Looting of Health Supplies Across the Sahel Incident Data.xlsx",
+    "resource_position": "3",
+    "resource_url": "https://data.humdata.org/dataset/3777392b-8dc6-4615-ab1d-8ea136075d93/resource/be27556e-791c-4371-bdd6-febf0e2f360d/download/2020-2023-looting-of-health-supplies-across-the-sahel-incident-data.xlsx",
+    "tag_names": "complex emergency-conflict-security,crisis-greater-middle-east,disease,health,health facilities"
+  },
+  "year_max": 2023,
+  "year_min": 2020
+}