Datasets:

electricsheepafrica
/

africa-mali-education-in-danger-data-e94a33f3

+---
+license: cc-by-sa-4.0
+language:
+- en
+task_categories:
+- tabular-classification
+- tabular-regression
+multilinguality: monolingual
+size_categories:
+- n<1K
+tags:
+- tabular
+- xlsx
+- africa
+- mali
+- official-statistics
+- open-data
+- education
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-00000-of-00001.parquet
+pretty_name: "Education in Danger Data | Africa (Mali official open data)"
+---
+# Education in Danger Data | Africa (Mali official open data)
+14 rows - 1 Africa country - 1998-2023 - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)
+![rows](https://img.shields.io/badge/rows-14-blue)
+![countries](https://img.shields.io/badge/countries-1-green)
+![years](https://img.shields.io/badge/years-1998-2023-orange)
+![indicators](https://img.shields.io/badge/indicators-0-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:** [Education in Danger Data](https://data.humdata.org/dataset/sind-education-in-danger-monthly-news-briefs-dataset)
+- **Publisher:** Insecurity Insight
+- **Resource:** [1998-2023 DRC and UGA Education in Danger Incident Data.xlsx](https://data.humdata.org/dataset/c7db52ae-13c2-4bf5-ae71-a9243a68194e/resource/6278bcab-7c86-4a0f-a9ca-85bc97a241d7/download/1998-2023-drc-and-uga-education-in-danger-incident-data.xlsx)
+- **Format:** `XLSX`
+- **License:** [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/)
+- **Packaging mode:** `tabular_resource`
+## Geographic coverage
+1 Africa country:
+| Country | Rows | First year | Last year | Name |
+|---------|-----:|-----------:|----------:|------|
+| `MLI` | 14 | 1998 | 2023 | `Mali` |
+## Indicators or Resource Contents
+- This source file is packaged as a normalized tabular resource.
+## Schema
+| Column | Type | Description | Example |
+|--------|------|-------------|---------|
+| `source_record_id` | `string` | Stable row identifier for tabular resources. | `6278bcab-7c86-4a0f-a9ca-85bc97a241d7:1998-2023-drc-and-uga-education:0` |
+| `country_iso3` | `category` | ISO3 country code. | `MLI` |
+| `country_name` | `category` | Country name. | `Mali` |
+| `source_sheet` | `string` | Workbook sheet name, when the source is a spreadsheet. | `1998-2023 DRC and UGA Education` |
+| `date` | `string` | Observation date. | `2021-06-01 00:00:00` |
+| `country` | `string` | Source column. | `DRC` |
+| `country_iso` | `string` | Source column. | `COD` |
+| `event_description` | `string` | Source column. | `01 June 2021: ADF militants killed five people including a female teache` |
+| `admin_1` | `string` | Source column. | `Beni territory` |
+| `reported_perpetrator` | `string` | Source column. | `NSA` |
+| `perpetrator_name` | `string` | Source column. | `Allied Democratic Forces /National Army for the Liberation of Uganda` |
+| `weapon_carried_or_used` | `string` | Source column. | `Firearms` |
+| `location_of_event` | `string` | Source column. | `Education Institution` |
+| `educators_killed` | `float64` | Source column. | `1.0` |
+| `educators_injured` | `float64` | Source column. | `0.0` |
+| `educators_kidnapped` | `float64` | Source column. | `0.0` |
+| `educators_arrested` | `float64` | Source column. | `0.0` |
+| `known_educators_kidnap_or_arrest_outcome` | `float64` | Source column. | `` |
+| `attacks_on_schools` | `float64` | Source column. | `1.0` |
+| `attacks_on_universities` | `float64` | Source column. | `0.0` |
+| `military_occupation_of_schools` | `float64` | Source column. | `0.0` |
+| `forced_entry_into_schools` | `float64` | Source column. | `1.0` |
+| `damage_and_destruction_to_school_event` | `float64` | Source column. | `0.0` |
+| `students_killed` | `float64` | Source column. | `0.0` |
+| `students_injured` | `float64` | Source column. | `0.0` |
+| `students_kidnapped` | `float64` | Source column. | `12.0` |
+| `known_student_kidnap_or_arrest_outcome` | `string` | Source column. | `NoInformation` |
+| `students_arrested` | `float64` | Source column. | `0.0` |
+| `sexual_violence_affecting_school_age_children` | `float64` | Source column. | `0.0` |
+| `sind_event_id` | `float64` | Source column. | `28307.0` |
+| `source_period_start_year` | `Int64` | First year inferred from source resource metadata. | `1998` |
+| `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. | `1998-2023` |
+| `source_provider` | `category` | Publishing organization. | `Insecurity Insight` |
+| `source_dataset` | `category` | Source package title. | `Education in Danger Data` |
+| `source_resource` | `category` | Source resource title. | `1998-2023 DRC and UGA Education in Danger Incident Data.xlsx` |
+| `source_package_id` | `category` | CKAN package UUID. | `c7db52ae-13c2-4bf5-ae71-a9243a68194e` |
+| `source_resource_id` | `category` | CKAN resource UUID. | `6278bcab-7c86-4a0f-a9ca-85bc97a241d7` |
+| `source_url` | `category` | Original source resource URL. | `https://data.humdata.org/dataset/c7db52ae-13c2-4bf5-ae71-a9243a68194e/re` |
+| `license_id` | `category` | Source license identifier. | `cc-by-sa` |
+| `retrieved_at` | `category` | UTC retrieval timestamp. | `2026-08-12T23:12:09Z` |
+| `data_notes` | `string` | Source column. | `` |
+## Usage
+```python
+from datasets import load_dataset
+ds = load_dataset("electricsheepafrica/africa-mali-education-in-danger-data-e94a33f3")
+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_education_in_danger_data_e94a33f3_2023,
+  title        = {Education in Danger Data | Africa (Mali official open data)},
+  author       = {Insecurity Insight},
+  year         = {2023},
+  url          = {https://data.humdata.org/dataset/sind-education-in-danger-monthly-news-briefs-dataset},
+  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
+  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mali-education-in-danger-data-e94a33f3}}
+}
+```
+## 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/c7db52ae-13c2-4bf5-ae71-a9243a68194e/resource/6278bcab-7c86-4a0f-a9ca-85bc97a241d7/download/1998-2023-drc-and-uga-education-in-danger-incident-data.xlsx

data/train-00000-of-00001.parquet ADDED Viewed

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+size 34122

metadata/source_snapshot.json ADDED Viewed

	@@ -0,0 +1,78 @@

+{
+  "columns": [
+    "source_record_id",
+    "country_iso3",
+    "country_name",
+    "source_sheet",
+    "date",
+    "country",
+    "country_iso",
+    "event_description",
+    "admin_1",
+    "reported_perpetrator",
+    "perpetrator_name",
+    "weapon_carried_or_used",
+    "location_of_event",
+    "educators_killed",
+    "educators_injured",
+    "educators_kidnapped",
+    "educators_arrested",
+    "known_educators_kidnap_or_arrest_outcome",
+    "attacks_on_schools",
+    "attacks_on_universities",
+    "military_occupation_of_schools",
+    "forced_entry_into_schools",
+    "damage_and_destruction_to_school_event",
+    "students_killed",
+    "students_injured",
+    "students_kidnapped",
+    "known_student_kidnap_or_arrest_outcome",
+    "students_arrested",
+    "sexual_violence_affecting_school_age_children",
+    "sind_event_id",
+    "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",
+    "data_notes"
+  ],
+  "generated_at": "2026-08-12T23:40:33Z",
+  "indicator_count": 0,
+  "mode": "tabular_resource",
+  "repo_id": "electricsheepafrica/africa-mali-education-in-danger-data-e94a33f3",
+  "rows": 14,
+  "source": {
+    "api_base_url": "https://data.humdata.org/api/3/action",
+    "country_iso3": "MLI",
+    "country_name": "Mali",
+    "group_names": "afg,alb,dza,ago,arm,aus,aze,bgd,blr,ben,bra,bfa,bdi,cmr,caf,tcd,chl,chn,col,cog,civ,cze,cod,dom,ecu,egy,swz,eth,fra,deu,gha,grc,gtm,hti,hnd,ind,idn,irn,irq,isr,ita,jam,jor,kaz,ken,xkx,kgz,lbn,lby,mdg,mwi,mli,mex,mng,mar,moz,mmr,npl,nic,ner,nga,pak,png,per,phl,rus,rwa,sau,srb,svk,som,zaf,ssd,lka,pse,sdn,syr,tjk,tha,tgo,tun,tur,uga,ukr,gbr,tza,usa,ven,vnm,yem,zmb,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": "c7db52ae-13c2-4bf5-ae71-a9243a68194e",
+    "package_name": "sind-education-in-danger-monthly-news-briefs-dataset",
+    "package_notes": "This page contains agency- and open source events published in the [Education in Danger Monthly News Brief](https://insecurityinsight.org/projects/education-in-danger/education-in-danger-monthly-news-brief). 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-education-in-danger-monthly-news-briefs-dataset",
+    "package_title": "Education in Danger Data",
+    "portal_url": "https://data.humdata.org",
+    "resource_description": "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.",
+    "resource_format": "XLSX",
+    "resource_id": "6278bcab-7c86-4a0f-a9ca-85bc97a241d7",
+    "resource_last_modified": "2023-07-18T08:56:21.287696",
+    "resource_name": "1998-2023 DRC and UGA Education in Danger Incident Data.xlsx",
+    "resource_position": "6",
+    "resource_url": "https://data.humdata.org/dataset/c7db52ae-13c2-4bf5-ae71-a9243a68194e/resource/6278bcab-7c86-4a0f-a9ca-85bc97a241d7/download/1998-2023-drc-and-uga-education-in-danger-incident-data.xlsx",
+    "tag_names": "damage assessment,education,education facilities-schools,fatalities"
+  },
+  "year_max": 2023,
+  "year_min": 1998
+}