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:
+- 100K<n<1M
+tags:
+- tabular
+- xlsx
+- africa
+- niger
+- official-statistics
+- open-data
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-00000-of-00001.parquet
+pretty_name: "Protection in Danger Data | Africa (Niger official open data)"
+---
+
+# Protection in Danger Data | Africa (Niger official open data)
+
+106,800 rows - 1 Africa country - 2024-2026 - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)
+
+![rows](https://img.shields.io/badge/rows-106800-blue)
+![countries](https://img.shields.io/badge/countries-1-green)
+![years](https://img.shields.io/badge/years-2024-2026-orange)
+![indicators](https://img.shields.io/badge/indicators-12-purple)
+![license](https://img.shields.io/badge/license-cc-by-sa-4.0-lightgrey)
+
+## TL;DR
+
+This dataset packages one official `XLSX` resource from **Niger** 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:** [Protection in Danger Data](https://data.humdata.org/dataset/sind-protection-in-danger-monthly-news-briefs-dataset)
+- **Publisher:** Insecurity Insight
+- **Resource:** [2020-2026 Protection in Danger Incident Data.xlsx](https://data.humdata.org/dataset/14b1ad1d-abcf-453d-970c-cb964084134e/resource/588cad68-c650-4a68-b27e-f28139bd6693/download/2020-2026-protection-in-danger-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 |
+|---------|-----:|-----------:|----------:|------|
+| `NER` | 106,800 | 2024 | 2026 | `Niger` |
+
+## Indicators or Resource Contents
+
+- `protection-in-danger-data-number-of-attacks-on-camps-reporting-destructi-316916fc` - Protection in Danger Data - number of attacks on camps reporting destruction
+- `protection-in-danger-data-number-of-attacks-on-camps-reporting-damaged-9a4fe23b` - Protection in Danger Data - number of attacks on camps reporting damaged
+- `protection-in-danger-data-camp-resident-killed-3d351066` - Protection in Danger Data - camp resident killed
+- `protection-in-danger-data-camp-resident-injured-c131abc8` - Protection in Danger Data - camp resident injured
+- `protection-in-danger-data-camp-residents-kidnapped-738f5d14` - Protection in Danger Data - camp residents kidnapped
+- `protection-in-danger-data-camp-residents-arrested-320facb1` - Protection in Danger Data - camp residents arrested
+- `protection-in-danger-data-camp-residents-targeted-with-crsv-22088cf2` - Protection in Danger Data - camp residents targeted with crsv
+- `protection-in-danger-data-service-provider-killed-e44a23b6` - Protection in Danger Data - service provider killed
+- `protection-in-danger-data-service-provider-kidnapped-43b5b480` - Protection in Danger Data - service provider kidnapped
+- `protection-in-danger-data-service-provider-arrested-91adff90` - Protection in Danger Data - service provider arrested
+- `protection-in-danger-data-service-provider-targeted-with-crsv-46bc0254` - Protection in Danger Data - service provider targeted with crsv
+- `protection-in-danger-data-sind-id-8a188a49` - Protection in Danger Data - sind id
+
+## Schema
+
+| Column | Type | Description | Example |
+|--------|------|-------------|---------|
+| `indicator_id` | `string` | Stable indicator identifier. | `protection-in-danger-data-number-of-attacks-on-camps-reporting-destructi` |
+| `indicator_name` | `string` | Human-readable indicator name. | `Protection in Danger Data - number of attacks on camps reporting destruc` |
+| `country_iso3` | `string` | ISO3 country code. | `NER` |
+| `source_sheet` | `string` | Workbook sheet name, when the source is a spreadsheet. | `Sheet1` |
+| `country_name` | `string` | Country name. | `Niger` |
+| `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. | `2026-07-20 00:00:00` |
+| `dimension_country` | `string` | Source dimension. | `OPT` |
+| `dimension_country_iso` | `string` | Source dimension. | `PSE` |
+| `dimension_admin_1` | `string` | Source dimension. | `Gaza Strip` |
+| `dimension_geo_precision` | `string` | Source dimension. | `censored` |
+| `dimension_camp_name` | `string` | Source dimension. | `Jabalia Camp` |
+| `dimension_reported_perpetrator` | `string` | Source dimension. | `Host Government: Military` |
+| `dimension_reported_perpetrator_name` | `string` | Source dimension. | `Israeli Defence Forces` |
+| `dimension_weapon_carried_used` | `string` | Source dimension. | `Aerial Bomb: Plane` |
+| `dimension_protection_event_context` | `string` | Source dimension. | `Airstrike/Shelling` |
+| `dimension_victim_of_violence` | `string` | Source dimension. | `` |
+| `dimension_survivor_or_victim_sex` | `string` | Source dimension. | `Multiple` |
+| `dimension_survivor_or_victim_minor` | `string` | Source dimension. | `No Information About Age` |
+| `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. | `2020` |
+| `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. | `2020-2026` |
+| `source_provider` | `category` | Publishing organization. | `Insecurity Insight` |
+| `source_dataset` | `category` | Source package title. | `Protection in Danger Data` |
+| `source_resource` | `category` | Source resource title. | `2020-2026 Protection in Danger Incident Data.xlsx` |
+| `source_package_id` | `category` | CKAN package UUID. | `14b1ad1d-abcf-453d-970c-cb964084134e` |
+| `source_resource_id` | `category` | CKAN resource UUID. | `588cad68-c650-4a68-b27e-f28139bd6693` |
+| `source_url` | `category` | Original source resource URL. | `https://data.humdata.org/dataset/14b1ad1d-abcf-453d-970c-cb964084134e/re` |
+| `license_id` | `category` | Source license identifier. | `cc-by-sa` |
+| `retrieved_at` | `category` | UTC retrieval timestamp. | `2026-08-14T00:35:21Z` |
+
+## Usage
+
+```python
+from datasets import load_dataset
+
+ds = load_dataset("electricsheepafrica/africa-niger-protection-in-danger-data-3c751a6f")
+df = ds["train"].to_pandas()
+print(df.head())
+```
+
+### Filter to one country
+
+```python
+sample_country = df[df["country_iso3"] == "NER"]
+```
+
+### 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_niger_protection_in_danger_data_3c751a6f_2026,
+  title        = {Protection in Danger Data | Africa (Niger official open data)},
+  author       = {Insecurity Insight},
+  year         = {2026},
+  url          = {https://data.humdata.org/dataset/sind-protection-in-danger-monthly-news-briefs-dataset},
+  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
+  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-niger-protection-in-danger-data-3c751a6f}}
+}
+```
+
+## 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 2026-08-14 via the Electric Sheep pipeline. Source URL:
+https://data.humdata.org/dataset/14b1ad1d-abcf-453d-970c-cb964084134e/resource/588cad68-c650-4a68-b27e-f28139bd6693/download/2020-2026-protection-in-danger-incident-data.xlsx

data/train-00000-of-00001.parquet

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+version https://git-lfs.github.com/spec/v1
+oid sha256:92f1039516080fe4a6c18b6815c89b59770eb7a9ab4db1db7db549c126d98732
+size 172510

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_camp_name",
+    "dimension_reported_perpetrator",
+    "dimension_reported_perpetrator_name",
+    "dimension_weapon_carried_used",
+    "dimension_protection_event_context",
+    "dimension_victim_of_violence",
+    "dimension_survivor_or_victim_sex",
+    "dimension_survivor_or_victim_minor",
+    "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": "2026-08-14T00:43:34Z",
+  "indicator_count": 12,
+  "mode": "indicator_long",
+  "repo_id": "electricsheepafrica/africa-niger-protection-in-danger-data-3c751a6f",
+  "rows": 106800,
+  "source": {
+    "api_base_url": "https://data.humdata.org/api/3/action",
+    "country_iso3": "NER",
+    "country_name": "Niger",
+    "group_names": "afg,bgd,blr,bih,bfa,cmr,caf,tcd,cog,cub,cod,egy,eth,deu,grc,hti,ind,idn,irq,jor,ken,lva,lbn,lby,mwi,mli,mex,mar,moz,mmr,nru,nzl,ner,nga,mkd,pol,svn,ssd,esp,pse,sdn,swe,syr,tha,uga,ukr,tza,usa,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": "14b1ad1d-abcf-453d-970c-cb964084134e",
+    "package_name": "sind-protection-in-danger-monthly-news-briefs-dataset",
+    "package_notes": "This page contains violent agency- and open source events affecting refugee and IDP camps published in the [Protection in Danger Monthly News Brief](https://insecurityinsight.org/projects/ensuring-protection/protection-in-danger-monthly-news-brief-2). Categorized by country. Please get in touch if you are interested in curated datasets: info@insecurityinsight.org",
+    "package_page_url": "https://data.humdata.org/dataset/sind-protection-in-danger-monthly-news-briefs-dataset",
+    "package_title": "Protection in Danger Data",
+    "portal_url": "https://data.humdata.org",
+    "resource_description": "Resource covering 01 January 2020 to 20 July 2026 on threats and violence at [IDP/Refugee Camps](https://insecurityinsight.org/projects/ensuring-protection/protection-in-danger-monthly-news-brief-2) based on agency- and open source events. Categorised by country.",
+    "resource_format": "XLSX",
+    "resource_id": "588cad68-c650-4a68-b27e-f28139bd6693",
+    "resource_last_modified": "2026-08-10T08:05:46.223695",
+    "resource_name": "2020-2026 Protection in Danger Incident Data.xlsx",
+    "resource_position": "0",
+    "resource_url": "https://data.humdata.org/dataset/14b1ad1d-abcf-453d-970c-cb964084134e/resource/588cad68-c650-4a68-b27e-f28139bd6693/download/2020-2026-protection-in-danger-incident-data.xlsx",
+    "tag_names": "aid worker security,crisis-opt-israel-hostilities,internally displaced persons-idp,populated places-settlements,refugee crisis,refugees"
+  },
+  "year_max": 2026,
+  "year_min": 2024
+}