Standardize Electric Sheep Africa dataset card

README.md

@@ -1,31 +1,136 @@
 ---
-license: apache-2.0
+license: other
+language:
+- en
+task_categories:
+- tabular-classification
+- tabular-regression
+multilinguality: monolingual
+size_categories:
+- n<1K
 tags:
-- africa
-- sustainable-development-goals
-- world-health-organization
-- development
----    
+- "africa"
+- "electric-sheep-africa"
+- "open-data"
+- "metadata-backed"
+- "health"
+- "csv"
+- "tabular"
+- "text"
+pretty_name: "Victims of Intentional Homicide for African Countries | Africa (World Health Organization)"
+---
+
+# Victims of Intentional Homicide for African Countries | Africa (World Health Organization)
+
+**Size category:** `n<1K` - **Formats:** `csv` - **Sector:** health - *Engineered by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)*
+
+![size](https://img.shields.io/badge/size-n%3C1K-blue)
+![sector](https://img.shields.io/badge/sector-health-green)
+![downloads](https://img.shields.io/badge/HF_downloads-10-orange)
+![license](https://img.shields.io/badge/license-other-lightgrey)
+
+## TL;DR
+
+This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
+
+## What This Dataset Covers
+
+Health datasets help researchers examine disease burden, service delivery, risk factors, outcomes, and public-health program performance.
+
+Dataset context from the existing Hugging Face card: license: apache-2.0 tags: - africa - sustainable-development-goals - world-health-organization - development Victims of intentional homicide (per 100 000 population) Dataset Description This dataset provides country-level data for the indicator "16.1.1 Victims of intentional homicide (per 100 000 population)" across African nations, sourced from the World Health Organization's (WHO) data portal on Sustainable Development Goals (SDGs). The data is presented in… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/victims-of-intentional-homicide-for-african-countries.
+
+## Dataset Profile
+
+| Field | Value |
+|---|---|
+| Hugging Face repo | [`electricsheepafrica/victims-of-intentional-homicide-for-african-countries`](https://huggingface.co/datasets/electricsheepafrica/victims-of-intentional-homicide-for-african-countries) |
+| Sector | health |
+| Topic tags | health |
+| Modalities | `tabular`, `text` |
+| Formats | `csv` |
+| Size category | `n<1K` |
+| Countries | Africa-wide or source-defined African coverage |
+| ISO3 coverage | `not declared` |
+| Last modified on HF | `2025-06-23 17:45:21+00:00` |
+| Inventory snapshot | `2026-07-16T16:00:34Z` |
+
+## How To Read This Dataset
+
+- Start from the repository files and the dataset viewer when available.
+- Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
+- Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
+- Preserve missing values until you have a defensible imputation rule.
 
-# Victims of intentional homicide (per 100 000 population)
+## Usage
 
-## Dataset Description
+```python
+from datasets import load_dataset
 
-This dataset provides country-level data for the indicator **"16.1.1 Victims of intentional homicide (per 100 000 population)"** across African nations, sourced from the World Health Organization's (WHO) data portal on Sustainable Development Goals (SDGs).
+ds = load_dataset("electricsheepafrica/victims-of-intentional-homicide-for-african-countries")
+print(ds)
 
-The data is presented in a wide format, where each row represents a date (yearly) and each column represents a country. Values have been interpolated to fill missing years.
+split_name = next(iter(ds))
+table = ds[split_name]
+print(table.features)
+print(table[:3])
+```
 
-- **Original Indicator Name:** `16.1.1 Victims of intentional homicide (per 100 000 population)`
-- **Data Source:** World Health Organization (WHO)
-- **Geographic Coverage:** African Countries
-- **Unit of Measurement:** per 100 000 population
+### Convert To Pandas When Tabular
 
-## Files
+```python
+from datasets import Dataset
 
-- **`victims-of-intentional-homicide.csv`**: The primary dataset file.
+first_split = ds[next(iter(ds))]
+if isinstance(first_split, Dataset):
+    df = first_split.to_pandas()
+    print(df.head())
+```
 
-## Data Structure
+## Data Quality Notes
 
-- **Date**: The observation date (YYYY-01-01 format).
-- **[Country Name]**: Each column contains the estimated value for that year.
+- This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
+- Exact schema, row counts, and source files should be inspected in the repository data files.
+- Metadata gaps from the inventory: country, upstream_publisher, license, language.
+- Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.
+
+## Source And Provenance
+
+- **Source context:** World Health Organization
+- **Publisher/source attribution:** WHO public data
+- **License:** Source-specific or other license
+- **Hugging Face URL:** [https://huggingface.co/datasets/electricsheepafrica/victims-of-intentional-homicide-for-african-countries](https://huggingface.co/datasets/electricsheepafrica/victims-of-intentional-homicide-for-african-countries)
+- **Inventory retrieved at:** `2026-07-16T16:00:34Z`
+
+## Suggested Analyses
+
+- Inspect schema and missingness before modeling.
+- Profile variables by geography, time, and subgroup columns where present.
+- Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
+- Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.
+
+## Citation
+
+```bibtex
+@misc{electric_sheep_africa_victims_of_intentional_homicide_for_african_countries_2026,
+  title        = {Victims of Intentional Homicide for African Countries | Africa (World Health Organization)},
+  author       = {WHO public data},
+  year         = {2026},
+  url          = {https://huggingface.co/datasets/electricsheepafrica/victims-of-intentional-homicide-for-african-countries},
+  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
+  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/victims-of-intentional-homicide-for-african-countries}}
+}
+```
+
+## License
+
+Released under Source-specific or other license.
+
+Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.
+
+## About Electric Sheep Africa
+
+Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.
+
+---
 
+Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: `catalog/esa_metadata_inventory/master_metadata.jsonl`.