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README.md

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 ---
-dataset_info:
-  features:
-  - name: indicator_id
-    dtype: string
-  - name: indicator_name
-    dtype: string
-  - name: country_iso3
-    dtype: string
-  - name: country_name
-    dtype: string
-  - name: year
-    dtype: int64
-  - name: value
-    dtype: float64
-  splits:
-  - name: train
-    num_bytes: 8708
-    num_examples: 39
-  - name: test
-    num_bytes: 2225
-    num_examples: 10
-  download_size: 8081
-  dataset_size: 10933
-configs:
-- config_name: default
-  data_files:
-  - split: train
-    path: data/train-*
-  - split: test
-    path: data/test-*
+license: cc-by-4.0
+language:
+- en
+task_categories:
+- tabular-classification
+- tabular-regression
+- time-series-forecasting
+multilinguality: monolingual
+size_categories:
+- n<1K
+tags:
+- tabular
+- africa
+- world-bank-—-gender-statistics
+- gender-statistics
+- world-bank
+- worldbank
+- development-indicators
+- time-series
+pretty_name: "WBL: Enforcement Perceptions, Entrepreneurship, Public authorities enforce a woman's right to undertake entrepreneurial activities in the same way as a man | Africa (World Bank — Gender Statistics)"
 ---
+
+# WBL: Enforcement Perceptions, Entrepreneurship, Public authorities enforce a woman's right to undertake entrepreneurial activities in the same way as a man | Africa (World Bank — Gender Statistics)
+
+🌍 **49 observations** · **49 Africa countries** · **2025–2025** · *Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)*
+
+![rows](https://img.shields.io/badge/rows-49-blue) ![countries](https://img.shields.io/badge/countries-49-green) ![years](https://img.shields.io/badge/years-2025–2025-orange) ![indicators](https://img.shields.io/badge/indicators-1-purple) ![license](https://img.shields.io/badge/license-cc-by-4.0-lightgrey)
+
+## TL;DR
+
+This dataset contains **49 observations** of `Gender Statistics` data across **49 Africa countries**, spanning **2025–2025**, covering **1 distinct indicators**.
+
+## About the source
+
+- **Source:** [World Bank — Gender Statistics](https://databank.worldbank.org/)
+- **Publisher:** World Bank
+- **License:** [cc-by-4.0](https://creativecommons.org/licenses/by/4.0/)
+- **Topic:** Gender Statistics
+
+## Geographic coverage
+
+49 Africa countries · top rows shown below, sorted by row count:
+
+| Country | Rows | First year | Last year |
+|---------|-----:|-----------:|----------:|
+| `AGO` | 1 | 2025 | 2025 |
+| `BDI` | 1 | 2025 | 2025 |
+| `BEN` | 1 | 2025 | 2025 |
+| `BFA` | 1 | 2025 | 2025 |
+| `BWA` | 1 | 2025 | 2025 |
+| `CAF` | 1 | 2025 | 2025 |
+| `CIV` | 1 | 2025 | 2025 |
+| `COD` | 1 | 2025 | 2025 |
+| `COG` | 1 | 2025 | 2025 |
+| `COM` | 1 | 2025 | 2025 |
+| `CPV` | 1 | 2025 | 2025 |
+| `DJI` | 1 | 2025 | 2025 |
+| `DZA` | 1 | 2025 | 2025 |
+| `EGY` | 1 | 2025 | 2025 |
+| `ERI` | 1 | 2025 | 2025 |
+| ... | _34 more countries_ | | |
+
+## Indicators (sample)
+
+- `GD_WBL_ENT_ENF_ENTACTV_E` — WBL: Enforcement Perceptions, Entrepreneurship, Public authorities enforce a woman's right to undertake entrepreneurial activities in the same way as a man
+
+## Schema
+
+| Column | Type | Description | Example |
+|--------|------|-------------|---------|
+| `indicator_id` | `string` | — | `GD_WBL_ENT_ENF_ENTACTV_E` |
+| `indicator_name` | `string` | — | `WBL: Enforcement Perceptions, Entrepr…` |
+| `country_iso3` | `string` | — | `DZA` |
+| `country_name` | `string` | — | `Algeria` |
+| `year` | `int64` | — | `2025` |
+| `value` | `float64` | — | `4.0` |
+
+## Usage
+
+```python
+from datasets import load_dataset
+
+ds = load_dataset("electricsheepafrica/africa-worldbank-wbl-enforcement-perceptions-entrepreneurship-public-authorities-enforce-a-woman")
+df = ds["train"].to_pandas()
+print(df.head())
+```
+
+### Filter to one country
+
+```python
+kenya = df[df["country_iso3"] == "KEN"]
+```
+
+### Time-series for a single indicator
+
+```python
+sample = (df[df["indicator_id"] == "GD_WBL_ENT_ENF_ENTACTV_E"]
+          .sort_values("year"))
+sample.plot(x="year", y="value", title="GD_WBL_ENT_ENF_ENTACTV_E")
+```
+
+### Pivot to country × year matrix
+
+```python
+matrix = (df[df["indicator_id"] == "GD_WBL_ENT_ENF_ENTACTV_E"]
+          .pivot_table(index="year", columns="country_iso3", values="value"))
+print(matrix.tail())
+```
+
+## Citation
+
+```bibtex
+@misc{africa_worldbank_wbl_enforcement_perceptions_entrepreneurship_public_authorities_enforce_a_woman_2025,
+  title        = {WBL: Enforcement Perceptions, Entrepreneurship, Public authorities enforce a woman's right to undertake entrepreneurial activities in the same way as a man | Africa (World Bank — Gender Statistics)},
+  author       = {World Bank},
+  year         = {2025},
+  url          = {https://databank.worldbank.org/},
+  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
+  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-wbl-enforcement-perceptions-entrepreneurship-public-authorities-enforce-a-woman}}
+}
+```
+
+## License
+
+Released under [cc-by-4.0](https://creativecommons.org/licenses/by/4.0/).
+
+Original data © World Bank. 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 HuggingFace. 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 2026-06-17 via the Electric Sheep pipeline. Source URL: https://databank.worldbank.org/_