Update README.md

README.md

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----
-license: cc-by-nc-nd-4.0
----
+---
+license: cc-by-nc-nd-4.0
+task_categories:
+- text2text-generation
+language:
+- en
+tags:
+- sfia
+- skills-framework
+- taxonomy
+- rag
+- professional-skills
+- json
+pretty_name: SFIA 9 Framework Dataset
+size_categories:
+- n<1K
+---
+
+# SFIA-9-Scraped Dataset
+
+This repository contains the **SFIA-9-Scraped** dataset, a JSON collection of the Skills Framework for the Information Age (SFIA) version 9 categories and levels, scraped for non-commercial research use.
+
+---
+
+## 🚀 Dataset Overview
+
+* **Name:** SFIA-9-Scraped
+* **Hugging Face:** [Programmer-RD-AI/sfia-9-scraped](https://huggingface.co/datasets/Programmer-RD-AI/sfia-9-scraped)
+* **DOI:** 10.57967/hf/5746
+* **Author:** Ranuga Disansa Gamage
+* **Revision:** 89feeb8
+* **Publisher:** Hugging Face
+* **Year:** 2025
+
+Use this dataset to build RAG systems, taxonomy-driven search, skill-gap analytics, and other AI/ML applications focused on professional skill frameworks.
+
+---
+
+## 📂 Data Structure
+
+The dataset is provided as a single JSON file (`sfia_9_data.json`) with the following top-level structure:
+
+```json
+{
+  "url": [ "...", "...", ... ],
+  "raw_content": [ "...", "...", ... ],
+  "images": [ "...", "...", ... ]
+}
+```
+
+* **url**: `array[string]` — list of page URLs for each scraped entry.
+* **raw\_content**: `array[string]` — the extracted textual content from each URL.
+* **images**: `array[string]` — list of image URLs associated with each entry.
+
+---
+
+## ⚙️ Usage
+
+Install the 🤗 Datasets library:
+
+```bash
+pip install datasets
+```
+
+Load the dataset:
+
+```python
+from datasets import load_dataset
+
+ds = load_dataset("Programmer-RD-AI/sfia-9-scraped")
+print(ds["train"][0])
+```
+
+For RAG applications, integrate this dataset as your taxonomy source before chunking and embedding.
+
+---
+
+## 📜 Citation
+
+If you use this dataset in your research, please cite:
+
+```bibtex
+@misc{ranuga_disansa_gamage_2025,
+  author    = {Ranuga Disansa Gamage},
+  title     = {sfia-9-scraped (Revision 89feeb8)},
+  year      = {2025},
+  url       = {https://huggingface.co/datasets/Programmer-RD-AI/sfia-9-scraped},
+  doi       = {10.57967/hf/5746},
+  publisher = {Hugging Face}
+}
+```
+
+---
+
+## 📄 License
+
+This dataset is released under the **Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0)** license. Use for **non-commercial research** only.
+
+[View license details](https://creativecommons.org/licenses/by-nc/4.0/)
+
+---
+
+## 🤝 Acknowledgements
+
+* **SFIA Foundation**: Original SFIA-9 framework content.
+
+---
+
+## ✉️ Contact
+
+For questions or contributions, open an issue or pull request on the [Hugging Face dataset page](https://huggingface.co/datasets/Programmer-RD-AI/sfia-9-scraped).