Complete README with licensing, download instructions, and additional sections

README.md

@@ -15,4 +15,168 @@ tags:
 pretty_name: axya-websearch
 size_categories:
 - 10K<n<100K
----
+---
+
+# Dhivehi Combined Dataset
+
+## Overview
+
+This dataset combines three 30K Dhivehi language corpora from the Leipzig Corpora Collection into a single unified CSV file containing 90,000 sentences. The dataset provides a comprehensive resource for Dhivehi language processing, combining data from Wikipedia, news sources, and web crawls.
+
+## Dataset Composition
+
+The dataset consists of three distinct sources:
+
+- **Wikipedia (2021)**: 30,000 sentences from Dhivehi Wikipedia
+- **News (2019)**: 30,000 sentences from Dhivehi news sources
+- **Web/Newscrawl (2015)**: 30,000 sentences from web crawl data
+
+**Total**: 90,000 Dhivehi sentences
+
+## File Structure
+
+- **File**: `dhivehi_combined_dataset.csv`
+- **Size**: ~21MB
+- **Encoding**: UTF-8
+- **Format**: CSV with headers
+
+## CSV Columns
+
+| Column | Description |
+|--------|-------------|
+| `global_id` | Sequential ID for the combined dataset (1-90000) |
+| `original_id` | Original sentence ID from source dataset |
+| `sentence` | The Dhivehi sentence text |
+| `source` | Source dataset (Wikipedia, News, or Web) |
+
+## Dataset Preview
+
+You can explore the dataset using the Dataset Viewer above or the Data Studio feature on this page. Sample entries include:
+
+- Sentences from various domains including religion, politics, history, medicine, and daily life
+- Text in Thaana script (Dhivehi writing system)
+- Diverse sentence lengths and structures
+
+## Download Instructions
+
+### Option 1: Direct Download
+
+Download the CSV file directly from the [Files tab](https://huggingface.co/datasets/axmeeabdhullo/axya-tech-websearch/tree/main) of this dataset.
+
+### Option 2: Using Hugging Face Datasets Library
+
+```python
+from datasets import load_dataset
+
+# Load the dataset
+dataset = load_dataset("axmeeabdhullo/axya-tech-websearch")
+
+# Access the data
+print(dataset['train'][0])
+```
+
+### Option 3: Using pandas
+
+```python
+import pandas as pd
+
+# Load directly from Hugging Face
+url = "https://huggingface.co/datasets/axmeeabdhullo/axya-tech-websearch/resolve/main/dhivehi_combined_dataset.csv"
+df = pd.read_csv(url)
+
+print(df.head())
+```
+
+## Usage
+
+This dataset can be used for:
+
+- **Dhivehi language modeling**: Train language models for Dhivehi text generation
+- **Text analysis and NLP research**: Analyze linguistic patterns in Dhivehi
+- **Machine translation training**: Build translation systems for Dhivehi
+- **Linguistic corpus studies**: Research Dhivehi language structure and usage
+- **Text classification**: Train classifiers for Dhivehi text
+- **Summarization**: Develop summarization models for Dhivehi content
+
+## Source Information
+
+**Leipzig Corpora Collection**: [https://wortschatz.uni-leipzig.de/en/download/Dhivehi](https://wortschatz.uni-leipzig.de/en/download/Dhivehi)
+
+**Original Data Sources**:
+- `div_wikipedia_2021_30K`
+- `div_news_2019_30K`
+- `div_newscrawl_2015_30K`
+
+## Licensing
+
+This dataset is released under the **Apache License 2.0**.
+
+You are free to:
+- ✅ Use the dataset for commercial and non-commercial purposes
+- ✅ Modify and distribute the dataset
+- ✅ Use the dataset in your research and applications
+
+**Attribution**: When using this dataset, please cite both this dataset and the Leipzig Corpora Collection (see Citation section below).
+
+For full license details, see the [Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0).
+
+## Citation
+
+If you use this dataset in your research or applications, please cite:
+
+### This Dataset
+
+```bibtex
+@dataset{dhivehi_combined_2024,
+  title={Dhivehi Combined Dataset},
+  author={axmeeabdhullo},
+  year={2024},
+  publisher={Hugging Face},
+  url={https://huggingface.co/datasets/axmeeabdhullo/axya-tech-websearch}
+}
+```
+
+### Leipzig Corpora Collection
+
+```bibtex
+@inproceedings{goldhahn2012building,
+  title={Building Large Monolingual Dictionaries at the Leipzig Corpora Collection: From 100 to 200 Languages},
+  author={Goldhahn, Dirk and Eckart, Thomas and Quasthoff, Uwe},
+  booktitle={Proceedings of the Eighth International Conference on Language Resources and Evaluation (LREC'12)},
+  year={2012},
+  pages={759--765}
+}
+```
+
+## Acknowledgments
+
+This dataset was created by combining data from the **Leipzig Corpora Collection**, a project by the Natural Language Processing Group at Leipzig University. We gratefully acknowledge their work in collecting and providing access to corpora for low-resource languages like Dhivehi.
+
+Special thanks to:
+- The Leipzig Corpora Collection team for making Dhivehi language data available
+- Contributors to Dhivehi Wikipedia
+- Dhivehi news organizations that provided content
+- The Hugging Face community for hosting and supporting dataset sharing
+
+## Contact & Support
+
+For questions, issues, or suggestions regarding this dataset:
+
+- **Dataset Creator**: [@axmeeabdhullo](https://huggingface.co/axmeeabdhullo)
+- **Discussions**: Use the [Community tab](https://huggingface.co/datasets/axmeeabdhullo/axya-tech-websearch/discussions) to ask questions or share insights
+- **Issues**: Report problems or request features through the Discussions tab
+
+For issues related to the original Leipzig Corpora Collection data, please contact the Leipzig University team directly through their website.
+
+## Dataset Statistics
+
+- **Total Sentences**: 90,000
+- **Language**: Dhivehi (Divehi)
+- **Script**: Thaana
+- **File Size**: ~21MB
+- **Sources**: 3 (Wikipedia, News, Web)
+- **Date Range**: 2015-2021
+
+---
+
+*Last Updated: September 2024*