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Update README.md (#2)

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@@ -46,6 +46,32 @@ This dataset provides a comprehensive list of sovereign states, along with their
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  ## Usage
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  ### Loading the Dataset in Python
@@ -59,4 +85,4 @@ url = "https://huggingface.co/datasets/your-username/sovereign-states-dataset/re
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  df = pd.read_csv(url)
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  # Preview the dataset
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- print(df.head())
 
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  ---
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+ ## Citation
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+ If you use this dataset in your research or project, please cite it as follows:
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+ @misc{sovereign_states_dataset,
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+ - author = {Your Name or Team Name},
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+ - title = {Sovereign States Dataset},
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+ - year = {2025},
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+ - url = {https://huggingface.co/datasets/your-username/sovereign-states-dataset}
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+ }
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+
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+ ## Acknowledgments
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+ Special thanks to the contributors of Wikipedia for maintaining and updating the List of Sovereign States. This dataset was scraped and processed using:
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+ - Python
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+ - Scrapy
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+ - Pandas
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+ - Regex for cleaning data
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+
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+ ## Contributing
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+ Contributions are welcome! If you spot an issue or have suggestions for improvement:
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+ 1. Fork the repository.
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+ 2. Make your changes.
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+ 3. Submit a pull request.
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+
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  ## Usage
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  ### Loading the Dataset in Python
 
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  df = pd.read_csv(url)
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  # Preview the dataset
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+ print(df.head())