Update README.md

README.md

@@ -30,29 +30,29 @@ size_categories:
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-## Dataset Summary:
+## Dataset Summary
 This dataset contains a collection of code from [Qxf2 Services's](https://qxf2.com/) public GitHub repositories. It includes various scripts, functions, and components used in software development, automation, testing, and other technical services.
 
-## Dataset Details:
+## Dataset Details
 - Dataset Version: v1.0
 - Last Updated: 11th Feb 2025
 - Repository: https://github.com/qxf2
 - Languages: Python, Javascript, Java, Rust, YAML, Shell Script, etc.
 - License: [MIT License](https://opensource.org/licenses/MIT)
 
-## Intended Use:
+## Intended Use
 This dataset is intended to support tasks in:
 - Code analysis and understanding
 - Machine learning models for code completion, suggestion, and generation
 - Automated testing and DevOps pipeline optimization
 - NLP tasks involving code (e.g., code summarization, documentation generation)
 
-## Limitations:
+## Limitations
 - Scope of the Dataset: This dataset contains code only from Qxf2 Services's public GitHub repository and may not represent the entire range of software development tasks.
 - Quality of Code: The code in this repository may contain bugs, and some files may be outdated or not actively maintained. Users should not consider this dataset as representing the ideal or most efficient coding practices.
 - No Personal or Sensitive Data: The dataset does not contain any personal data or sensitive information, as it is sourced from publicly available GitHub repositories.
 
-## Citation:
+## Citation
 If you use this dataset, please cite the repository from which it was sourced:
 
 ```YAML
@@ -65,5 +65,5 @@ url = {https://github.com/qxf2}
 }
 ```
 
-## Acknowledgements:
+## Acknowledgements
 Thanks to the testers and contributors at Qxf2 Services for making this repository publicly available.