readme file template need more changes

Author: iamsernine

README.md

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-# Suggestion-system
-This repository contains the suggestion system for Codex projects.
+
+<a id="readme-top"></a>
+
+[![Contributors][contributors-shield]][contributors-url]
+[![Forks][forks-shield]][forks-url]
+[![Stargazers][stars-shield]][stars-url]
+[![Issues][issues-shield]][issues-url]
+[![MIT License][license-shield]][license-url]
+[![LinkedIn][linkedin-shield]][linkedin-url]
+
+<!-- PROJECT LOGO -->
+<br />
+<div align="center">
+  <a href="https://github.com/CodexEsto/textpipe">
+    <img src="images/logo.png" alt="Logo" width="120" height="140">
+  </a>
+
+  <h3 align="center">textpipe</h3>
+
+  <p align="center">
+    Modern text processing pipeline for machine learning applications
+    <br />
+    <br />
+    <a href="https://github.com/CodexEsto/textpipe/issues/new?labels=bug&template=bug-report---.md">Report Bug</a>
+    &middot;
+    <a href="https://github.com/CodexEsto/textpipe/issues/new?labels=enhancement&template=feature-request---.md">Request Feature</a>
+  </p>
+</div>
+
+<!-- TABLE OF CONTENTS -->
+<details>
+  <summary>Table of Contents</summary>
+  <ol>
+    <li>
+      <a href="#about-the-project">About The Project</a>
+    </li>
+    <li>
+      <a href="#getting-started">Getting Started</a>
+      <ul>
+        <li><a href="#installation">Installation</a></li>
+        <li><a href="#usage">Usage</a></li>
+      </ul>
+    </li>
+    <li><a href="#contributing">Contributing</a></li>
+    <li><a href="#license">License</a></li>
+    <li><a href="#contact">Contact</a></li>
+  </ol>
+</details>
+
+<!-- ABOUT THE PROJECT -->
+## About The Project
+
+textpipe is an end-to-end text processing pipeline designed for modern NLP workflows. It provides:
+
+- **Configurable Processing**: YAML-based configuration for all processing steps
+- **Modular Architecture**: Clean separation of data loading, cleaning, vectorization, and modeling
+- **Production Ready**: Built-in logging, error handling, and type validation
+- **ML Integration**: Seamless integration with scikit-learn models
+- **Customizable Components**:
+  - Multiple text cleaning strategies
+  - Configurable tokenization (stemming, stopwords)
+  - TF-IDF vectorization with automatic feature management
+  - Extensible model architecture
+
+<p align="right">(<a href="#readme-top">back to top</a>)</p>
+
+<!-- GETTING STARTED -->
+## Getting Started
+
+### Installation
+
+Install the package with pip:
+```bash
+pip install textpipe
+```
+
+**Update existing installation:**
+```bash
+pip install textpipe --upgrade
+```
+
+### Usage
+
+Basic text processing pipeline example:
+
+```python
+from textpipe import Config, load_csv, SentimentPipeline
+
+# Initialize configuration
+config = Config.get()
+
+# Load training data
+texts, labels = load_csv("data/train.csv")
+
+# Initialize and train pipeline
+pipeline = SentimentPipeline(config)
+pipeline.train(texts, labels)
+
+# Make predictions
+new_texts = ["I love this product!", "Terrible service..."]
+predictions = pipeline.predict(new_texts)
+print(predictions)
+```
+
+Advanced configuration example (`config.yml`):
+```yaml
+processing:
+  language: english
+  remove_stopwords: true
+  use_stemming: false
+  max_features: 5000
+  min_text_length: 3
+logging:
+  level: INFO
+```
+
+<p align="right">(<a href="#readme-top">back to top</a>)</p>
+
+<!-- CONTRIBUTING -->
+## Contributing
+
+Contributions are what make the open source community an amazing place to learn, inspire, and create. Any contributions are **greatly appreciated**.
+
+1. Fork the Project
+2. Create your Feature Branch (`git checkout -b feature/AmazingFeature`)
+3. Commit your Changes (`git commit -m 'Add some AmazingFeature'`)
+4. Push to the Branch (`git push origin feature/AmazingFeature`)
+5. Open a Pull Request
+
+### Top Contributors:
+
+<a href="https://github.com/CodexEsto/textpipe/graphs/contributors">
+  <img src="https://contrib.rocks/image?repo=CodexEsto/textpipe" alt="Project Contributors" />
+</a>
+
+<p align="right">(<a href="#readme-top">back to top</a>)</p>
+
+<!-- LICENSE -->
+## License
+
+Distributed under the MIT License. See `LICENSE` for more information.
+
+<p align="right">(<a href="#readme-top">back to top</a>)</p>
+
+<!-- CONTACT -->
+## Contact
+
+Textpipe Team - [email protected]
+
+Project Link: [https://github.com/CodexEsto/textpipe](https://github.com/CodexEsto/textpipe)
+
+<p align="right">(<a href="#readme-top">back to top</a>)</p>
+
+<!-- ACKNOWLEDGMENTS -->
+## Acknowledgments
+
+- Scikit-learn community for foundational ML components
+- NLTK team for language processing resources
+- Pandas for data handling capabilities
+- All contributors and open-source maintainers who inspired this work
+
+<p align="right">(<a href="#readme-top">back to top</a>)</p>
+
+<!-- MARKDOWN LINKS & IMAGES -->
+[contributors-shield]: https://img.shields.io/github/contributors/CodexEsto/textpipe.svg?style=for-the-badge
+[contributors-url]: https://github.com/CodexEsto/textpipe/graphs/contributors
+[forks-shield]: https://img.shields.io/github/forks/CodexEsto/textpipe.svg?style=for-the-badge
+[forks-url]: https://github.com/CodexEsto/textpipe/network/members
+[stars-shield]: https://img.shields.io/github/stars/CodexEsto/textpipe.svg?style=for-the-badge
+[stars-url]: https://github.com/CodexEsto/textpipe/stargazers
+[issues-shield]: https://img.shields.io/github/issues/CodexEsto/textpipe.svg?style=for-the-badge
+[issues-url]: https://github.com/CodexEsto/textpipe/issues
+[license-shield]: https://img.shields.io/github/license/CodexEsto/textpipe.svg?style=for-the-badge
+[license-url]: https://github.com/CodexEsto/textpipe/blob/master/LICENSE.txt
+[linkedin-shield]: https://img.shields.io/badge/-LinkedIn-black.svg?style=for-the-badge&logo=linkedin&colorB=555
+[linkedin-url]: https://www.linkedin.com/in/your-profile/
+```