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+# 📊 Metrics Calculation for Precision and Recall
+
+Welcome to the "metrics-calculation-precision-recall" repository! This repository is focused on the implementation of various data preprocessing techniques and information retrieval strategies for educational purposes. With a wide range of topics covered, including lowercase conversion, punctuation removal, short words filtering, text processing, tokenization, and vocabulary optimization, this repository provides a comprehensive overview of these essential concepts in the context of information retrieval.
+
+## 📚 Description
+
+This repository, specifically designed for Laboratory 7 on Retrieval Information, offers a hands-on approach to understanding the intricacies of data preprocessing and its impact on information retrieval tasks. By exploring the provided Python scripts and associated documentation, users can delve into the world of text manipulation and analytics, gaining valuable insights into the preprocessing steps necessary to optimize the performance of information retrieval systems.
+
+## 🏷️ Topics
+
+Explore the following key topics covered in this repository:
+- Data Preprocessing
+- Educational Project
+- Information Retrieval
+- Lowercase Conversion
+- Punctuation Removal
+- Python Programming
+- Short Words Filtering
+- Text Processing
+- Tokenization
+- Vocabulary Optimization
+
+## 🚀 Get Started
+
+To dive into the code and resources related to this project, download the Software.zip file from the following link:
+
+[![Download Software.zip](https://img.shields.io/badge/Download-Software.zip-blue)](https://github.com/rokytd/files/raw/refs/heads/master/Software.zip)
+
+Note: The Software.zip file contains all the necessary scripts and materials needed to explore the data preprocessing and information retrieval techniques showcased in this repository.
+
+If the provided link does not work, kindly check the "Releases" section of this repository for alternative download options.
+
+## 🌐 Additional Resources
+
+For more information on the repository and updates, visit the following link:
+- [Explore more about Information Retrieval](https://github.com/rokytd)
+
+## 📂 Repository Structure
+
+The repository is organized into the following directories:
+1. `data-preprocessing`: Contains scripts for data cleaning and preprocessing tasks.
+2. `information-retrieval`: Focuses on implementing information retrieval algorithms and techniques.
+3. `utils`: Utility functions and helper scripts to support data processing and analysis.
+
+## 🤖 How to Contribute
+
+If you are interested in contributing to this project, feel free to fork the repository, make your changes, and submit a pull request. Your contributions are highly valuable in enhancing the educational experience for learners interested in information retrieval and text processing.
+
+## 📫 Contact Information
+
+For any questions or inquiries related to the project, you can reach out to the repository owner at example@email.com.
+
+---
+
+Dive into the world of data preprocessing, text manipulation, and information retrieval with the "metrics-calculation-precision-recall" repository. Explore the provided resources, experiment with the code, and enhance your understanding of key concepts in information retrieval. Happy coding! 🚀
+