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Search Engine with TF-IDF Implementation

This project is a search engine that allows users to search for questions based on keywords. It utilizes the Term Frequency-Inverse Document Frequency (TF-IDF) algorithm to rank and retrieve relevant documents. The backend of the project is developed using Flask, a Python web framework.

Installation

To run the search engine locally, follow these steps:

  • Install Python: Make sure you have Python installed on your system. You can download it from the official Python website: https://www.python.org/downloads/

  • Install Flask: Open a terminal or command prompt and run the following command to install Flask:

pip install flask
  • Install Flask-WTF: Flask-WTF is used for form handling in Flask applications. Install it by running the following command:
pip install flask-wtf

Download the project: Clone or download the project from the repository.

  • Run the application: Navigate to the project directory in the terminal or command prompt and execute the following command:
python app.py
  • Access the application: Open a web browser and enter the following URL:

http://localhost:5000

Usage

  • Enter Keywords: On the search page of the application, enter the keywords related to the question you want to search for.

  • Submit the Query: Click on the "Search" button to submit your query.

  • View Results: The search engine will retrieve the top 10 relevant links based on the TF-IDF algorithm and display them on the results page.

  • Click on a Result: You can click on any of the links to navigate to the corresponding webpage and view the full content.

Live Demo

You can try out a live demo of the search engine by visiting the following link: https://leetcode-search.onrender.com/

Project Structure

The project has the following structure:

app.py: This file contains the Flask application and handles the routing and logic for the search engine. templates/: This directory contains the HTML templates used to render the webpages. index.html: The main search page template. results.html: The template to display the search results. static/: This directory contains the static files, such as CSS stylesheets and JavaScript files. Dependencies The project relies on the following dependencies:

Flask: A micro web framework for Python. Flask-WTF: An extension for Flask that integrates WTForms, a flexible form handling library. You can find the full list of dependencies in the requirements.txt file included with the project.

Contributing

Contributions to this project are welcome. If you find any issues or have suggestions for improvements, please submit an issue or create a pull request on the project repository.

License

This project is licensed under the MIT License. Feel free to modify and use the code for your own purposes.

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