🔍 VeriWise-Content-Checker

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VeriWise-Content-Checker is an intelligent, modular Python API system designed to help you validate and verify content efficiently across multiple aspects:

• ✅ Plagiarism Detection: Detect content similarity using TF-IDF & cosine similarity algorithms.
• ✅ Grammar Checking: Identify grammar and spelling issues using LanguageTool.
• ✅ Grammar Suggestion: Provide detailed grammar improvement suggestions.
• ✅ Copyright and Medical Content Verification: Extract text from images using Easyocr and OpenCV to cross-check with a database of copyrighted medical content providers.

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📄 API Documentation (Swagger UI)

🔗 See Documentation

📸 Screenshot Examples

Copyright Checker

Plagiarism Detection:

Grammar Suggestion:

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🛠️ Requirements

Make sure you have the following Python packages installed:

• fastapi

• uvicorn

• easyocr

• opencv-python

• numpy

• requests

• Pillow

• difflib

• beautifulsoup4

• language_tool_python

• scikit-learn

• pocketbase # Datasource for plagiarism detection

• PyMuPDF

• python-dotenv

You can install all dependencies using:

pip install -r requirements.txt

🚀 How to Run

1. Clone the repository

git clone https://github.com/SB2318/VeriWise-Content-Checker.git
cd VeriWise-Content-Checker

2. Install the dependencies

pip install -r requirements.txt

3. Run the application

uvicorn main:app --reload

or

python main.py

4. Open your web browser and navigate to http://127.0.0.1:5000

🚀 Run with Docker

Easily build and run the Veriwise Content Checker using Docker.

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🐳 Prerequisites

• ✅ Install Docker Desktop
• 🚀 Ensure Docker Desktop is running before executing commands.

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⚙️ Step 1: Build the Docker Image

docker build -t veriwise-content-checker .

⚙️ Step 2: Run the app in a docker container

 # Option 1: (Detached Mode)
 docker run -d -p 8000:8000 veriwise-content-checker

 # Option 2: Run in Interactive Mode (for development/debugging)

 docker run -it -p 8000:8000 veriwise-content-checker /bin/sh
 In the terminal enter
 uvicorn main:app --reload

Check api documentation at https://uhsocial.in/content-intel/docs

⚙️ Features Overview

• Plagiarism Detection: Submit text to check for similarity against existing content.
• Grammar Check: Submit text to get a grammar correctness score (predict score).
• Grammar Suggestion: Get detailed suggestions to improve grammar and spelling errors.
• Copyright Checker: Upload images or text to verify against copyrighted medical content provider data.

🙌 Contribution & Feedback

Feel free to open issues or pull requests to improve the system. For feedback or any queries, you can contact the maintainer, via GitHub or email.