Priority Text

Your All-in-One Text Intelligence API

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Overview

Priority Text is a versatile API that combines state-of-the-art spam detection with intelligent text summarization capabilities. It ensures clean, efficient communication by identifying unwanted messages and generating concise summaries, making it an indispensable tool for modern applications.
Access it here: Priority Text API Webpage

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Key Features

• Dual-Purpose Functionality: Offers precise spam detection with 99% precision and 98% accuracy, along with text summarization powered by Hugging Face T5-small.
• Machine Learning Excellence: Utilizes a robust Random Forest classifier for spam detection and advanced NLP techniques for summarization.
• Developer-Friendly API: Simple integration with fast response times (under 2 seconds) for seamless text processing.

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Development Process

1. Data Cleaning: Curated a 5,572-row dataset of spam and ham messages for training, ensuring diverse linguistic representation.
2. Preprocessing: Applied NLP techniques like stop word removal, stemming, and tokenization to extract meaningful patterns.
3. Feature Engineering: Leveraged TF-IDF vectorization and additional features, boosting spam detection accuracy by 2%.
4. Text Summarization: Integrated Hugging Face T5-small to generate concise summaries for submitted text.
5. Deployment: Deployed on Render, providing public access with efficient backend handling via Flask.

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Usage

• Input:

  {  
      "text": "Your message here",  
      "min_length": 10,    // Optional  
      "max_length": 150    // Optional  
  }  
  

Output

{  
    "result": "Ham",  
    "summary": "Your text summary",  
    "confidence": 0.98  
}