kushdab/legal-digest-ke-2025

An NLP-powered tool that summarizes Kenya Gazette notices into actionable briefs for business compliance. # Legal-Digest-KE-2025 An AI-powered tool designed to parse the **Kenya Gazette**, extract legal notices, and summarize them into business-ready compliance briefs. ## Features - **PDF Parsing**: Uses `pdfplumber` to extract structured text from official Gazette PDFs. - **NLP Summarization**: Leverages the `facebook/bart-large-cnn` transformer model to condense complex legal jargon. - **Business Categorization**: Automatically tags notices under Tax, Land, Licensing, or Liquidation. - **Actionable Insights**: Highlights notices requiring immediate corporate action. ## Installation 1. Clone the repository. 2. Install dependencies: ```bash pip install -r requirements.txt ``` 3. Place the PDF you wish to analyze in the root folder and rename it to `gazette.pdf`. ## Usage Run the summarizer: ```bash python summarizer.py ``` ## Project Structure - `summarizer.py`: Core logic for NLP and PDF extraction. - `requirements.txt`: Python dependencies. - `.gitignore`: Standard exclusions.