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Key Features: 1. Encryption System

  • AES encryption using Fernet (symmetric encryption)

  • Password-based key derivation (PBKDF2)

  • Secure key management with save/load functionality

  • Real-time encryption status monitoring

2. Semantic Search Capabilities

  • TF-IDF vectorization for document representation

  • Cosine similarity for semantic matching

  • Adjustable semantic weight and similarity thresholds

  • Support for both encrypted and plaintext search

3. Advanced GUI Components

  • Modern tabbed interface

  • Treeview widgets for document management

  • Real-time search results display

  • Progress bars for long operations

  • Status bar with encryption status

4. Document Management

  • Add, update, delete documents

  • Import/export JSON functionality

  • Secure delete option (overwrites data)

  • Auto-encryption of new documents

5. Analytics Dashboard

  • Search statistics and metrics

  • Visualizations using Matplotlib

  • Real-time charts showing:

    • Top search results (bar chart)

    • Encryption status distribution (pie chart)

6. Security Features

  • Encrypted data storage

  • Secure password input

  • Key file management

  • Encryption event logging

7. Settings Configuration

  • Adjustable similarity thresholds

  • Performance settings

  • Security preferences

  • Search parameters

How to Use:

  1. Start: Run the application

  2. Setup Encryption: Go to Encryption tab, set password, generate keys

  3. Add Documents: Go to Database tab, add documents (they auto-encrypt)

  4. Search: Go to Search tab, enter query, adjust semantic weight if needed

  5. Analyze: View search analytics in Analytics tab

Requirements:

bash

pip install tkinter scikit-learn cryptography matplotlib Security Notes:

  1. This is a demonstration system - use stronger encryption in production

  2. Always use strong, unique passwords

  3. Store encryption keys securely

  4. Consider adding multi-factor authentication for production use

  5. Implement proper key rotation policies

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