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RSK World
nlp-text-analysis-bot
RSK World
nlp-text-analysis-bot
NLP Text Analysis Bot - Python + NLP + Flask + Machine Learning + Text Analysis + AI
nlp-text-analysis-bot
  • static
  • templates
  • .gitignore393 B
  • ADVANCED_FEATURES.md5.4 KB
  • CHANGELOG.md1.3 KB
  • FINAL_CHECK.md4.6 KB
  • GITHUB_RELEASE_INSTRUCTIONS.md4.1 KB
  • LICENSE1.2 KB
  • PROJECT_INFO.md2.7 KB
  • PROJECT_STATUS.md4 KB
  • QUICKSTART.md3.1 KB
  • README.md5.8 KB
  • RELEASE_NOTES.md3.8 KB
  • advanced_keywords.py3.9 KB
  • app.py3 KB
  • config.py668 B
  • emotion_detection.py4.3 KB
  • entity_recognition.py3 KB
  • example_usage.py2.7 KB
  • install.bat853 B
  • install.sh808 B
  • language_detection.py2.7 KB
  • nlp_pipeline.py7.1 KB
  • pos_tagging.py2.9 KB
  • readability_analysis.py3.5 KB
  • requirements.txt334 B
  • semantic_understanding.py4 KB
  • sentiment_analysis.py3.9 KB
  • setup.py1.4 KB
  • test_analysis.py2.5 KB
  • text_classification.py5 KB
  • text_preprocessing.py4.2 KB
  • text_similarity.py4.1 KB
  • text_summarization.py5 KB
  • validate_project.py4.2 KB
RELEASE_NOTES.md
RELEASE_NOTES.md
Raw Download

RELEASE_NOTES.md

# Release Notes - NLP Text Analysis Bot v1.0.0

**Release Date:** January 1, 2026
**Developer:** RSK World
**Website:** https://rskworld.in
**Email:** help@rskworld.in
**Phone:** +91 93305 39277

## 🎉 Initial Release - v1.0.0

### Overview
Complete NLP Text Analysis Bot with advanced natural language processing capabilities for comprehensive text understanding and analysis.

### ✨ Core Features

#### Text Processing
- **Text Preprocessing**: Advanced text cleaning, tokenization, stopword removal, and lemmatization
- **Language Detection**: Automatic language detection with confidence scores for 50+ languages
- **Part-of-Speech Tagging**: Complete POS analysis with distribution statistics

#### Sentiment & Emotion Analysis
- **Sentiment Analysis**: Multi-method sentiment detection using VADER and transformer models
- **Emotion Detection**: Advanced emotion analysis detecting joy, sadness, anger, fear, surprise, disgust, and neutral

#### Entity & Classification
- **Named Entity Recognition**: Extract people, organizations, locations, and more using spaCy
- **Text Classification**: Zero-shot classification into categories (technology, sports, politics, business, etc.)

#### Semantic Analysis
- **Semantic Understanding**: Keyword extraction, topic identification, and phrase analysis
- **Advanced Keywords**: TF-IDF based keyword extraction with n-grams (bigrams, trigrams)
- **Text Summarization**: Extractive and abstractive summarization using transformer models

#### Readability & Analysis
- **Readability Analysis**: Multiple metrics (Flesch, SMOG, Coleman-Liau, ARI) with grade level assessment
- **Text Similarity**: Calculate similarity between texts using cosine, semantic, and Jaccard methods

### 🛠️ Technologies

- **NLTK** - Natural Language Toolkit
- **spaCy** - Advanced NLP library
- **Transformers** - Hugging Face transformers
- **scikit-learn** - Machine learning utilities
- **Flask** - Web framework
- **Python 3.8+** - Core language

### 📦 Installation

```bash
# Install dependencies
pip install -r requirements.txt

# Download spaCy model
python -m spacy download en_core_web_sm

# Run validation
python validate_project.py

# Start application
python app.py
```

### 🌐 API Endpoints

- `GET /` - Web interface
- `POST /api/analyze` - Complete text analysis
- `POST /api/similarity` - Text similarity calculation
- `GET /api/health` - Health check

### 📁 Project Structure

```
nlp-text-analysis-bot/
├── Core Application (app.py, nlp_pipeline.py, config.py)
├── NLP Modules (13 feature modules)
├── Web Interface (templates/, static/)
├── Documentation (README, guides, changelog)
├── Testing & Utilities (test scripts, validation)
└── Installation Scripts (install.sh, install.bat)
```

### 🎯 Key Highlights

- ✅ 12 Advanced NLP Features
- ✅ Comprehensive Error Handling
- ✅ Modern Web Interface
- ✅ RESTful API
- ✅ Complete Documentation
- ✅ Production Ready

### 📚 Documentation

- Complete README with usage examples
- Quick Start Guide
- Advanced Features Documentation
- API Documentation
- Project Information

### 🔒 Quality Assurance

- ✅ No linter errors
- ✅ Comprehensive error handling
- ✅ Input validation
- ✅ Graceful fallbacks
- ✅ Production-ready code

### 🚀 Getting Started

1. Clone the repository
2. Install dependencies: `pip install -r requirements.txt`
3. Download spaCy model: `python -m spacy download en_core_web_sm`
4. Run: `python app.py`
5. Access: `http://localhost:5000`

### 📝 License

MIT License - See LICENSE file for details

### 👥 Support

- **Website**: https://rskworld.in
- **Email**: help@rskworld.in
- **Phone**: +91 93305 39277

---

**Developed by RSK World - 2026**

About RSK World

Founded by Molla Samser, with Designer & Tester Rima Khatun, RSK World is your one-stop destination for free programming resources, source code, and development tools.

Founder: Molla Samser
Designer & Tester: Rima Khatun

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