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# AutoPX
=======
# AutoPX — Automatic Preprocessing with eXplainability

## Detailed Summary

AutoPX is an intelligent Python library designed to automatically preprocess raw text data and transform it into model-ready representations while providing complete explainability for every preprocessing decision.

The library eliminates the need for manually writing repetitive preprocessing logic by analyzing the input data, adapting preprocessing rules dynamically, and selecting the most suitable transformation strategy. Unlike traditional preprocessing tools that act as black boxes, AutoPX generates human-readable reports that explain what actions were applied, why they were chosen, and how they impact the final output.

## Features

- **Data Understanding**: Analyzes raw input text to understand structure, length, noise level, and patterns.
- **Adaptive Text Cleaning**: Intelligent lowercasing, symbol handling, and context-aware normalization.
- **Stopword & Token Management**: Automatically decides on stopword retention and tokenization strategy.
- **Vectorization & Output Preparation**: Selects appropriate vectorization (TF-IDF, Embeddings, etc.) and handles padding/truncation.
- **Fail-Safe & Reliability**: Detects failures and applies fallback strategies transparently.
- **Explainable Report Generation**: JSON, Markdown, and PDF reports explaining every decision.

## Folder Structure

```
AutoPX/
│
├── autopx/                         # Main package
│   ├── __init__.py
│
│   ├── core/                       # Core decision-making logic
│   ├── preprocessing/              # Text preprocessing components
│   ├── vectorizers/                # Vectorization strategies
│   ├── reports/                    # Explainable reporting system
│   ├── fallback/                   # Fail-safe logic
│   ├── utils/                      # Helper utilities
│   └── config/                     # Configuration management
│
├── examples/                       # Usage examples
├── tests/                          # Unit & integration tests
├── README.md                       # Project documentation
├── LICENSE
├── setup.py
└── pyproject.toml
```
>>>>>>> d7764f4 (Initial commit: AutoPX project structure + venv excluded)
