explainviz 1.0.0

ExplainViz: Visualization that explains data behavior and bias

ExplainViz

ExplainViz is a Python 3.10+ visualization library that not only plots data, but also explains what is happening inside the data using clear, rule-based statistical insights.

It is designed to sit on top of Matplotlib and provide:

• Automatic plots
• Distribution explanations
• Stability and change detection
• Relationship analysis
• Group bias and fairness checks

ExplainViz focuses on clarity, reliability, and real-world usability — no black-box AI, no hidden magic.

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✨ Key Features

• 📊 Automatic plot selection (numeric, grouped data)
• 📈 Distribution analysis (skewness, tails)
• ⚡ Sudden change detection in data
• 🔗 Strong relationship detection between variables
• ⚖️ Group bias and imbalance checks
• 🧠 Human-readable explanations alongside plots
• 🐍 Python 3.10+ compatible

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📦 Installation

pip install explainviz