Machine learning tools for environmental analysis
Project description
Decision Tree Visualization and Classification Analysis Toolkit
A comprehensive Python package for creating interactive decision tree visualizations and performing advanced classification model analysis.
Features
- Interactive HTML Decision Trees: Visualize decision paths with D3.js
- Automated Model Comparison: Evaluate multiple classifiers with one function
- Feature Importance Analysis: Multiple methods including SHAP, permutation, and native importance
- Probability Analysis: Visualize prediction distributions
- Data Preprocessing: Automatic handling of categorical and numerical variables
Installation
pip install -e .
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milieudefensie-0.0.1.tar.gz
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