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median-imputation

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bursasha / sklearn-imblearn-seaborn-insurance-analysis

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Binary classification preprocessing benchmark for auto-insurance data: binning/discretization + Random UnderSampling & SMOTETomek + feature transformations/engineering + PCA dimensionality reduction + evaluation with Logistic Regression & Histogram Gradient Boosting 🚗

sklearn exploratory-data-analysis pandas seaborn logistic-regression matplotlib data-preprocessing feature-engineering imblearn random-under-sampling histgram-gradient-boosting smote-tomek pca-reduction median-imputation equal-width-binning equal-frequency-binning
  • Updated Jan 14, 2026
  • Jupyter Notebook

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