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equal-width-binning

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M3GHAN / RFM-Analysis

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This notebook focuses on RFM (Recency, Frequency, Monetary) segmentation, a popular method used in customer analysis to group customers based on their purchasing behavior. The key goal of RFM segmentation is to identify different customer segments by analyzing their transaction history and assigning them to categories based on their recency of purc

machine-learning customer-insights data-analysis data-preprocessing customer-behavior customer-segmentation rfm-segmentation equal-width-binning
  • Updated Aug 21, 2024
  • Jupyter Notebook

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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