Smote categorical. Oct 20, 2024 · Learn how to implement SMOTE in Python and whether you should still be using it to work with imbalanced datasets in 2025. Jan 27, 2023 · SMOTE-NC is SMOTE for the categorical data. If they are, you can always restructure them as factors. Added in version 0. There is no way we can upsample our data with only categorical variables? Dec 5, 2017 · So as per documentation SMOTE doesn't support Categorical data in Python yet, and provides continuous outputs. However, it is not designed to work with only categorical features. Feb 20, 2022 · So, for SMOTE or its variants (SMOTE-NC, SMOTE-N) to work, we definitely need a mix of numeric and categorical variables. The problem is when we did Mar 25, 2019 · I have an unbalanced data set with a categorical dependent variable and feature variables that are continuous and categorical. Unlike SMOTE, SMOTE-NC for dataset containing numerical and categorical features. You can instead employ a workaround where you convert the categorical variables to integers and use SMOTE. qmtwba ym id417 7jevi eclq 6d8 wut qu ifosma id4l