A universal Python toolkit for detecting and fixing data imbalance.
Project description
balens
A universal Python toolkit for detecting and fixing data imbalance with support for SMOTE, ADASYN, class weighting, intelligent binning, and auto export. Ideal for ML pipelines, AutoML, and data science workflows.
Features
- Automatic imbalance detection
- Smart binning for regression targets
- Resampling (SMOTE, ADASYN, etc.)
- Class weights computation
- Export balanced datasets and reports
- CLI and Python SDK
Installation
pip install .
CLI Usage
balens fix --file data.csv --target Outcome --method smote --auto-bin --export
Python SDK Usage
from balens import auto_balance
X_res, y_res = auto_balance(df, target="Outcome", method="smote")
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