Creacion de la libreria para balancear datos
Project description
Balance_library
Esta es una libreria de python que proporciona herramientas para el preprocesamiento y equilibrio de datos desequilibrados.
Las caracteristicas que tiene esta libreria son las siguientes:
- Preprocesamiento de datos: Limpieza de datos eliminando filas con valores faltantes (NAs).
- Equilibrio de datos: Ofrece métodos para equilibrar conjuntos de datos, incluyendo undersampling, oversampling y una combinación de ambas estrategias.
- Generación de datos sintéticos: Permite la generación de datos sintéticos para abordar problemas de oversampling utilizando técnicas como CTGANSynthesizer.
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