Detección de outliers en Python con métodos estadísticos (Z-score e IQR).
Project description
Outly
Outly es una librería ligera para la detección rápida de valores atípicos (outliers) en Python usando métodos estadísticos sencillos (Z-score e IQR). El objetivo es ofrecer una solución minimalista para filtrar o reemplazar outliers en data sets sin instalar herramientas pesadas.
Características principales
- ZScoreDetector: Marca como outliers los valores con un Z-score mayor a un umbral (p. ej., 3.0).
- IQRDetector: Utiliza el rango intercuartílico (IQR); marca outliers fuera de [Q1 - kIQR, Q3 + kIQR].
- Funciones de utilidad:
filter_outliers(): Filtra y devuelve solo los valores no atípicos.replace_outliers(): Permite reemplazar outliers por mediana, media o un valor fijo.
Instalación
Instala Outly desde PyPI con:
pip install outly
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