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Data Party THU
Data Party THU
Oct 16, 2025 · Fundamentals

Mastering Anomaly vs Novelty Detection with Distribution Fitting in Python

This article explains the fundamental differences between anomaly and novelty detection, outlines how to model univariate outliers using probability distribution fitting with the distfit library, and demonstrates the workflow on synthetic height data and real natural‑gas price data, including model selection, visualization, and prediction.

PythonStatistical Modelinganomaly detection
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Mastering Anomaly vs Novelty Detection with Distribution Fitting in Python