Univariate real-world time series analysis: Kohl's

The Kohl's dataset is obtained from Stumpy - Time series Chains tutorial. The time series displays ten years of web query volume for the keyword Kohl's) from 2004 to 2014.

This dataset contains two clearly different types of patterns separated in $21$ segments, called peaks and plains (marked in gray):

When analyzed in the first research paper, DeepVATS-MTSAE showed good performance in detecting it's patterns, not that well the trend.

In paper_imgs we show how the result was not the expected for DeepVATS-MOMENT, still much better in efficience and trying to enhance it's performance!