This is the source of my Msc Thesis. This repository includes: Google Colab notebook containing the complete implementation of the methodology, including: Preprocessing scripts for cleaning and normalizing time series data. Code for motif extraction and embedding into Transformer models. Steps for result visualization and analysis.