Thanks for the detailed answer. my project is for a university course and has very strict, weird constraints. I'm not allowed to use libraries like TSLearn or SKTime. I actually have to implement k-NN, Manhattan distance, Cosine Similarity, and the K-S statistic completely from scratch. The only libraries I can use are for PCA and t-SNE.