inspired by: Forkosh, O., Karamihalev, S., Roeh, S. et al. Identity domains capture individual differences from across the behavioral repertoire. Nat Neurosci 22, 2023–2028 (2019). https://doi.org/10.1038/s41593-019-0516-y
We implemented different dimensionality reduction and clustering techniques on random data to test their hypothesis. Algorithms this includes: (i) Find IDs: PCA, kernel PCA, tSNE, ISOMAP and Hierarchical clustering (ii) Span personality dimensions: LDA and ICA