**Appendix A**

**Figure A1.** Histogram combining the features used in the SL (Supervised Learning) methodologies in all the datasets for the Arousal and Valence axis in (**<sup>a</sup>**,**b**), respectively. For information regarding the features the authors refer the reader to (https://github.com/PIA-Group/BioSPPy).
