Ayelet, I added more samples to the database. Now it contains 48 samples (12 samples of 4 brands each). I still have a fairly high correlation (F1=0.96), but when i go and test the model, the performance is not accurate. not even close. Please see the attached file. I would appreciate it if you can point me in the right direction.