…line represents the strongest underlying trend in our stock returns. “What is it though?”, you ask? Good question and unfortunately without some domain expertise, we don’t know. This loss of interpretation is the key drawback of using something like PCA to reduce our much larger feature set into a smaller set of key underlying drivers. Unless we are lucky or just plain experts of the data, we would not know what each of the PCA components means.