This is an example of a reconstructed time serie, in this case the EURO FX future at 180 min sampling time interval, with only 2 extracted component we can identify buy and sell points pretty well.
Lower we have another example of pca reconstruction using just the first component, in this case represent the trend of the serie, confidence levels are included.
