Temporal Fusion Transformer Question


So basically I have a bunch of pH data all from around the same year stretching anywhere from 1-5+ years. I tried to follow the tutorial for the temporal fusion transformer but it does not seem to work well for multiple groups of data. Could you please let me know what I am doing wrong here? The predicted data seems very discrete with random jumps instead of a continuous curve.