How do I create a Kalman filter (or system model for the Kalman Filter) for a discrete time discrete space time series signal?

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I have the following time series data signal and I want to be able to predict the state at the next timestep. I am not sure what the best way of going about prediciting would be based on the time series data. Thanks in advance for your help.

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