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Econometrics: State-space model forecasting

Made a model of the state space and by not making a prediction one step ahead. Laying out the chart. The black one is eurusd and the red one is the one step forward forecast. You can see from the chart that there is a one-step forecast. It was obtained on the previous 48 bars H1. The previous