That's because it's a one-step behind prediction. (If you go to the linked notebook and look carefully at the graph its evident.) If you could shift the predict

That's because it's a one-step behind prediction. (If you go to the linked notebook and look carefully at the graph its evident.) If you could shift the prediction one step forward, you'd be rich!