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and close price is defined as NYSE closing price. Bars are 30 minute bars. Can identify the side of the market for a day (NQ). Look at that, the model is able to detect the side for a day. Early stopping was not crucial here as it does overfit, but keeps steady metrics, all in all it is OK. Well