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price lower) and a negative reward for an unsuccessful one. In the case of holding (action != 0 and action != 1), the function evaluates whether the next closing price is higher, lower, or equal to the current closing price, assigning rewards of 1.0, -1.0, or 0.0, respectively, reflecting the