[Python] Select DataFrame rows between two dates

I am creating a DataFrame from a csv as follows:

stock = pd.read_csv('data_in/' + filename + '.csv', skipinitialspace=True)


The DataFrame has a date column. Is there a way to create a new DataFrame (or just overwrite the existing one) which only contains rows with date values that fall within a specified date range or between two specified date values?

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