The workhorse function for reading text files (a.k.a. flat files) is read_csv() . See the New in version 0.18.1: support for the Python parser. values as a datetime column, pass a partially-applied to_datetime() with utc=True as the date_parser . df = pd.read_csv('https://download.bls.gov/pub/time.series/cu/cu.item', sep='\t').
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