This gives pretty decent explanation of the infer_datetime_format parameter: http://pandas.pydata.org/pandas-docs/version/0.17.1/whatsnew.html#id55 The api docs are fairly opaque. Improve api docs to make it clearer: http://pandas.pydata.org/pandas-docs/stable/generated/pandas.read_csv.html