Specify data types when creating Pandas dataframe from csv

To specify data types for various columns when creating a Pandas dataframe, do this:

df = pd.read_csv(filename, dtype={'col1':np.int64, 'col2':str, ...})

If converters are given, they will be used instead of data type conversion.