def describe_dataframe()

in next_steps/data_science/diagnose/diagnose.py [0:0]

• 12 lines of code
• 5 McCabe index (conditional complexity)

def describe_dataframe(df, name=''):
    print("\n=== Describe {} ===\n".format(name))
    print(df.describe())
    if object in df.dtypes:
        print(df.describe(include=['O']))

    summary = {}
    for cn, dtype in df.dtypes.iteritems():
        if dtype == object:
            summary_cn = describe_categorical(df[cn], cn)
            if summary_cn is not None:
                summary[cn] = summary_cn
    return summary