[Python] How to deal with SettingWithCopyWarning in Pandas

Discussão em 'Python' iniciado por Stack, Junho 14, 2025.

  1. Stack

    Stack Membro Participativo

    I just upgraded my Pandas from 0.11 to 0.13.0rc1. Now, the application is popping out many new warnings. One of them like this:

    E:\FinReporter\FM_EXT.py:449: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame.
    Try using .loc[row_index,col_indexer] = value instead
    quote_df['TVol'] = quote_df['TVol']/TVOL_SCALE


    What exactly does it mean? Do I need to change something?

    How should I suspend the warning if I insist on using quote_df['TVol'] = quote_df['TVol']/TVOL_SCALE?

    The function that gives warnings


    def _decode_stock_quote(list_of_150_stk_str):
    """decode the webpage and return dataframe"""

    from cStringIO import StringIO

    str_of_all = "".join(list_of_150_stk_str)

    quote_df = pd.read_csv(
    StringIO(str_of_all),
    sep=',',
    names=list('ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefg'))
    #dtype={'A': object, 'B': object, 'C': np.float64}
    quote_df.rename(
    columns={
    'A':'STK', 'B':'TOpen', 'C':'TPCLOSE', 'D':'TPrice',
    'E':'THigh', 'F':'TLow', 'I':'TVol', 'J':'TAmt',
    'e':'TDate', 'f':'TTime'},
    inplace=True)
    quote_df = quote_df.ix[:,[0,3,2,1,4,5,8,9,30,31]]
    quote_df['TClose'] = quote_df['TPrice']
    quote_df['RT'] = 100 * (quote_df['TPrice']/quote_df['TPCLOSE'] - 1)
    quote_df['TVol'] = quote_df['TVol']/TVOL_SCALE
    quote_df['TAmt'] = quote_df['TAmt']/TAMT_SCALE
    quote_df['STK_ID'] = quote_df['STK'].str.slice(13,19)
    quote_df['STK_Name'] = quote_df['STK'].str.slice(21,30)#.decode('gb2312')
    quote_df['TDate'] = quote_df.TDate.map(lambda x: x[0:4]+x[5:7]+x[8:10])

    return quote_df

    More warning messages


    E:\FinReporter\FM_EXT.py:449: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame.
    Try using .loc[row_index,col_indexer] = value instead
    quote_df['TVol'] = quote_df['TVol']/TVOL_SCALE
    E:\FinReporter\FM_EXT.py:450: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame.
    Try using .loc[row_index,col_indexer] = value instead
    quote_df['TAmt'] = quote_df['TAmt']/TAMT_SCALE
    E:\FinReporter\FM_EXT.py:453: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame.
    Try using .loc[row_index,col_indexer] = value instead
    quote_df['TDate'] = quote_df.TDate.map(lambda x: x[0:4]+x[5:7]+x[8:10])

    Continue reading...

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