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According to the pandas document

A single label, e.g. 5 or 'a', (note that 5 is interpreted as a label of the index, and never as an integer position along the index).

dataframe.loc can accept int label, but for the previous stubs,df.loc[1] or similar codes would be warn.

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Thanks @dangjinghao

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