How do I shift multiple columns? Pandas, Python

Question

For simplicity sake, lets say I have this dataframe.

Date           Open    Close
2016-01-01     100     129
2016-01-02     198     193
2016-01-03     103          


        

Answer 1

You could do it like this creating a mask for columns to exclude:

mask = ~(df.columns.isin(['Date','Close']))

cols_to_shift = df.columns[mask]

df[cols_to_shift] = df.loc[:,mask].shift(-1)

OR

df[cols_to_shift] = df[cols_to_shift].shift(-1)

Output:

         Date   Open  Close
0  2016-01-01  198.0    129
1  2016-01-02  103.0    193
2  2016-01-03  102.0    102
3  2016-01-04    NaN    109