How to apply operation on each column in datafarme and assign it inbetween the column

Question

I want to apply operations on every column in a dataframe.

original data frame

c0	c1.	c2.
1	2	3
2	3	4

Operation

v1=[0,1,1,2,3,4,5]

opp=(previous_column-v1)

example for creating new column next to 1st column

opp=(previous_column-v1)
opp=(1-0)
opp=1

1st value in v1 is applicable to column 1, 2nd value for 2nd column and so on.

I tried the following code for last column


df[7]=(df[6]-5)

This creates column 7 and applies the operation. What I want is to create a new columns next to existing columns and apply operation on previous column

Expected output:

c0	c1	c2.	c3.	c4.	c5.
1.	(1-0)=1	2	(2-1)=1	3.	(3-1)=2
2	(2-0)=1.	3.	(3-1)=1.	4.	(4-1)=3.

Asked By: user19810659

||

Source

Answer 1

IIUC, you can use:

v1=[0,1,1,2,3,4,5]

# define final order of columns
order = (np.tile([0,df.shape[1]], df.shape[1])
        +np.repeat(np.arange(df.shape[1]), 2)
        )

# subtract, concat, reorder
out = (pd.concat([df, df.sub(v1[:df.shape[1]]).add_suffix('_op')],
                 axis=1)
         .iloc[:, order]
       )

print(out)

Output:

   c0  c0_op  c1  c1_op  c2  c2_op
0   1      1   2      1   3      2
1   2      2   3      2   4      3

If you rather want a new column index:

v1=[0,1,1,2,3,4,5]

# define final order of columns
order = (np.tile([0,df.shape[1]], df.shape[1])
        +np.repeat(np.arange(df.shape[1]), 2)
        )

# subtract, concat, reorder
out = (pd.concat([df, df.sub(v1[:df.shape[1]])],
                 axis=1, ignore_index=True)
         .iloc[:, order].set_axis(range(df.shape[1]*2), axis=1)
       )

Output:

   0  1  2  3  4  5
0  1  1  2  1  3  2
1  2  2  3  2  4  3

Answered By: mozway

Answer 2

pd.concat([pd.DataFrame(df1.to_numpy()),pd.DataFrame(df1.to_numpy()-v1[:len(df1.columns)])],axis=1)
    .sort_index(axis=1).set_axis("c0    c1  c2. c3. c4. c5.".split("t"),axis=1)

out：

   c0  c1  c2.  c3.  c4.  c5.
0   1   1    2    1    3    2
1   2   2    3    2    4    3

Answered By: G.G

How to apply operation on each column in datafarme and assign it inbetween the column

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