Python Pandas Cumsum with reset everytime on multiple condition

Question

I have a dataset like this :

I want to make a two columns of cumulative sum of reference column. But I want to make it reset with two separate condition.

For example, when I meet conditon 1, I want to reset just one column considering condition 1, but not condition 2. In that case, the other column considering only condion 2 should continue without reset.

reference_cumsum=[1,2,3,None,2,4,6,None,1,2,3]
condition=[None,None,None,'condtion1',None,None,None,'conditon2',None,None,None]
pd.DataFrame({'ref_cumsum':reference_cumsum,'event_condition':condition})

I have try a previous solution from this link https://stackoverflow.com/questions/45964740/python-pandas-cumsum-with-reset-everytime-there-is-a-0

But I don’t know how to do it with multiple condition.

I have to obtain a dataframe like this :

Asked By: stat_man

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Source

Answer 1

You can use a loop with a changing groupby.cumsum on all unique conditions:

for cond in df['event_condition'].dropna().unique():
    df[f'cumsum_{cond}'] = df.groupby(df['event_condition'].eq(cond).cumsum())['ref_cumsum'].cumsum()

Note that there are two cumsum in the code. The first one is to set up the grouper, the second one is the actual cumulated sum of the values.

Output:

    ref_cumsum event_condition  cumsum_condtion1  cumsum_conditon2
0          1.0            None               1.0               1.0
1          2.0            None               3.0               3.0
2          3.0            None               6.0               6.0
3          NaN       condtion1               NaN               NaN
4          2.0            None               2.0               8.0
5          4.0            None               6.0              12.0
6          6.0            None              12.0              18.0
7          NaN       conditon2               NaN               NaN
8          1.0            None              13.0               1.0
9          2.0            None              15.0               3.0
10         3.0            None              18.0               6.0

Answered By: mozway

Python Pandas Cumsum with reset everytime on multiple condition

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