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How can I sum value in list of dataframe

Time:01-12

I want to sum values in list that store in dataframe in column path_pair

session_id path path_pair
T01 abc [0.03, 0.09]
T02 def [0.02, 0.15, 0.26]

So the result I want to acheive can be replace same column or create a new one it something looks like this:

session_id path path_pair
T01 abc 0.12
T02 def 0.43

How can I do the script?

CodePudding user response:

You can apply sum function to the path_pair column:

df['path_pair_sum'] = df['path_pair'].apply(sum)

Output:

  session_id path           path_pair  path_pair_sum
0        T01  abc        [0.03, 0.09]           0.12
1        T02  def  [0.02, 0.15, 0.26]           0.43

CodePudding user response:

You can summarize list, and use a list comprehension to work with whole dataframe.

Here's an example:

import pandas as pd

data = {'session_id': ['T01', 'T02'], 'path_pair': [[0.03, 0.09],[0.02, 0.15, 0.26] ] }


df = pd.DataFrame(data=data)

df['sum'] = [sum(x) for x in df['path_pair']]

You will get a new column with summarized values.

enter image description here

CodePudding user response:

You can do it in many ways, one of the ways is the following one:

# intialise data of lists.
data = {'Name':['Tom', 'nick', 'krish', 'jack'],
        'Score':[[20,12], [21,24], [19,34], [18,32]]}
 
# Create DataFrame
df = pd.DataFrame(data)

#Sum list in Score and replacing list with sum value
df['Score'] = [sum(x) for x in df['Score']]

# Print the output.
df

Sum is done by following code:

df['Score'] = [sum(x) for x in df['Score']]

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