Efficiently applying custom function to pandas DataFrame groups

I am working with a large pandas DataFrame (over 1M rows) that I need to group by one column, and then apply a custom function to each group. The DataFrame df has the following structure:

import pandas as pd

data = {
    'Category': ['A', 'B', 'A', 'B', 'A', 'A', 'B', 'B'],
    'Value': [10, 20, 30, 40, 50, 60, 70, 80]
}

df = pd.DataFrame(data)
print(df)

Output:

  Category  Value
0        A     10
1        B     20
2        A     30
3        B     40
4        A     50
5        A     60
6        B     70
7        B     80

My custom function calculates the sum of squares of the 'Value' for each 'Category'. Here's the function:

def sum_of_squares(group):
    return (group**2).sum()

Currently, I'm applying this function to each group like so:

df.groupby('Category')['Value'].apply(sum_of_squares)

But as the DataFrame is very large, this operation takes quite a while to complete. I'm wondering if there is a more efficient way to achieve this, especially when working with large DataFrames.

Would appreciate any guidance on this. Thank you!

source https://stackoverflow.com/questions/76392727/efficiently-applying-custom-function-to-pandas-dataframe-groups

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