w3resource

GroupBy and create a new column with Aggregated data in Pandas

Pandas Advanced Grouping and Aggregation: Exercise-13 with Solution

GroupBy and Create a New Column with Aggregated Data:
Write a Pandas program to create a new column with aggregated data from a GroupBy operation for enriched data insights.

Sample Solution:

Python Code :

import pandas as pd
# Sample DataFrame
data = {'Category': ['A', 'A', 'B', 'B', 'C', 'C'],
        'Value': [10, 20, 30, 40, 50, 60]}

df = pd.DataFrame(data)
print("Sample DataFrame:")
print(df)
# Group by 'Category' and calculate the sum
print("\nGroup by 'Category' and calculate the sum:")
df['SumValue'] = df.groupby('Category')['Value'].transform('sum')

print(df)

Output:

Sample DataFrame:
  Category  Value
0        A     10
1        A     20
2        B     30
3        B     40
4        C     50
5        C     60

Group by 'Category' and calculate the sum:
  Category  Value  SumValue
0        A     10        30
1        A     20        30
2        B     30        70
3        B     40        70
4        C     50       110
5        C     60       110

Explanation:

  • Import pandas.
  • Create a sample DataFrame.
  • Group by 'Category' and calculate the sum.
  • Create a new column 'SumValue' with the aggregated data.
  • Print the DataFrame with the new column.

Python Code Editor:

Have another way to solve this solution? Contribute your code (and comments) through Disqus.

Previous: GroupBy and Apply different functions using a Dictionary in Pandas.
Next: GroupBy and Handle Missing data in Pandas.

What is the difficulty level of this exercise?

Test your Programming skills with w3resource's quiz.



Become a Patron!

Follow us on Facebook and Twitter for latest update.

It will be nice if you may share this link in any developer community or anywhere else, from where other developers may find this content. Thanks.

https://w3resource.com/python-exercises/pandas/advanced-grouping-and-aggregation/groupby-and-create-a-new-column-with-aggregated-data-in-pandas.php