Pandas Pivot Table: Create a Pivot table and find the maximum and minimum sale value of the items

Last update on April 04 2025 13:40:49 (UTC/GMT +8 hours)

13. Maximum and Minimum Sale Value of Items

Write a Pandas program to create a Pivot table and find the maximum and minimum sale value of the items. Go to Excel data

Sample Solution:

Python Code :

import pandas as pd
import numpy as np
df = pd.read_excel('E:\SaleData.xlsx')
table = pd.pivot_table(df, index='Item', values='Sale_amt', aggfunc=[np.max, np.min])
print(table)

Sample Output:

                   amax     amin
              Sale_amt Sale_amt
Item                           
Cell Phone     21600.0   3375.0
Desk             625.0    250.0
Home Theater   47000.0   2000.0
Television    113810.0   8386.0
Video Games     5616.0    936.0                                       

Pivot Table:

Salesdata.xlsx:

For more Practice: Solve these Related Problems:

• Write a Pandas program to create a pivot table that shows both the maximum and minimum sale values for each item.
• Write a Pandas program to generate a pivot table from Salesdata.xlsx that aggregates both max and min sale amounts per item.
• Write a Pandas program to build a pivot table with items as the index and two columns: one for maximum and one for minimum sale value.
• Write a Pandas program to create a pivot table that simultaneously computes the highest and lowest sale values for each item category.

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