Pandas Pivot Table: Create a Pivot table and find the region wise, item wise unit sold
Pandas: Pivot Table Exercise-6 with Solution
Write a Pandas program to create a Pivot table and find the region wise, item wise unit sold. Go to Excel data
Sample Solution:
Python Code :
import numpy as np
import pandas as pd
df = pd.read_excel('E:\SaleData.xlsx')
print(pd.pivot_table(df,index=["Region", "Item"], values="Units", aggfunc=np.sum))
Sample Output:
Units Region Item Central Cell Phone 27.0 Desk 7.0 Home Theater 424.0 Television 498.0 Video Games 243.0 East Cell Phone 175.0 Home Theater 234.0 Television 130.0 Video Games 152.0 West Cell Phone 76.0 Desk 3.0 Home Theater 64.0 Television 88.0
Pivot Table:
Salesdata.xlsx:
Have another way to solve this solution? Contribute your code (and comments) through Disqus.
Previous: Write a Pandas program to create a Pivot table and find the region wise total sale.
Next: Write a Pandas program to create a Pivot table and count the manager wise sale and mean value of sale amount.
What is the difficulty level of this exercise?
Test your Programming skills with w3resource's quiz.
Python: Tips of the Day
Find current directory and file's directory:
To get the full path to the directory a Python file is contained in, write this in that file:
import os dir_path = os.path.dirname(os.path.realpath(__file__))
(Note that the incantation above won't work if you've already used os.chdir() to change your current working directory, since the value of the __file__ constant is relative to the current working directory and is not changed by an os.chdir() call.)
To get the current working directory use
import os cwd = os.getcwd()
Documentation references for the modules, constants and functions used above:
- The os and os.path modules.
- The __file__ constant
- os.path.realpath(path) (returns "the canonical path of the specified filename, eliminating any symbolic links encountered in the path")
- os.path.dirname(path) (returns "the directory name of pathname path")
- os.getcwd() (returns "a string representing the current working directory")
- os.chdir(path) ("change the current working directory to path")
Ref: https://bit.ly/3fy0R6m
- New Content published on w3resource:
- HTML-CSS Practical: Exercises, Practice, Solution
- Java Regular Expression: Exercises, Practice, Solution
- Scala Programming Exercises, Practice, Solution
- Python Itertools exercises
- Python Numpy exercises
- Python GeoPy Package exercises
- Python Pandas exercises
- Python nltk exercises
- Python BeautifulSoup exercises
- Form Template
- Composer - PHP Package Manager
- PHPUnit - PHP Testing
- Laravel - PHP Framework
- Angular - JavaScript Framework
- Vue - JavaScript Framework
- Jest - JavaScript Testing Framework