Python Pandas - Replace index values where the condition is False

To replace index values where the condition is False, use the index.isin() method in Pandas. At first, import the required libraries −

import pandas as pd

Creating Pandas index −

index = pd.Index(['Electronics','Accessories','Decor', 'Books', 'Toys'], name ='Products')

Display the Pandas index −

print("Pandas Index...\n",index)

Replace values where condition is False. Here, except the 'Decor', every other element gets replaced −

print("\nReplace index vales where condition is False...\n",index.where(index.isin(['Decor']), 'Miscellaneous'))

Example

Following is the code −

import pandas as pd

# Creating Pandas index
index = pd.Index(['Electronics','Accessories','Decor', 'Books', 'Toys'], name ='Products')

# Display the Pandas index
print("Pandas Index...\n",index)

# Return the number of elements in the Index
print("\nNumber of elements in the index...\n",index.size)

# Return the dtype of the data
print("\nThe dtype object...\n",index.dtype)

# replace values where condition is False
# Here, except the 'Decor', every other element gets replaced
print("\nReplace index vales where condition is False...\n",index.where(index.isin(['Decor']), 'Miscellaneous'))

Output

This will produce the following output −

Pandas Index...
Index(['Electronics', 'Accessories', 'Decor', 'Books', 'Toys'], dtype='object', name='Products')

Number of elements in the index...
5

The dtype object...
object

Replace index vales where condition is False...
Index(['Miscellaneous', 'Miscellaneous', 'Decor', 'Miscellaneous','Miscellaneous'],dtype='object', name='Products')

AmitDiwan

Published on 13-Oct-2021 07:59:20

• Related Questions & Answers
• Python Pandas - Indicate duplicate index values
• Python Pandas - Return unique values in the index
• Python Pandas - Return Index without NaN values
• Python Pandas - Return a list of the Index values
• Python Pandas - Check if the index has duplicate values
• Python Pandas - Check if the index has unique values
• Python Pandas - Return the memory usage of the Index values
• Python Pandas - Return Index with duplicate values removed
• Return the lowest index in the string where substring is found using Python index()
• Python Pandas - Return if the index is monotonic decreasing (only equal or decreasing) values
• Python Pandas - Return if the index is monotonic increasing (only equal or increasing) values
• Python Pandas - Sort index values and also return the indices that would sort the index
• Python Pandas - Indicate duplicate index values except for the first occurrence
• Python Pandas - Indicate duplicate index values except for the last occurrence
• Python Pandas - Indicate all duplicate index values as True