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Rename Categories in CategoricalIndex with Lambda in Python Pandas
To rename categories with Lambda, use the CategoricalIndex rename_categories() method in Pandas.
At first, import the required libraries −
import pandas as pd
CategoricalIndex can only take on a limited, and usually fixed, number of possible values. Set the categories for the categorical using the "categories" parameter. Treat the categorical as ordered using the "ordered" parameter −
catIndex = pd.CategoricalIndex(["P", "Q", "R", "S","P", "Q", "R", "S"], ordered=True, categories=["P", "Q", "R", "S"])
Display the CategoricalIndex −
print("CategoricalIndex...\n",catIndex)
Rename categories using rename_categories(). Set the new categories that with use lambda and set lowercase for all the categories −
print("\nCategoricalIndex after renaming categories...\n",catIndex.rename_categories(lambda a: a.lower()))
Example
Following is the code −
import pandas as pd # CategoricalIndex can only take on a limited, and usually fixed, number of possible values # Set the categories for the categorical using the "categories" parameter # Treat the categorical as ordered using the "ordered" parameter catIndex = pd.CategoricalIndex(["P", "Q", "R", "S","P", "Q", "R", "S"], ordered=True, categories=["P", "Q", "R", "S"]) # Display the CategoricalIndex print("CategoricalIndex...\n",catIndex) # Get the categories print("\nDisplayingCategories from CategoricalIndex...\n",catIndex.categories) # Rename categories using rename_categories() # Set the new categories that with use lambda and set lowercase for all the categories print("\nCategoricalIndex after renaming categories...\n",catIndex.rename_categories(lambda a: a.lower()))
Output
This will produce the following output −
CategoricalIndex... CategoricalIndex(['P', 'Q', 'R', 'S', 'P', 'Q', 'R', 'S'], categories=['P', 'Q', 'R', 'S'], ordered=True, dtype='category') DisplayingCategories from CategoricalIndex... Index(['P', 'Q', 'R', 'S'], dtype='object') CategoricalIndex after renaming categories... CategoricalIndex(['p', 'q', 'r', 's', 'p', 'q', 'r', 's'], categories=['p', 'q', 'r', 's'], ordered=True, dtype='category')
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