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- Question: Pandas list unpacking to multiple columns
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Pandas list unpacking to multiple columns
In Pandas, you can use list unpacking to split a single column into multiple columns. Here’s an example:
Suppose you have a Pandas DataFrame with a column called “Name” that contains full names in the format “First Last”. You want to split this column into two separate columns, one for first name and one for last name.
You can do this using the str.split()
method and list unpacking like this:
pythonimport pandas as pd # Create a sample DataFrame df = pd.DataFrame({'Name': ['John Smith', 'Jane Doe']}) # Split the Name column into first and last name columns df[['First Name', 'Last Name']] = df['Name'].str.split(expand=True) # Drop the original Name column df.drop('Name', axis=1, inplace=True) # View the resulting DataFrame print(df)
Output:
sqlFirst Name Last Name 0 John Smith 1 Jane Doe
Here, the str.split()
method splits the “Name” column into two columns, with expand=True
specifying that the result should be a DataFrame rather than a Series. The resulting DataFrame is then assigned to two new columns, “First Name” and “Last Name”, using list unpacking.
Note that the original “Name” column is dropped using the drop()
method with axis=1
(i.e., along columns) and inplace=True
(i.e., modifying the DataFrame in place) to create the final result.
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