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Rename Column Names by Index in a Pandas DataFrame
We can easily rename a column by index i.e. without using rename(). Import the required library −
import pandas as pd
Create a DataFrame with 3 columns −
dataFrame = pd.DataFrame( { "Car": ['BMW', 'Lexus', 'Tesla', 'Mustang', 'Mercedes', 'Jaguar'],"Reg_Price": [7000, 1500, 5000, 8000, 9000, 6000],"Units": [90, 120, 100, 150, 200, 130] } )
Let us now rename all the columns using columns.values[0[ by setting the index of the column to be changed in the square brackets −
dataFrame.columns.values[0] = "Car Names" dataFrame.columns.values[1] = "Registration Cost" dataFrame.columns.values[2] = "Units_Sold"
Example
Following is the code −
import pandas as pd # Create DataFrame dataFrame = pd.DataFrame( { "Car": ['BMW', 'Lexus', 'Tesla', 'Mustang', 'Mercedes', 'Jaguar'],"Reg_Price": [7000, 1500, 5000, 8000, 9000, 6000],"Units": [90, 120, 100, 150, 200, 130] } ) print"DataFrame ...\n",dataFrame # Renaming columns name dataFrame.columns.values[0] = "Car Names" dataFrame.columns.values[1] = "Registration Cost" dataFrame.columns.values[2] = "Units_Sold" print"\nUpdated DataFrame with new column names...\n",dataFrame
Output
This will produce the following output −
DataFrame ... Car Reg_Price Units 0 BMW 7000 90 1 Lexus 1500 120 2 Tesla 5000 100 3 Mustang 8000 150 4 Mercedes 9000 200 5 Jaguar 6000 130 Updated DataFrame with new column names... Car Names Registration Cost Units_Sold 0 BMW 7000 90 1 Lexus 1500 120 2 Tesla 5000 100 3 Mustang 8000 150 4 Mercedes 9000 200 5 Jaguar 6000 130
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