Pandas: Rename a specific column name in a given DataFrame
Pandas: DataFrame Exercise-42 with Solution
Write a Pandas program to rename a specific column name in a given DataFrame.
Sample data:
Original DataFrame
col1 col2 col3
0 1 4 7
1 2 5 8
2 3 6 9
New DataFrame after renaming second column:
col1 Column2 col3
0 1 4 7
1 2 5 8
2 3 6 9
Sample Solution :
Python Code :
import pandas as pd
d = {'col1': [1, 2, 3], 'col2': [4, 5, 6], 'col3': [7, 8, 9]}
df = pd.DataFrame(data=d)
print("Original DataFrame")
print(df)
df=df.rename(columns = {'col2':'Column2'})
print("New DataFrame after renaming second column:")
print(df)
Sample Output:
Original DataFrame col1 col2 col3 0 1 4 7 1 2 5 8 2 3 6 9 New DataFrame after renaming second column: col1 Column2 col3 0 1 4 7 1 2 5 8 2 3 6 9
Explanation:
The above code first creates a dataframe ‘df’ with three columns 'col1', 'col2' and 'col3', and three rows with some values.
df=df.rename(columns = {'col2':'Column2'}): This code renames the 'col2' column to 'Column2' using the rename method of Pandas. The new dataframe ‘df’ now has columns 'col1', 'Column2' and 'col3' with the same values as before, except for the renamed column 'Column2'. The original column name 'col2' is no longer present in the dataframe.
Python-Pandas Code Editor:
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