From v0.24+, to rename one (or more) columns at a time, DataFrame.rename() with axis=1 or axis='columns' (the axis argument was introduced in v0.21. You just need to separate the renaming of each column using a comma: df = df.rename(columns = {'Colors':'Shapes','Shapes':'Colors'}) So this is the full Python code to rename the columns: The concept to rename multiple columns in pandas DataFrame is similar to that under example one. A very common need in working with pandas DataFrames is to rename a column. In the following set of examples, we will learn how to rename a single column, and how to rename multiple columns of Pandas DataFrame. Rename pandas columns using set_axis method. Using set_axis method is a bit tricky for renaming columns in pandas. How do I rename a specific column in pandas? If you … It is not easy to provide a list or dictionary to rename all the columns. Index.str.replace() for string/regex based replacement. This page is based on a Jupyter/IPython Notebook: download the original .ipynb. The second way to rename your columns is by setting DataFrame.columns to the list of your new column names. Therefore, we use a method as below – Sometimes columns have extra spaces or are just plain odd, even if they look normal. You rename all the columns in a Pandas dataframe by assigning the “columns” attribute a list of new column headings. You can rename a single column or multiple columns of a pandas DataFrame using pandas.DataFrame.rename() method. Same as above example, you can only use this method if you want to rename all columns. df.columns = ['x','y','z','p','q'] df Re-Order Columns. This answer is not useful $\endgroup$ – niths4u Nov 28 at 15:52 You cannot use inplace=True to update the existing dataframe. We will re-order the column by moving column z to second and y to third and swap p and q. Let’s see how we can do this by simply assigning the new values in a list to df.columns df = … In this tutorial we will learn use pandas dataframe.rename() and other methods to rename column in a List, CSV files, Dictionaries or any other type of object in Python. This will completely overwrite your original columns with your new list. In general, if the number of columns in the Pandas dataframe is huge, say nearly 100, and we want to replace the space in all the column names (if it exists) by an underscore. Basic Pandas: Renaming a DataFrame column. September 17, 2020 November 25, 2020 ~ matt. pandas.DataFrame.rename() You can use the rename() method of pandas.DataFrame to change any row / column name individually.. pandas.DataFrame.rename — pandas 1.1.2 documentation; Specify the original name and the new name in dict like {original name: new name} to index / columns of rename().. index is for index name and columns is for the columns name. Rename Columns Pandas DataFrame. You can just replace the existing column values with the new column in the list. Pandas rename column with list. import pandas as pd What bad columns looks like. Watch out though – Pandas does not know which columns you’re trying to rename. Example 1: Rename Single Column This approach only works if you want to rename every column in a table; you cannot exclude columns whose names should stay the same. Method 2 – Pandas .columns attribute. $\begingroup$ df.columns[1] will give a column name, and then it replaces all the columns with that name as "new_col_name" which defeats the whole purpose of this question. If you need to rename ALL columns at once, DataFrame.set_axis() method with axis=1. Maybe the columns were supplied by a data source like a CSV file and they need cleanup. We overhaul our column headings from the last example: Fixing Column Names in pandas. 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