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Adding a column to a Pandas DataFrame is a simple process that can be achieved by using the “df[‘column_name’] = value” syntax. This allows for a new column to be created and populated with the desired values. Additionally, columns can also be added by using the “df.insert()” function, which allows for the column to be inserted at a specific position within the DataFrame. By following these steps, a new column can be easily incorporated into a Pandas DataFrame.
Add a Column to a Pandas DataFrame
You can use the assign() function to add a new column to the end of a pandas DataFrame:
df = df.assign(col_name=[value1, value2, value3, ...])
And you can use the insert() function to add a new column to a specific location in a pandas DataFrame:
df.insert(position, 'col_name', [value1, value2, value3, ...])
The following examples show how to use this syntax in practice with the following pandas DataFrame:
import pandas as pd #create DataFrame df = pd.DataFrame({'points': [25, 12, 15, 14, 19, 23], 'assists': [5, 7, 7, 9, 12, 9], 'rebounds': [11, 8, 10, 6, 6, 5]}) #view DataFrame df points assists rebounds 0 25 5 11 1 12 7 8 2 15 7 10 3 14 9 6 4 19 12 6 5 23 9 5
Example 1: Add New Column to End of DataFrame
The following code shows how to add a new column to the end of the DataFrame:
#add 'steals' column to end of DataFrame df = df.assign(steals=[2, 2, 4, 7, 4, 1]) #view DataFrame df points assists rebounds steals 0 25 5 11 2 1 12 7 8 2 2 15 7 10 4 3 14 9 6 7 4 19 12 6 4 5 23 9 5 1
Example 2: Add Multiple Columns to End of DataFrame
The following code shows how to add multiple new columns to the end of the DataFrame:
#add 'steals' and 'blocks' columns to end of DataFrame df = df.assign(steals=[2, 2, 4, 7, 4, 1], blocks=[0, 1, 1, 3, 2, 5]) #view DataFrame df points assists rebounds steals blocks 0 25 5 11 2 0 1 12 7 8 2 1 2 15 7 10 4 1 3 14 9 6 7 3 4 19 12 6 4 2 5 23 9 5 1 5
Example 3: Add New Column Using Existing Column
The following code shows how to add a new column to the end of the DataFrame, based on the values in an existing column:
#add 'half_pts' to end of DataFrame df = df.assign(half_pts=lambda x: x.points / 2) #view DataFrame df points assists rebounds half_pts 0 25 5 11 12.5 1 12 7 8 6.0 2 15 7 10 7.5 3 14 9 6 7.0 4 19 12 6 9.5 5 23 9 5 11.5
Example 4: Add New Column in Specific Location of DataFrame
The following code shows how to add a new column by inserting it into a specific location in the DataFrame:
#add 'steals' to column index position 2 in DataFrame df.insert(2, 'steals', [2, 2, 4, 7, 4, 1]) #view DataFrame df points assists steals rebounds 0 25 5 2 11 1 12 7 2 8 2 15 7 4 10 3 14 9 7 6 4 19 12 4 6 5 23 9 1 5
Cite this article
stats writer (2024). How can I add a column to a Pandas DataFrame?. PSYCHOLOGICAL SCALES. Retrieved from https://scales.arabpsychology.com/stats/how-can-i-add-a-column-to-a-pandas-dataframe/
stats writer. "How can I add a column to a Pandas DataFrame?." PSYCHOLOGICAL SCALES, 1 May. 2024, https://scales.arabpsychology.com/stats/how-can-i-add-a-column-to-a-pandas-dataframe/.
stats writer. "How can I add a column to a Pandas DataFrame?." PSYCHOLOGICAL SCALES, 2024. https://scales.arabpsychology.com/stats/how-can-i-add-a-column-to-a-pandas-dataframe/.
stats writer (2024) 'How can I add a column to a Pandas DataFrame?', PSYCHOLOGICAL SCALES. Available at: https://scales.arabpsychology.com/stats/how-can-i-add-a-column-to-a-pandas-dataframe/.
[1] stats writer, "How can I add a column to a Pandas DataFrame?," PSYCHOLOGICAL SCALES, vol. X, no. Y, ص Z-Z, May, 2024.
stats writer. How can I add a column to a Pandas DataFrame?. PSYCHOLOGICAL SCALES. 2024;vol(issue):pages.
