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The process of converting a Pandas object to an integer in Python involves using the built-in “astype” function to explicitly convert the data type of the object to an integer. This can be achieved by specifying “int” as the parameter for the function, which will convert all values in the object to their corresponding integer representations. This method is useful for data manipulation and analysis, as it allows for easier computations and comparisons between numerical values. Additionally, the conversion process can be reversed by using the “astype” function again to convert the integer back to its original data type.
Pandas: Convert object to int
You can use the following syntax to convert a column in a pandas DataFrame from an object to an integer:
df['object_column'] = df['int_column'].astype(str).astype(int)
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({'player': ['A', 'B', 'C', 'D', 'E'], 'points': ['25', '27', '14', '17', '20'], 'assists': ['5', '7', '10', '8', '9']}) #view data types for each column df.dtypes player object points object assists object dtype: object
Example 1: Convert One Column from Object to Integer
The following code shows how to convert the points column from an object to an integer:
#convert 'points' column to integer
df['points'] = df['points'].astype(str).astype(int)
#view data types of each column
df.dtypes
player object
points int32
assists object
dtype: object
We can see that the points column is now an integer, while all other columns remained unchanged.
Example 2: Convert Multiple Columns to Integer
The following code shows how to convert multiple columns in a DataFrame from an object to an integer:
#convert 'points' and 'assists' columns to integer
df[['points', 'assists']] = df[['points', 'assists']].astype(str).astype(int)
#view data types for each column
df.dtypes
player object
points int32
assists int32
dtype: object
We can see that the points and assists columns have both been converted from objects to integers.
The following tutorials explain how to perform other common conversions in pandas:
Cite this article
stats writer (2024). How can I convert a Pandas object to an integer in Python?. PSYCHOLOGICAL SCALES. Retrieved from https://scales.arabpsychology.com/stats/how-can-i-convert-a-pandas-object-to-an-integer-in-python/
stats writer. "How can I convert a Pandas object to an integer in Python?." PSYCHOLOGICAL SCALES, 27 Jun. 2024, https://scales.arabpsychology.com/stats/how-can-i-convert-a-pandas-object-to-an-integer-in-python/.
stats writer. "How can I convert a Pandas object to an integer in Python?." PSYCHOLOGICAL SCALES, 2024. https://scales.arabpsychology.com/stats/how-can-i-convert-a-pandas-object-to-an-integer-in-python/.
stats writer (2024) 'How can I convert a Pandas object to an integer in Python?', PSYCHOLOGICAL SCALES. Available at: https://scales.arabpsychology.com/stats/how-can-i-convert-a-pandas-object-to-an-integer-in-python/.
[1] stats writer, "How can I convert a Pandas object to an integer in Python?," PSYCHOLOGICAL SCALES, vol. X, no. Y, ص Z-Z, June, 2024.
stats writer. How can I convert a Pandas object to an integer in Python?. PSYCHOLOGICAL SCALES. 2024;vol(issue):pages.
