How do you calculate the median in Pandas, and can you provide some examples?

How do you calculate the median in Pandas, and can you provide some examples?

Calculating the median in Pandas refers to finding the middle value of a given dataset. This can be achieved by using the “median()” function, which is a built-in method in the Pandas library. The function takes into account the numerical values in a column or row and returns the median value.

For instance, if we have a dataset with the following values: [4, 6, 8, 10, 12, 14, 16], the median would be 10, as it is the middle value of the dataset. Similarly, if we have an even number of values, such as [2, 4, 6, 8, 10, 12], the median would be calculated by taking the average of the two middle values, which in this case would be (6+8)/2 = 7.

To calculate the median using Pandas, we can use the following syntax: “dataset_name[‘column_name’].median()”. This will return the median value for the specified column in the dataset.

In summary, calculating the median in Pandas involves using the “median()” function, which considers the numerical values in a dataset and returns the middle value. It is a useful tool for analyzing and understanding a dataset’s central tendency.

Calculate the Median in Pandas (With Examples)


You can use the median() function to find the median of one or more columns in a pandas DataFrame:

#find median value in specific column
df['column1'].median()

#find median value in several columns
df[['column1', 'column2']].median()

#find median value in every numeric column
df.median()

The following examples show how to use this function in practice with the following pandas DataFrame:

#create DataFrame
df = pd.DataFrame({'player': ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H'],
                   'points': [25, pd.NA, 15, 14, 19, 23, 25, 29],
                   'assists': [5, 7, 7, 9, 12, 9, 9, 4],
                   'rebounds': [11, 8, 10, 6, 6, 5, 9, 12]})

#view DataFrame
df

	player	points	assists	rebounds
0	A	25	5	11
1	B	NA	7	8
2	C	15	7	10
3	D	14	9	6
4	E	19	12	6
5	F	23	9	5
6	G	25	9	9
7	H	29	4	12

Example 1: Find Median of a Single Column

The following code shows how to find the median value of a single column in a pandas DataFrame:

#find median value of points column
df['points'].median()

23.0

The median value in the points column is 23

Note that by default, the median() function ignores any missing values when calculating the median.

Example 2: Find Median of Multiple Columns

The following code shows how to find the median value of multiple columns in a pandas DataFrame:

#find median value of points and rebounds columns
df[['points', 'rebounds']].median()

points      23.0
rebounds     8.5
dtype: float64

Example 3: Find Median of All Numeric Columns

The following code shows how to find the median value of all numeric columns in a pandas DataFrame:

#find median value of all numeric columns
df.median()

points      23.0
assists      8.0
rebounds     8.5
dtype: float64

Cite this article

stats writer (2024). How do you calculate the median in Pandas, and can you provide some examples?. PSYCHOLOGICAL SCALES. Retrieved from https://scales.arabpsychology.com/stats/how-do-you-calculate-the-median-in-pandas-and-can-you-provide-some-examples/

stats writer. "How do you calculate the median in Pandas, and can you provide some examples?." PSYCHOLOGICAL SCALES, 2 May. 2024, https://scales.arabpsychology.com/stats/how-do-you-calculate-the-median-in-pandas-and-can-you-provide-some-examples/.

stats writer. "How do you calculate the median in Pandas, and can you provide some examples?." PSYCHOLOGICAL SCALES, 2024. https://scales.arabpsychology.com/stats/how-do-you-calculate-the-median-in-pandas-and-can-you-provide-some-examples/.

stats writer (2024) 'How do you calculate the median in Pandas, and can you provide some examples?', PSYCHOLOGICAL SCALES. Available at: https://scales.arabpsychology.com/stats/how-do-you-calculate-the-median-in-pandas-and-can-you-provide-some-examples/.

[1] stats writer, "How do you calculate the median in Pandas, and can you provide some examples?," PSYCHOLOGICAL SCALES, vol. X, no. Y, ص Z-Z, May, 2024.

stats writer. How do you calculate the median in Pandas, and can you provide some examples?. PSYCHOLOGICAL SCALES. 2024;vol(issue):pages.

Download Post (.PDF)
Slide Up
x
PDF
Scroll to Top