How are control colors used in a Seaborn boxplot? 2

How are control colors used in a Seaborn boxplot?

A Seaborn boxplot is a graphical representation of numerical data that displays the distribution of a variable through its quartiles. Control colors are used in a Seaborn boxplot to differentiate between different categories or groups within the data. This allows for easy comparison and interpretation of the data, as each group is assigned a distinct color. By using control colors, the viewer can quickly identify any patterns or differences between the groups, making the boxplot an effective tool for data analysis.

Control Colors in Seaborn Boxplot


You can use the following methods to control the colors of seaborn boxplots:

Method 1: Use One Specific Color

sns.boxplot(x='group_var', y='values_var', data=df, color='red')

Method 2: Use a List of Specific Colors

my_colors = {'group1': 'purple', 'group2': 'pink', 'group3': 'gold'}

sns.boxplot(x='group_var', y='values_var', data=df, palette=my_colors)

Method 3: Highlight a Specific Group

my_colors = {x: 'pink' if x == 'group2' else 'grey' for x in df.group.unique()}

sns.boxplot(x='group_var', y='values_var', data=df, palette=my_colors)

Method 4: Use a Seaborn Color Palette

sns.boxplot(x='group_var', y='values_var', data=df, palette='Greens')

The following examples show how to use each method in practice with the following pandas DataFrame that shows the points scored by basketball players on three different teams:

import pandas as pd

#create DataFrame
df = pd.DataFrame({'team': ['A', 'A', 'A', 'A', 'A', 'B', 'B', 'B',
                            'B', 'B', 'C', 'C', 'C', 'C', 'C'],
                   'points': [3, 4, 6, 8, 9, 10, 13, 16, 18, 20, 8, 9, 12, 13, 15]})

#view head of DataFrame
print(df.head())

  team  points
0    A       3
1    A       4
2    A       6
3    A       8
4    A       9

Example 1: Use One Specific Color

The following code shows how to create boxplots to visualize the distribution of points for each team and use the color red for each boxplot:

import seaborn as sns

#create boxplots and use red for each box
sns.boxplot(x='team', y='points', data=df, color='red')

Notice that each boxplot has a color of red.

Example 2: Use a List of Specific Colors

import seaborn as sns

#specify colors to use
my_colors = {'A': 'purple', 'B': 'pink', 'C': 'gold'}

#create boxplots using specific colors for each team
sns.boxplot(x='team', y='points', data=df, palette=my_colors)

seaborn control boxplot color

Notice that each boxplot has the color that we specified in the dictionary called my_colors.

Example 3: Highlight a Specific Group

The following code shows how to highlight the boxplot for team B in pink and letting every other boxplot be grey:

import seaborn as sns

#specify one group to highlight in pink
my_colors = {x: 'pink' if x == 'B' else 'grey' for x in df.team.unique()}

#create boxplots and highlight team B
sns.boxplot(x='team', y='points', data=df, palette=my_colors)

seaborn highlight one group in boxplot

Notice that team B is highlighted in pink and all other boxplots are grey, just as we specified in my_colors.

Example 4: Use a Seaborn Color Palette

The following code shows how to use the ‘Greens’ seaborn color palette to use various shades of green for each box in the boxplot:

import seaborn as sns

#create boxplots and use 'Greens' color palette
sns.boxplot(x='team', y='points', data=df, palette='Greens')

Notice that each boxplot is a unique shade of green.

Note: You can find a complete list of Seaborn color palettes .

The following tutorials explain how to perform other common functions in seaborn:

Cite this article

stats writer (2024). How are control colors used in a Seaborn boxplot?. PSYCHOLOGICAL SCALES. Retrieved from https://scales.arabpsychology.com/stats/how-are-control-colors-used-in-a-seaborn-boxplot/

stats writer. "How are control colors used in a Seaborn boxplot?." PSYCHOLOGICAL SCALES, 25 Jun. 2024, https://scales.arabpsychology.com/stats/how-are-control-colors-used-in-a-seaborn-boxplot/.

stats writer. "How are control colors used in a Seaborn boxplot?." PSYCHOLOGICAL SCALES, 2024. https://scales.arabpsychology.com/stats/how-are-control-colors-used-in-a-seaborn-boxplot/.

stats writer (2024) 'How are control colors used in a Seaborn boxplot?', PSYCHOLOGICAL SCALES. Available at: https://scales.arabpsychology.com/stats/how-are-control-colors-used-in-a-seaborn-boxplot/.

[1] stats writer, "How are control colors used in a Seaborn boxplot?," PSYCHOLOGICAL SCALES, vol. X, no. Y, ص Z-Z, June, 2024.

stats writer. How are control colors used in a Seaborn boxplot?. PSYCHOLOGICAL SCALES. 2024;vol(issue):pages.

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