How can an area chart be created using Seaborn? Can you provide some examples? 2

How can an area chart be created using Seaborn? Can you provide some examples?

An area chart is a type of data visualization that displays the change in data over a continuous period of time. It is created using the Python library, Seaborn, which is specifically designed for statistical data visualization. To create an area chart using Seaborn, the first step is to import the library and the necessary dataset. Then, the data can be plotted using the “sns.lineplot” function, specifying the x and y variables. To convert the line plot into an area chart, the “sns.lineplot” function can be replaced with “sns.areaplot.” This will fill the area under the line with color, creating the desired area chart.

An example of creating an area chart using Seaborn would be to visualize the change in stock prices over a period of time. The x-axis would represent the dates and the y-axis would represent the stock prices. Another example could be to plot the sales data of a company over a year, with the x-axis representing the months and the y-axis representing the sales amount. These examples demonstrate how an area chart can effectively display the change in data over a continuous period of time using Seaborn.

Create an Area Chart in Seaborn (With Examples)


You can use the following basic syntax to create an area chart in :

import matplotlib.pyplotas plt
import seaborn as sns

#set seaborn style
sns.set_theme()

#create seaborn area chart
plt.stackplot(df.x, df.y1, df.y2, df.y3)

The following examples show how to use this syntax in practice.

Example 1: Create Basic Area Chart in Seaborn

The following code shows how to create a basic area chart in seaborn:

import pandas as pd
import matplotlib.pyplotas plt
import seaborn as sns

#set seaborn style
sns.set_theme()
 
#define DataFrame
df = pd.DataFrame({'period': [1, 2, 3, 4, 5, 6, 7, 8],
                   'team_A': [20, 12, 15, 14, 19, 23, 25, 29],
                   'team_B': [5, 7, 7, 9, 12, 9, 9, 4],
                   'team_C': [11, 8, 10, 6, 6, 5, 9, 12]})

#create area chart
plt.stackplot(df.period, df.team_A, df.team_B, df.team_C)

The x-axis displays the period variable and the y-axis displays the values for each of the three teams over time.

Example 2: Create Custom Area Chart in Seaborn

The following code shows how to modify the colors of the area chart and add a legend with specific labels:

import pandas as pd
import matplotlib.pyplotas plt
import seaborn as sns

#set seaborn style
sns.set_theme()
 
#define DataFrame
df = pd.DataFrame({'period': [1, 2, 3, 4, 5, 6, 7, 8],
                   'team_A': [20, 12, 15, 14, 19, 23, 25, 29],
                   'team_B': [5, 7, 7, 9, 12, 9, 9, 4],
                   'team_C': [11, 8, 10, 6, 6, 5, 9, 12]})

#define colors to use in chart
color_map = ['red', 'steelblue', 'pink']
    
#create area chart
plt.stackplot(df.period, df.team_A, df.team_B, df.team_C,
              labels=['Team A', 'Team B', 'Team C'],
              colors=color_map)

#add legend
plt.legend(loc='upper left')

#add axis labels
plt.xlabel('Period')
plt.ylabel('Points Scored')

#display area chart
plt.show()

Note that the colors argument accepts color names along with hex color codes.

The following tutorials explain how to create other common plots in seaborn:

Cite this article

stats writer (2024). How can an area chart be created using Seaborn? Can you provide some examples?. PSYCHOLOGICAL SCALES. Retrieved from https://scales.arabpsychology.com/stats/how-can-an-area-chart-be-created-using-seaborn-can-you-provide-some-examples/

stats writer. "How can an area chart be created using Seaborn? Can you provide some examples?." PSYCHOLOGICAL SCALES, 6 May. 2024, https://scales.arabpsychology.com/stats/how-can-an-area-chart-be-created-using-seaborn-can-you-provide-some-examples/.

stats writer. "How can an area chart be created using Seaborn? Can you provide some examples?." PSYCHOLOGICAL SCALES, 2024. https://scales.arabpsychology.com/stats/how-can-an-area-chart-be-created-using-seaborn-can-you-provide-some-examples/.

stats writer (2024) 'How can an area chart be created using Seaborn? Can you provide some examples?', PSYCHOLOGICAL SCALES. Available at: https://scales.arabpsychology.com/stats/how-can-an-area-chart-be-created-using-seaborn-can-you-provide-some-examples/.

[1] stats writer, "How can an area chart be created using Seaborn? Can you provide some examples?," PSYCHOLOGICAL SCALES, vol. X, no. Y, ص Z-Z, May, 2024.

stats writer. How can an area chart be created using Seaborn? Can you provide some examples?. PSYCHOLOGICAL SCALES. 2024;vol(issue):pages.

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