3-variable Scatterplot
We figured out how to build a scatterplot based on 2 variables. But we can also create a plot based on 3 variables!
The 3rd variable is named hue.
An example of a 3-variable scatterplot:
To initialize a 3-variable scatterplot based on the pandas DataFrame, we need to input at least 4 parameters: x, y (columns-coordinates for the plot), hue (the third variable), and data (he DataFrame containing the data).
Look at the code below!
12345678910111213# Importing libraries needed import seaborn as sns import matplotlib.pyplot as plt import pandas as pd # Reading the file df = pd.read_csv('https://codefinity-content-media.s3.eu-west-1.amazonaws.com/c5b4ea8f-8a30-439f-9625-ddf2effbd9ac/example5.csv') # Creating the 3-variable scatterplot sns.scatterplot(x = 'x', y = 'y', hue = 'gender', data= df) # Showing the plot plt.show()
Let's solve a problem from a common example of using 3 variables on plots.
Tips problem
You have the following data:
- What was the total bill of the visitor (
bill); - What tips did he/she leave (
tips); - Gender of the client (
gender); - Daytime client visited the cafe (
daytime).
Swipe to start coding
- Import the
seabornwithsnsalias. - Import the
matplotlib.pyplotwithpltalias. - Import the
pandaswithpdalias. - Create a scatterplot using
'bill'column for the x-value and'tips'column for the y-value and'daytime'for the hue-value usingdfdataset. - Show the plot.
Løsning
Tak for dine kommentarer!
single
Spørg AI
Spørg AI
Spørg om hvad som helst eller prøv et af de foreslåede spørgsmål for at starte vores chat
Opsummér dette kapitel
Explain code
Explain why doesn't solve task
Awesome!
Completion rate improved to 5.88
3-variable Scatterplot
Stryg for at vise menuen
We figured out how to build a scatterplot based on 2 variables. But we can also create a plot based on 3 variables!
The 3rd variable is named hue.
An example of a 3-variable scatterplot:
To initialize a 3-variable scatterplot based on the pandas DataFrame, we need to input at least 4 parameters: x, y (columns-coordinates for the plot), hue (the third variable), and data (he DataFrame containing the data).
Look at the code below!
12345678910111213# Importing libraries needed import seaborn as sns import matplotlib.pyplot as plt import pandas as pd # Reading the file df = pd.read_csv('https://codefinity-content-media.s3.eu-west-1.amazonaws.com/c5b4ea8f-8a30-439f-9625-ddf2effbd9ac/example5.csv') # Creating the 3-variable scatterplot sns.scatterplot(x = 'x', y = 'y', hue = 'gender', data= df) # Showing the plot plt.show()
Let's solve a problem from a common example of using 3 variables on plots.
Tips problem
You have the following data:
- What was the total bill of the visitor (
bill); - What tips did he/she leave (
tips); - Gender of the client (
gender); - Daytime client visited the cafe (
daytime).
Swipe to start coding
- Import the
seabornwithsnsalias. - Import the
matplotlib.pyplotwithpltalias. - Import the
pandaswithpdalias. - Create a scatterplot using
'bill'column for the x-value and'tips'column for the y-value and'daytime'for the hue-value usingdfdataset. - Show the plot.
Løsning
Tak for dine kommentarer!
single