how to read scatter plot matrix
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A great topic!
To implement the scatter plot matrix, you can use the pairplot function from Seaborn, which is a Python data visualization library built on top of Matplotlib. The pairplot function creates a matrix of pair plots for each column in the DataFrame.
Here's how you can do it:
import seaborn as sns
import matplotlib.pyplot as plt
sns.set_theme(style="ticks")
sns.pairplot(titanic_dataset, hue='Survived')
plt.show()
In this code:
- We import Seaborn and Matplotlib.
- We set the theme for the plot using
sns.set_theme(). - We create a pair plot matrix for each column in the Titanic dataset using
sns.pairplot(). Thehue='Survived'argument allows us to color the points based on the 'Survived' column, which can help identify patterns or relationships between variables. - Finally, we display the plot using
plt.show().
When you run this code, it will generate a beautiful pair plot matrix that shows the relationship between each pair of columns in the Titanic dataset.
Remember to replace 'titanic_dataset' with your actual DataFrame name.