Lesson 13: Seaborn – Beautiful & Informative Visuals

1. What is Seaborn?

Seaborn = statistical data visualization library built on Matplotlib.

Makes beautiful plots with less code, better defaults.

Install: pip install seaborn

Import: import seaborn as sns

Works best with Pandas DataFrames.

Exercise 1

Which is a Seaborn function?

2. Common Seaborn Plots

sns.scatterplot(data=df, x="sepal_length", y="petal_length", hue="species")
sns.histplot(data=df, x="age", kde=True)
sns.boxplot(data=df, x="species", y="petal_length")
sns.heatmap(df.corr(), annot=True, cmap="coolwarm")
sns.pairplot(df, hue="species")

Used in ML: pairplot to see feature relationships.

Exercise 2

To create a pair plot colored by species:
sns.(df, hue="")

Exercise 3

Which are advantages of Seaborn over Matplotlib?
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