Seaborn – Violin Plot Visualization


Seaborn – Violin Plot Visualization

Table Of Contents:

  • What Is Violin Plot ?
  • Where To Use Violin Plot ?
  • Examples Of Violin Plot ?

(1) What Is Violin Plot ?

(2) Where To Use Violin Plot ?

(3) Examples Of Violin Plot.

Example-1: Basic Violin Plot

import seaborn as sns
import matplotlib.pyplot as plt

# Load Titanic dataset
titanic = sns.load_dataset("titanic")

# Create a violin plot for passenger fare
sns.violinplot(data=titanic, x="fare")

plt.xlabel("Fare ($)")
plt.title("Violin Plot of Passenger Fare")
plt.show()

Example-2: Comparing Fare Distribution Across Passenger Classes

import seaborn as sns
import matplotlib.pyplot as plt

# Load Titanic dataset
titanic = sns.load_dataset("titanic")

# Create a violin plot for passenger fare
sns.violinplot(data=titanic, x="class", y="fare")

plt.xlabel("Fare ($)")
plt.title("Violin Plot of Passenger Fare")
plt.show()

Example-3: Violin Plot with Hue (Gender Comparison)

import seaborn as sns
import matplotlib.pyplot as plt

# Load Titanic dataset
titanic = sns.load_dataset("titanic")

# Create a violin plot for passenger fare
sns.violinplot(data=titanic, x="class", y="fare", hue="sex", split=True)

plt.xlabel("Fare ($)")
plt.title("Violin Plot of Passenger Fare")
plt.show()

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