Seaborn – Swarm Plot Visualization
Table Of Contents:
- What Is Swarm Plot ?
- Where To Use Swarm Plot ?
- Examples Of Swarm Plot ?
(1) What Is Swarm Plot ?
(2) Where To Use Swarm Plot ?
(3) Examples Of Swarm Plot ?
Example-1: Swarm Plot of Fare Prices by Class
import seaborn as sns
import matplotlib.pyplot as plt
# Load Titanic dataset
titanic = sns.load_dataset("titanic")
# Create a swarm plot for fare distribution
sns.swarmplot(data=titanic, x="class", y="fare")
plt.xlabel("Passenger Class")
plt.ylabel("Fare ($)")
plt.title("Swarm Plot of Fare Prices by Class")
plt.show()
Example-2: Swarm Plot with Hue (Gender Comparison)
import seaborn as sns
import matplotlib.pyplot as plt
# Load Titanic dataset
titanic = sns.load_dataset("titanic")
# Create a swarm plot for fare distribution
sns.swarmplot(data=titanic, x="class", y="fare", hue="sex")
plt.xlabel("Passenger Class")
plt.ylabel("Fare ($)")
plt.title("Swarm Plot of Fare Prices by Class")
plt.show()
Example-3: Swarm Plot + Box Plot
import seaborn as sns
import matplotlib.pyplot as plt
# Load Titanic dataset
titanic = sns.load_dataset("titanic")
# Create a swarm plot for fare distribution
sns.boxplot(data=titanic, x="class", y="fare")
sns.swarmplot(data=titanic, x="class", y="fare", color="black", alpha=0.6)
plt.xlabel("Passenger Class")
plt.ylabel("Fare ($)")
plt.title("Swarm Plot of Fare Prices by Class")
plt.show()
