Scatter-plot

To analyze relationships between variables import pandas as pd import seaborn as sns import matplotlib.pyplot as plt

Load the Iris dataset

iris = sns.load_dataset('iris')

Display dataset structure

print("Dataset Shape:", iris.shape) print("Dataset Columns:", iris.columns) print("First Few Rows of the Dataset:") print(iris.head())

Scatter plot

plt.figure(figsize=(8, 6)) sns.scatterplot(x='sepal_length', y='sepal_width', hue='species', data=iris) plt.title('Sepal Length vs. Sepal Width') plt.show()

Histogram

plt.figure(figsize=(8, 6)) sns.histplot(iris['sepal_length'], bins=10, kde=True) plt.title('Distribution of Sepal Length') plt.show()

Box plot

plt.figure(figsize=(8, 6)) sns.boxplot(x='species', y='petal_length', data=iris) plt.title('Petal Length Across Species') plt.show()