#8. Violin Plot
#Violin plots are used to show the distribution of data across different categories.
# Example: Violin plot for Sales in different regions
import seaborn as sns

# Sample data for different regions
data = {
    'Region': ['North', 'East', 'West', 'South', 'North', 'East', 'West', 'South'],
    'Sales': [12000, 15000, 17000, 13000, 16000, 19000, 18000, 15000]
}

df = pd.DataFrame(data)

sns.violinplot(x='Region', y='Sales', data=df)
plt.title("Violin Plot of Sales by Region")
plt.show()