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To compare distributions of multiple datasets, you can overlay histograms on the same plot using Seaborn. Below are two effective methods to achieve this.
Using sns.histplot
This method is straightforward and allows customization of colors, transparency, and kernel density estimation (KDE).
Steps:
Import the required libraries:
import seaborn as snsimport matplotlib.pyplot as pltGekopieerd.āKopiërenPrepare your datasets:
data1 = sns.load_dataset('iris').query("species == 'setosa'")['petal_length']data2 = sns.load_dataset('iris').query("species == 'versicolor'")['petal_length']Gekopieerd.āKopiërenPlot overlapping histograms:
sns.histplot(data=data1, color='blue', alpha=0.5, label='Setosa')sns.histplot(data=data2, color='orange', alpha=0.5, label='Versicolor')plt.xlabel('Petal Length')plt.ylabel('Frequency')plt.legend()plt.show()Gekopieerd.āKopiërenKey Features:
alpha: Adjusts transparency for better visualization.
label: Adds a legend to differentiate datasets.
Using sns.displot
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