import pandas as pd
import seaborn as sns
mushrooms_df = pd.read_csv('mushrooms.csv')
mushrooms_df.head(5)
mr_df = mushrooms_df[['class','cap-shape','cap-color','bruises','odor','gill-attachment','gill-color']]
mr_df
sns.countplot(data=mr_df, x='class')
sns.histplot(data=mr_df, x="cap-shape", hue="class", multiple='stack')
sns.displot(data=mr_df, x="bruises", hue="class", col="class")
sns.countplot(data=mr_df, x='odor', hue='class')
sns.countplot(data=mr_df, x='cap-color', hue='class')
sns.countplot(data=mr_df, x='gill-color', hue='class')
sns.countplot(data=mr_df, x='cap-shape', hue='class')