Update app.py

app.py

@@ -229,6 +229,30 @@ elif st.session_state.current_page == "Simple EDA":
     st.dataframe(data.describe()) 
 
     st.markdown("<br>", unsafe_allow_html=True)
+
+    # Add Boxplot Visualizations
+    st.markdown("<h3 class='subtitle' style='text-align: center;'>Boxplots for Data Distribution</h3>", unsafe_allow_html=True)
+
+    # Define columns for visualization
+    columns = ['Life expectancy', 'Adult Mortality',
+               'infant deaths', 'Alcohol', 'percentage expenditure', 'Hepatitis B',
+               'Measles', 'BMI', 'under-five deaths', 'Polio', 'Total expenditure',
+               'Diphtheria', 'HIV/AIDS', 'GDP', 'Population', 'thinness  1-19 years',
+               'thinness 5-9 years', 'Income composition of resources', 'Schooling']
+
+    # Matplotlib figure setup
+    fig, axes = plt.subplots(nrows=10, ncols=2, figsize=(12, 30))  # Adjust grid size
+    axes = axes.flatten()  
+
+    for i, col in enumerate(columns):
+        sns.boxplot(x=data[col], ax=axes[i], color="skyblue")  # Create boxplots
+        axes[i].set_title(f'Boxplot of {col}', fontsize=12)  
+        axes[i].set_xlabel("")  
+
+    plt.tight_layout()  
+    st.pyplot(fig) 
+
+    st.markdown("<br>", unsafe_allow_html=True)
     
 
     if st.button("🔙 Go Back to Model Report"):