Update app.py

app.py

@@ -336,7 +336,7 @@ elif st.session_state.current_page == "EDA":
     st.image("images/target_column_distribution.png", caption="Life Expectancy Distribution", use_container_width=True)
     st.markdown("""
         <h5 style="text-align: center;">
-            🔍 Insight: Mostly Life Expectancy is in <b>range of 50-80</b>.
+            Insight: Mostly Life Expectancy is in <b>range of 50-80</b>.
         </h5>
     """, unsafe_allow_html=True)
     st.markdown("<br>", unsafe_allow_html=True)
@@ -346,7 +346,7 @@ elif st.session_state.current_page == "EDA":
     st.image("images/Correlation_Heatmap.png", caption="Correlation Heatmap", use_container_width=True)
     st.markdown("""
         <h5 style="text-align: center;">
-            🔍 Insight: Our target column <b>Life Expectancy</b> is mostly linearly dependent on 
+             Insight: Our target column <b>Life Expectancy</b> is mostly linearly dependent on 
             <b>Schooling, Income Composition of Resources, GDP, Diphtheria, Polio, BMI, and Percentage Expenditure</b>.
         </h5>
     """, unsafe_allow_html=True)
@@ -359,7 +359,7 @@ elif st.session_state.current_page == "EDA":
     st.image("images/specific_col_affecting_target.png", caption="GDP vs. Life Expectancy", use_container_width=True)
     st.markdown("""
         <h5> 
-        🔍 <b>Insights from the Above Graphs:</b>  
+        Insights: 
         1️⃣ **GDP vs. Life Expectancy**  
         - Positive correlation: As GDP increases, Life Expectancy also increases.  
         - Some countries with low GDP still have high Life Expectancy due to good healthcare policies.  
@@ -388,13 +388,8 @@ elif st.session_state.current_page == "EDA":
     st.image("images/target_col vs countries.png", caption="Life Expectancy vs Developed / Undeveloped Countries", use_container_width=True)
     st.markdown("""
         <h5 style="text-align: center;">   
-        - **Insight:** Life Expectancy is <b>higher in Developed Countries</b> due to:  
-            - **Advanced Healthcare** 💉  
-            - **Better Nutrition** 🍎  
-            - **Medical Interventions** 🏥  
-        - Developing countries, on the other hand, struggle with healthcare access, leading to lower Life Expectancy.
-        </h5>
-    """, unsafe_allow_html=True)
+        - Insight: Life Expectancy is <b>higher in Developed Countries</b> due to Advanced Healthcare, Better Nutrition, Medical Interventions.Developing countries, on the other hand, struggle with healthcare access, leading to lower Life Expectancy.
+        </h5>""", unsafe_allow_html=True)
     st.markdown("<br>", unsafe_allow_html=True)
 
 # Hands-on Model Page