Update app.py

app.py

@@ -333,7 +333,7 @@ elif st.session_state.current_page == "EDA":
 
     # Target Column Distribution
     st.markdown("<h2 class='subtitle' style='text-align: center;'>Target Column Distribution</h2>", unsafe_allow_html=True)
-    st.image("images/life_expectancy_distribution.png", caption="Life Expectancy Distribution", use_container_width=True)
+    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>.
@@ -343,7 +343,7 @@ elif st.session_state.current_page == "EDA":
 
     # Correlation Heatmap
     st.markdown("<h2 class='subtitle' style='text-align: center;'>Correlation Heatmap</h2>", unsafe_allow_html=True)
-    st.image("images/correlation_heatmap.png", caption="Correlation Heatmap", use_container_width=True)
+    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 
@@ -356,7 +356,7 @@ elif st.session_state.current_page == "EDA":
     st.markdown("<h2 class='subtitle' style='text-align: center;'>How Specific Columns Affect Life Expectancy</h2>", unsafe_allow_html=True)
 
     # GDP vs. Life Expectancy
-    st.image("images/gdp_vs_life_expectancy.png", caption="GDP vs. Life Expectancy", use_container_width=True)
+    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>  
@@ -383,18 +383,18 @@ elif st.session_state.current_page == "EDA":
     """, unsafe_allow_html=True)
     st.markdown("<br>", unsafe_allow_html=True)
     
-        # Life Expectancy vs Developed / Undeveloped Countries
-        st.image("images/life_expectancy_vs_developed.png", caption="Life Expectancy vs Developed / Undeveloped Countries", use_container_width=True)
-        st.markdown("""
-            <h5> 
-            6️⃣ <b>Life Expectancy vs Developed / Undeveloped Countries</b>  
-            - **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)
+    # Life Expectancy vs Developed / Undeveloped Countries
+    st.markdown("<h2 class='subtitle' style='text-align: center;'>Life Expectancy vs Developed / Undeveloped Countries</h2>", unsafe_allow_html=True)
+    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)
     st.markdown("<br>", unsafe_allow_html=True)
 
 # Hands-on Model Page