Update pages/3_EDA and Feature Engineering.py

pages/3_EDA and Feature Engineering.py

@@ -17,7 +17,7 @@ st.markdown(
     <style>
         .stApp {{
             background-image: url("{background_image_url}");
-            background-size: 60% auto;  /* Ensure the image width is 100% of the screen, and the height scales proportionally */
+            background-size: auto;  /* Ensure the image width is 100% of the screen, and the height scales proportionally */
             background-repeat: repeat-y;  /* Repeat only vertically */
             background-position: top center;  /* Start repeating from the top center */
             background-attachment: fixed;  /* Keeps the background fixed as you scroll */
@@ -108,7 +108,7 @@ st.write("""
 st.write("Further steps will include generating visualizations and statistical tests to explore relationships between features in more detail.")
 
 # Access dataset from session state
-data= st.session_state.get("dataset")
+data= st.session_state.get("df")
 
 if data is not None:
     st.subheader("Dataset Preview:")
@@ -118,10 +118,11 @@ if data is not None:
     st.subheader("Info of the Dataset:")
     # Redirect the output of df.info() to a string buffer
     buffer = StringIO()
-    data.info(buf=buffer)
-    
-    # Display the content in Streamlit
-    st.write(buffer.getvalue())
+    df.info(buf=buffer)
+
+    # Display the content in Streamlit as Markdown
+    st.subheader("Info of the Dataset:")
+    st.markdown(f"```{buffer.getvalue()}```")
     
     st.subheader("Dataset Statistics:")
     st.write(data.describe())