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app.py

@@ -68,8 +68,8 @@ st.pyplot(fig_corr)
 st.header("4. Impact of Categorical Variables on Average Score")
 
 def plot_and_analyze_categorical(dataframe, category_col, score_col='average_score'):
-    # Corrected line:
-    st.subheader(f"4.{plot_and_analyze_categorical.counter}. {category_col.replace("_", " ").title()}")
+    # Corrected line with single quotes for replace arguments
+    st.subheader(f"4.{plot_and_analyze_categorical.counter}. {category_col.replace('_', ' ').title()}")
     plot_and_analyze_categorical.counter += 1
 
     # Violin Plot