Update app.py

app.py

@@ -17,9 +17,9 @@ if uploaded_file:
     df['YEAR'] = df['INVOICE_DATE'].dt.year
     df['MONTH'] = df['INVOICE_DATE'].dt.month
 
-    # Clean whitespace in 'CUSTOMER_NAME' and 'DESCRIPTION'
-    df['CUSTOMER_NAME'] = df['CUSTOMER_NAME'].str.strip()
-    df['DESCRIPTION'] = df['DESCRIPTION'].str.strip()
+    # Clean whitespace and ensure consistent case in 'CUSTOMER_NAME' and 'DESCRIPTION'
+    df['CUSTOMER_NAME'] = df['CUSTOMER_NAME'].str.strip().str.lower()
+    df['DESCRIPTION'] = df['DESCRIPTION'].str.strip().str.lower()
 
     # Sidebar Filters
     st.sidebar.header("Filter Options")
@@ -45,10 +45,10 @@ if uploaded_file:
     ]
 
     if customer_query != "All":
-        filtered_df = filtered_df[filtered_df['CUSTOMER_NAME'].str.contains(customer_query, case=False, na=False)]
+        filtered_df = filtered_df[filtered_df['CUSTOMER_NAME'] == customer_query]
 
     if product_query != "All":
-        filtered_df = filtered_df[filtered_df['DESCRIPTION'].str.contains(product_query, case=False, na=False)]
+        filtered_df = filtered_df[filtered_df['DESCRIPTION'] == product_query]
 
     # Display Filtered Data
     st.write(f"Filtered Data: {len(filtered_df)} records found.")