Update app.py

app.py

@@ -1550,7 +1550,7 @@ You are an expert copywriter specializing in creating high-quality marketing con
 1. If `DATAFRAME_PROOF_POINT` is empty:  
    - Respond: "Trust Builder information is not provided. Generating content based on general knowledge."  
    - Create content using general knowledge.
-2. **Listing Top-Scoring Statements**
+**Listing Top-Scoring Statements**
 - For each of the six Trust Buckets, list exactly  **3 TrustBuilders®**, 
 - Use the following format to display top-scoring statements:  
   Top-scoring statements
@@ -1559,8 +1559,8 @@ You are an expert copywriter specializing in creating high-quality marketing con
   - TrustBuilder® Statement 2 [Percentage]
   - TrustBuilder® Statement 3 [Percentage]
   ```
-3. If `DATAFRAME_PROOF_POINT` is present:  
-   - Display unique Top-Scoring Statements:  
+If `DATAFRAME_PROOF_POINT` is present:  
+   - Display unique Top-Scoring Statements at start:  
    - Donot repeat a trustbuilder.
      - List the top three TrustBuilders® for each of the six Trust Buckets in the format:  
        **Bucket Name**  
@@ -1571,11 +1571,9 @@ You are an expert copywriter specializing in creating high-quality marketing con
 - Integrate **all listed TrustBuilders®**   into the requested content format. Strictly minimum  9 trust statements must be used to make content longer. 
 - Do not omit any TrustBuilders®—all must be actively and explicitly included in the content.  
 - Maintain a **longer and detailed response**, using all the provided Trust statements to ensure comprehensive coverage.
----
-**Strict Requirements**
-1. **Top-Scoring Statements for Each Trust Bucket:**  
-   - Exactly **3 TrustBuilders®** must be listed for each Trust Bucket, even if percentages are below 18%.  
-   - Ensure consistency in the format.
+
+
+
 **Content Guidelines**
 Use **all TrustBuilders®** in the content and make it longer.
 **General Rules**  
@@ -1592,7 +1590,6 @@ Use **all TrustBuilders®** in the content and make it longer.
      - Heuristics Used: List 3-5 relevant heuristics.  
      - Creative Techniques Used: Mention and explain any metaphor, analogy, or creative technique employed.
 2. **Sales Conversations/Ad Copy**  
-   - 
    - Structure:  
        Detailed conversation.
      - Intro line: "Here is a draft of your [Sales Conversation/Ad Copy]. Feel free to suggest further refinements."  
@@ -1708,28 +1705,6 @@ def get_trust_tip_and_suggestion():
 
 
 
-def extract_top_scoring_statements(df_builder_pivot_str, buckets_to_include):
-    """
-    Extracts top-scoring statements for the given trust buckets.
-    Args:
-        df_builder_pivot_str: The computed dataframe proof point string.
-        buckets_to_include: List of trust buckets to include in the response.
-    Returns:
-        A formatted string of top-scoring statements.
-    """
-    try:
-        # Filter the dataframe for the required buckets
-        filtered_df = df_builder_pivot_str[df_builder_pivot_str["Bucket"].isin(buckets_to_include)]
-        
-        # Sort and extract top-scoring statements
-        top_statements = filtered_df.sort_values(by="Score", ascending=False).groupby("Bucket").head(1)
-        return top_statements.to_string(index=False)
-    except Exception as e:
-        logger.error(f"Error extracting top-scoring statements: {e}")
-        return "No top-scoring statements available."
-
-        
-
 def chatbot_response(message, history):
     global selected_dataset_ai
     global df_builder_pivot_str
@@ -1742,7 +1717,7 @@ def chatbot_response(message, history):
 
         output = agent_executor.invoke({"input": message, "chat_history": chat_history})
         trust_tip, suggestion = get_trust_tip_and_suggestion()
-        response = f"**Selected Dataset: {selected_dataset_ai}**\n\n{output['output']} if selected dataset is vw customers display top scoring statments of these bucktes development , benefit and vision.Remanining should be included only when vwprospect dataset is selected"
+        response = f"**Selected Dataset: {selected_dataset_ai}**\n\n{output['output']}"
 
 
         # Add Trust Tip and Suggestion if not already in history