Update app.py

app.py

@@ -141,14 +141,14 @@ if st.session_state.df is not None:
 
     analyze_data = Task(
         description="Analyze the extracted data for query: {query}.",
-        expected_output="Analysis text summarizing findings without any conclusion, summary, or final remarks.",
+        expected_output="Provide only the Introduction, Key Insights, and Analysis sections. Do NOT include any conclusion, summary, or closing remarks.",
         agent=data_analyst,
         context=[extract_data],
     )
 
     write_report = Task(
-        description="Summarize the analysis into an executive report without any conclusion, summary, or closing statements.",
-        expected_output="Markdown report of insights without any conclusion.",
+        description="Summarize the analysis into a structured report with Introduction, Key Insights, and Analysis. DO NOT include any conclusion or summary.",
+        expected_output="Markdown report excluding Conclusion and Summary.",
         agent=report_writer,
         context=[analyze_data],
     )
@@ -168,13 +168,13 @@ if st.session_state.df is not None:
         query = st.text_area("Enter Query:", value="Provide insights into the salary of a Principal Data Scientist.")
         if st.button("Submit Query"):
             with st.spinner("Processing query..."):
-                # Step 1: Generate Report WITHOUT Conclusion, Summary, or Closing Remarks
-                report_prompt = f"{query} Provide a detailed analysis but DO NOT include any Conclusion, Summary, or closing remarks."
+                # Step 1: Generate the structured report (without Conclusion)
+                report_prompt = f"{query} Provide only the Introduction, Key Insights, and Analysis sections. Do NOT include Conclusion or Summary."
                 inputs = {"query": report_prompt}
                 report_result = crew.kickoff(inputs=inputs)
 
                 # Step 2: Generate ONLY the Conclusion
-                conclusion_prompt = f"{query} Provide only the Conclusion for this analysis."
+                conclusion_prompt = f"{query} Provide ONLY the Conclusion for this analysis."
                 conclusion_inputs = {"query": conclusion_prompt}
                 conclusion_result = crew.kickoff(inputs=conclusion_inputs)
 
@@ -198,7 +198,7 @@ if st.session_state.df is not None:
                                         title="Salary Distribution by Employment Type")
                 visualizations.append(fig_employment)
 
-                # Step 4: Display report without conclusion
+                # Step 4: Display report (without Conclusion)
                 st.markdown(report_result)
 
                 # Step 5: Insert Visual Insights