Update app.py

app.py

@@ -149,18 +149,30 @@ write = Task(
 
 analyse = Task(
     description=(
-        "1. Perform a detailed statistical analysis of patent filing trends, innovation hot spots, and growth projections.\n"
-        "2. Identify and list the top assignees, prominent inventors, and leading companies in the transparent antenna industry.\n"
-        "3. Generate structured output in a list of dictionaries with 'Category' and 'Values' fields.\n"
-        "4. Example Output Format:\n"
-        "[{'Category': 'Top Assignees', 'Values': ['Company A', 'Company B']}, "
-        "{'Category': 'Top Inventors', 'Values': ['Inventor X', 'Inventor Y']}]\n"
-        "5. Generate visualizations such as heatmaps, bar charts, and multi-line charts for trends."
+        "1. Conduct a comprehensive statistical analysis of patent filing trends, innovation hot spots, and future growth projections in the transparent antenna industry.\n"
+        "2. Identify and rank the top regions, leading assignees, prominent inventors, and key companies driving innovation.\n"
+        "3. Highlight regional innovation trends and the distribution of emerging technologies across different geographies.\n"
+        "4. Provide actionable insights and strategic recommendations based on the data.\n"
+        "5. Deliver structured output in a list of dictionaries with 'Category' and 'Values' fields:\n"
+        "   - 'Values' can be:\n"
+        "     a) A dictionary with counts for quantitative data (e.g., {'Region A': 120, 'Region B': 95}),\n"
+        "     b) A list of key items (technologies, companies, inventors), or\n"
+        "     c) Descriptive text for qualitative insights.\n"
+        "6. Example Output Format:\n"
+        "[\n"
+        "  {'Category': 'Top Regions', 'Values': {'North America': 120, 'Europe': 95, 'Asia-Pacific': 85}},\n"
+        "  {'Category': 'Top Assignees', 'Values': {'Company A': 40, 'Company B': 35}},\n"
+        "  {'Category': 'Top Inventors', 'Values': {'Inventor X': 25, 'Inventor Y': 20}},\n"
+        "  {'Category': 'Emerging Technologies', 'Values': ['Graphene Antennas', '5G Integration']},\n"
+        "  {'Category': 'Strategic Insights', 'Values': 'Collaborations between automotive and material science industries are accelerating innovation.'}\n"
+        "]\n"
+        "7. Ensure that the output is clean, well-structured, and formatted for use in visualizations and tables."
     ),
-    expected_output="A structured list of dictionaries ready for visualization and tabular reporting.",
+    expected_output="A structured, well-organized dataset with numeric, list-based, and descriptive insights for comprehensive visual and tabular reporting.",
     agent=analyst
 )
 
+
 crew = Crew(
     agents=[planner, analyst, writer],
     tasks=[plan, analyse, write],