Update app.py

app.py

@@ -10,13 +10,9 @@ def optimize_process(resource_allocation, machine_efficiency, production_goal, t
     waste_output = (expected_output * waste_tolerance) / 100
     
     # Determine realistic efficiency improvement recommendation
-    if current_capacity < production_goal:
-        required_efficiency = production_goal / (resource_allocation * time_frame)
-        realistic_efficiency = min(95, required_efficiency * 100)  # Cap realistic efficiency at 95%
-        efficiency_improvement_needed = max(0, realistic_efficiency - machine_efficiency * 100)
-    else:
-        realistic_efficiency = machine_efficiency * 100
-        efficiency_improvement_needed = 0
+    required_efficiency = production_goal / (resource_allocation * time_frame)
+    realistic_efficiency = max(75, min(95, required_efficiency * 100))  # Efficiency capped between 75% and 95%
+    efficiency_improvement_needed = max(0, realistic_efficiency - machine_efficiency * 100)
 
     return {
         'Machines Needed': machines_needed,
@@ -24,7 +20,7 @@ def optimize_process(resource_allocation, machine_efficiency, production_goal, t
         'Waste Output': waste_output,
         'Efficiency Improvement Needed': efficiency_improvement_needed,
         'Recommendation Efficiency': realistic_efficiency,
-        'Optimization Recommendation': f"Machines efficiency should be at least {realistic_efficiency:.1f}% for the best results."
+        'Optimization Recommendation': f"Machines efficiency should ideally be at least {realistic_efficiency:.1f}% for optimal results based on industry standards."
     }
 
 # Streamlit App Layout
@@ -66,9 +62,14 @@ if st.button("🚀 Optimize Process"):
 
     # Generate Optimization Report
     st.subheader("📊 Optimization Report")
+    efficiency_message = (
+        "The current machine efficiency is adequate to meet your production goals. No further improvement is required."
+        if optimized_output['Efficiency Improvement Needed'] == 0
+        else "The current machine efficiency may not be sufficient to meet your production goals. Improving machine efficiency could yield better results."
+    )
     st.markdown(f"""
     ### Key Insights:
-    - **Production Efficiency**: The current machine efficiency may not be sufficient to meet your production goals. Improving machine efficiency could yield better results.
+    - **Production Efficiency**: {efficiency_message}
     - **Waste Management**: The waste is currently within the acceptable tolerance, but reducing waste further will improve overall efficiency.
     - **Resource Allocation**: The number of machines available is adequate, but you could potentially increase the machine count to optimize the process.