Update app.py

app.py

@@ -47,35 +47,35 @@ def predict_status(air_temp, proc_temp, speed, torque, tool_wear):
 
     # User-friendly reasons for each feature
     if air_temp < 150:
-        reasons.append("1. The air temperature is too low, which might be causing the machine to underperform.")
+        reasons.append("• The air temperature is too low, which might be causing the machine to underperform.")
     elif air_temp > 500:
-        reasons.append("1. The air temperature is too high, which could be causing the machine to overheat.")
+        reasons.append("• The air temperature is too high, which could be causing the machine to overheat.")
 
     if proc_temp < 150:
-        reasons.append("2. The process temperature is below the normal range, possibly affecting machine efficiency.")
+        reasons.append("• The process temperature is below the normal range, possibly affecting machine efficiency.")
     elif proc_temp > 500:
-        reasons.append("2. The process temperature is too high, which might lead to overheating.")
+        reasons.append("• The process temperature is too high, which might lead to overheating.")
 
     if speed < 500:
-        reasons.append("3. The rotational speed is too low, causing the machine to operate inefficiently.")
+        reasons.append("• The rotational speed is too low, causing the machine to operate inefficiently.")
     elif speed > 1500:
-        reasons.append("3. The rotational speed is too high, which might be causing excessive strain on the machine.")
+        reasons.append("• The rotational speed is too high, which might be causing excessive strain on the machine.")
 
     if torque < 100:
-        reasons.append("4. The torque is too low, which may indicate that the machine is not operating at its full capacity.")
+        reasons.append("• The torque is too low, which may indicate that the machine is not operating at its full capacity.")
     elif torque > 800:
-        reasons.append("4. The torque is too high, possibly putting excessive stress on the machine's components.")
+        reasons.append("• The torque is too high, possibly putting excessive stress on the machine's components.")
 
     if tool_wear < 50:
-        reasons.append("5. The tool wear is minimal, but routine checks are still recommended to prevent future issues.")
+        reasons.append("• The tool wear is minimal, but routine checks are still recommended to prevent future issues.")
     elif tool_wear > 300:
-        reasons.append("5. The tool wear is high, and the tool may need to be replaced soon to maintain optimal performance.")
+        reasons.append("• The tool wear is high, and the tool may need to be replaced soon to maintain optimal performance.")
 
     # Generate the final result message
     if prediction == 0:
         result_message = "🔴 Machine is NOT working.\n"  # First line for machine status
         if reasons:
-            result_message += "\n".join(reasons)  # Second row onward for reasons
+            result_message += "\n".join(reasons)  # Second row onward for reasons with bullet points
         else:
             result_message += "No specific reason identified."  # In case no issues found
     else: