Update app.py

app.py

@@ -68,7 +68,7 @@ def get_weather_data(location):
             'wind_speed': data['wind'].get('speed', 0),
             'pressure': data['main'].get('pressure', 0),
             'humidity': data['main'].get('humidity', 0),
-            'visibility': data.get('visibility', 10000) / 1000,
+            'visibility': data.get('visibility', 10000) / 1000,  # Still needed for calculations
             'timestamp': datetime.fromtimestamp(data['dt'])
         }
     except requests.exceptions.RequestException as e:
@@ -90,7 +90,7 @@ def get_forecast_data(location):
                 'description': item['weather'][0].get('description', ''),
                 'wind_speed': item['wind'].get('speed', 0),
                 'pressure': item['main'].get('pressure', 0),
-                'visibility': item.get('visibility', 10000) / 1000,
+                'visibility': item.get('visibility', 10000) / 1000,  # Still needed for calculations
                 'timestamp': datetime.fromtimestamp(item['dt'])
             })
         return forecasts
@@ -122,7 +122,6 @@ def determine_transmission_power(image_prediction, weather_data, forecast_data=N
     current_fog_risk = calculate_fog_risk_score(weather_data)
     
     # Combine image and weather predictions with weighted average
-    # Give slightly more weight to image prediction as it's more reliable
     combined_fog_risk = (image_fog_confidence * 0.6) + (current_fog_risk * 0.4)
     
     # Initialize explanation
@@ -150,7 +149,6 @@ def determine_transmission_power(image_prediction, weather_data, forecast_data=N
         # Find periods of high risk
         high_risk_periods = [risk > 0.6 for risk in future_risks]
         if any(high_risk_periods):
-            # Find the last high-risk timestamp
             last_high_risk_idx = len(high_risk_periods) - 1 - high_risk_periods[::-1].index(True)
             duration = forecast_data[last_high_risk_idx]['timestamp'] - weather_data['timestamp']
             
@@ -187,7 +185,6 @@ def integrated_prediction(image, location):
             f"Current Conditions ({current_weather['timestamp'].strftime('%Y-%m-%d %H:%M')})",
             f"Temperature: {current_weather['temperature']:.1f}°C",
             f"Humidity: {current_weather['humidity']}%",
-            f"Visibility: {current_weather['visibility']:.1f} km",
             f"Wind Speed: {current_weather['wind_speed']} m/s",
             "",
             "Analysis Results:",