updated params for kochi system

DataService/enhanced_generator.py

@@ -143,7 +143,7 @@ class EnhancedMetroDataGenerator:
                 "last_service_date": (datetime.now() - timedelta(days=days_since_service)).isoformat(),
                 "total_mileage_km": profile["total_mileage_km"],
                 "daily_mileage_km": random.randint(180, 420),
-                "operational_hours": int(profile["total_mileage_km"] / 35),  # Avg 35 km/h
+                "operational_hours": int(profile["total_mileage_km"] / 35),  # Kochi Metro avg operating speed: 35 km/h
                 "age_years": round(profile["age_years"], 1),
                 "base_reliability_score": round(profile["base_reliability"], 3),
                 "manufacturer": profile["manufacturer"],

DataService/metro_data_generator.py

@@ -71,7 +71,7 @@ class MetroDataGenerator:
             name=route_name,
             stations=stations,
             total_distance_km=total_distance,
-            avg_speed_kmh=random.randint(32, 38),
+            avg_speed_kmh=random.randint(32, 38),  # Varies around 35 km/h average operating speed
             turnaround_time_minutes=random.randint(8, 12)
         )
     

DataService/metro_models.py

@@ -184,7 +184,7 @@ class Route(BaseModel):
     name: str
     stations: List[Station]
     total_distance_km: float
-    avg_speed_kmh: float = 35
+    avg_speed_kmh: float = 35  # Kochi Metro average operating speed: 35 km/h
     turnaround_time_minutes: int = 10  # Time needed at terminals
 
 

DataService/synthetic_base.py

@@ -146,7 +146,7 @@ class MetroSyntheticDataGenerator:
                 "gps": {
                     "latitude": round(random.uniform(9.9, 10.1), 6),
                     "longitude": round(random.uniform(76.2, 76.4), 6),
-                    "speed_kmh": round(random.uniform(0, 80), 1)
+                    "speed_kmh": round(random.uniform(0, 80), 1)  # Max tested speed: 80 km/h
                 }
             }
             sensor_data.append(sensors)