Create modules/simulator.py

modules/simulator.py

@@ -0,0 +1,19 @@
+import pandas as pd
+import numpy as np
+
+def simulate_pole_data(n=100):
+    np.random.seed(1)
+    sites = ["Hyderabad", "Ballari", "Gadwal", "Kurnool"]
+    df = pd.DataFrame({
+        "PoleID": [f"Pole_{i:05}" for i in range(n)],
+        "Site": np.random.choice(sites, size=n),
+        "Location_Latitude": np.random.uniform(16.5, 18.5, n),
+        "Location_Longitude": np.random.uniform(77.0, 79.5, n),
+        "SolarGen(kWh)": np.random.uniform(2.0, 6.5, n),
+        "WindGen(kWh)": np.random.uniform(0.3, 2.5, n),
+        "Tilt(°)": np.random.uniform(0, 20, n),
+        "Vibration(g)": np.random.uniform(0.1, 3.5, n),
+        "CameraStatus": np.random.choice(["Online", "Offline"], n),
+        "PowerSufficient": np.random.choice(["Yes", "No"], n),
+    })
+    return df