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Update modules/simulator.py
Browse files- modules/simulator.py +7 -35
modules/simulator.py
CHANGED
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@@ -6,30 +6,14 @@ def simulate_data(n=10, faults=True):
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today = datetime.date.today()
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poles = [f"Pole_{i+1:03}" for i in range(n)]
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data = []
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# Define location coordinates for the sites
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locations = {
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"Hyderabad": (17.385044, 78.486671),
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"Gadwal": (16.2333, 77.1833),
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"Kurnool": (15.8281, 78.0469),
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"Ballari": (15.1502, 75.9246)
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}
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# Assign poles to sites randomly
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for pole in poles:
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site = np.random.choice(list(locations.keys()))
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lat, lon = locations[site]
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solar = round(np.random.uniform(3.0, 7.5), 2)
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wind = round(np.random.uniform(0.5, 2.0), 2)
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required = round(np.random.uniform(1.0, 1.5), 2)
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total = solar + wind
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cam = np.random.choice(['Online', 'Offline'], p=[0.85, 0.15]) if faults else "Online"
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tilt = round(np.random.uniform(0, 12), 1)
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vib = round(np.random.uniform(0.1, 2.5), 2)
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anomaly = []
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if faults:
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if solar < 4.0:
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anomaly.append("Low Solar Output")
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@@ -41,29 +25,17 @@ def simulate_data(n=10, faults=True):
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anomaly.append("Vibration Alert")
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if cam == "Offline":
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anomaly.append("Camera Offline")
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if
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alert = "Green"
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if len(anomaly) == 1:
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alert = "Yellow"
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elif len(anomaly) > 1:
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alert = "Red"
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data.append({
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"Pole ID": pole,
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"Date": today,
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"Solar Gen (kWh)": solar,
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"Wind Gen (kWh)": wind,
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"Power Required (kWh)": required,
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"Power Sufficient": sufficient,
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"Camera Status": cam,
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"Tilt (°)": tilt,
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"Vibration (g)": vib,
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"
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"
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"
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"Longitude": lon
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})
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return pd.DataFrame(data)
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today = datetime.date.today()
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poles = [f"Pole_{i+1:03}" for i in range(n)]
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data = []
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for pole in poles:
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solar = round(np.random.uniform(3.0, 7.5), 2)
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wind = round(np.random.uniform(0.5, 2.0), 2)
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tilt = round(np.random.uniform(0, 12), 1)
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vib = round(np.random.uniform(0.1, 2.5), 2)
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cam = np.random.choice(['Online', 'Offline'], p=[0.85, 0.15])
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alert = "Green"
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anomaly = []
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if faults:
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if solar < 4.0:
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anomaly.append("Low Solar Output")
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anomaly.append("Vibration Alert")
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if cam == "Offline":
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anomaly.append("Camera Offline")
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alert = "Red" if len(anomaly) > 1 else "Yellow" if anomaly else "Green"
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data.append({
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"Pole ID": pole,
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"Date": today,
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"Solar Gen (kWh)": solar,
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"Wind Gen (kWh)": wind,
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"Tilt (°)": tilt,
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"Vibration (g)": vib,
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"Camera Status": cam,
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"Anomalies": "; ".join(anomaly),
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"Alert Level": alert
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})
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return pd.DataFrame(data)
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