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Update modules/simulator.py
Browse files- modules/simulator.py +11 -4
modules/simulator.py
CHANGED
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@@ -1,12 +1,16 @@
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import pandas as pd
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import numpy as np
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import datetime
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def simulate_data(n=
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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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required = round(np.random.uniform(1.0, 1.5), 2)
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@@ -15,6 +19,7 @@ def simulate_data(n=10, faults=True):
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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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sufficient = "Yes" if total >= required else "No"
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anomaly = []
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if faults:
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if solar < 4.0:
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@@ -22,9 +27,9 @@ def simulate_data(n=10, faults=True):
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if wind < 0.7:
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anomaly.append("Low Wind Output")
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if tilt > 10:
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anomaly.append("Pole Tilt Risk")
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if vib > 2.0:
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anomaly.append("Vibration
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if cam == "Offline":
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anomaly.append("Camera Offline")
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if sufficient == "No":
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@@ -36,6 +41,8 @@ def simulate_data(n=10, faults=True):
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alert = "Red"
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data.append({
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"PoleID": pole,
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"Date": today,
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"SolarGen(kWh)": solar,
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"WindGen(kWh)": wind,
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import pandas as pd
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import numpy as np
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import datetime
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import uuid
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def simulate_data(n=50, 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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# Distribute poles across 4 locations
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locations = ["Hyderabad"] * 12 + ["Gadwal"] * 12 + ["Kurnool"] * 12 + ["Bangalore"] * 14
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np.random.shuffle(locations) # Randomize for realism
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data = []
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for i, (pole, location) in enumerate(zip(poles, locations)):
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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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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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sufficient = "Yes" if total >= required else "No"
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rfid = str(uuid.uuid4())[:16] # 16-digit unique RFID
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anomaly = []
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if faults:
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if solar < 4.0:
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if wind < 0.7:
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anomaly.append("Low Wind Output")
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if tilt > 10:
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anomaly.append("High Pole Tilt Risk")
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if vib > 2.0:
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anomaly.append("Excessive Vibration")
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if cam == "Offline":
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anomaly.append("Camera Offline")
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if sufficient == "No":
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alert = "Red"
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data.append({
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"PoleID": pole,
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"RFID": rfid,
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"Location": location,
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"Date": today,
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"SolarGen(kWh)": solar,
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"WindGen(kWh)": wind,
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