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4ad3b10 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 | import numpy as np
from datetime import datetime
def evaluate_coldroom_status(anomaly_detected, temp, is_night, is_weekend, is_peak, reconstruction_error, threshold):
"""
Implements the intensity math from your JavaScript snippet for Coldrooms.
"""
intense = 0
if anomaly_detected:
intense += 2
if is_night:
intense += 1
if is_weekend:
intense += 1
if not is_peak and temp > 35:
intense += 2
if reconstruction_error > threshold * 0.8:
intense += 2
level = "Normal"
if intense >= 4:
level = "Critical"
elif intense >= 2:
level = "Warning"
return intense, level
def evaluate_tank_status(anomaly_detected, anomalies, is_night):
"""
Implements the intensity math from your JavaScript snippet for Tanks.
"""
intense = 0
if anomaly_detected:
intense += 2
# Check for specific dangerous types
has_impossible = any(a.get('type') == 'impossible_value' for a in anomalies)
has_spike = any(a.get('type') == 'sudden_spike' for a in anomalies)
has_fault = any(a.get('type') == 'sensor_fault' for a in anomalies)
if has_impossible:
intense += 2
if has_spike:
intense += 1
if has_fault:
intense += 1
if anomaly_detected and is_night:
intense += 1
# Mapping to Level
level = "Normal"
if intense >= 4:
level = "Critical"
elif intense >= 2:
level = "Warning"
return intense, level
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