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Create utils.py
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utils.py
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def calculate_distress(emotions):
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distress_weights = {
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"fear": 1.0,
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"anger": 0.9,
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"disgust": 0.8,
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"sadness": 0.85,
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"nervousness": 0.7,
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"disappointment": 0.6,
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"remorse": 0.5,
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"annoyance": 0.6,
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"confusion": 0.6,
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"disapproval": 0.4,
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"embarrassment": 0.7,
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"grief": 1,
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"nervousness": 0.7,
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"remorse": 0.7,
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"sadness": 0.9,
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"desire": 0.4,
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"joy": 0.2,
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"love": 0.3,
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"admiration": 0.2,
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"optimism": 0.3,
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"relief": 0.2,
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"pride": 0.3,
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"gratitude": 0.2,
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"amusement": 0.2,
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"excitement": 0.3,
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"surprise": 0.4,
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"neutral": 0.1
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}
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if not emotions:
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return 0.0
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if not isinstance(emotions, dict):
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raise ValueError("Emotions should be a dictionary with labels as keys and scores as values.")
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distress = sum(
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distress_weights.get(label, 0) * score for label, score in emotions.items()
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)
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return round(distress, 2)
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