Calculate the Talk / Listen Ratio of Speakers

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import assemblyai as aai
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aai.settings.api_key = "YOUR_API_KEY"
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def calculate_talk_listen_ratios(transcript):
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    """
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    :param transcript: AssemblyAI Transcript object
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    :return: Dictionary with talk time, percentage, and talk-listen ratios for each speaker
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    """
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    # Ensure speaker labels were enabled
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    if not transcript.utterances:
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        raise ValueError("Speaker labels were not enabled for this transcript.")
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    speaker_talk_time = {}
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    total_time = 0
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    for utterance in transcript.utterances:
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        speaker = f"Speaker {utterance.speaker}"
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        duration = utterance.end - utterance.start
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        speaker_talk_time[speaker] = speaker_talk_time.get(speaker, 0) + duration
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        total_time += duration
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    # Calculate percentages and ratios
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    result = {}
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    for speaker, talk_time in speaker_talk_time.items():
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        percentage = (talk_time / total_time) * 100
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        result[speaker] = {
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            "talk_time_ms": talk_time,
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            "percentage": round(percentage, 2)
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        }
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    # Calculate talk-listen ratios for each speaker against all others
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    for speaker in result.keys():
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        other_speakers_time = sum(talk_time for spk, talk_time in speaker_talk_time.items() if spk != speaker)
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        if other_speakers_time > 0:
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            ratio = speaker_talk_time[speaker] / other_speakers_time
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            result[speaker]["talk_listen_ratio"] = round(ratio, 2)
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        else:
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            result[speaker]["talk_listen_ratio"] = None  # Handle cases with only one speaker
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    return result
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transcriber = aai.Transcriber()
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audio_url = ("YOUR_AUDIO_URL")
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config = aai.TranscriptionConfig(speaker_labels=True)
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transcript = transcriber.transcribe(audio_url, config)
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talk_listen_stats = calculate_talk_listen_ratios(transcript)
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print(talk_listen_stats)

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import assemblyai as aai
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aai.settings.api_key = "YOUR_API_KEY"

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def calculate_talk_listen_ratios(transcript):
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    """
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    :param transcript: AssemblyAI Transcript object
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    :return: Dictionary with talk time, percentage, and talk-listen ratios for each speaker
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    """
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    # Ensure speaker labels were enabled
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    if not transcript.utterances:
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        raise ValueError("Speaker labels were not enabled for this transcript.")
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    speaker_talk_time = {}
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    total_time = 0
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    for utterance in transcript.utterances:
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        speaker = f"Speaker {utterance.speaker}"
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        duration = utterance.end - utterance.start
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        speaker_talk_time[speaker] = speaker_talk_time.get(speaker, 0) + duration
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        total_time += duration
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    # Calculate percentages and ratios
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    result = {}
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    for speaker, talk_time in speaker_talk_time.items():
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        percentage = (talk_time / total_time) * 100
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        result[speaker] = {
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            "talk_time_ms": talk_time,
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            "percentage": round(percentage, 2)
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        }
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    # Calculate talk-listen ratios for each speaker against all others
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    for speaker in result.keys():
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        other_speakers_time = sum(talk_time for spk, talk_time in speaker_talk_time.items() if spk != speaker)
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        if other_speakers_time > 0:
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            ratio = speaker_talk_time[speaker] / other_speakers_time
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            result[speaker]["talk_listen_ratio"] = round(ratio, 2)
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        else:
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            result[speaker]["talk_listen_ratio"] = None  # Handle cases with only one speaker
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    return result

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transcriber = aai.Transcriber()
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audio_url = ("https://api.assemblyai-solutions.com/storage/v1/object/public/dual-channel-phone-data/Fisher_Call_Centre/audio05851.wav")
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config = aai.TranscriptionConfig(speaker_labels=True)
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transcript = transcriber.transcribe(audio_url, config)
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talk_listen_stats = calculate_talk_listen_ratios(transcript)
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print(talk_listen_stats)