Imentiv AI Audio Emotion API API

The Audio Emotion Analysis API processes audio files or YouTube URLs to analyze emotions and transcripts. The API provides: **Speaker Diarization:** Identifies and segments audio by speakers. **Audio Emotion Analysis:** Detects one of 8 emotions per audio segment. **Text Emotion Analysis:** Generates a transcript for each segment and detects one of 28 emotions from the text.

OpenAPI Specification

imentiv-ai-audio-emotion-api-api-openapi.yml Raw ↑
openapi: 3.1.0
info:
  title: Welcome to Imentiv AI AI Insights API Audio Emotion API API
  description: "# Welcome to Imentiv AI\n\nImentiv AI is an advanced Emotion AI platform that leverages deep learning to analyze human emotions across multiple media formats, including video, audio, images, and text. By interpreting facial expressions, vocal tones, and linguistic cues, it provides detailed emotional insights to support use cases such as content creation, marketing optimization, education, mental health assessments, and more.\n\nImentiv AI offers a suite of Emotion Recognition APIs that allow developers and businesses to seamlessly integrate advanced emotion analysis into their applications, enabling deeper insights into user engagement and emotional responses.\n\n## Key Features of Imentiv AI APIs\n\n### 1. Video Emotion API\n**Functionality:** Analyzes emotions in videos, whether uploaded directly or via YouTube links.\n\n**Insights Provided:**\n- Frame-by-frame and actor-by-actor emotion analysis\n- Valence-arousal mapping to determine emotional intensity and positivity/negativity\n- Personality trait analysis using the Big Five (OCEAN) model\n- Emotion graphs and wheels to visualize emotional dynamics\n\n**Use Cases:** Suitable for researchers analyzing bulk videos, advertising campaigns, webinars, online meetings, and other video-based content to optimize engagement and content strategy.\n\n### 2. Image Emotion API\n**Functionality:** Detects and analyzes emotions in images.\n\n**Insights Provided:**\n- Face detection and recognition\n- Emotion analysis for each detected face\n- Overall emotional tone of the image\n\n**Use Cases:** Enhances image analysis for advertising, market research, psychological studies, and social media content.\n\n### 3. Audio Emotion API\n**Functionality:** Analyzes emotions in audio recordings, either via direct uploads or by extracting audio from YouTube videos.\n\n**Insights Provided:**\n- Differentiation between multiple speakers in a conversation\n- Emotion detection from vocal cues (e.g., happiness, sadness, anger, surprise)\n- Transcription and detection of up to 28 nuanced emotions (e.g., admiration, curiosity, disappointment, pride)\n- Audio summaries and detailed analytics\n\n**Use Cases:** Provides emotional insights for podcasts, voice messages, call analysis, and other audio-based content.\n\n### 4. Text Emotion API\n**Functionality:** Analyzes emotions in textual content.\n\n**Insights Provided:**\n- Detection of 28 distinct emotions, including curiosity, disappointment, and excitement\n- Overall sentiment analysis and identification of dominant emotions at sentence level\n\n**Use Cases:** Integrates into chatbots, social media platforms, and other text-based applications for sentiment and emotion analysis.\n\n---\n\n## Authorization\n\nLearn how to obtain your API keys to access Imentiv AI APIs.\n\n### Generate API Key:\n\n1. **Sign up** at [imentiv.ai](https://imentiv.ai) and log in to your account.\n2. Navigate to the **'My Profile'** tab to obtain your API key.\n3. Use this API key to authorize your API calls.\n\n> **Note:** Keep your API key secure and do not share it publicly. Include it in your API requests using the `Authorization` header or as specified in the endpoint documentation.\n        "
  version: 1.0.0
tags:
- name: Audio Emotion API
  description: "The Audio Emotion Analysis API processes audio files or YouTube URLs to analyze emotions and transcripts. The API provides:\n\n**Speaker Diarization:** Identifies and segments audio by speakers.\n\n**Audio Emotion Analysis:** Detects one of 8 emotions per audio segment.\n\n**Text Emotion Analysis:** Generates a transcript for each segment and detects one of 28 emotions from the text.\n            "
paths:
  /v2/audios:
    post:
      tags:
      - Audio Emotion API
      summary: Upload Audio
      description: 'Analyze emotions and speech patterns from audio content.


        Submit audio from multiple sources and receive detailed emotion analysis,

        speaker identification, and transcription with emotional insights.


        **Input Sources:**

        - **YouTube**: Provide any YouTube video URL (audio will be extracted)

        - **Instagram**: Instagram Reels and video posts (public content)

        - **Twitter/X**: Twitter video posts and media content

        - **Facebook**: Facebook video posts (public content)

        - **Cloud Storage**: Dropbox, Google Drive, or other cloud service links

        - **Direct URL**: Any publicly accessible audio or video link

        - **File Upload**: Upload audio files directly from your device


        **Audio Extraction:**

        Video files are supported for URLs only (YouTube, Instagram, Twitter, Facebook,

        Dropbox, direct links) - the audio track will be automatically extracted and analyzed.

        For file uploads, use audio formats only (MP3, WAV, AAC, M4A).


        **Analyze Specific Segments:**

        Focus on specific portions using `start_millis` and `end_millis` parameters.

        This helps target key moments and optimize credit usage.


        **How It Works:**

        1. Submit your audio and receive an immediate response with an audio ID

        2. Audio is queued for processing (typically completes within minutes)

        3. Optionally receive a webhook notification via `callback_url` when complete

        4. Retrieve results using the audio ID


        **Supported Formats:**

        - File Upload: MP3, WAV, AAC, M4A

        - Media URLs: MP3, WAV, AAC, M4A, MP4, AVI, MOV (audio extracted from video URLs)


        **Credit Usage:**

        Processing time is billed based on the analyzed audio duration.


        **Extra Parameters:**

        - **speaker_diarization** (bool): Enable or disable speaker diarization for identifying different speakers in the audio. Default is True.

        - **text_emotion_analysis** (bool): Enable or disable transcript emotion analysis for the transcribed text. Default is True.

        - **language** (str, optional): Language code for the audio (e.g., ''en''). If not provided, language will be auto-detected.'
      operationId: upload_audio_v2_audios_post
      requestBody:
        content:
          multipart/form-data:
            schema:
              $ref: '#/components/schemas/Body_upload_audio_v2_audios_post'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/AudioEmotionResponseV2'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - APIKeyHeader: []
  /v1/audios:
    get:
      tags:
      - Audio Emotion API
      summary: List Audios
      description: API to get audios processed by user with pagination.
      operationId: list_audios_v1_audios_get
      security:
      - APIKeyHeader: []
      parameters:
      - name: offset_audio_id
        in: query
        required: false
        schema:
          type: string
          description: The ID of the reference audio from which to paginate forward/backward
          title: Offset Audio Id
        description: The ID of the reference audio from which to paginate forward/backward
      - name: page_size
        in: query
        required: false
        schema:
          type: integer
          description: 'Number of results to return (default: 20, max: 100)'
          default: 10
          title: Page Size
        description: 'Number of results to return (default: 20, max: 100)'
      - name: direction
        in: query
        required: false
        schema:
          type: string
          description: 'Pagination direction: forward (default) or backward'
          default: forward
          title: Direction
        description: 'Pagination direction: forward (default) or backward'
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/PaginatedResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/audios/{audio_id}:
    get:
      tags:
      - Audio Emotion API
      summary: Get Audio Emotion Insights
      description: Retrieve Single Audio based on audio_id.
      operationId: get_audio_emotion_insights_v1_audios__audio_id__get
      security:
      - APIKeyHeader: []
      parameters:
      - name: audio_id
        in: path
        required: true
        schema:
          type: string
          description: The unique ID of the uploaded audio
          title: Audio Id
        description: The unique ID of the uploaded audio
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Audio'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
    put:
      tags:
      - Audio Emotion API
      summary: Reprocess Audio
      description: Reprocess an audio file based on audio id.
      operationId: reprocess_audio_v1_audios__audio_id__put
      security:
      - APIKeyHeader: []
      parameters:
      - name: audio_id
        in: path
        required: true
        schema:
          type: string
          description: Unique identifier of the audio to reprocess
          title: Audio Id
        description: Unique identifier of the audio to reprocess
      requestBody:
        content:
          application/x-www-form-urlencoded:
            schema:
              $ref: '#/components/schemas/Body_reprocess_audio_v1_audios__audio_id__put'
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/AudioReprocessResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
    delete:
      tags:
      - Audio Emotion API
      summary: Delete An Audio
      description: Deletes a specific audio file and all associated emotion analysis data from the system. This action is irreversible.
      operationId: delete_an_audio_v1_audios__audio_id__delete
      security:
      - APIKeyHeader: []
      parameters:
      - name: audio_id
        in: path
        required: true
        schema:
          type: string
          description: Unique identifier of the audio to be deleted
          title: Audio Id
        description: Unique identifier of the audio to be deleted
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/AudioDeleteResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v2/audios/{audio_id}/multimodal-analytics:
    get:
      tags:
      - Audio Emotion API
      summary: Get Audio Multimodal Insights
      description: 'Get complete multimodal analytics for an audio file including:

        - Audio emotion analysis (speaker-by-speaker)

        - Text sentiment analysis from transcription

        - Detected speakers

        - Overall summaries'
      operationId: get_audio_multimodal_insights_v2_audios__audio_id__multimodal_analytics_get
      security:
      - APIKeyHeader: []
      parameters:
      - name: audio_id
        in: path
        required: true
        schema:
          type: string
          description: The unique ID of the audio
          title: Audio Id
        description: The unique ID of the audio
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/FullAudioAnalyticsResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/audios/{audio_id}/{segment_index}:
    delete:
      tags:
      - Audio Emotion API
      summary: Delete Audio Segment
      description: 'Deletes a specific segment of an audio file based on the segment index. After deletion,

        the remaining segments are reindexed to fill the gap — e.g., if segment 1 is deleted, segment 2 becomes 1'
      operationId: delete_audio_segment_v1_audios__audio_id___segment_index__delete
      security:
      - APIKeyHeader: []
      parameters:
      - name: audio_id
        in: path
        required: true
        schema:
          type: string
          description: Unique identifier of the audio file
          title: Audio Id
        description: Unique identifier of the audio file
      - name: segment_index
        in: path
        required: true
        schema:
          type: integer
          description: The index of the segment to delete (0-based indexing)
          title: Segment Index
        description: The index of the segment to delete (0-based indexing)
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/AudioSegmentDeleteResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/audios/{audio_id}/transcript:
    put:
      tags:
      - Audio Emotion API
      summary: Update Audio Transcripts Segments
      description: 'Update the transcript and timestamp data for specific segments within an audio file.

        This is useful when refining speaker diarization, correcting transcription errors,

        or uploading external transcript data.'
      operationId: update_audio_transcripts_segments_v1_audios__audio_id__transcript_put
      security:
      - APIKeyHeader: []
      parameters:
      - name: audio_id
        in: path
        required: true
        schema:
          type: string
          description: Unique identifier of the audio file
          title: Audio Id
        description: Unique identifier of the audio file
      requestBody:
        required: true
        content:
          application/json:
            schema:
              type: array
              items:
                $ref: '#/components/schemas/TranscriptSegment'
              description: List of transcript segments to update.
              title: Transcript Segments
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                type: array
                items:
                  $ref: '#/components/schemas/TranscriptSegment'
                title: Response Update Audio Transcripts Segments V1 Audios  Audio Id  Transcript Put
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/audios/{audio_id}/speakers/names:
    put:
      tags:
      - Audio Emotion API
      summary: Update Speaker Names
      description: 'Update the names of detected speakers in an audio file. This is useful for labeling anonymized

        speaker IDs with human-readable names (e.g., "John", "Customer", "Agent").'
      operationId: update_speaker_names_v1_audios__audio_id__speakers_names_put
      security:
      - APIKeyHeader: []
      parameters:
      - name: audio_id
        in: path
        required: true
        schema:
          type: string
          description: Unique identifier of the audio file
          title: Audio Id
        description: Unique identifier of the audio file
      requestBody:
        required: true
        content:
          application/json:
            schema:
              type: array
              items:
                $ref: '#/components/schemas/SpeakerUpdate'
              description: List of speaker ID and name pairs to update
              title: Speaker Updates
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/SpeakerUpdateResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/audios/{audio_id}/metadata:
    put:
      tags:
      - Audio Emotion API
      summary: Edit Title Or Description
      description: 'Update the metadata of an audio file.

        This endpoint allows you to edit the title (which is auto-generated from the file name by default)

        and add or update a description.'
      operationId: edit_title_or_description_v1_audios__audio_id__metadata_put
      security:
      - APIKeyHeader: []
      parameters:
      - name: audio_id
        in: path
        required: true
        schema:
          type: string
          description: Provide the audio ID to edit the title or description of the audio
          title: Audio Id
        description: Provide the audio ID to edit the title or description of the audio
      requestBody:
        content:
          application/x-www-form-urlencoded:
            schema:
              $ref: '#/components/schemas/Body_edit_title_or_description_v1_audios__audio_id__metadata_put'
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/AudioEditResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/audios/{audio_id}/report:
    get:
      tags:
      - Audio Emotion API
      summary: Download Audio Emotion Report
      description: 'Download a detailed report of the emotional insights extracted from a specific audio file.

        The report includes average emotions, segment-level analysis, speaker information,

        and summary—formatted as a downloadable file (e.g., PDF or CSV).'
      operationId: download_audio_emotion_report_v1_audios__audio_id__report_get
      security:
      - APIKeyHeader: []
      parameters:
      - name: audio_id
        in: path
        required: true
        schema:
          type: string
          description: Unique identifier of the audio file
          title: Audio Id
        description: Unique identifier of the audio file
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/audios/{audio_id}/transcript/replace:
    put:
      tags:
      - Audio Emotion API
      summary: Replace Audio Transcript
      operationId: replace_audio_transcript_v1_audios__audio_id__transcript_replace_put
      security:
      - APIKeyHeader: []
      parameters:
      - name: audio_id
        in: path
        required: true
        schema:
          type: string
          description: Unique identifier of the audio file
          title: Audio Id
        description: Unique identifier of the audio file
      requestBody:
        required: true
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/ReplaceTranscriptRequest'
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ReplaceTranscriptResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
components:
  schemas:
    ValidationError:
      properties:
        loc:
          items:
            anyOf:
            - type: string
            - type: integer
          type: array
          title: Location
        msg:
          type: string
          title: Message
        type:
          type: string
          title: Error Type
      type: object
      required:
      - loc
      - msg
      - type
      title: ValidationError
    PaginatedResponse:
      properties:
        documents:
          title: Documents
        count:
          type: integer
          title: Count
      type: object
      required:
      - documents
      - count
      title: PaginatedResponse
      description: "Model for paginated audio emotion responses.\n\nAttributes:\n    documents (List[AudioEmotionResponse]): List of audio responses.\n    count (int): Total count of documents."
    EmotionAnalysis:
      properties:
        overall:
          $ref: '#/components/schemas/OverallEmotions'
          examples:
          - audio:
              angry: 0.047
              happy: 0.185
              neutral: 0.638
            text:
              admiration: 0.015
              joy: 0.018
              neutral: 0.75
            video:
              angry: 0.059
              happy: 0.175
              neutral: 0.408
              sad: 0.049
        faces:
          anyOf:
          - additionalProperties:
              additionalProperties:
                type: number
              type: object
            type: object
          - type: 'null'
          title: Faces
          examples:
          - John Smith:
              happy: 0.175
              neutral: 0.408
              sad: 0.049
            face_2:
              angry: 0.087
              happy: 0.184
              neutral: 0.314
        speakers:
          additionalProperties:
            $ref: '#/components/schemas/SpeakerEmotions'
          type: object
          title: Speakers
          examples:
          - Interviewer:
              audio:
                angry: 0.05
                happy: 0.18
                neutral: 0.65
              text:
                curiosity: 0.08
                neutral: 0.85
            John Smith:
              audio:
                angry: 0.045
                happy: 0.19
                neutral: 0.625
              text:
                admiration: 0.02
                joy: 0.025
                neutral: 0.72
      type: object
      required:
      - overall
      title: EmotionAnalysis
      description: Hierarchical emotion analysis structure.
    Body_upload_audio_v2_audios_post:
      properties:
        title:
          type: string
          minLength: 1
          title: Title
          description: A descriptive title for your audio (e.g., 'Customer Call' or 'Team Meeting').
        description:
          type: string
          title: Description
          description: Optional notes about the audio content or context.
        media_url:
          type: string
          title: Media Url
          description: URL to your audio/video source (YouTube, Instagram, Twitter, Facebook, Dropbox, or any direct media link). Audio will be extracted if source is video. Leave empty if uploading a file instead.
          default: ''
        start_millis:
          type: number
          title: Start Millis
          description: Start point in milliseconds to begin analysis. Use 0 to start from the beginning. If provided (>0), end_millis is required with minimum 1-second (1000ms) gap.
          default: 0
        end_millis:
          type: number
          title: End Millis
          description: End point in milliseconds to stop analysis. Use 0 only when analyzing the full audio (start_millis must also be 0). If start_millis is provided, end_millis is required and must be at least 1000ms greater than start_millis.
          default: 0
        callback_url:
          type: string
          title: Callback Url
          description: Your webhook URL to receive a notification when analysis completes.
          default: ''
        audio_file:
          title: Audio File
          description: Upload an audio file directly (mp3, wav, aac, m4a). File upload takes priority over media_url.
        speaker_diarization:
          type: boolean
          title: Speaker Diarization
          description: Speaker diarization. Enabled by default.
          default: true
        text_emotion_analysis:
          type: boolean
          title: Text Emotion Analysis
          description: Text emotion analysis. Enabled by default.
          default: true
        language:
          anyOf:
          - type: string
          - type: 'null'
          title: Language
          description: Language code for analysis. Auto-detected if not provided.
      type: object
      required:
      - title
      title: Body_upload_audio_v2_audios_post
    SpeakerUpdateResponse:
      properties:
        speakers:
          items:
            $ref: '#/components/schemas/SpeakerUpdate'
          type: array
          title: Speakers
      type: object
      required:
      - speakers
      title: SpeakerUpdateResponse
      description: "Response model after updating speakers.\n\nAttributes:\n    speakers (List[SpeakerUpdate]): List of updated speakers."
    FullAudioAnalyticsResponse:
      properties:
        title:
          type: string
          title: Title
          default: ''
          examples:
          - Podcast Episode 42
        status:
          type: string
          title: Status
          default: ''
          examples:
          - completed
        description:
          type: string
          title: Description
          default: ''
          examples:
          - Discussion about AI ethics
        created_at:
          type: string
          title: Created At
          default: ''
          examples:
          - '2025-12-01T10:15:00Z'
        media_type:
          type: string
          title: Media Type
          default: audio
          examples:
          - audio
        audio_id:
          type: string
          title: Audio Id
          default: ''
          examples:
          - 1154940c-473f-46cb-a32d-923e6f23bedc
        text_id:
          type: string
          title: Text Id
          default: ''
          examples:
          - c74a3fe1-e8a3-4c7a-98c9-a496ee4a3fb8
        duration:
          type: number
          title: Duration
          default: 0
          examples:
          - 3245.5
        speaker_count:
          type: integer
          title: Speaker Count
          default: 0
          examples:
          - 2
        media_source_url:
          type: string
          title: Media Source Url
          default: ''
          examples:
          - https://storage.googleapis.com/.../audio.mp3
        youtube_url:
          anyOf:
          - type: string
          - type: 'null'
          title: Youtube Url
          examples:
          - https://youtube.com/watch?v=...
        detected_speakers:
          items:
            additionalProperties: true
            type: object
          type: array
          title: Detected Speakers
          examples:
          - - name: Alice Johnson
              speaker_id: 1
            - name: Bob Williams
              speaker_id: 2
        emotion_analysis:
          $ref: '#/components/schemas/EmotionAnalysis'
          examples:
          - overall:
              audio:
                angry: 0.025
                happy: 0.28
                neutral: 0.55
              text:
                admiration: 0.045
                joy: 0.04
                neutral: 0.45
            speakers:
              Alice Johnson:
                audio:
                  angry: 0.02
                  happy: 0.32
                  neutral: 0.52
                text:
                  admiration: 0.06
                  joy: 0.055
                  neutral: 0.4
              Bob Williams:
                audio:
                  angry: 0.03
                  happy: 0.24
                  neutral: 0.58
                text:
                  amusement: 0.07
                  neutral: 0.5
      type: object
      required:
      - emotion_analysis
      title: FullAudioAnalyticsResponse
      description: Complete multimodal analytics response for audio content.
    AudioReprocessResponse:
      properties:
        id:
          type: string
          title: Id
        status:
          type: string
          title: Status
        message:
          type: string
          title: Message
      type: object
      required:
      - id
      - status
      - message
      title: AudioReprocessResponse
      description: "Response model for audio reprocessing.\n\nInherits:\n    TextReprocessResponse: Reuse response format for audio reprocessing."
    ReplaceTranscriptRequest:
      properties:
        transcript:
          type: string
          minLength: 1
          title: Transcript
        format:
          type: string
          const: text
          title: Format
          default: text
      type: object
      required:
      - transcript
      title: ReplaceTranscriptRequest
    AudioEditResponse:
      properties:
        title:
          anyOf:
          - type: string
          - type: 'null'
          title: Title
        description:
          anyOf:
          - type: string
          - type: 'null'
          title: Description
      type: object
      title: AudioEditResponse
      description: "Response model for editing audio data.\n\nInherits:\n    ImageEditResponse: Contains status and metadata after editing."
    AudioDeleteResponse:
      properties:
        id:
          type: string
          title: Id
        status:
          type: string
          title: Status
      type: object
      required:
      - id
      - status
      title: AudioDeleteResponse
      description: "Response model after deleting audio.\n\nInherits:\n    ResponseStatus: Generic success/error status model."
    SpeakerEmotions:
      properties:
        audio:
          additionalProperties:
            type: number
          type: object
          title: Audio
          examples:
          - angry: 0.045
            happy: 0.19
            neutral: 0.625
        text:
          additionalProperties:
            type: number
          type: object
          title: Text
          examples:
          - admiration: 0.02
            joy: 0.025
            neutral: 0.72
      type: object
      title: SpeakerEmotions
      description: Speaker-specific emotions across audio and text modalities.
    Body_reprocess_audio_v1_audios__audio_id__put:
      properties:
        callback_url:
          type: string
          title: Callback Url
          description: The callback url to notify audio reprocessing is completed. Give a valid URL.
        reprocess:
          type: boolean
          title: Reprocess
          description: Set to 'True' to reprocess an already completed audio; defaults to 'False'.
          default: false
      type: object
      title: Body_reprocess_audio_v1_audios__audio_id__put
    TranscriptSegment:
      properties:
        start_millis:
          type: number
          minimum: 0
          title: Start Millis
          description: Start time in milliseconds (>= 0)
        end_millis:
          type: number
          minimum: 0
          title: End Millis
          description: End time in milliseconds (>= 0)
        segment:
          type: string
          title: Segment
        speaker_id:
          type: integer
          title: Speaker Id
      type: object
      required:
      - start_millis
      - end_millis
      - segment
      - speaker_id
      title: TranscriptSegment
      description: "Represents a single segment of transcribed audio with timing and speaker ID.\n\nAttributes:\n    start_millis (float): Start time of the segment in milliseconds (must be >= 0).\n    end_millis (fl

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