Sentiment Analysis
Sentiment Analysis recognizes the sentiment throughout an entire transcript.
Deepgram API Playground
Try this feature out in our API Playground.
sentiment boolean Default: false
Pre-recorded Streaming:Nova English (all available regions)
Deepgram’s Sentiment Analysis feature recognizes the sentiment of the entire transcript and detects shifts in sentiment throughout the transcript.
A sentiment of positive, negative, or neutral along with a sentiment_score is identified for each segment of the transcript, and an average of the entire transcript’s sentiment is also provided along with the average sentiment_score.
This sentiment feature produces sentiment analysis at every level of transcription requested, so you’ll get sentiment values for every word, sentence, utterance, and paragraph, in addition to the top-level sentiment for the entire transcription.
Enable Feature
Section titled “Enable Feature”To enable Sentiment, use the following parameter in the query string when you call Deepgram’s /listen endpoint:
sentiment=true
To transcribe audio from a file on your computer, run the following curl command in a terminal or your favorite API client.
curl \
--request POST \
--header 'Authorization: Token YOUR_DEEPGRAM_API_KEY' \
--header 'Content-Type: audio/wav' \
--data-binary @youraudio.wav \
--url 'https://api.deepgram.com/v1/listen?sentiment=true'Query Parameters
Section titled “Query Parameters”| Parameter | Values | Type | Description |
|---|---|---|---|
sentiment |
true |
boolean | Enables sentiment analysis |
language |
en |
string | The language of your input audio (Only English is supported at this time.) |
Analyze Response
Section titled “Analyze Response”When the file is finished processing, you’ll receive a JSON response that has the following basic structure:
"metadata": {...},
"results": {
"channels": [
{
"alternatives": [...]
}
],
"sentiments": {
"segments": [
{
"text": "Hi there. I love my current phone, but want a new one.",
"start_word": 0,
"end_word": 11,
"sentiment": "positive",
"sentiment_score": 0.4443286657333374
},
{
"text": "Can I upgrade my phone?",
"start_word": 12,
"end_word": 16,
"sentiment": "neutral",
"sentiment_score": 0.1317894160747528
}
],
"average": {
"sentiment": "positive",
"sentiment_score": 0.35909067500721326
}
}
}
}The sentiment values added to objects are:
sentiment: The sentiment of the associated text (‘positive’ | ‘negative’ | ‘neutral’).sentiment_score: A floating point value between -1 and 1 representing the sentiment of the associated span of text. -1 being the most negative sentiment, and 1 being the most positive sentiment.
Response Properties
Section titled “Response Properties”| Property | Description |
|---|---|
channels.alternatives.words[i].sentiment |
The sentiment rating and score for the associated word. |
sentiments.segments |
Spans of text covering your entire transcript that show when the sentiment shifts throughout the transcribed audio. |
sentiments.segments[i].sentiment |
A rating for the given span of text. Can be either positive, neutral, or negative. |
sentiments.segments[i].sentiment_score |
A floating point value between -1 and 1 representing the sentiment of the associated span of text, with -1 being the most negative sentiment, and 1 being the most positive sentiment. |
sentiments.average |
The average sentiment for the entire transcription. |
API Warning Response
Section titled “API Warning Response”Warning
Section titled “Warning”If you request Sentiment Analysis with an unsupported language by specifying a language code such as sentiment=true&language=es or sentiment=true&detect_language=true where the detected language is unsupported, you will get the warning message below.
"warnings": [
{
"parameter": "sentiment",
"type": "unsupported_language",
"message": "Sentiment is only supported for English."
}
]| Warning Name | Warning Message |
|---|---|
unsupported_language |
Feature isn’t supported with the specified or detected language. |
Example Warning
Here is an example of the JSON structure of a request with warning object.
{
"metadata": {
...
},
"warnings": [
{
"parameter": "sentiment",
"type": "unsupported_language",
"message": "Sentiment is only supported for English."
}
]
},
"results": {
"channels": [
{
"alternatives": [...]
}
],
}
}