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i only created this gist to respond to someone responding to my older aws-transcribe-via-cli gist
Raw
aws-transcribe-2020-10-biden-palin.md

Amazon Transcribe (real-time) streaming sample, with speakers identified (2020-10-09)

Note: This gist refers this older gist that shows the AWS transcribe API: https://gist.github.com/dannguyen/9b8c51f5bb853209f19f1a0f18f0f74c

I went into the AWS console for Transcription, which has an interface for real-time transcription here: https://console.aws.amazon.com/transcribe/home?region=us-east-1#realTimeTranscription

Then I used my phone to play out this snippet of the 2008 VP presidential debate, featuring speech from Biden and Palin: https://twitter.com/dancow/status/1313951588428517385

The result is the JSON attached below: transcript.json

The interactive panel looks like this btw:

image

Sample of the JSON

Even for a minute of speech, transcript.json is HUGE. The root object appears to be a big list of dicts, and each dict lookling like this:

  {
    "Transcript": {
      "Results": [...]
    }
  },

It seems that when the real-time streaming API is used, the service adjusts/reinterprets the processed audio as more data streams in, and each re-interpretation generates a new Transcript object. In other words, I should've used the non-real-time streaming object for this gist exercise.

In any case, when AWS Transcribe feels pretty good about a processed chunk, apparently it sets "isPartial": false -- check out biden-chunk.json to see the transcribed 20-second excerpt, which contains Speaker identification.

However, even though this portion of the audio had only Biden speaking, there is more than Speaker attribute derived, e.g.

{
  "Content": "tax",
  "EndTime": 8.38,
  "Speaker": "0",
  "StartTime": 8.01,
  "Type": "pronunciation",
  "VocabularyFilterMatch": false
},
{
  "Content": "cuts",
  "EndTime": 8.65,
  "Speaker": "2",
  "StartTime": 8.39,
  "Type": "pronunciation",
  "VocabularyFilterMatch": false
}

Hard to tell if it's a limitation fo the service, or the poor way I delivered the audio (holding my phone up to my laptop mic)

Raw
biden-chunk.json
{
"Transcript": {
"Results": [
{
"Alternatives": [
{
"Items": [
{
"Content": "John",
"EndTime": 3.76,
"Speaker": "0",
"StartTime": 3.51,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "wants",
"EndTime": 4.08,
"Speaker": "0",
"StartTime": 3.77,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "to",
"EndTime": 4.19,
"Speaker": "0",
"StartTime": 4.09,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "add",
"EndTime": 4.41,
"Speaker": "0",
"StartTime": 4.2,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "$300",
"EndTime": 6.33,
"Speaker": "0",
"StartTime": 4.51,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "million",
"EndTime": 6.83,
"Speaker": "0",
"StartTime": 6.34,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "billion",
"EndTime": 7.4,
"Speaker": "0",
"StartTime": 6.96,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "dollars",
"EndTime": 7.76,
"Speaker": "0",
"StartTime": 7.41,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "in",
"EndTime": 7.9,
"Speaker": "0",
"StartTime": 7.77,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "new",
"EndTime": 8,
"Speaker": "0",
"StartTime": 7.91,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "tax",
"EndTime": 8.38,
"Speaker": "0",
"StartTime": 8.01,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "cuts",
"EndTime": 8.65,
"Speaker": "2",
"StartTime": 8.39,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "per",
"EndTime": 8.81,
"Speaker": "2",
"StartTime": 8.66,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "year",
"EndTime": 9.15,
"Speaker": "2",
"StartTime": 8.82,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "for",
"EndTime": 9.78,
"Speaker": "0",
"StartTime": 9.42,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "corporate",
"EndTime": 10.27,
"Speaker": "0",
"StartTime": 9.79,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "America",
"EndTime": 10.71,
"Speaker": "0",
"StartTime": 10.28,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": ",",
"EndTime": 10.71,
"StartTime": 10.71,
"Type": "punctuation",
"VocabularyFilterMatch": false
},
{
"Content": "and",
"EndTime": 11.03,
"Speaker": "0",
"StartTime": 10.72,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "they're",
"EndTime": 11.12,
"Speaker": "0",
"StartTime": 11.04,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "very",
"EndTime": 11.31,
"Speaker": "0",
"StartTime": 11.13,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "wealthy",
"EndTime": 11.76,
"Speaker": "0",
"StartTime": 11.32,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "while",
"EndTime": 12.4,
"Speaker": "0",
"StartTime": 12.03,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "giving",
"EndTime": 12.86,
"Speaker": "0",
"StartTime": 12.59,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "virtually",
"EndTime": 13.37,
"Speaker": "0",
"StartTime": 12.87,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "nothing",
"EndTime": 14.01,
"Speaker": "0",
"StartTime": 13.38,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "to",
"EndTime": 14.35,
"Speaker": "0",
"StartTime": 14.28,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "the",
"EndTime": 14.45,
"Speaker": "0",
"StartTime": 14.36,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "middle",
"EndTime": 14.63,
"Speaker": "0",
"StartTime": 14.46,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "class",
"EndTime": 15.02,
"Speaker": "0",
"StartTime": 14.64,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": ".",
"EndTime": 15.02,
"StartTime": 15.02,
"Type": "punctuation",
"VocabularyFilterMatch": false
},
{
"Content": "We",
"EndTime": 15.43,
"Speaker": "0",
"StartTime": 15.24,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "have",
"EndTime": 15.54,
"Speaker": "0",
"StartTime": 15.44,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "a",
"EndTime": 15.65,
"Speaker": "0",
"StartTime": 15.55,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "different",
"EndTime": 15.97,
"Speaker": "0",
"StartTime": 15.66,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "value",
"EndTime": 16.27,
"Speaker": "0",
"StartTime": 15.98,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "set",
"EndTime": 16.58,
"Speaker": "0",
"StartTime": 16.28,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": ".",
"EndTime": 16.58,
"StartTime": 16.58,
"Type": "punctuation",
"VocabularyFilterMatch": false
},
{
"Content": "The",
"EndTime": 17.03,
"Speaker": "0",
"StartTime": 16.95,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "middle",
"EndTime": 17.45,
"Speaker": "0",
"StartTime": 17.04,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "class",
"EndTime": 17.91,
"Speaker": "0",
"StartTime": 17.55,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "is",
"EndTime": 18.08,
"Speaker": "0",
"StartTime": 17.92,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "the",
"EndTime": 18.19,
"Speaker": "0",
"StartTime": 18.09,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "economic",
"EndTime": 18.78,
"Speaker": "0",
"StartTime": 18.2,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "engine",
"EndTime": 19.21,
"Speaker": "0",
"StartTime": 18.79,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": ".",
"EndTime": 19.21,
"StartTime": 19.21,
"Type": "punctuation",
"VocabularyFilterMatch": false
},
{
"Content": "It's",
"EndTime": 19.64,
"Speaker": "0",
"StartTime": 19.46,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "fair",
"EndTime": 20.1,
"Speaker": "2",
"StartTime": 19.65,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": ".",
"EndTime": 20.1,
"StartTime": 20.1,
"Type": "punctuation",
"VocabularyFilterMatch": false
},
{
"Content": "They",
"EndTime": 20.58,
"Speaker": "1",
"StartTime": 20.46,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "deserve",
"EndTime": 21.34,
"Speaker": "0",
"StartTime": 20.59,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "the",
"EndTime": 21.82,
"Speaker": "3",
"StartTime": 21.76,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "tax",
"EndTime": 22.19,
"Speaker": "3",
"StartTime": 21.83,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "breaks",
"EndTime": 22.59,
"Speaker": "3",
"StartTime": 22.2,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": ",",
"EndTime": 22.59,
"StartTime": 22.59,
"Type": "punctuation",
"VocabularyFilterMatch": false
},
{
"Content": "not",
"EndTime": 23.26,
"Speaker": "0",
"StartTime": 22.91,
"Type": "pronunciation",
"VocabularyFilterMatch": false
}
],
"Transcript": "John wants to add $300 million billion dollars in new tax cuts per year for corporate America, and they're very wealthy while giving virtually nothing to the middle class. We have a different value set. The middle class is the economic engine. It's fair. They deserve the tax breaks, not"
}
],
"EndTime": 23.58,
"IsPartial": false,
"ResultId": "64f66c03-2ea7-47bc-a5b3-e28dd7f7075e",
"StartTime": 3.51
}
]
}
}
Raw
transcript.json
This file has been truncated, but you can view the full file.
[
{
"Transcript": {
"Results": []
}
},
{
"Transcript": {
"Results": []
}
},
{
"Transcript": {
"Results": []
}
},
{
"Transcript": {
"Results": []
}
},
{
"Transcript": {
"Results": []
}
},
{
"Transcript": {
"Results": []
}
},
{
"Transcript": {
"Results": []
}
},
{
"Transcript": {
"Results": []
}
},
{
"Transcript": {
"Results": [
{
"Alternatives": [
{
"Items": [
{
"Content": "John",
"EndTime": 3.68,
"StartTime": 3.51,
"Type": "pronunciation",
"VocabularyFilterMatch": false
}
],
"Transcript": "John"
}
],
"EndTime": 3.72,
"IsPartial": true,
"ResultId": "64f66c03-2ea7-47bc-a5b3-e28dd7f7075e",
"StartTime": 3.51
}
]
}
},
{
"Transcript": {
"Results": [
{
"Alternatives": [
{
"Items": [
{
"Content": "John",
"EndTime": 3.76,
"StartTime": 3.51,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "one",
"EndTime": 3.98,
"StartTime": 3.77,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": ".",
"EndTime": 3.98,
"StartTime": 3.98,
"Type": "punctuation",
"VocabularyFilterMatch": false
}
],
"Transcript": "John one."
}
],
"EndTime": 4.02,
"IsPartial": true,
"ResultId": "64f66c03-2ea7-47bc-a5b3-e28dd7f7075e",
"StartTime": 3.51
}
]
}
},
{
"Transcript": {
"Results": [
{
"Alternatives": [
{
"Items": [
{
"Content": "John",
"EndTime": 3.76,
"StartTime": 3.51,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "wants",
"EndTime": 4.08,
"StartTime": 3.77,
"Type": "pronunciation",
"VocabularyFilterMatch": false
}
],
"Transcript": "John wants"
}
],
"EndTime": 4.12,
"IsPartial": true,
"ResultId": "64f66c03-2ea7-47bc-a5b3-e28dd7f7075e",
"StartTime": 3.51
}
]
}
},
{
"Transcript": {
"Results": [
{
"Alternatives": [
{
"Items": [
{
"Content": "John",
"EndTime": 3.76,
"StartTime": 3.51,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "wants",
"EndTime": 4.08,
"StartTime": 3.77,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "to",
"EndTime": 4.18,
"StartTime": 4.09,
"Type": "pronunciation",
"VocabularyFilterMatch": false
}
],
"Transcript": "John wants to"
}
],
"EndTime": 4.22,
"IsPartial": true,
"ResultId": "64f66c03-2ea7-47bc-a5b3-e28dd7f7075e",
"StartTime": 3.51
}
]
}
},
{
"Transcript": {
"Results": [
{
"Alternatives": [
{
"Items": [
{
"Content": "John",
"EndTime": 3.76,
"StartTime": 3.51,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "wants",
"EndTime": 4.08,
"StartTime": 3.77,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "to",
"EndTime": 4.19,
"StartTime": 4.09,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "know",
"EndTime": 4.28,
"StartTime": 4.26,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": ".",
"EndTime": 4.28,
"StartTime": 4.28,
"Type": "punctuation",
"VocabularyFilterMatch": false
}
],
"Transcript": "John wants to know."
}
],
"EndTime": 4.32,
"IsPartial": true,
"ResultId": "64f66c03-2ea7-47bc-a5b3-e28dd7f7075e",
"StartTime": 3.51
}
]
}
},
{
"Transcript": {
"Results": [
{
"Alternatives": [
{
"Items": [
{
"Content": "John",
"EndTime": 3.76,
"StartTime": 3.51,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "wants",
"EndTime": 4.08,
"StartTime": 3.77,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "to",
"EndTime": 4.19,
"StartTime": 4.09,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "add",
"EndTime": 4.38,
"StartTime": 4.2,
"Type": "pronunciation",
"VocabularyFilterMatch": false
}
],
"Transcript": "John wants to add"
}
],
"EndTime": 4.42,
"IsPartial": true,
"ResultId": "64f66c03-2ea7-47bc-a5b3-e28dd7f7075e",
"StartTime": 3.51
}
]
}
},
{
"Transcript": {
"Results": []
}
},
{
"Transcript": {
"Results": [
{
"Alternatives": [
{
"Items": [
{
"Content": "John",
"EndTime": 3.76,
"StartTime": 3.51,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "wants",
"EndTime": 4.08,
"StartTime": 3.77,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "to",
"EndTime": 4.19,
"StartTime": 4.09,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "add",
"EndTime": 4.41,
"StartTime": 4.2,
"Type": "pronunciation",
"VocabularyFilterMatch": false
}
],
"Transcript": "John wants to add"
}
],
"EndTime": 4.62,
"IsPartial": true,
"ResultId": "64f66c03-2ea7-47bc-a5b3-e28dd7f7075e",
"StartTime": 3.51
}
]
}
},
{
"Transcript": {
"Results": [
{
"Alternatives": [
{
"Items": [
{
"Content": "John",
"EndTime": 3.76,
"StartTime": 3.51,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "wants",
"EndTime": 4.08,
"StartTime": 3.77,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "to",
"EndTime": 4.19,
"StartTime": 4.09,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "add",
"EndTime": 4.41,
"StartTime": 4.2,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "three",
"EndTime": 4.68,
"StartTime": 4.51,
"Type": "pronunciation",
"VocabularyFilterMatch": false
}
],
"Transcript": "John wants to add three"
}
],
"EndTime": 4.72,
"IsPartial": true,
"ResultId": "64f66c03-2ea7-47bc-a5b3-e28dd7f7075e",
"StartTime": 3.51
}
]
}
},
{
"Transcript": {
"Results": [
{
"Alternatives": [
{
"Items": [
{
"Content": "John",
"EndTime": 3.76,
"StartTime": 3.51,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "wants",
"EndTime": 4.08,
"StartTime": 3.77,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "to",
"EndTime": 4.19,
"StartTime": 4.09,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "add",
"EndTime": 4.41,
"StartTime": 4.2,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "three",
"EndTime": 4.84,
"StartTime": 4.51,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": ",",
"EndTime": 4.84,
"StartTime": 4.84,
"Type": "punctuation",
"VocabularyFilterMatch": false
},
{
"Content": "huh",
"EndTime": 5.28,
"StartTime": 4.85,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "?",
"EndTime": 5.28,
"StartTime": 5.28,
"Type": "punctuation",
"VocabularyFilterMatch": false
}
],
"Transcript": "John wants to add three, huh?"
}
],
"EndTime": 5.32,
"IsPartial": true,
"ResultId": "64f66c03-2ea7-47bc-a5b3-e28dd7f7075e",
"StartTime": 3.51
}
]
}
},
{
"Transcript": {
"Results": []
}
},
{
"Transcript": {
"Results": [
{
"Alternatives": [
{
"Items": [
{
"Content": "John",
"EndTime": 3.76,
"StartTime": 3.51,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "wants",
"EndTime": 4.08,
"StartTime": 3.77,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "to",
"EndTime": 4.19,
"StartTime": 4.09,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "add",
"EndTime": 4.41,
"StartTime": 4.2,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": "three",
"EndTime": 4.84,
"StartTime": 4.51,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": ",",
"EndTime": 4.84,
"StartTime": 4.84,
"Type": "punctuation",
"VocabularyFilterMatch": false
},
{
"Content": "hon",
"EndTime": 5.46,
"StartTime": 4.85,
"Type": "pronunciation",
"VocabularyFilterMatch": false
},
{
"Content": ".",
"EndTime": 5.46,
"StartTime": 5.46,
"Type": "punctuation",
"VocabularyFilterMatch": false
}
],
"Transcript": "John wants to add three, hon."
}
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