YouTube Transcript/Subtitle API (including automatically generated subtitles and subtitle translations)
This is a python API which allows you to get the transcript/subtitles for a given YouTube video. It also works for automatically generated subtitles, supports translating subtitles and it does not require a headless browser, like other selenium based solutions do!
Install
It is recommended to install this module by using pip:
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pip install youtube_transcript_api |
If you want to use it from source, you’ll have to install the dependencies manually:
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pip install -r requirements.txt |
You can either integrate this module into an existing application, or just use it via an CLI.
API
The easiest way to get a transcript for a given video is to execute:
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<span class="pl-k">from</span> <span class="pl-s1">youtube_transcript_api</span> <span class="pl-k">import</span> <span class="pl-v">YouTubeTranscriptApi</span> <span class="pl-v">YouTubeTranscriptApi</span>.<span class="pl-en">get_transcript</span>(<span class="pl-s1">video_id</span>) |
This will return a list of dictionaries looking somewhat like this:
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[ { <span class="pl-s">'text'</span>: <span class="pl-s">'Hey there'</span>, <span class="pl-s">'start'</span>: <span class="pl-c1">7.58</span>, <span class="pl-s">'duration'</span>: <span class="pl-c1">6.13</span> }, { <span class="pl-s">'text'</span>: <span class="pl-s">'how are you'</span>, <span class="pl-s">'start'</span>: <span class="pl-c1">14.08</span>, <span class="pl-s">'duration'</span>: <span class="pl-c1">7.58</span> }, <span class="pl-c"># ...</span> ] |
You can also add the languages
param if you want to make sure the transcripts are retrieved in your desired language (it defaults to english).
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<span class="pl-v">YouTubeTranscriptApi</span>.<span class="pl-en">get_transcripts</span>(<span class="pl-s1">video_ids</span>, <span class="pl-s1">languages</span><span class="pl-c1">=</span>[<span class="pl-s">'de'</span>, <span class="pl-s">'en'</span>]) |
It’s a list of language codes in a descending priority. In this example it will first try to fetch the german transcript ('de'
) and then fetch the english transcript ('en'
) if it fails to do so. If you want to find out which languages are available first, have a look at list_transcripts()
To get transcripts for a list of video ids you can call:
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<span class="pl-v">YouTubeTranscriptApi</span>.<span class="pl-en">get_transcripts</span>(<span class="pl-s1">video_ids</span>, <span class="pl-s1">languages</span><span class="pl-c1">=</span>[<span class="pl-s">'de'</span>, <span class="pl-s">'en'</span>]) |
languages
also is optional here.
List available transcripts
If you want to list all transcripts which are available for a given video you can call:
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<span class="pl-s1">transcript_list</span> <span class="pl-c1">=</span> <span class="pl-v">YouTubeTranscriptApi</span>.<span class="pl-en">list_transcripts</span>(<span class="pl-s1">video_id</span>) |
This will return a TranscriptList
object which is iterable and provides methods to filter the list of transcripts for specific languages and types, like:
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<span class="pl-s1">transcript</span> <span class="pl-c1">=</span> <span class="pl-s1">transcript_list</span>.<span class="pl-en">find_transcript</span>([<span class="pl-s">'de'</span>, <span class="pl-s">'en'</span>]) |
By default this module always picks manually created transcripts over automatically created ones, if a transcript in the requested language is available both manually created and generated. The TranscriptList
allows you to bypass this default behaviour by searching for specific transcript types:
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<span class="pl-c"># filter for manually created transcripts</span> <span class="pl-s1">transcript</span> <span class="pl-c1">=</span> <span class="pl-s1">transcript_list</span>.<span class="pl-en">find_manually_created_transcript</span>([<span class="pl-s">'de'</span>, <span class="pl-s">'en'</span>]) <span class="pl-c"># or automatically generated ones</span> <span class="pl-s1">transcript</span> <span class="pl-c1">=</span> <span class="pl-s1">transcript_list</span>.<span class="pl-en">find_generated_transcript</span>([<span class="pl-s">'de'</span>, <span class="pl-s">'en'</span>]) |
The methods find_generated_transcript
, find_manually_created_transcript
, find_generated_transcript
return Transcript
objects. They contain metadata regarding the transcript:
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<span class="pl-en">print</span>( <span class="pl-s1">transcript</span>.<span class="pl-s1">video_id</span>, <span class="pl-s1">transcript</span>.<span class="pl-s1">language</span>, <span class="pl-s1">transcript</span>.<span class="pl-s1">language_code</span>, <span class="pl-c"># whether it has been manually created or generated by YouTube</span> <span class="pl-s1">transcript</span>.<span class="pl-s1">is_generated</span>, <span class="pl-c"># whether this transcript can be translated or not</span> <span class="pl-s1">transcript</span>.<span class="pl-s1">is_translatable</span>, <span class="pl-c"># a list of languages the transcript can be translated to</span> <span class="pl-s1">transcript</span>.<span class="pl-s1">translation_languages</span>, ) |
and provide the method, which allows you to fetch the actual transcript data:
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<span class="pl-s1">transcript</span>.<span class="pl-en">fetch</span>() |
Translate transcript
YouTube has a feature which allows you to automatically translate subtitles. This module also makes it possible to access this feature. To do so Transcript
objects provide a translate()
method, which returns a new translated Transcript
object:
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<span class="pl-s1">transcript</span> <span class="pl-c1">=</span> <span class="pl-s1">transcript_list</span>.<span class="pl-en">find_transcript</span>([<span class="pl-s">'en'</span>]) <span class="pl-s1">translated_transcript</span> <span class="pl-c1">=</span> <span class="pl-s1">transcript</span>.<span class="pl-en">translate</span>(<span class="pl-s">'de'</span>) <span class="pl-en">print</span>(<span class="pl-s1">translated_transcript</span>.<span class="pl-en">fetch</span>()) |
By example
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<span class="pl-k">from</span> <span class="pl-s1">youtube_transcript_api</span> <span class="pl-k">import</span> <span class="pl-v">YouTubeTranscriptApi</span> <span class="pl-c"># retrieve the available transcripts</span> <span class="pl-s1">transcript_list</span> <span class="pl-c1">=</span> <span class="pl-v">YouTubeTranscriptApi</span>.<span class="pl-en">list_transcripts</span>(<span class="pl-s">'video_id'</span>) <span class="pl-c"># iterate over all available transcripts</span> <span class="pl-k">for</span> <span class="pl-s1">transcript</span> <span class="pl-c1">in</span> <span class="pl-s1">transcript_list</span>: <span class="pl-c"># the Transcript object provides metadata properties</span> <span class="pl-en">print</span>( <span class="pl-s1">transcript</span>.<span class="pl-s1">video_id</span>, <span class="pl-s1">transcript</span>.<span class="pl-s1">language</span>, <span class="pl-s1">transcript</span>.<span class="pl-s1">language_code</span>, <span class="pl-c"># whether it has been manually created or generated by YouTube</span> <span class="pl-s1">transcript</span>.<span class="pl-s1">is_generated</span>, <span class="pl-c"># whether this transcript can be translated or not</span> <span class="pl-s1">transcript</span>.<span class="pl-s1">is_translatable</span>, <span class="pl-c"># a list of languages the transcript can be translated to</span> <span class="pl-s1">transcript</span>.<span class="pl-s1">translation_languages</span>, ) <span class="pl-c"># fetch the actual transcript data</span> <span class="pl-en">print</span>(<span class="pl-s1">transcript</span>.<span class="pl-en">fetch</span>()) <span class="pl-c"># translating the transcript will return another transcript object</span> <span class="pl-en">print</span>(<span class="pl-s1">transcript</span>.<span class="pl-en">translate</span>(<span class="pl-s">'en'</span>).<span class="pl-en">fetch</span>()) <span class="pl-c"># you can also directly filter for the language you are looking for, using the transcript list</span> <span class="pl-s1">transcript</span> <span class="pl-c1">=</span> <span class="pl-s1">transcript_list</span>.<span class="pl-en">find_transcript</span>([<span class="pl-s">'de'</span>, <span class="pl-s">'en'</span>]) <span class="pl-c"># or just filter for manually created transcripts </span> <span class="pl-s1">transcript</span> <span class="pl-c1">=</span> <span class="pl-s1">transcript_list</span>.<span class="pl-en">find_manually_created_transcript</span>([<span class="pl-s">'de'</span>, <span class="pl-s">'en'</span>]) <span class="pl-c"># or automatically generated ones </span> <span class="pl-s1">transcript</span> <span class="pl-c1">=</span> <span class="pl-s1">transcript_list</span>.<span class="pl-en">find_generated_transcript</span>([<span class="pl-s">'de'</span>, <span class="pl-s">'en'</span>]) |
Using Formatters
Formatters are meant to be an additional layer of processing of the transcript you pass it. The goal is to convert the transcript from its Python data type into a consistent string of a given “format”. Such as a basic text (.txt
) or even formats that have a defined specification such as JSON (.json
), WebVTT format (.vtt
), Comma-separated format (.csv
), etc…
The formatters
submodule provides a few basic formatters to wrap around you transcript data in cases where you might want to do something such as output a specific format then write that format to a file. Maybe to backup/store and run another script against at a later time.
We provided a few subclasses of formatters to use:
- JSONFormatter
- PrettyPrintFormatter
- TextFormatter
- WebVTTFormatter (a basic implementation)
Here is how to import from the formatters
module.
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<span class="pl-c"># the base class to inherit from when creating your own formatter.</span> <span class="pl-k">from</span> <span class="pl-s1">youtube_transcript_api</span>.<span class="pl-s1">formatters</span> <span class="pl-k">import</span> <span class="pl-v">Formatter</span> <span class="pl-c"># some provided subclasses, each outputs a different string format.</span> <span class="pl-k">from</span> <span class="pl-s1">youtube_transcript_api</span>.<span class="pl-s1">formatters</span> <span class="pl-k">import</span> <span class="pl-v">JSONFormatter</span> <span class="pl-k">from</span> <span class="pl-s1">youtube_transcript_api</span>.<span class="pl-s1">formatters</span> <span class="pl-k">import</span> <span class="pl-v">TextFormatter</span> <span class="pl-k">from</span> <span class="pl-s1">youtube_transcript_api</span>.<span class="pl-s1">formatters</span> <span class="pl-k">import</span> <span class="pl-v">WebVTTFormatter</span> |
Provided Formatter Example
Lets say we wanted to retrieve a transcript and write that transcript as a JSON file in the same format as the API returned it as. That would look something like this:
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<span class="pl-c"># your_custom_script.py</span> <span class="pl-k">from</span> <span class="pl-s1">youtube_transcript_api</span> <span class="pl-k">import</span> <span class="pl-v">YouTubeTranscriptApi</span> <span class="pl-k">from</span> <span class="pl-s1">youtube_transcript_api</span>.<span class="pl-s1">formatters</span> <span class="pl-k">import</span> <span class="pl-v">JSONFormatter</span> <span class="pl-c"># Must be a single transcript.</span> <span class="pl-s1">transcript</span> <span class="pl-c1">=</span> <span class="pl-v">YouTubeTranscriptApi</span>.<span class="pl-en">get_transcript</span>(<span class="pl-s1">video_id</span>) <span class="pl-s1">formatter</span> <span class="pl-c1">=</span> <span class="pl-v">JSONFormatter</span>() <span class="pl-c"># .format_transcript(transcript) turns the transcript into a JSON string.</span> <span class="pl-s1">json_formatted</span> <span class="pl-c1">=</span> <span class="pl-s1">formatter</span>.<span class="pl-en">format_transcript</span>(<span class="pl-s1">transcript</span>) <span class="pl-c"># Now we can write it out to a file.</span> <span class="pl-k">with</span> <span class="pl-en">open</span>(<span class="pl-s">'your_filename.json'</span>, <span class="pl-s">'w'</span>, <span class="pl-s1">encoding</span><span class="pl-c1">=</span><span class="pl-s">'utf-8'</span>) <span class="pl-k">as</span> <span class="pl-s1">json_file</span>: <span class="pl-s1">json_file</span>.<span class="pl-en">write</span>(<span class="pl-s1">json_formatted</span>) <span class="pl-c"># Now should have a new JSON file that you can easily read back into Python.</span> |
Passing extra keyword arguments
Since JSONFormatter leverages json.dumps()
you can also forward keyword arguments into .format_transcript(transcript)
such as making your file output prettier by forwarding the indent=2
keyword argument.
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<span class="pl-s1">json_formatted</span> <span class="pl-c1">=</span> <span class="pl-v">JSONFormatter</span>().<span class="pl-en">format_transcript</span>(<span class="pl-s1">transcript</span>, <span class="pl-s1">indent</span><span class="pl-c1">=</span><span class="pl-c1">2</span>) |
Custom Formatter Example
You can implement your own formatter class. Just inherit from the Formatter
base class and ensure you implement the format_transcript(self, transcript, **kwargs)
and format_transcripts(self, transcripts, **kwargs)
methods which should ultimately return a string when called on your formatter instance.
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<span class="pl-k">class</span> <span class="pl-v">MyCustomFormatter</span>(<span class="pl-v">Formatter</span>): <span class="pl-k">def</span> <span class="pl-en">format_transcript</span>(<span class="pl-s1">self</span>, <span class="pl-s1">transcript</span>, <span class="pl-c1">**</span><span class="pl-s1">kwargs</span>): <span class="pl-c"># Do your custom work in here, but return a string.</span> <span class="pl-k">return</span> <span class="pl-s">'your processed output data as a string.'</span> <span class="pl-k">def</span> <span class="pl-en">format_transcripts</span>(<span class="pl-s1">self</span>, <span class="pl-s1">transcripts</span>, <span class="pl-c1">**</span><span class="pl-s1">kwargs</span>): <span class="pl-c"># Do your custom work in here to format a list of transcripts, but return a string.</span> <span class="pl-k">return</span> <span class="pl-s">'your processed output data as a string.'</span> |
CLI
Execute the CLI script using the video ids as parameters and the results will be printed out to the command line:
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youtube_transcript_api <first_video_id> <second_video_id> ... |
The CLI also gives you the option to provide a list of preferred languages:
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youtube_transcript_api <first_video_id> <second_video_id> ... --languages de en |
You can also specify if you want to exclude automatically generated or manually created subtitles:
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youtube_transcript_api <first_video_id> <second_video_id> ... --languages de en --exclude-generated youtube_transcript_api <first_video_id> <second_video_id> ... --languages de en --exclude-manually-created |
If you would prefer to write it into a file or pipe it into another application, you can also output the results as json using the following line:
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youtube_transcript_api <first_video_id> <second_video_id> ... --languages de en --format json > transcripts.json |
Translating transcripts using the CLI is also possible:
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youtube_transcript_api <first_video_id> <second_video_id> ... --languages en --translate de |
If you are not sure which languages are available for a given video you can call, to list all available transcripts:
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youtube_transcript_api --list-transcripts <first_video_id> |
If a video’s ID starts with a hyphen you’ll have to mask the hyphen using \
to prevent the CLI from mistaking it for a argument name. For example to get the transcript for the video with the ID -abc123
run:
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youtube_transcript_api "\-abc123" |
Proxy
You can specify a https proxy, which will be used during the requests to YouTube:
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<span class="pl-k">from</span> <span class="pl-s1">youtube_transcript_api</span> <span class="pl-k">import</span> <span class="pl-v">YouTubeTranscriptApi</span> <span class="pl-v">YouTubeTranscriptApi</span>.<span class="pl-en">get_transcript</span>(<span class="pl-s1">video_id</span>, <span class="pl-s1">proxies</span><span class="pl-c1">=</span>{<span class="pl-s">"https"</span>: <span class="pl-s">"https://user:pass@domain:port"</span>}) |
As the proxies
dict is passed on to the requests.get(...)
call, it follows the format used by the requests library.
Using the CLI:
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youtube_transcript_api <first_video_id> <second_video_id> --https-proxy https://user:pass@domain:port |
Cookies
Some videos are age restricted, so this module won’t be able to access those videos without some sort of authentication. To do this, you will need to have access to the desired video in a browser. Then, you will need to download that pages cookies into a text file. You can use the Chrome extension cookies.txt or the Firefox extension cookies.txt.
Once you have that, you can use it with the module to access age-restricted videos’ captions like so.
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<span class="pl-k">from</span> <span class="pl-s1">youtube_transcript_api</span> <span class="pl-k">import</span> <span class="pl-v">YouTubeTranscriptApi</span> <span class="pl-v">YouTubeTranscriptApi</span>.<span class="pl-en">get_transcript</span>(<span class="pl-s1">video_id</span>, <span class="pl-s1">cookies</span><span class="pl-c1">=</span><span class="pl-s">'/path/to/your/cookies.txt'</span>) <span class="pl-v">YouTubeTranscriptApi</span>.<span class="pl-en">get_transcripts</span>([<span class="pl-s1">video_id</span>], <span class="pl-s1">cookies</span><span class="pl-c1">=</span><span class="pl-s">'/path/to/your/cookies.txt'</span>) |
Using the CLI:
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youtube_transcript_api <first_video_id> <second_video_id> --cookies /path/to/your/cookies.txt |
https://github.com/jdepoix/youtube-transcript-api