save transcripts with timestamps
Browse files- requirements.txt +2 -0
- youtubeTranscription.py +83 -41
requirements.txt
CHANGED
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@@ -11,6 +11,8 @@ langchain-openai
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langdetect
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googletrans
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youtube-transcript-api
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# dev dependencies
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watchdog
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langdetect
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googletrans
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youtube-transcript-api
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google-api-python-client
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deep-translator
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# dev dependencies
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watchdog
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youtubeTranscription.py
CHANGED
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@@ -1,12 +1,14 @@
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import os
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from googleapiclient.discovery import build
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from youtube_transcript_api import YouTubeTranscriptApi
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from youtube_transcript_api._errors import TranscriptsDisabled, NoTranscriptAvailable, VideoUnavailable
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from langdetect import detect
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from googletrans import Translator
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from tqdm import tqdm
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import re
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from dotenv import load_dotenv
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load_dotenv()
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@@ -18,9 +20,8 @@ CHANNEL_ID = os.getenv("CHANNEL_ID")
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youtube = build('youtube', 'v3', developerKey=YOUTUBE_API_KEY)
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# Initialize Translator
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translator =
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# Get all video IDs from a YouTube channel
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def get_all_video_ids(channel_id):
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video_ids = []
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next_page_token = None
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@@ -45,9 +46,20 @@ def get_all_video_ids(channel_id):
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return video_ids
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# Fetch transcripts for the given video IDs
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def fetch_video_data(video_ids):
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video_data = {}
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# Create a progress bar
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pbar = tqdm(total=len(video_ids), desc="Processing videos", unit="video")
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@@ -59,76 +71,113 @@ def fetch_video_data(video_ids):
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id=video_id
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).execute()
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# Clean the description to remove social handles and links
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cleaned_description = clean_description(video_description)
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# Attempt to fetch transcript using different methods
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-
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for method in range(1, 4):
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try:
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if method == 1:
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# Method 1: Try to get all transcripts
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transcript_list = YouTubeTranscriptApi.list_transcripts(video_id)
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transcript = transcript_list.find_transcript(['en'])
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elif method == 2:
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# Method 2: Try to get transcript directly
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transcript_text = " ".join([entry['text'] for entry in transcript])
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else:
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# Method 3: Try to get any available transcript and translate if necessary
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transcript_list = YouTubeTranscriptApi.list_transcripts(video_id)
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transcript = transcript_list.find_generated_transcript(['hi', 'en'])
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if
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break
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except Exception:
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continue
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if
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# Detect language of the transcript
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detected_language = detect(transcript_text)
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if detected_language != 'en': # If not in English, translate it to English
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transcript_text = translator.translate(transcript_text, src=detected_language, dest='en').text
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# Create the 'transcriptions' folder if it doesn't exist
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os.makedirs('transcriptions', exist_ok=True)
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# Write the file in the 'transcriptions' folder
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else:
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pbar.write(f"Could not retrieve transcript for Video ID: {video_id}")
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except Exception as e:
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pbar.write(f"An error occurred while processing video {video_id}: {e}")
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-
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finally:
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# Update the progress bar
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pbar.update(1)
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# Close the progress bar
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pbar.close()
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return video_data
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return
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# Main Function
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if __name__ == "__main__":
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@@ -137,10 +186,3 @@ if __name__ == "__main__":
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# Step 2: Fetch transcripts for the videos
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video_data = fetch_video_data(video_ids)
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# Optional: Print or process the video data
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# for video_id, data in video_data.items():
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# print(f"\nData for Video ID {video_id}:")
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# print(f"Title: {data['title']}")
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# print(f"Description: {data['description']}")
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# print(f"Transcript: {data['transcript']}")
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import os
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import re
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import time
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from googleapiclient.discovery import build
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from youtube_transcript_api import YouTubeTranscriptApi
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from youtube_transcript_api._errors import TranscriptsDisabled, NoTranscriptAvailable, VideoUnavailable
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from langdetect import detect
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from tqdm import tqdm
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from dotenv import load_dotenv
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# Use deep-translator instead of googletrans
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from deep_translator import GoogleTranslator
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load_dotenv()
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youtube = build('youtube', 'v3', developerKey=YOUTUBE_API_KEY)
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# Initialize Translator
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translator = GoogleTranslator(source='auto', target='en')
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def get_all_video_ids(channel_id):
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video_ids = []
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next_page_token = None
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return video_ids
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def clean_description(description):
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# Remove URLs
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description = re.sub(r'http[s]?://\S+', '', description)
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# Remove social media handles (e.g., @username)
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description = re.sub(r'@\w+', '', description)
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# Remove any remaining unwanted characters (optional)
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description = re.sub(r'\s+', ' ', description).strip()
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return description
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# Fetch transcripts for the given video IDs
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def fetch_video_data(video_ids):
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video_data = {}
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failed_videos = [] # List to store video IDs for which transcription failed
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# Create a progress bar
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pbar = tqdm(total=len(video_ids), desc="Processing videos", unit="video")
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id=video_id
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).execute()
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if not video_response['items']:
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pbar.write(f"No video details found for Video ID: {video_id}")
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failed_videos.append(video_id)
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continue # Skip to the next video
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video_item = video_response['items'][0]
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snippet = video_item.get('snippet', {})
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video_title = snippet.get('title', '')
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video_description = snippet.get('description', '')
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# Clean the description to remove social handles and links
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cleaned_description = clean_description(video_description)
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# Attempt to fetch transcript using different methods
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transcript_entries = None
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for method in range(1, 4):
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try:
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if method == 1:
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# Method 1: Try to get all transcripts
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transcript_list = YouTubeTranscriptApi.list_transcripts(video_id)
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transcript = transcript_list.find_transcript(['en'])
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transcript_entries = transcript.fetch()
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elif method == 2:
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# Method 2: Try to get transcript directly
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transcript_entries = YouTubeTranscriptApi.get_transcript(video_id)
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else:
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# Method 3: Try to get any available transcript and translate if necessary
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transcript_list = YouTubeTranscriptApi.list_transcripts(video_id)
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transcript = transcript_list.find_generated_transcript(['hi', 'en'])
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transcript_entries = transcript.fetch()
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if transcript_entries:
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break
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except Exception:
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continue
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if transcript_entries is not None and len(transcript_entries) > 0:
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# Detect language of the transcript
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transcript_text = " ".join([entry['text'] for entry in transcript_entries if entry.get('text')])
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detected_language = detect(transcript_text)
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if detected_language != 'en':
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# Translate each entry individually
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for entry in transcript_entries:
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text_to_translate = entry.get('text', '')
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if text_to_translate:
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try:
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# Use deep-translator
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translated_text = translator.translate(text_to_translate)
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entry['text'] = translated_text
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except Exception as e:
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print(f"Translation failed for video {video_id} at entry starting at {entry.get('start')}: {e}")
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import traceback
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traceback.print_exc()
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entry['text'] = text_to_translate # Fallback to original text
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# Include a delay to prevent rate limiting
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time.sleep(0.5)
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else:
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entry['text'] = ''
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# Create the 'transcriptions' folder if it doesn't exist
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os.makedirs('transcriptions', exist_ok=True)
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# Write the file in the 'transcriptions' folder with timestamps
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transcription_file = os.path.join('transcriptions', f"{video_id}_transcription.txt")
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with open(transcription_file, "w", encoding='utf-8') as f:
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f.write(f"Title: {video_title}\n\nDescription: {cleaned_description}\n\nTranscript:\n")
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for entry in transcript_entries:
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start_time = entry.get('start')
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duration = entry.get('duration')
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text = entry.get('text')
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if start_time is not None and duration is not None and text is not None:
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f.write(f"[{start_time:.2f} - {start_time + duration:.2f}] {text}\n")
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# Update video data
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video_data[video_id] = {
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'title': video_title,
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'description': cleaned_description,
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'transcript_entries': transcript_entries
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}
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else:
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pbar.write(f"Could not retrieve transcript for Video ID: {video_id}")
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failed_videos.append(video_id) # Log the failed video ID
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except Exception as e:
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pbar.write(f"An error occurred while processing video {video_id}: {e}")
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import traceback
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pbar.write(traceback.format_exc()) # Output the traceback
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failed_videos.append(video_id) # Log the failed video ID
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finally:
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# Update the progress bar
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pbar.update(1)
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# Close the progress bar
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pbar.close()
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# Write failed video IDs to a separate file
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if failed_videos:
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with open('failed_videos.txt', 'w') as fv:
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for vid in failed_videos:
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fv.write(f"{vid}\n")
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print(f"\nLogged failed video IDs to 'failed_videos.txt'.")
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return video_data
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# Main Function
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if __name__ == "__main__":
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# Step 2: Fetch transcripts for the videos
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video_data = fetch_video_data(video_ids)
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