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Update app.py
Browse files
app.py
CHANGED
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@@ -451,34 +451,22 @@ import gradio as gr
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# Helper Functions
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def extract_video_id(url):
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"""
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Extract the video ID from a YouTube URL.
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"""
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import re
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match = re.search(r"(?:v=|\/)([0-9A-Za-z_-]{11})", url)
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return match.group(1) if match else None
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def clean_text_for_analysis(text):
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"""
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Clean text for sentiment analysis.
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"""
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import re
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return re.sub(r"[^a-zA-Z0-9\s]", "", text)
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def extract_subtitle_info(cleaned_text):
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"""
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Extract additional information from subtitles (e.g., keywords, summary).
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"""
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from collections import Counter
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words = cleaned_text.split()
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common_words = Counter(words).most_common(5)
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return f"Most common words: {', '.join([word for word, _ in common_words])}"
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def get_video_metadata(video_id):
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""
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Fetch metadata for a YouTube video using the YouTube Data API.
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"""
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YOUTUBE_API_KEY = "YOUR_YOUTUBE_API_KEY" # Replace with your YouTube Data API key
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try:
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response = requests.get(
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f"https://www.googleapis.com/youtube/v3/videos",
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@@ -500,10 +488,7 @@ def get_video_metadata(video_id):
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return {"error": str(e)}
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def get_recommendations(keywords, max_results=5):
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""
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Fetches related video recommendations based on the provided keywords.
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"""
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YOUTUBE_API_KEY = "YOUR_YOUTUBE_API_KEY" # Replace with your YouTube Data API key
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if not keywords.strip():
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return "Please provide search keywords"
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try:
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@@ -524,177 +509,97 @@ def get_recommendations(keywords, max_results=5):
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title = item["snippet"]["title"]
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channel = item["snippet"]["channelTitle"]
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video_id = item["id"]["videoId"]
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results.append(f"
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return "\n".join(results) if results else "No recommendations found"
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except Exception as e:
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return f"Error: {str(e)}"
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def process_youtube_video(url
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try:
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sentiment_label = "N/A"
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recommendations = ""
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subtitle_info = "No additional information available"
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if url.strip():
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video_id = extract_video_id(url)
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if not video_id:
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return None, "Invalid YouTube URL", "N/A", "", ""
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thumbnail = f"https://img.youtube.com/vi/{video_id}/maxresdefault.jpg"
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try:
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transcript =
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# Generate summary
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summary = f"Summary: {cleaned_text[:400]}..."
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# Extract subtitle information
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subtitle_info = extract_subtitle_info(cleaned_text)
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except TranscriptsDisabled:
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metadata = get_video_metadata(video_id)
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summary = metadata.get("description", "\u26a0\ufe0f This video has disabled subtitles.")
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sentiment_label = "N/A"
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subtitle_info = "No subtitles available for analysis."
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except NoTranscriptFound:
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metadata = get_video_metadata(video_id)
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summary = metadata.get("description", "\u26a0\ufe0f No English transcript available.")
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sentiment_label = "N/A"
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subtitle_info = "No subtitles available for analysis."
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except Exception as e:
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return thumbnail, f"\u26a0\ufe0f Error processing transcript: {str(e)}", "N/A", "", ""
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# If keywords are provided, get recommendations
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if keywords.strip():
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recommendations = get_recommendations(keywords)
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return thumbnail, summary, sentiment_label, subtitle_info, recommendations
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except Exception as e:
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return None, f"Error: {str(e)}", "N/A", ""
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# User credentials
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USER_CREDENTIALS = {
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"admin": "admin"
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}
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# Gradio Interface
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with gr.Blocks(theme=gr.themes.Soft()) as app:
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# Login Page
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with gr.Group() as login_page:
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gr.Markdown("#
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username = gr.Textbox(label="Username")
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password = gr.Textbox(label="Password", type="password")
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login_btn = gr.Button("Login", variant="primary")
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login_msg = gr.Markdown()
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# Main Interface
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with gr.Group(visible=False) as main_page:
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with gr.Row():
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with gr.Column(scale=1):
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gr.Markdown("###
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logout_btn = gr.Button("\ud83d\udeaa Logout", variant="stop")
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with gr.Column(scale=3):
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# YouTube Tool Content
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youtube_page = gr.Group(visible=False)
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with youtube_page:
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gr.Markdown("## Agent for YouTube Content Exploration")
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)
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analyze_btn = gr.Button("\ud83d\udd0d Analyze Video", variant="primary")
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recommend_btn = gr.Button("\ud83d\udd0d Get Recommendations", variant="secondary")
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with gr.Column(scale=1):
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video_thumbnail = gr.Image(label="Video Preview")
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with gr.Row():
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with gr.Column():
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summary = gr.Textbox(label="\ud83d\udd8b\ufe0f Summary", lines=8)
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sentiment = gr.Textbox(label="\ud83d\ude0a Content Sentiment")
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with gr.Column():
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recommendations = gr.Textbox(label="\ud83c\udfaf Related Videos", lines=10)
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def login_check(user, pwd):
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if USER_CREDENTIALS.get(user) == pwd:
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return {
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def show_page(page_name):
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updates = {
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youtube_page: gr.update(visible=False)
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}
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updates[page_name] = gr.update(visible=True)
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return updates
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# Event Handlers
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login_btn.click(
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login_check,
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inputs=[username, password],
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outputs=[login_page, main_page, login_msg]
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)
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nav_youtube.click(lambda: show_page(youtube_page), outputs=list(show_page(youtube_page).keys()))
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analyze_btn.click(
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process_youtube_video,
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inputs=[video_url, ""],
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outputs=[video_thumbnail, summary, sentiment, recommendations]
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)
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recommend_btn.click(
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lambda keywords: process_youtube_video("", keywords)[-1],
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inputs=[keywords],
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outputs=[recommendations]
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)
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logout_btn.click(
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lambda: {
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login_page: gr.update(visible=True),
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main_page: gr.update(visible=False)
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},
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outputs=[login_page, main_page]
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)
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if __name__ == "__main__":
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app.launch()
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# Helper Functions
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def extract_video_id(url):
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import re
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match = re.search(r"(?:v=|\/)([0-9A-Za-z_-]{11})", url)
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return match.group(1) if match else None
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def clean_text_for_analysis(text):
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import re
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return re.sub(r"[^a-zA-Z0-9\s]", "", text)
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def extract_subtitle_info(cleaned_text):
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from collections import Counter
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words = cleaned_text.split()
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common_words = Counter(words).most_common(5)
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return f"Most common words: {', '.join([word for word, _ in common_words])}"
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def get_video_metadata(video_id):
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YOUTUBE_API_KEY = "YOUR_YOUTUBE_API_KEY"
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try:
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response = requests.get(
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f"https://www.googleapis.com/youtube/v3/videos",
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return {"error": str(e)}
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def get_recommendations(keywords, max_results=5):
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YOUTUBE_API_KEY = "YOUR_YOUTUBE_API_KEY"
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if not keywords.strip():
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return "Please provide search keywords"
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try:
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title = item["snippet"]["title"]
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channel = item["snippet"]["channelTitle"]
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video_id = item["id"]["videoId"]
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results.append(f"πΊ {title}\nπ€ {channel}\nπ https://youtube.com/watch?v={video_id}\n")
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return "\n".join(results) if results else "No recommendations found"
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except Exception as e:
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return f"Error: {str(e)}"
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def process_youtube_video(url):
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try:
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video_id = extract_video_id(url)
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if not video_id:
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return None, "Invalid YouTube URL", "N/A", "", ""
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thumbnail = f"https://img.youtube.com/vi/{video_id}/maxresdefault.jpg"
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try:
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transcript_list = YouTubeTranscriptApi.list_transcripts(video_id)
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transcript = None
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try:
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transcript = transcript_list.find_transcript(['en'])
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except:
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transcript = transcript_list.find_generated_transcript(['en'])
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text = " ".join([t['text'] for t in transcript.fetch()])
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cleaned_text = clean_text_for_analysis(text)
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sentiment = TextBlob(cleaned_text).sentiment
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sentiment_label = f"{'Positive' if sentiment.polarity > 0 else 'Negative' if sentiment.polarity < 0 else 'Neutral'} ({sentiment.polarity:.2f})"
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summary = f"Summary: {cleaned_text[:400]}..."
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subtitle_info = extract_subtitle_info(cleaned_text)
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return thumbnail, summary, sentiment_label, subtitle_info
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except TranscriptsDisabled:
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metadata = get_video_metadata(video_id)
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return thumbnail, metadata.get("description", "No transcript available"), "N/A", "No subtitles available"
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except NoTranscriptFound:
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metadata = get_video_metadata(video_id)
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return thumbnail, metadata.get("description", "No transcript available"), "N/A", "No subtitles available"
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except Exception as e:
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return None, f"Error: {str(e)}", "N/A", ""
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def fetch_recommendations(keywords):
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return get_recommendations(keywords)
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# User credentials
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USER_CREDENTIALS = {
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"admin": "admin"
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}
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# Gradio Interface
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with gr.Blocks(theme=gr.themes.Soft()) as app:
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with gr.Group() as login_page:
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gr.Markdown("# π Educational Learning Management System")
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username = gr.Textbox(label="Username")
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password = gr.Textbox(label="Password", type="password")
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login_btn = gr.Button("Login", variant="primary")
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login_msg = gr.Markdown()
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with gr.Group(visible=False) as main_page:
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with gr.Row():
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with gr.Column(scale=1):
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gr.Markdown("### π Navigation")
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nav_youtube = gr.Button("π₯ YouTube Tool")
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logout_btn = gr.Button("πͺ Logout", variant="stop")
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with gr.Column(scale=3):
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youtube_page = gr.Group(visible=False)
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with youtube_page:
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gr.Markdown("## Agent for YouTube Content Exploration")
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video_url = gr.Textbox(label="YouTube URL", placeholder="https://youtube.com/watch?v=...")
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keywords = gr.Textbox(label="Keywords for Recommendations", placeholder="e.g., python programming")
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analyze_btn = gr.Button("π Analyze Video", variant="primary")
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recommend_btn = gr.Button("π Get Recommendations", variant="secondary")
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video_thumbnail = gr.Image(label="Video Preview")
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summary = gr.Textbox(label="π Summary", lines=8)
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sentiment = gr.Textbox(label="π Content Sentiment")
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subtitle_info = gr.Textbox(label="π Subtitle Info")
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recommendations = gr.Textbox(label="π― Related Videos", lines=10)
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def login_check(user, pwd):
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if USER_CREDENTIALS.get(user) == pwd:
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return {login_page: gr.update(visible=False), main_page: gr.update(visible=True), login_msg: ""}
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return {login_page: gr.update(visible=True), main_page: gr.update(visible=False), login_msg: "β Invalid credentials"}
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def show_youtube_page():
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return {youtube_page: gr.update(visible=True)}
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login_btn.click(login_check, inputs=[username, password], outputs=[login_page, main_page, login_msg])
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nav_youtube.click(show_youtube_page, outputs=[youtube_page])
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analyze_btn.click(process_youtube_video, inputs=[video_url], outputs=[video_thumbnail, summary, sentiment, subtitle_info])
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recommend_btn.click(fetch_recommendations, inputs=[keywords], outputs=[recommendations])
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logout_btn.click(lambda: {login_page: gr.update(visible=True), main_page: gr.update(visible=False)}, outputs=[login_page, main_page])
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if __name__ == "__main__":
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app.launch()
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