Spaces:
Build error
Build error
Update app.py
Browse files
app.py
CHANGED
|
@@ -140,6 +140,7 @@ import re
|
|
| 140 |
from collections import Counter
|
| 141 |
from googleapiclient.discovery import build
|
| 142 |
|
|
|
|
| 143 |
def extract_video_id(url):
|
| 144 |
match = re.search(r"(?:v=|\/)([0-9A-Za-z_-]{11})", url)
|
| 145 |
return match.group(1) if match else None
|
|
@@ -164,6 +165,17 @@ def get_video_metadata(video_id):
|
|
| 164 |
def clean_text_for_analysis(text):
|
| 165 |
return " ".join(text.split())
|
| 166 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 167 |
def get_recommendations(keywords, max_results=5):
|
| 168 |
if not keywords:
|
| 169 |
return "Please provide search keywords"
|
|
@@ -185,21 +197,22 @@ def get_recommendations(keywords, max_results=5):
|
|
| 185 |
title = item["snippet"]["title"]
|
| 186 |
channel = item["snippet"]["channelTitle"]
|
| 187 |
video_id = item["id"]["videoId"]
|
| 188 |
-
results.append(f"
|
| 189 |
|
| 190 |
return "\n".join(results) if results else "No recommendations found"
|
| 191 |
except Exception as e:
|
| 192 |
return f"Error: {str(e)}"
|
| 193 |
|
| 194 |
-
def process_youtube_video(url):
|
| 195 |
try:
|
| 196 |
thumbnail = None
|
| 197 |
summary = "No transcript available"
|
| 198 |
sentiment_label = "N/A"
|
|
|
|
| 199 |
|
| 200 |
video_id = extract_video_id(url)
|
| 201 |
if not video_id:
|
| 202 |
-
return None, "Invalid YouTube URL", "N/A"
|
| 203 |
|
| 204 |
thumbnail = f"https://img.youtube.com/vi/{video_id}/maxresdefault.jpg"
|
| 205 |
|
|
@@ -227,77 +240,108 @@ def process_youtube_video(url):
|
|
| 227 |
summary = metadata.get("description", "No subtitles available")
|
| 228 |
sentiment_label = "N/A"
|
| 229 |
|
| 230 |
-
|
|
|
|
|
|
|
|
|
|
| 231 |
|
| 232 |
except Exception as e:
|
| 233 |
-
return None, f"Error: {str(e)}", "N/A"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 234 |
|
| 235 |
# Gradio Interface
|
| 236 |
with gr.Blocks(theme=gr.themes.Soft()) as app:
|
| 237 |
# Login Page
|
| 238 |
with gr.Group() as login_page:
|
| 239 |
-
gr.Markdown("#
|
| 240 |
username = gr.Textbox(label="Username")
|
| 241 |
password = gr.Textbox(label="Password", type="password")
|
| 242 |
login_btn = gr.Button("Login", variant="primary")
|
| 243 |
login_msg = gr.Markdown()
|
| 244 |
-
|
| 245 |
# Main Interface
|
| 246 |
with gr.Group(visible=False) as main_page:
|
| 247 |
with gr.Row():
|
| 248 |
with gr.Column(scale=1):
|
| 249 |
-
gr.Markdown("###
|
| 250 |
-
nav_dashboard = gr.Button("
|
| 251 |
-
nav_students = gr.Button("
|
| 252 |
-
nav_teachers = gr.Button("
|
| 253 |
-
nav_courses = gr.Button("
|
| 254 |
-
nav_youtube = gr.Button("
|
| 255 |
-
logout_btn = gr.Button("
|
| 256 |
-
|
| 257 |
with gr.Column(scale=3):
|
| 258 |
# Dashboard Content
|
| 259 |
dashboard_page = gr.Group()
|
| 260 |
with dashboard_page:
|
| 261 |
-
gr.Markdown("##
|
| 262 |
gr.Markdown(f"""
|
| 263 |
### System Overview
|
| 264 |
-
-
|
| 265 |
-
-
|
| 266 |
-
-
|
| 267 |
|
| 268 |
### Quick Actions
|
| 269 |
- View student performance
|
| 270 |
- Access course materials
|
| 271 |
- Generate learning insights
|
| 272 |
""")
|
| 273 |
-
|
| 274 |
# Students Content
|
| 275 |
students_page = gr.Group(visible=False)
|
| 276 |
with students_page:
|
| 277 |
-
gr.Markdown("##
|
| 278 |
gr.DataFrame(
|
| 279 |
value=students_data,
|
| 280 |
headers=["ID", "Name", "Grade", "Program"]
|
| 281 |
)
|
| 282 |
-
|
| 283 |
# Teachers Content
|
| 284 |
teachers_page = gr.Group(visible=False)
|
| 285 |
with teachers_page:
|
| 286 |
-
gr.Markdown("##
|
| 287 |
gr.DataFrame(
|
| 288 |
value=teachers_data,
|
| 289 |
headers=["ID", "Name", "Subject", "Qualification"]
|
| 290 |
)
|
| 291 |
-
|
| 292 |
# Courses Content
|
| 293 |
courses_page = gr.Group(visible=False)
|
| 294 |
with courses_page:
|
| 295 |
-
gr.Markdown("##
|
| 296 |
gr.DataFrame(
|
| 297 |
value=courses_data,
|
| 298 |
headers=["ID", "Name", "Instructor", "Level"]
|
| 299 |
)
|
| 300 |
-
|
| 301 |
# YouTube Tool Content
|
| 302 |
youtube_page = gr.Group(visible=False)
|
| 303 |
with youtube_page:
|
|
@@ -308,23 +352,21 @@ with gr.Blocks(theme=gr.themes.Soft()) as app:
|
|
| 308 |
label="YouTube URL",
|
| 309 |
placeholder="https://youtube.com/watch?v=..."
|
| 310 |
)
|
| 311 |
-
|
| 312 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 313 |
with gr.Column(scale=1):
|
| 314 |
video_thumbnail = gr.Image(label="Video Preview")
|
| 315 |
-
|
| 316 |
with gr.Row():
|
| 317 |
with gr.Column():
|
| 318 |
-
summary = gr.Textbox(label="
|
| 319 |
-
sentiment = gr.Textbox(label="
|
| 320 |
-
|
| 321 |
-
|
| 322 |
-
keywords = gr.Textbox(
|
| 323 |
-
label="Keywords for Recommendations",
|
| 324 |
-
placeholder="e.g., python programming, machine learning"
|
| 325 |
-
)
|
| 326 |
-
recommendations_btn = gr.Button("\ud83d\udd0d Get Recommendations", variant="primary")
|
| 327 |
-
recommendations = gr.Textbox(label="\ud83d\udca1 Related Videos", lines=10)
|
| 328 |
|
| 329 |
def login_check(user, pwd):
|
| 330 |
if USER_CREDENTIALS.get(user) == pwd:
|
|
@@ -336,9 +378,9 @@ with gr.Blocks(theme=gr.themes.Soft()) as app:
|
|
| 336 |
return {
|
| 337 |
login_page: gr.update(visible=True),
|
| 338 |
main_page: gr.update(visible=False),
|
| 339 |
-
login_msg: "
|
| 340 |
}
|
| 341 |
-
|
| 342 |
def show_page(page_name):
|
| 343 |
updates = {
|
| 344 |
dashboard_page: gr.update(visible=False),
|
|
@@ -349,31 +391,26 @@ with gr.Blocks(theme=gr.themes.Soft()) as app:
|
|
| 349 |
}
|
| 350 |
updates[page_name] = gr.update(visible=True)
|
| 351 |
return updates
|
| 352 |
-
|
| 353 |
-
|
| 354 |
-
process_youtube_video,
|
| 355 |
-
inputs=[video_url],
|
| 356 |
-
outputs=[video_thumbnail, summary, sentiment]
|
| 357 |
-
)
|
| 358 |
-
|
| 359 |
-
recommendations_btn.click(
|
| 360 |
-
get_recommendations,
|
| 361 |
-
inputs=[keywords],
|
| 362 |
-
outputs=[recommendations]
|
| 363 |
-
)
|
| 364 |
-
|
| 365 |
login_btn.click(
|
| 366 |
login_check,
|
| 367 |
inputs=[username, password],
|
| 368 |
outputs=[login_page, main_page, login_msg]
|
| 369 |
)
|
| 370 |
-
|
| 371 |
nav_dashboard.click(lambda: show_page(dashboard_page), outputs=list(show_page(dashboard_page).keys()))
|
| 372 |
nav_students.click(lambda: show_page(students_page), outputs=list(show_page(students_page).keys()))
|
| 373 |
nav_teachers.click(lambda: show_page(teachers_page), outputs=list(show_page(teachers_page).keys()))
|
| 374 |
nav_courses.click(lambda: show_page(courses_page), outputs=list(show_page(courses_page).keys()))
|
| 375 |
nav_youtube.click(lambda: show_page(youtube_page), outputs=list(show_page(youtube_page).keys()))
|
| 376 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 377 |
logout_btn.click(
|
| 378 |
lambda: {
|
| 379 |
login_page: gr.update(visible=True),
|
|
@@ -384,4 +421,3 @@ with gr.Blocks(theme=gr.themes.Soft()) as app:
|
|
| 384 |
|
| 385 |
if __name__ == "__main__":
|
| 386 |
app.launch()
|
| 387 |
-
|
|
|
|
| 140 |
from collections import Counter
|
| 141 |
from googleapiclient.discovery import build
|
| 142 |
|
| 143 |
+
|
| 144 |
def extract_video_id(url):
|
| 145 |
match = re.search(r"(?:v=|\/)([0-9A-Za-z_-]{11})", url)
|
| 146 |
return match.group(1) if match else None
|
|
|
|
| 165 |
def clean_text_for_analysis(text):
|
| 166 |
return " ".join(text.split())
|
| 167 |
|
| 168 |
+
def extract_subtitle_info(text):
|
| 169 |
+
try:
|
| 170 |
+
sentences = text.split(". ")
|
| 171 |
+
words = text.split()
|
| 172 |
+
common_words = Counter(words).most_common(10)
|
| 173 |
+
key_topics = ", ".join([word for word, count in common_words])
|
| 174 |
+
info = f"Key topics discussed: {key_topics}. \nNumber of sentences: {len(sentences)}. \nTotal words: {len(words)}."
|
| 175 |
+
return info
|
| 176 |
+
except Exception as e:
|
| 177 |
+
return f"Error extracting subtitle information: {str(e)}"
|
| 178 |
+
|
| 179 |
def get_recommendations(keywords, max_results=5):
|
| 180 |
if not keywords:
|
| 181 |
return "Please provide search keywords"
|
|
|
|
| 197 |
title = item["snippet"]["title"]
|
| 198 |
channel = item["snippet"]["channelTitle"]
|
| 199 |
video_id = item["id"]["videoId"]
|
| 200 |
+
results.append(f"📺 {title}\n👤 {channel}\n🔗 https://youtube.com/watch?v={video_id}\n")
|
| 201 |
|
| 202 |
return "\n".join(results) if results else "No recommendations found"
|
| 203 |
except Exception as e:
|
| 204 |
return f"Error: {str(e)}"
|
| 205 |
|
| 206 |
+
def process_youtube_video(url, keywords):
|
| 207 |
try:
|
| 208 |
thumbnail = None
|
| 209 |
summary = "No transcript available"
|
| 210 |
sentiment_label = "N/A"
|
| 211 |
+
recommendations = ""
|
| 212 |
|
| 213 |
video_id = extract_video_id(url)
|
| 214 |
if not video_id:
|
| 215 |
+
return None, "Invalid YouTube URL", "N/A", "", ""
|
| 216 |
|
| 217 |
thumbnail = f"https://img.youtube.com/vi/{video_id}/maxresdefault.jpg"
|
| 218 |
|
|
|
|
| 240 |
summary = metadata.get("description", "No subtitles available")
|
| 241 |
sentiment_label = "N/A"
|
| 242 |
|
| 243 |
+
if keywords.strip():
|
| 244 |
+
recommendations = get_recommendations(keywords)
|
| 245 |
+
|
| 246 |
+
return thumbnail, summary, sentiment_label, recommendations
|
| 247 |
|
| 248 |
except Exception as e:
|
| 249 |
+
return None, f"Error: {str(e)}", "N/A", ""
|
| 250 |
+
|
| 251 |
+
|
| 252 |
+
# def get_recommendations(keywords, max_results=5):
|
| 253 |
+
# if not keywords:
|
| 254 |
+
# return "Please provide search keywords"
|
| 255 |
+
# try:
|
| 256 |
+
# response = requests.get(
|
| 257 |
+
# "https://www.googleapis.com/youtube/v3/search",
|
| 258 |
+
# params={
|
| 259 |
+
# "part": "snippet",
|
| 260 |
+
# "q": f"educational {keywords}",
|
| 261 |
+
# "type": "video",
|
| 262 |
+
# "maxResults": max_results,
|
| 263 |
+
# "relevanceLanguage": "en",
|
| 264 |
+
# "key": YOUTUBE_API_KEY
|
| 265 |
+
# }
|
| 266 |
+
# ).json()
|
| 267 |
+
|
| 268 |
+
# results = []
|
| 269 |
+
# for item in response.get("items", []):
|
| 270 |
+
# title = item["snippet"]["title"]
|
| 271 |
+
# channel = item["snippet"]["channelTitle"]
|
| 272 |
+
# video_id = item["id"]["videoId"]
|
| 273 |
+
# results.append(f"📺 {title}\n👤 {channel}\n🔗 https://youtube.com/watch?v={video_id}\n")
|
| 274 |
+
|
| 275 |
+
# return "\n".join(results) if results else "No recommendations found"
|
| 276 |
+
# except Exception as e:
|
| 277 |
+
# return f"Error: {str(e)}"
|
| 278 |
|
| 279 |
# Gradio Interface
|
| 280 |
with gr.Blocks(theme=gr.themes.Soft()) as app:
|
| 281 |
# Login Page
|
| 282 |
with gr.Group() as login_page:
|
| 283 |
+
gr.Markdown("# 🎓 Educational Learning Management System")
|
| 284 |
username = gr.Textbox(label="Username")
|
| 285 |
password = gr.Textbox(label="Password", type="password")
|
| 286 |
login_btn = gr.Button("Login", variant="primary")
|
| 287 |
login_msg = gr.Markdown()
|
| 288 |
+
|
| 289 |
# Main Interface
|
| 290 |
with gr.Group(visible=False) as main_page:
|
| 291 |
with gr.Row():
|
| 292 |
with gr.Column(scale=1):
|
| 293 |
+
gr.Markdown("### 📋 Navigation")
|
| 294 |
+
nav_dashboard = gr.Button("📊 Dashboard", variant="primary")
|
| 295 |
+
nav_students = gr.Button("👥 Students")
|
| 296 |
+
nav_teachers = gr.Button("👨🏫 Teachers")
|
| 297 |
+
nav_courses = gr.Button("📚 Courses")
|
| 298 |
+
nav_youtube = gr.Button("🎥 YouTube Tool")
|
| 299 |
+
logout_btn = gr.Button("🚪 Logout", variant="stop")
|
| 300 |
+
|
| 301 |
with gr.Column(scale=3):
|
| 302 |
# Dashboard Content
|
| 303 |
dashboard_page = gr.Group()
|
| 304 |
with dashboard_page:
|
| 305 |
+
gr.Markdown("## 📊 Dashboard")
|
| 306 |
gr.Markdown(f"""
|
| 307 |
### System Overview
|
| 308 |
+
- 👥 Total Students: {len(students_data)}
|
| 309 |
+
- 👨🏫 Total Teachers: {len(teachers_data)}
|
| 310 |
+
- 📚 Total Courses: {len(courses_data)}
|
| 311 |
|
| 312 |
### Quick Actions
|
| 313 |
- View student performance
|
| 314 |
- Access course materials
|
| 315 |
- Generate learning insights
|
| 316 |
""")
|
| 317 |
+
|
| 318 |
# Students Content
|
| 319 |
students_page = gr.Group(visible=False)
|
| 320 |
with students_page:
|
| 321 |
+
gr.Markdown("## 👥 Students")
|
| 322 |
gr.DataFrame(
|
| 323 |
value=students_data,
|
| 324 |
headers=["ID", "Name", "Grade", "Program"]
|
| 325 |
)
|
| 326 |
+
|
| 327 |
# Teachers Content
|
| 328 |
teachers_page = gr.Group(visible=False)
|
| 329 |
with teachers_page:
|
| 330 |
+
gr.Markdown("## 👨🏫 Teachers")
|
| 331 |
gr.DataFrame(
|
| 332 |
value=teachers_data,
|
| 333 |
headers=["ID", "Name", "Subject", "Qualification"]
|
| 334 |
)
|
| 335 |
+
|
| 336 |
# Courses Content
|
| 337 |
courses_page = gr.Group(visible=False)
|
| 338 |
with courses_page:
|
| 339 |
+
gr.Markdown("## 📚 Courses")
|
| 340 |
gr.DataFrame(
|
| 341 |
value=courses_data,
|
| 342 |
headers=["ID", "Name", "Instructor", "Level"]
|
| 343 |
)
|
| 344 |
+
|
| 345 |
# YouTube Tool Content
|
| 346 |
youtube_page = gr.Group(visible=False)
|
| 347 |
with youtube_page:
|
|
|
|
| 352 |
label="YouTube URL",
|
| 353 |
placeholder="https://youtube.com/watch?v=..."
|
| 354 |
)
|
| 355 |
+
keywords = gr.Textbox(
|
| 356 |
+
label="Keywords for Recommendations",
|
| 357 |
+
placeholder="e.g., python programming, machine learning"
|
| 358 |
+
)
|
| 359 |
+
analyze_btn = gr.Button("🔍 Analyze Video", variant="primary")
|
| 360 |
+
|
| 361 |
with gr.Column(scale=1):
|
| 362 |
video_thumbnail = gr.Image(label="Video Preview")
|
| 363 |
+
|
| 364 |
with gr.Row():
|
| 365 |
with gr.Column():
|
| 366 |
+
summary = gr.Textbox(label="📝 Summary", lines=8)
|
| 367 |
+
sentiment = gr.Textbox(label="😊 Content Sentiment")
|
| 368 |
+
with gr.Column():
|
| 369 |
+
recommendations = gr.Textbox(label="🎯 Related Videos", lines=10)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 370 |
|
| 371 |
def login_check(user, pwd):
|
| 372 |
if USER_CREDENTIALS.get(user) == pwd:
|
|
|
|
| 378 |
return {
|
| 379 |
login_page: gr.update(visible=True),
|
| 380 |
main_page: gr.update(visible=False),
|
| 381 |
+
login_msg: "❌ Invalid credentials"
|
| 382 |
}
|
| 383 |
+
|
| 384 |
def show_page(page_name):
|
| 385 |
updates = {
|
| 386 |
dashboard_page: gr.update(visible=False),
|
|
|
|
| 391 |
}
|
| 392 |
updates[page_name] = gr.update(visible=True)
|
| 393 |
return updates
|
| 394 |
+
|
| 395 |
+
# Event Handlers
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 396 |
login_btn.click(
|
| 397 |
login_check,
|
| 398 |
inputs=[username, password],
|
| 399 |
outputs=[login_page, main_page, login_msg]
|
| 400 |
)
|
| 401 |
+
|
| 402 |
nav_dashboard.click(lambda: show_page(dashboard_page), outputs=list(show_page(dashboard_page).keys()))
|
| 403 |
nav_students.click(lambda: show_page(students_page), outputs=list(show_page(students_page).keys()))
|
| 404 |
nav_teachers.click(lambda: show_page(teachers_page), outputs=list(show_page(teachers_page).keys()))
|
| 405 |
nav_courses.click(lambda: show_page(courses_page), outputs=list(show_page(courses_page).keys()))
|
| 406 |
nav_youtube.click(lambda: show_page(youtube_page), outputs=list(show_page(youtube_page).keys()))
|
| 407 |
+
|
| 408 |
+
analyze_btn.click(
|
| 409 |
+
process_youtube_video,
|
| 410 |
+
inputs=[video_url, keywords],
|
| 411 |
+
outputs=[video_thumbnail, summary, sentiment, recommendations]
|
| 412 |
+
)
|
| 413 |
+
|
| 414 |
logout_btn.click(
|
| 415 |
lambda: {
|
| 416 |
login_page: gr.update(visible=True),
|
|
|
|
| 421 |
|
| 422 |
if __name__ == "__main__":
|
| 423 |
app.launch()
|
|
|