Spaces:
Build error
Build error
| import requests | |
| from bs4 import BeautifulSoup | |
| import re | |
| import time | |
| def get_course_links(page_url): | |
| """ | |
| Scrapes the links of individual courses from the given page URL. | |
| Args: | |
| page_url (str): The URL of the page to scrape. | |
| Returns: | |
| list: A list of course URLs. | |
| """ | |
| response = requests.get(page_url) | |
| soup = BeautifulSoup(response.content, 'html.parser') | |
| course_links = [a['href'] for a in soup.select('a.course-card.course-card__public.published') if 'href' in a.attrs] | |
| course_links = [link if link.startswith('http') else f"https://courses.analyticsvidhya.com{link}" for link in course_links] | |
| return course_links | |
| def parse_course_page(url): | |
| """ | |
| Extracts course details from a given course page URL. | |
| Args: | |
| url (str): The URL of the course page. | |
| Returns: | |
| dict: A dictionary containing course information. | |
| """ | |
| response = requests.get(url) | |
| soup = BeautifulSoup(response.content, 'html.parser') | |
| title = soup.select_one('h1[class^="section__heading"]') | |
| title = title.text.strip() if title else 'N/A' | |
| description = soup.select_one('div.fr-view') | |
| description = description.text.strip() if description else 'No description available' | |
| curriculum = [re.sub(r'\s+', ' ', item.text.strip()) for item in soup.select('div.course-curriculum__chapter-content-wrapper')] | |
| curriculum = ' | '.join(curriculum) if curriculum else 'No curriculum available' | |
| return { | |
| 'Title': title, | |
| 'Description': description, | |
| 'Curriculum': curriculum, | |
| 'Link': url | |
| } | |
| def scrape_courses_json(base_url, num_pages=5): | |
| """ | |
| Scrapes courses from multiple pages and returns course data. | |
| Args: | |
| base_url (str): Base URL of the course pages. | |
| num_pages (int): Number of pages to scrape. | |
| Returns: | |
| list: A list of dictionaries, each containing course information. | |
| """ | |
| data = [] | |
| for page_num in range(1, num_pages + 1): | |
| page_url = f"{base_url}{page_num}" | |
| print(f"Scraping page {page_num}: {page_url}") | |
| course_links = get_course_links(page_url) | |
| print(f"Found {len(course_links)} courses on page {page_num}") | |
| for link in course_links: | |
| try: | |
| print(f"Scraping course: {link}") | |
| course_data = parse_course_page(link) | |
| data.append(course_data) | |
| time.sleep(1) # Be courteous to the server | |
| except Exception as e: | |
| print(f"Failed to scrape {link}: {e}") | |
| print("Scraping completed.") | |
| return data | |