如何使用 Google Chrome Headless 和 Selenium 提取 youtube 视频的评论数?

How to extract the number of comments of a youtube video using Google Chrome Headless and Selenium?

每个 youtube 网页中都有一个元素来显示视频的评论数。 就是这样一个html结构:

<yt-formatted-string class="count-text style-scope ytd-comments-header-renderer">xx Comments</yt-formatted-string>

我想用 selenium 获取数字 xx Comments
code1-带头浏览器

from selenium import webdriver
from selenium.webdriver.chrome.options import Options
from selenium.common.exceptions import TimeoutException
from selenium.webdriver.support.ui import WebDriverWait
from selenium.webdriver.support import expected_conditions as EC
from selenium.webdriver.common.by import By
import time
options = webdriver.ChromeOptions()
proxy = '127.0.0.1:1080'   
options.add_argument('--proxy-server=socks5://' + proxy)
options.add_argument("start-maximized")
options.add_experimental_option("excludeSwitches", ["enable-automation"])
options.add_experimental_option('useAutomationExtension', False)
driver = webdriver.Chrome(options=options)
wait = WebDriverWait(driver,30)
url='https://www.youtube.com/watch?v=N0lxfilGfak'

driver.get(url)
driver.execute_script("return scrollBy(0, 1000);")
comment = WebDriverWait(driver, 60).until(EC.visibility_of_element_located((By.XPATH, "//yt-formatted-string[contains(., 'Comments')]")))
driver.execute_script("arguments[0].scrollIntoView(true);",comment)
print(driver.find_element_by_xpath("//h2[@id='count']").text)

使用上面的 python 代码,我可以得到 717 Comments for https://www.youtube.com/watch?v=N0lxfilGfak.

现在我想在 selenium 中使用无头浏览器获得相同的数字。
code2-带无头浏览器。

from selenium import webdriver
from selenium.webdriver.chrome.options import Options
from selenium.common.exceptions import TimeoutException
from selenium.webdriver.support.ui import WebDriverWait
from selenium.webdriver.support import expected_conditions as EC
from selenium.webdriver.common.by import By
import time
options = webdriver.ChromeOptions()
proxy = '127.0.0.1:1080'   
options.add_argument('--proxy-server=socks5://' + proxy)
options.add_argument('--no-sandbox')
options.add_argument('--disable-dev-shm-usage')
options.add_argument("--headless")
options.add_argument("start-maximized")
options.add_experimental_option("excludeSwitches", ["enable-automation"])
options.add_experimental_option('useAutomationExtension', False)
driver = webdriver.Chrome(options=options)
wait = WebDriverWait(driver,30)
url='https://www.youtube.com/watch?v=N0lxfilGfak'

driver.get(url)
driver.execute_script("return scrollBy(0, 1000);")
comment = WebDriverWait(driver, 20).until(EC.visibility_of_element_located((By.XPATH, "//yt-formatted-string[contains(., 'Comments')]")))
driver.execute_script("arguments[0].scrollIntoView(true);",comment)
print(driver.find_element_by_xpath("//h2[@id='count']").text)

注意:code2比code1多了三行

options.add_argument('--no-sandbox')
options.add_argument('--disable-dev-shm-usage')
options.add_argument("--headless")

code2和code1其他行相同

执行code2时卡在comment语句中:

>>> comment = WebDriverWait(driver, 60).until(EC.visibility_of_element_located((By.XPATH, "//yt-formatted-string[contains(., 'Comments')]")))
Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "/usr/local/lib/python3.5/dist-packages/selenium/webdriver/support/wait.py", line 80, in until
    raise TimeoutException(message, screen, stacktrace)
selenium.common.exceptions.TimeoutException: Message: 

为什么在selenium中无法使用headless browser获取元素?

你快到了。使用 driven initiated Browsing Context you have to induce for the visibility_of_element_located() and you can use either of the following :

打印文本 xx Comments
  • 使用 XPATHtext 属性:

    driver.get("https://www.youtube.com/watch?v=N0lxfilGfak")
    driver.execute_script("return scrollBy(0, 1000);")
    subscribe = WebDriverWait(driver, 60).until(EC.visibility_of_element_located((By.XPATH, "//yt-formatted-string[text()='Subscribe']")))
    driver.execute_script("arguments[0].scrollIntoView(true);",subscribe)
    print(WebDriverWait(driver, 10).until(EC.visibility_of_element_located((By.XPATH,"//h2[@id='count']/yt-formatted-string"))).text)
    
  • 使用 CSS_SELECTORget_attribute():

    driver.get("https://www.youtube.com/watch?v=N0lxfilGfak")
    driver.execute_script("return scrollBy(0, 1000);")
    subscribe = WebDriverWait(driver, 60).until(EC.visibility_of_element_located((By.XPATH, "//yt-formatted-string[text()='Subscribe']")))
    driver.execute_script("arguments[0].scrollIntoView(true);",subscribe)
    print(WebDriverWait(driver, 10).until(EC.visibility_of_element_located((By.CSS_SELECTOR,"h2#count>yt-formatted-string"))).get_attribute("innerHTML"))
    
  • 控制台输出:

    717 Comments
    
  • 注意:您必须添加以下导入:

    from selenium.webdriver.support.ui import WebDriverWait
    from selenium.webdriver.common.by import By
    from selenium.webdriver.support import expected_conditions as EC
    

使用无头Chrome

使用可以使用以下解决方案:

  • 代码块:

    from selenium import webdriver
    from selenium.webdriver.support.ui import WebDriverWait
    from selenium.webdriver.common.by import By
    from selenium.webdriver.support import expected_conditions as EC
    
    options = webdriver.ChromeOptions() 
    options.add_experimental_option("excludeSwitches", ["enable-automation"])
    options.add_experimental_option('useAutomationExtension', False)
    options.add_argument('--headless')
    options.add_argument('--window-size=1920,1080')
    driver = webdriver.Chrome(options=options, executable_path=r'C:\WebDrivers\chromedriver.exe')
    driver.get("https://www.youtube.com/watch?v=N0lxfilGfak")
    driver.execute_script("return scrollBy(0, 1000);")
    subscribe = WebDriverWait(driver, 60).until(EC.visibility_of_element_located((By.XPATH, "//yt-formatted-string[text()='Subscribe']")))
    driver.execute_script("arguments[0].scrollIntoView(true);",subscribe)
    # using xpath and text attribute
    print(WebDriverWait(driver, 10).until(EC.visibility_of_element_located((By.XPATH,"//h2[@id='count']/yt-formatted-string"))).text)
    # using cssSelector and get_attribute()
    print(WebDriverWait(driver, 10).until(EC.visibility_of_element_located((By.CSS_SELECTOR,"h2#count>yt-formatted-string"))).get_attribute("innerHTML"))
    print("Exiting")
    driver.quit()
    
  • 控制台输出:

    717 Comments
    717 Comments
    Exiting
    

在我的 headless 设置中添加行:

options.add_argument('--window-size=1920,1080')

或者在 y 方向滚动更长的时间。

driver.execute_script("return scrollBy(0, 5000);")

我的xpath表达式比较直接