from selenium import webdriver from selenium.webdriver.common.by import By import undetected_chromedriver as uc import re import logging import os import time import random import pandas as pd import numpy as np from config import SCRAPER_TIMEOUT, CHROME_DRIVER_PATH, SCRAPER_MAX_RETRIES USER_AGENTS = us_ag = pd.read_csv("https://gist.githubusercontent.com/pzb/b4b6f57144aea7827ae4/raw/cf847b76a142955b1410c8bcef3aabe221a63db1/user-agents.txt", sep="\t", header=None) USER_AGENTS = USER_AGENTS.iloc[:, 0].copy() def get_text(url, n_words=15): try: driver = None logging.warning(f"Initiated Scraping {url}") # user_agent = "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/123.0.0.0 Safari/537.36" ua = USER_AGENTS[np.random.randint(low=0, high=len(USER_AGENTS), size=1)] ua = ua.reset_index(drop=True) ua = ua[0] user_agent = ua options = uc.ChromeOptions() options.add_argument("--headless") options.add_argument(f"user-agent={user_agent}") # options.add_argument("--blink-settings=imagesEnabled=false") # options.add_argument("--disable-images") options.add_argument("--disable-blink-features=AutomationControlled") options.add_argument("--disable-dev-shm-usage") # options.add_argument("--disable-extensions") # options.add_argument("--autoplay-policy=no-user-gesture-required") # options.add_argument("--disable-infobars") # options.add_argument("--disable-gpu") driver = uc.Chrome(version_main=127, options=options, driver_executable_path=CHROME_DRIVER_PATH) time.sleep(random.uniform(0.5, 1.5)) driver.set_page_load_timeout(SCRAPER_TIMEOUT) driver.set_script_timeout(SCRAPER_TIMEOUT) driver.implicitly_wait(3) driver.get(url) elem = driver.find_element(By.TAG_NAME, "body").text sents = elem.split("\n") sentence_list = [] for sent in sents: sent = sent.strip() if (len(sent.split()) >= n_words) and (len(re.findall(r"^\w.+[^\w\)\s]$", sent))>0): sentence_list.append(sent) driver.close() driver.quit() logging.warning("Closed Webdriver") logging.warning("Successfully scraped text") if len(sentence_list) < 3: raise Exception("Found nothing to scrape.") return "\n".join(sentence_list), "" except Exception as e: logging.warning(str(e)) if driver: driver.close() driver.quit() logging.warning("Closed Webdriver") err_msg = str(e).split('\n')[0] return "", err_msg def scrape_text(url, n_words=15,max_retries=SCRAPER_MAX_RETRIES): scraped_text = "" scrape_error = "" try: n_tries = 1 while (n_tries <= max_retries) and (scraped_text == ""): scraped_text, scrape_error = get_text(url=url, n_words=n_words) n_tries += 1 return scraped_text, scrape_error except Exception as e: err_msg = str(e).split('\n')[0] return "", err_msg