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| from selenium import webdriver from selenium.webdriver.common.by import By from selenium.webdriver.support.ui import WebDriverWait from selenium.webdriver.support import expected_conditions as EC from selenium.common.exceptions import TimeoutException from bs4 import BeautifulSoup import time import random import csv from datetime import datetime import re
def init_driver(headless=True): """初始化浏览器驱动,增加反反爬措施""" options = webdriver.ChromeOptions() if headless: options.add_argument('--headless') options.add_argument('--no-sandbox') options.add_argument('--disable-dev-shm-usage') options.add_argument('--disable-gpu') options.add_argument('--disable-blink-features=AutomationControlled') options.add_argument('--user-agent=Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36') options.add_argument('--window-size=1920,1080') options.add_experimental_option("excludeSwitches", ["enable-automation"]) options.add_experimental_option('useAutomationExtension', False) options.add_argument('--disable-infobars') options.add_argument('--disable-extensions') options.add_argument('--disable-popup-blocking') options.add_argument('--disable-notifications') options.add_argument('--disable-web-security') options.add_argument('--disable-translate') options.add_argument('--disable-logging') options.add_argument('--disable-default-apps') options.add_argument('--disable-sync') options.add_argument('--disable-background-networking') options.add_argument('--disable-client-side-phishing-detection') options.add_argument('--disable-component-update') options.add_argument('--disable-hang-monitor') options.add_argument('--disable-prompt-on-repost') options.add_argument('--disable-renderer-backgrounding') options.add_argument('--disable-session-crashed-bubble') options.add_argument('--disable-sync') options.add_argument('--disable-web-resources') options.add_argument('--metrics-recording-only') options.add_argument('--no-first-run') options.add_argument('--safebrowsing-disable-auto-update') options.add_argument('--password-store=basic') try: driver = webdriver.Chrome(options=options) driver.execute_script("Object.defineProperty(navigator, 'webdriver', {get: () => undefined})") driver.execute_cdp_cmd('Page.addScriptToEvaluateOnNewDocument', { 'source': ''' Object.defineProperty(navigator, 'plugins', { get: () => [1, 2, 3, 4, 5], }); Object.defineProperty(navigator, 'languages', { get: () => ['en-US', 'en'], }); const originalQuery = window.navigator.permissions.query; window.navigator.permissions.query = (parameters) => ( parameters.name === 'notifications' ? Promise.resolve({ state: Notification.permission }) : originalQuery(parameters) ); ''' }) return driver except Exception as e: print(f"初始化浏览器失败: {e}") raise
def print_page_info(driver, step_name): """打印页面信息到控制台""" print(f"\n=== {step_name} ===") print(f"页面标题: {driver.title}") print(f"页面URL: {driver.current_url}") print(f"页面源代码长度: {len(driver.page_source)} 字符") page_text = driver.page_source.lower() checks = { "包含TikTok": "tiktok" in page_text, "包含用户名元素": 'data-e2e="challenge-item-username"' in page_text, "包含登录": "login" in page_text, "包含验证码": "captcha" in page_text, } for check_name, result in checks.items(): status = "✓" if result else "✗" print(f"{status} {check_name}") return page_text
def get_total_videos_count(driver): """获取标签下的作品总数""" try: selectors = [ 'h2[data-e2e="challenge-vvcount"]', 'h2[data-e2e*="vvcount"]', 'h2[class*="ShareSubTitle"]', 'div[data-e2e*="vvcount"]', 'span[data-e2e*="vvcount"]' ] for selector in selectors: try: element = driver.find_element(By.CSS_SELECTOR, selector) if element: text = element.text.strip() match = re.search(r'(\d+[\d,]*)\s*个作品', text) if match: count_str = match.group(1).replace(',', '') return int(count_str) print(f"找到作品总数元素,但格式不匹配: {text}") except: continue page_source = driver.page_source match = re.search(r'(\d+[\d,]*)\s*个作品', page_source) if match: count_str = match.group(1).replace(',', '') return int(count_str) print("未找到作品总数元素") return 0 except Exception as e: print(f"获取作品总数失败: {e}") return 0
def scrape_tiktok_usernames(url, max_items=50, scroll_pause=2, headless=True): """ 采集TikTok标签页面的用户名数据(增强版) """ driver = None try: driver = init_driver(headless) driver.set_page_load_timeout(60) driver.implicitly_wait(15) print(f"正在访问页面: {url}") driver.get(url) print("等待页面加载...") WebDriverWait(driver, 30).until( EC.presence_of_element_located((By.TAG_NAME, "body")) ) page_text = print_page_info(driver, "初始页面") if "error" in driver.current_url.lower() or "login" in driver.current_url.lower(): print("检测到可能的错误页面或登录页面") return [] total_videos = get_total_videos_count(driver) print(f"标签下共有 {total_videos} 个作品") print("等待内容加载...") try: print("尝试等待特定元素...") WebDriverWait(driver, 20).until( EC.presence_of_element_located((By.CSS_SELECTOR, 'div[data-e2e="challenge-item-list"]')) ) print("找到目标项目列表元素") except TimeoutException: print("未找到目标项目列表元素,尝试其他策略") try: print("尝试等待视频元素...") WebDriverWait(driver, 15).until( EC.presence_of_element_located((By.CSS_SELECTOR, 'div[data-e2e*="video"]')) ) print("找到视频元素") except TimeoutException: print("未找到视频元素,尝试滚动加载") for i in range(3): print(f"滚动页面 {i+1}/3") driver.execute_script("window.scrollTo(0, document.body.scrollHeight);") time.sleep(2) page_text = print_page_info(driver, "等待后页面") if 'data-e2e="challenge-item-username"' not in page_text: print("页面中未找到目标用户名元素") return [] collected_usernames = [] scroll_attempts = 0 max_scroll_attempts = 15 print("开始滚动采集用户名...") while len(collected_usernames) < max_items and scroll_attempts < max_scroll_attempts: print(f"\n=== 第 {scroll_attempts + 1} 次滚动 ===") driver.execute_script("window.scrollTo(0, document.body.scrollHeight);") scroll_attempts += 1 wait_time = scroll_pause + random.uniform(1.0, 3.0) print(f"等待 {wait_time:.1f} 秒让内容加载...") time.sleep(wait_time) page_text = print_page_info(driver, f"滚动后页面 {scroll_attempts}") soup = BeautifulSoup(driver.page_source, 'html.parser') usernames = extract_usernames(soup) print(f"本次提取到 {len(usernames)} 个用户名") new_usernames = [] for username in usernames: if username not in collected_usernames and len(collected_usernames) < max_items: collected_usernames.append(username) new_usernames.append(username) print(f"新增 {len(new_usernames)} 个用户名,总计 {len(collected_usernames)} 个") if total_videos > 0: progress = min(len(collected_usernames) / total_videos * 100, 100) print(f"处理进度: {len(collected_usernames)}/{total_videos} ({progress:.1f}%)") if len(new_usernames) == 0 and scroll_attempts > 5: print("连续多次滚动没有新用户名,停止采集") break print(f"采集完成!共获取 {len(collected_usernames)} 个用户名") return collected_usernames except Exception as e: print(f"采集过程中出现错误: {str(e)}") import traceback traceback.print_exc() return [] finally: if driver: driver.quit() print("浏览器已关闭")
def extract_usernames(soup): """提取用户名数据(增强版)""" usernames = [] print("开始提取用户名...") username_elements = soup.select('p[data-e2e="challenge-item-username"]') print(f"使用CSS选择器找到 {len(username_elements)} 个用户名元素") for element in username_elements: try: username = element.get_text(strip=True) if username and username not in usernames: usernames.append(username) print(f"提取到用户名: {username}") except Exception as e: print(f"提取用户名失败: {e}") if len(username_elements) == 0: print("尝试使用find_all方法查找用户名元素...") username_elements = soup.find_all('p', attrs={'data-e2e': 'challenge-item-username'}) print(f"使用find_all找到 {len(username_elements)} 个用户名元素") for element in username_elements: try: username = element.get_text(strip=True) if username and username not in usernames: usernames.append(username) print(f"提取到用户名: {username}") except Exception as e: print(f"提取用户名失败: {e}") if len(username_elements) == 0: print("尝试其他选择器查找用户名...") alternative_selectors = [ 'p[data-e2e*="username"]', 'p[class*="user-name"]', 'div[data-e2e*="username"]', 'span[data-e2e*="username"]', 'a[data-e2e*="username"]', 'div[class*="user-name"]', 'span[class*="user-name"]', 'a[class*="user-name"]' ] for selector in alternative_selectors: try: elements = soup.select(selector) if elements: print(f"使用选择器 '{selector}' 找到 {len(elements)} 个元素") for element in elements: try: username = element.get_text(strip=True) if username and username not in usernames: usernames.append(username) print(f"提取到用户名: {username}") except Exception as e: print(f"提取用户名失败: {e}") except Exception as e: print(f"使用选择器 {selector} 失败: {e}") print(f"最终提取到 {len(usernames)} 个用户名") return usernames
def save_usernames_to_csv(usernames, filename=None): """保存用户名到CSV表格""" if not usernames: print("没有用户名数据可保存") return None if not filename: timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") filename = f'tiktok_usernames_{timestamp}.csv' fieldnames = ['序号', '用户名', '主页地址'] with open(filename, 'w', newline='', encoding='utf-8-sig') as csvfile: writer = csv.DictWriter(csvfile, fieldnames=fieldnames) writer.writeheader() for i, username in enumerate(usernames, 1): writer.writerow({ '序号': i, '用户名': username, '主页地址': f"https://www.tiktok.com/@{username}" }) print(f"用户名数据已保存到CSV文件: {filename}") return filename
def display_usernames_preview(usernames, count=10): """显示用户名预览""" if not usernames: print("没有用户名数据可显示") return print(f"\n=== 采集到的用户名预览(前{min(count, len(usernames))}个)===") for i, username in enumerate(usernames[:count], 1): print(f"{i}. {username} (主页: https://www.tiktok.com/@{username})") print(f"\n总共采集到 {len(usernames)} 个用户名")
if __name__ == "__main__": TagName = "xxx" TARGET_URL = "https://www.tiktok.com/tag/"+TagName MAX_ITEMS = 10 SCROLL_PAUSE = 3 HEADLESS_MODE = False print("开始采集 TikTok 用户名数据...") try: usernames = scrape_tiktok_usernames( url=TARGET_URL, max_items=MAX_ITEMS, scroll_pause=SCROLL_PAUSE, headless=HEADLESS_MODE ) if usernames: csv_file = save_usernames_to_csv(usernames,TagName+".csv") display_usernames_preview(usernames) print(f"\n采集完成!共获取 {len(usernames)} 个用户名") print(f"数据已保存到: {csv_file}") else: print("未采集到任何用户名数据") except Exception as e: print(f"程序执行出错: {e}") import traceback traceback.print_exc()
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