""" 明星数据爬虫模块 从 https://www.houyuanhui.com/star/aindex/ 爬取明星数据 """ import asyncio import base64 import os import random import re import time from datetime import datetime from typing import Any, Dict, List, Optional import requests from bs4 import BeautifulSoup from config import logger from database import execute, fetch_all, get_connection # 常用国籍中英文对照表 NATIONALITY_MAP = { '中国': 'China', '美国': 'United States', '英国': 'United Kingdom', '日本': 'Japan', '韩国': 'South Korea', '法国': 'France', '德国': 'Germany', '意大利': 'Italy', '加拿大': 'Canada', '澳大利亚': 'Australia', '俄罗斯': 'Russia', '印度': 'India', '巴西': 'Brazil', '墨西哥': 'Mexico', '西班牙': 'Spain', '泰国': 'Thailand', '新加坡': 'Singapore', '马来西亚': 'Malaysia', '越南': 'Vietnam', '菲律宾': 'Philippines', '印度尼西亚': 'Indonesia', '瑞士': 'Switzerland', '荷兰': 'Netherlands', '瑞典': 'Sweden', '挪威': 'Norway', '丹麦': 'Denmark', '芬兰': 'Finland', '奥地利': 'Austria', '比利时': 'Belgium', '葡萄牙': 'Portugal', '希腊': 'Greece', '土耳其': 'Turkey', '以色列': 'Israel', '南非': 'South Africa', '新西兰': 'New Zealand', '阿根廷': 'Argentina', '智利': 'Chile', '哥伦比亚': 'Colombia', '古巴': 'Cuba', '波兰': 'Poland', '乌克兰': 'Ukraine', '捷克': 'Czech Republic', '匈牙利': 'Hungary', '罗马尼亚': 'Romania', '爱尔兰': 'Ireland', '冰岛': 'Iceland', '蒙古': 'Mongolia', '朝鲜': 'North Korea', '巴基斯坦': 'Pakistan', '孟加拉国': 'Bangladesh', '斯里兰卡': 'Sri Lanka', '尼泊尔': 'Nepal', '缅甸': 'Myanmar', '柬埔寨': 'Cambodia', '老挝': 'Laos', '文莱': 'Brunei', '马尔代夫': 'Maldives', '哈萨克斯坦': 'Kazakhstan', '乌兹别克斯坦': 'Uzbekistan', '阿联酋': 'United Arab Emirates', '沙特阿拉伯': 'Saudi Arabia', '埃及': 'Egypt', '尼日利亚': 'Nigeria', '肯尼亚': 'Kenya', '中国香港': 'Hong Kong', '中国台湾': 'Taiwan', '中国澳门': 'Macau', } def normalize_birthday(raw: str) -> Optional[str]: """ 将生日格式统一转换为 YYYY-MM-DD 支持: "2000年11月28日", "2000-11-28", "2000/11/28" """ if not raw: return None # 提取日期部分(移除括号等附加信息) raw = re.sub(r'\s*\(.*?\)', '', raw).strip() # 尝试匹配各种日期格式 patterns = [ r'(\d{4})年(\d{1,2})月(\d{1,2})日', r'(\d{4})-(\d{1,2})-(\d{1,2})', r'(\d{4})/(\d{1,2})/(\d{1,2})', ] for pattern in patterns: match = re.search(pattern, raw) if match: year, month, day = match.groups() try: dt = datetime(int(year), int(month), int(day)) return dt.strftime('%Y-%m-%d') except ValueError: logger.warning(f"无效的日期格式: {raw}") return None logger.warning(f"无法解析日期格式: {raw}") return None def normalize_blood_type(raw: str) -> Optional[str]: """ 将血型转换为纯字母格式 支持: "A型" -> "A", "AB型" -> "AB", "O型" -> "O" """ if not raw: return None # 移除"型"字 blood_type = raw.replace('型', '').strip().upper() # 验证是否为有效血型 valid_types = ['A', 'B', 'AB', 'O'] if blood_type in valid_types: return blood_type # 如果不符合预期,返回原始清理后的值 return blood_type if blood_type else None def translate_nationality(raw: str) -> Optional[str]: """ 将国籍从中文翻译为英文 """ if not raw: return None # 如果已经是英文,直接返回 if re.match(r'^[A-Za-z\s.,\'-]+$', raw): return raw.strip() # 从对照表中查找 return NATIONALITY_MAP.get(raw) # 明星头像本地存储目录 CELEBRITY_LOCAL_DIR = os.environ.get("CELEBRITY_LOCAL_DIR", "/opt/data/celebritys") # OSS 存储路径前缀(上传时使用) CELEBRITY_OSS_PREFIX = "images/celebritys/" # 数据库存储路径前缀(入库时使用,不含 images/) CELEBRITY_DB_PREFIX = "celebritys/" def normalize_avatar_url(raw: str) -> Optional[str]: """ 补全 avatar URL,加上 https: 前缀 """ if not raw: return None raw = raw.strip() if not raw: return None # 如果已经是完整 URL,直接返回 if raw.startswith('http://') or raw.startswith('https://'): return raw # 如果以 // 开头,补上 https: if raw.startswith('//'): return 'https:' + raw # 其他情况,加上 https:// return 'https://' + raw def build_oss_object_name(star_id: int, name: str) -> str: """ 构建 OSS 对象名称(上传时使用) 格式: images/celebritys/{id}_{base64_name}.jpg """ name_b64 = base64.urlsafe_b64encode(name.encode('utf-8')).decode('ascii') return f"{CELEBRITY_OSS_PREFIX}{star_id}_{name_b64}.jpg" def build_db_avatar_path(star_id: int, name: str) -> str: """ 构建数据库存储的 avatar_oss 路径(不含 images/ 前缀) 格式: celebritys/{id}_{base64_name}.jpg """ name_b64 = base64.urlsafe_b64encode(name.encode('utf-8')).decode('ascii') return f"{CELEBRITY_DB_PREFIX}{star_id}_{name_b64}.jpg" def download_avatar(url: str, local_path: str) -> bool: """ 下载头像图片到本地 """ try: response = requests.get(url, timeout=30) response.raise_for_status() # 确保目录存在 os.makedirs(os.path.dirname(local_path), exist_ok=True) with open(local_path, 'wb') as f: f.write(response.content) return True except Exception as e: logger.error(f"下载头像失败: {url}, 错误: {e}") return False def upload_avatar_to_bos(file_path: str, object_name: str) -> bool: """ 上传头像到 BOS(复用项目的 BOS 客户端) """ from config import BOS_UPLOAD_ENABLED, BOS_BUCKET_NAME if not BOS_UPLOAD_ENABLED: logger.warning("BOS 上传未启用") return False try: from utils import _get_bos_client bos_client = _get_bos_client() if bos_client is None: logger.warning("BOS 客户端未初始化") return False if not os.path.isfile(file_path): logger.error(f"文件不存在: {file_path}") return False # 读取文件内容 with open(file_path, 'rb') as f: file_content = f.read() # 上传到 BOS bos_client.put_object( Bucket=BOS_BUCKET_NAME, Key=object_name, Body=file_content ) logger.info(f"BOS 上传成功: {object_name}") return True except Exception as e: logger.error(f"BOS 上传失败: {object_name}, 错误: {e}") return False class StarScraper: """明星数据爬虫""" def __init__(self): self.base_url = "https://www.houyuanhui.com/star/aindex/" self.detail_url_template = "https://www.houyuanhui.com/mingxing/{id}.html" self.headers = { 'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/146.0.0.0 Safari/537.36 Edg/146.0.0.0', 'Accept': 'application/json, text/javascript, */*; q=0.01', 'Accept-Encoding': 'gzip, deflate, br, zstd', 'Accept-Language': 'zh-CN,zh;q=0.9,en;q=0.8', 'Cache-Control': 'no-cache', 'Pragma': 'no-cache', 'Sec-Fetch-Dest': 'empty', 'Sec-Fetch-Mode': 'cors', 'Sec-Fetch-Site': 'same-origin', 'X-Requested-With': 'XMLHttpRequest', 'Referer': 'https://www.houyuanhui.com/mingxing/', } self.session = requests.Session() self.session.headers.update(self.headers) # 爬虫状态 self.is_running = False self.current_page = 0 self.total_inserted = 0 self.total_skipped = 0 self.error_message = None self.start_time = None self.end_time = None def _parse_star_detail_from_html(self, html_content: str) -> Dict[str, Optional[str]]: """ 从明星个人主页HTML中提取详细信息 解析
里的字段 """ result = { 'alias': None, 'nationality': None, 'constellation': None, 'weight': None, 'birthplace': None, 'agency': None, 'graduated_school': None, 'foreign_name': None, 'ethnicity': None, 'blood_type': None, 'height': None, 'birthday': None, 'profession': None, } try: soup = BeautifulSoup(html_content, 'html.parser') # 查找 archives 模块 archives_div = soup.find('div', class_='modules archives') if not archives_div: logger.warning("未找到 archives 模块") return result # 提取所有
  • 字段 li_items = archives_div.find_all('li') # 字段映射 field_mapping = { '中文名': 'name', '别名': 'alias', '国籍': 'nationality', '星座': 'constellation', '体重': 'weight', '出生地': 'birthplace', '经纪公司': 'agency', '毕业院校': 'graduated_school', '外文名': 'foreign_name', '民族': 'ethnicity', '血型': 'blood_type', '身高': 'height', '出生日期': 'birthday', '职业': 'profession', } for li in li_items: text = li.get_text(strip=True) if ':' in text: key, value = text.split(':', 1) key = key.strip() value = value.strip() # 移除括号里的额外信息(如 "(80后明星)") value = re.sub(r'\s*\(.*?\)', '', value).strip() if key in field_mapping: field_name = field_mapping[key] # 特殊字段处理 if field_name == 'birthday': value = normalize_birthday(value) elif field_name == 'blood_type': value = normalize_blood_type(value) elif field_name == 'nationality': value = translate_nationality(value) result[field_name] = value if value else None except Exception as e: logger.error(f"解析明星详情页失败: {e}") return result def _fetch_detail_page(self, star_id: int) -> str: """ 请求明星个人主页HTML """ url = self.detail_url_template.format(id=star_id) try: response = self.session.get(url, timeout=30) response.raise_for_status() return response.text except requests.RequestException as e: logger.error(f"请求明星详情页 {url} 失败: {e}") return "" def _parse_star_info(self, info_text: str) -> Dict[str, Optional[str]]: """ 解析明星详细信息文本 例如: "别名:丽颖,颖宝,小赵总\n国籍:中国\n..." """ result = { 'alias': None, 'nationality': None, 'constellation': None, 'weight': None, 'birthplace': None, 'agency': None, 'graduated_school': None, 'foreign_name': None, 'ethnicity': None, 'blood_type': None, 'height': None, 'birthday': None, 'profession': None, } if not info_text: return result # 字段映射 field_mapping = { '别名': 'alias', '国籍': 'nationality', '星座': 'constellation', '体重': 'weight', '出生地': 'birthplace', '经纪公司': 'agency', '毕业院校': 'graduated_school', '外文名': 'foreign_name', '民族': 'ethnicity', '血型': 'blood_type', '身高': 'height', '出生日期': 'birthday', '职业': 'profession', } lines = info_text.strip().split('\n') for line in lines: line = line.strip() if ':' in line: key, value = line.split(':', 1) key = key.strip() value = value.strip() if key in field_mapping: result[field_mapping[key]] = value if value else None return result def _fetch_page(self, page: int) -> Dict[str, Any]: """ 请求单页数据 """ params = { 'id': '', 'page': page, } try: response = self.session.get(self.base_url, params=params, timeout=30) response.raise_for_status() return response.json() except requests.RequestException as e: logger.error(f"请求第 {page} 页失败: {e}") raise async def _insert_star(self, star_data: Dict[str, Any]) -> bool: """ 插入或更新明星记录到数据库 """ query = """ INSERT INTO tpl_app_star_data ( id, name, avatar, avatar_oss, alias, nationality, constellation, weight, birthplace, agency, graduated_school, foreign_name, ethnicity, blood_type, height, birthday, profession ) VALUES (%s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s) ON DUPLICATE KEY UPDATE name = VALUES(name), avatar = VALUES(avatar), avatar_oss = VALUES(avatar_oss), alias = VALUES(alias), nationality = VALUES(nationality), constellation = VALUES(constellation), weight = VALUES(weight), birthplace = VALUES(birthplace), agency = VALUES(agency), graduated_school = VALUES(graduated_school), foreign_name = VALUES(foreign_name), ethnicity = VALUES(ethnicity), blood_type = VALUES(blood_type), height = VALUES(height), birthday = VALUES(birthday), profession = VALUES(profession) """ params = ( star_data.get('id'), star_data.get('name'), star_data.get('avatar'), star_data.get('avatar_oss'), star_data.get('alias'), star_data.get('nationality'), star_data.get('constellation'), star_data.get('weight'), star_data.get('birthplace'), star_data.get('agency'), star_data.get('graduated_school'), star_data.get('foreign_name'), star_data.get('ethnicity'), star_data.get('blood_type'), star_data.get('height'), star_data.get('birthday'), star_data.get('profession'), ) try: async with get_connection() as conn: async with conn.cursor() as cursor: await cursor.execute(query, params) return True except Exception as e: logger.error(f"插入明星数据失败 (id={star_data.get('id')}): {e}") return False async def _should_skip_star(self, star_id: int) -> bool: """ 检查是否应该跳过该明星(已存在且 avatar_oss 不为空) """ query = "SELECT COUNT(*) as cnt FROM tpl_app_star_data WHERE id = %s AND avatar_oss IS NOT NULL AND avatar_oss != ''" try: rows = await fetch_all(query, (star_id,)) if rows and rows[0].get('cnt', 0) > 0: return True return False except Exception as e: logger.warning(f"检查明星 {star_id} 是否跳过失败: {e}") return False # 如果检查失败,继续处理(保守策略) async def start_scraping(self, start_page: int = 1) -> Dict[str, Any]: """ 开始爬取任务 :param start_page: 起始页码,默认从第1页开始 """ if self.is_running: return { 'success': False, 'message': '爬虫任务正在运行中', } if start_page < 1: start_page = 1 # 重置状态 self.is_running = True self.current_page = start_page self.total_inserted = 0 self.total_skipped = 0 self.error_message = None self.start_time = time.time() self.end_time = None logger.info(f"开始明星数据爬取任务,起始页: {start_page}...") try: page = start_page while True: # 检查是否被停止 if not self.is_running: logger.info("爬虫任务被手动停止") break self.current_page = page logger.info(f"正在爬取第 {page} 页...") # 请求数据 response_data = await asyncio.get_event_loop().run_in_executor( None, self._fetch_page, page ) # 解析 data 字段 data_list = response_data.get('data', []) # data 为空则停止 if not data_list: logger.info(f"第 {page} 页 data 为空,爬取完成") break logger.info(f"第 {page} 页获取到 {len(data_list)} 条记录") # 处理每条记录 for star_item in data_list: star_id = star_item.get('id') name = star_item.get('name', '') avatar = star_item.get('avatar', '') info_text = star_item.get('info', '') # 检查是否已存在(ID 存在且 avatar_oss 不为空) should_skip = await self._should_skip_star(star_id) if should_skip: self.total_skipped += 1 logger.info(f"[{star_id}] {name} - 已存在且头像已上传,跳过") continue logger.info(f"[{star_id}] 正在处理明星: {name}") # 处理 avatar URL avatar_url = normalize_avatar_url(avatar) avatar_oss = None # 下载并上传头像 if avatar_url and star_id and name: oss_object_name = build_oss_object_name(star_id, name) db_avatar_path = build_db_avatar_path(star_id, name) local_path = os.path.join(CELEBRITY_LOCAL_DIR, f"{star_id}_{base64.urlsafe_b64encode(name.encode('utf-8')).decode('ascii')}.jpg") logger.info(f"[{star_id}] {name} - 正在下载头像: {avatar_url}") if download_avatar(avatar_url, local_path): logger.info(f"[{star_id}] {name} - 头像已保存到本地: {local_path}") # 上传到 OSS logger.info(f"[{star_id}] {name} - 正在上传头像到 OSS: {oss_object_name}") if upload_avatar_to_bos(local_path, oss_object_name): avatar_oss = db_avatar_path logger.info(f"[{star_id}] {name} - 头像已上传 OSS,入库路径: {avatar_oss}") else: logger.warning(f"[{star_id}] {name} - 头像上传到 OSS 失败") else: logger.warning(f"[{star_id}] {name} - 头像下载失败") # 随机延迟避免请求过快 await asyncio.sleep(random.uniform(1, 2)) # 先尝试从详情页获取详细信息 detail_info = {} if star_id: try: logger.info(f"[{star_id}] 正在访问详情页: {self.detail_url_template.format(id=star_id)}") detail_html = await asyncio.get_event_loop().run_in_executor( None, self._fetch_detail_page, star_id ) if detail_html: detail_info = self._parse_star_detail_from_html(detail_html) logger.info(f"[{star_id}] 详情页解析完成: {name}") # 输出解析到的关键信息 nationality = detail_info.get('nationality') if nationality: logger.info(f"[{star_id}] {name} - 国籍: {nationality}") birthday = detail_info.get('birthday') if birthday: logger.info(f"[{star_id}] {name} - 生日: {birthday}") blood_type = detail_info.get('blood_type') if blood_type: logger.info(f"[{star_id}] {name} - 血型: {blood_type}") # 随机延迟1-3秒,避免触发反爬 await asyncio.sleep(random.uniform(1, 2)) else: logger.warning(f"[{star_id}] {name} - 详情页为空") except Exception as e: logger.warning(f"[{star_id}] 获取明星 {name} 详情页失败: {e}") # 如果详情页未获取到,回退到 info 字段解析 if not detail_info or not detail_info.get('name'): logger.info(f"[{star_id}] {name} - 详情页数据不足,使用列表接口 info 字段") detail_info = self._parse_star_info(info_text) # 组装完整数据 star_data = { 'id': star_id, 'name': name, 'avatar': avatar_url, 'avatar_oss': avatar_oss, **detail_info } # 插入数据库 success = await self._insert_star(star_data) if success: self.total_inserted += 1 logger.info(f"[{star_id}] {name} - 数据已入库 (国籍: {detail_info.get('nationality', '未知')})") else: self.total_skipped += 1 logger.error(f"[{star_id}] {name} - 数据入库失败") # 翻页 page += 1 # 随机延迟1-3秒,避免请求过快触发反爬 sleep_time = random.uniform(1, 2) logger.info(f"等待 {sleep_time:.2f} 秒后继续下一页...") await asyncio.sleep(sleep_time) self.is_running = False self.end_time = time.time() duration = self.end_time - self.start_time result = { 'success': True, 'message': '爬取完成', 'total_pages': page - 1, 'total_inserted': self.total_inserted, 'total_skipped': self.total_skipped, 'duration_seconds': round(duration, 2), } logger.info("=" * 50) logger.info("明星数据爬取任务完成!") logger.info(f"总页数: {page - 1}") logger.info(f"成功入库: {self.total_inserted} 条") logger.info(f"跳过/失败: {self.total_skipped} 条") logger.info(f"总耗时: {duration:.2f} 秒") logger.info("=" * 50) return result except Exception as e: self.is_running = False self.end_time = time.time() self.error_message = str(e) result = { 'success': False, 'message': f'爬取失败: {str(e)}', 'current_page': self.current_page, 'total_inserted': self.total_inserted, 'total_skipped': self.total_skipped, } logger.error(f"爬取任务异常: {e}") return result def stop_scraping(self) -> Dict[str, Any]: """ 停止爬取任务 """ if not self.is_running: return { 'success': False, 'message': '爬虫任务未在运行', } self.is_running = False return { 'success': True, 'message': '已发送停止信号', } def get_status(self) -> Dict[str, Any]: """ 获取爬虫状态 """ status = { 'is_running': self.is_running, 'current_page': self.current_page, 'total_inserted': self.total_inserted, 'total_skipped': self.total_skipped, 'error_message': self.error_message, } if self.start_time: status['start_time'] = self.start_time if self.end_time: status['end_time'] = self.end_time status['duration_seconds'] = round(self.end_time - self.start_time, 2) else: status['duration_seconds'] = round(time.time() - self.start_time, 2) return status # 全局爬虫实例 _scraper: Optional[StarScraper] = None def get_scraper() -> StarScraper: """获取全局爬虫单例""" global _scraper if _scraper is None: _scraper = StarScraper() return _scraper def chinese_name_to_pinyin(chinese_name: str) -> str: """ 将中文姓名转换为拼音格式(如:杨幂 -> Yang Mi) """ try: from pypinyin import pinyin, Style # 获取每个字的拼音,首字母大写 py_list = pinyin(chinese_name, style=Style.NORMAL) # 合并并格式化:每个拼音首字母大写,空格分隔 result = ' '.join([item[0].capitalize() for item in py_list]) return result except ImportError: logger.error("pypinyin 库未安装,请执行: pip install pypinyin") return chinese_name except Exception as e: logger.warning(f"转换拼音失败: {chinese_name}, 错误: {e}") return chinese_name async def update_empty_foreign_names() -> Dict[str, Any]: """ 将 foreign_name 为空的记录,使用 name 转拼音进行更新 """ logger.info("开始更新空 foreign_name 记录...") try: # 查询所有 foreign_name 为空的记录 query = "SELECT id, name FROM tpl_app_star_data WHERE foreign_name IS NULL OR foreign_name = ''" rows = await fetch_all(query) if not rows: return { 'success': True, 'message': '没有需要更新的记录', 'total_updated': 0, } total_updated = 0 for row in rows: star_id = row.get('id') name = row.get('name', '') # 转换为拼音 pinyin_name = chinese_name_to_pinyin(name) # 更新数据库 update_query = "UPDATE tpl_app_star_data SET foreign_name = %s WHERE id = %s" await execute(update_query, (pinyin_name, star_id)) total_updated += 1 logger.info(f"[{star_id}] {name} -> foreign_name 更新为: {pinyin_name}") return { 'success': True, 'message': '更新完成', 'total_updated': total_updated, } except Exception as e: logger.error(f"更新 foreign_name 失败: {e}") return { 'success': False, 'message': f'更新失败: {str(e)}', 'total_updated': 0, } async def fix_empty_avatar_oss() -> Dict[str, Any]: """ 修复 avatar_oss 为空的记录: 1. 查询 avatar_oss 为空的记录 2. 从 avatar URL 下载图片 3. 上传到 OSS 4. 更新 avatar_oss 字段 """ logger.info("开始修复空 avatar_oss 记录...") try: # 查询 avatar_oss 为空的记录 query = "SELECT id, name, avatar FROM tpl_app_star_data WHERE avatar_oss IS NULL OR avatar_oss = ''" rows = await fetch_all(query) if not rows: return { 'success': True, 'message': '没有需要修复的记录', 'total_fixed': 0, 'total_failed': 0, } total_fixed = 0 total_failed = 0 for row in rows: star_id = row.get('id') name = row.get('name', '') avatar = row.get('avatar', '') # 补全 avatar URL avatar_url = normalize_avatar_url(avatar) if not avatar_url: logger.warning(f"[{star_id}] {name} - avatar URL 为空,跳过") total_failed += 1 continue # 构建 OSS 路径 oss_object_name = build_oss_object_name(star_id, name) db_avatar_path = build_db_avatar_path(star_id, name) local_path = os.path.join(CELEBRITY_LOCAL_DIR, f"{star_id}_{base64.urlsafe_b64encode(name.encode('utf-8')).decode('ascii')}.jpg") logger.info(f"[{star_id}] {name} - 开始修复头像") # 下载头像 if not download_avatar(avatar_url, local_path): logger.warning(f"[{star_id}] {name} - 头像下载失败") total_failed += 1 continue logger.info(f"[{star_id}] {name} - 头像已保存到本地: {local_path}") # 上传到 OSS if upload_avatar_to_bos(local_path, oss_object_name): # 更新数据库 update_query = "UPDATE tpl_app_star_data SET avatar_oss = %s WHERE id = %s" await execute(update_query, (db_avatar_path, star_id)) total_fixed += 1 logger.info(f"[{star_id}] {name} - 头像修复成功,avatar_oss: {db_avatar_path}") else: total_failed += 1 logger.warning(f"[{star_id}] {name} - 头像上传到 OSS 失败") # 随机延迟 await asyncio.sleep(random.uniform(0.5, 1.5)) return { 'success': True, 'message': '修复完成', 'total_fixed': total_fixed, 'total_failed': total_failed, } except Exception as e: logger.error(f"修复 avatar_oss 失败: {e}") return { 'success': False, 'message': f'修复失败: {str(e)}', 'total_fixed': 0, 'total_failed': 0, }