136 lines
4.6 KiB
Python
136 lines
4.6 KiB
Python
import requests
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import pandas as pd
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import time
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import os
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import random
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from datetime import datetime
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from .settings import articleAddr, commentsAddr, commentsUrl
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from utils.logger import spider_logger as logging
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from requests.exceptions import RequestException
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# 初始化,创建评论数据文件
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def init():
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if not os.path.exists(commentsAddr):
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with open(commentsAddr, 'w', encoding='utf-8', newline='') as csvFile:
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writer = csv.writer(csvFile)
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writer.writerow([
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'articleId', 'created_at', 'likes_counts', 'region', 'content',
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'authorName', 'authorGender', 'authorAddress', 'authorAvatar'
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])
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# 写入评论数据到CSV
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def write(row):
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with open(commentsAddr, 'a', encoding='utf-8', newline='') as csvFile:
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writer = csv.writer(csvFile)
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writer.writerow(row)
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# 获取数据,支持多账号随机切换
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def fetchData(url, params, headers_list):
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headers = random.choice(headers_list)
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try:
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response = requests.get(url, headers=headers, params=params, timeout=10)
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if response.status_code == 200:
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return response.json()['data']
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else:
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return None
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except RequestException as e:
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print(f"请求失败:{e}")
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return None
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# 获取文章列表
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def getArticleList():
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articleList = []
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with open(articleAddr, 'r', encoding='utf-8') as reader:
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readerCsv = csv.reader(reader)
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next(reader)
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for nav in readerCsv:
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articleList.append(nav)
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return articleList
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# 解析评论数据
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def readJson(response, articleId):
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for comment in response:
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created_at = datetime.strptime(comment['created_at'], '%a %b %d %H:%M:%S %z %Y').strftime('%Y-%m-%d')
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likes_counts = comment['like_counts']
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region = comment.get('source', '无').replace('来自', '')
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content = comment['text_raw']
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authorName = comment['user']['screen_name']
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authorGender = comment['user']['gender']
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authorAddress = comment['user']['location']
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authorAvatar = comment['user']['avatar_large']
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write([articleId, created_at, likes_counts, region, content, authorName, authorGender, authorAddress, authorAvatar])
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def getComments(articleId):
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"""
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获取指定文章的评论数据
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"""
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try:
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# 构建请求URL和头部
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url = f"{commentsUrl}{articleId}"
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response = requests.get(url, headers=headers)
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response.raise_for_status()
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# 解析响应数据
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data = response.json()
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if data['code'] == 200:
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return data['data']
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else:
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logging.error(f"获取评论失败,状态码:{data['code']}")
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return None
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except requests.RequestException as e:
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logging.error(f"请求失败:{e}")
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return None
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def start():
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"""
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开始爬取评论数据
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"""
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try:
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# 读取文章数据
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article_df = pd.read_csv(articleAddr)
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comments_data = []
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# 遍历每篇文章获取评论
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for index, row in article_df.iterrows():
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article_id = row['id']
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logging.info(f'正在爬取id值为{article_id}的文章评论')
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comments = getComments(article_id)
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if comments:
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for comment in comments:
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comments_data.append({
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'article_id': article_id,
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'content': comment.get('content', ''),
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'created_at': comment.get('created_at', ''),
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'like_count': comment.get('like_count', 0)
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})
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# 避免请求过于频繁
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time.sleep(1)
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# 保存评论数据
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if comments_data:
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comments_df = pd.DataFrame(comments_data)
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comments_df.to_csv(commentsAddr, index=False, encoding='utf-8')
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logging.info(f"成功保存{len(comments_data)}条评论数据")
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else:
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logging.warning("未获取到任何评论数据")
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except Exception as e:
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logging.error(f"爬取评论数据时发生错误:{e}")
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if __name__ == '__main__':
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# 这里的headers_list应该包含多个账号的cookie
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headers_list = [
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{
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'Cookie': 'your_cookie_here',
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'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:127.0) Gecko/20100101 Firefox/127.0'
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},
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{
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'Cookie': 'another_cookie_here',
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'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:127.0) Gecko/20100101 Firefox/127.0'
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}
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]
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start()
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