diff --git a/spider/spiderDataPackage/spiderComments.py b/spider/spiderDataPackage/spiderComments.py
index d30d9b0..dd8d708 100644
--- a/spider/spiderDataPackage/spiderComments.py
+++ b/spider/spiderDataPackage/spiderComments.py
@@ -2,99 +2,87 @@ import time
 import requests
 import csv
 import os
+import random
 from datetime import datetime
-from .settings import articleAddr,commentsAddr
+from .settings import articleAddr, commentsAddr
+from requests.exceptions import RequestException
 
+# 初始化，创建评论数据文件
 def init():
     if not os.path.exists(commentsAddr):
-        with open(commentsAddr,'w',encoding='utf-8',newline='') as csvFile:
+        with open(commentsAddr, 'w', encoding='utf-8', newline='') as csvFile:
             writer = csv.writer(csvFile)
             writer.writerow([
-                'articleId',
-                'created_at',
-                'likes_counts',
-                'region',
-                'content',
-                'authorName',
-                'authorGender',
-                'authorAddress',
-                'authorAvatar'
+                'articleId', 'created_at', 'likes_counts', 'region', 'content',
+                'authorName', 'authorGender', 'authorAddress', 'authorAvatar'
             ])
 
+# 写入评论数据到CSV
 def write(row):
     with open(commentsAddr, 'a', encoding='utf-8', newline='') as csvFile:
         writer = csv.writer(csvFile)
         writer.writerow(row)
 
-def fetchData(url,params):
-    headers = {
-        'Cookie':'SINAGLOBAL=2555941826014.1074.1676801766625; ULV=1719829459275:6:1:2:4660996305989.918.1719827559898:1719743122299; UOR=,,www.baidu.com; XSRF-TOKEN=VtLXviYSIs8lor7sz4iGyigL; SUB=_2A25LhvU9DeRhGeFH6FIX-S3MyD2IHXVo-gj1rDV8PUJbkNAGLRXMkW1Ne2nhI3Gle25QJK0Z99J3trq_NZn6YKJ-; SUBP=0033WrSXqPxfM725Ws9jqgMF55529P9D9WW3Mv8V5EupQbbKh.vaZIwU5JpX5KzhUgL.FoM4e05c1Ke7e022dJLoIp7LxKML1KBLBKnLxKqL1hnLBoM41hz41hqReKqN; WBPSESS=Dt2hbAUaXfkVprjyrAZT_LRaDLsnxG-kIbeYwnBb5OUKZiwfVr_UrcYfWuqG-4ZVDM5HeU3HXkDNK_thfRfdS9Ao6ezT30jDksv-CpaVmlTAqGUHjJ7PYkH5aCK4HLxmRq14ZalmQNwzfWMPa4y0VNRLuYdg7L1s49ymNq_5v5vusoz0r4ki6u-MHGraF0fbUTgX14x0kHayEwOoxfLI-w==; SCF=AqmJWo31oFV5itnRgWNU1-wHQTL6PmkBLf3gDuqpdqAIfaWguDTMre6Oxjf5Uzs74JAh2r0DdV1sJ1g6m-wJ5NQ.; _s_tentry=-; Apache=4660996305989.918.1719827559898; PC_TOKEN=7955a7ab1f; appkey=; geetest_token=602cd4e3a7ed1898808f8adfe1a2048b; ALF=1722421868',
-        'User-Agent':'Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:127.0) Gecko/20100101 Firefox/127.0'
-    }
-    response = requests.get(url,headers=headers,params=params)
-    if response.status_code == 200:
-        return response.json()['data']
-    else:
+# 获取数据，支持多账号随机切换
+def fetchData(url, params, headers_list):
+    headers = random.choice(headers_list)
+    try:
+        response = requests.get(url, headers=headers, params=params, timeout=10)
+        if response.status_code == 200:
+            return response.json()['data']
+        else:
+            return None
+    except RequestException as e:
+        print(f"请求失败：{e}")
         return None
 
+# 获取文章列表
 def getArticleList():
     articleList = []
-    with open(articleAddr,'r',encoding='utf-8') as reader:
+    with open(articleAddr, 'r', encoding='utf-8') as reader:
         readerCsv = csv.reader(reader)
         next(reader)
         for nav in readerCsv:
             articleList.append(nav)
     return articleList
 
-def readJson(response,artileId):
+# 解析评论数据
+def readJson(response, articleId):
     for comment in response:
-        created_at = datetime.strptime(comment['created_at'],'%a %b %d %H:%M:%S %z %Y').strftime('%Y-%m-%d')
+        created_at = datetime.strptime(comment['created_at'], '%a %b %d %H:%M:%S %z %Y').strftime('%Y-%m-%d')
         likes_counts = comment['like_counts']
-        try:
-            region = comment['source'].replace('来自', '')
-        except:
-            region = '无'
+        region = comment.get('source', '无').replace('来自', '') 
         content = comment['text_raw']
         authorName = comment['user']['screen_name']
         authorGender = comment['user']['gender']
         authorAddress = comment['user']['location']
         authorAvatar = comment['user']['avatar_large']
-        write([
-            artileId,
-            created_at,
-            likes_counts,
-            region,
-            content,
-            authorName,
-            authorGender,
-            authorAddress,
-            authorAvatar
-        ])
+        write([articleId, created_at, likes_counts, region, content, authorName, authorGender, authorAddress, authorAvatar])
 
-def start():
+# 启动爬虫
+def start(headers_list, delay=2):
     commentUrl = 'https://weibo.com/ajax/statuses/buildComments'
     init()
     articleList = getArticleList()
     for article in articleList:
         articleId = article[0]
-        print('正在爬取id值为%s的文章评论' % articleId)
-        time.sleep(2)
-        params = {
-            'id':int(articleId),
-            'is_show_bulletin':2
-        }
-        response = fetchData(commentUrl,params)
-        readJson(response,articleId)
-
-
+        print(f'正在爬取id值为{articleId}的文章评论')
+        time.sleep(random.uniform(1, delay))  # 随机延时，避免频繁访问
+        params = {'id': int(articleId), 'is_show_bulletin': 2}
+        response = fetchData(commentUrl, params, headers_list)
+        if response:
+            readJson(response, articleId)
 
 if __name__ == '__main__':
-    start()
-
-
-
-
-
-
-
-
+    # 这里的headers_list应该包含多个账号的cookie
+    headers_list = [
+        {
+            'Cookie': 'your_cookie_here',
+            'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:127.0) Gecko/20100101 Firefox/127.0'
+        },
+        {
+            'Cookie': 'another_cookie_here',
+            'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:127.0) Gecko/20100101 Firefox/127.0'
+        }
+    ]
+    start(headers_list)