![\"\u5982\u4f55\u7528python\u722c\u53d6\u5fae\u4fe1\u804a\u5929\u6570\u636e\"](\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25103145\/1d661ea5-496d-446f-82dd-8656b03c6a82.webp\")
<\/p>\n<\/p>\n
\u5982\u4f55\u7528Python\u722c\u53d6\u5fae\u4fe1\u804a\u5929\u6570\u636e<\/strong><\/p>\n<\/p>\n \u4f7f\u7528Python\u722c\u53d6\u5fae\u4fe1\u804a\u5929\u6570\u636e\u7684\u4e3b\u8981\u6b65\u9aa4\u5305\u62ec\uff1a\u767b\u5f55\u5fae\u4fe1\u3001\u83b7\u53d6\u804a\u5929\u5217\u8868\u3001\u63d0\u53d6\u804a\u5929\u8bb0\u5f55\u3001\u4fdd\u5b58\u6570\u636e\u3002\u8fd9\u4e9b\u6b65\u9aa4\u9700\u8981\u4f7f\u7528\u5fae\u4fe1\u7684API\u548c\u76f8\u5173\u7684Python\u5e93\u3002<\/strong> \u5176\u4e2d\uff0c\u767b\u5f55\u5fae\u4fe1\u662f\u5173\u952e\u73af\u8282\u4e4b\u4e00\uff0c\u56e0\u4e3a\u9700\u8981\u901a\u8fc7\u626b\u63cf\u4e8c\u7ef4\u7801\u6216\u5176\u4ed6\u65b9\u5f0f\u8fdb\u884c\u8eab\u4efd\u9a8c\u8bc1\uff0c\u786e\u4fdd\u6570\u636e\u7684\u5408\u6cd5\u6027\u548c\u5b89\u5168\u6027\u3002<\/p>\n<\/p>\n \u767b\u5f55\u5fae\u4fe1\u901a\u5e38\u9700\u8981\u4f7f\u7528\u5fae\u4fe1\u7f51\u9875\u7248\u63a5\u53e3\u3002\u901a\u8fc7\u6a21\u62df\u6d4f\u89c8\u5668\u884c\u4e3a\uff0c\u4f7f\u7528Python\u5e93\u5982Selenium\u6216Requests\u6765\u5b9e\u73b0\u767b\u5f55\u64cd\u4f5c\u3002<\/p>\n<\/p>\n Selenium\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u80fd\u591f\u6a21\u62df\u7528\u6237\u5728\u6d4f\u89c8\u5668\u4e0a\u7684\u64cd\u4f5c\u3002\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u5b9e\u73b0\u81ea\u52a8\u5316\u767b\u5f55\u5fae\u4fe1\uff1a<\/p>\n<\/p>\n import time<\/p>\n driver = webdriver.Chrome(executable_path='\/path\/to\/chromedriver')<\/p>\n driver.get("https:\/\/wx.qq.com\/")<\/p>\n time.sleep(15)<\/p>\n <\/code><\/pre>\n<\/p>\n \u767b\u5f55\u6210\u529f\u540e\uff0c\u53ef\u4ee5\u83b7\u53d6Cookies\uff0c\u7528\u4e8e\u540e\u7eed\u7684\u8bf7\u6c42\u8ba4\u8bc1\u3002<\/p>\n<\/p>\n driver.quit()<\/p>\n <\/code><\/pre>\n<\/p>\n \u767b\u5f55\u6210\u529f\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u5fae\u4fe1\u7684API\u63a5\u53e3\u83b7\u53d6\u804a\u5929\u5217\u8868\u3002\u9700\u8981\u5206\u6790\u5fae\u4fe1\u7f51\u9875\u7248\u7684\u7f51\u7edc\u8bf7\u6c42\uff0c\u627e\u5230\u83b7\u53d6\u804a\u5929\u5217\u8868\u7684\u63a5\u53e3\u3002<\/p>\n<\/p>\n \u4f7f\u7528\u6d4f\u89c8\u5668\u7684\u5f00\u53d1\u8005\u5de5\u5177\uff08F12\uff09\u67e5\u770b\u7f51\u7edc\u8bf7\u6c42\uff0c\u627e\u5230\u83b7\u53d6\u804a\u5929\u5217\u8868\u7684\u63a5\u53e3\u5730\u5740\u548c\u8bf7\u6c42\u65b9\u5f0f\u3002<\/p>\n<\/p>\n \u4f7f\u7528Requests\u5e93\u53d1\u9001\u8bf7\u6c42\uff0c\u83b7\u53d6\u804a\u5929\u5217\u8868\u3002<\/p>\n<\/p>\n url = "https:\/\/wx.qq.com\/cgi-bin\/mmwebwx-bin\/webwxinit"<\/p>\n headers = {<\/p>\n "User-Agent": "Mozilla\/5.0",<\/p>\n "Cookie": "; ".join([f"{cookie['name']}={cookie['value']}" for cookie in cookies]),<\/p>\n }<\/p>\n response = requests.get(url, headers=headers)<\/p>\n chat_list = response.json().get('ContactList')<\/p>\n <\/code><\/pre>\n<\/p>\n \u83b7\u53d6\u804a\u5929\u5217\u8868\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u5fae\u4fe1\u7684API\u63a5\u53e3\u63d0\u53d6\u6bcf\u4e2a\u804a\u5929\u7684\u8bb0\u5f55\u3002<\/p>\n<\/p>\n \u540c\u6837\u4f7f\u7528\u6d4f\u89c8\u5668\u7684\u5f00\u53d1\u8005\u5de5\u5177\uff0c\u627e\u5230\u83b7\u53d6\u804a\u5929\u8bb0\u5f55\u7684\u63a5\u53e3\u5730\u5740\u548c\u8bf7\u6c42\u65b9\u5f0f\u3002<\/p>\n<\/p>\n \u4f7f\u7528Requests\u5e93\u53d1\u9001\u8bf7\u6c42\uff0c\u83b7\u53d6\u804a\u5929\u8bb0\u5f55\u3002<\/p>\n<\/p>\n url = f"https:\/\/wx.qq.com\/cgi-bin\/mmwebwx-bin\/webwxsync?sid={session_id}&skey={skey}&lang=en_US"<\/p>\n data = {<\/p>\n "BaseRequest": {<\/p>\n "Uin": uin,<\/p>\n "Sid": session_id,<\/p>\n "Skey": skey,<\/p>\n "DeviceID": device_id,<\/p>\n },<\/p>\n "SyncKey": sync_key,<\/p>\n "rr": ~int(time.time())<\/p>\n }<\/p>\n response = requests.post(url, json=data, headers=headers)<\/p>\n chat_records = response.json().get('AddMsgList')<\/p>\n <\/code><\/pre>\n<\/p>\n \u5c06\u63d0\u53d6\u5230\u7684\u804a\u5929\u8bb0\u5f55\u4fdd\u5b58\u5230\u672c\u5730\uff0c\u53ef\u4ee5\u9009\u62e9\u4fdd\u5b58\u4e3aJSON\u3001CSV\u6216\u6570\u636e\u5e93\u7b49\u683c\u5f0f\u3002<\/p>\n<\/p>\n with open('chat_records.json', 'w', encoding='utf-8') as f:<\/p>\n json.dump(chat_records, f, ensure_ascii=False, indent=4)<\/p>\n <\/code><\/pre>\n<\/p>\n with open('chat_records.csv', 'w', newline='', encoding='utf-8') as csvfile:<\/p>\n fieldnames = ['FromUserName', 'ToUserName', 'Content', 'CreateTime']<\/p>\n writer = csv.DictWriter(csvfile, fieldnames=fieldnames)<\/p>\n writer.writeheader()<\/p>\n for record in chat_records:<\/p>\n writer.writerow({<\/p>\n 'FromUserName': record['FromUserName'],<\/p>\n 'ToUserName': record['ToUserName'],<\/p>\n 'Content': record['Content'],<\/p>\n 'CreateTime': record['CreateTime'],<\/p>\n })<\/p>\n <\/code><\/pre>\n<\/p>\n \u53ef\u4ee5\u4f7f\u7528SQLite\u6216\u5176\u4ed6\u6570\u636e\u5e93\uff0c\u5c06\u6570\u636e\u4fdd\u5b58\u5230\u8868\u4e2d\u3002<\/p>\n<\/p>\n conn = sqlite3.connect('chat_records.db')<\/p>\n c = conn.cursor()<\/p>\n c.execute('''CREATE TABLE IF NOT EXISTS chat_records<\/p>\n (FromUserName TEXT, ToUserName TEXT, Content TEXT, CreateTime INTEGER)''')<\/p>\n for record in chat_records:<\/p>\n c.execute("INSERT INTO chat_records (FromUserName, ToUserName, Content, CreateTime) VALUES (?, ?, ?, ?)",<\/p>\n (record['FromUserName'], record['ToUserName'], record['Content'], record['CreateTime']))<\/p>\n conn.commit()<\/p>\n conn.close()<\/p>\n <\/code><\/pre>\n<\/p>\n \u9664\u4e86\u4fdd\u5b58\u6570\u636e\uff0c\u8fd8\u53ef\u4ee5\u5bf9\u804a\u5929\u8bb0\u5f55\u8fdb\u884c\u5206\u6790\u548c\u53ef\u89c6\u5316\u3002\u4f8b\u5982\uff0c\u7edf\u8ba1\u804a\u5929\u9891\u7387\u3001\u5173\u952e\u8bcd\u5206\u6790\u7b49\u3002<\/p>\n<\/p>\n \u7edf\u8ba1\u6bcf\u5929\u7684\u804a\u5929\u6570\u91cf\uff0c\u7ed8\u5236\u6298\u7ebf\u56fe\u3002<\/p>\n<\/p>\n from collections import Counter<\/p>\n from datetime import datetime<\/p>\n timestamps = [record['CreateTime'] for record in chat_records]<\/p>\n dates = [datetime.fromtimestamp(ts).date() for ts in timestamps]<\/p>\n date_counts = Counter(dates)<\/p>\n dates = list(date_counts.keys())<\/p>\n counts = list(date_counts.values())<\/p>\n plt.plot(dates, counts)<\/p>\n plt.xlabel('Date')<\/p>\n plt.ylabel('Number of Messages')<\/p>\n plt.title('Chat Frequency')<\/p>\n plt.show()<\/p>\n <\/code><\/pre>\n<\/p>\n \u7edf\u8ba1\u804a\u5929\u5185\u5bb9\u4e2d\u7684\u5173\u952e\u8bcd\uff0c\u7ed8\u5236\u8bcd\u4e91\u56fe\u3002<\/p>\n<\/p>\n content = " ".join([record['Content'] for record in chat_records])<\/p>\n wordcloud = WordCloud(width=800, height=400, background_color='white').generate(content)<\/p>\n plt.figure(figsize=(10, 5))<\/p>\n plt.imshow(wordcloud, interpolation='bilinear')<\/p>\n plt.axis('off')<\/p>\n plt.show()<\/p>\n <\/code><\/pre>\n<\/p>\n \u5728\u4f7f\u7528Python\u722c\u53d6\u5fae\u4fe1\u804a\u5929\u6570\u636e\u7684\u8fc7\u7a0b\u4e2d\uff0c\u53ef\u80fd\u4f1a\u9047\u5230\u4e00\u4e9b\u95ee\u9898\uff0c\u5982\u767b\u5f55\u5931\u8d25\u3001\u63a5\u53e3\u5931\u6548\u7b49\u3002<\/p>\n<\/p>\n \u89e3\u51b3\u65b9\u6cd5\uff1a\u786e\u4fdd\u4f7f\u7528\u6700\u65b0\u7248\u672c\u7684\u6d4f\u89c8\u5668\u548c\u9a71\u52a8\u7a0b\u5e8f\uff0c\u68c0\u67e5\u7f51\u7edc\u8fde\u63a5\uff0c\u5c1d\u8bd5\u91cd\u65b0\u767b\u5f55\u3002<\/p>\n<\/p>\n \u89e3\u51b3\u65b9\u6cd5\uff1a\u91cd\u65b0\u5206\u6790\u5fae\u4fe1\u7f51\u9875\u7248\u7684\u7f51\u7edc\u8bf7\u6c42\uff0c\u627e\u5230\u65b0\u7684\u63a5\u53e3\u5730\u5740\u548c\u8bf7\u6c42\u65b9\u5f0f\u3002<\/p>\n<\/p>\n \u89e3\u51b3\u65b9\u6cd5\uff1a\u6839\u636e\u5b9e\u9645\u8fd4\u56de\u7684\u6570\u636e\u683c\u5f0f\uff0c\u4fee\u6539\u89e3\u6790\u4ee3\u7801\u3002<\/p>\n<\/p>\n \u5728\u722c\u53d6\u5fae\u4fe1\u804a\u5929\u6570\u636e\u65f6\uff0c\u9700\u8981\u9075\u5b88\u76f8\u5173\u7684\u6cd5\u5f8b\u6cd5\u89c4\u548c\u9053\u5fb7\u89c4\u8303\u3002<\/p>\n<\/p>\n \u786e\u4fdd\u4ec5\u5728\u5408\u6cd5\u5408\u89c4\u7684\u60c5\u51b5\u4e0b\uff0c\u722c\u53d6\u548c\u4f7f\u7528\u6570\u636e\uff0c\u5c0a\u91cd\u7528\u6237\u9690\u79c1\u3002<\/p>\n<\/p>\n \u786e\u4fdd\u6570\u636e\u7684\u5b89\u5168\u5b58\u50a8\u548c\u4f20\u8f93\uff0c\u9632\u6b62\u6570\u636e\u6cc4\u9732\u3002<\/p>\n<\/p>\n \u9075\u5b88\u76f8\u5173\u7684\u6cd5\u5f8b\u6cd5\u89c4\uff0c\u4e0d\u8fdb\u884c\u975e\u6cd5\u64cd\u4f5c\u3002<\/p>\n<\/p>\n \u4f7f\u7528Python\u722c\u53d6\u5fae\u4fe1\u804a\u5929\u6570\u636e\u662f\u4e00\u9879\u590d\u6742\u4f46\u6709\u8da3\u7684\u4efb\u52a1\u3002\u901a\u8fc7\u6a21\u62df\u767b\u5f55\u3001\u83b7\u53d6\u804a\u5929\u5217\u8868\u3001\u63d0\u53d6\u804a\u5929\u8bb0\u5f55\u548c\u4fdd\u5b58\u6570\u636e\uff0c\u53ef\u4ee5\u5b9e\u73b0\u5bf9\u5fae\u4fe1\u804a\u5929\u6570\u636e\u7684\u722c\u53d6\u548c\u5206\u6790\u3002\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\uff0c\u9700\u8981\u6ce8\u610f\u767b\u5f55\u8ba4\u8bc1\u3001\u63a5\u53e3\u8bf7\u6c42\u548c\u6570\u636e\u89e3\u6790\u7b49\u7ec6\u8282\u95ee\u9898\uff0c\u5e76\u9075\u5b88\u76f8\u5173\u7684\u6cd5\u5f8b\u6cd5\u89c4\u548c\u9053\u5fb7\u89c4\u8303\u3002\u5e0c\u671b\u672c\u6587\u80fd\u591f\u4e3a\u4f60\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u53c2\u8003\u548c\u6307\u5bfc\u3002<\/p>\n<\/p>\n Python\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u5e93\u548c\u5de5\u5177\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u9ad8\u6548\u5730\u5b8c\u6210\u8fd9\u4e00\u4efb\u52a1\u3002\u5e0c\u671b\u901a\u8fc7\u672c\u6587\u7684\u4ecb\u7ecd\uff0c\u4f60\u80fd\u591f\u638c\u63e1\u5982\u4f55\u4f7f\u7528Python\u722c\u53d6\u5fae\u4fe1\u804a\u5929\u6570\u636e\uff0c\u5e76\u5e94\u7528\u4e8e\u5b9e\u9645\u9879\u76ee\u4e2d\u3002\u5982\u679c\u4f60\u6709\u66f4\u591a\u7684\u95ee\u9898\u6216\u9700\u8981\u8fdb\u4e00\u6b65\u7684\u6307\u5bfc\uff0c\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u7559\u8a00\u4ea4\u6d41\u3002<\/p>\n<\/p>\n \u5982\u4f55\u4f7f\u7528Python\u722c\u53d6\u5fae\u4fe1\u804a\u5929\u8bb0\u5f55\uff1f<\/strong> \u4f7f\u7528Python\u722c\u53d6\u5fae\u4fe1\u804a\u5929\u6570\u636e\u9700\u8981\u54ea\u4e9b\u6743\u9650\uff1f<\/strong> \u722c\u53d6\u5fae\u4fe1\u804a\u5929\u6570\u636e\u540e\uff0c\u5982\u4f55\u5904\u7406\u548c\u5206\u6790\u8fd9\u4e9b\u6570\u636e\uff1f<\/strong>\u4e00\u3001\u767b\u5f55\u5fae\u4fe1<\/h3>\n<\/p>\n
1. \u4f7f\u7528Selenium\u81ea\u52a8\u5316\u767b\u5f55<\/h4>\n<\/p>\n
\n
from selenium import webdriver<\/p>\n\u521d\u59cb\u5316\u6d4f\u89c8\u5668<\/strong><\/h2>\n
\u7b49\u5f85\u7528\u6237\u626b\u63cf\u4e8c\u7ef4\u7801<\/strong><\/h2>\n
\u767b\u5f55\u6210\u529f\uff0c\u7ee7\u7eed\u64cd\u4f5c<\/strong><\/h2>\n
2. \u83b7\u53d6\u767b\u5f55\u540e\u7684Cookies<\/h4>\n<\/p>\n
cookies = driver.get_cookies()<\/p>\n\u4e8c\u3001\u83b7\u53d6\u804a\u5929\u5217\u8868<\/h3>\n<\/p>\n
1. \u5206\u6790\u7f51\u7edc\u8bf7\u6c42<\/h4>\n<\/p>\n
2. \u53d1\u9001\u8bf7\u6c42\u83b7\u53d6\u804a\u5929\u5217\u8868<\/h4>\n<\/p>\n
import requests<\/p>\n\u4e09\u3001\u63d0\u53d6\u804a\u5929\u8bb0\u5f55<\/h3>\n<\/p>\n
1. \u83b7\u53d6\u804a\u5929\u8bb0\u5f55\u63a5\u53e3<\/h4>\n<\/p>\n
2. \u53d1\u9001\u8bf7\u6c42\u83b7\u53d6\u804a\u5929\u8bb0\u5f55<\/h4>\n<\/p>\n
chat_id = chat_list[0]['UserName']<\/p>\n\u56db\u3001\u4fdd\u5b58\u6570\u636e<\/h3>\n<\/p>\n
1. \u4fdd\u5b58\u4e3aJSON\u6587\u4ef6<\/h4>\n<\/p>\n
import json<\/p>\n2. \u4fdd\u5b58\u4e3aCSV\u6587\u4ef6<\/h4>\n<\/p>\n
import csv<\/p>\n3. \u4fdd\u5b58\u5230\u6570\u636e\u5e93<\/h4>\n<\/p>\n
import sqlite3<\/p>\n\u521b\u5efa\u8868<\/strong><\/h2>\n
\u63d2\u5165\u6570\u636e<\/strong><\/h2>\n
\u4e94\u3001\u6570\u636e\u5206\u6790\u4e0e\u53ef\u89c6\u5316<\/h3>\n<\/p>\n
1. \u804a\u5929\u9891\u7387\u5206\u6790<\/h4>\n<\/p>\n
import matplotlib.pyplot as plt<\/p>\n2. \u5173\u952e\u8bcd\u5206\u6790<\/h4>\n<\/p>\n
from wordcloud import WordCloud<\/p>\n\u516d\u3001\u5e38\u89c1\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6cd5<\/h3>\n<\/p>\n
1. \u767b\u5f55\u5931\u8d25<\/h4>\n<\/p>\n
2. \u63a5\u53e3\u5931\u6548<\/h4>\n<\/p>\n
3. \u6570\u636e\u683c\u5f0f\u53d8\u5316<\/h4>\n<\/p>\n
\u4e03\u3001\u6cd5\u5f8b\u4e0e\u9053\u5fb7\u8003\u91cf<\/h3>\n<\/p>\n
1. \u7528\u6237\u9690\u79c1\u4fdd\u62a4<\/h4>\n<\/p>\n
2. \u6570\u636e\u5b89\u5168<\/h4>\n<\/p>\n
3. \u5408\u6cd5\u5408\u89c4<\/h4>\n<\/p>\n
\u516b\u3001\u603b\u7ed3<\/h3>\n<\/p>\n
\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n
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