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02_高级爬虫与Selenium.ipynb

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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "23777228",
+   "metadata": {},
+   "source": [
+    "## 多线程爬虫"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "975b85f2",
+   "metadata": {},
+   "source": [
+    "我们之前写的爬虫都是单个线程的，一旦一个地方卡住不动了，那不就永远等待下去了？为此我们可以使用多线程或者多进程来处理"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f781ac03",
+   "metadata": {},
+   "source": [
+    "爬虫使用多线程来处理网络请求，使用线程来处理URL队列中的url，然后将url返回的结果保存在另一个队列中，其它线程在读取这个队列中的数据，然后写到文件中去"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "afac729b",
+   "metadata": {},
+   "source": [
+    "### URL队列和结果队列\n",
+    "将要爬取的 url 放在一个队列中，这里使用标准库Queue。访问url后的结果保存在结果队列中\n",
+    "\n",
+    "初始化一个URL队列："
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "6bab93d1",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-25T01:53:02.653170Z",
+     "start_time": "2023-10-25T01:53:02.642540Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from queue import Queue\n",
+    "\n",
+    "urls_queue = Queue()\n",
+    "out_queue = Queue()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c27cb7c0",
+   "metadata": {},
+   "source": [
+    "**Queue模块中的常用方法:**\n",
+    "\n",
+    "Python的 Queue模块 中提供了同步的、线程安全的队列类，包括FIFO（先入先出)队列Queue，LIFO（后入先出）队列LifoQueue，和优先级队列PriorityQueue。这些队列都实现了锁原语，能够在多线程中直接使用。可以使用队列来实现线程间的同步\n",
+    "\n",
+    "- Queue.qsize() \n",
+    "    - 返回队列的大小\n",
+    "- Queue.empty() \n",
+    "    - 如果队列为空，返回True, 反之False\n",
+    "- Queue.full() \n",
+    "    - 如果队列满了，返回True, 反之False\n",
+    "- Queue.full \n",
+    "    - 与 maxsize 大小对应\n",
+    "- Queue.get([block[, timeout]]) \n",
+    "    - 获取队列，timeout等待时间\n",
+    "- Queue.get_nowait()  \n",
+    "    - 相当 Queue.get(False)\n",
+    "- Queue.put(item)  \n",
+    "    - 写入队列，timeout等待时间\n",
+    "- Queue.put_nowait(item)  \n",
+    "    - 相当Queue.put(item, False)\n",
+    "- Queue.task_done() \n",
+    "    - 在完成一项工作之后，Queue.task_done()函数向任务已经完成的队列发送一个信号\n",
+    "- Queue.join()  \n",
+    "    - 实际上意味着等到队列为空，再执行别的操作"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8837d97b",
+   "metadata": {},
+   "source": [
+    "### 类包装\n",
+    "\n",
+    "使用多个线程，不停的取URL队列中的url，并进行处理："
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "9aae0358",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-25T02:01:15.814084Z",
+     "start_time": "2023-10-25T02:01:15.805802Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "import threading\n",
+    "\n",
+    "class ThreadCrawl(threading.Thread):\n",
+    "    \"\"\"爬取数据的线程\"\"\"\n",
+    "    \n",
+    "    def __init__(self, queue, out_queue):\n",
+    "        \n",
+    "        # 线程初始化\n",
+    "        threading.Thread.__init__(self)\n",
+    "        \n",
+    "        # URL队列\n",
+    "        self.queue = queue\n",
+    "        self.out_queue = out_queue\n",
+    "\n",
+    "    def run(self):\n",
+    "        \n",
+    "        # 取出 URL队列\n",
+    "        while True:\n",
+    "            item = self.queue.get()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b82f3c50",
+   "metadata": {},
+   "source": [
+    "如果队列为空，线程就会被阻塞，直到队列不为空。处理队列中的一条数据后，就需要通知队列已经处理完该条数据"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "f1b10c9f",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T00:13:21.193924Z",
+     "start_time": "2023-10-26T00:13:21.181692Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "成功获取https://www.hupu.com/home/v1/news?pageNo=1&pageSize=50\n",
+      "成功获取https://www.hupu.com/home/v1/news?pageNo=3&pageSize=50\n",
+      "成功获取https://www.hupu.com/home/v1/news?pageNo=2&pageSize=50\n",
+      "成功获取https://www.hupu.com/home/v1/news?pageNo=4&pageSize=50\n",
+      "成功获取https://www.hupu.com/home/v1/news?pageNo=6&pageSize=50\n",
+      "成功获取https://www.hupu.com/home/v1/news?pageNo=5&pageSize=50\n",
+      "成功获取https://www.hupu.com/home/v1/news?pageNo=7&pageSize=50\n",
+      "成功获取https://www.hupu.com/home/v1/news?pageNo=8&pageSize=50\n",
+      "成功获取https://www.hupu.com/home/v1/news?pageNo=9&pageSize=50\n",
+      "成功获取https://www.hupu.com/home/v1/news?pageNo=10&pageSize=50\n"
+     ]
+    }
+   ],
+   "source": [
+    "from threading import Thread\n",
+    "from fake_useragent import UserAgent\n",
+    "import requests\n",
+    "from time import sleep\n",
+    "from queue import Queue\n",
+    "\n",
+    "\n",
+    "class MyThread(Thread):\n",
+    "    def __init__(self):\n",
+    "        Thread.__init__(self)\n",
+    "\n",
+    "    def run(self):\n",
+    "        \"\"\"线程执行的函数\"\"\"\n",
+    "        \n",
+    "        # 如果队列不为空\n",
+    "        while not url_queue.empty():\n",
+    "            \n",
+    "            # 获取 URL地址\n",
+    "            url = url_queue.get()\n",
+    "            \n",
+    "            # 随机生成用户代理\n",
+    "            headers = {'User-Agent': UserAgent().chrome}\n",
+    "            \n",
+    "            # 发送 GET请求\n",
+    "            resp = requests.get(url, headers=headers)\n",
+    "            \n",
+    "            sleep(3)\n",
+    "            \n",
+    "            if resp.status_code == 200:\n",
+    "                print(f'成功获取{url}')\n",
+    "\n",
+    "\n",
+    "if __name__ == '__main__':\n",
+    "    \n",
+    "    # 创建队列\n",
+    "    url_queue = Queue()\n",
+    "    \n",
+    "    # 为队列添加 URL地址\n",
+    "    for i in range(1, 11):\n",
+    "        url = f'https://www.hupu.com/home/v1/news?pageNo={i}&pageSize=50'\n",
+    "        url_queue.put(url)\n",
+    "\n",
+    "    # 启动线程\n",
+    "    for i in range(3):\n",
+    "        t1 = MyThread()\n",
+    "        t1.start()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1850d462",
+   "metadata": {},
+   "source": [
+    "### 函数包装"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "34ed2d82",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-25T02:01:19.768946Z",
+     "start_time": "2023-10-25T02:01:19.765356Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from threading import Thread\n",
+    "\n",
+    "def func(args):\n",
+    "    pass\n",
+    "\n",
+    "\n",
+    "if __name__ == '__main__':\n",
+    "    \n",
+    "    # URL队列\n",
+    "    info_html = Queue()\n",
+    "    \n",
+    "    # 创建线程\n",
+    "    t1 = Thread(target=func, # 线程要执行的函数\n",
+    "                args=(info_html,)) # 传入参数"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "442178d0",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T00:10:08.271999Z",
+     "start_time": "2023-10-26T00:10:08.259663Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "成功获取https://www.hupu.com/home/v1/news?pageNo=1&pageSize=50\n",
+      "成功获取https://www.hupu.com/home/v1/news?pageNo=2&pageSize=50\n",
+      "成功获取https://www.hupu.com/home/v1/news?pageNo=3&pageSize=50\n",
+      "成功获取https://www.hupu.com/home/v1/news?pageNo=5&pageSize=50\n",
+      "成功获取https://www.hupu.com/home/v1/news?pageNo=4&pageSize=50\n",
+      "成功获取https://www.hupu.com/home/v1/news?pageNo=6&pageSize=50\n",
+      "成功获取https://www.hupu.com/home/v1/news?pageNo=7&pageSize=50\n",
+      "成功获取https://www.hupu.com/home/v1/news?pageNo=9&pageSize=50\n",
+      "成功获取https://www.hupu.com/home/v1/news?pageNo=8&pageSize=50\n",
+      "成功获取https://www.hupu.com/home/v1/news?pageNo=10&pageSize=50\n"
+     ]
+    }
+   ],
+   "source": [
+    "from threading import Thread\n",
+    "from fake_useragent import UserAgent\n",
+    "import requests\n",
+    "from time import sleep\n",
+    "from queue import Queue\n",
+    "\n",
+    "\n",
+    "def spider():\n",
+    "\n",
+    "    # 如果 URL队列不为空\n",
+    "    while not url_queue.empty():\n",
+    "\n",
+    "        # 获取 URL地址\n",
+    "        url = url_queue.get()\n",
+    "        \n",
+    "        # 随机生成 用户代理\n",
+    "        headers = {'User-Agent': UserAgent().chrome}\n",
+    "        \n",
+    "        # 发送 GET请求\n",
+    "        resp = requests.get(url, headers=headers)\n",
+    "        \n",
+    "        sleep(3)\n",
+    "        \n",
+    "        # 如果获取成功，则打印\n",
+    "        if resp.status_code == 200:\n",
+    "            print(f'成功获取{url}')\n",
+    "\n",
+    "\n",
+    "if __name__ == '__main__':\n",
+    "    \n",
+    "    # 创建队列\n",
+    "    url_queue = Queue()\n",
+    "    \n",
+    "    # 添加 URL地址\n",
+    "    for i in range(1, 11):\n",
+    "        url = f'https://www.hupu.com/home/v1/news?pageNo={i}&pageSize=50'\n",
+    "        url_queue.put(url)\n",
+    "\n",
+    "    # 启动 3个线程\n",
+    "    for i in range(3):\n",
+    "        t1 = Thread(target=spider)\n",
+    "        t1.start()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e3e28449",
+   "metadata": {},
+   "source": [
+    "### 线程池"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "d239aafe",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-25T09:35:58.043706Z",
+     "start_time": "2023-10-25T09:35:57.016973Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0678314259\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "101112131415171819\n",
+      "\n",
+      "\n",
+      "\n",
+      "16\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 简单往队列中传输线程数\n",
+    "import threading\n",
+    "import time\n",
+    "import queue\n",
+    "\n",
+    "\n",
+    "class Threadingpool():\n",
+    "    \"\"\"线程池类\"\"\"\n",
+    "    \n",
+    "    def __init__(self, max_num=10):\n",
+    "        \n",
+    "        # 创建一个容量为10 的队列\n",
+    "        self.queue = queue.Queue(max_num)\n",
+    "        \n",
+    "        # 为队列添加 10个线程\n",
+    "        for i in range(max_num):\n",
+    "            self.queue.put(threading.Thread)\n",
+    "\n",
+    "    def getthreading(self):\n",
+    "        \"\"\"取线程\"\"\"\n",
+    "        return self.queue.get()\n",
+    "\n",
+    "    def addthreading(self):\n",
+    "        \"\"\"添加线程\"\"\"\n",
+    "        self.queue.put(threading.Thread)\n",
+    "\n",
+    "\n",
+    "def func(p, i):\n",
+    "    \"\"\"线程执行的函数：传入线程池、\"\"\"\n",
+    "    time.sleep(1)\n",
+    "    print(i)\n",
+    "    p.addthreading()\n",
+    "\n",
+    "\n",
+    "if __name__ == \"__main__\":\n",
+    "    \n",
+    "    # 创建线程池\n",
+    "    p = Threadingpool()\n",
+    "    \n",
+    "    for i in range(20):\n",
+    "        # 取线程\n",
+    "        thread = p.getthreading()\n",
+    "        \n",
+    "        # 配置线程\n",
+    "        t = thread(target=func, # 要执行的函数\n",
+    "                   args=(p, i)) # 要传递的参数\n",
+    "        \n",
+    "        # 开启线程\n",
+    "        t.start()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4d74944d",
+   "metadata": {},
+   "source": [
+    "## 多进程爬虫\n",
+    "multiprocessing 是python的多进程管理包，和 threading.Thread 类似\n",
+    "\n",
+    "### multiprocessing模块\n",
+    "\n",
+    "在multiprocessing中，通过创建Process对象生成进程，然后调用它的 start() 方法"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "e2299a62",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-25T09:48:59.303621Z",
+     "start_time": "2023-10-25T09:48:59.219784Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Traceback (most recent call last):\n",
+      "  File \"<string>\", line 1, in <module>\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/spawn.py\", line 116, in spawn_main\n",
+      "    exitcode = _main(fd, parent_sentinel)\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/spawn.py\", line 126, in _main\n",
+      "    self = reduction.pickle.load(from_parent)\n",
+      "AttributeError: Can't get attribute 'func1' on <module '__main__' (built-in)>\n"
+     ]
+    }
+   ],
+   "source": [
+    "\"\"\"jupyter notebook中，下列代码无法被正常执行，请在Pycharm中尝试\"\"\"\n",
+    "\n",
+    "from multiprocessing import Process\n",
+    "\n",
+    "def func1(name):\n",
+    "    \"\"\"进程执行的函数\"\"\"\n",
+    "    print('hello', name)\n",
+    "\n",
+    "\n",
+    "if __name__ == \"__main__\":\n",
+    "    \n",
+    "    # 创建进程\n",
+    "    p = Process(target=func1,args=('BIT',))\n",
+    "    \n",
+    "    # 开启进程\n",
+    "    p.start()\n",
+    "    \n",
+    "    # 等待进程执行完毕\n",
+    "    p.join()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "36654bc1",
+   "metadata": {},
+   "source": [
+    "### Manager类\n",
+    "\n",
+    "在使用并发设计的时候最好 避免共享数据，尤其是在使用多进程的时候。 \n",
+    "\n",
+    "如果你真有需要 要共享数据，可以使用由 Manager() 返回的manager提供list, dict, Namespace, Lock, RLock, Semaphore, BoundedSemaphore, Condition, Event, Barrier, Queue, Value and Array类型的支持"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "8bc5cbc0",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-25T10:05:42.660155Z",
+     "start_time": "2023-10-25T10:05:42.496264Z"
+    },
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Traceback (most recent call last):\n",
+      "  File \"<string>\", line 1, in <module>\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/spawn.py\", line 116, in spawn_main\n",
+      "    exitcode = _main(fd, parent_sentinel)\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/spawn.py\", line 126, in _main\n",
+      "    self = reduction.pickle.load(from_parent)\n",
+      "AttributeError: Can't get attribute 'put_num' on <module '__main__' (built-in)>\n",
+      "Traceback (most recent call last):\n",
+      "  File \"<string>\", line 1, in <module>\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/spawn.py\", line 116, in spawn_main\n",
+      "    exitcode = _main(fd, parent_sentinel)\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/spawn.py\", line 126, in _main\n",
+      "    self = reduction.pickle.load(from_parent)\n",
+      "AttributeError: Can't get attribute 'put_num' on <module '__main__' (built-in)>\n",
+      "Traceback (most recent call last):\n",
+      "  File \"<string>\", line 1, in <module>\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/spawn.py\", line 116, in spawn_main\n",
+      "    exitcode = _main(fd, parent_sentinel)\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/spawn.py\", line 126, in _main\n",
+      "    self = reduction.pickle.load(from_parent)\n",
+      "AttributeError: Can't get attribute 'get_num' on <module '__main__' (built-in)>\n"
+     ]
+    }
+   ],
+   "source": [
+    "\"\"\"jupyter notebook中，下列代码无法被正常执行，请在Pycharm中尝试\"\"\"\n",
+    "\n",
+    "from multiprocessing import Process, Manager, Lock\n",
+    "\n",
+    "\n",
+    "def put_num(info_queue, l, lo):\n",
+    "    \"\"\"添加数字\"\"\"\n",
+    "    \n",
+    "    # 获得锁\n",
+    "    with lo:\n",
+    "        \n",
+    "        # 向队列添加数字\n",
+    "        for n in l:\n",
+    "            info_queue.put(n)\n",
+    "\n",
+    "\n",
+    "def get_num(info_queue, lo):\n",
+    "    \"\"\"取出数字\"\"\"\n",
+    "    \n",
+    "    # 获取锁\n",
+    "    with lo:\n",
+    "        \n",
+    "        # 如果队列不为空，则取出数字\n",
+    "        while not info_queue.empty():\n",
+    "            print(info_queue.get())\n",
+    "\n",
+    "\n",
+    "if __name__ == '__main__':\n",
+    "    \n",
+    "    # 创建 Manager对象\n",
+    "    manager = Manager()\n",
+    "    \n",
+    "    # 创建 Queue队列\n",
+    "    into_html = manager.Queue()\n",
+    "    \n",
+    "    # 锁对象\n",
+    "    lock = Lock()\n",
+    "    a = [1, 2, 3, 4, 5]\n",
+    "    b = [11, 12, 13, 14, 15]\n",
+    "\n",
+    "    # 开启第一个进程\n",
+    "    p1 = Process(target=put_num, args=(into_html, a, lock))\n",
+    "    p1.start()\n",
+    "    \n",
+    "    # 开启第二个进程\n",
+    "    p2 = Process(target=put_num, args=(into_html, b, lock))\n",
+    "    p2.start()\n",
+    "    \n",
+    "    # 开启第三个进程\n",
+    "    p3 = Process(target=get_num, args=(into_html, lock))\n",
+    "    p3.start()\n",
+    "    \n",
+    "    # 等待 3个进程完成\n",
+    "    p1.join()\n",
+    "    p2.join()\n",
+    "    p3.join()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2503fdf6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\"\"\"jupyter notebook中，下列代码无法被正常执行，请在Pycharm中尝试\"\"\"\n",
+    "from multiprocessing import Process\n",
+    "from multiprocessing import Manager\n",
+    "import time\n",
+    "from fake_useragent import UserAgent\n",
+    "import requests\n",
+    "from time import sleep\n",
+    "\n",
+    "\n",
+    "def spider(url_queue):\n",
+    "    \n",
+    "    # 如果 队列不为空\n",
+    "    while not url_queue.empty():\n",
+    "        try:\n",
+    "            # 获取 URL地址\n",
+    "            url = url_queue.get(timeout = 1)\n",
+    "            \n",
+    "            print(f'成功获取{url}')\n",
+    "           \n",
+    "            sleep(1)\n",
+    "           \n",
+    "        except Exception as e:\n",
+    "            print(e)\n",
+    "\n",
+    "\n",
+    "if __name__ == '__main__':\n",
+    "    \n",
+    "    # 创建队列\n",
+    "    url_queue = Manager().Queue()\n",
+    "    \n",
+    "    # 添加 URL地址\n",
+    "    for i in range(1,11):\n",
+    "        url = f'https://www.hupu.com/home/v1/news?pageNo={i}&pageSize=50'\n",
+    "        url_queue.put(url)\n",
+    "    \n",
+    "    # 存储进程信息\n",
+    "    all_process = []\n",
+    "    \n",
+    "    # 开启进程\n",
+    "    for i in range(3):\n",
+    "        p1 = Process(target=spider,args=(url_queue,))\n",
+    "        p1.start()\n",
+    "        all_process.append(p1)\n",
+    "        \n",
+    "    # 等待所有进程结束，主进程再结束\n",
+    "    [p.join() for p in all_process]    "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b490eb8d",
+   "metadata": {},
+   "source": [
+    "### 进程池的使用\n",
+    "\n",
+    "- 进程池内部维护一个进程序列，当使用时，则去进程池中获取一个进程，如果进程池序列中没有可供使用的进程，那么程序就会等待，直到进程池中有可用进程为止。\n",
+    "\n",
+    "- 进程池中有两个方法：\n",
+    "  - apply 同步执行 - 串行\n",
+    "  - apply_async 异步执行 - 并行"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "d9261365",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-25T10:23:00.150817Z",
+     "start_time": "2023-10-25T10:22:47.710399Z"
+    },
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Process SpawnPoolWorker-2:\n",
+      "Process SpawnPoolWorker-4:\n",
+      "Process SpawnPoolWorker-3:\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/process.py\", line 315, in _bootstrap\n",
+      "    self.run()\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/process.py\", line 108, in run\n",
+      "    self._target(*self._args, **self._kwargs)\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/pool.py\", line 114, in worker\n",
+      "    task = get()\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/queues.py\", line 368, in get\n",
+      "    return _ForkingPickler.loads(res)\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/process.py\", line 315, in _bootstrap\n",
+      "    self.run()\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/process.py\", line 108, in run\n",
+      "    self._target(*self._args, **self._kwargs)\n",
+      "AttributeError: Can't get attribute 'get_num' on <module '__main__' (built-in)>\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/pool.py\", line 114, in worker\n",
+      "    task = get()\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/queues.py\", line 368, in get\n",
+      "    return _ForkingPickler.loads(res)\n",
+      "Traceback (most recent call last):\n",
+      "AttributeError: Can't get attribute 'put_num' on <module '__main__' (built-in)>\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/process.py\", line 315, in _bootstrap\n",
+      "    self.run()\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/process.py\", line 108, in run\n",
+      "    self._target(*self._args, **self._kwargs)\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/pool.py\", line 114, in worker\n",
+      "    task = get()\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/queues.py\", line 368, in get\n",
+      "    return _ForkingPickler.loads(res)\n",
+      "AttributeError: Can't get attribute 'put_num' on <module '__main__' (built-in)>\n",
+      "Process SpawnPoolWorker-6:\n",
+      "Process SpawnPoolWorker-5:\n",
+      "Process SpawnPoolWorker-7:\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/process.py\", line 315, in _bootstrap\n",
+      "    self.run()\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/process.py\", line 108, in run\n",
+      "    self._target(*self._args, **self._kwargs)\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/pool.py\", line 114, in worker\n",
+      "    task = get()\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/queues.py\", line 365, in get\n",
+      "    with self._rlock:\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/synchronize.py\", line 95, in __enter__\n",
+      "    return self._semlock.__enter__()\n",
+      "Traceback (most recent call last):\n",
+      "KeyboardInterrupt\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/process.py\", line 315, in _bootstrap\n",
+      "    self.run()\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/process.py\", line 108, in run\n",
+      "    self._target(*self._args, **self._kwargs)\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/pool.py\", line 114, in worker\n",
+      "    task = get()\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/queues.py\", line 366, in get\n",
+      "    res = self._reader.recv_bytes()\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/connection.py\", line 221, in recv_bytes\n",
+      "    buf = self._recv_bytes(maxlength)\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/connection.py\", line 419, in _recv_bytes\n",
+      "    buf = self._recv(4)\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/connection.py\", line 384, in _recv\n",
+      "    chunk = read(handle, remaining)\n",
+      "KeyboardInterrupt\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/process.py\", line 315, in _bootstrap\n",
+      "    self.run()\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/process.py\", line 108, in run\n",
+      "    self._target(*self._args, **self._kwargs)\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/pool.py\", line 114, in worker\n",
+      "    task = get()\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/queues.py\", line 365, in get\n",
+      "    with self._rlock:\n",
+      "  File \"/Users/macbook/opt/anaconda3/lib/python3.9/multiprocessing/synchronize.py\", line 95, in __enter__\n",
+      "    return self._semlock.__enter__()\n",
+      "KeyboardInterrupt\n"
+     ]
+    },
+    {
+     "ename": "KeyboardInterrupt",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
+      "Input \u001b[0;32mIn [2]\u001b[0m, in \u001b[0;36m<cell line: 18>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     34\u001b[0m pool\u001b[38;5;241m.\u001b[39mclose()\n\u001b[1;32m     36\u001b[0m \u001b[38;5;66;03m# 进程池中进程执行完毕后再关闭，如果注释，那么程序直接关闭\u001b[39;00m\n\u001b[0;32m---> 37\u001b[0m \u001b[43mpool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mjoin\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/multiprocessing/pool.py:662\u001b[0m, in \u001b[0;36mPool.join\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    660\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_state \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m (CLOSE, TERMINATE):\n\u001b[1;32m    661\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIn unknown state\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 662\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_worker_handler\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mjoin\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    663\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_task_handler\u001b[38;5;241m.\u001b[39mjoin()\n\u001b[1;32m    664\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_result_handler\u001b[38;5;241m.\u001b[39mjoin()\n",
+      "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/threading.py:1053\u001b[0m, in \u001b[0;36mThread.join\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m   1050\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcannot join current thread\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   1052\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m timeout \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m-> 1053\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_wait_for_tstate_lock\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1054\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m   1055\u001b[0m     \u001b[38;5;66;03m# the behavior of a negative timeout isn't documented, but\u001b[39;00m\n\u001b[1;32m   1056\u001b[0m     \u001b[38;5;66;03m# historically .join(timeout=x) for x<0 has acted as if timeout=0\u001b[39;00m\n\u001b[1;32m   1057\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_wait_for_tstate_lock(timeout\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mmax\u001b[39m(timeout, \u001b[38;5;241m0\u001b[39m))\n",
+      "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/threading.py:1073\u001b[0m, in \u001b[0;36mThread._wait_for_tstate_lock\u001b[0;34m(self, block, timeout)\u001b[0m\n\u001b[1;32m   1070\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[1;32m   1072\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 1073\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[43mlock\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43macquire\u001b[49m\u001b[43m(\u001b[49m\u001b[43mblock\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[1;32m   1074\u001b[0m         lock\u001b[38;5;241m.\u001b[39mrelease()\n\u001b[1;32m   1075\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_stop()\n",
+      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
+     ]
+    }
+   ],
+   "source": [
+    "\"\"\"jupyter notebook中，下���代码无法被正常执行，请在Pycharm中尝试\"\"\"\n",
+    "\n",
+    "from multiprocessing import Pool, Manager\n",
+    "\n",
+    "\n",
+    "def put_num(info_queue, l):\n",
+    "    \"\"\"添加数字\"\"\"\n",
+    "    for n in l:\n",
+    "        info_queue.put(n)\n",
+    "\n",
+    "\n",
+    "def get_num(info_queue):\n",
+    "    \"\"\"获取数字\"\"\"\n",
+    "    \n",
+    "    # 当队列不为空时，获取数字\n",
+    "    while not info_queue.empty():\n",
+    "        print(info_queue.get())\n",
+    "\n",
+    "\n",
+    "if __name__ == '__main__':\n",
+    "\n",
+    "    # 创建 Queue队列\n",
+    "    html_queue = Manager().Queue()\n",
+    "    a = [11, 12, 13, 14, 15]\n",
+    "    b = [1, 2, 3, 4, 5]\n",
+    "\n",
+    "    # 创建容量为3 的进程池\n",
+    "    pool = Pool(3)\n",
+    "\n",
+    "    # 异步执行\n",
+    "    pool.apply_async(func=put_num, args=(html_queue, a))\n",
+    "    pool.apply_async(func=put_num, args=(html_queue, b))\n",
+    "    pool.apply_async(func=get_num, args=(html_queue,))\n",
+    "\n",
+    "    # 这里join一定是在close之后，且必须要加join，否则主进程不等待创建的子进程执行完毕\n",
+    "    pool.close()\n",
+    "\n",
+    "    # 进程池中进程执行完毕后再关闭，如果注释，那么程序直接关闭\n",
+    "    pool.join()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5b6faf7c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\"\"\"jupyter notebook中，下列代码无法被正常执行，请在Pycharm中尝试\"\"\"\n",
+    "\n",
+    "from multiprocessing import Pool, Manager\n",
+    "from time import sleep\n",
+    "\n",
+    "\n",
+    "def spider(url_queue):\n",
+    "    \n",
+    "    # 如果 URL队列不为空\n",
+    "    while not url_queue.empty():\n",
+    "        try:\n",
+    "            \n",
+    "            # 获取 URL\n",
+    "            url = url_queue.get(timeout=1)\n",
+    "            \n",
+    "            print(f'成功获取{url}')\n",
+    "            \n",
+    "            sleep(1)\n",
+    "            \n",
+    "        except Exception as e:\n",
+    "            print(e)\n",
+    "\n",
+    "\n",
+    "if __name__ == '__main__':\n",
+    "\n",
+    "    # 创建 队列\n",
+    "    url_queue = Manager().Queue()\n",
+    "\n",
+    "    # 为队列 添加 URL地址\n",
+    "    for i in range(1, 11):\n",
+    "        url = f'https://www.hupu.com/home/v1/news?pageNo={i}&pageSize=50'\n",
+    "        url_queue.put(url)\n",
+    "\n",
+    "    # 创建 容量为3的进程池\n",
+    "    pool = Pool(3)\n",
+    "\n",
+    "    # 异步执行\n",
+    "    pool.apply_async(func=spider, args=(url_queue,))\n",
+    "    pool.apply_async(func=spider, args=(url_queue,))\n",
+    "    pool.apply_async(func=spider, args=(url_queue,))\n",
+    "    \n",
+    "    # 关闭进程池\n",
+    "    pool.close()\n",
+    "    \n",
+    "    # 等待子进程结束，主进程才结束\n",
+    "    pool.join()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "db345218",
+   "metadata": {},
+   "source": [
+    "## 多协程爬虫"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a82ee42e",
+   "metadata": {},
+   "source": [
+    "### 示例"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "69c0c319",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-25T10:22:25.388668Z",
+     "start_time": "2023-10-25T10:22:24.951333Z"
+    },
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "ename": "RuntimeError",
+     "evalue": "This event loop is already running",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
+      "Input \u001b[0;32mIn [1]\u001b[0m, in \u001b[0;36m<cell line: 24>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     21\u001b[0m loop \u001b[38;5;241m=\u001b[39m asyncio\u001b[38;5;241m.\u001b[39mget_event_loop()\n\u001b[1;32m     23\u001b[0m \u001b[38;5;66;03m# 执行 main函数\u001b[39;00m\n\u001b[0;32m---> 24\u001b[0m \u001b[43mloop\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_until_complete\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmain\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/asyncio/base_events.py:623\u001b[0m, in \u001b[0;36mBaseEventLoop.run_until_complete\u001b[0;34m(self, future)\u001b[0m\n\u001b[1;32m    612\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Run until the Future is done.\u001b[39;00m\n\u001b[1;32m    613\u001b[0m \n\u001b[1;32m    614\u001b[0m \u001b[38;5;124;03mIf the argument is a coroutine, it is wrapped in a Task.\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    620\u001b[0m \u001b[38;5;124;03mReturn the Future's result, or raise its exception.\u001b[39;00m\n\u001b[1;32m    621\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    622\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_closed()\n\u001b[0;32m--> 623\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_check_running\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    625\u001b[0m new_task \u001b[38;5;241m=\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m futures\u001b[38;5;241m.\u001b[39misfuture(future)\n\u001b[1;32m    626\u001b[0m future \u001b[38;5;241m=\u001b[39m tasks\u001b[38;5;241m.\u001b[39mensure_future(future, loop\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m)\n",
+      "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/asyncio/base_events.py:583\u001b[0m, in \u001b[0;36mBaseEventLoop._check_running\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    581\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_check_running\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m    582\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mis_running():\n\u001b[0;32m--> 583\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mThis event loop is already running\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m    584\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m events\u001b[38;5;241m.\u001b[39m_get_running_loop() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    585\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[1;32m    586\u001b[0m             \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCannot run the event loop while another loop is running\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
+      "\u001b[0;31mRuntimeError\u001b[0m: This event loop is already running"
+     ]
+    }
+   ],
+   "source": [
+    "import aiohttp\n",
+    "import asyncio\n",
+    "\n",
+    "async def main():\n",
+    "    \n",
+    "    # 对网址发送 GET请求\n",
+    "    async with aiohttp.ClientSession() as session:\n",
+    "        async with session.get('http://python.org') as response:\n",
+    "            \n",
+    "            # 打印 响应码\n",
+    "            print(\"Status:\", response.status)\n",
+    "            \n",
+    "            # 打印 获取的数据类型\n",
+    "            print(\"Content-type:\", response.headers['content-type'])\n",
+    "\n",
+    "            # 获取内容\n",
+    "            html = await response.text()\n",
+    "            print(\"Body:\", html[:15], \"...\")\n",
+    "\n",
+    "# 创建 协程\n",
+    "loop = asyncio.get_event_loop()\n",
+    "\n",
+    "# 执行 main函数\n",
+    "loop.run_until_complete(main())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "effccca2",
+   "metadata": {},
+   "source": [
+    "### clientSession的使用"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "affbdf5e",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T00:04:43.295619Z",
+     "start_time": "2023-10-26T00:04:42.477263Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "\"\"\"header设置\"\"\"\n",
+    "import aiohttp\n",
+    "import asyncio\n",
+    "\n",
+    "# 设置请求头\n",
+    "headers = {\"Authorization\": \"Basic bG9naW46cGFzcw==\"}\n",
+    "\n",
+    "# 发送 GET请求\n",
+    "async with aiohttp.ClientSession(headers=headers) as session:\n",
+    "    async with session.get(\"http://httpbin.org/headers\") as r:\n",
+    "        \n",
+    "        # 转成 Json格式\n",
+    "        json_body = await r.json()\n",
+    "        \n",
+    "        # 设置\n",
+    "        assert json_body['headers']['Authorization'] == 'Basic bG9naW46cGFzcw=='"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "3589b7dc",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T00:04:46.654372Z",
+     "start_time": "2023-10-26T00:04:46.069363Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "\"\"\"Cookie的使用\"\"\"\n",
+    "\n",
+    "url = 'http://httpbin.org/cookies'\n",
+    "cookies = {'cookies_are': 'working'}\n",
+    "\n",
+    "# 设置 cookies，发送 GET请求\n",
+    "async with aiohttp.ClientSession(cookies=cookies) as session:\n",
+    "    async with session.get(url) as resp:\n",
+    "        assert await resp.json() == {\"cookies\": {\"cookies_are\": \"working\"}}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "a8b43aa4",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T00:04:49.444359Z",
+     "start_time": "2023-10-26T00:04:48.799486Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "400\n"
+     ]
+    }
+   ],
+   "source": [
+    "\"\"\"Proxy的使用\"\"\"\n",
+    "\n",
+    "# 发送 GET请求，设置代理\n",
+    "async with aiohttp.ClientSession() as session:\n",
+    "    async with session.get(\"http://python.org\", proxy=\"http://proxy.com\") as resp:\n",
+    "        \n",
+    "        # 获取状态\n",
+    "        print(resp.status)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2f39bdee",
+   "metadata": {},
+   "source": [
+    "**Response的使用**\n",
+    "\n",
+    "- 属性\n",
+    "  - status 状态码\n",
+    "  - url url地址\n",
+    "  - cookies cookie内容\n",
+    "  - headers 响应头\n",
+    "  \n",
+    "- 方法\n",
+    "  - read() 读bytes类型\n",
+    "  - text() 读文本内容"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "2bcda6dd",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T00:28:26.494061Z",
+     "start_time": "2023-10-26T00:28:26.434772Z"
+    },
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "ename": "RuntimeError",
+     "evalue": "This event loop is already running",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
+      "Input \u001b[0;32mIn [11]\u001b[0m, in \u001b[0;36m<cell line: 61>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     61\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;18m__name__\u001b[39m \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m__main__\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[1;32m     62\u001b[0m     \n\u001b[1;32m     63\u001b[0m     \u001b[38;5;66;03m# 启动协程\u001b[39;00m\n\u001b[1;32m     64\u001b[0m     loop \u001b[38;5;241m=\u001b[39m asyncio\u001b[38;5;241m.\u001b[39mget_event_loop()\n\u001b[0;32m---> 65\u001b[0m     \u001b[43mloop\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_until_complete\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtest_cookie\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/asyncio/base_events.py:623\u001b[0m, in \u001b[0;36mBaseEventLoop.run_until_complete\u001b[0;34m(self, future)\u001b[0m\n\u001b[1;32m    612\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Run until the Future is done.\u001b[39;00m\n\u001b[1;32m    613\u001b[0m \n\u001b[1;32m    614\u001b[0m \u001b[38;5;124;03mIf the argument is a coroutine, it is wrapped in a Task.\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    620\u001b[0m \u001b[38;5;124;03mReturn the Future's result, or raise its exception.\u001b[39;00m\n\u001b[1;32m    621\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    622\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_closed()\n\u001b[0;32m--> 623\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_check_running\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    625\u001b[0m new_task \u001b[38;5;241m=\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m futures\u001b[38;5;241m.\u001b[39misfuture(future)\n\u001b[1;32m    626\u001b[0m future \u001b[38;5;241m=\u001b[39m tasks\u001b[38;5;241m.\u001b[39mensure_future(future, loop\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m)\n",
+      "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/asyncio/base_events.py:583\u001b[0m, in \u001b[0;36mBaseEventLoop._check_running\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    581\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_check_running\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m    582\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mis_running():\n\u001b[0;32m--> 583\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mThis event loop is already running\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m    584\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m events\u001b[38;5;241m.\u001b[39m_get_running_loop() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    585\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[1;32m    586\u001b[0m             \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCannot run the event loop while another loop is running\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
+      "\u001b[0;31mRuntimeError\u001b[0m: This event loop is already running"
+     ]
+    }
+   ],
+   "source": [
+    "import aiohttp\n",
+    "import asyncio\n",
+    "\n",
+    "\n",
+    "async def first():\n",
+    "    \n",
+    "    # 发送 GET请求\n",
+    "    async with aiohttp.ClientSession() as session:  # aiohttp.ClientSession() == import requests 模块\n",
+    "        async with session.get('http://httpbin.org/get') as resp:\n",
+    "            \n",
+    "            # 获取内容\n",
+    "            rs = await resp.text()\n",
+    "            print(rs[:100])\n",
+    "\n",
+    "headers = {'User-Agent': 'aaaaaa123'}\n",
+    "\n",
+    "async def test_header():\n",
+    "    \n",
+    "    # 设置请求头，发送 GET请求\n",
+    "    async with aiohttp.ClientSession(headers=headers) as session:\n",
+    "        async with session.get('http://httpbin.org/get') as resp:\n",
+    "            \n",
+    "            # 获取内容\n",
+    "            rs = await resp.text()\n",
+    "            print(rs[:100])\n",
+    "\n",
+    "\n",
+    "async def test_params():\n",
+    "    \n",
+    "    # 设置请求头，发送带参数的 GET请求\n",
+    "    async with aiohttp.ClientSession(headers=headers) as session:\n",
+    "        async with session.get('http://httpbin.org/get', params={'name': 'bjsxt'}) as resp:\n",
+    "            \n",
+    "            # 获取内容\n",
+    "            rs = await resp.text()\n",
+    "            print(rs[:100])\n",
+    "\n",
+    "\n",
+    "async def test_cookie():\n",
+    "    \n",
+    "    # 设置请求头，添加 cookies，发送带参数的 GET请求\n",
+    "    async with aiohttp.ClientSession(headers=headers, cookies={'token': 'sxt123id'}) as session:\n",
+    "        async with session.get('http://httpbin.org/get', params={'name': 'bjsxt'}) as resp:\n",
+    "            \n",
+    "            # 获取内容\n",
+    "            rs = await resp.text()\n",
+    "            print(rs[:100])\n",
+    "\n",
+    "\n",
+    "async def test_proxy():\n",
+    "    \n",
+    "    # 设置请求头，添加 cookies与代理，发送带参数的 GET请求\n",
+    "    async with aiohttp.ClientSession(headers=headers, cookies={'token': 'sxt123id'}) as session:\n",
+    "        async with session.get('http://httpbin.org/get', params={'name': 'bjsxt'}, proxy='http://name:pwd@ip:port') as resp:\n",
+    "            \n",
+    "            # 获取内容\n",
+    "            rs = await resp.text()\n",
+    "            print(rs)\n",
+    "\n",
+    "\n",
+    "if __name__ == '__main__':\n",
+    "    \n",
+    "    # 启动协程\n",
+    "    loop = asyncio.get_event_loop()\n",
+    "    loop.run_until_complete(test_cookie())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e0c18202",
+   "metadata": {},
+   "source": [
+    "## Selenium初步使用"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "4d09b0cc",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T00:53:20.927547Z",
+     "start_time": "2023-10-26T00:53:17.865837Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<html><head><script type=\"text/javascript\" charset=\"utf-8\" src=\"https://pss.bdstatic.com/static/supe\n",
+      "[{'domain': '.baidu.com', 'expiry': 1729817600, 'httpOnly': False, 'name': 'ZFY', 'path': '/', 'sameSite': 'None', 'secure': True, 'value': 'kcGUACtNx2KdcyAwkb5ceh:A3UjfLUmFqpYcyMSLBRvY:C'}, {'domain': '.baidu.com', 'expiry': 1729817600, 'httpOnly': False, 'name': 'BAIDUID_BFESS', 'path': '/', 'sameSite': 'None', 'secure': True, 'value': '47CBFCBBA3EF8A5E6F7B68CA454E422F:FG=1'}, {'domain': '.baidu.com', 'expiry': 1698368000, 'httpOnly': False, 'name': 'BA_HECTOR', 'path': '/', 'sameSite': 'Lax', 'secure': False, 'value': 'ada020a100a5004ha18h20aa1ijje401p'}, {'domain': 'www.baidu.com', 'expiry': 1698281600, 'httpOnly': False, 'name': 'BD_LAST_QID', 'path': '/', 'sameSite': 'Lax', 'secure': False, 'value': '11234071065355764699'}, {'domain': '.baidu.com', 'expiry': 1729817599, 'httpOnly': False, 'name': 'BAIDUID', 'path': '/', 'sameSite': 'Lax', 'secure': False, 'value': '47CBFCBBA3EF8A5E6F7B68CA454E422F:FG=1'}, {'domain': '.baidu.com', 'expiry': 1732841599, 'httpOnly': False, 'name': 'BIDUPSID', 'path': '/', 'sameSite': 'Lax', 'secure': False, 'value': '47CBFCBBA3EF8A5ED89D46B5AFB538E7'}, {'domain': '.baidu.com', 'expiry': 1732841599, 'httpOnly': False, 'name': 'PSTM', 'path': '/', 'sameSite': 'Lax', 'secure': False, 'value': '1698281600'}, {'domain': 'www.baidu.com', 'expiry': 1699145600, 'httpOnly': False, 'name': 'BD_UPN', 'path': '/', 'sameSite': 'Lax', 'secure': False, 'value': '123253'}]\n",
+      "https://www.baidu.com/\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 导入 webdriver\n",
+    "from selenium import webdriver\n",
+    "\n",
+    "# 要想调用键盘按键操作需要引入keys包\n",
+    "from selenium.webdriver.common.keys import Keys\n",
+    "\n",
+    "# 创建 浏览器对象\n",
+    "driver = webdriver.Chrome()\n",
+    "\n",
+    "# 对浏览器发送 GET请求\n",
+    "driver.get(\"http://www.baidu.com/\")\n",
+    "\n",
+    "# 获取网页的源代码\n",
+    "print(driver.page_source[:100])\n",
+    "\n",
+    "# 获取当前页面 Cookie\n",
+    "print(driver.get_cookies())\n",
+    "\n",
+    "# 生成新的页面快照\n",
+    "driver.save_screenshot(\"./data/python爬虫.png\")\n",
+    "\n",
+    "# 获取当前 url\n",
+    "print(driver.current_url)\n",
+    "\n",
+    "# 关闭浏览器\n",
+    "driver.quit()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "e6d96ba8",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T00:57:07.657648Z",
+     "start_time": "2023-10-26T00:57:02.625434Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from selenium import webdriver\n",
+    "from time import sleep\n",
+    "\n",
+    "# 创建 chrome浏览器对象\n",
+    "chrome = webdriver.Chrome()\n",
+    "\n",
+    "# 发送 GET请求\n",
+    "chrome.get('http://www.baidu.com/')\n",
+    "\n",
+    "# 获取页面源代码\n",
+    "html =  chrome.page_source\n",
+    "\n",
+    "# 获取页面的 URL地址\n",
+    "url = chrome.current_url\n",
+    "\n",
+    "# 保存页面的快照\n",
+    "chrome.save_screenshot('./baidu.png')\n",
+    "\n",
+    "sleep(2)\n",
+    "\n",
+    "# 退出浏览器\n",
+    "chrome.quit()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b5cad107",
+   "metadata": {},
+   "source": [
+    "## Selenium 控制浏览器"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "387447bb",
+   "metadata": {},
+   "source": [
+    "### 最大化窗口\n",
+    "\n",
+    "我们知道调用启动的浏览器 不是全屏的，这样不会影响脚本的执行，但是有时候会影响我们“观看”脚本的执行"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "44d1b503",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T01:00:10.396756Z",
+     "start_time": "2023-10-26T01:00:05.857485Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from selenium import webdriver\n",
+    "from time import sleep\n",
+    "\n",
+    "# 创建 浏览器对象\n",
+    "browser = webdriver.Chrome()\n",
+    "\n",
+    "# 发送 GET请求\n",
+    "url= 'http://www.baidu.com'\n",
+    "browser.get(url)\n",
+    "\n",
+    "# 最大化窗口\n",
+    "browser.maximize_window()\n",
+    "\n",
+    "sleep(2)\n",
+    "\n",
+    "# 退出浏览器\n",
+    "browser.quit()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "754c3d1d",
+   "metadata": {},
+   "source": [
+    "### 设置宽与高\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "687ed5cb",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T01:01:49.260102Z",
+     "start_time": "2023-10-26T01:01:45.136593Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from selenium import webdriver\n",
+    "from time import sleep\n",
+    "\n",
+    "# 创建 浏览器对象\n",
+    "browser = webdriver.Chrome()\n",
+    "\n",
+    "# 发送 GET请求\n",
+    "url = 'http://www.baidu.com'\n",
+    "browser.get(url)\n",
+    "\n",
+    "# 设置窗口大小\n",
+    "browser.set_window_size(500, 600)\n",
+    "\n",
+    "sleep(2)\n",
+    "\n",
+    "# 退出浏览器\n",
+    "browser.quit()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "60660ca9",
+   "metadata": {},
+   "source": [
+    "### 浏览器 前进、后退\n",
+    "\n",
+    "浏览器上有一个后退、前进按钮，对于浏览网页的人是比较方便的；"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "815d9cc7",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T01:05:15.167928Z",
+     "start_time": "2023-10-26T01:05:04.571286Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from selenium import webdriver\n",
+    "import time\n",
+    "\n",
+    "# 创建 浏览器对象\n",
+    "browser = webdriver.Chrome()\n",
+    "\n",
+    "# 发送 GET请求，访问百度首页\n",
+    "first_url = 'http://www.baidu.com'\n",
+    "browser.get(first_url)\n",
+    "\n",
+    "time.sleep(2)\n",
+    "\n",
+    "# 发送 GET请求，访问新闻页面\n",
+    "second_url = 'http://news.baidu.com'\n",
+    "browser.get(second_url)\n",
+    "\n",
+    "time.sleep(2)  \n",
+    "\n",
+    "# 返回（后退）到 百度首页\n",
+    "browser.back()\n",
+    "time.sleep(1)  \n",
+    " \n",
+    "# 前进到 新闻页\n",
+    "browser.forward()\n",
+    "time.sleep(2)\n",
+    "\n",
+    "# 退出浏览器\n",
+    "browser.quit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "70f69a4a",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T01:09:57.812640Z",
+     "start_time": "2023-10-26T01:09:26.865446Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from selenium import webdriver\n",
+    "from time import sleep\n",
+    "\n",
+    "\n",
+    "def test01():\n",
+    "    \n",
+    "    # 创建 浏览器对象\n",
+    "    chrome = webdriver.Chrome()\n",
+    "    \n",
+    "    # 发送 GET请求\n",
+    "    url = 'http://www.baidu.com'\n",
+    "    chrome.get(url)\n",
+    "    \n",
+    "    # 最大化窗口\n",
+    "    chrome.maximize_window()\n",
+    "    \n",
+    "    sleep(3)\n",
+    "    \n",
+    "    # 退出浏览器\n",
+    "    chrome.quit()\n",
+    "\n",
+    "\n",
+    "def test02():\n",
+    "    \n",
+    "    # 创建 浏览器对象\n",
+    "    chrome = webdriver.Chrome()\n",
+    "    \n",
+    "    # 发送 GET请求\n",
+    "    url = 'http://www.baidu.com'\n",
+    "    chrome.get(url)\n",
+    "    \n",
+    "    # 设置浏览器宽与高\n",
+    "    chrome.set_window_size(500, 600)  \n",
+    "    \n",
+    "    sleep(3)\n",
+    "    \n",
+    "    # 退出浏览器\n",
+    "    chrome.quit()\n",
+    "\n",
+    "\n",
+    "def test03():\n",
+    "    \n",
+    "    # 创建 浏览器对象\n",
+    "    chrome = webdriver.Chrome()\n",
+    "    \n",
+    "    # 发送 GET请求\n",
+    "    url = 'http://www.baidu.com'\n",
+    "    chrome.get(url)\n",
+    "    \n",
+    "    sleep(2)\n",
+    "    \n",
+    "    # 发送 GET请求\n",
+    "    chrome.get('http://www.bjsxt.com/')\n",
+    "    sleep(3)\n",
+    "    \n",
+    "    # 后退\n",
+    "    chrome.back()   \n",
+    "    sleep(2)\n",
+    "    \n",
+    "    # 前进\n",
+    "    chrome.forward()    \n",
+    "    sleep(3)\n",
+    "    \n",
+    "    # 退出浏览器\n",
+    "    chrome.quit()\n",
+    "\n",
+    "\n",
+    "if __name__ == '__main__':\n",
+    "    test01()\n",
+    "    test02()\n",
+    "    test03()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "19a6313a",
+   "metadata": {},
+   "source": [
+    "## Selenium 基本操作"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5a1f1142",
+   "metadata": {},
+   "source": [
+    "对象的定位应该是自动化的核心，要想操作一个对象，首先应该识别这个对象。\n",
+    "\n",
+    "一个对象就像人一样，他会有各种的特征（属性）\n",
+    "\n",
+    "### 对象定位\n",
+    "\n",
+    "webdriver提供了一系列的对象定位方法，常用的有以下几种：\n",
+    "\n",
+    "\n",
+    "利用 By 类来确定哪种选择方式\n",
+    "\n",
+    "```shell\n",
+    "from selenium.webdriver.common.by import By\n",
+    "```\n",
+    "\n",
+    "**By 类的一些属性如下：**\n",
+    "\n",
+    "- ID = \"id\"\n",
+    "- XPATH = \"xpath\"\n",
+    "- LINK_TEXT = \"link text\"\n",
+    "- PARTIAL_LINK_TEXT = \"partial link text\"\n",
+    "- NAME = \"name\"\n",
+    "- TAG_NAME = \"tag name\"\n",
+    "- CLASS_NAME = \"class name\"\n",
+    "- CSS_SELECTOR = \"css selector\"\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "cc04d4b0",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T01:34:43.669953Z",
+     "start_time": "2023-10-26T01:34:36.555182Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from selenium import webdriver\n",
+    "from time import sleep\n",
+    "from selenium.webdriver.common.by import By\n",
+    "\n",
+    "# 创建 浏览器\n",
+    "browser = webdriver.Chrome()\n",
+    "\n",
+    "# 发送 GET请求\n",
+    "browser.get(\"http://www.baidu.com\")\n",
+    "time.sleep(2)\n",
+    "\n",
+    "## 百度输入框的定位方式\n",
+    "# 通过 id方式定位\n",
+    "browser.find_element(by=By.ID, value=\"kw\").send_keys(\"selenium\")\n",
+    "\n",
+    "\"\"\"\n",
+    "# 通过 name方式定位\n",
+    "browser.find_element(by=By.NAME, value=\"kw\").send_keys(\"selenium\")\n",
+    "\n",
+    "# 通过 tag name方式定位\n",
+    "browser.find_element(by=By.TAG_NAME, value=\"input\").send_keys(\"selenium\")\n",
+    "\n",
+    "# 通过 class name 方式定位\n",
+    "browser.find_element(by=By.CLASS_NAME, value=\"s_ipt\").send_keys(\"selenium\")\n",
+    "\n",
+    "# 通过 CSS方式定位\n",
+    "browser.find_element(by=By.CSS_SELECTOR, value=\"#kw\").send_keys(\"selenium\")\n",
+    "\n",
+    "# 通过 xphan方式定位\n",
+    "browser.find_element(by=By.XPATH, value=\"//input[@id='kw']\").send_keys(\"selenium\")\n",
+    "\"\"\"\n",
+    "\n",
+    "# 定位搜索按钮，并进行点击\n",
+    "browser.find_element(by=By.ID, value=\"su\").click()\n",
+    "\n",
+    "\n",
+    "time.sleep(3)\n",
+    "\n",
+    "# 退出浏览器\n",
+    "browser.quit()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2dd808c8",
+   "metadata": {},
+   "source": [
+    "### 层级定位\n",
+    "\n",
+    "在实际的开发中也经常会遇到这种问题：页面上有很多个属性基本相同的元素，现在需要具体定位到其中的一个。\n",
+    "\n",
+    "由于属性基本相当，所以在定位的时候会有些麻烦，这时候就需要用到层级定位。先定位父元素，然后再通过父元素定位子孙元素"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f0f14501",
+   "metadata": {},
+   "source": [
+    "**具体思路是：** 先点击显示出 1个下拉菜单，然后再定位到该下拉菜单所在的ul，再定位这个ul下的某个具体的link。在这里，我们定位第1个下拉菜单中的Action这个选项。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "dc2e472f",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T01:50:20.104584Z",
+     "start_time": "2023-10-26T01:50:15.392900Z"
+    },
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "file:////Users/macbook/Documents/Python全栈/06_Python爬虫/html/level_locate.html\n"
+     ]
+    }
+   ],
+   "source": [
+    "from selenium import webdriver\n",
+    "from selenium.webdriver.support.ui import WebDriverWait\n",
+    "from selenium.webdriver.common.by import By\n",
+    "import time\n",
+    "import os\n",
+    "\n",
+    "# 创建 浏览器对象\n",
+    "chrome = webdriver.Chrome()\n",
+    "\n",
+    "# 获取 HTML文件的绝对路径\n",
+    "file_path = 'file:///' + os.path.abspath('./html/level_locate.html')\n",
+    "print(file_path)\n",
+    "\n",
+    "# 发送 GET请求\n",
+    "chrome.get(file_path)\n",
+    "\n",
+    "# 点击 Link1链接（弹出下拉列表)\n",
+    "chrome.find_element(by=By.LINK_TEXT, value='Link1').click()\n",
+    "\n",
+    "# 找到 id 为 dropdown1的父元素\n",
+    "# WebDriverWait(chrome, 10)：10秒内每隔 500毫秒扫描 1次页面变化，当出现指定的元素后结束\n",
+    "WebDriverWait(chrome, 10).until(\n",
+    "    lambda the_driver: the_driver.find_element(by=By.ID, value='dropdown1').is_displayed())\n",
+    "\n",
+    "# 在父亲元件下找到link为Action的子元素\n",
+    "menu = chrome.find_element(by=By.ID, value='dropdown1').find_element(by=By.LINK_TEXT,value='Action')\n",
+    "\n",
+    "# 鼠标定位到子元素上\n",
+    "webdriver.ActionChains(chrome).move_to_element(menu).perform()\n",
+    "\n",
+    "time.sleep(2)\n",
+    "chrome.quit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "90d13530",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T02:04:31.640554Z",
+     "start_time": "2023-10-26T02:04:10.201492Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "\"\"\"定位元素\"\"\"\n",
+    "from selenium import webdriver\n",
+    "from time import sleep\n",
+    "import os\n",
+    "from selenium.webdriver.common.by import By\n",
+    "from selenium.webdriver.common.keys import Keys\n",
+    "\n",
+    "\n",
+    "def test01():\n",
+    "\n",
+    "    # 创建 浏览器\n",
+    "    chrome = webdriver.Chrome()\n",
+    "\n",
+    "    # 发送 GET请求\n",
+    "    chrome.get('http://www.baidu.com')\n",
+    "    sleep(2)\n",
+    "\n",
+    "    # 查找输入框元素，输入 python\n",
+    "    chrome.find_element(by=By.ID, value='kw').send_keys('python')\n",
+    "    sleep(2)\n",
+    "\n",
+    "    # 找到 搜索键，并点击\n",
+    "    chrome.find_element(by=By.ID, value='su').click()\n",
+    "    sleep(2)\n",
+    "\n",
+    "    # 退出浏览器\n",
+    "    chrome.quit()\n",
+    "\n",
+    "\n",
+    "def test02():\n",
+    "    \n",
+    "    # 创建 浏览器\n",
+    "    chrome = webdriver.Chrome()\n",
+    "\n",
+    "    # 查找 文件绝对路径\n",
+    "    file_path = 'file:///'+os.path.abspath('./html/test01.html')\n",
+    "    \n",
+    "    # 发送 GET请求\n",
+    "    chrome.get(file_path)\n",
+    "    \n",
+    "    # 定位元素，并点击\n",
+    "    chrome.find_element(by=By.LINK_TEXT, value='Link1').click()\n",
+    "    \n",
+    "    # 定位元素\n",
+    "    menu = chrome.find_element(by=By.ID, value='dropdown1').find_element(by=By.LINK_TEXT, value='Action')\n",
+    "\n",
+    "    # webdriver.ActionChains(chrome).move_to_element(menu).perform()    # 移动焦点到某个元素\n",
+    "    \n",
+    "    # 点击\n",
+    "    menu.click()\n",
+    "\n",
+    "    sleep(2)\n",
+    "    \n",
+    "    # 退出浏览器\n",
+    "    chrome.quit()\n",
+    "\n",
+    "\n",
+    "if __name__ == '__main__':\n",
+    "    test01()\n",
+    "    test02()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "722d912b",
+   "metadata": {},
+   "source": [
+    "### 操作元素\n",
+    "\n",
+    "定位元素 只是第一步，定位之后需要对这个 元素 进行操作。\n",
+    "\n",
+    "鼠标点击 还是 键盘输入，这要取决于我们定位的是按钮还输入框。\n",
+    "\n",
+    "一般来说，webdriver 中比较常用的操作对象的方法有下面几个\n",
+    "\n",
+    "- click 点击对象\n",
+    "- send_keys 在对象上模拟按键输入\n",
+    "- clear 清除对象的内容"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "f63b9f19",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T02:11:25.817701Z",
+     "start_time": "2023-10-26T02:11:21.698055Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from selenium import webdriver\n",
+    "from time import sleep\n",
+    "import os\n",
+    "from selenium.webdriver.common.by import By\n",
+    "from selenium.webdriver.common.keys import Keys\n",
+    "\n",
+    "# 创建 浏览器\n",
+    "browser = webdriver.Chrome()\n",
+    "\n",
+    "# 发送 GET请求\n",
+    "browser.get(\"http://www.baidu.com\")\n",
+    "\n",
+    "# 清空内容\n",
+    "browser.find_element(by=By.ID, value=\"kw\").clear()\n",
+    "\n",
+    "# 键盘输入\n",
+    "browser.find_element(by=By.ID, value=\"kw\").send_keys(\"BIT\")\n",
+    "\n",
+    "# 点击\n",
+    "browser.find_element(by=By.ID, value=\"su\").click()\n",
+    "\n",
+    "sleep(2)\n",
+    "\n",
+    "# 退出浏览器\n",
+    "browser.quit()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "063e706d",
+   "metadata": {},
+   "source": [
+    "### 多层窗口的定位\n",
+    "\n",
+    "对于一个现代的web应用，经常会出现框架（frame） 或 窗口（window）的应用，这也就给我们的定位带来了一个难题。\n",
+    "\n",
+    "有时候我们定位一个元素，定位器没有问题，但一直定位不了，这时候就要检查这个元素是否在一个frame中，seelnium webdriver 提供了一个switch_to_frame方法，可以很轻松的来解决这个问题\n",
+    "\n",
+    "多层框架或窗口的定位：\n",
+    "\n",
+    "- switch_to_frame()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "8ea0892f",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T02:40:45.054799Z",
+     "start_time": "2023-10-26T02:40:39.596725Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from selenium import webdriver\n",
+    "from selenium.webdriver.common.by import By\n",
+    "import time \n",
+    "import os\n",
+    "\n",
+    "# 创建 浏览器\n",
+    "browser = webdriver.Chrome()\n",
+    "\n",
+    "# 获取 文件的绝对路径\n",
+    "file_path =  'file:///' + os.path.abspath('./html/frame.html')\n",
+    "\n",
+    "# 发送 GET请求\n",
+    "browser.get(file_path)\n",
+    "\n",
+    "browser.implicitly_wait(30)\n",
+    "\n",
+    "# 先找到框架（id = f1）\n",
+    "browser.switch_to.frame(\"f1\")\n",
+    "browser.switch_to.frame(\"f2\")\n",
+    "\n",
+    "# 下面开始正常地 查找元素\n",
+    "browser.find_element(by=By.ID, value=\"kw\").send_keys(\"selenium\")\n",
+    "browser.find_element(by=By.ID, value=\"su\").click()\n",
+    "time.sleep(3)\n",
+    "\n",
+    "# 退出浏览器\n",
+    "browser.quit()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "76e59891",
+   "metadata": {},
+   "source": [
+    "### selenium 处理下拉框\n",
+    "\n",
+    "下拉框是我们最常见的一种页面元素，对于一般的元素，我们只需要一次就定位，\n",
+    "\n",
+    "但下拉框里的内容需要进行两次定位，先定位到下拉框，再定位到下拉框内里的选项。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "69ef3d26",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T02:46:38.389981Z",
+     "start_time": "2023-10-26T02:46:31.821043Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from selenium import webdriver\n",
+    "from selenium.webdriver.common.by import By\n",
+    "import time\n",
+    "import os\n",
+    "\n",
+    "# 创建 浏览器\n",
+    "driver = webdriver.Chrome()\n",
+    "\n",
+    "# 获取文件路径\n",
+    "file_path = 'file:///' + os.path.abspath('./html/drop_down.html')\n",
+    "\n",
+    "# 发送 GET请求\n",
+    "driver.get(file_path)\n",
+    "\n",
+    "time.sleep(2)\n",
+    "\n",
+    "# 定位下拉框元素\n",
+    "m = driver.find_element(by=By.ID, value=\"ShippingMethod\")\n",
+    "\n",
+    "# 定位选项\n",
+    "m.find_element(by=By.XPATH, value=\"//option[@value='10.69']\").click()\n",
+    "time.sleep(3)\n",
+    "\n",
+    "# 退出浏览器\n",
+    "driver.quit()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "93954afe",
+   "metadata": {},
+   "source": [
+    "### selenium 处理弹窗"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "79eabc1d",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T02:50:24.766269Z",
+     "start_time": "2023-10-26T02:50:18.607037Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from selenium import webdriver\n",
+    "import os\n",
+    "from time import sleep\n",
+    "\n",
+    "# 创建 浏览器\n",
+    "chrome = webdriver.Chrome()\n",
+    "\n",
+    "# 获取 文件\n",
+    "file = 'file:///' + os.path.abspath('./html/alter.html')\n",
+    "\n",
+    "# 发送 GET请求\n",
+    "chrome.get(file)\n",
+    "sleep(2)\n",
+    "\n",
+    "# 切换至弹窗，并同意\n",
+    "chrome.switch_to.alert.accept() \n",
+    "sleep(2)\n",
+    "\n",
+    "# 退出浏览器\n",
+    "chrome.quit()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a2de0d61",
+   "metadata": {},
+   "source": [
+    "### Selenium 调用js方法\n",
+    "\n",
+    "```python\n",
+    "execute_script(script, *args)\n",
+    "```\n",
+    "\n",
+    "有时候我们需要控制页面滚动条上的滚动条，但滚动条 并非页面上的元素，这个时候就需要借助js是来进行操作。\n",
+    "\n",
+    "一般用到操作滚动条的会两个场景：\n",
+    "\n",
+    "1. 要操作的页面元素不在当前页面范围，无法进行操作，需要拖动滚动条\n",
+    "2. 注册时的法律条文 需要阅读，判断用户是否阅读的标准是：滚动条是否拉到最下方。"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "98b8df82",
+   "metadata": {},
+   "source": [
+    "**滚动条回到顶部：**\n",
+    "\n",
+    "```python\n",
+    "js=\"var q=document.getElementById('id').scrollTop=0\"\n",
+    "driver.execute_script(js)\n",
+    "```\n",
+    "\n",
+    "**滚动条拉到底部：**\n",
+    "\n",
+    "```python\n",
+    "js=\"var q=document.documentElement.scrollTop=10000\"\n",
+    "driver.execute_script(js)\n",
+    "```\n",
+    "\n",
+    "可以修改scrollTop 的值，来定位右侧滚动条的位置，0是最上面，10000是最底部\n",
+    "\n",
+    "以上方法在Firefox和IE浏览器上是可以的，但是用Chrome浏览器，发现不管用。Chrome浏览器解决办法：\n",
+    "\n",
+    "```python\n",
+    "js = \"var q=document.body.scrollTop=0\"\n",
+    "driver.execute_script(js)\n",
+    "```\n",
+    "\n",
+    "**横向滚动条：**\n",
+    "\n",
+    "```python\n",
+    "js = \"window.scrollTo(100,400)\"\n",
+    "driver.execute_script(js)\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "dcd5ffd6",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T03:00:35.385171Z",
+     "start_time": "2023-10-26T03:00:23.251469Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "30\n"
+     ]
+    }
+   ],
+   "source": [
+    "from selenium import webdriver\n",
+    "from lxml import etree\n",
+    "import time\n",
+    "\n",
+    "# 加载浏览器\n",
+    "wd = webdriver.Chrome()\n",
+    "\n",
+    "# 发送 GET请求\n",
+    "url = \"https://search.jd.com/Search?keyword=%E7%AC%94%E8%AE%B0%E6%9C%AC&enc=utf-8&wq=%E7%AC%94%E8%AE%B0%E6%9C%AC&pvid=845d019c94f6476ca5c4ffc24df6865a\"\n",
+    "wd.get(url)\n",
+    "time.sleep(3)\n",
+    "\n",
+    "# 要执行的 js\n",
+    "js = \"var q = document.documentElement.scrollTop=10000\"\n",
+    "# 执行js\n",
+    "wd.execute_script(js)\n",
+    "\n",
+    "time.sleep(3)\n",
+    "\n",
+    "# 解析 HTML数据\n",
+    "e = etree.HTML(wd.page_source)\n",
+    "\n",
+    "# 提取数据的 xpath\n",
+    "price_xpath = '//ul[@class=\"gl-warp clearfix\"]//div[@class=\"p-price\"]/strong/i/text()'\n",
+    "\n",
+    "# 提取数据\n",
+    "infos = e.xpath(price_xpath)\n",
+    "\n",
+    "print(len(infos))\n",
+    "time.sleep(3)\n",
+    "\n",
+    "# 关闭浏览器\n",
+    "wd.quit()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2651775b",
+   "metadata": {},
+   "source": [
+    "### selenium 等待处理\n",
+    "\n",
+    "**强制等待：**\n",
+    "\n",
+    "> 使用 time.sleep\n",
+    "\n",
+    "作用：\n",
+    "\n",
+    "当代码运行到强制等待这一行的时候，无论出于什么原因，都强制等待指定的时间，需要通过time模块实现\n",
+    "\n",
+    "优点：简单\n",
+    "\n",
+    "缺点：无法做有效的判断，会浪费时间\n",
+    "\n",
+    "**隐式等待：**\n",
+    "\n",
+    "> 到了一定的时间发现元素还没有加载，则继续等待我们指定的时间，如果超过了我们指定的时间还没有加载就会抛出异常，如果没有需要等待的时候就已经加载完毕，就会立即执行\n",
+    "\n",
+    "优点： 设置一次即可\n",
+    "\n",
+    "缺点：必须等待加载完成才能到后续的操作，或者等待超时才能进入后续的操作\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "010d078c",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T03:09:22.651200Z",
+     "start_time": "2023-10-26T03:09:17.678442Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<html style=\"--bubble-width: 108px; --bubble-padding-left: 132px;\"><head><meta http-equiv=\"Content-T\n"
+     ]
+    }
+   ],
+   "source": [
+    "from selenium import webdriver\n",
+    "import time\n",
+    "\n",
+    "\n",
+    "# 创建 浏览器\n",
+    "driver = webdriver.Chrome()\n",
+    "\n",
+    "# 发送 GET请求\n",
+    "url = 'https://www.baidu.com/'\n",
+    "driver.get(url)\n",
+    "\n",
+    "# 隐式等待：如果查找到我们要的数据，则不再等待\n",
+    "driver.implicitly_wait(3)\n",
+    "\n",
+    "try:\n",
+    "    # 查找元素\n",
+    "    print(driver.find_element(by=By.CLASS_NAME, value='next'))\n",
+    "except:\n",
+    "    pass\n",
+    "\n",
+    "# 打印 源代码\n",
+    "print(driver.page_source[:100])\n",
+    "\n",
+    "driver.quit()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e2eed012",
+   "metadata": {},
+   "source": [
+    "\n",
+    "**显示等待：**\n",
+    "\n",
+    "> 指定一个等待条件，并且指定一个最长等待时间，会在这个时间内进行判断是否满足等待条件，如果成立就会立即返回，如果不成立，就会一直等待，直到等待你指定的最长等待时间，如果还是不满足，就会抛出异常，如果满足了就会正常返回\n",
+    "\n",
+    "优点：专门用于对指定一个元素等待，加载完即可运行后续代码\n",
+    "\n",
+    "缺点：多个元素都需要要单独设置等待\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "7e843c34",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T03:12:26.751618Z",
+     "start_time": "2023-10-26T03:12:21.792997Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "元素获取失败\n",
+      "<html lang=\"en\" data-n-head=\"%7B%22lang%22:%7B%22ssr%22:%22en%22%7D%7D\" class=\"webp\"><head>\n",
+      "    <tit\n"
+     ]
+    }
+   ],
+   "source": [
+    "from selenium import webdriver\n",
+    "import time\n",
+    "\n",
+    "# 创建 浏览器\n",
+    "driver = webdriver.Chrome()\n",
+    "\n",
+    "# 发送 GET请求\n",
+    "url = 'https://www.guazi.com/nj/buy/'\n",
+    "driver.get(url)\n",
+    "\n",
+    "# 显示等待\n",
+    "wait = WebDriverWait(driver, 10, 0.5)\n",
+    "\n",
+    "try:\n",
+    "    wait.until(EC.presence_of_element_located((By.CLASS_NAME, 'next')))\n",
+    "    \n",
+    "except:\n",
+    "    print('元素获取失败')\n",
+    "    \n",
+    "print(driver.page_source[:100])\n",
+    "\n",
+    "driver.quit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "80b1b81a",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T03:21:17.778201Z",
+     "start_time": "2023-10-26T03:21:05.089952Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "test01 查找指定元素失败！\n",
+      "test02 查找指定元素失败！\n",
+      "test03 查找指定元素失败！\n"
+     ]
+    }
+   ],
+   "source": [
+    "\"\"\"处理等待的代码\"\"\"\n",
+    "from selenium import webdriver\n",
+    "from time import sleep\n",
+    "from selenium.webdriver.support.wait import WebDriverWait\n",
+    "\n",
+    "\n",
+    "def test01():\n",
+    "    \n",
+    "    # 创建 浏览器\n",
+    "    chrome = webdriver.Chrome()\n",
+    "    \n",
+    "    # 发送 GET请求\n",
+    "    chrome.get('https://search.jd.com/Search?keyword=imac&enc=utf-8&wq=imac')\n",
+    "\n",
+    "    # 执行JS代码 -- 拉动下拉框\n",
+    "    js = 'document.documentElement.scrollTop=10000'\n",
+    "    chrome.execute_script(js)\n",
+    "    \n",
+    "    # 隐式等待\n",
+    "    chrome.implicitly_wait(2)\n",
+    "    \n",
+    "    try:\n",
+    "        # 查找元素\n",
+    "        info = chrome.find_elements_by_xpath('//div[@class=\"p-name p-name-type-2\"]/a/em')\n",
+    "        print('test01 查找指定元素成功！')\n",
+    "    except:\n",
+    "        print('test01 查找指定元素失败！')\n",
+    "        \n",
+    "    chrome.quit()\n",
+    "\n",
+    "\n",
+    "def test02():\n",
+    "    \n",
+    "    # 创建浏览器对象\n",
+    "    chrome = webdriver.Chrome()\n",
+    "    \n",
+    "    # 发送 GET请求\n",
+    "    chrome.get('http://www.baidu.com/')\n",
+    "    \n",
+    "    # 找到搜索栏，键盘录入\n",
+    "    chrome.find_element(by=By.ID, value='kw').send_keys('离岸金融')\n",
+    "    \n",
+    "    # 点击查询\n",
+    "    chrome.find_element(by=By.ID, value='su').click()\n",
+    "    \n",
+    "    # 隐式等待\n",
+    "    chrome.implicitly_wait(2)\n",
+    "    \n",
+    "    try:\n",
+    "        # 查找元素\n",
+    "        chrome.find_element_by_xpath('//div[@id=\"1\"]/h3/a').click()\n",
+    "        print('test02 查找指定元素成功！')\n",
+    "    except:\n",
+    "        print('test02 查找指定元素失败！')\n",
+    "    \n",
+    "    # 强制等待\n",
+    "    sleep(3)\n",
+    "    \n",
+    "    # 退出浏览器\n",
+    "    chrome.quit()\n",
+    "\n",
+    "\n",
+    "def test03():\n",
+    "    \n",
+    "    # 创建 浏览器对象\n",
+    "    chrome = webdriver.Chrome()\n",
+    "    \n",
+    "    # 发送 GET请求\n",
+    "    chrome.get('http://www.baidu.com/')\n",
+    "    \n",
+    "    # 找到搜索栏，键盘录入\n",
+    "    chrome.find_element(by=By.ID, value='kw').send_keys('离岸金融')\n",
+    "    \n",
+    "    # 点击查询\n",
+    "    chrome.find_element(by=By.ID, value='su').click()\n",
+    "    \n",
+    "    try:\n",
+    "        # 查找元素\n",
+    "        chrome.find_element_by_xpath('//div[@id=\"1\"]/h3/a').click()\n",
+    "        print('test03 查找指定元素成功！')\n",
+    "    except:\n",
+    "        print('test03 查找指定元素失败！')\n",
+    "\n",
+    "    # 强制等待\n",
+    "    sleep(3)\n",
+    "    \n",
+    "    # 退出浏览器\n",
+    "    chrome.quit()\n",
+    "\n",
+    "\n",
+    "if __name__ == '__main__':\n",
+    "    test01()\n",
+    "    test02()\n",
+    "    test03()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cf766ff2",
+   "metadata": {},
+   "source": [
+    "### 元素拖拽\n",
+    "\n",
+    "> 要完成元素的拖拽，首先你需要指定被拖动的元素和拖动目标元素，然后利用 ActionChains 类来实现"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "id": "3d6128cd",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T03:29:33.920415Z",
+     "start_time": "2023-10-26T03:29:09.189530Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from time import sleep\n",
+    "from selenium.webdriver import ActionChains\n",
+    "import os\n",
+    "\n",
+    "# 创建 浏览器\n",
+    "chrome = webdriver.Chrome()\n",
+    "\n",
+    "# 发送 GET请求\n",
+    "chrome.get(f'file:///{os.path.abspath(\"./html/scroll.html\")}')\n",
+    "\n",
+    "# 查找元素\n",
+    "div1 = chrome.find_element(by=By.ID, value='draggable')\n",
+    "div2 = chrome.find_element(by=By.ID, value='draggable2')\n",
+    "div3 = chrome.find_element(by=By.ID, value='draggable3')\n",
+    "\n",
+    "# 强制暂停\n",
+    "sleep(2)\n",
+    "\n",
+    "# 创建 ActionChains\n",
+    "action_chains = ActionChains(chrome)\n",
+    "\n",
+    "# 将 div1元素 拖拽至 div2\n",
+    "action_chains.drag_and_drop(div1, div2).perform()\n",
+    "\n",
+    "# 将 div3，向右下拖动10个像素，共拖动 5次\n",
+    "a = action_chains.drag_and_drop_by_offset(div3, 10, 10) # 定义动作\n",
+    "\n",
+    "# 循环执行动作\n",
+    "for i in range(5):\n",
+    "    a.perform() \n",
+    "    sleep(2)\n",
+    "    \n",
+    "chrome.quit()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "eaa2a9df",
+   "metadata": {},
+   "source": [
+    "### 参数的使用"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "id": "a68bd004",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T03:44:15.450356Z",
+     "start_time": "2023-10-26T03:43:56.750420Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<html><head><script type=\"text/javascript\" charset=\"utf-8\" src=\"https://pss.bdstatic.com/static/supe\n",
+      "<html dir=\"ltr\" lang=\"zh\"><head>\n",
+      "  <meta charset=\"utf-8\">\n",
+      "  <meta name=\"color-scheme\" content=\"light\n",
+      "<html><head><script type=\"text/javascript\" charset=\"utf-8\" src=\"https://pss.bdstatic.com/static/supe\n"
+     ]
+    }
+   ],
+   "source": [
+    "from selenium import webdriver\n",
+    "import time\n",
+    "\n",
+    "def headless():\n",
+    "    \"\"\"无头模式\"\"\"\n",
+    "    \n",
+    "    # 设置成无头浏览器\n",
+    "    options = webdriver.ChromeOptions()\n",
+    "    options.add_argument('--headless')\n",
+    "\n",
+    "    # 创建 浏览器\n",
+    "    chrome = webdriver.Chrome(options=options)\n",
+    "    \n",
+    "    # 发送 GET请求\n",
+    "    chrome.get('http://www.baidu.com/')\n",
+    "    \n",
+    "    # 打印 源码\n",
+    "    print(chrome.page_source[:100])\n",
+    "    \n",
+    "    time.sleep(2)\n",
+    "    \n",
+    "    # 退出浏览器\n",
+    "    chrome.quit()\n",
+    "\n",
+    "\n",
+    "def proxy():\n",
+    "    \"\"\"代理模式\"\"\"\n",
+    "    \n",
+    "    # 设置代理\n",
+    "    options = webdriver.ChromeOptions()\n",
+    "    \n",
+    "    # options.add_argument('--proxy-server=type://ip:port')\n",
+    "    options.add_argument('--proxy-server=http://113.238.142.208:3128')\n",
+    "\n",
+    "    # 创建 浏览器\n",
+    "    chrome = webdriver.Chrome(options=options)\n",
+    "    \n",
+    "    # 发送 GET请求\n",
+    "    chrome.get('http://httpbin.org/get')\n",
+    "    \n",
+    "    # 打印 源代码\n",
+    "    print(chrome.page_source[:100])\n",
+    "    time.sleep(2)\n",
+    "    \n",
+    "    # 退出浏览器\n",
+    "    chrome.quit()\n",
+    "\n",
+    "\n",
+    "def jiance():\n",
+    "    \"\"\"防检测设置\"\"\"\n",
+    "    \n",
+    "    # 设置防检测\n",
+    "    options = webdriver.ChromeOptions()\n",
+    "    options.add_experimental_option('excludeSwitches', ['enable-automation'])\n",
+    "    options.add_experimental_option('useAutomationExtension', False)\n",
+    "\n",
+    "    # 创建 浏览器\n",
+    "    chrome = webdriver.Chrome()\n",
+    "\n",
+    "    chrome.execute_cdp_cmd(\"Page.addScriptToEvaluateOnNewDocument\", {\n",
+    "        \"source\": \"\"\"\n",
+    "        Object.defineProperty(navigator, 'webdriver', {\n",
+    "          get: () => false\n",
+    "        })\n",
+    "      \"\"\"\n",
+    "    })\n",
+    "\n",
+    "    # 发送 GET请求\n",
+    "    chrome.get('http://www.baidu.com/')\n",
+    "    \n",
+    "    # 打印 源代码\n",
+    "    print(chrome.page_source[:100])\n",
+    "    time.sleep(2)\n",
+    "    \n",
+    "    # 退出浏览器\n",
+    "    chrome.quit()\n",
+    "\n",
+    "if __name__ == '__main__':\n",
+    "    headless()\n",
+    "    proxy()\n",
+    "    jiance()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d1f442c4",
+   "metadata": {},
+   "source": [
+    "## Selenium案例"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "id": "bcfe0f40",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T03:50:53.590462Z",
+     "start_time": "2023-10-26T03:50:48.959878Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "=========第1页数据==========\n",
+      "120\n",
+      "120\n",
+      "120\n"
+     ]
+    }
+   ],
+   "source": [
+    "\"\"\"遍历虎牙直播的各个页面\"\"\"\n",
+    "from selenium import webdriver\n",
+    "from lxml import etree\n",
+    "\n",
+    "# 创建浏览器\n",
+    "chrome = webdriver.Chrome()\n",
+    "\n",
+    "# 发送 GET请求\n",
+    "chrome.get('https://www.huya.com/g/lol')\n",
+    "\n",
+    "# 隐式等待\n",
+    "chrome.implicitly_wait(10)\n",
+    "\n",
+    "i = 0\n",
+    "while True:\n",
+    "    \n",
+    "    # 解析 HTML\n",
+    "    e = etree.HTML(chrome.page_source)\n",
+    "    \n",
+    "    # 1. 使用浏览器的查找元素获取 标签，再获取里面内容\n",
+    "    rooms = chrome.find_elements(by=By.CLASS_NAME, value='title') \n",
+    "    names = chrome.find_elements(by=By.CLASS_NAME, value='nick')\n",
+    "    counts = chrome.find_elements(by=By.CLASS_NAME, value='js-num')\n",
+    "\n",
+    "    # 2. 直接使用源码，通过源码再用xpath提取 \n",
+    "    rooms = e.xpath('//a[@class=\"title\"]/text()')\n",
+    "    names = e.xpath('//i[@class=\"nick\"]/text()')\n",
+    "    counts = e.xpath('//i[@class=\"js-num\"]/text()')\n",
+    "    \n",
+    "    print(f'=========第{i+1}页数据==========')\n",
+    "    print(len(rooms))\n",
+    "    print(len(names))\n",
+    "    print(len(counts))\n",
+    "    \n",
+    "    # 查找元素\n",
+    "    has_next = chrome.page_source.find('laypage_next')\n",
+    "    \n",
+    "    # 如果找到\n",
+    "    if has_next != -1:\n",
+    "        try:\n",
+    "            chrome.find_element(by=By.CLASS_NAME, value='laypage_next').click()\n",
+    "        except:\n",
+    "            break\n",
+    "    else:\n",
+    "        break\n",
+    "        \n",
+    "    i += 1\n",
+    "    \n",
+    "# 退出浏览器\n",
+    "chrome.quit()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "id": "f9dee889",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T04:06:56.864130Z",
+     "start_time": "2023-10-26T04:06:50.733021Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<!DOCTYPE html PUBLIC \"-//W3C//DTD XHTML 1.0 Transitional//EN\" \"http://www.w3.org/TR/xhtml1/DTD/xhtm\n"
+     ]
+    }
+   ],
+   "source": [
+    "\"\"\"验证码登录1\"\"\"\n",
+    "import requests\n",
+    "import time\n",
+    "\n",
+    "\n",
+    "def login_input():\n",
+    "    \"\"\"输入验证码进行登录\"\"\"\n",
+    "    \n",
+    "    # 设置请求头\n",
+    "    headers = {'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36'}\n",
+    "\n",
+    "    login_url = 'http://www.chaojiying.com/user/login/'\n",
+    "    \n",
+    "    # 生成验证码的 URL\n",
+    "    img_url = 'http://www.chaojiying.com/include/code/code.php?u=1'\n",
+    "    \n",
+    "    # 发送 GET请求\n",
+    "    session = requests.Session()\n",
+    "    img_resp = session.get(img_url, headers=headers)\n",
+    "    \n",
+    "    \n",
+    "    # 读取网址中的 验证码图片，并保存在本地\n",
+    "    with open('./data/tmp.png', 'wb') as f:\n",
+    "        f.write(img_resp.content)\n",
+    "\n",
+    "    code = input('请输入验证码：')\n",
+    "    \n",
+    "    # 设置参数\n",
+    "    params = {\n",
+    "        'user': 'feelingslw',\n",
+    "        'pass': '123456',\n",
+    "        'imgtxt': code,\n",
+    "        'act': '1'\n",
+    "    }\n",
+    "\n",
+    "    # 发送 POST请求\n",
+    "    resp = session.post(login_url, data=params, headers=headers)\n",
+    "    \n",
+    "    # 获取网页内容\n",
+    "    print(resp.text[:100])\n",
+    "\n",
+    "\n",
+    "def login_auto():\n",
+    "    \"\"\"自动化登录\"\"\"\n",
+    "    from data.chaojiying_Python.chaojiying import get_code\n",
+    "    \n",
+    "    # 设置请求头\n",
+    "    headers = {'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36'}\n",
+    "    \n",
+    "    # 创建 session对象\n",
+    "    session = requests.Session()\n",
+    "\n",
+    "    login_url = 'http://www.chaojiying.com/user/login/'\n",
+    "    img_url = 'http://www.chaojiying.com/include/code/code.php?u=1'\n",
+    "\n",
+    "    # 发送 GET请求，获取验证码图片\n",
+    "    img_resp = session.get(img_url, headers=headers)\n",
+    "    \n",
+    "    # 读取网址中的 验证码图片，并保存在本地\n",
+    "    with open('./data/tmp.png', 'wb') as f:\n",
+    "        f.write(img_resp.content)\n",
+    "\n",
+    "    # 提取验证码\n",
+    "    code = get_code('./data/tmp.png')\n",
+    "    \n",
+    "    # 设置参数\n",
+    "    params = {\n",
+    "        'user': 'feelingslw',\n",
+    "        'pass': '123456',\n",
+    "        'imgtxt': code,\n",
+    "        'act': '1'\n",
+    "    }\n",
+    "\n",
+    "    # 发送 POST请求\n",
+    "    resp = session.post(login_url, data=params, headers=headers)\n",
+    "    print(resp.text[:100])\n",
+    "\n",
+    "\n",
+    "if __name__ == \"__main__\":\n",
+    "    login_auto()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "id": "46707776",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-26T04:10:46.342475Z",
+     "start_time": "2023-10-26T04:10:46.132352Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[]\n",
+      "<!DOCTYPE html>\n",
+      "<html lang=\"en\">\n",
+      "  <head>\n",
+      "    <meta charset=\"UTF-8\" />\n",
+      "    <meta http-equiv=\"X-UA-Co\n"
+     ]
+    }
+   ],
+   "source": [
+    "\"\"\"验证码登录2\"\"\"\n",
+    "import requests\n",
+    "from data.chaojiying_Python.chaojiying import get_code\n",
+    "from re import findall\n",
+    "\n",
+    "login_url = 'https://passport.ganji.com/login.php'\n",
+    "img_url = 'https://passport.ganji.com/ajax.php?dir=captcha&module=login_captcha'\n",
+    "\n",
+    "# 设置请求头\n",
+    "headers = {\n",
+    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36'}\n",
+    "\n",
+    "\n",
+    "# 发送 GET请求，打开登录页面\n",
+    "session = requests.Session()\n",
+    "login_html = session.get(login_url, headers=headers)\n",
+    "\n",
+    "# 提取 hash\n",
+    "hash = findall('\"__hash__\":\"(.+?)\"', login_html.text)\n",
+    "\n",
+    "# 发送 GET请求，获取验证码\n",
+    "img_resp = session.get(img_url, headers=headers)\n",
+    "\n",
+    "# 读取验证码图片\n",
+    "with open('./data/tmp.png', 'wb') as f:\n",
+    "    f.write(img_resp.content)\n",
+    "\n",
+    "# 识别验证码\n",
+    "code = get_code('./data/tmp.png')\n",
+    "\n",
+    "# 构造登录参数\n",
+    "data = {\n",
+    "    \"username\": \"17703181473\",\n",
+    "    \"password\": \"123456qwe\",\n",
+    "    \"setcookie\": \"0\",\n",
+    "    \"checkCode\": code,\n",
+    "    \"next\": \"/\",\n",
+    "    \"source\": \"passport\",\n",
+    "    \"__hash__\": hash,\n",
+    "}\n",
+    "\n",
+    "# 发送 POST请求，进行登录\n",
+    "login_resp = session.post(login_url, headers=headers, data=data)\n",
+    "\n",
+    "# 打印结果\n",
+    "print(login_resp.text[:100])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c8d892c2",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "54e7051b",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8cd6362f",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.12"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {
+    "height": "calc(100% - 180px)",
+    "left": "10px",
+    "top": "150px",
+    "width": "288px"
+   },
+   "toc_section_display": true,
+   "toc_window_display": true
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

04_MongoDB数据库.ipynb

@@ -0,0 +1,1009 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "b8aed906",
+   "metadata": {},
+   "source": [
+    "## 启动 MongoDB"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "5fdbf81c",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-31T02:30:00.385568Z",
+     "start_time": "2023-10-31T02:27:45.121736Z"
+    },
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/Users/macbook/opt/mongodb/bin\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:45.517+08:00\"},\"s\":\"I\",  \"c\":\"NETWORK\",  \"id\":4915701, \"ctx\":\"thread1\",\"msg\":\"Initialized wire specification\",\"attr\":{\"spec\":{\"incomingExternalClient\":{\"minWireVersion\":0,\"maxWireVersion\":21},\"incomingInternalClient\":{\"minWireVersion\":0,\"maxWireVersion\":21},\"outgoing\":{\"minWireVersion\":6,\"maxWireVersion\":21},\"isInternalClient\":true}}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:45.521+08:00\"},\"s\":\"I\",  \"c\":\"CONTROL\",  \"id\":23285,   \"ctx\":\"thread1\",\"msg\":\"Automatically disabling TLS 1.0, to force-enable TLS 1.0 specify --sslDisabledProtocols 'none'\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:45.523+08:00\"},\"s\":\"I\",  \"c\":\"NETWORK\",  \"id\":4648602, \"ctx\":\"thread1\",\"msg\":\"Implicit TCP FastOpen in use.\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:45.531+08:00\"},\"s\":\"I\",  \"c\":\"REPL\",     \"id\":5123008, \"ctx\":\"thread1\",\"msg\":\"Successfully registered PrimaryOnlyService\",\"attr\":{\"service\":\"TenantMigrationDonorService\",\"namespace\":\"config.tenantMigrationDonors\"}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:45.532+08:00\"},\"s\":\"I\",  \"c\":\"REPL\",     \"id\":5123008, \"ctx\":\"thread1\",\"msg\":\"Successfully registered PrimaryOnlyService\",\"attr\":{\"service\":\"TenantMigrationRecipientService\",\"namespace\":\"config.tenantMigrationRecipients\"}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:45.532+08:00\"},\"s\":\"I\",  \"c\":\"CONTROL\",  \"id\":5945603, \"ctx\":\"thread1\",\"msg\":\"Multi threading initialized\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:45.532+08:00\"},\"s\":\"I\",  \"c\":\"TENANT_M\", \"id\":7091600, \"ctx\":\"thread1\",\"msg\":\"Starting TenantMigrationAccessBlockerRegistry\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:45.532+08:00\"},\"s\":\"I\",  \"c\":\"CONTROL\",  \"id\":4615611, \"ctx\":\"initandlisten\",\"msg\":\"MongoDB starting\",\"attr\":{\"pid\":87139,\"port\":27017,\"dbPath\":\"../data\",\"architecture\":\"64-bit\",\"host\":\"macbookdeMacBook-Air.local\"}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:45.532+08:00\"},\"s\":\"I\",  \"c\":\"CONTROL\",  \"id\":23403,   \"ctx\":\"initandlisten\",\"msg\":\"Build Info\",\"attr\":{\"buildInfo\":{\"version\":\"7.0.2\",\"gitVersion\":\"02b3c655e1302209ef046da6ba3ef6749dd0b62a\",\"modules\":[],\"allocator\":\"system\",\"environment\":{\"distarch\":\"aarch64\",\"target_arch\":\"aarch64\"}}}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:45.532+08:00\"},\"s\":\"I\",  \"c\":\"CONTROL\",  \"id\":51765,   \"ctx\":\"initandlisten\",\"msg\":\"Operating System\",\"attr\":{\"os\":{\"name\":\"Mac OS X\",\"version\":\"22.3.0\"}}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:45.532+08:00\"},\"s\":\"I\",  \"c\":\"CONTROL\",  \"id\":21951,   \"ctx\":\"initandlisten\",\"msg\":\"Options set by command line\",\"attr\":{\"options\":{\"storage\":{\"dbPath\":\"../data\"}}}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:45.534+08:00\"},\"s\":\"I\",  \"c\":\"NETWORK\",  \"id\":5693100, \"ctx\":\"initandlisten\",\"msg\":\"Asio socket.set_option failed with std::system_error\",\"attr\":{\"note\":\"acceptor TCP fast open\",\"option\":{\"level\":6,\"name\":261,\"data\":\"00 04 00 00\"},\"error\":{\"what\":\"set_option: Invalid argument\",\"message\":\"Invalid argument\",\"category\":\"asio.system\",\"value\":22}}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:45.535+08:00\"},\"s\":\"I\",  \"c\":\"STORAGE\",  \"id\":22270,   \"ctx\":\"initandlisten\",\"msg\":\"Storage engine to use detected by data files\",\"attr\":{\"dbpath\":\"../data\",\"storageEngine\":\"wiredTiger\"}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:45.536+08:00\"},\"s\":\"I\",  \"c\":\"STORAGE\",  \"id\":22315,   \"ctx\":\"initandlisten\",\"msg\":\"Opening WiredTiger\",\"attr\":{\"config\":\"create,cache_size=3584M,session_max=33000,eviction=(threads_min=4,threads_max=4),config_base=false,statistics=(fast),log=(enabled=true,remove=true,path=journal,compressor=snappy),builtin_extension_config=(zstd=(compression_level=6)),file_manager=(close_idle_time=600,close_scan_interval=10,close_handle_minimum=2000),statistics_log=(wait=0),json_output=(error,message),verbose=[recovery_progress:1,checkpoint_progress:1,compact_progress:1,backup:0,checkpoint:0,compact:0,evict:0,history_store:0,recovery:0,rts:0,salvage:0,tiered:0,timestamp:0,transaction:0,verify:0,log:0],\"}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:46.331+08:00\"},\"s\":\"I\",  \"c\":\"STORAGE\",  \"id\":4795906, \"ctx\":\"initandlisten\",\"msg\":\"WiredTiger opened\",\"attr\":{\"durationMillis\":795}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:46.331+08:00\"},\"s\":\"I\",  \"c\":\"RECOVERY\", \"id\":23987,   \"ctx\":\"initandlisten\",\"msg\":\"WiredTiger recoveryTimestamp\",\"attr\":{\"recoveryTimestamp\":{\"$timestamp\":{\"t\":0,\"i\":0}}}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:46.342+08:00\"},\"s\":\"W\",  \"c\":\"CONTROL\",  \"id\":22120,   \"ctx\":\"initandlisten\",\"msg\":\"Access control is not enabled for the database. Read and write access to data and configuration is unrestricted\",\"tags\":[\"startupWarnings\"]}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:46.342+08:00\"},\"s\":\"W\",  \"c\":\"CONTROL\",  \"id\":22140,   \"ctx\":\"initandlisten\",\"msg\":\"This server is bound to localhost. Remote systems will be unable to connect to this server. Start the server with --bind_ip <address> to specify which IP addresses it should serve responses from, or with --bind_ip_all to bind to all interfaces. If this behavior is desired, start the server with --bind_ip 127.0.0.1 to disable this warning\",\"tags\":[\"startupWarnings\"]}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:46.342+08:00\"},\"s\":\"W\",  \"c\":\"CONTROL\",  \"id\":22184,   \"ctx\":\"initandlisten\",\"msg\":\"Soft rlimits for open file descriptors too low\",\"attr\":{\"currentValue\":4096,\"recommendedMinimum\":64000},\"tags\":[\"startupWarnings\"]}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:46.348+08:00\"},\"s\":\"I\",  \"c\":\"NETWORK\",  \"id\":4915702, \"ctx\":\"initandlisten\",\"msg\":\"Updated wire specification\",\"attr\":{\"oldSpec\":{\"incomingExternalClient\":{\"minWireVersion\":0,\"maxWireVersion\":21},\"incomingInternalClient\":{\"minWireVersion\":0,\"maxWireVersion\":21},\"outgoing\":{\"minWireVersion\":6,\"maxWireVersion\":21},\"isInternalClient\":true},\"newSpec\":{\"incomingExternalClient\":{\"minWireVersion\":0,\"maxWireVersion\":21},\"incomingInternalClient\":{\"minWireVersion\":21,\"maxWireVersion\":21},\"outgoing\":{\"minWireVersion\":21,\"maxWireVersion\":21},\"isInternalClient\":true}}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:46.348+08:00\"},\"s\":\"I\",  \"c\":\"REPL\",     \"id\":5853300, \"ctx\":\"initandlisten\",\"msg\":\"current featureCompatibilityVersion value\",\"attr\":{\"featureCompatibilityVersion\":\"7.0\",\"context\":\"startup\"}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:46.348+08:00\"},\"s\":\"I\",  \"c\":\"STORAGE\",  \"id\":5071100, \"ctx\":\"initandlisten\",\"msg\":\"Clearing temp directory\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:46.351+08:00\"},\"s\":\"I\",  \"c\":\"CONTROL\",  \"id\":6608200, \"ctx\":\"initandlisten\",\"msg\":\"Initializing cluster server parameters from disk\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:46.351+08:00\"},\"s\":\"I\",  \"c\":\"CONTROL\",  \"id\":20536,   \"ctx\":\"initandlisten\",\"msg\":\"Flow Control is enabled on this deployment\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:46.351+08:00\"},\"s\":\"I\",  \"c\":\"FTDC\",     \"id\":20625,   \"ctx\":\"initandlisten\",\"msg\":\"Initializing full-time diagnostic data capture\",\"attr\":{\"dataDirectory\":\"../data/diagnostic.data\"}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:46.359+08:00\"},\"s\":\"I\",  \"c\":\"REPL\",     \"id\":6015317, \"ctx\":\"initandlisten\",\"msg\":\"Setting new configuration state\",\"attr\":{\"newState\":\"ConfigReplicationDisabled\",\"oldState\":\"ConfigPreStart\"}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:46.359+08:00\"},\"s\":\"I\",  \"c\":\"STORAGE\",  \"id\":22262,   \"ctx\":\"initandlisten\",\"msg\":\"Timestamp monitor starting\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:46.359+08:00\"},\"s\":\"I\",  \"c\":\"NETWORK\",  \"id\":23015,   \"ctx\":\"listener\",\"msg\":\"Listening on\",\"attr\":{\"address\":\"/tmp/mongodb-27017.sock\"}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:46.359+08:00\"},\"s\":\"I\",  \"c\":\"NETWORK\",  \"id\":23015,   \"ctx\":\"listener\",\"msg\":\"Listening on\",\"attr\":{\"address\":\"127.0.0.1\"}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:46.359+08:00\"},\"s\":\"I\",  \"c\":\"NETWORK\",  \"id\":23016,   \"ctx\":\"listener\",\"msg\":\"Waiting for connections\",\"attr\":{\"port\":27017,\"ssl\":\"off\"}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:50.874+08:00\"},\"s\":\"I\",  \"c\":\"NETWORK\",  \"id\":22943,   \"ctx\":\"listener\",\"msg\":\"Connection accepted\",\"attr\":{\"remote\":\"127.0.0.1:51779\",\"uuid\":{\"uuid\":{\"$uuid\":\"90ca63a5-45ef-48d2-8faa-32df69a5a179\"}},\"connectionId\":1,\"connectionCount\":1}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:50.875+08:00\"},\"s\":\"I\",  \"c\":\"NETWORK\",  \"id\":51800,   \"ctx\":\"conn1\",\"msg\":\"client metadata\",\"attr\":{\"remote\":\"127.0.0.1:51779\",\"client\":\"conn1\",\"doc\":{\"application\":{\"name\":\"MongoDB Compass\"},\"driver\":{\"name\":\"nodejs\",\"version\":\"6.0.0\"},\"platform\":\"Node.js v18.15.0, LE\",\"os\":{\"name\":\"darwin\",\"architecture\":\"arm64\",\"version\":\"22.3.0\",\"type\":\"Darwin\"}}}}\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:50.952+08:00\"},\"s\":\"I\",  \"c\":\"NETWORK\",  \"id\":22943,   \"ctx\":\"listener\",\"msg\":\"Connection accepted\",\"attr\":{\"remote\":\"127.0.0.1:51781\",\"uuid\":{\"uuid\":{\"$uuid\":\"78f4d7e7-854e-4764-9684-88007ae4260d\"}},\"connectionId\":2,\"connectionCount\":2}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:27:50.962+08:00\"},\"s\":\"I\",  \"c\":\"NETWORK\",  \"id\":51800,   \"ctx\":\"conn2\",\"msg\":\"client metadata\",\"attr\":{\"remote\":\"127.0.0.1:51781\",\"client\":\"conn2\",\"doc\":{\"application\":{\"name\":\"MongoDB Compass\"},\"driver\":{\"name\":\"nodejs\",\"version\":\"6.1.0\"},\"platform\":\"Node.js v18.15.0, LE\",\"os\":{\"name\":\"darwin\",\"architecture\":\"arm64\",\"version\":\"22.3.0\",\"type\":\"Darwin\"}}}}\n",
+      "^C\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.218+08:00\"},\"s\":\"I\",  \"c\":\"CONTROL\",  \"id\":23377,   \"ctx\":\"SignalHandler\",\"msg\":\"Received signal\",\"attr\":{\"signal\":2,\"error\":\"Interrupt: 2\"}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.218+08:00\"},\"s\":\"I\",  \"c\":\"CONTROL\",  \"id\":23381,   \"ctx\":\"SignalHandler\",\"msg\":\"will terminate after current cmd ends\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.218+08:00\"},\"s\":\"I\",  \"c\":\"REPL\",     \"id\":4784900, \"ctx\":\"SignalHandler\",\"msg\":\"Stepping down the ReplicationCoordinator for shutdown\",\"attr\":{\"waitTimeMillis\":15000}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.220+08:00\"},\"s\":\"I\",  \"c\":\"REPL\",     \"id\":4794602, \"ctx\":\"SignalHandler\",\"msg\":\"Attempting to enter quiesce mode\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.220+08:00\"},\"s\":\"I\",  \"c\":\"-\",        \"id\":6371601, \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down the FLE Crud thread pool\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.220+08:00\"},\"s\":\"I\",  \"c\":\"COMMAND\",  \"id\":4784901, \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down the MirrorMaestro\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.221+08:00\"},\"s\":\"I\",  \"c\":\"SHARDING\", \"id\":4784902, \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down the WaitForMajorityService\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.221+08:00\"},\"s\":\"I\",  \"c\":\"CONTROL\",  \"id\":4784903, \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down the LogicalSessionCache\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.221+08:00\"},\"s\":\"I\",  \"c\":\"NETWORK\",  \"id\":20562,   \"ctx\":\"SignalHandler\",\"msg\":\"Shutdown: going to close listening sockets\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.221+08:00\"},\"s\":\"I\",  \"c\":\"NETWORK\",  \"id\":23017,   \"ctx\":\"listener\",\"msg\":\"removing socket file\",\"attr\":{\"path\":\"/tmp/mongodb-27017.sock\"}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.221+08:00\"},\"s\":\"I\",  \"c\":\"NETWORK\",  \"id\":4784905, \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down the global connection pool\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.221+08:00\"},\"s\":\"I\",  \"c\":\"CONTROL\",  \"id\":4784906, \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down the FlowControlTicketholder\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.221+08:00\"},\"s\":\"I\",  \"c\":\"-\",        \"id\":20520,   \"ctx\":\"SignalHandler\",\"msg\":\"Stopping further Flow Control ticket acquisitions.\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.221+08:00\"},\"s\":\"I\",  \"c\":\"CONTROL\",  \"id\":4784908, \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down the PeriodicThreadToAbortExpiredTransactions\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.222+08:00\"},\"s\":\"I\",  \"c\":\"REPL\",     \"id\":4784909, \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down the ReplicationCoordinator\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.222+08:00\"},\"s\":\"I\",  \"c\":\"SHARDING\", \"id\":4784910, \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down the ShardingInitializationMongoD\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.222+08:00\"},\"s\":\"I\",  \"c\":\"REPL\",     \"id\":4784911, \"ctx\":\"SignalHandler\",\"msg\":\"Enqueuing the ReplicationStateTransitionLock for shutdown\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.222+08:00\"},\"s\":\"I\",  \"c\":\"-\",        \"id\":4784912, \"ctx\":\"SignalHandler\",\"msg\":\"Killing all operations for shutdown\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.222+08:00\"},\"s\":\"I\",  \"c\":\"-\",        \"id\":4695300, \"ctx\":\"SignalHandler\",\"msg\":\"Interrupted all currently running operations\",\"attr\":{\"opsKilled\":5}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.222+08:00\"},\"s\":\"I\",  \"c\":\"TENANT_M\", \"id\":5093807, \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down all TenantMigrationAccessBlockers on global shutdown\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.222+08:00\"},\"s\":\"I\",  \"c\":\"ASIO\",     \"id\":22582,   \"ctx\":\"TenantMigrationBlockerNet\",\"msg\":\"Killing all outstanding egress activity.\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.223+08:00\"},\"s\":\"I\",  \"c\":\"ASIO\",     \"id\":6529201, \"ctx\":\"SignalHandler\",\"msg\":\"Network interface redundant shutdown\",\"attr\":{\"state\":\"Stopped\"}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.223+08:00\"},\"s\":\"I\",  \"c\":\"ASIO\",     \"id\":22582,   \"ctx\":\"SignalHandler\",\"msg\":\"Killing all outstanding egress activity.\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.223+08:00\"},\"s\":\"I\",  \"c\":\"COMMAND\",  \"id\":4784913, \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down all open transactions\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.223+08:00\"},\"s\":\"I\",  \"c\":\"REPL\",     \"id\":4784914, \"ctx\":\"SignalHandler\",\"msg\":\"Acquiring the ReplicationStateTransitionLock for shutdown\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.223+08:00\"},\"s\":\"I\",  \"c\":\"INDEX\",    \"id\":4784915, \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down the IndexBuildsCoordinator\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.223+08:00\"},\"s\":\"I\",  \"c\":\"NETWORK\",  \"id\":4784918, \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down the ReplicaSetMonitor\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.223+08:00\"},\"s\":\"I\",  \"c\":\"SHARDING\", \"id\":4784921, \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down the MigrationUtilExecutor\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.224+08:00\"},\"s\":\"I\",  \"c\":\"ASIO\",     \"id\":22582,   \"ctx\":\"MigrationUtil-TaskExecutor\",\"msg\":\"Killing all outstanding egress activity.\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.224+08:00\"},\"s\":\"I\",  \"c\":\"COMMAND\",  \"id\":4784923, \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down the ServiceEntryPoint\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.224+08:00\"},\"s\":\"I\",  \"c\":\"CONTROL\",  \"id\":4784927, \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down the HealthLog\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.224+08:00\"},\"s\":\"I\",  \"c\":\"CONTROL\",  \"id\":4784928, \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down the TTL monitor\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.224+08:00\"},\"s\":\"I\",  \"c\":\"INDEX\",    \"id\":3684100, \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down TTL collection monitor thread\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.224+08:00\"},\"s\":\"I\",  \"c\":\"INDEX\",    \"id\":3684101, \"ctx\":\"SignalHandler\",\"msg\":\"Finished shutting down TTL collection monitor thread\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.224+08:00\"},\"s\":\"I\",  \"c\":\"CONTROL\",  \"id\":6278511, \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down the Change Stream Expired Pre-images Remover\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.224+08:00\"},\"s\":\"I\",  \"c\":\"CONTROL\",  \"id\":4784929, \"ctx\":\"SignalHandler\",\"msg\":\"Acquiring the global lock for shutdown\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.224+08:00\"},\"s\":\"I\",  \"c\":\"CONTROL\",  \"id\":4784930, \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down the storage engine\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.224+08:00\"},\"s\":\"I\",  \"c\":\"STORAGE\",  \"id\":22320,   \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down journal flusher thread\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.224+08:00\"},\"s\":\"I\",  \"c\":\"STORAGE\",  \"id\":22321,   \"ctx\":\"SignalHandler\",\"msg\":\"Finished shutting down journal flusher thread\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.224+08:00\"},\"s\":\"I\",  \"c\":\"STORAGE\",  \"id\":22322,   \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down checkpoint thread\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.224+08:00\"},\"s\":\"I\",  \"c\":\"STORAGE\",  \"id\":22323,   \"ctx\":\"SignalHandler\",\"msg\":\"Finished shutting down checkpoint thread\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.224+08:00\"},\"s\":\"I\",  \"c\":\"STORAGE\",  \"id\":22261,   \"ctx\":\"SignalHandler\",\"msg\":\"Timestamp monitor shutting down\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.224+08:00\"},\"s\":\"I\",  \"c\":\"STORAGE\",  \"id\":20282,   \"ctx\":\"SignalHandler\",\"msg\":\"Deregistering all the collections\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.224+08:00\"},\"s\":\"I\",  \"c\":\"STORAGE\",  \"id\":22317,   \"ctx\":\"SignalHandler\",\"msg\":\"WiredTigerKVEngine shutting down\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.224+08:00\"},\"s\":\"I\",  \"c\":\"STORAGE\",  \"id\":22318,   \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down session sweeper thread\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.224+08:00\"},\"s\":\"I\",  \"c\":\"STORAGE\",  \"id\":22319,   \"ctx\":\"SignalHandler\",\"msg\":\"Finished shutting down session sweeper thread\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.224+08:00\"},\"s\":\"I\",  \"c\":\"STORAGE\",  \"id\":4795902, \"ctx\":\"SignalHandler\",\"msg\":\"Closing WiredTiger\",\"attr\":{\"closeConfig\":\"leak_memory=true,use_timestamp=false,\"}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.226+08:00\"},\"s\":\"I\",  \"c\":\"NETWORK\",  \"id\":22944,   \"ctx\":\"conn1\",\"msg\":\"Connection ended\",\"attr\":{\"remote\":\"127.0.0.1:51779\",\"uuid\":{\"uuid\":{\"$uuid\":\"90ca63a5-45ef-48d2-8faa-32df69a5a179\"}},\"connectionId\":1,\"connectionCount\":1}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.227+08:00\"},\"s\":\"I\",  \"c\":\"NETWORK\",  \"id\":22944,   \"ctx\":\"conn2\",\"msg\":\"Connection ended\",\"attr\":{\"remote\":\"127.0.0.1:51781\",\"uuid\":{\"uuid\":{\"$uuid\":\"78f4d7e7-854e-4764-9684-88007ae4260d\"}},\"connectionId\":2,\"connectionCount\":0}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.267+08:00\"},\"s\":\"I\",  \"c\":\"STORAGE\",  \"id\":4795901, \"ctx\":\"SignalHandler\",\"msg\":\"WiredTiger closed\",\"attr\":{\"durationMillis\":43}}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.267+08:00\"},\"s\":\"I\",  \"c\":\"STORAGE\",  \"id\":22279,   \"ctx\":\"SignalHandler\",\"msg\":\"shutdown: removing fs lock...\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.267+08:00\"},\"s\":\"I\",  \"c\":\"-\",        \"id\":4784931, \"ctx\":\"SignalHandler\",\"msg\":\"Dropping the scope cache for shutdown\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.267+08:00\"},\"s\":\"I\",  \"c\":\"FTDC\",     \"id\":20626,   \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down full-time diagnostic data capture\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.272+08:00\"},\"s\":\"I\",  \"c\":\"CONTROL\",  \"id\":20565,   \"ctx\":\"SignalHandler\",\"msg\":\"Now exiting\"}\n",
+      "{\"t\":{\"$date\":\"2023-10-31T10:30:00.272+08:00\"},\"s\":\"I\",  \"c\":\"CONTROL\",  \"id\":23138,   \"ctx\":\"SignalHandler\",\"msg\":\"Shutting down\",\"attr\":{\"exitCode\":0}}\n"
+     ]
+    }
+   ],
+   "source": [
+    "%cd /Users/macbook/opt/mongodb/bin\n",
+    "!./mongod --dbpath=../data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "937ab106",
+   "metadata": {},
+   "source": [
+    "## MongoDB的简单使用"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "23b90ad6",
+   "metadata": {},
+   "source": [
+    "- **db:**  当前正在使用的数据库\n",
+    "- **show dbs:**  显示所有数据库\n",
+    "- **show databases:**  显示所有数据库\n",
+    "- **use xxxx:**  调整操作的数据库\n",
+    "- **db.dropDatabase():**  删除正在使用的数据库\n",
+    "- **show collections:**  显示当前数据库中所有的集合(表)\n",
+    "- **db.collection_name.insert({})**\n",
+    "- **db.createCollection(name, {options})**  创建集合     capped:是否卷动, size:大小\n",
+    "- **db.collection_name.drop()**   删除集合\n",
+    "- **db.collection_name.insert()**   向集合中添加数据( 如果该集合不存在, 自动创建)\n",
+    "- **Db.collection_name.isCapped()**  判断是否有容量上限(判断该集合是否是固定容量的集合)\n",
+    "\n",
+    "- **换行**: shift + enter"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "78227d13",
+   "metadata": {},
+   "source": [
+    "## MongoDB 中常见的数据类型:\n",
+    "\n",
+    "\n",
+    "- **Object ID:**  主键ID\n",
+    "- **String:**  字符串\n",
+    "- **Boolean:**  布尔值\n",
+    "- **Integer:**  数字\n",
+    "- **Doube:**  小数\n",
+    "- **Arrays:**  数组\n",
+    "- **Object:**  文档(关联其他对象)  {sname: 李嘉诚, sage: 18, class:{cccc}}\n",
+    "- **Null:**  空值\n",
+    "- **Timestamp:**  时间戳\n",
+    "- **Date:**  时间日期\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fe03b19b",
+   "metadata": {},
+   "source": [
+    "## MongoDB的增删改查"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "23a5d42f",
+   "metadata": {},
+   "source": [
+    "### MongoDB 添加数据\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d1fa79e4",
+   "metadata": {},
+   "source": [
+    "```mongo\n",
+    "db.collection_name.insertOne({字段:值,字段:值})\n",
+    "\n",
+    "db.collection_name.insertMany([{字段:值,字段:值},\n",
+    "                               {字段:值,字段:值},\n",
+    "                               {字段:值,字段:值}])\n",
+    "```\n",
+    "\n",
+    "示例:\n",
+    "\n",
+    "```mongo\n",
+    "db.stu.insertOne({name:\"小猪\", age:18, hobby:[\"吃\", \"喝\", \"拉撒睡\"]})\n",
+    "\n",
+    "db.stu.insertMany([{name:\"小猪\", age:18, hobby:[\"吃\", \"喝\", \"拉撒睡\"]},\n",
+    "                   {name:\"小羊\", age:18, hobby:[\"吃\", \"喝\", \"拉撒睡\"]},\n",
+    "                   {name:\"小红\", age:18, hobby:[\"吃\", \"喝\", \"拉撒睡\"]}])\n",
+    "```\n",
+    "\n",
+    "注意, 如果集合不存在，则会自动创建集合"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "69e64bd6",
+   "metadata": {},
+   "source": [
+    "### mongodb修改数据\n",
+    "\n",
+    "**update更新:**\n",
+    "\n",
+    "```mongo\n",
+    "db.collection_name.update({查询条件}, {待修改内容}, {multi: 是否多条数据修改, upsert:true})\n",
+    "```\n",
+    "\n",
+    "示例:\n",
+    "\n",
+    "```mongo\n",
+    "db.stu.update({name:\"小猪\"}, {$set:{title:\"alex\", hobby:[\"抽烟\", \"喝酒\", \"烫头\"]}}, {multi:true})\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "86754ecd",
+   "metadata": {},
+   "source": [
+    "### MongoDB删除数据\n",
+    "\n",
+    "**remove()**\n",
+    "\n",
+    "```\n",
+    "db.collection_name.remove({条件}, {justOne:true|false})\n",
+    "```\n",
+    "\n",
+    "示例:\n",
+    "\n",
+    "```\n",
+    "db.stu.remove({name:\"小羊\"}, {justOne:true})\n",
+    "```\n",
+    "\n",
+    "**deleteOne()**\n",
+    "\n",
+    "```\n",
+    "db.collection_name.deleteOne({条件})\n",
+    "```\n",
+    "\n",
+    "示例:\n",
+    "\n",
+    "```\n",
+    "db.stu.deleteOne({name:\"小猪\"})\n",
+    "```\n",
+    "\n",
+    "**deleteMandy()**\n",
+    "\n",
+    "```\n",
+    "db.collection_name.deleteMany({条件})\n",
+    "```\n",
+    "\n",
+    "示例:\n",
+    "\n",
+    "```\n",
+    "db.stu.deleteMany({name:\"小猪\"})\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9af7350c",
+   "metadata": {},
+   "source": [
+    "### MongoDB 查询数据\n",
+    "\n",
+    "#### 准备数据\n",
+    "\n",
+    "```\n",
+    "db.stu.insert([\n",
+    "    {name: \"朱元璋\", age:800, address:'安徽省凤阳', score: 160},\n",
+    "    {name: \"朱棣\", age:750, address:'江苏省南京市', score: 120},\n",
+    "    {name: \"朱高炽\", age:700, address:'北京紫禁城', score: 90},\n",
+    "    {name: \"李嘉诚\", age:38, address:'香港xxx街道', score: 70},\n",
+    "    {name: \"麻花藤\", age:28, address:'广东省xxx市', score: 80},\n",
+    "    {name: \"大老王\", age:33, address:'火星第一卫星', score: -60},\n",
+    "    {name: \"咩咩\", age:33, address:'开普勒225旁边的黑洞', score: -160}\n",
+    "])\n",
+    "```\n",
+    "\n",
+    "#### 普通查询\n",
+    "\n",
+    "```\n",
+    "db.stu.find({条件})  查询所有\n",
+    "db.stu.findOne({})  查询一个\n",
+    "db.stu.find().pretty()  将查询出来的结果进行格式化(好看一些)\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "854be2ad",
+   "metadata": {},
+   "source": [
+    "#### 比较运算\n",
+    "\n",
+    "```\n",
+    "等于： $eq，默认是等于判断\n",
+    "小于： $lt （less than）\n",
+    "小于等于： $lte （less than equal）\n",
+    "大于： $gt （greater than）\n",
+    "大于等于： $gte\n",
+    "不等于： $ne\n",
+    "```\n",
+    "\n",
+    "```\n",
+    "db.stu.find({age:28})  查询年龄是28岁的学生信息\n",
+    "db.stu.find({age: {$eq: 28}})  查询年龄是28岁的学生信息\n",
+    "db.stu.find({age: {$gt: 30}})   查询年龄大于30岁的学生\n",
+    "db.stu.find({age: {$lt: 30}})   查询年龄小于30岁的学生\n",
+    "db.stu.find({age: {$gte: 38}})  查询年龄大于等于30岁的学生\n",
+    "db.stu.find({age: {$lte: 38}})  查询年龄小于等于30岁的学生\n",
+    "db.stu.find({age: {$ne: 38}})   查询年龄不等于38的学生\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c7e8c1dd",
+   "metadata": {},
+   "source": [
+    "#### 逻辑运算符\n",
+    "\n",
+    "**1. and**\n",
+    "\n",
+    "$and: [条件1, 条件2, 条件3....]\n",
+    "\n",
+    "\n",
+    "```\n",
+    "db.stu.find({$and:[{age: {$eq:33}}, {name:'大老王'}]})  查询年龄等于33, 并且, 名字是\"大老王\" 的学生信息\n",
+    "```\n",
+    "\n",
+    "**2. or**\n",
+    "\n",
+    "$or: [条件1, 条件2, 条件3....]\n",
+    "\n",
+    "```\n",
+    "db.stu.find({$or:[{name: '李嘉诚'}, {age: {$gt: 100}}]})  查询名字叫\"李嘉诚\"的, 或者, 年龄超过100岁的人\n",
+    "```\n",
+    "\n",
+    "**3. nor**\n",
+    "  \n",
+    "$nor: [条件1, 条件2, 条件3...]\n",
+    "  \n",
+    "\n",
+    "```\n",
+    "db.stu.find({$nor:[{age: {$lt: 38}}, {name: \"朱元璋\"}]})  查询年龄不小于38岁的人, 名字还不能是朱元璋. \n",
+    "```\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "32693e53",
+   "metadata": {},
+   "source": [
+    "#### 范围运算符\n",
+    "\n",
+    "使用 \\\\$in， \\\\$nin 判断数据 是否在某个数组内\n",
+    "\n",
+    "```\n",
+    "db.stu.find({age: {$in:[28, 38]}})   年龄是 28 或者 38 的人\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "18cb5ea2",
+   "metadata": {},
+   "source": [
+    "#### 正则表达式\n",
+    "\n",
+    "使用 $regex 进行正则表达式匹配\n",
+    "\n",
+    "```\n",
+    "db.stu.find({address: {$regex:'^北京'}})  查询地址是北京的人的信息\n",
+    "db.stu.find({address: /^北京/})  效果一样\n",
+    "```\n",
+    "\n",
+    "#### 自定义查询(了解)\n",
+    "\n",
+    "mongo shell 是一个js的执行环境\n",
+    "使用 $where 写一个函数， 返回满足���件的数据\n",
+    "\n",
+    "```\n",
+    "db.stu.find({$where:function(){return this.age > 38;}})\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "52256a43",
+   "metadata": {},
+   "source": [
+    "\n",
+    "#### skip 和 limit\n",
+    "\n",
+    "```\n",
+    "db.stu.find().skip(3).limit(3)    \n",
+    "```\n",
+    "\n",
+    "跳过3个，提取3个，类似limit 3, 3 可以用来做分页\n",
+    "\n",
+    "#### 投影\n",
+    "\n",
+    "投影可以控制最终查询的结果(字段筛选)\n",
+    "\n",
+    "```\n",
+    "db.stu.find({}, {字段:1, 字段:1})\n",
+    "```\n",
+    "\n",
+    "需要看的字段给1就可以了.\n",
+    "\n",
+    "注意, 除了\\_id外, 0, 1不能共存\n",
+    "```\n",
+    "db.stu.find({}, {\"name\":1, \"age\":1})\n",
+    "```\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2db48e97",
+   "metadata": {},
+   "source": [
+    "#### 排序\n",
+    "\n",
+    "sort({字段:1, 字段:-1})\n",
+    "\n",
+    "1表示升序，-1表示降序\n",
+    "\n",
+    "```\n",
+    "db.stu.find().sort({age:1, score: -1})  对查询结果排序, 先按照 age升序 排列, 相同项再按照 score降序 排列\n",
+    "```\n",
+    "\n",
+    "#### 统计数量\n",
+    "\n",
+    "count(条件) 查询数量\n",
+    "\n",
+    "```\n",
+    "db.stu.countDocuments({age:33})\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f3d3bda8",
+   "metadata": {},
+   "source": [
+    "## MongoDB的管道\n",
+    "\n",
+    "MongoDB管道 可以将多个操作依次执行, 并将上一次执行的结果传递给下一个管道表达式.\n",
+    "\n",
+    "**语法:**\n",
+    "\n",
+    "```\n",
+    "db.collection_name.aggregate({管道:{表达式}}, {管道:{表达式}}, {管道:{表达式}}....)\n",
+    "```\n",
+    "\n",
+    "**管道:** \n",
+    "\n",
+    "- \\$group , 对数据进行分组\n",
+    "- \\$match, 对数据进行匹配\n",
+    "- \\$project, 对数据进行修改结构, 重命名等\n",
+    "- \\$sort, 将数据记性排序\n",
+    "- \\$limit, 提取固定数量的数据\n",
+    "- \\$skip, 跳过指定数量的数据\n",
+    "\n",
+    "**表达式:**\n",
+    "- \\$sum, 求和\n",
+    "- \\$avg, 计算平均值\n",
+    "- \\$min, 最小值\n",
+    "- \\$max, 最大值\n",
+    "- \\$push, 在结果中插⼊值到⼀个数组中\n",
+    "\n",
+    "**案例:**\n",
+    "\n",
+    "```\n",
+    "# 根据性别进行分组\n",
+    "db.stu.aggregate({$group: {_id:'$gender'}})\n",
+    "\n",
+    "# 统计男生和女声的数量\n",
+    "db.stu.aggregate({$group: {_id:'$gender', cou:{$sum: 1}}})  \n",
+    "\n",
+    "# 统计男生女生数量, 平均成绩以及最高分\n",
+    "db.stu.aggregate({$group: {_id:'$gender', cou:{$sum:1}, \n",
+    "                   avg_score: {$avg:'$score'}, \n",
+    "                   max_score: {$max: '$score'}}})\n",
+    "```\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e8ca7d74",
+   "metadata": {},
+   "source": [
+    "**\\$push的使用：**\n",
+    "\n",
+    "想拿到分组后的人员名单, 此时就可以用\\$push将名称字段整理到一个列表中\n",
+    "\n",
+    "```\n",
+    "db.stu.aggregate({$group: {_id:'$gender', cou:{$sum:1}, \n",
+    "                   avg_score: {$avg:'$score'}, \n",
+    "                   max_score: {$max: '$score'}, \n",
+    "                   name_list: {$push: '$name'}}})\n",
+    "```\n",
+    "\n",
+    "效果:\n",
+    "```\n",
+    "{\n",
+    "    \"_id\" : false, \n",
+    "    \"cou\" : 3, \n",
+    "    \"avg_score\" : 123.33333333333333, \n",
+    "    \"max_score\" : 160, \n",
+    "    \"name_list\" : [ \"朱元璋\", \"朱棣\", \"朱高炽\" ] \n",
+    "}\n",
+    "\n",
+    "{ \n",
+    "    \"_id\" : true, \n",
+    "    \"cou\" : 4, \n",
+    "    \"avg_score\" : -17.5, \n",
+    "    \"max_score\" : 80, \n",
+    "    \"name_list\" : [ \"李嘉诚\", \"麻花藤\", \"大老王\", \"咩咩\" ] \n",
+    "}\n",
+    "```\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "64023610",
+   "metadata": {},
+   "source": [
+    "**\\$match的使用：**\n",
+    "\n",
+    "可以对数据进行检索, 然后可以进入其它管道\n",
+    "\n",
+    "```\n",
+    "db.stu.aggregate({$match:{age:{$gt:33}}}, {$group:{_id:\"$gender\", name_list:{$push:\"$name\"}}})\n",
+    "```\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4f9f5fc3",
+   "metadata": {},
+   "source": [
+    "**\\$project的使用：**\n",
+    "\n",
+    "可以对管道中的数据进行投影\n",
+    "\n",
+    "```\n",
+    "db.stu.aggregate({$match:{age:{$gt:33}}}, \n",
+    "                {$group:{_id:\"$gender\", count:{$sum:1}, name_list:{$push:\"$name\"}}}, \n",
+    "                {$project:{_id:0, name_list:1}})\n",
+    "```\n",
+    "\n",
+    "**\\$sort的使用：**\n",
+    "\n",
+    "可以对管道中的数据进行排序\n",
+    "\n",
+    "```\n",
+    "db.stu.aggregate({$match:{age:{$gt:33}}}, \n",
+    "                {$group:{_id:\"$gender\", count:{$sum:1}, name_list:{$push:\"$name\"}}}, \n",
+    "                {$sort:{count: 1}})\n",
+    "```\n",
+    "\n",
+    "**\\\\$limit 和 \\\\$skip 的使用：**\n",
+    "\n",
+    "可以对管道中的数据进行分页查询\n",
+    "\n",
+    "```\n",
+    "db.stu.aggregate({$match:{age:{$gt:33}}}, \n",
+    "                {$group:{_id:\"$gender\", count:{$sum:1}, name_list:{$push:\"$name\"}}}, \n",
+    "                {$sort:{count: 1}},\n",
+    "                {$skip:1}, \n",
+    "                {$limit:1})\n",
+    "```\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "30155210",
+   "metadata": {},
+   "source": [
+    "## MongoDB的索引操作\n",
+    "\n",
+    "索引可以非常明显的提高我们查询的效率. 但是要注意, 创建索引后, 对查询效率是有显著提高的. 但是对增加数据而言效率是会变低的.\n",
+    "\n",
+    "**添加索引:**\n",
+    "\n",
+    "```mongo\n",
+    "db.collection_name.ensureIndex({属性:1})   # 1 正序, -1 倒叙\n",
+    "```\n",
+    "\n",
+    "我们多加一些数据到mongodb. 分别看看加索引和不加索引的执行效率.\n",
+    "\n",
+    "```mongo\n",
+    "for(i = 1; i < 100000; i++) db.tt.insert({\"test\": 'god'+i})\n",
+    "```\n",
+    "\n",
+    "**查询:**\n",
+    "\n",
+    "```mongo\n",
+    "db.tt.find({test:'god99999'}).explain(\"executionStats\")\n",
+    "```\n",
+    "\n",
+    "**查询效率:**\n",
+    "\n",
+    "\"executionTimeMillis\" : 64,\n",
+    "\n",
+    "**加索引:**\n",
+    "\n",
+    "```\n",
+    "db.tt.ensureIndex({test:1})\n",
+    "```\n",
+    "\n",
+    "**再次查询:**\n",
+    "\n",
+    "\"executionTimeMillis\" : 0,\n",
+    "\n",
+    "\n",
+    "**查看所有索引:**\n",
+    "\n",
+    "```\n",
+    "db.collection_name.getIndexes()\n",
+    "```\n",
+    "\n",
+    "**删除索引:**\n",
+    "\n",
+    "```\n",
+    "db.collection_name.dropIndex({属性: 1})\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6e4966b8",
+   "metadata": {},
+   "source": [
+    "## MongoDB的权限管理\n",
+    "\n",
+    "mongodb的用户权限是跟着数据库走的，除了超级管理员外，其他管理员只能管理自己的库\n",
+    "\n",
+    "创建超级管理员\n",
+    "\n",
+    "首先, 将数据库调整到admin库.\n",
+    "\n",
+    "```mongo\n",
+    "use admin\n",
+    "```\n",
+    "\n",
+    "然后, 创建一个root超级管理员账号\n",
+    "\n",
+    "```\n",
+    "db.createUser({user:\"用户名\", pwd: \"密码\", roles:['root']})\n",
+    "db.createUser({user:\"sylar\", pwd: \"123456\", roles:['root']})\n",
+    "```\n",
+    "\n",
+    "创建完成后. 需要退出mongodb. 然后修改配置文件:\n",
+    "\n",
+    "mac和linux:\n",
+    "\n",
+    "```config\n",
+    "dbpath=/usr/local/mongodb\n",
+    "port=27017\n",
+    "logpath=/usr/local/var/log/mongodb/mongo.log\n",
+    "fork=true\n",
+    "logappend=true\n",
+    "auth=true  # 加上账户认证\n",
+    "```\n",
+    "\n",
+    "windows:\n",
+    "\n",
+    "```config\n",
+    "storage:\n",
+    "  dbPath: D:\\MongoDB\\Server\\4.4\\data\n",
+    "  journal:\n",
+    "    enabled: true\n",
+    "\n",
+    "systemLog:\n",
+    "  destination: file\n",
+    "  logAppend: true\n",
+    "  path:  D:\\MongoDB\\Server\\4.4\\log\\mongod.log\n",
+    "\n",
+    "net:\n",
+    "  port: 27017\n",
+    "  bindIp: 127.0.0.1\n",
+    "\n",
+    "# 注意: security要顶格, authorization要空两格, enabled前面要有个空格\n",
+    "security:\n",
+    "  authorization: enabled\n",
+    "```\n",
+    "\n",
+    "然后, 需要重新启动mongodb的服务(linux和mac直接杀掉进程, 重新启动即可, windows去系统服务里重启MongoDB的服务).\n",
+    "\n",
+    "然后重新打开mongo, 先进入admin, 登录超级管理员账号, 进入到你想要单独创建管理员的数据库. 然后创建出该数据库的管理员账号\n",
+    "\n",
+    "```\n",
+    "> use admin\n",
+    "switched to db admin\n",
+    "> db.auth(\"sylar\",\"123456\")\n",
+    "1\n",
+    "> use ddd\n",
+    "switched to db ddd\n",
+    "> db.createUser({user:\"ttt_admin\", pwd:\"123456\", roles:[\"readWrite\"]})\n",
+    "```\n",
+    "\n",
+    "退出管理员账号, 重新登录刚刚创建好的账号\n",
+    "\n",
+    "```\n",
+    "> use ddd\n",
+    "switched to db ddd\n",
+    "> db.auth(\"ttt_admin\", \"123456\")\n",
+    "1\n",
+    "> db.stu.insert({name: 123, age:3})\n",
+    "WriteResult({ \"nInserted\" : 1 })\n",
+    ">\n",
+    "```\n",
+    "\n",
+    "==注意, 每个账号只能管理自己的数据库(可以是多个).=="
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4e36db83",
+   "metadata": {},
+   "source": [
+    "## pymongo的使用"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4fde2d24",
+   "metadata": {},
+   "source": [
+    "### 建立连接"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "816dd7c3",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-31T02:30:05.399441Z",
+     "start_time": "2023-10-31T02:30:00.436333Z"
+    },
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "ename": "KeyboardInterrupt",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
+      "Input \u001b[0;32mIn [7]\u001b[0m, in \u001b[0;36m<cell line: 14>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[38;5;66;03m# # 登录该数据库\u001b[39;00m\n\u001b[1;32m     10\u001b[0m \u001b[38;5;66;03m# py.authenticate(\"python_admin\", '123456')\u001b[39;00m\n\u001b[1;32m     11\u001b[0m \n\u001b[1;32m     12\u001b[0m \u001b[38;5;66;03m# 简单来个查询\u001b[39;00m\n\u001b[1;32m     13\u001b[0m result \u001b[38;5;241m=\u001b[39m py[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstu\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mfind()\n\u001b[0;32m---> 14\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m r \u001b[38;5;129;01min\u001b[39;00m result:\n\u001b[1;32m     15\u001b[0m     \u001b[38;5;28mprint\u001b[39m(r)\n",
+      "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/site-packages/pymongo/cursor.py:1280\u001b[0m, in \u001b[0;36mCursor.next\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1278\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m__empty:\n\u001b[1;32m   1279\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m\n\u001b[0;32m-> 1280\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m__data) \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_refresh\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[1;32m   1281\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m__manipulate:\n\u001b[1;32m   1282\u001b[0m         _db \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m__collection\u001b[38;5;241m.\u001b[39mdatabase\n",
+      "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/site-packages/pymongo/cursor.py:1165\u001b[0m, in \u001b[0;36mCursor._refresh\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1162\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m__data)\n\u001b[1;32m   1164\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m__session:\n\u001b[0;32m-> 1165\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m__session \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m__collection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdatabase\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_ensure_session\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1167\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m__id \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:  \u001b[38;5;66;03m# Query\u001b[39;00m\n\u001b[1;32m   1168\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m__min \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m__max) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m__hint:\n",
+      "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/site-packages/pymongo/mongo_client.py:2027\u001b[0m, in \u001b[0;36mMongoClient._ensure_session\u001b[0;34m(self, session)\u001b[0m\n\u001b[1;32m   2022\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m session\n\u001b[1;32m   2024\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m   2025\u001b[0m     \u001b[38;5;66;03m# Don't make implicit sessions causally consistent. Applications\u001b[39;00m\n\u001b[1;32m   2026\u001b[0m     \u001b[38;5;66;03m# should always opt-in.\u001b[39;00m\n\u001b[0;32m-> 2027\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m__start_session\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcausal_consistency\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m   2028\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (ConfigurationError, InvalidOperation):\n\u001b[1;32m   2029\u001b[0m     \u001b[38;5;66;03m# Sessions not supported, or multiple users authenticated.\u001b[39;00m\n\u001b[1;32m   2030\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n",
+      "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/site-packages/pymongo/mongo_client.py:1976\u001b[0m, in \u001b[0;36mMongoClient.__start_session\u001b[0;34m(self, implicit, **kwargs)\u001b[0m\n\u001b[1;32m   1971\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m InvalidOperation(\n\u001b[1;32m   1972\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCannot call start_session when\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m multiple users are authenticated\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m   1973\u001b[0m     )\n\u001b[1;32m   1975\u001b[0m \u001b[38;5;66;03m# Raises ConfigurationError if sessions are not supported.\u001b[39;00m\n\u001b[0;32m-> 1976\u001b[0m server_session \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_server_session\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1977\u001b[0m opts \u001b[38;5;241m=\u001b[39m client_session\u001b[38;5;241m.\u001b[39mSessionOptions(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m   1978\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m client_session\u001b[38;5;241m.\u001b[39mClientSession(\u001b[38;5;28mself\u001b[39m, server_session, opts, authset, implicit)\n",
+      "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/site-packages/pymongo/mongo_client.py:2013\u001b[0m, in \u001b[0;36mMongoClient._get_server_session\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   2011\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_get_server_session\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m   2012\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Internal: start or resume a _ServerSession.\"\"\"\u001b[39;00m\n\u001b[0;32m-> 2013\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_topology\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_server_session\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/site-packages/pymongo/topology.py:525\u001b[0m, in \u001b[0;36mTopology.get_server_session\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    522\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock:\n\u001b[1;32m    523\u001b[0m     \u001b[38;5;66;03m# Sessions are always supported in load balanced mode.\u001b[39;00m\n\u001b[1;32m    524\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_settings\u001b[38;5;241m.\u001b[39mload_balanced:\n\u001b[0;32m--> 525\u001b[0m         session_timeout \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_check_session_support\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    526\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    527\u001b[0m         \u001b[38;5;66;03m# Sessions never time out in load balanced mode.\u001b[39;00m\n\u001b[1;32m    528\u001b[0m         session_timeout \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mfloat\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124minf\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
+      "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/site-packages/pymongo/topology.py:507\u001b[0m, in \u001b[0;36mTopology._check_session_support\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    505\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_description\u001b[38;5;241m.\u001b[39mtopology_type \u001b[38;5;241m==\u001b[39m TOPOLOGY_TYPE\u001b[38;5;241m.\u001b[39mSingle:\n\u001b[1;32m    506\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_description\u001b[38;5;241m.\u001b[39mhas_known_servers:\n\u001b[0;32m--> 507\u001b[0m         \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_select_servers_loop\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    508\u001b[0m \u001b[43m            \u001b[49m\u001b[43many_server_selector\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_settings\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mserver_selection_timeout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\n\u001b[1;32m    509\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    510\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_description\u001b[38;5;241m.\u001b[39mreadable_servers:\n\u001b[1;32m    511\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_select_servers_loop(\n\u001b[1;32m    512\u001b[0m         readable_server_selector, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_settings\u001b[38;5;241m.\u001b[39mserver_selection_timeout, \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    513\u001b[0m     )\n",
+      "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/site-packages/pymongo/topology.py:238\u001b[0m, in \u001b[0;36mTopology._select_servers_loop\u001b[0;34m(self, selector, timeout, address)\u001b[0m\n\u001b[1;32m    232\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_request_check_all()\n\u001b[1;32m    234\u001b[0m \u001b[38;5;66;03m# Release the lock and wait for the topology description to\u001b[39;00m\n\u001b[1;32m    235\u001b[0m \u001b[38;5;66;03m# change, or for a timeout. We won't miss any changes that\u001b[39;00m\n\u001b[1;32m    236\u001b[0m \u001b[38;5;66;03m# came after our most recent apply_selector call, since we've\u001b[39;00m\n\u001b[1;32m    237\u001b[0m \u001b[38;5;66;03m# held the lock until now.\u001b[39;00m\n\u001b[0;32m--> 238\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_condition\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwait\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcommon\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mMIN_HEARTBEAT_INTERVAL\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    239\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_description\u001b[38;5;241m.\u001b[39mcheck_compatible()\n\u001b[1;32m    240\u001b[0m now \u001b[38;5;241m=\u001b[39m _time()\n",
+      "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/threading.py:316\u001b[0m, in \u001b[0;36mCondition.wait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    314\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    315\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m timeout \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 316\u001b[0m         gotit \u001b[38;5;241m=\u001b[39m \u001b[43mwaiter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43macquire\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    317\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    318\u001b[0m         gotit \u001b[38;5;241m=\u001b[39m waiter\u001b[38;5;241m.\u001b[39macquire(\u001b[38;5;28;01mFalse\u001b[39;00m)\n",
+      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
+     ]
+    }
+   ],
+   "source": [
+    "import pymongo\n",
+    "\n",
+    "# 建立连接\n",
+    "conn = pymongo.MongoClient(host='localhost', port=27017)\n",
+    "\n",
+    "# 切换数据库\n",
+    "py = conn['MyMongoDB']\n",
+    "\n",
+    "# 登录该数据库\n",
+    "py.authenticate(\"python_admin\", '123456')\n",
+    "\n",
+    "# 简单来个查询\n",
+    "result = py[\"stu\"].find()\n",
+    "for r in result:\n",
+    "    print(r)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6ce60d4f",
+   "metadata": {},
+   "source": [
+    "### 完成增删改查"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ad4d86da",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from concurrent.futures import ThreadPoolExecutor\n",
+    "import mongodb\n",
+    "from lxml import etree\n",
+    "import requests\n",
+    "import pymongo\n",
+    "from pymongo import MongoClient\n",
+    "\n",
+    "\n",
+    "def get_db(database, user, pwd):\n",
+    "    client = MongoClient(host=\"localhost\", port=27017)\n",
+    "    db = client[database]\n",
+    "    # 有账号就加上验证, 没有账号就不用验证\n",
+    "    db.authenticate(user, pwd)\n",
+    "    return db\n",
+    "\n",
+    "\n",
+    "# 增删改查\n",
+    "# 增加数据\n",
+    "def add_one(table, data):\n",
+    "    db = get_db(\"python\", \"python_admin\", \"123456\")\n",
+    "    result = db[table].insert_one(data)\n",
+    "    return result\n",
+    "\n",
+    "\n",
+    "def add_many(table, data_list):\n",
+    "    db = get_db(\"python\", \"python_admin\", \"123456\")\n",
+    "    result = db[table].insert_many(data_list)\n",
+    "    return result.inserted_ids\n",
+    "\n",
+    "\n",
+    "def upd(table, condition, data):\n",
+    "    db = get_db(\"python\", \"python_admin\", \"123456\")\n",
+    "    data = {'hehe': 'hehe', 'meme': 'meme'}\n",
+    "    # result = db[table].update_many(condition, {\"$set\": data})\n",
+    "    result = db[table].update_many(condition, {'$set': data})\n",
+    "    return result\n",
+    "\n",
+    "\n",
+    "def delete(table, condition):\n",
+    "    db = get_db(\"python\", \"python_admin\", \"123456\")\n",
+    "    result = db[table].remove(condition)\n",
+    "    return result\n",
+    "\n",
+    "\n",
+    "if __name__ == '__main__':\n",
+    "    # r = add_one(\"stu\", {\"name\": \"西瓜\", \"age\":18})\n",
+    "    # print(r.inserted_id)\n",
+    "    # r = add_many(\"stu\", [{\"name\": \"嘎嘎\"},{\"name\": \"咔咔\"}])\n",
+    "    # print(r.inserted_ids)\n",
+    "\n",
+    "    # result = upd(\"stu\", {\"name\": 99999}, {\"age\": 100})\n",
+    "    # print(result)\n",
+    "\n",
+    "    result = delete(\"stu\", {\"name\": \"哈哈\"})\n",
+    "    print(result)\n",
+    "\n",
+    "\n",
+    "\n",
+    "def get_page_source(url):\n",
+    "    resp = requests.get(url)\n",
+    "    page_source = resp.text\n",
+    "    return page_source\n",
+    "\n",
+    "\n",
+    "def parse_html(html):\n",
+    "    tree = etree.HTML(html)\n",
+    "    # print(html)\n",
+    "    li_list = tree.xpath(\"//ul[@class='sellListContent']/li\")\n",
+    "    print(\"==>\", len(li_list))\n",
+    "    try:\n",
+    "        lst = []\n",
+    "        for li in li_list:\n",
+    "            title = li.xpath(\"./div[1]/div[1]/a/text()\")[0]\n",
+    "            position_info = \"-\".join((s.strip()\n",
+    "                                     for s in li.xpath(\"./div[1]/div[2]/div/a/text()\")))\n",
+    "\n",
+    "            temp = li.xpath(\"./div[1]/div[3]/div/text()\")[0].split(\" | \")\n",
+    "            if len(temp) == 6:\n",
+    "                temp.insert(5, \"\")\n",
+    "            elif len(temp) == 8:\n",
+    "                temp.pop()\n",
+    "            huxing, mianji, chaoxiang, zhangxiu, louceng, nianfen, jiegou = temp\n",
+    "            guanzhu, fabushijian = li.xpath(\n",
+    "                \"./div[1]/div[4]/text()\")[0].split(\" / \")\n",
+    "            tags = li.xpath(\"./div[1]/div[5]/span/text()\")\n",
+    "\n",
+    "            data = {\n",
+    "                \"title\": title,\n",
+    "                \"position\": position_info,\n",
+    "                \"huxing\": huxing,\n",
+    "                \"mianji\": mianji,\n",
+    "                \"chaoxiang\": chaoxiang,\n",
+    "                \"zhangxiu\": zhangxiu,\n",
+    "                \"louceng\": louceng,\n",
+    "                \"nianfen\": nianfen,\n",
+    "                \"jiegou\": jiegou,\n",
+    "                \"guanzhu\": guanzhu,\n",
+    "                \"fabushijian\": fabushijian,\n",
+    "                \"tags\": tags\n",
+    "            }\n",
+    "            lst.append(data)\n",
+    "        # 一起存入mongodb\n",
+    "        print(f\"数据量\", len(lst))\n",
+    "        result = mongodb.add_many(\"ershoufang\", lst)\n",
+    "        print(f\"插入{len(result)}\")\n",
+    "    except Exception as e:\n",
+    "        print(e)\n",
+    "        print(temp)\n",
+    "\n",
+    "\n",
+    "def main(url):\n",
+    "    page_source = get_page_source(url)\n",
+    "    parse_html(page_source)\n",
+    "\n",
+    "\n",
+    "if __name__ == '__main__':\n",
+    "    with ThreadPoolExecutor(10) as t:\n",
+    "        for i in range(1, 31):\n",
+    "            url = f\"https://bj.lianjia.com/ershoufang/pg{i}/\"\n",
+    "            t.submit(main, url)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d621aa64",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "19ebd2eb",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.12"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {
+    "height": "calc(100% - 180px)",
+    "left": "10px",
+    "top": "150px",
+    "width": "278.797px"
+   },
+   "toc_section_display": true,
+   "toc_window_display": true
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

data/chaojiying_Python/chaojiying.py

@@ -0,0 +1,54 @@
+#!/usr/bin/env python
+# coding:utf-8
+import requests
+from hashlib import md5
+
+class Chaojiying_Client(object):
+
+    def __init__(self, username, password, soft_id):
+        self.username = username
+        password =  password.encode('utf8')
+        self.password = md5(password).hexdigest()
+        self.soft_id = soft_id
+        self.base_params = {
+            'user': self.username,
+            'pass2': self.password,
+            'softid': self.soft_id,
+        }
+        self.headers = {
+            'Connection': 'Keep-Alive',
+            'User-Agent': 'Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0)',
+        }
+
+    def PostPic(self, im, codetype):
+        """
+        im: 图片字节
+        codetype: 题目类型 参考 http://www.chaojiying.com/price.html
+        """
+        params = {
+            'codetype': codetype,
+        }
+        params.update(self.base_params)
+        files = {'userfile': ('ccc.jpg', im)}
+        r = requests.post('http://upload.chaojiying.net/Upload/Processing.php', data=params, files=files, headers=self.headers)
+        return r.json()
+
+    def ReportError(self, im_id):
+        """
+        im_id:报错题目的图片ID
+        """
+        params = {
+            'id': im_id,
+        }
+        params.update(self.base_params)
+        r = requests.post('http://upload.chaojiying.net/Upload/ReportError.php', data=params, headers=self.headers)
+        return r.json()
+
+def get_code(img_src,cpt_type=1004):
+	chaojiying = Chaojiying_Client('feelingslw', '123456', '919647')	#用户中心>>软件ID 生成一个替换 96001
+	im = open(img_src, 'rb').read()													#本地图片文件路径 来替换 a.jpg 有时WIN系统须要//
+	return chaojiying.PostPic(im,cpt_type).get('pic_str')
+
+if __name__ == '__main__':
+    print(get_code('chaojiying_Python/untitled.png'))
+

data/city.json

@@ -0,0 +1 @@
+{"state": 1, "message": "success", "content": {"data": {"allCitySearchLabels": {"A": [{"id": 723, "name": "安阳", "parentId": 545, "code": "171500000", "isSelected": false}, {"id": 671, "name": "安庆", "parentId": 541, "code": "131800000", "isSelected": false}, {"id": 862, "name": "安康", "parentId": 556, "code": "270400000", "isSelected": false}, {"id": 825, "name": "安顺", "parentId": 553, "code": "240400000", "isSelected": false}, {"id": 601, "name": "鞍山", "parentId": 535, "code": "081600000", "isSelected": false}, {"id": 105795, "name": "澳门", "parentId": 562, "code": "330100000", "isSelected": false}, {"id": 598, "name": "阿拉善盟", "parentId": 534, "code": "070300000", "isSelected": false}, {"id": 819, "name": "阿坝藏族羌族自治州", "parentId": 552, "code": "230700000", "isSelected": false}, {"id": 108412, "name": "阿拉尔", "parentId": 560, "code": "312600000", "isSelected": false}], "B": [{"id": 5, "name": "北京", "parentId": 1, "code": "010100000", "isSelected": false}, {"id": 570, "name": "保定", "parentId": 532, "code": "051100000", "isSelected": false}, {"id": 588, "name": "包头", "parentId": 534, "code": "071300000", "isSelected": false}, {"id": 717, "name": "滨州", "parentId": 544, "code": "161400000", "isSelected": false}, {"id": 666, "name": "蚌埠", "parentId": 541, "code": "131300000", "isSelected": false}, {"id": 856, "name": "宝鸡", "parentId": 556, "code": "271000000", "isSelected": false}, {"id": 789, "name": "北海", "parentId": 549, "code": "211000000", "isSelected": false}, {"id": 678, "name": "亳州", "parentId": 541, "code": "130500000", "isSelected": false}, {"id": 828, "name": "毕节", "parentId": 553, "code": "240700000", "isSelected": false}, {"id": 794, "name": "百色", "parentId": 549, "code": "210500000", "isSelected": false}, {"id": 834, "name": "保山", "parentId": 554, "code": "251400000", "isSelected": false}, {"id": 603, "name": "本溪", "parentId": 535, "code": "081400000", "isSelected": false}, {"id": 896, "name": "巴音郭楞", "parentId": 560, "code": "311700000", "isSelected": false}, {"id": 817, "name": "巴中", "parentId": 552, "code": "230500000", "isSelected": false}, {"id": 867, "name": "白银", "parentId": 557, "code": "281100000", "isSelected": false}, {"id": 597, "name": "巴彦淖尔", "parentId": 534, "code": "070400000", "isSelected": false}, {"id": 620, "name": "白城", "parentId": 536, "code": "090400000", "isSelected": false}, {"id": 618, "name": "白山", "parentId": 536, "code": "090600000", "isSelected": false}, {"id": 108406, "name": "北屯", "parentId": 560, "code": "312000000", "isSelected": false}], "C": [{"id": 801, "name": "成都", "parentId": 552, "code": "230100000", "isSelected": false}, {"id": 749, "name": "长沙", "parentId": 547, "code": "190100000", "isSelected": false}, {"id": 8, "name": "重庆", "parentId": 4, "code": "040100000", "isSelected": false}, {"id": 613, "name": "长春", "parentId": 536, "code": "090100000", "isSelected": false}, {"id": 638, "name": "常州", "parentId": 539, "code": "112000000", "isSelected": false}, {"id": 573, "name": "沧州", "parentId": 532, "code": "050800000", "isSelected": false}, {"id": 758, "name": "郴州", "parentId": 547, "code": "190500000", "isSelected": false}, {"id": 590, "name": "赤峰", "parentId": 534, "code": "071100000", "isSelected": false}, {"id": 572, "name": "承德", "parentId": 532, "code": "050900000", "isSelected": false}, {"id": 755, "name": "常德", "parentId": 547, "code": "190800000", "isSelected": false}, {"id": 673, "name": "滁州", "parentId": 541, "code": "131100000", "isSelected": false}, {"id": 781, "name": "潮州", "parentId": 548, "code": "200500000", "isSelected": false}, {"id": 611, "name": "朝阳", "parentId": 535, "code": "080600000", "isSelected": false}, {"id": 836, "name": "楚雄", "parentId": 554, "code": "251200000", "isSelected": false}, {"id": 108405, "name": "澄迈", "parentId": 550, "code": "223400000", "isSelected": false}, {"id": 679, "name": "池州", "parentId": 541, "code": "130600000", "isSelected": false}, {"id": 894, "name": "昌吉", "parentId": 560, "code": "311500000", "isSelected": false}, {"id": 905, "name": "崇左", "parentId": 549, "code": "211400000", "isSelected": false}, {"id": 848, "name": "昌都", "parentId": 555, "code": "260200000", "isSelected": false}], "D": [{"id": 779, "name": "东莞", "parentId": 548, "code": "200300000", "isSelected": false}, {"id": 600, "name": "大连", "parentId": 535, "code": "081700000", "isSelected": false}, {"id": 715, "name": "德州", "parentId": 544, "code": "161600000", "isSelected": false}, {"id": 805, "name": "德阳", "parentId": 552, "code": "231700000", "isSelected": false}, {"id": 841, "name": "大理", "parentId": 554, "code": "250700000", "isSelected": false}, {"id": 577, "name": "大同", "parentId": 533, "code": "061200000", "isSelected": false}, {"id": 706, "name": "东营", "parentId": 544, "code": "162000000", "isSelected": false}, {"id": 815, "name": "达州", "parentId": 552, "code": "230300000", "isSelected": false}, {"id": 627, "name": "大庆", "parentId": 537, "code": "101300000", "isSelected": false}, {"id": 604, "name": "丹东", "parentId": 535, "code": "081300000", "isSelected": false}, {"id": 874, "name": "定西", "parentId": 557, "code": "280400000", "isSelected": false}, {"id": 842, "name": "德宏", "parentId": 554, "code": "250600000", "isSelected": false}, {"id": 107620, "name": "儋州", "parentId": 550, "code": "223300000", "isSelected": false}, {"id": 634, "name": "大兴安岭", "parentId": 537, "code": "100600000", "isSelected": false}], "E": [{"id": 592, "name": "鄂尔多斯", "parentId": 534, "code": "070900000", "isSelected": false}, {"id": 741, "name": "鄂州", "parentId": 546, "code": "181600000", "isSelected": false}, {"id": 748, "name": "恩施", "parentId": 546, "code": "180300000", "isSelected": false}], "F": [{"id": 768, "name": "佛山", "parentId": 548, "code": "202000000", "isSelected": false}, {"id": 681, "name": "福州", "parentId": 542, "code": "140100000", "isSelected": false}, {"id": 674, "name": "阜阳", "parentId": 541, "code": "131000000", "isSelected": false}, {"id": 700, "name": "抚州", "parentId": 543, "code": "150200000", "isSelected": false}, {"id": 607, "name": "阜新", "parentId": 535, "code": "081000000", "isSelected": false}, {"id": 602, "name": "抚顺", "parentId": 535, "code": "081500000", "isSelected": false}, {"id": 790, "name": "防城港", "parentId": 549, "code": "210900000", "isSelected": false}], "G": [{"id": 763, "name": "广州", "parentId": 548, "code": "200100000", "isSelected": false}, {"id": 822, "name": "贵阳", "parentId": 553, "code": "240100000", "isSelected": false}, {"id": 697, "name": "赣州", "parentId": 543, "code": "150500000", "isSelected": false}, {"id": 787, "name": "桂林", "parentId": 549, "code": "211200000", "isSelected": false}, {"id": 814, "name": "广安", "parentId": 552, "code": "230200000", "isSelected": false}, {"id": 792, "name": "贵港", "parentId": 549, "code": "210700000", "isSelected": false}, {"id": 820, "name": "甘孜藏族自治州", "parentId": 552, "code": "230800000", "isSelected": false}, {"id": 807, "name": "广元", "parentId": 552, "code": "231900000", "isSelected": false}, {"id": 877, "name": "甘南", "parentId": 557, "code": "281400000", "isSelected": false}], "H": [{"id": 653, "name": "杭州", "parentId": 540, "code": "120100000", "isSelected": false}, {"id": 664, "name": "合肥", "parentId": 541, "code": "130100000", "isSelected": false}, {"id": 773, "name": "惠州", "parentId": 548, "code": "202500000", "isSelected": false}, {"id": 622, "name": "哈尔滨", "parentId": 537, "code": "100100000", "isSelected": false}, {"id": 799, "name": "海口", "parentId": 550, "code": "220100000", "isSelected": false}, {"id": 587, "name": "呼和浩特", "parentId": 534, "code": "070100000", "isSelected": false}, {"id": 657, "name": "湖州", "parentId": 540, "code": "122200000", "isSelected": false}, {"id": 568, "name": "邯郸", "parentId": 532, "code": "051300000", "isSelected": false}, {"id": 718, "name": "菏泽", "parentId": 544, "code": "160200000", "isSelected": false}, {"id": 575, "name": "衡水", "parentId": 532, "code": "050600000", "isSelected": false}, {"id": 643, "name": "淮安", "parentId": 539, "code": "112500000", "isSelected": false}, {"id": 108353, "name": "海外", "parentId": 108352, "code": "350100000", "isSelected": false}, {"id": 752, "name": "衡阳", "parentId": 547, "code": "191100000", "isSelected": false}, {"id": 737, "name": "黄石", "parentId": 546, "code": "181200000", "isSelected": false}, {"id": 760, "name": "怀化", "parentId": 547, "code": "190300000", "isSelected": false}, {"id": 745, "name": "黄冈", "parentId": 546, "code": "181100000", "isSelected": false}, {"id": 667, "name": "淮南", "parentId": 541, "code": "131400000", "isSelected": false}, {"id": 669, "name": "淮北", "parentId": 541, "code": "131600000", "isSelected": false}, {"id": 776, "name": "河源", "parentId": 548, "code": "201400000", "isSelected": false}, {"id": 724, "name": "鹤壁", "parentId": 545, "code": "171600000", "isSelected": false}, {"id": 860, "name": "汉中", "parentId": 556, "code": "270600000", "isSelected": false}, {"id": 632, "name": "黑河", "parentId": 537, "code": "100800000", "isSelected": false}, {"id": 796, "name": "河池", "parentId": 549, "code": "210300000", "isSelected": false}, {"id": 593, "name": "呼伦贝尔", "parentId": 534, "code": "070800000", "isSelected": false}, {"id": 837, "name": "红河", "parentId": 554, "code": "251100000", "isSelected": false}, {"id": 612, "name": "葫芦岛", "parentId": 535, "code": "080500000", "isSelected": false}, {"id": 672, "name": "黄山", "parentId": 541, "code": "131900000", "isSelected": false}, {"id": 893, "name": "哈密", "parentId": 560, "code": "311400000", "isSelected": false}, {"id": 879, "name": "海东", "parentId": 558, "code": "290200000", "isSelected": false}, {"id": 795, "name": "贺州", "parentId": 549, "code": "210400000", "isSelected": false}, {"id": 881, "name": "黄南", "parentId": 558, "code": "290400000", "isSelected": false}], "J": [{"id": 702, "name": "济南", "parentId": 544, "code": "160100000", "isSelected": false}, {"id": 659, "name": "金华", "parentId": 540, "code": "122400000", "isSelected": false}, {"id": 656, "name": "嘉兴", "parentId": 540, "code": "122100000", "isSelected": false}, {"id": 769, "name": "江门", "parentId": 548, "code": "202100000", "isSelected": false}, {"id": 709, "name": "济宁", "parentId": 544, "code": "162300000", "isSelected": false}, {"id": 782, "name": "揭阳", "parentId": 548, "code": "200600000", "isSelected": false}, {"id": 694, "name": "九江", "parentId": 543, "code": "150800000", "isSelected": false}, {"id": 744, "name": "荆州", "parentId": 546, "code": "181900000", "isSelected": false}, {"id": 582, "name": "晋中", "parentId": 533, "code": "060700000", "isSelected": false}, {"id": 726, "name": "焦作", "parentId": 545, "code": "171800000", "isSelected": false}, {"id": 605, "name": "锦州", "parentId": 535, "code": "081200000", "isSelected": false}, {"id": 692, "name": "景德镇", "parentId": 543, "code": "151000000", "isSelected": false}, {"id": 614, "name": "吉林", "parentId": 536, "code": "091000000", "isSelected": false}, {"id": 629, "name": "佳木斯", "parentId": 537, "code": "101100000", "isSelected": false}, {"id": 580, "name": "晋城", 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#nearbybtn{position:absolute;right:45px;top:0;z-index:9308;box-sizing:border-box;width:45px;height:45px}.searchbox #nearbybtn .nearbylogo{position:absolute;top:8.5px;right:8px;font-size:19px;color:#919095;padding:0 5px}.searchbox #nearbybtn .nearbylogo:hover{color:#70b9f9;cursor:pointer}.searchbox #nearbyloading{position:absolute;top:8px;right:10px;z-index:2215;display:none}.searchbox #nearby span{position:relative;top:12.5px;color:#aaa}.searchbox #nearby .poiname{color:#333}#searchloading{position:absolute;top:15px;right:16px;z-index:2212;display:none}.searchbox #searchipt{position:absolute;top:12.5px;left:0;box-sizing:border-box;text-indent:2px;z-index:2200;border:none;width:219px;height:20px;line-height:20px;padding:0;letter-spacing:.5px;font-size:14px}.searchbox #searchipt::-webkit-input-placeholder{font-size:14px;color:#b7b8b9;font-weight:200;letter-spacing:1px;opacity:.8!important}.searchbox .direntry:hover,.themex .searchbox .searchlogo:hover{opacity:.8}.searchbox .iptbox #searchipt:-moz-placeholder{font-size:13px;color:#b7b8b9;font-weight:200;letter-spacing:1px}.searchbox .iptbox #searchipt::-moz-placeholder{font-size:13px;color:#b7b8b9;font-weight:200;letter-spacing:1px}.searchbox .iptbox #searchipt:-ms-input-placeholder{font-size:13px;color:#b7b8b9;font-weight:200;letter-spacing:1px}.searchbox .iptbox input::selection{background:rgba(94,165,247,.3)}.searchbox .iptbox input::-moz-selection{background:rgba(94,165,247,.3)}.searchbox .iptbox #searchbtn{position:absolute;right:0;top:0;z-index:9308;box-sizing:border-box;width:45px;height:45px}.searchbox .searchlogo{position:absolute;top:8.5px;right:8px;font-size:19px;color:#7c8196;padding:0 5px}.searchbox .searchlogo:hover{color:#42a5f5;cursor:pointer}.searchbox .direntry{width:45px;height:45px;position:absolute;right:0;top:0;text-align:center;background-color:#f8f8f8;border-radius:0 3px 3px 0}.searchbox .direntry .close-btn{position:absolute;top:8.5px;right:10px;font-size:15px;display:none;padding:3px 5px;cursor:pointer}.searchbox .direntry.in-main{background:#fff}.searchbox .direntry.in-dir .close-btn,.searchbox .direntry.in-main .close-btn{display:inline-block;color:#78909c}.searchbox .direntry.in-main .close-btn:hover{color:#90a4ae}.themex .searchbox,.themex .searchbox .searchlogo{color:#fff}.searchbox .direntry .fa-dir{position:absolute;top:9px;right:9px;width:16.5px;height:18px;padding:5px;cursor:pointer}.searchbox .direntry.in-dir .fa-dir,.searchbox .direntry.in-main .fa-dir{display:none}.searchbox #separator{position:absolute;right:38px;top:11px;height:24px;width:1px;background:#ccc}.main-sug.autocomplete-suggestions{margin-top:-5px;background:#fff;top:50px;left:0;border:none;border-top:1px solid #E4E6E7;box-shadow:1px 2px 1px rgba(0,0,0,.15);border-radius:0 0 2px 2px;max-width:360px}.main-sug .autocomplete-suggestion p{margin-right:12px}.main-sug .autocomplete-suggestion p strong{font-weight:400}@-webkit-keyframes fa-spin{0%{-webkit-transform:rotate(0);transform:rotate(0)}100%{-webkit-transform:rotate(359deg);transform:rotate(359deg)}}@keyframes fa-spin{0%{-webkit-transform:rotate(0);transform:rotate(0)}100%{-webkit-transform:rotate(359deg);transform:rotate(359deg)}}.ring{height:13px;width:13px;border:0 solid #ccc;border-radius:100%;border-bottom-color:transparent;border-width:1px;background:0 0;-webkit-animation:fa-spin 1s infinite linear;animation:fa-spin 1s infinite linear;-webkit-font-smoothing:subpixel-antialiased}.themex .searchbox,.themex .searchbox #searchipt{background:#0f89f5}.fa-spin{-webkit-animation:fa-spin 2s infinite linear;animation:fa-spin 2s infinite linear}.themeA .searchbox .iptbox{border:none;border-radius:0;border-bottom:1px solid #dbdbdb}.themeA .searchbox .iptbox.active{border-bottom:1px solid #9cccf6}.themex .searchbox .iptbox{border:none;border-radius:0;border-bottom:1px solid #fff}.themex .searchbox #searchipt::-webkit-input-placeholder{color:#fff}.themex .searchbox .iptbox #searchipt:-moz-placeholder{color:#fff}.themex .searchbox .iptbox #searchipt::-moz-placeholder{color:#fff}.themex .searchbox .iptbox #searchipt:-ms-input-placeholder{color:#fff}.themex #searchloading{border:0 solid #fff;border-bottom-color:transparent;border-width:2px}.activity_wrap{width:360px;margin:10px 0}.activity_wrap img{width:330px;display:block;margin:0 auto 10px;cursor:pointer}.activity_wrap #amap-result-banner{width:330px;margin:0 auto}
+</style>
+
+    <link rel="search" type="application/opensearchdescription+xml" href="/assets/opensearchnew.xml?v=1.1" title="高德地图" />
+
+</head>
+<body scroll="no">
+    
+    <script type="text/javascript" id="beacon-aplus" src="//g.alicdn.com/alilog/mlog/aplus_v2.js"  exparams="clog=o&aplus&sidx=aplusSidx&ckx=aplusCkx"></script>
+    
+    <section id="search" class="search">
+        <header class="searchbox">
+            <img class="usel logo" 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+        
+        <div class="dtrigger dragleft"></div>
+        <div class="dtrigger dragright"></div>
+    </section>
+
+
+    
+    <div id="loginbox" class="usel loginbox" ></div>
+
+    
+    <div id="themap"></div>
+
+    
+    <div id="maptoolbox" class="maptoolbox"></div>
+
+    
+    <div id="layerbox" class="layerbox usel"></div>
+    <div id="exitFullscreen">退出全屏</div>
+    <div class="lushu_ctrl"></div>
+
+    
+    <div class="dir_qr"></div>
+
+    
+    <div class="iw_tmp" style="position:absolute;"></div>
+
+    
+    <div id="livephotoshow"></div>
+
+    
+    <div id="activity_box"></div>
+    
+    <div id="planBox">
+        <div class="plan-list-c"></div>
+        <div class="plan-create-c"></div>
+        <div class="plan-detail-c"></div>
+    </div>
+    
+    <div id="planSrhBox"></div>
+    <script>
+      // window.forbidenWebGL = true;
+      (function(){
+          var now = (new Date()).getTime();
+          var start = 1585929600000;
+          var end = 1586016000000;
+          if(now >= start && now < end){
+              var bodyElement = document.body;
+              bodyElement.setAttribute('class', 'grey-filter-theme');
+          }
+      })();
+    </script>
+    <script type='text/javascript'>
+!function(a){window.amap={tileLayer:{}};var b,c={code:"0"},d=function(){var a=window.performance&&window.performance.now()||Date.now()-Tracker.fht;return parseInt(a)},e=function(a){try{var b=localStorage.getItem("newloc")||"{}",c=JSON.parse(b);c.cip&&localStorage.setItem("newloc_"+c.cip,c),c.time,localStorage.removeItem("newloc")}catch(a){console.log(a)}var d="newloc_"+(a||""),e=localStorage.getItem(d);return e=e?JSON.parse(e):{},e.time&&(e.code="1"),e},f=function(){var a="/service/locator?rand="+Math.random(),f=new XMLHttpRequest;f.overrideMimeType&&f.overrideMimeType("text/xml"),f.open("GET",a,!0),f.timeout=3e3,f.onreadystatechange=function(){if(4==f.readyState){if(window.Tracker.rt.rt_locend=d(),__WPO.speed(5),200==f.status){var a={};f.responseText&&(a=JSON.parse(f.responseText)),amap.cip=a.cip;var b=e(a.cip),h=b.time&&Date.now()-b.time<(b.duration||0),i=b.cip===amap.cip;b.lat&&i&&h?(a=b,console.log("[oriloc]")):a=g(a)}else a=c;amap.oriloc=a,window.loopCheckShowMap&&loopCheckShowMap()}},f.ontimeout=function(){var a=c;b&&b(a)},f.send(null)},g=function(a){return 1==a.code&&a.lng&&a.lat?(a.needDecode=1,a):"6"!=a.status?c:void(location.href="/verify/?from="+encodeURIComponent(location.href)+"&channel=PL")};!function(){window.Tracker.rt.rt_locstart=d(),__WPO.speed(3),f()}()}();
+</script>
+    <script type="text/javascript">
+        window._AMapSecurityConfig = {
+            serviceHost:'/_AMapService',
+            // 例如 ：serviceHost:'http://1.1.1.1:80/_AMapService',
+        }
+    </script>
+    <script src="//webapi.amap.com/maps?v=2.0&key=d1f15ad3fdf0c704434eaf23c7c18698&plugin=AMap.Adaptor"></script>
+<script type='text/javascript' src='/build/map.a9d3913ec27e73540126.js'></script>
+</body>
+</html>

html/alter.html

@@ -0,0 +1,17 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta http-equiv="X-UA-Compatible" content="IE=edge">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title id="t">Document</title>
+</head>
+<body>
+    <script>
+        alert('这个是测试 弹窗内容')
+    </script>
+    <div id="main" href="北理工">
+        <p id="top"><p>程序员</p></p>
+    </div>
+</body>
+</html>

html/drop_down.html

@@ -0,0 +1,14 @@
+<html>
+    <body>
+        <select id="ShippingMethod" onchange="updateShipping(options[selectedIndex]);" name="ShippingMethod">
+            <option value="12.51">UPS Next Day Air ==> $12.51</option>
+            <option value="11.61">UPS Next Day Air Saver ==> $11.61</option>
+            <option value="10.69">UPS 3 Day Select ==> $10.69</option>
+            <option value="9.03">UPS 2nd Day Air ==> $9.03</option>
+            <option value="8.34">UPS Ground ==> $8.34</option>
+            <option value="9.25">USPS Priority Mail Insured ==> $9.25</option>
+            <option value="7.45">USPS Priority Mail ==> $7.45</option>
+            <option value="3.20" selected="">USPS First Class ==> $3.20</option>
+        </select>
+    </body>
+</html>

html/frame.html

@@ -0,0 +1,21 @@
+<html>
+<head>
+    <meta http-equiv="content-type" content="text/html;charset=utf-8" />
+    <title>frame</title>
+    <script type="text/javascript" src="https://cdn.jsdelivr.net/npm/jquery@1.12.4/dist/jquery.min.js"></script>
+    <link href="http://netdna.bootstrapcdn.com/twitter-bootstrap/2.3.2/css/bootstrap-combined.min.css"
+        rel="stylesheet" />
+    <script type="text/javascript">$(document).ready(function () {
+        });</script>
+</head>
+
+<body>
+    <div class="row-fluid">
+        <div class="span10 well">
+            <h3>frame</h3>
+            <iframe id="f1" src="inner.html" width="800" , height="600"></iframe>
+        </div>
+    </div>
+</body>
+<script src="https://cdn.jsdelivr.net/npm/@bootcss/v3.bootcss.com@1.0.8/dist/js/bootstrap.min.js"></script></html>
+</html>

html/hello.html

@@ -0,0 +1,9 @@
+<div>
+    <ul>
+         <li class="item-0"><a href="link1.html">first item</a></li>
+         <li class="item-1"><a href="link2.html">second item</a></li>
+         <li class="item-inactive"><a href="link3.html"><span class="bold">third item</span></a></li>
+         <li class="item-1"><a href="link4.html">fourth item</a></li>
+         <li class="item-0"><a href="link5.html">fifth item</a></li>
+     </ul>
+ </div>

html/inner.html

@@ -0,0 +1,15 @@
+<html>
+<head>
+    <meta http-equiv="content-type" content="text/html;charset=utf-8" />
+    <title>inner</title>
+</head>
+<body>
+    <div class="row-fluid">
+        <div class="span6 well">
+            <h3>inner</h3>
+            <iframe id="f2" src="https://www.baidu.com//" width="700" height="500"></iframe>
+            <a href="javascript:alert('watir-webdriver better than selenium webdriver;')">click</a>
+        </div>
+    </div>
+</body>
+</html>

html/level_locate.html

@@ -0,0 +1,41 @@
+<html>
+<head>
+    <meta http-equiv="content-type" content="text/html;charset=utf-8"/>
+    <title>Level Locate</title>
+    <script type="text/javascript" src="https://cdn.jsdelivr.net/npm/jquery@1.12.4/dist/jquery.min.js"></script>
+    <link href="https://cdn.jsdelivr.net/npm/@bootcss/v3.bootcss.com@1.0.9/dist/css/bootstrap.min.css"
+          rel="stylesheet"/>
+</head>
+<body>
+<h3>Level locate</h3>
+<div class="span3 col-md-3">
+    <div class="well">
+        <div class="dropdown">
+            <a class="dropdown-toggle" data-toggle="dropdown" href="#">Link1</a>
+            <ul class="dropdown-menu" role="menu" aria-labelledby="dLabel" id="dropdown1">
+                <li><a tabindex="-1" href="http://www.bjsxt.com">Action</a></li>
+                <li><a tabindex="-1" href="#">Another action</a></li>
+                <li><a tabindex="-1" href="#">Something else here</a></li>
+                <li class="divider"></li>
+                <li><a tabindex="-1" href="#">Separated link</a></li>
+            </ul>
+        </div>
+    </div>
+</div>
+<div class="span3 col-md-3">
+    <div class="well">
+        <div class="dropdown">
+            <a class="dropdown-toggle" data-toggle="dropdown" href="#">Link2</a>
+            <ul class="dropdown-menu" role="menu" aria-labelledby="dLabel">
+                <li><a tabindex="-1" href="#">Action</a></li>
+                <li><a tabindex="-1" href="#">Another action</a></li>
+                <li><a tabindex="-1" href="#">Something else here</a></li>
+                <li class="divider"></li>
+                <li><a tabindex="-1" href="#">Separated link</a></li>
+            </ul>
+        </div>
+    </div>
+</div>
+</body>
+<script src="https://cdn.jsdelivr.net/npm/@bootcss/v3.bootcss.com@1.0.9/dist/js/bootstrap.min.js"></script>
+</html>

html/scroll.html

@@ -0,0 +1,38 @@
+<!doctype html>
+<html lang="en">
+<head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1">
+    <title>jQuery UI Draggable - Auto-scroll</title>
+    <link rel="stylesheet" href="http://code.jquery.com/ui/1.12.1/themes/base/jquery-ui.css">
+    <style>
+    #draggable, #draggable2, #draggable3 { width: 100px; height: 100px; padding: 0.5em; float: left; margin: 0 10px 10px 0; }
+    body {font-family: Arial, Helvetica, sans-serif;}
+    table {font-size: 1em;}
+    .ui-draggable, .ui-droppable {background-position: top;}
+    </style>
+    <script src="https://code.jquery.com/jquery-1.12.4.js"></script>
+    <script src="https://code.jquery.com/ui/1.12.1/jquery-ui.js"></script>
+    <script>
+    $( function() {
+        $( "#draggable" ).draggable({ scroll: true });
+        $( "#draggable2" ).draggable({ scroll: true, scrollSensitivity: 100 });
+        $( "#draggable3" ).draggable({ scroll: true, scrollSpeed: 100 });
+    } );
+    </script>
+</head>
+<body>
+<div id="draggable" class="ui-widget-content">
+    <p>Scroll set to true, default settings</p>
+</div>
+
+<div id="draggable2" class="ui-widget-content">
+    <p>scrollSensitivity set to 100</p>
+</div>
+
+<div id="draggable3" class="ui-widget-content">
+    <p>scrollSpeed set to 100</p>
+</div>
+<div style="height: 5000px; width: 1px;"></div>
+</body>
+</html>

html/test01.html

@@ -0,0 +1,39 @@
+<html>
+    <head>
+        <meta http-equiv="content-type" content="text/html;charset=utf-8" />
+        <title>Level Locate</title>        
+        <script type="text/javascript" src="https://cdn.jsdelivr.net/npm/jquery@1.12.4/dist/jquery.min.js"></script>
+        <link href="https://cdn.jsdelivr.net/npm/@bootcss/v3.bootcss.com@1.0.9/dist/css/bootstrap.min.css" rel="stylesheet" />        
+    </head>
+    <body>
+        <h3>Level locate</h3>
+        <div class="span3 col-md-3">        
+            <div class="well">
+                <div class="dropdown">
+                    <a class="dropdown-toggle" data-toggle="dropdown" href="#">Link1</a>
+                    <ul class="dropdown-menu" role="menu" aria-labelledby="dLabel" id="dropdown1" >
+                        <li><a tabindex="-1" href="http://www.bjsxt.com">Action</a></li>
+                        <li><a tabindex="-1" href="#">Another action</a></li>
+                        <li><a tabindex="-1" href="#">Something else here</a></li>
+                        <li class="divider"></li>
+                        <li><a tabindex="-1" href="#">Separated link</a></li>
+                    </ul>
+                </div>                
+            </div>            
+        </div>
+        <div class="span3 col-md-3">        
+            <div class="well">
+                <div class="dropdown">
+                    <a class="dropdown-toggle" data-toggle="dropdown" href="#">Link2</a>
+                    <ul class="dropdown-menu" role="menu" aria-labelledby="dLabel" >
+                        <li><a tabindex="-1" href="#">Action</a></li>
+                        <li><a tabindex="-1" href="#">Another action</a></li>
+                        <li><a tabindex="-1" href="#">Something else here</a></li>
+                        <li class="divider"></li>
+                        <li><a tabindex="-1" href="#">Separated link</a></li>
+                    </ul>
+                </div>                
+            </div>            
+        </div>
+    </body>
+    <script src="https://cdn.jsdelivr.net/npm/@bootcss/v3.bootcss.com@1.0.9/dist/js/bootstrap.min.js"></script></html>

html/猫眼电影.html

@@ -0,0 +1,222 @@
+
+<!DOCTYPE html>
+
+<!--[if IE 8]><html class="ie8"><![endif]-->
+<!--[if IE 9]><html class="ie9"><![endif]-->
+<!--[if gt IE 9]><!--><html><!--<![endif]-->
+<head>
+  <title>猫眼电影PC端</title>
+  
+  <link rel="dns-prefetch" href="//p0.meituan.net"  />
+  <link rel="dns-prefetch" href="//p1.meituan.net"  />
+  <link rel="dns-prefetch" href="//ms0.meituan.net" />
+  <link rel="dns-prefetch" href="//ms1.meituan.net" />
+  <link rel="dns-prefetch" href="//lx.meituan.net"/>
+  <link rel="dns-prefetch" href="//lx1.meituan.net"/>
+  <link rel="dns-prefetch" href="//plx.meituan.com"/>
+
+  
+  <meta charset="utf-8">
+  <meta name="keywords" content="">
+  <meta name="description" content="">
+  <meta http-equiv="cleartype" content="yes" />
+  <meta http-equiv="X-UA-Compatible" content="IE=edge" />
+  <meta name="renderer" content="webkit" />
+
+  <meta name="HandheldFriendly" content="true" />
+  <meta name="format-detection" content="email=no" />
+  <meta name="format-detection" content="telephone=no" />
+  <meta name="viewport" content="width=device-width, initial-scale=1">
+
+  
+  <script>"use strict";!function(){var i=0<arguments.length&&void 0!==arguments[0]?arguments[0]:"_Owl_",n=window;n[i]||(n[i]={isRunning:!1,isReady:!1,preTasks:[],dataSet:[],use:function(i,t){this.isReady&&n.Owl&&n.Owl[i](t),this.preTasks.push({api:i,data:[t]})},add:function(i){this.dataSet.push(i)},run:function(){var t=this;if(!this.isRunning){this.isRunning=!0;var i=n.onerror;n.onerror=function(){this.isReady||this.add({type:"jsError",data:arguments}),i&&i.apply(n,arguments)}.bind(this),(n.addEventListener||n.attachEvent)("error",function(i){t.isReady||t.add({type:"resError",data:[i]})},!0)}}},n[i].run())}();</script>
+  <script>
+  cid = "c_47wrcgg";
+  ci = 1;
+val = {"id":"1299372"};    window.system = {};
+
+  window.openPlatform = '';
+  window.openPlatformSub = '';
+  window.$mtsiFlag = '0';
+  window.NODE_ENV = 'production';
+
+  </script>
+  <link rel="stylesheet" href="//s3.meituan.net/static-prod01/com.sankuai.movie.fe.mywww-files/common.118924d9.css"/>
+<link rel="stylesheet" href="//s3.meituan.net/static-prod01/com.sankuai.movie.fe.mywww-files/movie-detail-index.b6e418a1.css"/>
+  <script crossorigin="anonymous" src="//s3.meituan.net/static-prod01/com.sankuai.movie.fe.mywww-files/stat.b4e55d45.js"></script>
+  <script>if(window.devicePixelRatio >= 2) { document.write('<link rel="stylesheet" href="//s3.meituan.net/static-prod01/com.sankuai.movie.fe.mywww-files/image-2x.8ba7074d.css"/>') }</script>
+<script>
+  window.mta && mta('tag', 'page', '/films/-id-')
+</script>
+  <style>
+    @font-face{font-family: "mtsi-font";src:url("//s3plus.meituan.net/v1/mss_73a511b8f91f43d0bdae92584ea6330b/font/2a70c44b.eot");src:url("//s3plus.meituan.net/v1/mss_73a511b8f91f43d0bdae92584ea6330b/font/2a70c44b.eot?#iefix") format("embedded-opentype"),url("//s3plus.meituan.net/v1/mss_73a511b8f91f43d0bdae92584ea6330b/font/2a70c44b.woff");}
+    .stonefont {
+      font-family: mtsi-font;
+    }
+  </style>
+  <script>
+  var _hmt = _hmt || [];
+  (function() {
+  var hm = document.createElement("script");
+  hm.src = "https://hm.baidu.com/hm.js?703e94591e87be68cc8da0da7cbd0be2";
+  var s = document.getElementsByTagName("script")[0];
+  s.parentNode.insertBefore(hm, s);
+  })();
+  </script>
+</head>
+<body>
+
+
+<div class="header">
+  <div class="header-inner">
+          <a href="//www.maoyan.com" class="logo" data-act="icon-click">猫眼电影</a>
+        <div class="city-container" data-val="{currentcityid:1 }">
+            <div class="city-selected">
+                <div class="city-name">
+                  北京
+                  <span class="caret"></span>
+                </div>
+            </div>
+            <div class="city-list" data-val="{ localcityid: 1 }">
+                <div class="city-list-header">定位城市：<a class="js-geo-city" data-ci="1">北京</a></div>
+            </div>
+        </div>
+
+
+        <div class="nav">
+            <div><a href="/" data-act="home-click"  >首页</a></div>
+            <div><a href="/films" data-act="movies-click" >电影</a></div>
+            <div><a href="/cinemas" data-act="cinemas-click" >影院</a></div> 
+            <div><a href="http://www.gewara.com">演出</a></div>
+            <!-- <div><a href="/dramas" data-act="TVdramas-click" >电视剧</a></div> -->
+            <!-- <div><a href="/board" data-act="board-click" >榜单</a></div> -->
+            <!--             <div><a href="/news" data-act="hotNews-click" >热点</a></div>
+ -->
+            <!-- <div><a href="/edimall"  >商城</a></div> -->
+        </div>
+
+        <div class="user-info">
+            <div class="user-avatar J-login">
+              <img src="https://p0.meituan.net/movie/7dd82a16316ab32c8359debdb04396ef2897.png">
+              <span class="caret"></span>
+              <ul class="user-menu no-login-menu">
+                <li><a href="javascript:void 0">登录</a></li>
+              </ul>
+            </div>
+        </div>
+
+        <form style="display: none;" action="/query" target="_blank" class="search-form" data-actform="search-click">
+            <input name="kw" class="search" type="search" maxlength="32" placeholder="找影视剧、影人、影院" autocomplete="off">
+            <input class="submit" type="submit" value="">
+        </form>
+
+        <div class="app-download">
+          <a href="/app" target="_blank">
+            <span class="iphone-icon"></span>
+            <span class="apptext">APP下载</span>
+            <span class="caret"></span>
+            <div class="download-icon">
+                <p class="down-title">扫码下载APP</p>
+                <p class='down-content'>选座更优惠</p>
+            </div>
+          </a>
+        </div>
+    
+  </div>
+</div>
+<div class="header-placeholder"></div>
+
+<div class="block-banner"></div>
+
+    <div class="container" id="app" class="page-movie/detail-index" >
+<div class="loading-wrapper">
+  <span class="loading-img"></span>
+  加载中...
+</div>
+    </div>
+
+<div class="footer">
+  <p class="friendly-links">
+    关于猫眼 :
+    <a href="https://ir.maoyan.com/Company-Information">关于我们</a>
+    <span></span>
+    <a href="https://ir.maoyan.com/Board-Members">董事会成员</a>
+    <span></span>
+    <a href="https://ir.maoyan.com">投资者关系</a>
+    &nbsp;&nbsp;&nbsp;&nbsp;
+    友情链接 :
+    <a href="http://www.meituan.com" data-query="utm_source=wwwmaoyan">美团网</a>
+    <span></span>
+    <a href="http://www.gewara.com" data-query="utm_source=wwwmaoyan">格瓦拉</a>
+    <span></span>
+    <a href="http://i.meituan.com/client" data-query="utm_source=wwwmaoyan">美团下载</a>
+    <span></span>
+    <a href="https://www.huanxi.com" data-query="utm_source=maoyan_pc">欢喜首映</a>
+  </p>
+  <p class="friendly-links">
+    商务合作邮箱：v@maoyan.com
+    客服电话：10105335
+    违法和不良信息/涉未成年人有害信息举报电话：4006018900
+  </p>
+  <p class="friendly-links">
+    用户举报/涉未成年人有害信息举报邮箱：tousujubao@meituan.com
+    舞弊线索举报邮箱：wubijubao@maoyan.com
+  </p>
+  <p class="friendly-links  credentials">
+    <a href="/about/licence/1" target="_blank">中华人民共和国增值电信业务经营许可证 京B2-20190350</a>
+    <span></span>
+    <a href="/about/licence/4" target="_blank">营业性演出许可证 京演（机构）（2019）4094号</a>
+  </p>
+  <p class="friendly-links  credentials">
+    <a href="/about/licence/3" target="_blank">广播电视节目制作经营许可证 （京）字第08478号</a>
+    <span></span>
+    <a href="/about/licence/2" target="_blank">网络文化经营许可证 京网文（2022）1334-041号 </a>
+  </p>
+  <p class="friendly-links  credentials">
+    <a href="/about/licence/6" target="_blank">艺术品经营单位备案证明  京东艺（2022）0095号 </a>
+  </p>
+  <p class="friendly-links  credentials">
+    <a href="/rules/agreement" target="_blank">猫眼用户服务协议 </a>
+    <span></span>
+    <a href="/rules/rule" target="_blank">猫眼平台交易规则总则 </a>
+    <span></span>
+    <a href="/rules/privacy" target="_blank">隐私政策 </a>
+  </p>
+  <p class="friendly-links  credentials">
+    <a href="http://www.beian.gov.cn/portal/registerSystemInfo?recordcode=11010102003232">京公网安备
+      11010102003232号</a>
+    <span></span>
+    <a href="http://beian.miit.gov.cn/">京ICP备16022489号-1</a>
+  </p>
+  <p>北京猫眼文化传媒有限公司</p>
+  <p>
+    &copy;<span class="my-footer-year">2016</span>
+    猫眼电影 www.maoyan.com</p>
+  <div class="certificate">
+    <a href="http://sq.ccm.gov.cn:80/ccnt/sczr/service/business/emark/toDetail/350CF8BCA8416C4FE0530140A8C0957E">
+      <img src="https://p0.meituan.net/moviemachine/e54374ccf134d1f7b2c5b075a74fca525326.png" />
+    </a>
+    <a href="/about/licence/5" target="_blank">
+      <img src="https://p1.meituan.net/moviemachine/805f605d5cf1b1a02a4e3a5e29df003b8376.png" />
+    </a>
+    <a href="https://www.12377.cn">
+      <img src="https://p0.meituan.net/scarlett/3cd2a9b7dc179531d20d27a5fd686e783787.png" />
+    </a>
+  </div>
+</div>
+
+    <script crossorigin="anonymous" src="//www.dpfile.com/app/owl/static/owl_1.7.11.js"></script>
+    <script>
+      Owl.start({
+        project: 'com.sankuai.myfe.mywww.media',
+        pageUrl: location.href.split('?')[0].replace(/\/\d+/g, '/:id'),
+        devMode: false
+      })
+    </script>
+    <!--[if IE 8]><script crossorigin="anonymous" src="//s3.meituan.net/static-prod01/com.sankuai.movie.fe.mywww-files/es5-shim.bbad933f.js"></script><![endif]-->
+    <!--[if IE 8]><script crossorigin="anonymous" src="//s3.meituan.net/static-prod01/com.sankuai.movie.fe.mywww-files/es5-sham.221f40f5.js"></script><![endif]-->
+    <script crossorigin="anonymous" src="//s3.meituan.net/static-prod01/com.sankuai.movie.fe.mywww-files/common.98116ed1.js"></script>
+<script crossorigin="anonymous" src="//s3.meituan.net/static-prod01/com.sankuai.movie.fe.mywww-files/movie-detail-index.c28808cd.js"></script>
+    <script src="//lx.meituan.net/lx.js" type="text/javascript" charset="utf-8" async></script>
+</body>
+</html>

scrap.py

@@ -0,0 +1,22 @@
+"""quote: 进行URL编码，发送中文请求"""
+
+from urllib.request import urlopen,Request
+from fake_useragent import UserAgent
+from urllib.parse import quote
+
+url = f'https://www.amap.com'
+
+# 随机生成用户代理
+ua = UserAgent()
+headers = {
+    'User-Agent':ua.chrome
+}
+
+# 创建 request对象
+req = Request(url,headers = headers)
+
+# 发送请求
+resp = urlopen(req)
+
+with open("./gaode.html", 'w') as f:
+    f.write(resp.read().decode())

scrapy/gaode/gaode.html

@@ -0,0 +1,296 @@
+<!DOCTYPE html>
+<html lang="zh-CN">
+
+<head>
+    <meta name="aplus-core" content="aplus.js">
+    <meta name="aplus-waiting" content="MAN">
+    <meta charset="UTF-8"/>
+    <meta name="data-spm" content="a2l02" />
+    <meta name="renderer" content="webkit|ie-comp|ie-stand">
+    <meta name="renderer" content="webkit">
+    <meta name="baidu-site-verification" content="zyu2elKF1h" />
+    <meta http-equiv="X-UA-Compatible" content="IE=Edge,chrome=1">
+
+    <meta name="Keywords" content="地图，高德地图，高德地图官网，amap地图，搜索地点，公交查询，驾车导航，中国地图，北京地图，街景地图，团购，优惠信息">
+    <meta name="Description" content="高德地图官方网站，提供全国地图浏览，地点搜索，公交驾车查询服务。可同时查看商家团购、优惠信息。高德地图，您的出行、生活好帮手。">
+    <meta name="baidu-site-verification" content="code-CsHgD815DF" />
+    <meta name="robots" content="noodp">
+    <title>
+        高德地图
+    </title>
+    <link rel="shortcut icon" href="//a.amap.com/pc/static/favicon.ico">
+    <style>
+        .grey-filter-theme {
+            -webkit-filter: grayscale(100%);
+             filter: progid:DXImageTransform.Microsoft.BasicImage(grayscale=1);
+              filter: grayscale(100%);
+               filter: gray;
+        }
+    </style>
+    <script type="text/javascript" src="https://a.amap.com/pc/static/config/commonConfig.js"></script>
+    <script src="//g.alicdn.com/??AWSC/AWSC/awsc.js,sd/baxia-entry/baxiaCommon.js"></script>
+    <script type="text/javascript" src="https://g.alicdn.com/dt/tracker/4.3.1/??tracker.Tracker.js,tracker.interfaceTrackerPlugin.js" crossorigin></script>
+    <script type="text/javascript">
+
+    var tracker = new window.Tracker({
+      pid: 'lbs-amap-pc',
+      plugins: [
+        [window.interfaceTrackerPlugin]
+      ],
+    });
+
+    // 启动 tracker 并监听全局 JS 异常
+    tracker.install();
+    </script>
+    <script type="text/javascript">
+          window.config = {
+            "around": [{
+              "key": "meishi",
+              "name": "美食",
+              "pic": "https://a.amap.com/pc/static/img/meishi.png",
+              "picnew": "https://a.amap.com/pc/static/img/search_food.png", "href": ""
+            },
+            {
+              "key": "hotel",
+              "name": "酒店",
+              "pic": "https://a.amap.com/pc/static/img/hotel.png",
+              "picnew": "https://a.amap.com/pc/static/img/search_hotel.png",
+              "href": "" },
+            {
+              "key": "scenic",
+              "name": "景点",
+              "pic": "https://a.amap.com/pc/static/img/scene.png",
+              "picnew": "https://a.amap.com/pc/static/img/search_view.png",
+              "href": ""
+            },
+            {
+              "key": "cinema",
+              "name": "小区",
+              "pic": "https://a.amap.com/pc/static/img/residence.png",
+              "picnew": "https://a.amap.com/pc/static/img/search_house.png",
+              "href": ""
+            }],
+            "lushu_link": {
+              "link1": "http://lbsbbs.amap.com/forum.php?mod=forumdisplay&fid=60",
+              "link2": "http://lbsbbs.amap.com/forum.php?mod=viewthread&tid=22920&extra=page%3D1",
+              "link3": "javascript:void(0)"
+            },
+            "mapCode": "GS(2019)6379号",
+            "jiace": "甲测资字11002004",
+            "amapBeian": "<a href='https://beian.miit.gov.cn' target='_blank'>京ICP备07017245号-2</a>",
+            "gaodeBeian": "<a href='https://beian.miit.gov.cn' target='_blank'>京ICP备07017245号-7</a>",
+            "anbei": " - <span><a target='_blank' style='color:#565656' href='http://www.beian.gov.cn/portal/registerSystemInfo?recordcode=11010502030880'><img style='margin-bottom:1px' src='/assets/img/beian.png' />京公网安备 11010502030880号</a></span>",
+            "jubao": " | 未成年人举报邮箱：gd.wcn.jubao@service.autonavi.com",
+            "satelliteCode": "GS(2021)1328号 - Image© DigitalGlobe＆spaceview",
+            "placeholder": "搜索位置、公交站、地铁站",
+            "yunqiBanner": false,
+            "activebanner": [{
+              "imgurl": "https://a.amap.com/pc/static/img/spring_transport.png",
+              "show": false,
+              "target" : "_blank",
+              "jumpurl": "http://chunyun.itsc.cn",
+              "trace": "springtransport"
+            }]
+        };
+    </script>
+    <script type="text/javascript">
+        if (/mobile/i.test(navigator.userAgent) && !/ipad/i.test(navigator.userAgent) && location.pathname !== '/jumpm') {
+            //m站参数
+            var exchangepath = location.pathname + location.search + location.hash;
+
+            if(exchangepath.indexOf('platform=pc') < 0){
+                location.href = "https://m.amap.com?amapexchange=" + encodeURIComponent(exchangepath);
+            }
+
+        }
+
+        if (!document.all) { //IE11 or other
+            //HireInfo
+        } else { //IE6-10
+
+            if (window.navigator.appName !== 'Microsoft Internet Explorer') {
+                //非IE
+            } else {
+
+                var mode = 5;
+
+                if (document.documentMode) {
+                    mode = document.documentMode;
+                } else if (document.compatMode) {
+                    if (document.compatMode === 'CSS1Compat') {
+                        mode = 7;
+                    }
+                }
+
+                var rv = -1,
+                        ua = navigator.userAgent;
+                var re = new RegExp('MSIE ([0-9]{1,}[\\.0-9]{0,})');
+                if (re.exec(ua) !== null) {
+                    rv = parseFloat(RegExp.$1);
+                }
+
+                var v = 11;
+
+                //IE11
+                if (mode < v || rv < v) {
+                    location.href = "http://map.amap.com";
+                }
+
+            }
+        }
+
+        window.Tracker = {fht: Date.now(), fpt: window.performance && performance.now() || Date.now(),aid: 2, percent: 100, rt: {}};
+        var _czc = _czc || [];
+        _czc.push(["_setAutoPageview", false]);
+        var _t = Date.now();
+        var startTime = new Date();
+
+        window.__WPO = {
+            config: {
+                // sample: 1,
+                // spmId: 'a2l02',
+                // dynamic: false
+            }
+        };
+        __WPO.speed = function () {};
+        __WPO.custom = function () {};
+
+        // aes_config
+        window.AES_CONFIG = window.AES_CONFIG || {};
+
+        AES_CONFIG.pid = 'amap-pc';
+        AES_CONFIG.user_type = '101';
+        AES_CONFIG.uid = '';
+        AES_CONFIG.username = '';
+
+    </script>
+
+
+    <style type='text/css'>
+/*! normalize.css v3.0.2 | MIT License | git.io/normalize */body,html{width:100%;height:100%}html,svg:not(:root){overflow:hidden}img,legend{border:0}body,legend,ol,td,th,ul{padding:0}body,h1,h2,h3,h4,h5,ol,p,ul{margin:0}#citybox .air-quality:hover,#layerbox_item .item:hover{opacity:.6}html{font-family:Arial,sans-serif;-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%}body{font-size:12px;line-height:1.5;color:#565656;word-wrap:break-word}article,aside,details,figcaption,figure,footer,header,hgroup,main,menu,nav,section,summary{display:block}audio,canvas,progress,video{display:inline-block;vertical-align:baseline}audio:not([controls]){display:none;height:0}[hidden],template{display:none}a{background-color:transparent;color:#0f89f5;text-decoration:none}a:active,a:hover{outline:0;text-decoration:underline}abbr[title]{border-bottom:1px 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input[disabled]{cursor:default}.layerbox,.tooldragbar{position:absolute;cursor:move}button::-moz-focus-inner,input::-moz-focus-inner{border:0;padding:0}input{line-height:normal}input[type=checkbox],input[type=radio]{box-sizing:border-box;padding:0}input[type=number]::-webkit-inner-spin-button,input[type=number]::-webkit-outer-spin-button{height:auto}input[type=search]{-webkit-appearance:textfield;-moz-box-sizing:content-box;-webkit-box-sizing:content-box;box-sizing:content-box}#amap-banner,#amap-banner-entry,#nav li,.city-pc-title span,.city-search input,.searchbox{box-sizing:border-box}input[type=search]::-webkit-search-cancel-button,input[type=search]::-webkit-search-decoration{-webkit-appearance:none}fieldset{border:1px solid silver;margin:0 2px;padding:.35em .625em .75em}table{border-collapse:collapse;border-spacing:0}ol,ul{list-style:none}h1,h2,h3,h4,h5{font-weight:400}.amap-copyright{display:none;padding:0 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#nearbybtn{position:absolute;right:45px;top:0;z-index:9308;box-sizing:border-box;width:45px;height:45px}.searchbox #nearbybtn .nearbylogo{position:absolute;top:8.5px;right:8px;font-size:19px;color:#919095;padding:0 5px}.searchbox #nearbybtn .nearbylogo:hover{color:#70b9f9;cursor:pointer}.searchbox #nearbyloading{position:absolute;top:8px;right:10px;z-index:2215;display:none}.searchbox #nearby span{position:relative;top:12.5px;color:#aaa}.searchbox #nearby .poiname{color:#333}#searchloading{position:absolute;top:15px;right:16px;z-index:2212;display:none}.searchbox #searchipt{position:absolute;top:12.5px;left:0;box-sizing:border-box;text-indent:2px;z-index:2200;border:none;width:219px;height:20px;line-height:20px;padding:0;letter-spacing:.5px;font-size:14px}.searchbox #searchipt::-webkit-input-placeholder{font-size:14px;color:#b7b8b9;font-weight:200;letter-spacing:1px;opacity:.8!important}.searchbox .direntry:hover,.themex .searchbox .searchlogo:hover{opacity:.8}.searchbox .iptbox #searchipt:-moz-placeholder{font-size:13px;color:#b7b8b9;font-weight:200;letter-spacing:1px}.searchbox .iptbox #searchipt::-moz-placeholder{font-size:13px;color:#b7b8b9;font-weight:200;letter-spacing:1px}.searchbox .iptbox #searchipt:-ms-input-placeholder{font-size:13px;color:#b7b8b9;font-weight:200;letter-spacing:1px}.searchbox .iptbox input::selection{background:rgba(94,165,247,.3)}.searchbox .iptbox input::-moz-selection{background:rgba(94,165,247,.3)}.searchbox .iptbox #searchbtn{position:absolute;right:0;top:0;z-index:9308;box-sizing:border-box;width:45px;height:45px}.searchbox .searchlogo{position:absolute;top:8.5px;right:8px;font-size:19px;color:#7c8196;padding:0 5px}.searchbox .searchlogo:hover{color:#42a5f5;cursor:pointer}.searchbox .direntry{width:45px;height:45px;position:absolute;right:0;top:0;text-align:center;background-color:#f8f8f8;border-radius:0 3px 3px 0}.searchbox .direntry .close-btn{position:absolute;top:8.5px;right:10px;font-size:15px;display:none;padding:3px 5px;cursor:pointer}.searchbox .direntry.in-main{background:#fff}.searchbox .direntry.in-dir .close-btn,.searchbox .direntry.in-main .close-btn{display:inline-block;color:#78909c}.searchbox .direntry.in-main .close-btn:hover{color:#90a4ae}.themex .searchbox,.themex .searchbox .searchlogo{color:#fff}.searchbox .direntry .fa-dir{position:absolute;top:9px;right:9px;width:16.5px;height:18px;padding:5px;cursor:pointer}.searchbox .direntry.in-dir .fa-dir,.searchbox .direntry.in-main .fa-dir{display:none}.searchbox #separator{position:absolute;right:38px;top:11px;height:24px;width:1px;background:#ccc}.main-sug.autocomplete-suggestions{margin-top:-5px;background:#fff;top:50px;left:0;border:none;border-top:1px solid #E4E6E7;box-shadow:1px 2px 1px rgba(0,0,0,.15);border-radius:0 0 2px 2px;max-width:360px}.main-sug .autocomplete-suggestion p{margin-right:12px}.main-sug .autocomplete-suggestion p strong{font-weight:400}@-webkit-keyframes fa-spin{0%{-webkit-transform:rotate(0);transform:rotate(0)}100%{-webkit-transform:rotate(359deg);transform:rotate(359deg)}}@keyframes fa-spin{0%{-webkit-transform:rotate(0);transform:rotate(0)}100%{-webkit-transform:rotate(359deg);transform:rotate(359deg)}}.ring{height:13px;width:13px;border:0 solid #ccc;border-radius:100%;border-bottom-color:transparent;border-width:1px;background:0 0;-webkit-animation:fa-spin 1s infinite linear;animation:fa-spin 1s infinite linear;-webkit-font-smoothing:subpixel-antialiased}.themex .searchbox,.themex .searchbox #searchipt{background:#0f89f5}.fa-spin{-webkit-animation:fa-spin 2s infinite linear;animation:fa-spin 2s infinite linear}.themeA .searchbox .iptbox{border:none;border-radius:0;border-bottom:1px solid #dbdbdb}.themeA .searchbox .iptbox.active{border-bottom:1px solid #9cccf6}.themex .searchbox .iptbox{border:none;border-radius:0;border-bottom:1px solid #fff}.themex .searchbox #searchipt::-webkit-input-placeholder{color:#fff}.themex .searchbox .iptbox #searchipt:-moz-placeholder{color:#fff}.themex .searchbox .iptbox #searchipt::-moz-placeholder{color:#fff}.themex .searchbox .iptbox #searchipt:-ms-input-placeholder{color:#fff}.themex #searchloading{border:0 solid #fff;border-bottom-color:transparent;border-width:2px}.activity_wrap{width:360px;margin:10px 0}.activity_wrap img{width:330px;display:block;margin:0 auto 10px;cursor:pointer}.activity_wrap #amap-result-banner{width:330px;margin:0 auto}
+</style>
+
+    <link rel="search" type="application/opensearchdescription+xml" href="/assets/opensearchnew.xml?v=1.1" title="高德地图" />
+
+</head>
+<body scroll="no">
+    
+    <script type="text/javascript" id="beacon-aplus" src="//g.alicdn.com/alilog/mlog/aplus_v2.js"  exparams="clog=o&aplus&sidx=aplusSidx&ckx=aplusCkx"></script>
+    
+    <section id="search" class="search">
+        <header class="searchbox">
+            <img class="usel logo" 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+        
+        <div class="dtrigger dragleft"></div>
+        <div class="dtrigger dragright"></div>
+    </section>
+
+
+    
+    <div id="loginbox" class="usel loginbox" ></div>
+
+    
+    <div id="themap"></div>
+
+    
+    <div id="maptoolbox" class="maptoolbox"></div>
+
+    
+    <div id="layerbox" class="layerbox usel"></div>
+    <div id="exitFullscreen">退出全屏</div>
+    <div class="lushu_ctrl"></div>
+
+    
+    <div class="dir_qr"></div>
+
+    
+    <div class="iw_tmp" style="position:absolute;"></div>
+
+    
+    <div id="livephotoshow"></div>
+
+    
+    <div id="activity_box"></div>
+    
+    <div id="planBox">
+        <div class="plan-list-c"></div>
+        <div class="plan-create-c"></div>
+        <div class="plan-detail-c"></div>
+    </div>
+    
+    <div id="planSrhBox"></div>
+    <script>
+      // window.forbidenWebGL = true;
+      (function(){
+          var now = (new Date()).getTime();
+          var start = 1585929600000;
+          var end = 1586016000000;
+          if(now >= start && now < end){
+              var bodyElement = document.body;
+              bodyElement.setAttribute('class', 'grey-filter-theme');
+          }
+      })();
+    </script>
+    <script type='text/javascript'>
+!function(a){window.amap={tileLayer:{}};var b,c={code:"0"},d=function(){var a=window.performance&&window.performance.now()||Date.now()-Tracker.fht;return parseInt(a)},e=function(a){try{var b=localStorage.getItem("newloc")||"{}",c=JSON.parse(b);c.cip&&localStorage.setItem("newloc_"+c.cip,c),c.time,localStorage.removeItem("newloc")}catch(a){console.log(a)}var d="newloc_"+(a||""),e=localStorage.getItem(d);return e=e?JSON.parse(e):{},e.time&&(e.code="1"),e},f=function(){var a="/service/locator?rand="+Math.random(),f=new XMLHttpRequest;f.overrideMimeType&&f.overrideMimeType("text/xml"),f.open("GET",a,!0),f.timeout=3e3,f.onreadystatechange=function(){if(4==f.readyState){if(window.Tracker.rt.rt_locend=d(),__WPO.speed(5),200==f.status){var a={};f.responseText&&(a=JSON.parse(f.responseText)),amap.cip=a.cip;var b=e(a.cip),h=b.time&&Date.now()-b.time<(b.duration||0),i=b.cip===amap.cip;b.lat&&i&&h?(a=b,console.log("[oriloc]")):a=g(a)}else a=c;amap.oriloc=a,window.loopCheckShowMap&&loopCheckShowMap()}},f.ontimeout=function(){var a=c;b&&b(a)},f.send(null)},g=function(a){return 1==a.code&&a.lng&&a.lat?(a.needDecode=1,a):"6"!=a.status?c:void(location.href="/verify/?from="+encodeURIComponent(location.href)+"&channel=PL")};!function(){window.Tracker.rt.rt_locstart=d(),__WPO.speed(3),f()}()}();
+</script>
+    <script type="text/javascript">
+        window._AMapSecurityConfig = {
+            serviceHost:'/_AMapService',
+            // 例如 ：serviceHost:'http://1.1.1.1:80/_AMapService',
+        }
+    </script>
+    <script src="//webapi.amap.com/maps?v=2.0&key=d1f15ad3fdf0c704434eaf23c7c18698&plugin=AMap.Adaptor"></script>
+<script type='text/javascript' src='/build/map.a9d3913ec27e73540126.js'></script>
+</body>
+</html>

scrapy/gaode/gaode/items.py

@@ -0,0 +1,12 @@
+# Define here the models for your scraped items
+#
+# See documentation in:
+# https://docs.scrapy.org/en/latest/topics/items.html
+
+import scrapy
+
+
+class GaodeItem(scrapy.Item):
+    # define the fields for your item here like:
+    # name = scrapy.Field()
+    pass

scrapy/gaode/gaode/middlewares.py

@@ -0,0 +1,117 @@
+# Define here the models for your spider middleware
+#
+# See documentation in:
+# https://docs.scrapy.org/en/latest/topics/spider-middleware.html
+
+from scrapy import signals
+from random import choice
+from gaode.settings import USER_AGENT_LIST
+# useful for handling different item types with a single interface
+from itemadapter import is_item, ItemAdapter
+
+
+class GaodeSpiderMiddleware:
+    # Not all methods need to be defined. If a method is not defined,
+    # scrapy acts as if the spider middleware does not modify the
+    # passed objects.
+
+    @classmethod
+    def from_crawler(cls, crawler):
+        # This method is used by Scrapy to create your spiders.
+        s = cls()
+        crawler.signals.connect(s.spider_opened, signal=signals.spider_opened)
+        return s
+
+    def process_spider_input(self, response, spider):
+        # Called for each response that goes through the spider
+        # middleware and into the spider.
+
+        # Should return None or raise an exception.
+        return None
+
+    def process_spider_output(self, response, result, spider):
+        # Called with the results returned from the Spider, after
+        # it has processed the response.
+
+        # Must return an iterable of Request, or item objects.
+        for i in result:
+            yield i
+
+    def process_spider_exception(self, response, exception, spider):
+        # Called when a spider or process_spider_input() method
+        # (from other spider middleware) raises an exception.
+
+        # Should return either None or an iterable of Request or item objects.
+        pass
+
+    def process_start_requests(self, start_requests, spider):
+        # Called with the start requests of the spider, and works
+        # similarly to the process_spider_output() method, except
+        # that it doesn’t have a response associated.
+
+        # Must return only requests (not items).
+        for r in start_requests:
+            yield r
+
+    def spider_opened(self, spider):
+        spider.logger.info("Spider opened: %s" % spider.name)
+
+
+class GaodeDownloaderMiddleware:
+    # Not all methods need to be defined. If a method is not defined,
+    # scrapy acts as if the downloader middleware does not modify the
+    # passed objects.
+
+    @classmethod
+    def from_crawler(cls, crawler):
+        # This method is used by Scrapy to create your spiders.
+        s = cls()
+        crawler.signals.connect(s.spider_opened, signal=signals.spider_opened)
+        return s
+
+    def process_request(self, request, spider):
+        # Called for each request that goes through the downloader
+        # middleware.
+
+        # Must either:
+        # - return None: continue processing this request
+        # - or return a Response object
+        # - or return a Request object
+        # - or raise IgnoreRequest: process_exception() methods of
+        #   installed downloader middleware will be called
+        return None
+
+    def process_response(self, request, response, spider):
+        # Called with the response returned from the downloader.
+
+        # Must either;
+        # - return a Response object
+        # - return a Request object
+        # - or raise IgnoreRequest
+        return response
+
+    def process_exception(self, request, exception, spider):
+        # Called when a download handler or a process_request()
+        # (from other downloader middleware) raises an exception.
+
+        # Must either:
+        # - return None: continue processing this exception
+        # - return a Response object: stops process_exception() chain
+        # - return a Request object: stops process_exception() chain
+        pass
+
+    def spider_opened(self, spider):
+        spider.logger.info("Spider opened: %s" % spider.name)
+
+class MyRandomUserAgentMiddleware:
+
+    def process_request(self, request, spider):
+        UA = choice(USER_AGENT_LIST)
+        request.headers['User-Agent'] = UA
+        # 不要返回任何东西
+
+    def process_response(self, request, response, spider):
+        return response
+
+    def process_exception(self, request, exception, spider):
+        pass

scrapy/gaode/gaode/pipelines.py

@@ -0,0 +1,13 @@
+# Define your item pipelines here
+#
+# Don't forget to add your pipeline to the ITEM_PIPELINES setting
+# See: https://docs.scrapy.org/en/latest/topics/item-pipeline.html
+
+
+# useful for handling different item types with a single interface
+from itemadapter import ItemAdapter
+
+
+class GaodePipeline:
+    def process_item(self, item, spider):
+        return item

scrapy/gaode/gaode/settings.py

@@ -0,0 +1,116 @@
+# Scrapy settings for gaode project
+#
+# For simplicity, this file contains only settings considered important or
+# commonly used. You can find more settings consulting the documentation:
+#
+#     https://docs.scrapy.org/en/latest/topics/settings.html
+#     https://docs.scrapy.org/en/latest/topics/downloader-middleware.html
+#     https://docs.scrapy.org/en/latest/topics/spider-middleware.html
+
+BOT_NAME = "gaode"
+
+SPIDER_MODULES = ["gaode.spiders"]
+NEWSPIDER_MODULE = "gaode.spiders"
+LOG_LEVEL = 'WARNING'
+
+# settings里添加
+USER_AGENT_LIST = [
+    'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/70.0.3538.77 Safari/537.36',
+    'Mozilla/5.0 (X11; Ubuntu; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.2919.83 Safari/537.36',
+    'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_3) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/54.0.2866.71 Safari/537.36',
+    'Mozilla/5.0 (X11; Ubuntu; Linux i686 on x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/53.0.2820.59 Safari/537.36',
+    'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_2) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/52.0.2762.73 Safari/537.36',
+    'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/49.0.2656.18 Safari/537.36',
+    'Mozilla/5.0 (Windows NT 6.2; WOW64) AppleWebKit/537.36 (KHTML like Gecko) Chrome/44.0.2403.155 Safari/537.36',
+    'Mozilla/5.0 (Windows NT 6.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/41.0.2228.0 Safari/537.36',
+    'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/41.0.2227.1 Safari/537.36',
+    'Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/41.0.2227.0 Safari/537.36',
+    'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/41.0.2227.0 Safari/537.36',
+    'Mozilla/5.0 (Windows NT 6.3; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/41.0.2226.0 Safari/537.36',
+    'Mozilla/5.0 (Windows NT 6.4; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/41.0.2225.0 Safari/537.36',
+    'Mozilla/5.0 (Windows NT 6.3; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/41.0.2225.0 Safari/537.36',
+    'Mozilla/5.0 (Windows NT 5.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/41.0.2224.3 Safari/537.36',
+    'Mozilla/5.0 (Windows NT 10.0) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/40.0.2214.93 Safari/537.36',
+    'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/37.0.2062.124 Safari/537.36',
+    'Mozilla/5.0 (Windows NT 6.3; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/37.0.2049.0 Safari/537.36',
+    'Mozilla/5.0 (Windows NT 4.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/37.0.2049.0 Safari/537.36',
+]
+
+# Crawl responsibly by identifying yourself (and your website) on the user-agent
+#USER_AGENT = "gaode (+http://www.yourdomain.com)"
+
+# Obey robots.txt rules
+ROBOTSTXT_OBEY = False
+
+# Configure maximum concurrent requests performed by Scrapy (default: 16)
+#CONCURRENT_REQUESTS = 32
+
+# Configure a delay for requests for the same website (default: 0)
+# See https://docs.scrapy.org/en/latest/topics/settings.html#download-delay
+# See also autothrottle settings and docs
+#DOWNLOAD_DELAY = 3
+# The download delay setting will honor only one of:
+#CONCURRENT_REQUESTS_PER_DOMAIN = 16
+#CONCURRENT_REQUESTS_PER_IP = 16
+
+# Disable cookies (enabled by default)
+#COOKIES_ENABLED = False
+
+# Disable Telnet Console (enabled by default)
+#TELNETCONSOLE_ENABLED = False
+
+# Override the default request headers:
+#DEFAULT_REQUEST_HEADERS = {
+#    "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8",
+#    "Accept-Language": "en",
+#}
+
+# Enable or disable spider middlewares
+# See https://docs.scrapy.org/en/latest/topics/spider-middleware.html
+#SPIDER_MIDDLEWARES = {
+#    "gaode.middlewares.GaodeSpiderMiddleware": 543,
+#}
+
+# Enable or disable downloader middlewares
+# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html
+DOWNLOADER_MIDDLEWARES = {
+   "gaode.middlewares.MyRandomUserAgentMiddleware": 543,
+}
+
+# Enable or disable extensions
+# See https://docs.scrapy.org/en/latest/topics/extensions.html
+#EXTENSIONS = {
+#    "scrapy.extensions.telnet.TelnetConsole": None,
+#}
+
+# Configure item pipelines
+# See https://docs.scrapy.org/en/latest/topics/item-pipeline.html
+#ITEM_PIPELINES = {
+#    "gaode.pipelines.GaodePipeline": 300,
+#}
+
+# Enable and configure the AutoThrottle extension (disabled by default)
+# See https://docs.scrapy.org/en/latest/topics/autothrottle.html
+#AUTOTHROTTLE_ENABLED = True
+# The initial download delay
+#AUTOTHROTTLE_START_DELAY = 5
+# The maximum download delay to be set in case of high latencies
+#AUTOTHROTTLE_MAX_DELAY = 60
+# The average number of requests Scrapy should be sending in parallel to
+# each remote server
+#AUTOTHROTTLE_TARGET_CONCURRENCY = 1.0
+# Enable showing throttling stats for every response received:
+#AUTOTHROTTLE_DEBUG = False
+
+# Enable and configure HTTP caching (disabled by default)
+# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html#httpcache-middleware-settings
+#HTTPCACHE_ENABLED = True
+#HTTPCACHE_EXPIRATION_SECS = 0
+#HTTPCACHE_DIR = "httpcache"
+#HTTPCACHE_IGNORE_HTTP_CODES = []
+#HTTPCACHE_STORAGE = "scrapy.extensions.httpcache.FilesystemCacheStorage"
+
+# Set settings whose default value is deprecated to a future-proof value
+REQUEST_FINGERPRINTER_IMPLEMENTATION = "2.7"
+TWISTED_REACTOR = "twisted.internet.asyncioreactor.AsyncioSelectorReactor"
+FEED_EXPORT_ENCODING = "utf-8"

scrapy/gaode/gaode/spiders/__init__.py

@@ -0,0 +1,4 @@
+# This package will contain the spiders of your Scrapy project
+#
+# Please refer to the documentation for information on how to create and manage
+# your spiders.

scrapy/gaode/gaode/spiders/bit.py

@@ -0,0 +1,11 @@
+import scrapy
+
+
+class BitSpider(scrapy.Spider):
+    name = "bit"
+    allowed_domains = ["amap.com"]
+    start_urls = ["https://www.amap.com/search?query=北京理工大学&city=100000&geoobj=112.063%7C37.029506%7C122.079296%7C41.867776&zoom=6.97"]
+
+    def parse(self, response):
+        with open("./gaode.html", 'w') as f:
+            f.write(response.text)

scrapy/gaode/scrapy.cfg

@@ -0,0 +1,11 @@
+# Automatically created by: scrapy startproject
+#
+# For more information about the [deploy] section see:
+# https://scrapyd.readthedocs.io/en/latest/deploy.html
+
+[settings]
+default = gaode.settings
+
+[deploy]
+#url = http://localhost:6800/
+project = gaode

scrapy/scrapy01/data/game.txt

@@ -0,0 +1,207 @@
+三国很忙: 策略类: 2023-10-26
+寻找盛装的男孩: 益智类: 2023-10-26
+指尖投篮: 敏捷篇: 2023-10-26
+地下隧道大逃脱: 益智类: 2023-10-26
+南瓜噩梦: 敏捷篇: 2023-10-26
+救援埃莉诺: 益智类: 2023-10-26
+甲板清洁工: 益智类: 2023-10-26
+方块世界大爆破3: 益智类: 2023-10-26
+营救皇家动物: 益智类: 2023-10-26
+小恐龙逃离: 益智类: 2023-10-26
+救援工作人员: 益智类: 2023-10-26
+方块球球: 益智类: 2023-10-26
+拼接英语单词: 益智类: 2023-10-26
+逃离工地: 益智类: 2023-10-26
+新生的奥秘: 益智类: 2023-10-26
+救助受困的鱼: 射击类: 2023-10-26
+摆动蜘蛛过障碍: 敏捷篇: 2023-10-26
+水疗中心的服务: 益智类: 2023-10-26
+露西四季时尚达人: 装扮类: 2023-10-26
+下水道逃脱: 益智类: 2023-10-26
+从前时光: 益智类: 2023-10-26
+幽灵酒馆: 益智类: 2023-10-26
+美丽蝴蝶大逃脱: 益智类: 2023-10-26
+NBA英雄: 体育类: 2023-10-25
+救援小海豚: 益智类: 2023-10-25
+盒子的秘密: 益智类: 2023-10-25
+拯救笼中白母鸡: 益智类: 2023-10-25
+天空探险队: 益智类: 2023-10-25
+可爱小马逃脱: 益智类: 2023-10-25
+圆球华容道: 益智类: 2023-10-25
+逃离景区河流: 益智类: 2023-10-25
+火柴人出逃记: 益智类: 2023-10-25
+给客人做饭H5: 休闲类: 2023-10-25
+拯救笼中小猪: 益智类: 2023-10-25
+红方块闯迷宫: 益智类: 2023-10-25
+保护我的南瓜: 益智类: 2023-10-25
+救援名人夫妇: 益智类: 2023-10-25
+小黑花花射飞镖H5: 益智类: 2023-10-25
+拯救狞猫: 益智类: 2023-10-25
+寻找心理医生: 益智类: 2023-10-25
+寻找汽车钥匙: 益智类: 2023-10-25
+绵羊过障碍: 敏捷篇: 2023-10-25
+逗小猴开心系列812: 益智类: 2023-10-25
+音乐笔记: 益智类: 2023-10-25
+深渊契约: 冒险类: 2023-10-24
+海岛小分队: 休闲类: 2023-10-24
+村庄洞穴逃脱: 益智类: 2023-10-24
+逃离简易房屋129: 益智类: 2023-10-24
+夏季露营探险: 休闲类: 2023-10-24
+救援草裙姑娘: 益智类: 2023-10-24
+神秘空间站: 益智类: 2023-10-24
+前期准备工作: 益智类: 2023-10-24
+鸟群贪吃蛇: 敏捷篇: 2023-10-24
+花朵壁画屋逃脱: 益智类: 2023-10-24
+信徒: 策略类: 2023-10-24
+逃离沙漠地区: 益智类: 2023-10-24
+玫瑰仙境逃脱: 益智类: 2023-10-24
+逃离薄雾森林: 益智类: 2023-10-24
+双人激战3D: 射击类: 2023-10-24
+救出小马: 益智类: 2023-10-24
+公路赛车挑战: 敏捷篇: 2023-10-24
+宇宙猫生存: 射击类: 2023-10-24
+逃离魔法锅屋: 益智类: 2023-10-24
+拯救孔雀龙: 益智类: 2023-10-24
+红腹灰雀逃脱: 益智类: 2023-10-23
+火柴人升阶战: 益智类: 2023-10-23
+狂野大冒险: 敏捷篇: 2023-10-23
+寻找结婚礼服: 益智类: 2023-10-23
+一笔画出来: 益智类: 2023-10-23
+救援暹罗猫: 益智类: 2023-10-23
+奇妙的化妆术: 装扮类: 2023-10-23
+逗小猴开心系列811: 益智类: 2023-10-23
+纸杯蛋糕的线索: 益智类: 2023-10-23
+目的地之谜: 益智类: 2023-10-23
+找到海港走私者: 益智类: 2023-10-23
+暴打小僵尸: 射击类: 2023-10-23
+山鹿逃出山谷: 益智类: 2023-10-23
+维京人逃生记2: 冒险类: 2023-10-23
+隧道冲击: 敏捷篇: 2023-10-23
+昏暗儿童房逃生130: 益智类: 2023-10-22
+沉没的宝藏2: 益智类: 2023-10-22
+古墓诡影: 益智类: 2023-10-22
+迷路的猫: 益智类: 2023-10-22
+管道冒险: 冒险类: 2023-10-22
+色彩小球转换: 敏捷篇: 2023-10-22
+荒野狩猎: 射击类: 2023-10-22
+绵羊家族逃脱: 益智类: 2023-10-22
+寻找纸袋玩具: 益智类: 2023-10-22
+新坦克对战: 策略类: 2023-10-22
+逃离破落村落: 益智类: 2023-10-22
+修车店的秘密: 益智类: 2023-10-22
+寻找丢失的黄金: 益智类: 2023-10-22
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+建造天柱: 敏捷篇: 2023-10-22
+寻找铅笔男孩: 益智类: 2023-10-22
+上帝的祝福: 益智类: 2023-10-22
+红色蘑菇林逃脱: 益智类: 2023-10-22
+魔法大厨: 休闲类: 2023-10-21
+推动选取器: 敏捷篇: 2023-10-21
+疯狂克隆人: 冒险类: 2023-10-21
+爱吃苹果的男孩: 敏捷篇: 2023-10-21
+救援气球女孩: 益智类: 2023-10-21
+机器人翻翻看: 益智类: 2023-10-21
+救援美人鱼模仿者: 益智类: 2023-10-21
+汉字消方块: 益智类: 2023-10-21
+混乱的化学家: 益智类: 2023-10-21
+暗黑系公主婚礼: 装扮类: 2023-10-21
+逃离荒废的营地: 益智类: 2023-10-21
+小猪消消: 益智类: 2023-10-21
+老城区酒吧: 益智类: 2023-10-21
+封印魔法之门: 益智类: 2023-10-21
+寻找美容师: 益智类: 2023-10-21
+挪了个车: 益智类: 2023-10-21
+儿童洗衣房: 装扮类: 2023-10-21
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+双人PK挑战: 休闲类: 2023-10-21
+小飞象逃脱: 益智类: 2023-10-20
+寻找滑冰男孩: 益智类: 2023-10-20
+首席医生救援: 益智类: 2023-10-20
+乌鸦森林大逃脱: 益智类: 2023-10-20
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+梦想海岛王: 休闲类: 2023-10-20
+剑镇三界: 冒险类: 2023-10-20
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+田野之间: 益智类: 2023-10-20
+闪亮少女换装: 装扮类: 2023-10-20
+救援时尚的蜘蛛侠: 益智类: 2023-10-20
+被诅咒的电影院: 益智类: 2023-10-20
+阳光大花园: 益智类: 2023-10-20
+老六别坑了: 益智类: 2023-10-20
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+英勇营救姑娘: 益智类: 2023-10-19
+逃离迷人的花园: 益智类: 2023-10-19
+快乐男孩亨利逃脱: 益智类: 2023-10-19
+自然森林大逃脱: 益智类: 2023-10-19
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+营救学生: 益智类: 2023-10-19
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+救援一对猫: 益智类: 2023-10-19
+救援兽人战士: 益智类: 2023-10-19
+城堡的大秘密: 益智类: 2023-10-19
+时尚女学生穿搭: 装扮类: 2023-10-19
+流浪的星球: 敏捷篇: 2023-10-19
+合并战兵2048: 敏捷篇: 2023-10-19
+鲜花城堡: 益智类: 2023-10-19
+最后一件: 益智类: 2023-10-19
+烧脑大师: 益智类: 2023-10-19
+寻找气球姑娘: 益智类: 2023-10-19
+葫芦娃各显神通: 策略类: 2023-10-18
+停车我最强: 体育类: 2023-10-18
+寻找游戏玩具: 益智类: 2023-10-18
+救援工作人员约翰: 益智类: 2023-10-18
+寻找飞马的翅膀: 益智类: 2023-10-18
+吃火锅H5: 敏捷篇: 2023-10-18
+布鲁姆吉城堡: 射击类: 2023-10-18
+狐狸逃出沙漠: 益智类: 2023-10-18
+开澡堂H5: 模拟经营: 2023-10-18
+营救笼中狮子: 益智类: 2023-10-18
+飞机极限着陆: 体育类: 2023-10-18
+部落男人逃脱: 益智类: 2023-10-18
+营救花栗鼠: 益智类: 2023-10-18
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+寻找企鹅伙伴: 益智类: 2023-10-18
+机器人修复师: 冒险类: 2023-10-18
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+克服心中恐惧: 益智类: 2023-10-18
+盛开的樱花树: 益智类: 2023-10-18
+逃出诡异之地: 益智类: 2023-10-17
+拯救笼中爱鸟: 益智类: 2023-10-17
+野生袋鼠救援: 益智类: 2023-10-17
+寻找喜爱的裙子: 益智类: 2023-10-17
+西部牛仔大逃脱: 益智类: 2023-10-17
+救援虎猫: 益智类: 2023-10-17
+黄鸟救援: 益智类: 2023-10-17
+抵御怪物入侵: 策略类: 2023-10-17
+寻找狮子王: 益智类: 2023-10-17
+菜鸟小忍者: 休闲类: 2023-10-17
+飞天战机: 射击类: 2023-10-17
+辛巴找水: 益智类: 2023-10-17
+双枪牛仔: 射击类: 2023-10-17
+合成射击: 射击类: 2023-10-17
+校园阴影: 益智类: 2023-10-17
+荒野生存模拟: 冒险类: 2023-10-17
+初秋时尚穿搭: 装扮类: 2023-10-17
+面具进化: 敏捷篇: 2023-10-17
+姑娘的约会夜: 装扮类: 2023-10-17
+蚂蚁逃离: 益智类: 2023-10-17
+小黑花花糖果砸巫婆H5: 射击类: 2023-10-16
+逗小猴开心系列809: 益智类: 2023-10-16
+回响的街道: 益智类: 2023-10-16
+快速改道: 益智类: 2023-10-16

scrapy/scrapy01/scrapy.cfg

@@ -0,0 +1,11 @@
+# Automatically created by: scrapy startproject
+#
+# For more information about the [deploy] section see:
+# https://scrapyd.readthedocs.io/en/latest/deploy.html
+
+[settings]
+default = scrapy01.settings
+
+[deploy]
+#url = http://localhost:6800/
+project = scrapy01