【爬虫实战】之【Amazon】+【上交所】项目.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "乐学偶得版权所有  公众号：乐学Fintech  主讲人：William LX_LAB教研团队提供技术支持 正版视频： 网易云课堂：乐学偶得"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1.Amazon电商名称及价格爬虫"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "\n",
    "URL = 'https://www.amazon.cn/dp/B07PRQS9QH/ref=sr_1_1?__mk_zh_CN=%E4%BA%9A%E9%A9%AC%E9%80%8A%E7%BD%91%E7%AB%99&keywords=alienware&qid=1573223467&sr=8-1'\n",
    "\n",
    "# Use Chrome chrome://version/ to check your user-agent,\n",
    "# you can also use  IETF's tool page :https://tools.ietf.org/html/rfc2616#section-14.4 to choose header\n",
    "headers = {\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/71.0.3578.98 Safari/537.36',\n",
    "    'Accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8',\n",
    "    'Accept-Language': 'en-US,en;q=0.5',\n",
    "    'Accept-Encoding': 'gzip',\n",
    "    'DNT': '1',  # Do not track Request Header\n",
    "    'Connection': 'close'\n",
    "}\n",
    "\n",
    "\n",
    "def track_our_price_and_send_mail():\n",
    "    page = requests.get(URL, headers=headers)\n",
    "\n",
    "    soup_obj = BeautifulSoup(page.content, 'html.parser')\n",
    "\n",
    "    product_name = soup_obj.find(id='productTitle').get_text()\n",
    "    product_price = soup_obj.find(id='priceblock_ourprice').get_text()\n",
    "\n",
    "    # if the following code didn't work , try to replace , with blank\n",
    "    # method 1: convert_product_price_string_to_float=float(product_price[0:5])\n",
    "    # method 2\n",
    "    convert_product_price_string_to_float = float(product_price[1:7].replace(\",\", \"\"))\n",
    "\n",
    "    # if (convert_product_price_string_to_float <25000):\n",
    "    #     send_a_mail_to_notify_me()\n",
    "\n",
    "    # print(soup_obj.prettify())\n",
    "    # print(product_name.strip())\n",
    "    # print(convert_product_price_string_to_float)\n",
    "    # print(type(convert_product_price_string_to_float))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2.上市公司定期报告爬虫"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1）用Chrome浏览器打开网页：我们给网站发了一个请求，网站跟我们返回了一系列信息，这一系列信息通过浏览器+JavaScript程序的综合作用，把页面呈现给了你\n",
    "\n",
    "2）发的请求是什么？\n",
    "\n",
    "\n",
    "（1）这个部分是网址\n",
    "\n",
    "http://query.sse.com.cn/security/stock/queryCompanyBulletin.do\n",
    "\n",
    "\n",
    "（2）这个是标志\n",
    "?\n",
    "\n",
    "（3）这后面的，是请求参数\n",
    "\n",
    "jsonCallBack=jsonpCallback84550&isPagination=true&productId=&keyWord=&securityType=0101%2C120100%2C020100%2C020200%2C120200&reportType2=&reportType=ALL&beginDate=2019-11-01&endDate=2019-11-19&pageHelp.pageSize=25&pageHelp.pageCount=50&pageHelp.pageNo=1&pageHelp.beginPage=1&pageHelp.cacheSize=1&pageHelp.endPage=5&_=1574156671185\n",
    "\n",
    "\n",
    "*思想——类比破解甲骨文\n",
    "我们可以先“人肉”解析一下\n",
    "\n",
    "\n",
    "变更一下你可以控制的选项，再次发一个query\n",
    "\n",
    "jsonCallBack=jsonpCallback64552&isPagination=true&productId=&keyWord=&securityType=0101%2C120100%2C020100%2C020200%2C120200&\n",
    "\n",
    "\n",
    "reportType2=\n",
    "\n",
    "DQBG（推测：可能是“定期报告”的首字母）\n",
    "\n",
    "&reportType=QUATER2\n",
    "\n",
    "\n",
    "\n",
    "&beginDate=2019-07-01\n",
    "\n",
    "&endDate=2019-07-30\n",
    "\n",
    "&pageHelp.pageSize=25&pageHelp.pageCount=50\n",
    "\n",
    "\n",
    "&pageHelp.pageNo=1\n",
    "\n",
    "\n",
    "&pageHelp.beginPage=1&pageHelp.cacheSize=1&pageHelp.endPage=5&_=1574174285318\n",
    "\n",
    "第二页，验证猜测\n",
    "\n",
    "jsonCallBack=jsonpCallback14505&isPagination=true&productId=&keyWord=&securityType=0101%2C120100%2C020100%2C020200%2C120200&reportType2=DQBG&reportType=QUATER2&beginDate=2019-07-01&endDate=2019-07-30&pageHelp.pageSize=25&pageHelp.pageCount=50\n",
    "\n",
    "\n",
    "\n",
    "&pageHelp.pageNo=2\n",
    "\n",
    "\n",
    "\n",
    "&pageHelp.beginPage=2&pageHelp.cacheSize=1&pageHelp.endPage=21&_=1574174285319"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "jsonCallBack: jsonpCallback72351\n",
    "isPagination: true\n",
    "productId: \n",
    "keyWord: \n",
    "securityType: 0101,120100,020100,020200,120200\n",
    "reportType2: DQBG\n",
    "reportType: QUATER2\n",
    "beginDate: 2019-07-01\n",
    "endDate: 2019-07-30\n",
    "pageHelp.pageSize: 25\n",
    "pageHelp.pageCount: 50\n",
    "pageHelp.pageNo: 1\n",
    "pageHelp.beginPage: 1\n",
    "pageHelp.cacheSize: 1\n",
    "pageHelp.endPage: 5\n",
    "_: 1574174285320\n",
    "\n",
    "\n",
    "jsonCallBack: jsonpCallback93536\n",
    "isPagination: true\n",
    "productId: \n",
    "keyWord: \n",
    "securityType: 0101,120100,020100,020200,120200\n",
    "reportType2: DQBG\n",
    "reportType: QUATER2\n",
    "beginDate: 2019-07-01\n",
    "endDate: 2019-07-30\n",
    "pageHelp.pageSize: 25\n",
    "pageHelp.pageCount: 50\n",
    "pageHelp.pageNo: 2\n",
    "pageHelp.beginPage: 2\n",
    "pageHelp.cacheSize: 1\n",
    "pageHelp.endPage: 21\n",
    "_: 1574174285321"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Referer: http://www.sse.com.cn/disclosure/listedinfo/announcement/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "当你向服务器发出请求之后，服务器会给你返回一系列的信息：\n",
    "\n",
    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    "5: {BULLETIN_HEADING: null, BULLETIN_TYPE: \"第三季度季报\", BULLETIN_YEAR: \"2019\", INDEXCLASS: null,…}\n",
    "6: {BULLETIN_HEADING: null, BULLETIN_TYPE: \"第三季度季报\", BULLETIN_YEAR: \"2019\", INDEXCLASS: null,…}\n",
    "7: {BULLETIN_HEADING: null, BULLETIN_TYPE: \"年报\", BULLETIN_YEAR: \"2018\", INDEXCLASS: null, PLAN_Date: null,…}\n",
    "8: {BULLETIN_HEADING: null, BULLETIN_TYPE: \"第三季度季报\", BULLETIN_YEAR: \"2019\", INDEXCLASS: null,…}\n",
    "9: {BULLETIN_HEADING: null, BULLETIN_TYPE: \"第三季度季报\", BULLETIN_YEAR: \"2019\", INDEXCLASS: null,…}\n",
    "10: {BULLETIN_HEADING: null, BULLETIN_TYPE: \"第三季度季报\", BULLETIN_YEAR: \"2019\", INDEXCLASS: null,…}\n",
    "secCodes: null\n",
    "securityType: \"0101,120100,020100,020200,120200\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "当走完request以及response的流程之后，就开始分析下载动作：\n",
    "\n",
    "点开定期报告连接：\n",
    "http://static.sse.com.cn/disclosure/listedinfo/announcement/c/\n",
    "\n",
    "报告发布时期\n",
    "2019-11-05/\n",
    "\n",
    "报告名字\n",
    "601595_2019_3C.pdf\n",
    "\n",
    "http://static.sse.com.cn/disclosure/listedinfo/announcement/c/  2019-11-09/  600715_2019_3A.pdf\n",
    "\n",
    "报告发布时期\n",
    "\n",
    "2019-11-09/\n",
    "\n",
    "报告名字\n",
    "600715_2019_3A.pdf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "{'beginDate': '2019-11-01', 'endDate': '2019-11-19', 'isNew': None, 'isPagination': 'true', 'jsonCallBack': 'jsonpCallback84550', 'keyWord': '', 'pageHelp': {'beginPage': 1, 'cacheSize': 1, 'data': [{'BULLETIN_HEADING': None, 'BULLETIN_TYPE': '其它', 'BULLETIN_YEAR': '2019', 'INDEXCLASS': None, 'PLAN_Date': None, 'PLAN_Year': None, 'ROWNUM': None, 'ROWNUM_': None, 'SECURITY_CODE': '600008', 'SSEDATE': '2019-11-19', 'SSEDate': None, 'SSETime': None, 'SSETimeStr': None, 'TITLE': '首创股份关于超短期融资券获中国银行间市场交易商协会注册的公告', 'URL': '/disclosure/listedinfo/announcement/c/2019-11-19/600008_20191119_1.pdf', 'author': None, 'book_Name': None, 'bulletinHeading': None, 'bulletinType': None, 'bulletin_No': None, 'bulletin_Type': None, 'bulletin_Year': None, 'category_A': None, 'category_B': None, 'category_C': None, 'category_D': None, 'chapter_No': None, 'companyAbbr': None, 'dispatch_Organ': None, 'file_Serial': None, 'finish_Time': None, 'initial_Date': None, 'isChangeFlag': None, 'journal_Issue': 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![linus.jpg](attachment:linus.jpg)"
   ]
  },
  {
   "attachments": {
    "mark.jpeg": {
     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![mark.jpeg](attachment:mark.jpeg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}