Python网络爬虫并输出到excel

欢迎查看Eetal的第五篇博客–Python网络爬虫并输出到excel

Python版本与IDE

笔者用的是python3.6.5以及PyCharm不得不说，JetBrains做的IDE都很不错，无论是这款PyCharm还是IntelliJ
在形参处的名称提示太方便了

网络爬虫

笔者学java的，本次写这个爬虫纯粹为了交作业
学过java的URL类的基本都明白
所为爬虫无非就是建立一个与某个网站的连接
通过该连接获取输入流，读取网站内容
实质上就是一个socket的输入输出操作，根据http状态码以及请求头里的信息，验证是否发送完毕（一般是200），结束连接
网络爬虫

urllib模块

本次使用的爬取类库是python3.6的一个标准库
urllib不依赖任何第三方库,无需安装
通过以下代码

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req=urllib.request.Request(url,header)

可以得到一个HttpRequest对象
再通过以下代码，发出该请求并得到一个HttpResponse对象

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res=urllib.request.urlopen(req,context)

以上代码中，如果是http:开头的网站header和context都可以省略，则采用默认参数
而对于https开头的网站，因为要进行证书验证
所以要创建一个带ssl证书的context并传入

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context = ssl._create_unverified_context()

通过以下方式创建header来指定模拟爬虫的浏览器信息
并在网站支持国际化时指定语言为中文

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header = {
    'Accept': 'text/html, application/xhtml+xml, */*',
    'Accept-Language': 'zh-CN',
    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/66.0.3359.181 Safari/537.36',
    'DNT': '1',
    'Connection': 'Keep-Alive',
}

通过得到的response对象的read方法会返回页面内容的byte数组
而我们需要的是字符串
所以使用decode方法，对byte数组编码并转换成字符串
而网络传输的数据格式是json，所以使用json模块的load方法将得到的数据转换为json对象
总结以上几步，我们封装一下爬取资源的方法

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def getUrlJson(inUrl):
    req = urllib.request.Request(url=inUrl, headers=webheader)
    webPage = urllib.request.urlopen(req,context=context)
    data = webPage.read().decode('utf-8')
    data = json.loads(data)
    return data

通过调用该函数

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data = getUrlJson(Url)

这样就得到了网页的内容
有个bug，有时候爬取一些网站会提示页面中存在0x8b这个值不能编码为utf-8中的字符
笔者上网百度了很久，包括在stackOverflow上查看相关问题
发现没有真正能解决的，像（注释掉Accept-encode,不注释对压缩giz进行处理，都不能解决）
然后在PyCharm中进行运行居然又不报这个错了…
也希望知道这个bug解决方法的，联系笔者QQ1183609515，谢谢

爬取的网站

本次爬取的是选股宝这个股票网站上面所有股票的信息
作为一个股票网站，实时更新是必须的，所以肯定是个动态网站
选股宝https://xuangubao.cn/dingpan/
选股宝数据
爬取下来页面内容后，输出查看

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print(data)

结果是这个

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  <meta data-n-head="true" data-hid="description" name="description" content="选股宝，一款主打“主题投资”的A股资讯神器，每日根据用户个性化关注主题，推送最新、最快、最狠的消息，帮助第一时间抓住机会。">
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                  <span> 日 </span>
                  <span> 一 </span>
                  <span> 二 </span>
                  <span> 三 </span>
                  <span> 四 </span>
                  <span> 五 </span>
                  <span> 六 </span>
                 </div> 
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled ivu-date-picker-cells-cell-prev-month"><em>27</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-prev-month"><em>28</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-prev-month"><em>29</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-prev-month"><em>30</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-prev-month"><em>31</em></span>
                 <span class="ivu-date-picker-cells-cell"><em>1</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>2</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>3</em></span>
                 <span class="ivu-date-picker-cells-cell"><em>4</em></span>
                 <span class="ivu-date-picker-cells-cell"><em>5</em></span>
                 <span class="ivu-date-picker-cells-cell"><em>6</em></span>
                 <span class="ivu-date-picker-cells-cell"><em>7</em></span>
                 <span class="ivu-date-picker-cells-cell"><em>8</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>9</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>10</em></span>
                 <span class="ivu-date-picker-cells-cell"><em>11</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-selected ivu-date-picker-cells-cell-today"><em>12</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>13</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>14</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>15</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>16</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>17</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>18</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>19</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>20</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>21</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>22</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>23</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>24</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>25</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>26</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>27</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>28</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>29</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled"><em>30</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled ivu-date-picker-cells-cell-next-month"><em>1</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled ivu-date-picker-cells-cell-next-month"><em>2</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled ivu-date-picker-cells-cell-next-month"><em>3</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled ivu-date-picker-cells-cell-next-month"><em>4</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled ivu-date-picker-cells-cell-next-month"><em>5</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled ivu-date-picker-cells-cell-next-month"><em>6</em></span>
                 <span class="ivu-date-picker-cells-cell ivu-date-picker-cells-cell-disabled ivu-date-picker-cells-cell-next-month"><em>7</em></span>
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            涨跌对比
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            涨跌停对比
            <span id="fluctuation-title-number" data-v-3bde4c92>0 : 0</span>
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           <div id="limit-label" data-v-3bde4c92>
            <p data-v-3bde4c92></p>
            <p data-v-3bde4c92>0</p>
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           <div id="behavior_kline-title" data-v-b41f1032>
            昨日涨停今日表现
            <span id="behavior_kline-title-number" data-v-b41f1032>0%</span>
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           <div id="behavior_kline-label" data-v-b41f1032>
            <p data-v-b41f1032>0.00%</p>
            <p data-v-b41f1032>0.00%</p>
            <p data-v-b41f1032>0.00%</p>
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            封板未遂（炸板率：
            <span id="behavior_kline-title-number" data-v-dc69ee62>0%</span>）
           </div>
           <div id="raise_incompleted_kline-label" data-v-dc69ee62>
            <p data-v-dc69ee62>0</p>
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与我们在浏览器里看到的页面不同，body中只有空标签
这是因为选股宝为了实时更新页面数据
内容都是通过js定时器定时发送ajax请求以后渲染数据到页面中

分析网站

在浏览器中打开开发者模式(F12)查看刚刚爬取的网站的网络请求数据
发现有这个请求
getIds
这个url获取到的是所有的股票id
还有另一个重要的url
getInfo
这个url可以根据id获取到对应的股票信息
根据这个:

获取所有股票id

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queryProdCodeUrl='https://wows-api.wallstreetcn.com/v3/aioria/plates/summary/field?ids=all&fields=plate_id,stocks'
prodData = getUrlJson(queryProdCodeUrl)

根据id获取股票信息

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queryInfoUrl='https://wows-api.wallstreetcn.com/real?fields=prod_name,px_change,last_px,px_change_rate,trade_status,circulation_value,pe_rate,market_value,turnover_ratio'
total=0
for item in prodData['data']['items']:
    for iitem in prodData['data']['items'][item][1]['items']:
        total=total+1
        infoUrl = queryInfoUrl + '&en_prod_code=' + iitem[0]
        snapshot = getUrlJson(infoUrl)['data']['snapshot']
        snapshot = zip(snapshot['fields'],snapshot[iitem[0]])
        for info in snapshot:
            print(info[0],':',info[1],end='     ')
print('total:',total)

至此，就完成了爬区全股宝上的股票信息并输出

输出到Excel

这里要用到第三方的库
xlwt
这是一个python向excel文件输出内容的库，不依赖其他第三方库
安装后
使用命令

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xls = xlwt.Workbook()
sheet = xls.add_sheet('sample')

就创建了一个包含一个sample名字的sheet的xls文件对象
使用命令

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sheet.write(row, col, data)

就可以将data的内容输出到该对象的row行从来列的格子
最后调用命令

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xls.save(yourSavePath)

就可以把xls文件输出到给定目录
综上，我们只需要
在原有代码里修改下

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total=0
xls = xlwt.Workbook()
sheet = xls.add_sheet('sample')

for item in prodData['data']['items']:
    for iitem in prodData['data']['items'][item][1]['items']:
        total=total+1
        infoUrl = queryInfoUrl + '&en_prod_code=' + iitem[0]
        snapshot = getUrlJson(infoUrl)['data']['snapshot']
        snapshot = zip(snapshot['fields'],snapshot[iitem[0]])
        col=0
        for info in snapshot:
            #print(info[0],':',info[1],end='     ')
            sheet.write(total, col, info[1])
            col=col+1
infoUrl = queryInfoUrl + '&en_prod_code=' + iitem[0]
snapshot = getUrlJson(infoUrl)['data']['snapshot']
snapshot = zip(snapshot['fields'],snapshot[iitem[0]])
col=0
for info in snapshot:
    sheet.write(0, col, info[0])
    col=col+1
xls.save(yourSavePath)

最后一段代码是把每个field的名字写入excel的第一行
最终查看目录文件
excel图片
excel结果
去除第一行的field名称
总共12924条股票信息
运行时间差不多一小时，才输出完毕

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