知行编程网知行编程网  2022-05-26 04:00 知行编程网 隐藏边栏 |   抢沙发  4 
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疫情之下,2020求职有多难!我用Python分析了960家倒闭的公司,告诉你到底有多难


今年受到疫情和经济下行的双重压力,找工作变得也是愈发的困难,一方面是找工作的人更多了,而另一方面,也是主要的方面,很多公司因为疫情的影响而倒闭。

为了更好的让大家了解今年找工作的形式,小编带领大家来看一下2020年因为疫情而倒下的企业。也让大家在找工作时有一个更好的更明确的方向。

疫情之下,2020求职有多难!我用Python分析了960家倒闭的公司,告诉你到底有多难



01.
数据抓取


小编抓取的是IT桔子提供的企业信息,爬取了从2020年起始至今,所有死亡公司的信息。包括了公司名称,公司存活时间还有死亡时间,公司主营方向等等信息。
爬虫的程序主要利用的是selenium库进行抓取,主要的爬虫程序如下图所示:

疫情之下,2020求职有多难!我用Python分析了960家倒闭的公司,告诉你到底有多难


上述程序中,首先找到公司的信息内容(deadCom),然后循环提取公司的名称,公司存活时间等信息,最后,将抓取到的信息保存到本地的csv文件中即可。然后点击下一页,继续进行相同的爬取操作。

最终,小编爬取到了2020年至今的倒闭的960家公司的信息,下面我们来看一下这些公司的一些特性吧。



02.

数据分析


公司的的生存周期

首先,对于一家公司而言,生存时间的长短反映了一个公司生命力。我们首先将数据中的字符串转化成以“月”为单位的整型变量。程序如下所示:


疫情之下,2020求职有多难!我用Python分析了960家倒闭的公司,告诉你到底有多难


程序中,首先匹配年和月,然后转化为整型,并取变量名为“livetimeMonth"。接着,根据livetimeMonth来统计不同生存时间段下公司的数量,如下图所示:

疫情之下,2020求职有多难!我用Python分析了960家倒闭的公司,告诉你到底有多难


上图可以看出,生存期在4.5年以下的公司占到了绝大多数。可见,一个公司能长久发展是多么的不容易。另一方面也体现了存活时间长的公司更能抵抗不利的因素。

融资情况
公司是否能生存的重要因素还在于融资的情况,我们可以根据公司的融资的角度,来看一下死亡公司。

疫情之下,2020求职有多难!我用Python分析了960家倒闭的公司,告诉你到底有多难


公司是否能生存的重要因素还在于融资的情况,我们可以根据公司的融资的角度,来看一下死亡公司。

疫情之下,2020求职有多难!我用Python分析了960家倒闭的公司,告诉你到底有多难

可以看到,没有获得融资的死亡公司占到了76.08%的比例,而融资越好的公司,其死亡的数量也不断的下降。因此,在找工作的时候,公司融资的能力也是一个重要的评估指标。


最容易死亡的公司类型

那哪一些方向的公司最容易死亡呢,小编按照死亡公司的主营类别方向,进行分类,并按照其数量制作了如下的词云图。

疫情之下,2020求职有多难!我用Python分析了960家倒闭的公司,告诉你到底有多难

可以看到,金融,企业服务和电子商务这些方向的公司”死亡“的数目是最高的,而像是农业,工业物流等基础产业,抵抗风险的能力是比较强大的。


哪些地区是高发

最后,我们来看一下,哪些省市”死亡“公司的数目是最多的。

疫情之下,2020求职有多难!我用Python分析了960家倒闭的公司,告诉你到底有多难

可以看到,死亡公司中在北京的数量是远远超过其他的省市的,其次,沿海城市”死亡“公司的数量也是高于内陆。
以上就是小编今天带领大家针对于2020年倒闭死亡公司的记录,那可以看出,大家找工作,需要注意的点是:
  • 公司的生存时间,时间长的公司表明公司实力雄厚;
  • 还有就是融资的能力,能够得到融资,公司就有生存下去的动力;
  • 大家找工作可以偏向实体的业务,能真正做出东西来的公司,才是发展的硬道理;


希望大家能够从今天的学习中,获取到知识,同时对大家的找工作也有一些启发。凡事也有两面性。稳定的公司虽然可靠但是薪资涨幅不会太大,创业型的公司虽然不稳定,但是一旦成功收入几十倍的增长。

鱼和熊掌不可兼得,适合自己也许才是最好的,也欢迎今年有找工作的同学在留言区吐槽一下。
同学你怎么看~~


疫情之下,2020求职有多难!我用Python分析了960家倒闭的公司,告诉你到底有多难



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疫情之下,2020求职有多难!我用Python分析了960家倒闭的公司,告诉你到底有多难

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data-darkmode-bgcolor-15882384789136="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882384789136="rgb(255, 255, 255)" data-darkmode-color-15882384789136="rgb(230, 230, 230)" data-darkmode-original-color-15882384789136="rgb(0, 0, 0)" data-darkmode-bgimage-15882384789136="1" data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882396318564="rgb(255, 255, 255)" data-darkmode-color-15882396318564="rgb(230, 230, 230)" data-darkmode-original-color-15882396318564="rgb(0, 0, 0)" data-darkmode-bgimage-15882396318564="1" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(230, 230, 230)" data-darkmode-original-color-15900529136199="rgb(0, 0, 0)" data-darkmode-bgimage-15900529136199="1" class="js_darkmode__bg__0 js_darkmode__8" style="padding: 18px 15px 20px 10px;background-size: 100% 100%;background-image: url('https://www.zkxjob.com/wp-content/uploads/2022/05/wxsync-2022-05-a2a8a5e1e58f30392066a170034ee027.png');color: rgb(86, 146, 214);letter-spacing: 1.5px;background-repeat: no-repeat;"><section data-darkmode-bgcolor-15860613985508="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15860613985508="rgb(255, 255, 255)" data-darkmode-color-15860613985508="rgb(230, 230, 230)" data-darkmode-original-color-15860613985508="rgb(0, 0, 0)" data-darkmode-bgimage-15860613985508="1" data-darkmode-bgcolor-15870356070738="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356070738="rgb(255, 255, 255)" data-darkmode-color-15870356070738="rgb(230, 230, 230)" data-darkmode-original-color-15870356070738="rgb(0, 0, 0)" data-darkmode-bgimage-15870356070738="1" data-darkmode-bgcolor-15870356071023="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356071023="rgb(255, 255, 255)" data-darkmode-color-15870356071023="rgb(230, 230, 230)" data-darkmode-original-color-15870356071023="rgb(0, 0, 0)" data-darkmode-bgimage-15870356071023="1" data-darkmode-bgcolor-15882384789136="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882384789136="rgb(255, 255, 255)" data-darkmode-color-15882384789136="rgb(230, 230, 230)" data-darkmode-original-color-15882384789136="rgb(0, 0, 0)" data-darkmode-bgimage-15882384789136="1" data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882396318564="rgb(255, 255, 255)" data-darkmode-color-15882396318564="rgb(230, 230, 230)" data-darkmode-original-color-15882396318564="rgb(0, 0, 0)" data-darkmode-bgimage-15882396318564="1" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(230, 230, 230)" data-darkmode-original-color-15900529136199="rgb(0, 0, 0)" data-darkmode-bgimage-15900529136199="1" style="display: flex;justify-content: center;align-items: center;"><section data-darkmode-bgcolor-15860613985508="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15860613985508="rgb(255, 255, 255)" data-darkmode-color-15860613985508="rgb(230, 230, 230)" data-darkmode-original-color-15860613985508="rgb(0, 0, 0)" data-darkmode-bgimage-15860613985508="1" data-darkmode-bgcolor-15870356070738="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356070738="rgb(255, 255, 255)" data-darkmode-color-15870356070738="rgb(230, 230, 230)" data-darkmode-original-color-15870356070738="rgb(0, 0, 0)" data-darkmode-bgimage-15870356070738="1" data-darkmode-bgcolor-15870356071023="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356071023="rgb(255, 255, 255)" data-darkmode-color-15870356071023="rgb(230, 230, 230)" data-darkmode-original-color-15870356071023="rgb(0, 0, 0)" data-darkmode-bgimage-15870356071023="1" data-darkmode-bgcolor-15882384789136="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882384789136="rgb(255, 255, 255)" data-darkmode-color-15882384789136="rgb(230, 230, 230)" data-darkmode-original-color-15882384789136="rgb(0, 0, 0)" data-darkmode-bgimage-15882384789136="1" data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882396318564="rgb(255, 255, 255)" data-darkmode-color-15882396318564="rgb(230, 230, 230)" data-darkmode-original-color-15882396318564="rgb(0, 0, 0)" data-darkmode-bgimage-15882396318564="1" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(230, 230, 230)" data-darkmode-original-color-15900529136199="rgb(0, 0, 0)" data-darkmode-bgimage-15900529136199="1" style="margin-left: 2px;width: 20px;"></section><section data-brushtype="text" data-darkmode-bgcolor-15860613985508="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15860613985508="rgb(255, 255, 255)" data-darkmode-color-15860613985508="rgb(51, 51, 51)" data-darkmode-original-color-15860613985508="rgb(51, 51, 51)" data-darkmode-bgimage-15860613985508="1" data-darkmode-bgcolor-15870356070738="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356070738="rgb(255, 255, 255)" data-darkmode-color-15870356070738="rgb(51, 51, 51)" data-darkmode-original-color-15870356070738="rgb(51, 51, 51)" data-darkmode-bgimage-15870356070738="1" data-darkmode-bgcolor-15870356071023="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356071023="rgb(255, 255, 255)" data-darkmode-color-15870356071023="rgb(51, 51, 51)" data-darkmode-original-color-15870356071023="rgb(51, 51, 51)" data-darkmode-bgimage-15870356071023="1" data-darkmode-bgcolor-15882384789136="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882384789136="rgb(255, 255, 255)" data-darkmode-color-15882384789136="rgb(51, 51, 51)" data-darkmode-original-color-15882384789136="rgb(51, 51, 51)" data-darkmode-bgimage-15882384789136="1" data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882396318564="rgb(255, 255, 255)" data-darkmode-color-15882396318564="rgb(51, 51, 51)" data-darkmode-original-color-15882396318564="rgb(51, 51, 51)" data-darkmode-bgimage-15882396318564="1" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(51, 51, 51)" data-darkmode-original-color-15900529136199="rgb(51, 51, 51)" data-darkmode-bgimage-15900529136199="1" style="font-size: 14px;color: rgb(51, 51, 51);text-align: left;"><span style="font-family: 楷体, 楷体_GB2312, SimKai;font-size: 14px;">点这里,获取新手福利</span></section><p><br  /></p></section></section></section></section></section></section>

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