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熬了一夜！双十一来了，为了帮女友买手机！我分析了上千部手机！


都说码农不容易，白天写程序员，晚上熬夜加班，有的时候项目忙的连陪女友的时间都没有！我容易吗～～。
这不双十一来了，毕竟全年最优惠的时刻，大家都不想错过。小编也想帮女友更换一部手机，因此就想着快速的从众多的手机中挑选出合适的手机。
为了女友拼了！于是熬了一夜，看我如何从上千部手机中获取到信息并进行简单的信息评分，得到自己最满意的几部手机。

熬了一夜！双十一来了，为了帮女友买手机！我分析了上千部手机！

首先我们抓取到的是苏宁平台的手机信息，一共有2700+条手机信息。包括了手机的价格，名字，好评率、总评价数目和晒图评价数目和网页地址等信息。

通过数据清洗，将类别型中含有数值变量缺失值的行删除，并将其转化为数值型变量。对于非数值型变量信息，我们不做处理。

熬了一夜！双十一来了，为了帮女友买手机！我分析了上千部手机！



01.价格分布信息

对于手机来说，价格是一个重要的信息标签，小编按照0到1000、1000-2000、2000-3000、3000-5000和5000+分为了5类。

熬了一夜！双十一来了，为了帮女友买手机！我分析了上千部手机！

  • 可以看出，在所有的销售手机当中，价格在0-2000的手机类别是最多的，超过了全部手机的一半；

  • 这类别中，价格在1000-2000的手机销售类别数量是最多的。价格在5000+的销售类别数是最少的；

  • 对于大多数厂家，低端机制作技术更容易掌握，低端机更具有性价比；

  • 而高端手机需要配合精湛的技术和工艺，而且主打旗舰品牌，因此，销售的手机类别自然少一些。


02.不同价格下，手机的销售量

接下来我们来看一下，不同价格区间下的手机的销售量。这里的话，由于商品信息中，没有给出明确的销售数量。所以小编用总的评价数量来代替销售量。

熬了一夜！双十一来了，为了帮女友买手机！我分析了上千部手机！

可以看到虽然2000价位的手机类别数量占据了第一位，但是在购买销售数量上，3000-5000和5000+的手机占据了上风。日益增长的物质水平，让大家越来越有钱买价格更高的手机。



03.不同品牌手机类别

那对于不同的手机类别，他们的手机类别如何呢？

熬了一夜！双十一来了，为了帮女友买手机！我分析了上千部手机！

在手机销售类别中，华为手机销售类别是最多的，紧随其后的是小米和苹果。而上述的五家公司的手机销售类别，已经占到了整个市场的73.22%，这也比较符合当下我国的手机市场现状。


熬了一夜！双十一来了，为了帮女友买手机！我分析了上千部手机！



04.简单的手机挑选
经过了简单的数据分析后，接下来就是手机的挑选了。女友的要求很简单，价格在2000-3000之间的，品牌不做要求。在这个状况下，可以根据手机价格在2000-3000之间的进行筛选，然后根据手机的好评率、总评价数、带图评价率、手机价格和带图评价率/总评价数这五个特征来进行带权重的评分，并按照评分进行手机的挑选。

熬了一夜！双十一来了，为了帮女友买手机！我分析了上千部手机！

上图中，每个特征都有一个权重，权重是根据自己的喜好来进行设定。将最终的结果进行相加得到我们的最终值。首先，对于每个特征，我们需要进行归一化处理，防止不同特征的数量级不同而带来的偏差，然后我们设置每个特征的权重，然后将结果相加，得到最终的结果。

熬了一夜！双十一来了，为了帮女友买手机！我分析了上千部手机！


一顿操作猛如虎，对于五个特征进行归一化处理，然后根据权重来计算总的得分，得分结果如程序上方图所示。最后从几千个手机里面挑选出华为的Nova5，小米的红米K30。

熬了一夜！双十一来了，为了帮女友买手机！我分析了上千部手机！

熬了一夜！双十一来了，为了帮女友买手机！我分析了上千部手机！

熬了一夜！双十一来了，为了帮女友买手机！我分析了上千部手机！


以上就是小编熬了一夜，分析出来的结果，今天准备下单了。大家觉得买那个更好，欢迎留言区给小编吱一招，记得三连哈！


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146, 214); text-align: center; letter-spacing: 1.5px; background-image: url('https://www.zkxjob.com/wp-content/uploads/2022/05/wxsync-2022-05-a2a8a5e1e58f30392066a170034ee027.png'); background-size: 100% 100%; background-repeat: no-repeat; overflow-wrap: break-word !important;" 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="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;">点这里，获取一大波福利</span></section></section></section></section></section></section></section>

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