不过好在会Python，将淘宝上的月饼商品都爬取了下来，并进行可视化分析，从而你看看哪款月饼是最合适的。
01
数据采集
数据采集是数据可视化分析的第一步，也是最基础的一步，数据采集的数量和质量越高，后面分析的准确的也就越高，我们来看一下淘宝网的数据该如何爬取。
淘宝网站是一个动态加载的网站，我们之前可以采用解析接口或者用Selenium自动化测试工具来爬取数据，但是现在淘宝对接口进行了加密，使我们很难分析出来其中的规律，同时淘宝也对Selenium进行了反爬限制，所以我们要换种思路来进行数据获取。
打开开发者模式，开始对网页进行观察后发现，淘宝商品的数据竟然在源网页中以注释的方式存储着。
已经发现了数据存储的位置和方式，那我们可以直接构建爬虫了，部分代码如下：
02
数据清洗
数据采集后，要对其进行清洗，剔除脏数据，有助于提高分析的准确性。
01
导入商品数据
用pandas读取爬取后的商品数据并预览。
print(df.head())
02
删除重复数据
03
查看数据类型
查看字段类型和缺失值情况，符合分析需要，无需另做处理。
df.info()
03
可视化分析
我们来对这1166家月饼商品数据进行可视化分析。可视化图是由Python、Tableau和Excel共同绘制而来。
01
在售月饼的特点
通过对月饼的商品名称进行词云图绘制，发现蛋黄、广式、五仁、莲蓉、豆沙味的月饼售卖较多，同时淘宝上售卖的月饼大多是用来给人们送礼的。
制作代码如下：
02
各省产量分布图
通过对各商品的产地数据进行统计并绘制了全国地图，我们发现广东、浙江和北京这三个地方生产月饼最多，分别是312家、221家和131家。
制作代码如下：
我们进一步对广东省的产地数据进行分析发现，广州的月饼商家最多，占全省的40%。
03
月饼价格区间分布
我们对月饼价格以100为分点，进行可视化后发现，价格在100以内的月饼商品最多，有478家，其次是价格在100-200之间的，有399家。看来月饼的价格还是相对便宜的~
04
月饼月销量top20商家
我们发现月饼销量top20的商店都是旗舰店，看来大家在网上购买食品类商品时还是喜欢去官方的店铺进行购买。其中稻香村食品店的月饼销量最高，一会去这家看看。
看完月销量，在来看看月销额。我们发现美心官方旗舰店的月销额很高，但是它的月销量很低，看来它的月饼商品价格略高。
05
入手的月饼
经过以上的分析和对宝贝的评价、好评率等数据进行综合考虑之后，最终选择购买这款月饼来送给长辈。
<pre data-darkmode-bgcolor="rgb(36, 36, 36)" data-style="background-color: rgb(255, 255, 255); color: rgba(230, 230, 230, 0.9); letter-spacing: 0.544px; text-size-adjust: auto; font-size: 16px; text-align: center; word-spacing: 1.6px;" data-darkmode-color="rgba(230, 230, 230, 0.9)" data-darkmode-original-color="rgba(230, 230, 230, 0.9)" data-darkmode-original-bgcolor="rgb(255, 255, 255)" data-darkmode-bgcolor-15862411819306="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15862411819306="rgb(255, 255, 255)" data-darkmode-color-15862411819306="rgba(230, 230, 230, 0.9)" data-darkmode-original-color-15862411819306="rgba(230, 230, 230, 0.9)" data-darkmode-bgcolor-15862671987026="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15862671987026="rgb(255, 255, 255)" data-darkmode-color-15862671987026="rgba(230, 230, 230, 0.9)" data-darkmode-original-color-15862671987026="rgba(230, 230, 230, 0.9)" data-darkmode-bgcolor-15864118999603="rgb(36, 36, 36)" 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text-align: center; letter-spacing: 1.5px; background-image: url('https://www.zkxjob.com/wp-content/uploads/2022/07/wxsync-2022-07-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, 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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;outline: 0px;max-width: 100%;width: 20px;box-sizing: border-box !important;overflow-wrap: break-word !important;"></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="outline: 0px;max-width: 100%;font-size: 14px;color: rgb(51, 51, 51);text-align: left;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="outline: 0px;max-width: 100%;font-family: 楷体, 楷体_GB2312, SimKai;white-space: pre-wrap;font-size: 12px;box-sizing: border-box !important;overflow-wrap: break-word !important;">点阅读原文,领AI全套资料</span><span style="font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans 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