在后台回复[粽子]即可获得数据集。
01
数据采集
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。
因为篇幅问题，数据采集的方式在这里就不在过多的讲解，有兴趣的小伙伴可以看看这篇文章用Requests+Cookie，轻松获取淘宝商品数据！，它详细的介绍了淘宝商品数据的获取方式，我们这里只展示核心代码：
02
数据清洗
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
数据可视化
我们来对这1959家粽子的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
在售的粽子的特点
通过对粽子的商品名称进行词云图绘制发现，粽子主要是在端午节被用来团购或者当做礼物送人的，味道主要有蛋黄和鲜肉~
代码如下：
02
各省市产量分布图
通过对各商品的产地数据进行统计并绘制了全国地图，我们发现浙江、上海和北京这三个地方生产粽子最多，分别是752家、325家和216家。
代码如下：
我们对这浙江省的数据进行更一步的分析发现：福建省的大裤衩主产地在嘉兴，占据全省产量的69.5%，这也说明了为什么词云图中嘉兴占比很高。
03
各价位商品数量图
通过对商品价格进行分可视化，我们可以看出100以下价位的粽子占据市场的50%左右，100以上的粽子也很多，可能很多是当礼物送了，所以价格略高也属正常。
04
粽子月销量top20商家
我们发现销量top20的商店基本上都是旗舰店，其中大部分是五芳斋官方旗舰店，看来这家的粽子十分受大众喜爱，估计每月销售量要近百万了，所以打算去五芳斋购买粽子来尝尝~
04
小结
本文仅供学习研究使用，提供的评论仅供参考。如有不妥之处请及时告知作者。
<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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!important;"><p style="max-width: 100%;min-height: 1em;font-family: -apple-system, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;text-align: left;box-sizing: border-box !important;overflow-wrap: break-word !important;"><img class="__bg_gif" data-ratio="0.08658008658008658" data-type="gif" data-w="462" data-width="100%" style="color: rgb(0, 0, 0);font-family: Optima-Regular, Optima, PingFangSC-light, PingFangTC-light, "PingFang SC", Cambria, Cochin, Georgia, Times, "Times New Roman", serif;display: block;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible !important;width: 578px !important;" src="https://www.zkxjob.com/wp-content/uploads/2022/07/wxsync-2022-07-ae45c8833e6e59cceba3c2fda2df37d1.gif" /></p><p style="max-width: 100%;min-height: 1em;font-family: -apple-system, BlinkMacSystemFont, 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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;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="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="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,领廖雪峰视频资料！</span><span style="font-size: 16px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;text-align: justify;"></span></section></section></section></section></section></section></section>本篇文章来源于: 菜鸟学Python
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