知行编程网知行编程网  2022-06-06 01:00 知行编程网 |  隐藏边栏 |   抢沙发 |  3 
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再见Matplotlib！我用这款Python神器了！

<blockquote class="js_blockquote_wrap" data-type="2" data-url="" data-author-name="" data-content-utf8-length="17" data-source-title=""><section class="js_blockquote_digest"><p style="text-align: left;"><span style="font-size: 13px;">来自：菜鸟编程大本营<br  />作者：菜鸟大叔</span></p></section></blockquote>
对于Python的可视化工具，大家都或多或少的接触和使用过，像是大家熟知的matplotlib、Seaborn等库，以及之前小编为大家推荐的Plotly库。

今天，小编将为大家介绍一个新的专门为python编写的可视化神器，该库专注于对于数据信息的探索，非常适合数据分析方向的小伙伴来使用，一起来看看吧。


 1 

如何安装


对于Altair库的安装，非常的方便，大家只需要通过pip install Altair即可完成安装。接着就可以在我们的程序中进行使用了。

Altair也提供了主页，方便大家进行系统的学习。主页的地址为：https://altair-viz.github.io/。

再见Matplotlib！我用这款Python神器了！


 2 

常用API介绍


1).常用API介绍
下面我们来针对Altair中常用的API来做个简单的介绍吧，首先是散点图的绘制。我们利用的数据如下所示。

再见Matplotlib！我用这款Python神器了！


2).散点图
散点图是经常用的一种图形，看数据的分布密集程度经常用它。来看一下它的程序和可视化结果如下图所示：

再见Matplotlib！我用这款Python神器了！

上述的程序中，首先Altair调用了Chart类，然后在chart图表中根据我们传入的cars数据，创建散点图，其中x坐标是Horsepower，而纵坐标是Miles_per_Gallon。可视化的图表中，还提供了可以直接下载的链接，我们可以选择保存图片，或者是在Vega在线编辑器中进行图片的编辑。


3).柱状图的操作
柱状图经常用来进行对比分析，非常直观。看一下它的程序和可视化结果如下图所示:

再见Matplotlib！我用这款Python神器了！

上图的程序中，在进行x轴数据的处理时，Altair选择了Miles_per_Gallon进行处理，其中的bin参数是通过创建的BinParams对象来建立，其中maxbins参数的意思是最多创建10个条形柱。而通过不同的原产地，可以很清楚的分辨出不同原产地的汽车耗油数量分布。
同时，上述程序可以看出，Altair不需要其他库的支持，就可以创建出柱状图。如果大家想要按照不同的原产地，创建出不同的柱状图时，可以利用下面的程序来进行创建。

再见Matplotlib！我用这款Python神器了！

相比于上面的程序，这里的程序仅仅多添加了column='Origin'这一句程序而已。是不是非常简洁，比起matplotlib的用法要简单多了，而且图片还非常漂亮！


 3 

最牛的交互功能

除了数据的可视化之外，Altair还提供了交互的功能，例如下方程序中，程序提供了让用户选择区域，并进行数量统计的功能。

再见Matplotlib！我用这款Python神器了！

其动态交互的可视化功能如下所示：


上图中可以看出，通过不断的选择区域，程序会自动的帮助我们计算选择的区域中，不同类别的数量，并通过下方的横向柱状图直观的展现出来，这项功能可以更加方便的帮助我们理解不同范围下的数据分布差异，在数据分析中有很大的帮助。



 4 

实战操作


为了更好的将Altair与我们的实际相结合，这里我运用之前发表文章中的抓取到的《青春有你》中，108位小姐姐的信息，来看一下如何运用Altair来做一个直观的可视化。


再见Matplotlib！我用这款Python神器了！


先来回顾一下108位小姐姐的数据信息：

再见Matplotlib！我用这款Python神器了！


然后，我们利用Altair来做一个交互式的可视化，程序如下所示：

再见Matplotlib！我用这款Python神器了！

上图程序中，根据读入数据中，小姐姐们的身高和体重来创建横纵坐标，根据小姐姐们的年龄来区别颜色，创建一个点图。然后创建一个柱状图与上面的点图产生联动。其效果如下图所示:

再见Matplotlib！我用这款Python神器了！

可以看到，通过交互来划定不同的区域时，下方的柱状图会显示出所选择区域中不同年龄数量的分布，可以看出：

  • 在左上方的分布中，也即身高较高，体重较小的分布中，年龄在24岁的小姐姐分布最多；

  • 而在右上角，也即体重和身高都较突出的区域中，年龄在21岁的小姐姐占据绝大多数；

通过这样的直观交互，可以让我们从数据中更加直观的获取到我们想要获取得到的信息。


 5

总结


以上就是小编带给大家关于Altair的分享，Altair相比于其他的可视化神器，具有强大的交互功能，能够更加帮助使用者窥探到数据中的信息，大家也赶快安装Altair来进行交互体验吧。



再见Matplotlib！我用这款Python神器了！
最后给大家免费分享入门Python的最强三件套：《ThinkPython》、《简明Python教程》、《Python进阶》的PDF电子版。如果你是刚入门的小白，不用想了，这是最好的学习教材。
现在免费分享出来，有需要的读者可以下载学习，在下面的 菜鸟编程大本营 里回复关键字：Python，就行。


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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/2022/06/wxsync-2022-06-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: 15px;">点这里，获取新手福利</span></section><p><br  /></p></section></section></section></section></section></section>

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