知行编程网知行编程网  2022-05-09 01:00 知行编程网 |  隐藏边栏 |   抢沙发 |  24 
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选自TowardsDataScience

作者：Costas Andreou

机器之心编译

参与：Jamin、张倩

在读技术博客的过程中，我们会发现那些能够把知识、成果讲透的博主很多都会做动态图表。他们的图是怎么做的？难度大吗？
这篇文章就介绍了 Python 中一种简单的动态图表制作方法，这样生成的动图就可以丰富我们的PPT啦~

卧槽，还能这么玩！用Python生成动态PPT

数据暴增的年代，数据科学家、分析师在被要求对数据有更深的理解与分析的同时，还需要将结果有效地传递给他人。如何让目标听众更直观地理解？当然是将数据可视化啊，而且最好是动态可视化。

本文将以线型图、条形图和饼图为例，系统地讲解如何让你的数据图表动起来。

卧槽，还能这么玩！用Python生成动态PPT

这些动态图表是用什么做的？


接触过数据可视化的同学应该对 Python 里的 Matplotlib 库并不陌生。它是一个基于 Python 的开源数据绘图包，仅需几行代码就可以帮助开发者生成直方图、功率谱、条形图、散点图等。这个库里有个非常实用的扩展包——FuncAnimation，可以让我们的静态图表动起来。

FuncAnimation 是 Matplotlib 库中 Animation 类的一部分，后续会展示多个示例。如果是首次接触，你可以将这个函数简单地理解为一个 While 循环，不停地在 “画布” 上重新绘制目标数据图。

如何使用 FuncAnimation？


这个过程始于以下两行代码：

)

从中我们可以看到 FuncAnimation 的几个输入：

  • fig 是用来 「绘制图表」的 figure 对象；

  • chartfunc 是一个以数字为输入的函数，其含义为时间序列上的时间；

  • interval 这个更好理解，是帧之间的间隔延迟，以毫秒为单位，默认值为 200。


这是三个关键输入，当然还有更多可选输入，感兴趣的读者可查看原文档，这里不再赘述。

下一步要做的就是将数据图表参数化，从而转换为一个函数，然后将该函数时间序列中的点作为输入，设置完成后就可以正式开始了。

在开始之前依旧需要确认你是否对基本的数据可视化有所了解。也就是说，我们先要将数据进行可视化处理，再进行动态处理。

按照以下代码进行基本调用。另外，这里将采用大型流行病的传播数据作为案例数据（包括每天的死亡人数）。

df1.index = pd.to_datetime(df1.index)

绘制三种常见动态图表

绘制动态线型图

卧槽，还能这么玩！用Python生成动态PPT


如下所示，首先需要做的第一件事是定义图的各项，这些基础项设定之后就会保持不变。它们包括：创建 figure 对象，x 标和 y 标，设置线条颜色和 figure 边距等：

)

接下来设置 curve 函数，进而使用 .FuncAnimation 让它动起来：

plt.show()

动态饼状图


卧槽，还能这么玩！用Python生成动态PPT

可以观察到，其代码结构看起来与线型图并无太大差异，但依旧有细小的差别。

plt.show()

主要区别在于，动态饼状图的代码每次循环都会返回一组数值，但在线型图中返回的是我们所在点之前的整个时间序列。返回时间序列通过 df1.head(i) 来实现，而. max()则保证了我们仅获得最新的数据，因为流行病导致死亡的总数只有两种变化：维持现有数量或持续上升。

()

动态条形图


创建动态条形图的难度与上述两个案例并无太大差别。在这个案例中，作者定义了水平和垂直两种条形图，读者可以根据自己的实际需求来选择图表类型并定义变量栏。

)plt.show()

在制作完成后，存储这些动态图就非常简单了，可直接使用以下代码：

)

感兴趣的读者如想获得详细信息可参考：https://matplotlib.org/3.1.1/api/animation_api.html。

原文链接：https://towardsdatascience.com/learn-how-to-create-animated-graphs-in-python-fce780421afe



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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="widows: 1;caret-color: rgb(255, 0, 0);font-size: 14px;color: rgb(51, 51, 51);text-align: right;"><span 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-family: 楷体, 楷体_GB2312, SimKai;">点的“在看”，否则就看不到我了555</span></section></section></section></section></section></section></section>

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