Python - 从 Pandas 数据创建单个水平堆积条形图? [英] Python - Create a single horizontal stacked bar chart from Pandas data?
问题描述
我希望创建一个单独的水平堆积条形图来替代饼图来显示百分比.
I'm looking to create a single horizontal stacked bar chart as an alternative to a pie chart to show percentages.
我很确定 plot.barh 会完成这项工作(它在我拥有的另一段代码中创建了多个堆叠条).但在这里它不会堆叠酒吧.我该如何解决?
I'm pretty sure plot.barh will do the job (it creates multiple stacked bars in another piece of code I have). But here it doesn't stack the bars. How do I fix it?
import pandas as pd
import matplotlib.pyplot as plt
data=pd.DataFrame(data={"R1":["Yes","Yes","Yes","No","No"]})
freq = data["R1"].value_counts(normalize=True)*100
fig,ax = plt.subplots()
freq.plot.barh(ax=ax,stacked=True)
推荐答案
堆叠意味着将多个系列的一个数据帧相互叠加,从而使它们的值累加.
您只有一个系列,有两个值,因此绘制在一个条形系列中.
Stacking means putting several series of one dataframe on top of each other, so their values cumulate.
You have a single series only, with two values, which consequently are plotted in one bar series.
您可以从系列中制作一个DataFrame,对其进行转换,以使 Yes
和 No
是两列,每个列都有一个值,然后按照尝试的方式进行绘制:
You could make a DataFrame out of your series, transform it so that Yes
and No
are two columns with one value each and then plot it the way you tried:
freq.to_frame().T.plot.barh(stacked=True)
检查差异:
freq
# Yes 60.0
# No 40.0
# Name: R1, dtype: float64
freq.to_frame().T
# Yes No
# R1 60.0 40.0
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