如何使用 seaborn 从 pandas 系列创建水平条形图？

Question

我想使用 seaborn 水平绘制以下系列：

fruity             -0.380938
hard               -0.310382
pluribus           -0.247448
nougat              0.199375
caramel             0.213416
crispedricewafer    0.324680
peanutyalmondy      0.406192
bar                 0.429929
chocolate           0.636517
Name: winpercent, dtype: float64

我尝试了以下代码：

ax = sns.barplot(win_corr.index, win_corr.values, orient='h') # win_corr is the variable
ax.set_ylabel('Pearson')    
ax.set_xlabel('')
plt.title('Horizontal')
ax.bar_label(ax.containers[0], fmt= '%0.1f' )
plt.show()

我有以下错误：

TypeError                                 Traceback (most recent call last)
<ipython-input-59-0e19fa0939fd> in <module>()
----> 1 ax = sns.barplot(win_corr.index, win_corr.values, orient='h') # win_corr is the variable
      2 ax.set_ylabel('Pearson')
      3 ax.set_xlabel('')
      4 plt.title('Horizontal')
      5 ax.bar_label(ax.containers[0], fmt= '%0.1f' )

4 frames
/usr/local/lib/python3.7/dist-packages/seaborn/_core.py in infer_orient(x, y, orient, require_numeric)
   1336     elif str(orient).startswith("h"):
   1337         if require_numeric and x_type != "numeric":
-> 1338             raise TypeError(nonnumeric_dv_error.format("Horizontal", "x"))
   1339         return "h"
   1340 

TypeError: Horizontal orientation requires numeric `x` variable.

但是，它适用于普通条形图：

ax = sns.barplot(win_corr.index, win_corr.values)
ax.set_ylabel('pearson')    
ax.set_xlabel('Features')
plt.title('Pearson')
ax.bar_label(ax.containers[0], fmt= '%0.1f' )
plt.show()

最后一段代码的结果是：

我应该在我的代码中更改什么来创建水平条形图？提前致谢！

Answer 1

我想你只需要交换 win_corr.index 和 win_corr.values

import pandas as pd
import seaborn as sns 
import matplotlib.pyplot as plt

df = pd.DataFrame.from_dict(data = {'name': ["fruity", "hard", "pluribus", "nougat"],'win_corr': [-0.380938, -0.310382, -0.247448, 0.199375]})

ax = sns.barplot(df.win_corr.values,df.name, orient='h') 
ax.set_ylabel('Pearson')    
ax.set_xlabel('')
plt.title('Horizontal')
ax.bar_label(ax.containers[0], fmt= '%0.1f' )
plt.show()

产生这个结果：

如何使用 seaborn 从 pandas 系列创建水平条形图？

How to create horizontal barplot from pandas series using seaborn?

python

data-visualization

series

pandas

seaborn