使用Seaborn Python绘制CDF +累积直方图

问题描述

有没有一种方法可以仅使用Seaborn来绘制Python中熊猫系列的CDF +累积直方图?我有以下内容:

Is there a way to plot the CDF + cumulative histogram of a Pandas Series in Python using Seaborn only? I have the following:

import numpy as np
import pandas as pd
import seaborn as sns
s = pd.Series(np.random.normal(size=1000))

我知道我可以使用s.hist(cumulative=True, normed=1)绘制累积直方图，然后我可以使用sns.kdeplot(s, cumulative=True)绘制CDF，但是我希望在Seaborn中可以做到这两者，就像用，这会同时给出kde拟合和直方图.有办法吗?

I know I can plot the cumulative histogram with s.hist(cumulative=True, normed=1), and I know I can then plot the CDF using sns.kdeplot(s, cumulative=True), but I want something that can do both in Seaborn, just like when plotting a distribution with sns.distplot(s), which gives both the kde fit and the histogram. Is there a way?

推荐答案

import numpy as np
import seaborn as sns

x = np.random.randn(200)
kwargs = {'cumulative': True}
sns.distplot(x, hist_kws=kwargs, kde_kws=kwargs)

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