前段时间学习了梁斌老师的数据分析(升级版)第三讲<探索性数据分析及数据可视化>,由于之前一直比较忙没有来得及总结,趁今天是周末有点闲暇时间,整理一下笔记:

什么是seaborn

Seaborn是一种基于matplotlib的Python绘图工具库。它提供了一种高度交互式界面,便于用户能够做出各种有吸引力的,信息量大的统计图表。

在大多数情况下使用seaborn就能做出很具有吸引力的图,而使用matplotlib就能制作具有更多特色的图。应该把Seaborn视为matplotlib的补充,而不是替代物。同时它能高度兼容numpy与pandas数据结构以及scipy与statsmodels等统计模式的可视化。

特点:

  • 多个内置主题及颜色主题
  • 可视化单一变量,二位变量用于比较数据
  • 可视化线性回归模型中的独立变量及不独立变量
  • 可视化矩阵数据, 通过聚类算法探究矩阵间的结构
  • 可视化时间序列数据及不确定性的展示
  • 可在分割区域制图,用于复杂的可视化

安装

pip install seaborn

如果是在Anaconda环境下,打开Anaconda prompt:

conda install seaborn

数据集分布可视化

  1 单变量分布                                              seaborn.distplot(abins=Nonehist=Truekde=Truerug=Falsefit=Nonehist_kws=Nonekde_kws=Nonerug_kws=Nonefit_kws=Nonecolor=Nonevertical=Falsenorm_his    t=Falseaxlabel=Nonelabel=Noneax=None)

a : series或一维数组或列表类型的数据

bins :设置矩形条的数量

hist :控制是否显示条形图

kde :控制是否显示核密度估计图

rug :控制是否显示观测的小细条(边际毛毯)

fit :控制拟合的参数分布图形

vertical : 显示正交控制

import numpy as np
import pandas as pd
from scipy import stats
import matplotlib.pyplot as plt
import seaborn as sns //注意:一旦导入了seaborn,matplotlib的默认作图风格就会被覆盖成seaborn的格式
sns.set_style("dark") #设置背景色为黑色
%matplotlib inline
// 准备数据
x1 = np.random.normal(size = 1000)
x2 = np.random.randint(0, 50, 200)

     直方图

sns.distplot(x1, bins=20, kde=True,rug=True)  

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" alt="" width="382" height="252" />

    核密度估计(核密度估计是在概率论中用来估计未知的密度函数,属于非参数检验方法之一。)

sns.distplot(x2, hist=False, rug=True)

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" alt="" width="388" height="252" />

sns.kdeplot(x2, shade=True)  //shade控制阴影
sns.rugplot(x2)

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" alt="" width="388" height="252" />

    拟合参数分布

x = np.random.gamma(6, size=200)#生成gamma分布的数据
sns.distplot(x, kde=False, fit=stats.gamma);#fit拟合

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" alt="" width="388" height="252" />

  2 双变量分布 

// 准备数据
df1 = pd.DataFrame({"x": np.random.randn(200),
"y": np.random.randn(200)}) df2 = pd.DataFrame({"x": np.random.randn(200),
"y": np.random.randint(0, 100, 200)})

    散布图

sns.jointplot(x="x", y="y", data=df1)

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" alt="" width="423" height="424" />

    二维直方图

sns.jointplot(x="x", y="y", data=df_obj1, kind="hex")

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" alt="" width="423" height="424" />

  核密度估计

sns.jointplot(x="x", y="y", data=df_obj1, kind="kde")

aaarticlea/png;base64,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" alt="" width="423" height="424" />

  3 数据集中变量间关系可视化 

  seaborn可以一次性两两组合多个变量做出多个对比图,有n个变量,就会做出一个n × n个格子的图,譬如有2个变量,就会产生4个格子,每个格子就是两个变量之间的对比图

  1. var1  vs  var1
  2. var1  vs  var2
  3. var2  vs  var1
  4. var2  vs  var2

  相同的两个变量之间(var1  vs  var1 和 var2  vs  var2)以直方图展示,不同的变量则以散点图展示(var1  vs  var2 和var2  vs  var1)

  要注意的是数据中不能有NaN(缺失的数据),否则会报错

dataset = sns.load_dataset("tips")
sns.pairplot(dataset)

aaarticlea/png;base64,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" alt="" width="520" height="529" />

类别数据可视化

// 准备数据
data = sns.load_dataset('exercise') 数据类型如下:
 Unnamed: 0  id     diet  pulse    time  kind
0 0 1 low fat 85 1 min rest
1 1 1 low fat 85 15 min rest
2 2 1 low fat 88 30 min rest
3 3 2 low fat 90 1 min rest
4 4 2 low fat 92 15 min rest

  1 类别散点图

sns.stripplot(x="diet", y="pulse", data=data) //数据点会重叠

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" alt="" width="382" height="257" />

sns.swarmplot(x="diet", y="pulse", data=data, hue='kind')//数据点不重叠

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" alt="" width="382" height="257" />

  2 类别内数据分布

    箱型图 

sns.boxplot(x="diet", y="pulse", data=data)

aaarticlea/png;base64,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" alt="" width="382" height="257" />

  小提琴图 

sns.violinplot(x="diet", y="pulse", data=data, hue='kind')   // hue 指定子类别

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" alt="" width="382" height="257" />

  3 类别内统计图

    柱状图

sns.barplot(x="diet", y="pulse", data=data, hue='kind')

aaarticlea/png;base64,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" alt="" width="382" height="257" />

    点图 

sns.pointplot(x="diet", y="pulse", data=data, hue='kind')

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" alt="" width="382" height="257" />

Seaborn的API:https://stanford.edu/~mwaskom/software/seaborn/api.html#style-frontend

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