三、绘图和可视化之matplotlib
阅读原文时间:2023年07月15日阅读:4

#matplotlib简单绘图之plot

import matplotlib.pyplot as plt
a=[1,2,3]
b=[10,2,30]
plt.plot(a)#纵坐标为a的值,横坐标为a的index,即0:1,1:2,2:3
plt.show()

%matplotlib inline
#上句为jupyter中的魔法函数,不需要plt.show(),只要运行plt.plot(a,b)就会出图,在别的编译器中无法使用
plt.plot(a,b)

  结果:

   

    []

    

%timeit np.arange(10)
#计算出该语句的执行时间
#669 ns ± 14.7 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)

plt.plot(a,b,'*')

  结果:

    []

    

plt.plot(a,b,'--')
plt.plot(a,'*--')

  结果:

    []

    

plt.plot(a,b,'r--')#改变颜色
plt.plot(a,'b--')

  结果:

    []

    

c=[4,8,3]
d=[12,19,0]
plt.plot(a,b,c,d)

  结果:

    [

    ]

plt.plot(a,b,'r--',c,d,'b--*')
plt.xlabel('this is x')
plt.ylabel('this is y')

  结果:

    Text(0,0.5,'this is y')

     

import matplotlib.pyplot as plt
import numpy as np
x=np.linspace(0,2*np.pi,100)
print(x.size)#查看x的长度
y=np.sin(x)
print(np.pi)
plt.plot(x,y,'--')
plt.xlabel('this is x')
plt.ylabel('this is y')
plt.title('this is demo')#标题
plt.show()

  结果:

    100          3.141592653589793

    aaarticlea/png;base64,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" alt="" />

c=[4,8,3]
d=[12,19,0]
plt.plot(a,b,label='aaaa')
plt.plot(c,d,label='bbbb')
plt.legend()#图例

  结果:

    

    aaarticlea/png;base64,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" alt="" />

matplotlib简单绘图之subplot

import numpy as np
import matplotlib.pyplot as plt
x=np.linspace(0.0,5.0)
y1=np.sin(np.pi*x)
y2=np.sin(np.pi*2*x)
#回顾plot功能
plt.plot(x,y1,'b--',label='sin(pi*x)')
plt.plot(x,y2,'r--*',label='sin(pi*2x)')
plt.ylabel('y value')
plt.xlabel('x value')
plt.title('this is x-y value')
plt.legend()
plt.show()

  结果:

plt.subplot(2,2,1)#生成一个2行2列的subplot,这是第一个子图,位于第一行第一列
plt.plot(x,y1,'b--')
plt.ylabel('y1')
plt.subplot(222)#这是第二个子图,位于第一行第二列,plt.subplot(2,2,2),两种书写方式
plt.plot(x,y2,'r--')
plt.ylabel('y2')
plt.subplot(2,2,3)#这是第三个子图,位于第二行第一列
plt.plot(x,y1,'b*')
plt.xlabel('x')
plt.show()

  结果:

    

figure,ax=plt.subplots()
print('ax:',ax)
print('type(ax):',type(ax))
ax.plot([1,2,3,4,5])
plt.show()

  结果:

    ax: AxesSubplot(0.125,0.125;0.775x0.755)

    type(ax):

    aaarticlea/png;base64,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" alt="" />

figure,ax=plt.subplots(2,2)
print('ax:',ax)
print('type(ax):',type(ax))
ax[0][0].plot(x,y1)
ax[0][1].plot(x,y2)
plt.show()

  结果:

    ax: [[

        ]

[

]]       type(ax):

    aaarticlea/png;base64,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" alt="" />

Pandas绘图之Series

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt

s=pd.Series([1,2,3,4,5])
print(s.cumsum())#求每一步累加的和

  结果:

0 1
1 3
2 6
3 10
4 15
dtype: int64

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt

s1=pd.Series(np.random.randn(100)).cumsum()
s2=pd.Series(np.random.randn(100)).cumsum()
s1.plot(kind='line',grid=True,label='S1',title='this is Series',style='--')#line表示折线图(线性图),grid代表网格
s2.plot(label='S2')
plt.legend()
plt.show()

  结果:

    

fig,ax=plt.subplots(2,1)
print(ax)
ax[0].plot(s1)
ax[1].plot(s2)
plt.show()

  结果:

    [

]

     aaarticlea/png;base64,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" alt="" />

fig,ax=plt.subplots(2,1)
s1.plot(ax=ax[0],label='s1')
s2.plot(ax=ax[1],label='s2')
plt.legend()
plt.show()

  结果:

    

fig,ax=plt.subplots(2,1)
s1[0:10].plot(ax=ax[0],label='s1',style='*',kind='bar')
s2.plot(ax=ax[1],label='s2')
plt.legend()
plt.show()

  结果:

    

Pandas绘图之DataFrame

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
df=pd.DataFrame(np.random.randint(1,10,40).reshape(10,4),columns=['A','B','C','D'])
print(df)
df.plot()#线形图
df.plot(kind='bar')#竖向柱形图
df.plot(kind='barh')#横向柱形图
df.plot(kind='bar',stacked=True)#堆叠形式显示的柱形图
df.plot(kind='area')#填充的线形图
plt.show()

  结果:

A B C D
0 8 2 6 9
1 3 3 7 6
2 2 9 3 6
3 3 6 1 1
4 7 4 3 8
5 1 4 4 3
6 9 9 1 6
7 6 3 2 6
8 4 7 9 2
9 7 3 9 5

aaarticlea/png;base64,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" alt="" />

aaarticlea/png;base64,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" alt="" />

aaarticlea/png;base64,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" alt="" />

aaarticlea/png;base64,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" alt="" />

aaarticlea/png;base64,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" alt="" />

#画出第五行
a=df.iloc[5]#取第五行
print(a)
print(type(a))#Series
df.iloc[5].plot()

plt.plot(a)与上式相同

plt.show()

  结果:

A 1
B 4
C 4
D 3
Name: 5, dtype: int32

aaarticlea/png;base64,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" alt="" />

#画出每一行
for i in df.index:
df.iloc[i].plot(label=str(i))
plt.legend()
plt.show()

  结果:

aaarticlea/png;base64,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" alt="" />

# 画出第二列
print(df['B'])
df['B'].plot()
plt.show()

  结果:

0 2
1 3
2 9
3 6
4 4
5 4
6 9
7 3
8 7
9 3
Name: B, dtype: int32

aaarticlea/png;base64,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" alt="" />

#画出每一列
df.plot()#默认情况下为每一列的图,省去使用for循环
plt.show()

  结果:

aaarticlea/png;base64,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" alt="" />

#为了方便的画出每一行数据,省去使用for循环,可以通过转置
df.T.plot()
plt.show()

  结果:

aaarticlea/png;base64,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" alt="" />

matplotlib里的直方图和密度图

直方图

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
a=np.arange(10)
plt.hist(a,rwidth=0.9)#设置宽度为0.9
plt.show()

  结果:

s=pd.Series(np.random.randn(1000))
plt.hist(s,bins=20)#分割区间设置为20
plt.show()

  结果:

re=plt.hist(s,rwidth=0.9,color='r')#颜色设置为红色
print(type(re),len(re))#tuple,3
print(re[0])#代表的式频率,即指出现的次数
print(re[1])#取值间隔
print(re[2])#10个矩形
plt.show()

  结果:

3
[ 7. 34. 75. 156. 224. 230. 168. 81. 18. 7.]
[-3.08627663 -2.45951704 -1.83275744 -1.20599785 -0.57923826 0.04752134
0.67428093 1.30104052 1.92780012 2.55455971 3.1813193 ]

aaarticlea/png;base64,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" alt="" />

线形图

#线形图
s.plot()#默认为线形图
plt.show()

  结果:

密度图

#密度图
s.plot(kind='kde')
plt.show()

  结果: