matplotlib 安装与使用

时间:2021-08-21 17:30:32

1.在ubuntu下输入 sudo apt-get install python-matplotlib

   安装matplotlib

2.简单代码使用

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" alt="" />

# -*- coding: utf-8 -*-
import numpy as np
import matplotlib.pyplot as plt
x = [0, 1, 2, 4, 5, 6]
y = [1, 2, 3, 2, 4, 1]
plt.plot(x, y, '-.*r',label='Model length')
plt.text(1, 2, "I'm a text") #前两个参数表示文本坐标, 第三个参数为要添加的文本
plt.xlabel("x-axis")
plt.ylabel("y-axis")
plt.title("hello world")
plt.show()

2.

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" alt="" />

# -*- coding: utf-8 -*-
import numpy as np
import matplotlib.pyplot as plt X = np.linspace(-np.pi, np.pi, 256, endpoint=True)
#X 是一个 numpy 数组,包含了从 −π 到 +π 等间隔的 256 个值。C 和 S 则分别是这 256 个值对应的余弦和正弦函数值组成的 numpy 数组
C,S = np.cos(X), np.sin(X) for i in range (1,5):
string='%d' %i
plt.plot(X,C+i,label="i="+string) plt.legend(loc='upper left', frameon=False)
plt.show()

3.我们希望在 2π/3 的位置给两条函数曲线加上一个注释。首先,我们在对应的函数图像位置上画一个点;然后,向横轴引一条垂线,以虚线标记;最后,写上标签。http://liam0205.me/2014/09/11/matplotlib-tutorial-zh-cn/

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import matplotlib as mpl
mpl.use('Agg')
import matplotlib.pyplot as plt