matplotlib之scatter绘制散点

时间:2021-05-14 16:01:11
 # 使用matplotlib.pyplot.scatter绘制散点
import matplotlib.pyplot as plt
from pylab import mpl # 设置默认字体,解决中文显示乱码问题
mpl.rcParams['font.sans-serif'] = ['SimHei'] # 画单个点
plt.scatter(0, 0, s=200) # 指定点的大小 # 画多个点
x_values = [1, 2, 3, 4, 5]
y_squares = [1, 4, 9, 16, 25]
plt.scatter(x_values, y_squares, s=100) # 指定点的大小 # 设置图表标题
plt.title("平方数值表", fontsize=24) # 设置横、纵坐标标题
plt.xlabel("数值", fontsize=14)
plt.ylabel("平方值", fontsize=14) # 设置刻度标记大小
plt.tick_params(axis='both', labelsize=10)
plt.show()

运行结果:

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" 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