matplotlib之scatter自动绘制散点

时间:2021-10-14 23:55:45
 # 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'] # 自动计算点
x_values = list(range(1, 101))
y_values = [x ** 2 for x in x_values]
plt.scatter(x_values, y_values, s=40) y_values = [x * 50 for x in x_values]
# 自定义颜色:c=(红色,绿色,蓝色);取值范围:[0,1];0深,1浅
plt.scatter(x_values, y_values, c=(1, 0, 0)) y_values = [x * 150 for x in x_values]
# 颜色映射:根据y的值,颜色由浅到深
plt.scatter(x_values, y_values, c=y_values, cmap=plt.cm.Greens) # 设置图表标题
plt.title("平方数值表", fontsize=20) # 设置横、纵坐标标题
plt.xlabel("数值", fontsize=12)
plt.ylabel("平方值", fontsize=12) # 设置刻度标记大小
plt.tick_params(axis='both', labelsize=10) # 设置每个坐标轴的取值范围[x最小,x最大,y最小,y最大]
plt.axis([0, 100, 0, 10000]) plt.show()

运行结果:

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" 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