Matplotlib散点图根据列表上的值更改颜色 [英] Matplotlib Scatter plot change color based on value on list

问题描述

我对matplotlib还是很陌生，我想知道我们如何根据列表中的值更改散点图上点的颜色.

I'm quite new to matplotlib and i would like to know how we can change color of points on a scatter plot based on the value in a list.

实际上，我有一个要绘制的二维数组和一个具有相同行数的列表，其中每个点包含要使用的颜色.

In fact, I have a 2-D array that I want to plot and a list with the same number of rows containing, for each point, the color we want to use.

#Example
data = np.array([4.29488806,-5.34487081],
[3.63116248,-2.48616998],
[-0.56023222,-5.89586997],
[-0.51538502,-2.62569576],
[-4.08561754,-4.2870525 ],
[-0.80869722,10.12529582])
colors = ['red','red','red','blue','red','blue']
ax1.plot(data[:,0],data[:,1],'o',picker=True)

如何设置color参数以适合我的颜色列表?

How to set the color parameter to fit my list of colors ?

推荐答案

使用折线图plt.plot()

plt.plot()仅允许使用一种颜色.因此，您可以简单地遍历数据和颜色并分别绘制每个点.

Using a line plot plt.plot()

plt.plot() does only allow for a single color. So you may simply loop over the data and colors and plot each point individually.

import numpy as np
import matplotlib.pyplot as plt

fig, ax = plt.subplots()
data = np.array([[4.29488806,-5.34487081],
                [3.63116248,-2.48616998],
                [-0.56023222,-5.89586997],
                [-0.51538502,-2.62569576],
                [-4.08561754,-4.2870525 ],
                [-0.80869722,10.12529582]])
colors = ['red','red','red','blue','red','blue']
for xy, color in zip(data, colors):
    ax.plot(xy[0],xy[1],'o',color=color, picker=True)

plt.show()

使用散点图plt.scatter()

为了生成散点图，请使用scatter.它具有参数c，该参数允许使用多种方式设置散点的颜色.

Using scatter plot plt.scatter()

In order to produce a scatter plot, use scatter. This has an argument c, which allows numerous ways of setting the colors of the scatter points.

(a)一种简单的方法是提供颜色列表.

(a) One easy way is to supply a list of colors.

colors = ['red','red','red','blue','red','blue']
ax.scatter(data[:,0],data[:,1],c=colors,marker="o", picker=True)

(b)另一个选择是提供数据列表，并使用颜色图将数据映射为颜色

(b) Another option is to supply a list of data and map the data to color using a colormap

colors = [0,0,0,1,0,1] #red is 0, blue is 1
ax.scatter(data[:,0],data[:,1],c=colors,marker="o", cmap="bwr_r")

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