matplotlib colorbar alternating top bottom labels(matplotlib 颜色条交替顶部底部标签)
问题描述
First of all, this was intended as a self-answer question, because I believe it would be helpful in certain situations, e.g. in this post the author tried to hide every other label to avoid texts overlapping, one alternative might be to alternate the label position so that one retains all labels and avoids overlapping (if there isn't a crazy number of labels) as well, which is what this post aims to solve:
How to make matplotlib colorbar with alternating top and bottom labels?
Jump to a simple working example:
import numpy
import matplotlib.pyplot as plt
#------------------Get some data------------------
X = numpy.arange(100)
Y = numpy.arange(100)
Z = numpy.arange(100**2).reshape((100,100))
levels=numpy.arange(0,100**2,1000)
ltop=levels[::2] # labels appear on top
lbot=levels[1:][::2] # labels appear at bottom
#-----------------------Plot-----------------------
f = plt.figure()
ax = f.gca()
cf = ax.contourf(X,Y,Z,100)
cbar=plt.colorbar(cf,orientation='horizontal',ticks=lbot,drawedges=True)
vmin=cbar.norm.vmin
vmax=cbar.norm.vmax
#-------------Print bottom tick labels-------------
cbar.ax.set_xticklabels(lbot)
#--------------Print top tick labels--------------
for ii in ltop:
cbar.ax.text((ii-vmin)/(vmax-vmin), 1.5, str(ii), transform=cbar.ax.transAxes, va='bottom', ha='center')
plt.show(block=False)
Basically the bottom labels are plotted using the default method cbar.ax.set_xticklabels(lbot). For the top labels, I added them manually using cbar.ax.text().
The plot looks like this:
EDIT: IMPORTANT UPDATE TO MY ANSWER:
When the colorbar has extend/overflow, a triangle is used on the relevant end to indicate value overflow. In such cases the top line tick labels need some adjustment to properly align with colorbar sections.
By default the triangle size is 5% of the colorbar axis, this is used to get the proper offset and scaling to align the labels.
See an example below which has extends on both ends. Using my previous method, the result looks like this:
The 2 end numbers at top line are aligned with the tip of the triangles. If only one end has extend and the number of contour levels are big (>=10 or so), the misalignment will get worse.
The plot after correction:
And this is the code to generate the correct plot:
import numpy
import matplotlib.pyplot as plt
#------------------Get some data------------------
X = numpy.linspace(-1,1,100)
Y = numpy.linspace(-1,1,100)
X,Y=numpy.meshgrid(X,Y)
Z=numpy.sin(X**2)
levels=numpy.linspace(-0.8,0.8,9)
ltop=levels[::2] # labels appear on top
lbot=levels[1:][::2] # labels appear at bottom
#-----------------------Plot-----------------------
f = plt.figure()
ax = f.gca()
cf = ax.contourf(X,Y,Z,levels,extend='both')
cbar=plt.colorbar(cf,orientation='horizontal',ticks=lbot,drawedges=True)
#------------Compute top tick label locations------------
vmin=cbar.norm.vmin
vmax=cbar.norm.vmax
if cbar.extend=='min':
shift_l=0.05
scaling=0.95
elif cbar.extend=='max':
shift_l=0.
scaling=0.95
elif cbar.extend=='both':
shift_l=0.05
scaling=0.9
else:
shift_l=0.
scaling=1.0
#-------------Print bottom tick labels-------------
cbar.ax.set_xticklabels(lbot)
#--------------Print top tick labels--------------
for ii in ltop:
cbar.ax.text(shift_l + scaling*(ii-vmin)/(vmax-vmin),
1.5, str(ii), transform=cbar.ax.transAxes,
va='bottom', ha='center')
plt.show(block=False)
这篇关于matplotlib 颜色条交替顶部底部标签的文章就介绍到这了,希望我们推荐的答案对大家有所帮助,也希望大家多多支持编程学习网!
本文标题为:matplotlib 颜色条交替顶部底部标签
基础教程推荐
- pyserial - 可以从线程 a 写入串行端口,是否阻塞从线程 b 读取? 2022-01-01
- 使用生成器和迭代器时 Python 多循环失败 2022-01-01
- 在 Celery 工作人员中捕获 Heroku SIGTERM 以优雅地关 2022-01-01
- 与常规 dict 相比,Python manager.dict() 非常慢 2022-01-01
- 将 x 轴刻度更改为自定义字符串 2022-01-01
- 用 Python 编写 Fortran 无格式文件 2022-01-01
- 尝试制作WhatsApp机器人 2022-01-01
- 由Python将MP3转换为MIDI(类型错误:无法加载插件:mtg-Melodia:Melodia) 2022-01-01
- Discord.py 缺少必需的参数 2022-01-01
- numpy float:比算术运算中内置的慢 10 倍? 2022-01-01
