From 214d39377f8b7817f8df2f06f79429cf5fc8a48e Mon Sep 17 00:00:00 2001 From: Syize Date: Fri, 20 Oct 2023 11:16:07 +0800 Subject: [PATCH] Site updated: 2023-10-20 11:16:07 --- 2023/08/04/generators-in-keras/index.html | 14 + .../image-20231020110103054.png | Bin 0 -> 71997 bytes 2023/10/20/asymmetrical-colormap/index.html | 450 ++++++++++++++++++ archives/2023/10/index.html | 277 +++++++++++ archives/2023/index.html | 22 + archives/index.html | 20 + archives/page/2/index.html | 20 + archives/page/3/index.html | 20 + archives/page/4/index.html | 20 + categories/Python/index.html | 46 +- categories/Python/page/2/index.html | 24 + categories/index.html | 2 +- index.html | 41 +- page/2/index.html | 43 +- page/3/index.html | 48 +- page/4/index.html | 24 + tags/Python/index.html | 44 +- tags/Python/page/2/index.html | 22 + 18 files changed, 1023 insertions(+), 114 deletions(-) create mode 100644 2023/10/20/asymmetrical-colormap/image-20231020110103054.png create mode 100644 2023/10/20/asymmetrical-colormap/index.html create mode 100644 archives/2023/10/index.html diff --git a/2023/08/04/generators-in-keras/index.html b/2023/08/04/generators-in-keras/index.html index 0e6ce59..86739fc 100644 --- a/2023/08/04/generators-in-keras/index.html +++ b/2023/08/04/generators-in-keras/index.html @@ -297,6 +297,20 @@

结论
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+ Previous Post +
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+ matplotlib中非对称的Colormap +
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+++ b/2023/10/20/asymmetrical-colormap/index.html @@ -0,0 +1,450 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +matplotlib中非对称的Colormap | Syize の blog + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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+ matplotlib中非对称的Colormap +

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+ 2023-10-20 + + Python + + + + + + + + + + +
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  1. 1. 解决思路
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+ This article was last updated on <span id="expire-date"></span> days ago, the information described in the article may be outdated. +

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女朋友说想画一个非对称的Colormap的图出来(也即0还是对应于白色，但是两侧的数值范围是不一样的)，于是就研究了一下，最后的效果如下

+image-20231020110103054 + + + +

解决思路

matplotlib里面原本的RdBu_r之类的颜色条两侧的颜色是对称的。在stack overflow上找到的高赞回答使用的函数DivergingNorm再大于3.2版本的matplotlib中已经无法使用了，重命名后的函数TwoSlopeNorm实测也做不出一样的效果。唯一的解决方法就是自己重新定义一个Colormap。matplotlib里面的Colormap有两类，一类是ListedColormap，画出来是离散的；一类是LinearSegmentedColormap，画出来是连续的。这里创建出来的非对称Colormap使用的是LinearSegmentedColormap。ListedColormap的创建方法暂时没有研究。

+

为了创建出Colormap我们需要自己定义出所用颜色的RGBA的值，获得的方法就是先将颜色条显示的值映射到索引[0, 1, 2, ..., 255]中，再利用映射后得到的索引取出对应的RGBA的值。由于我们想让0对应的颜色是白色(索引值127)，因此0两侧的值是需要分开进行映射的。代码如下

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import matplotlib as mpl
from matplotlib.colors import LinearSegmentedColormap, BoundaryNorm, ListedColormap
import matplotlib.pyplot as plt
import numpy as np


if __name__ == '__main__':
    # colorbar's value
    value_list = np.asarray([-4, -2, 0, 2, 4, 6, 8, 10, 12, 14])
    # RdBu_r.N = 256, white(0)'s index is 127
    RdBu_r = mpl.colormaps["RdBu_r"]
    # calculate the corresponding index in RGBA value of [2, 4, 6, 8]
    # get 0 index in value_list
    index_0 = np.where(value_list == 0)[0][0]
    # take out [0, 2, 4, 6, 8]
    value_positive = value_list[index_0:]
    # scale it to range: [127, 128, 129, ...., 255]
    value_positive = (value_positive - value_positive.min()) / (value_positive.max() - value_positive.min()) * (255 - 127) + 127
    value_positive = value_positive.astype(int)
    # take out [-4, -2, 0]
    value_negative = value_list[:index_0 + 1]
    # scale it to range: [0, 1, ...., 127]
    value_negative = (value_negative - value_negative.min()) / (value_negative.max() - value_negative.min()) * 127
    value_negative = value_negative.astype(int)
    # concat positive and negative index
    RGBA_index = np.hstack((value_negative[:-1], value_positive))
    # get corresponding RGBA value
    RGBA_value = RdBu_r(RGBA_index)
    # create new colormap
    new_RdBu_r = LinearSegmentedColormap.from_list("new_RdBu_r", RGBA_value, 256)
+ +

最后使用新创建的new_RdBu_r绘制图像，就能得到想要的效果了。

+ +
+ +
+

+ Author: Syize +

+

+ + Permalink: + + https://blog.syize.cn/2023/10/20/asymmetrical-colormap/ +

+ + +

本博客所有文章除特别声明外，均采用 CC BY-NC-SA 4.0 许可协议。转载请注明来自 Syizeのblog！

+ + + +
+ +

updated at 2023-10-20

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欲望大过了能力，由此产生了焦虑

+ +
+ +
+ + +
+ + +
+ + +
+
+
+

+ matplotlib中非对称的Colormap +

+ +

女朋友说想画一个非对称的Colormap的图出来(也即0还是对应于白色，但是两侧的数值范围是不一样的)，于是就研究了一下，最后的效果如下

+image-20231020110103054 + +
+
+ 2023-10-20 + + Python + + +
+
# Python
+matplotlib中非对称的Colormap +
+ + +
+ + + + +
+ + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/archives/2023/index.html b/archives/2023/index.html index 1e5794e..7493a22 100644 --- a/archives/2023/index.html +++ b/archives/2023/index.html @@ -147,6 +147,28 @@
+
+
+
+

+ matplotlib中非对称的Colormap +

+ +

女朋友说想画一个非对称的Colormap的图出来(也即0还是对应于白色，但是两侧的数值范围是不一样的)，于是就研究了一下，最后的效果如下

+image-20231020110103054 + +
+
+ 2023-10-20 + + Python + + +
+
# Python
+matplotlib中非对称的Colormap +
+
diff --git a/archives/index.html b/archives/index.html index 0395406..989cbfb 100644 --- a/archives/index.html +++ b/archives/index.html @@ -154,6 +154,26 @@

2023

+
+
+
+ +
+
+ + 10-20 +   + + + + matplotlib中非对称的Colormap + + + +

+ +
+
diff --git a/archives/page/2/index.html b/archives/page/2/index.html index 70ce021..6b5ef50 100644 --- a/archives/page/2/index.html +++ b/archives/page/2/index.html @@ -154,6 +154,26 @@

2023

+
+
+
+ +
+
+ + 10-20 +   + + + + matplotlib中非对称的Colormap + + + +

+ +
+
diff --git a/archives/page/3/index.html b/archives/page/3/index.html index 27e5431..e1f6a2b 100644 --- a/archives/page/3/index.html +++ b/archives/page/3/index.html @@ -154,6 +154,26 @@

2023

+
+
+
+ +
+
+ + 10-20 +   + + + + matplotlib中非对称的Colormap + + + +

+ +
+
diff --git a/archives/page/4/index.html b/archives/page/4/index.html index 255f9f0..9da06c6 100644 --- a/archives/page/4/index.html +++ b/archives/page/4/index.html @@ -154,6 +154,26 @@

2023

+
+
+
+ +
+
+ + 10-20 +   + + + + matplotlib中非对称的Colormap + + + +

+ +
+
diff --git a/categories/Python/index.html b/categories/Python/index.html index 310cf2c..e69601b 100644 --- a/categories/Python/index.html +++ b/categories/Python/index.html @@ -148,6 +148,28 @@
+
+
+
+

+ matplotlib中非对称的Colormap +

+ +

女朋友说想画一个非对称的Colormap的图出来(也即0还是对应于白色，但是两侧的数值范围是不一样的)，于是就研究了一下，最后的效果如下

+image-20231020110103054 + +
+
+ 2023-10-20 + + Python + + +
+
# Python
+matplotlib中非对称的Colormap +
+
@@ -359,30 +381,6 @@

前言使用 pyart 绘制多雷达拼图

-
-
-
-

- 用 pyart 绘制雷达图像并进行反射率修正 -

- -

前言

这是一篇关于使用 Pthon 库 Py-ART 读取雷达数据文件、绘制雷达图并进行反射率修正的教程。

-

这篇文章是我在去年暑假–也就是 2020年8月–做大创项目的时候写的，想着既然要写自己的博客了那就一块搬过来吧，当然原博客的地址还是要加的

-

由于中间修改过代码，并不确定代码 100% 正确

-

原地址：Py-ART 简易中文教程

- -
-
- 2021-09-10 - - Python - - -
-
# Python# pyart
-用 pyart 绘制雷达图像并进行反射率修正 -
-
diff --git a/categories/Python/page/2/index.html b/categories/Python/page/2/index.html index 86ddf4c..eda0a8e 100644 --- a/categories/Python/page/2/index.html +++ b/categories/Python/page/2/index.html @@ -148,6 +148,30 @@
+
+
+
+

+ 用 pyart 绘制雷达图像并进行反射率修正 +

+ +

前言

这是一篇关于使用 Pthon 库 Py-ART 读取雷达数据文件、绘制雷达图并进行反射率修正的教程。

+

这篇文章是我在去年暑假–也就是 2020年8月–做大创项目的时候写的，想着既然要写自己的博客了那就一块搬过来吧，当然原博客的地址还是要加的

+

由于中间修改过代码，并不确定代码 100% 正确

+

原地址：Py-ART 简易中文教程

+ +
+
+ 2021-09-10 + + Python + + +
+
# Python# pyart
+用 pyart 绘制雷达图像并进行反射率修正 +
+
diff --git a/categories/index.html b/categories/index.html index 5476fb8..03a7e64 100644 --- a/categories/index.html +++ b/categories/index.html @@ -213,7 +213,7 @@

- (11) + (12)
diff --git a/index.html b/index.html index 6cc661d..e1e4946 100644 --- a/index.html +++ b/index.html @@ -145,6 +145,28 @@
+
+
+
+

+ matplotlib中非对称的Colormap +

+ +

女朋友说想画一个非对称的Colormap的图出来(也即0还是对应于白色，但是两侧的数值范围是不一样的)，于是就研究了一下，最后的效果如下

+image-20231020110103054 + +
+
+ 2023-10-20 + + Python + + +
+
# Python
+matplotlib中非对称的Colormap +
+
@@ -345,25 +367,6 @@

在Arch上安装WRF和WPS

-
-
-
-

- 2022年10月17日在海大 -

- -
-
- 2022-10-17 - - diary - - -
-
# diary
-2022年10月17日在海大 -
-
diff --git a/page/2/index.html b/page/2/index.html index cba7f8d..2868689 100644 --- a/page/2/index.html +++ b/page/2/index.html @@ -145,6 +145,25 @@
+
+
+
+

+ 2022年10月17日在海大 +

+ +
+
+ 2022-10-17 + + diary + + +
+
# diary
+2022年10月17日在海大 +
+
@@ -344,30 +363,6 @@

PyQt与matplotlib-画图软件(三)：子界面绘图

-
-
-
-

- PyQt与matplotlib-画图软件(二)：主界面设计 -

- -

前言

昨天终于把软件给写完了，算是我有史以来做过的最大的项目了吧，今天终于能有空闲时间思考一下这个系列的博客该怎么填了。我打算贴出部分代码来展示如何从头写出一个完整的 GUI 程序，但是由于我们需要进行软著和专利的申请，绘图的核心代码就不放出了。但是各位看官放心😋，贴出的代码足够编译出一个完整的 GUI 程序。

-
-

温馨提示：文章的最末尾有本节的完整代码

-
- -
-
- 2022-07-18 - - PyQt - - -
-
# Python# PyQt
-PyQt与matplotlib-画图软件(二)：主界面设计 -
-
diff --git a/page/3/index.html b/page/3/index.html index 89de46c..e247029 100644 --- a/page/3/index.html +++ b/page/3/index.html @@ -145,6 +145,30 @@
+
+
+
+

+ PyQt与matplotlib-画图软件(二)：主界面设计 +

+ +

前言

昨天终于把软件给写完了，算是我有史以来做过的最大的项目了吧，今天终于能有空闲时间思考一下这个系列的博客该怎么填了。我打算贴出部分代码来展示如何从头写出一个完整的 GUI 程序，但是由于我们需要进行软著和专利的申请，绘图的核心代码就不放出了。但是各位看官放心😋，贴出的代码足够编译出一个完整的 GUI 程序。

+
+

温馨提示：文章的最末尾有本节的完整代码

+
+ +
+
+ 2022-07-18 + + PyQt + + +
+
# Python# PyQt
+PyQt与matplotlib-画图软件(二)：主界面设计 +
+
@@ -361,30 +385,6 @@

Cython 学习和使用

-
-
-
-

- 使用 pyart 绘制多雷达拼图 -

- -

前言

这是一篇关于使用 Pthon 库 Py-ART 读取雷达数据文件、绘制单个雷达图以及多雷达拼图的教程。

-

这篇文章是我在去年暑假–也就是 2020年8月–做大创项目的时候写的，想着既然要写自己的博客了那就一块搬过来吧，当然原博客的地址还是要加的

-

由于中间修改过代码，并不确定代码 100% 正确

-

原地址：Py-ART 简易中文教程

- -
-
- 2021-09-10 - - Python - - -
-
# Python# pyart
-使用 pyart 绘制多雷达拼图 -
-
diff --git a/page/4/index.html b/page/4/index.html index 3d2af5b..528ff3d 100644 --- a/page/4/index.html +++ b/page/4/index.html @@ -145,6 +145,30 @@
+
+
+
+

+ 使用 pyart 绘制多雷达拼图 +

+ +

前言

这是一篇关于使用 Pthon 库 Py-ART 读取雷达数据文件、绘制单个雷达图以及多雷达拼图的教程。

+

这篇文章是我在去年暑假–也就是 2020年8月–做大创项目的时候写的，想着既然要写自己的博客了那就一块搬过来吧，当然原博客的地址还是要加的

+

由于中间修改过代码，并不确定代码 100% 正确

+

原地址：Py-ART 简易中文教程

+ +
+
+ 2021-09-10 + + Python + + +
+
# Python# pyart
+使用 pyart 绘制多雷达拼图 +
+
diff --git a/tags/Python/index.html b/tags/Python/index.html index 83ecda9..5704d08 100644 --- a/tags/Python/index.html +++ b/tags/Python/index.html @@ -148,6 +148,28 @@
+
+
+
+

+ matplotlib中非对称的Colormap +

+ +

女朋友说想画一个非对称的Colormap的图出来(也即0还是对应于白色，但是两侧的数值范围是不一样的)，于是就研究了一下，最后的效果如下

+image-20231020110103054 + +
+
+ 2023-10-20 + + Python + + +
+
# Python
+matplotlib中非对称的Colormap +
+
@@ -354,28 +376,6 @@

前言PyQt与matplotlib-画图软件(二)：主界面设计

-
-
-
-

- PyQt与matplotlib-画图软件(一)：前篇 -

- -

前前言

前段时间用 Python 帮某市气象局的工作人员画了一下雷达图。最近他们又来找我，想整合一下之前的画图脚本，看看能不能写出一个带有图形界面的画图程序。一来想我们几个一起申请个软著，二来他们以后画图也方便。我正好会一些 Qt，借此机会再练练手，顺便赚亿点钱花😋。

-

今晚研究了一下怎么用 Qt 展示图片，最后做出了不错的成果，单开一贴记录一下。做完了才想起来之前也跟着教程研究过怎么用 C++ 和 Qt 写一个图片展示器，最后没有成功，不了了之，没想到现在在 Python 上竟然成功了，好耶。那我之前挖的坑就不用埋了吧

- -
-
- 2022-06-11 - - PyQt - - -
-
# Python# PyQt
-PyQt与matplotlib-画图软件(一)：前篇 -
-
diff --git a/tags/Python/page/2/index.html b/tags/Python/page/2/index.html index 6d46311..1ecd35e 100644 --- a/tags/Python/page/2/index.html +++ b/tags/Python/page/2/index.html @@ -148,6 +148,28 @@
+
+
+
+

+ PyQt与matplotlib-画图软件(一)：前篇 +

+ +

前前言

前段时间用 Python 帮某市气象局的工作人员画了一下雷达图。最近他们又来找我，想整合一下之前的画图脚本，看看能不能写出一个带有图形界面的画图程序。一来想我们几个一起申请个软著，二来他们以后画图也方便。我正好会一些 Qt，借此机会再练练手，顺便赚亿点钱花😋。

+

今晚研究了一下怎么用 Qt 展示图片，最后做出了不错的成果，单开一贴记录一下。做完了才想起来之前也跟着教程研究过怎么用 C++ 和 Qt 写一个图片展示器，最后没有成功，不了了之，没想到现在在 Python 上竟然成功了，好耶。那我之前挖的坑就不用埋了吧

+ +
+
+ 2022-06-11 + + PyQt + + +
+
# Python# PyQt
+PyQt与matplotlib-画图软件(一)：前篇 +
+