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Repository: LiuQixuan/PythonLearningNote
Branch: master
Commit: 0277bbe83313
Files: 8
Total size: 868.4 KB

Directory structure:
gitextract_fpt6cfde/

├── Matplotlib 学习笔记.md
├── NumPy 高维数组降维方法详细分析.md
├── Python 科学计算.md
├── Python 进阶笔记.md
├── README.md
├── SVM 原理详解.md
├── TensorFlow 安装总结.md
└── 数据预处理之One-Hot(独热编码)编码.md

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FILE CONTENTS
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FILE: Matplotlib 学习笔记.md
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---
title: Matplotlib 学习笔记
date: 2019-03-13 21:23:56
tags:
    - python
    - Matplotlib
    - noteBook
toc: true
---

## Matplotlib

Matplotlib 是Python2D绘图领域使用最广泛的套件。能导出多种格式的图片。

### Matplotlib中文显示

Matplotlib默认是不支持中文的,如果出现中文会以方框代替。

![ch_err_pic](data:image/jpeg;base64,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)

但是经过测试国外字体中部分可以支持。

```python
goodfont=[
 'Adobe Heiti Std',
 'Arial Unicode MS',
 'DengXian',
 'SimHei',
 'STKaiti',
 'STXihei',
]
```
<!-- more -->
使用fontproperties指定字体

```python
import numpy as np
from matplotlib import pyplot as plt
import matplotlib
zh_cn_font = matplotlib.font_manager.FontProperties(fname="F:\ProjectFiles\SimHei.ttf")
#第七行的作用是为了消除更换为unicode字体之后0、负数之类的显示异常。之后所有使用中文字体的地方只字符串都以u""的形式出现,并指定fontproperties属性为我们的指定的myfont就行了
matplotlib.rcParams['axes.unicode_minus'] = False
#matplotlib.rcParams['font.sans-serif'] = ['SimHei']
x = np.arange(0,9)
y = 2*x+1
plt.title(u"Matplotlib 标题",fontproperties = zh_cn_font)
plt.xlabel(u"x 轴:",fontproperties = zh_cn_font)
plt.ylabel(u"y 轴:",fontproperties = zh_cn_font)
plt.plot(x,y)
plt.show()
```

一劳永逸法

1. 找到matplotlib 配置文件:
   
```python
import matplotlib 
print(matplotlib.matplotlib_fname()) 
#我自己的输出结果如下:
#%Python_Home%\Lib\site-packages\matplotlib\mpl-data
```
2. 编辑器打开此文件 matplotlibrc删除font.family和font.sans-serif两行前的#,并在font.sans-serif后添加微软雅黑字体Microsoft YaHei

3. 下载字体:msyh.ttf (微软雅黑)放在matplotlib 字体文件夹下:# %Python_Home%\Lib\site-packages\matplotlib\mpl-data\fonts\ttf

4. 删除.matplotlib/cache里面的两个缓存字体文件C:\Users\你的用户名\\.matplotlib
    ![font cache](data:image/jpeg;base64,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)

5. 重启Python

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)

### 绘制一次方程

使用matplotlib中的pylot包进行简单绘图。

```python
import numpy as np
from matplotlib import pyplot as plt

x = np.arange(0,9)
y = 2*x+1
plt.title("Matplotlib Demo1")
plt.xlabel("x axis:")
plt.ylabel("y axis:")
plt.plot(x,y)
plt.show()
```

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)

### 绘制离散图

向pyplot的plot()函数添加特殊的格式化字符串可以显示离散值。

| 字符       | 描述         |
| :--------- | :----------- |
| `'-'`      | 实线样式     |
| `'--'`     | 短横线样式   |
| `'-.'`     | 点划线样式   |
| `':'`      | 虚线样式     |
| `'.'`      | 点标记       |
| `','`      | 像素标记     |
| `'o'`      | 圆标记       |
| `'v'`      | 倒三角标记   |
| `'^'`      | 正三角标记   |
| `'&lt;'`   | 左三角标记   |
| `'&gt;'`   | 右三角标记   |
| `'1'`      | 下箭头标记   |
| `'2'`      | 上箭头标记   |
| `'3'`      | 左箭头标记   |
| `'4'`      | 右箭头标记   |
| `'s'`      | 正方形标记   |
| `'p'`      | 五边形标记   |
| `'*'`      | 星形标记     |
| `'h'`      | 六边形标记 1 |
| `'H'`      | 六边形标记 2 |
| `'+'`      | 加号标记     |
| `'x'`      | X 标记       |
| `'D'`      | 菱形标记     |
| `'d'`      | 窄菱形标记   |
| `'&#124;'` | 竖直线标记   |
| `'_'`      | 水平线标记   |

以下是颜色的缩写:

| 字符  | 颜色   |
| :---- | :----- |
| `'b'` | 蓝色   |
| `'g'` | 绿色   |
| `'r'` | 红色   |
| `'c'` | 青色   |
| `'m'` | 品红色 |
| `'y'` | 黄色   |
| `'k'` | 黑色   |
| `'w'` | 白色   |

例如:要显示圆来代表点,而不是上面示例中的线,请使用 ob 作为 plot() 函数中的格式字符串。

### 绘制正弦函数

```python
import numpy as np
from matplotlib import pyplot as plt
import matplotlib
m = np.arange(0,4,0.1)
n = np.sin(m*np.pi)
plt.title(u"Matplotlib 正弦函数")
plt.xlabel(u"x 轴:")
plt.ylabel(u"y 轴:")
plt.plot(m,n,'-')
plt.show()
```

![sin](data:image/jpeg;base64,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)

### 绘制子图

`pyplot.subplot(nrows,ncols,index)`可以在一个figure中添加多个子图像。

使用`plt.subtiltle('')`给整个figure添加标题,使用plt.title('')给每个subplot添加子标题,修改x轴范围使用plt.xlim(min,max),修改x轴刻度使用plt.xticks([numlist],[textlist])。

```python
import numpy as np
from matplotlib import pyplot as plt
import matplotlib
x = np.arange(0,3,0.05)
n = np.linspace(-np.pi/2,np.pi/2,50)
y = np.sin(x*np.pi)
z = np.cos(x*np.pi)
p = np.tan(n)
q = np.tan(np.pi/2-n)

plt.figure(figsize = (16,9),dpi = 80)

plt.suptitle('Matplotlib 绘制多图',fontsize = 40,weight = 40)

plt.subplot(2,2,1)
plt.title(u"正弦函数")
plt.xlabel(u"x 轴:")
plt.ylabel(u"y 轴:")
plt.plot(x,y,'-',label = 'sine')

plt.subplot(2, 2, 2)
plt.title(u"余弦函数")
plt.xlabel(u"x 轴:")
plt.ylabel(u"y 轴:")
plt.plot(x,z,'-',label = 'cosine')

plt.subplot(2, 2, 3)
plt.xlim(n.min()*1.1,n.max()*1.1)
plt.xticks([-np.pi/2,-np.pi/4,0,np.pi/4,np.pi/2],[r'$-\pi/2$',r'$-\pi/4$',r'$0$',r'$\pi/4$',r'$\pi/2$'])
plt.ylim(-10,10)
plt.title(u"正切函数")
plt.xlabel(u"x 轴:")
plt.ylabel(u"y 轴:")
plt.plot(n,p,'-',label = 'tan')

plt.subplot(2, 2, 4)
plt.xlim(n.min()*1.1,n.max()*1.1)
plt.xticks([-np.pi/2,-np.pi/4,0,np.pi/4,np.pi/2],[r'$-\pi/2$',r'$-\pi/4$',r'$0$',r'$\pi/4$',r'$\pi/2$'])
plt.ylim(-10,10)
plt.title(u"余弦函数")
plt.xlabel(u"x 轴:")
plt.ylabel(u"y 轴:")
plt.plot(n,q,'-',label = 'cotan')

plt.show()
```

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fxO+Jd
Download .txt
gitextract_fpt6cfde/

├── Matplotlib 学习笔记.md
├── NumPy 高维数组降维方法详细分析.md
├── Python 科学计算.md
├── Python 进阶笔记.md
├── README.md
├── SVM 原理详解.md
├── TensorFlow 安装总结.md
└── 数据预处理之One-Hot(独热编码)编码.md
Condensed preview — 8 files, each showing path, character count, and a content snippet. Download the .json file or copy for the full structured content (959K chars).
[
  {
    "path": "Matplotlib 学习笔记.md",
    "chars": 796203,
    "preview": "---\ntitle: Matplotlib 学习笔记\ndate: 2019-03-13 21:23:56\ntags:\n    - python\n    - Matplotlib\n    - noteBook\ntoc: true\n---\n\n#"
  },
  {
    "path": "NumPy 高维数组降维方法详细分析.md",
    "chars": 3298,
    "preview": "---\ntitle: NumPy 降维方法深度解析\ndate: 2019-03-13 12:23:56\ntags:\n    - python\n    - NumPy\ntoc: true\n---\n\n\n\n## numpy的flat、flatte"
  },
  {
    "path": "Python 科学计算.md",
    "chars": 36230,
    "preview": "---\ntitle: Python科学计算\ndate: 2019-03-09 21:23:56\ntags:\n\n\t- python\n\t- science conputing\ntoc: true\n---\n# Python 科学计算\n\n---\n["
  },
  {
    "path": "Python 进阶笔记.md",
    "chars": 14396,
    "preview": "```php\r\ntitle: Python进阶笔记\r\ndate: 2019-03-06 21:23:56\r\ntags:\r\n    - Python\r\n    - advancement\r\n    - noteBook\r\ntoc: true\r"
  },
  {
    "path": "README.md",
    "chars": 367,
    "preview": "# PythonLearningNote\n#Python 进阶学习笔记\n当年学了点Python2 ,那时候听说什么Python3 失去了Python的灵魂,就没管Python3 。\n最近因为项目需要使用Python3,又把当年的那份热血花在"
  },
  {
    "path": "SVM 原理详解.md",
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About this extraction

This page contains the full source code of the LiuQixuan/PythonLearningNote GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 8 files (868.4 KB), approximately 571.7k tokens. Use this with OpenClaw, Claude, ChatGPT, Cursor, Windsurf, or any other AI tool that accepts text input. You can copy the full output to your clipboard or download it as a .txt file.

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