文档章节

【Python科学计算】matplotlib——python画图

o
 osc_fmg49rzg
发布于 2019/03/20 10:07
字数 2336
阅读 60
收藏 0

精选30+云产品,助力企业轻松上云!>>>

[TOC]


1. 导入 matplotlib 包

import matplotlib.pyplot as plt
import numpy as np

2. 折线图

  现在绘制一个 二次函数折线图: $$ y=f(x)=x^2,x∈[10,10] $$

x=np.arange(-10,10.1,0.1,dtype=np.float)
y=x*x

plt.figure()
plt.plot(x,y,'-')
plt.show()

<img src="data:image/png;base64,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 ">

3. 散点图

  现在绘制一个随机生成的散点图:

# 生成 1000 个 1-100 内的随机整数
x=np.random.randint(1,100,[1,1000])
y=np.random.randint(1,100,[1,1000])

plt.figure()
plt.plot(x,y,'.')
plt.show()

<img src="data:image/png;base64,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 ">

4. 网格图

x=3
y=4
ticksX = np.linspace(-1, x, x+2)
ticksY = np.linspace(-1, y, y+2)
plt.xticks(ticksX)
plt.yticks(ticksY)
plt.xlim(0, x)
plt.ylim(0, y)
plt.grid(color='g' , linewidth='1' ,linestyle='-.')
plt.show()

<img src="data:image/png;base64,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 ">

o
粉丝 0
博文 500
码字总数 0
作品 0
私信 提问
加载中
请先登录后再评论。
【目录】博文链接索引

欢迎大家进入我的GitHub! https://github.com/yznnnn/yzn_projects 【Markdown】Markdown常见用法记录 常用公式 阿里云服务器 【阿里云服务器】ECS轻量服务器 Ubuntu图形界面配置 【阿里云服...

osc_eviv4ku7
2019/03/12
2
0
numpy 与 matplotlib 的应用过程

numpy 与 matplotlib 的应用 一、库函数介绍 1. numpy库   NumPy(Numeric Python)提供了一个N维的数组类型ndarray,Numpy底层使用C语言编写,内部解除了GIL(全局解释器锁),其对数组的...

osc_8q50i7hp
2019/04/22
3
0
numpy 与 matplotlib 的应用

numpy 与 matplotlib 的应用 一、库函数介绍 1. numpy库   NumPy(Numeric Python)提供了一个N维的数组类型ndarray,Numpy底层使用C语言编写,内部解除了GIL(全局解释器锁),其对数组的...

osc_8q50i7hp
2019/04/21
14
0
成绩雷达图

numpy 与 matplotlib 的应用过程 numpy 与 matplotlib 的应用 一、库函数介绍 1. numpy库   NumPy(Numeric Python)提供了一个N维的数组类型ndarray,Numpy底层使用C语言编写,内部解除了...

osc_6umsdbug
2019/04/24
5
0
Python机器学习入门资料大全

零基础入门机器学习?无从下手?大神精心整理的Python机器学习资料大全,收藏起来,这里的每一份资料都是你学习路上的指明灯!同时小编附上实验楼相关基础课程供大家参考,理论实践两不误,边...

实验楼
2018/05/14
0
0

没有更多内容

加载失败,请刷新页面

加载更多

事务特性

ACID ACID : 原子性 - 一致性 - 隔离性 - 持久性 四大特性 原子性: 事务将一组逻辑单元看成 一个操作 , 原子是最小单位不可再分割 一致性: 事务的前后 数据的应该保持一致 隔离性(isolation)...

osc_3grma05a
23分钟前
7
0
微信小程序实现分享到朋友圈

2020年7月8日。微信小程序推出分享朋友圈,所以笔者先来试一下,没想到一下搞成了 。。 按照微信官方文档得第一步,我们需要设置允许发给朋友,在小程序得生命周期里面这样写。 首先,把你的...

osc_a8r2ub9u
25分钟前
7
0
小程序分享到朋友圈 H5打开小程序H5打开APP 「wx-open-launch-weapp」 「wx-open-launch-app」

前言 微信更新了两个功能块 简单使用了下 给大家写篇文章说说 避免走弯路 欧力给! 1.小程序分享到朋友圈 //在页面的js里设置下就ok onShareTimeline(){ return { title: "微视宝...

osc_dwuu5jqk
26分钟前
25
0
解决死锁——哲学家就餐

解决方法有: 1、更改为单个锁 2、将锁排序 产生死锁的原因 产生死锁的原因是一个线程在持有一把锁时又去申请另外一把锁,也就是锁嵌套。而另一把锁被另外一个线程持有。 举个广为人知的例子...

osc_2qah5avr
27分钟前
16
0
面试官:软件测试没搞懂这些,哪里来的自信投简历? 刁钻问得高频的面试题(含答案)

问得高频的问题(含答案) 软件的生命周期(prdctrm) 计划阶段(planning)-〉需求分析(requirement)-〉设计阶段(design)-〉编码(coding)->测试(testing)->运行与维护(running maintrnacne) 测试...

测试人追风
27分钟前
0
0

没有更多内容

加载失败,请刷新页面

加载更多

返回顶部
顶部