René's URL Explorer Experiment

Title: GitHub - crazyZSShuo/python-small-examples: Python 有趣、实用的代码示例集合。包含：Python 基础、小技巧、坑、文件操作、机器学习、绘图等

Open Graph Title: GitHub - crazyZSShuo/python-small-examples: Python 有趣、实用的代码示例集合。包含：Python 基础、小技巧、坑、文件操作、机器学习、绘图等

X Title: GitHub - crazyZSShuo/python-small-examples: Python 有趣、实用的代码示例集合。包含：Python 基础、小技巧、坑、文件操作、机器学习、绘图等

Description: Python 有趣、实用的代码示例集合。包含：Python 基础、小技巧、坑、文件操作、机器学习、绘图等 - crazyZSShuo/python-small-examples

Open Graph Description: Python 有趣、实用的代码示例集合。包含：Python 基础、小技巧、坑、文件操作、机器学习、绘图等 - crazyZSShuo/python-small-examples

X Description: Python 有趣、实用的代码示例集合。包含：Python 基础、小技巧、坑、文件操作、机器学习、绘图等 - crazyZSShuo/python-small-examples

Opengraph URL: https://github.com/crazyZSShuo/python-small-examples

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:1fb312ea-00b2-e022-05ea-50b7280f55fd
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	C2CE:22C7B5:2408308:3068650:6972D764
html-safe-nonce	89448408b44c3e230449c16a0df1db9e4032d03e48a308c68ce275576ddf9cf8
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJDMkNFOjIyQzdCNToyNDA4MzA4OjMwNjg2NTA6Njk3MkQ3NjQiLCJ2aXNpdG9yX2lkIjoiNDc1NDk4MDQ4NzI2Njc1MjM1NiIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac	4f4a7c14bbdcf10f3595c439a374ca3beddb8c2dc56317f4a0730c7623d83a6e
hovercard-subject-tag	repository:513387841
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/crazyZSShuo/python-small-examples
twitter:image	https://opengraph.githubassets.com/b038b694f329291f23ed8e0b2168f09973eea5d52491b2bedbb761cb6554a20e/crazyZSShuo/python-small-examples
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/b038b694f329291f23ed8e0b2168f09973eea5d52491b2bedbb761cb6554a20e/crazyZSShuo/python-small-examples
og:image:alt	Python 有趣、实用的代码示例集合。包含：Python 基础、小技巧、坑、文件操作、机器学习、绘图等 - crazyZSShuo/python-small-examples
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	0b28c359b13f980b4fbede8da4d68e72b8e69a4837e7a70f5b5bd33f08875133
turbo-cache-control	no-preview
go-import	github.com/crazyZSShuo/python-small-examples git https://github.com/crazyZSShuo/python-small-examples.git
octolytics-dimension-user_id	33218762
octolytics-dimension-user_login	crazyZSShuo
octolytics-dimension-repository_id	513387841
octolytics-dimension-repository_nwo	crazyZSShuo/python-small-examples
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	222183074
octolytics-dimension-repository_parent_nwo	jackzhenguo/python-small-examples
octolytics-dimension-repository_network_root_id	222183074
octolytics-dimension-repository_network_root_nwo	jackzhenguo/python-small-examples
turbo-body-classes	logged-out env-production page-responsive
disable-turbo	false
browser-stats-url	https://api.github.com/_private/browser/stats
browser-errors-url	https://api.github.com/_private/browser/errors
release	e59d75213c810b4a9ea72ce3aa89d45f5b2feb48
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples#start-of-content
	https://patch-diff.githubusercontent.com/
Sign in	https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FcrazyZSShuo%2Fpython-small-examples
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub SparkBuild and deploy intelligent apps	https://github.com/features/spark
GitHub ModelsManage and compare prompts	https://github.com/features/models
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
IssuesPlan and track work	https://github.com/features/issues
Code ReviewManage code changes	https://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilities	https://github.com/security/advanced-security
Code securitySecure your code as you build	https://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they start	https://github.com/security/advanced-security/secret-protection
Why GitHub	https://github.com/why-github
Documentation	https://docs.github.com
Blog	https://github.blog
Changelog	https://github.blog/changelog
Marketplace	https://github.com/marketplace
View all features	https://github.com/features
Enterprises	https://github.com/enterprise
Small and medium teams	https://github.com/team
Startups	https://github.com/enterprise/startups
Nonprofits	https://github.com/solutions/industry/nonprofits
App Modernization	https://github.com/solutions/use-case/app-modernization
DevSecOps	https://github.com/solutions/use-case/devsecops
DevOps	https://github.com/solutions/use-case/devops
CI/CD	https://github.com/solutions/use-case/ci-cd
View all use cases	https://github.com/solutions/use-case
Healthcare	https://github.com/solutions/industry/healthcare
Financial services	https://github.com/solutions/industry/financial-services
Manufacturing	https://github.com/solutions/industry/manufacturing
Government	https://github.com/solutions/industry/government
View all industries	https://github.com/solutions/industry
View all solutions	https://github.com/solutions
AI	https://github.com/resources/articles?topic=ai
Software Development	https://github.com/resources/articles?topic=software-development
DevOps	https://github.com/resources/articles?topic=devops
Security	https://github.com/resources/articles?topic=security
View all topics	https://github.com/resources/articles
Customer stories	https://github.com/customer-stories
Events & webinars	https://github.com/resources/events
Ebooks & reports	https://github.com/resources/whitepapers
Business insights	https://github.com/solutions/executive-insights
GitHub Skills	https://skills.github.com
Documentation	https://docs.github.com
Customer support	https://support.github.com
Community forum	https://github.com/orgs/community/discussions
Trust center	https://github.com/trust-center
Partners	https://github.com/partners
GitHub SponsorsFund open source developers	https://github.com/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/accelerator
Archive Program	https://archiveprogram.github.com
Topics	https://github.com/topics
Trending	https://github.com/trending
Collections	https://github.com/collections
Enterprise platformAI-powered developer platform	https://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security features	https://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI features	https://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 support	https://github.com/premium-support
Pricing	https://github.com/pricing
Search syntax tips	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentation	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in	https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FcrazyZSShuo%2Fpython-small-examples
Sign up	https://patch-diff.githubusercontent.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=crazyZSShuo%2Fpython-small-examples
Reload	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples
Reload	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples
Reload	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples
crazyZSShuo	https://patch-diff.githubusercontent.com/crazyZSShuo
python-small-examples	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples
jackzhenguo/python-small-examples	https://patch-diff.githubusercontent.com/jackzhenguo/python-small-examples
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2FcrazyZSShuo%2Fpython-small-examples
Fork 0	https://patch-diff.githubusercontent.com/login?return_to=%2FcrazyZSShuo%2Fpython-small-examples
Star 0	https://patch-diff.githubusercontent.com/login?return_to=%2FcrazyZSShuo%2Fpython-small-examples
0 stars	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/stargazers
1.8k forks	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/forks
Branches	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/branches
Tags	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/tags
Activity	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/activity
Star	https://patch-diff.githubusercontent.com/login?return_to=%2FcrazyZSShuo%2Fpython-small-examples
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2FcrazyZSShuo%2Fpython-small-examples
Code	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples
Pull requests 0	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/pulls
Actions	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/actions
Projects 0	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/projects
Security 0	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/security
Insights	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/pulse
Code	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples
Pull requests	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/pulls
Actions	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/actions
Projects	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/projects
Security	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/security
Insights	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/pulse
Branches	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/branches
Tags	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/tags
	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/branches
	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/tags
145 Commits	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/commits/master/
	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/commits/master/
dev	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/tree/master/dev
dev	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/tree/master/dev
img	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/tree/master/img
img	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/tree/master/img
md	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/tree/master/md
md	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/tree/master/md
script	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/tree/master/script
script	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/tree/master/script
.gitignore	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/.gitignore
.gitignore	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/.gitignore
README.md	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/README.md
README.md	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/README.md
README	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples
	https://camo.githubusercontent.com/11cbec31c092c35b3e6fe4e591155c893c78574854c7a5e43a6569f6ba7d8cda/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f2d507974686f6e2d627269676874677265656e
	https://camo.githubusercontent.com/8ed1afd2b9a101a4b7b49d90671c3d0c6651282930dd87da707b54831c6497bf/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f2d2545362539352542302545362538442541452545352538382538362545362539452539302d79656c6c6f77677265656e
	https://camo.githubusercontent.com/0b959a988e56db18a95e9a88f4a3e9ea498d10ff7574caf40beb37df2dc08fa1/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f2d2545372541452539372545362542332539352d79656c6c6f77
	https://camo.githubusercontent.com/30a2d6cff2e162c7659167789dc59d2ef729461188477be640b56626574a4f33/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f2d2545362539432542412545352539392541382545352541442541362545342542392541302d6c6967687467726579
	https://static01.imgkr.com/temp/c6e10a16c4764dcdb32587760f6769ec.png
	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples#介绍
Python中文网	http://www.zglg.work/python-small-examples/
Python实用小工具	http://www.zglg.work:5000/pytools
	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples#license
https://github.com/jackzhenguo/python-small-examples	https://github.com/jackzhenguo/python-small-examples
	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples#python-小例子
	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples#基本操作
常见算术运算	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/198.md
实现 relu	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/1.md
进制转化	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/2.md
整数和ASCII互转	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/3.md
元素都为真检查	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/4.md
至少一个为真检查	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/5.md
判断是真是假	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/6.md
创建复数	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/7.md
取商和余数	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/8.md
转为浮点类型	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/9.md
转为整型	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/10.md
次幂	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/11.md
四舍五入	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/12.md
链式比较	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/13.md
字符串转字节	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/14.md
任意对象转为字符串	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/15.md
执行字符串表示的代码	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/16.md
计算表达式	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/17.md
字符串格式化	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/18.md
交换两元素	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/23.md
转为字典	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/29.md
冻结集合	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/30.md
转为集合类型	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/31.md
转元组	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/32.md
查看变量所占字节数	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/48.md
含单个元素的元组	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/154.md
列表删除之坑	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/159.md
列表快速复制之坑	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/160.md
发现列表前3个最大或最小数	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/195.md
字符串驻留	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/161.md
创建空集合错误	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/166.md
充分认识for	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/164.md
认识执行时机	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/165.md
	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples#函数和模块常见用法
操作函数对象	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/24.md
创建range序列	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/55.md
生成逆序序列	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/25.md
拿来就用的排序函数	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/19.md
求和函数	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/20.md
函数的五类参数使用例子	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/26.md
使用slice对象	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/27.md
lambda 函数	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/28.md
枚举对象	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/47.md
过滤器filter	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/49.md
返回对象哈希值	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/50.md
带名字的元组	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/79.md
一行代码实现列表反转	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/70.md
反转字符串的两个方法	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/86.md
join 串联字符串	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/87.md
字符串字节长度	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/88.md
groupby单字段分组	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/129.md
groupby多字段分组	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/130.md
itemgetter和key函数	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/131.md
sum函数计算和聚合同时做	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/132.md
默认参数设为空	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/155.md
各种参数使用之坑	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/158.md
lambda自由参数之坑	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/157.md
使用堆升序列表	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/196.md
	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples#面向对象
所有对象之根	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/43.md
对象是否可调用	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/33.md
ascii 展示对象	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/34.md
类方法	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/35.md
动态删除属性	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/36.md
一键查看对象所有方法	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/37.md
动态获取对象属性	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/38.md
对象是否有某个属性	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/39.md
对象门牌号	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/40.md
实例和对象关系判断	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/41.md
issubclass父子关系鉴定	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/42.md
创建属性的两种方法	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/44.md
查看对象类型	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/45.md
元类使用介绍	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/46.md
相同值的不可变对象	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/162.md
对象销毁顺序	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/163.md
子类继承父类的静态方法吗？	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/171.md
	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples#正则
正则中字符 r作用	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/89.md
正则原子操作	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/90.md
正则中的转义	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/91.md
正则最普通查找	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/92.md
使用通用字符查找	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/93.md
使用元字符查找	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/94.md
捕获子串	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/95.md
贪心捕获和非贪心捕获	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/96.md
使用正则做密码安全检查	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/97.md
爬取百度首页标题	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/98.md
批量转化为驼峰格式(Camel)	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/99.md
使用正则判断是否为正浮点数	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/102.md
使用正则提取正整数和大于0的浮点数	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/197.md
	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples#装饰器迭代器生成器
通俗理解装饰器	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/138.md
测试函数运行时间的装饰器	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/136.md
统计异常次数装饰器	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/137.md
定制递减迭代器	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/139.md
创建迭代器	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/53.md
反向迭代器reversed	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/56.md
zip迭代器	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/57.md
list分组(生成器版)	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/134.md
列表全展开(生成器版)	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/135.md
chain串联小容器为大容器	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/84.md
product 使用案例	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/85.md
斐波那契数列前n项	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/126.md
	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples#绘图
turtle绘制奥运五环图	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/140.md
turtle绘制漫天雪花	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/141.md
Python词云图	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/142.md
Plotly柱状图和折线图	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/143.md
seaborn热力图	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/144.md
Pyecharts仪表盘	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/145.md
Pyecharts漏斗图	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/146.md
Pyecharts水球图	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/147.md
Pyecharts饼图	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/148.md
Pyecharts极坐标图	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/149.md
Pyecharts词云图	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/150.md
Pyecharts热力图	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/151.md
matplotlib绘制动图	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/152.md
seaborn pairplot图	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/153.md
pyecharts传入Numpy数据绘图失败	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/167.md
图像处理包pillow	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/169.md
	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples#数据分析
数据分析神器：deepnote	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/177.md
NumPy 的pad填充方法	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/172.md
创建下对角线为1、2、3、4的对角矩阵	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/173.md
cut 数据分箱	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/174.md
丢弃空值和填充空值	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/175.md
apply 方法去掉特殊字符	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/178.md
使用map对列做特征工程	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/179.md
category列转数值	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/180.md
rank排名	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/181.md
完成数据下采样，调整步长由小时为天	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/182.md
如何用 Pandas 快速生成时间序列数据	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/183.md
如何快速找出 DataFrame 所有列 null 值个数	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/184.md
重新排序 DataFrame 的列	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/185.md
使用 count 统计词条出现次数	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/186.md
split 求时分(HH:mm)的分钟差	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/187.md
melt透视数据小技巧	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/188.md
pivot 透视小技巧	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/189.md
p随机读取文件的K行，生成N个	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/190.md
格式化Pandas的时间列	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/191.md
	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples#其他常用
help 一键帮助	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/51.md
获取用户输入	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/52.md
文件读写和mode 取值表	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/54.md
operator使用举例	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/58.md
传输json对象	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/59.md
获取文件后缀名	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/103.md
获取路径中的文件名	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/104.md
批量修改文件后缀	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/105.md
xls批量转换成xlsx	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/106.md
获取指定后缀名的文件	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/107.md
批量压缩文件	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/108.md
32位加密	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/109.md
年的日历图	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/110.md
判断是否为闰年	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/111.md
判断月有几天	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/112.md
月的第一天	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/113.md
月的最后一天	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/114.md
获取当前时间	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/115.md
字符时间转时间	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/116.md
时间转字符时间	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/117.md
获得某天后的1~n天	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/133.md
默认启动主线程	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/118.md
创建线程	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/119.md
交替获得CPU时间片	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/120.md
多线程抢夺同一个变量	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/121.md
多线程变量竞争引起的问题	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/122.md
多线程锁	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/123.md
时间转数组及常用格式	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/124.md
nonlocal用于内嵌函数中	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/21.md
global 声明全局变量	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/22.md
共享变量未绑定之坑	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/156.md
优化代码异常输出包	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/168.md
一行代码找到编码	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/170.md
创建SQLite连接	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/192.md
json对象转python对象	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/193.md
python对象转json对象	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/194.md
一行代码让 pip 安装加速 100 倍	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/176.md
	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples#工作常用案例
不用else和if实现计算器	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/60.md
去最求平均	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/61.md
打印99乘法表	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/62.md
递归版flatten函数	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/63.md
列表等分为n份	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/64.md
压缩列表	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/65.md
求更长的列表	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/66.md
求列表众数	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/67.md
所有多个列表的最大值	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/68.md
列表检查重复	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/69.md
浮点数等差数列	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/71.md
按条件分组	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/72.md
map实现向量运算	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/73.md
值最大的字典	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/74.md
合并两个字典	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/75.md
Topn 字典	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/76.md
判断是否为异位词	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/77.md
逻辑上合并字典	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/78.md
sample 样本抽样	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/80.md
重洗数据集	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/81.md
10个均匀分布的坐标点	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/82.md
10个高斯分布的坐标点	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/83.md
是否互为排序词	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/100.md
str1是否由str2旋转而来	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/101.md
寻找第n次出现位置	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/125.md
找出所有重复元素	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/127.md
联合统计次数	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/128.md
求两点球面距离	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/199.md
获取文件编码	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/200.md
格式化json串	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/blob/master/md/201.md
	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples#python原创教程
个人网站	http://www.zglg.work/python-level/
Python进阶完整教程	http://www.zglg.work/python-level/
Python前言	http://www.zglg.work/Python-20-topics/intro-python/
Google Python代码风格指南	http://www.zglg.work/Python-20-topics/google-python-coding-style/
Python数字	http://www.zglg.work/Python-20-topics/python-number/
Python正则之提取正整数和大于0浮点数	http://www.zglg.work/python-level/python-re-integer-float.md
Python字符串	http://www.zglg.work/Python-20-topics/python-string/
CSV读写乱码问题	http://www.zglg.work/Python-20-topics/csv-rw-coding-issue/
Unicode标准化	http://www.zglg.work/Python-20-topics/unicode-standard/
Unicode, UTF-8, ASCII	http://www.zglg.work/Python-20-topics/unicode-utf-8/
Python动态生成变量	http://www.zglg.work/Python-20-topics/dynamic_variable/
Python字符串对齐	http://www.zglg.work/Python-20-topics/python-string-align/
Python小项目1：文本句子关键词的KWIC显示	http://www.zglg.work/Python-20-topics/python-project1-kwic/
Python列表	http://www.zglg.work/Python-20-topics/python-list/
Python流程控制	http://www.zglg.work/Python-20-topics/python-control/
Python编程习惯专题	http://www.zglg.work/Python-20-topics/python-program-habit/
Python函数专题	http://www.zglg.work/Python-20-topics/python-functions/
Python面向对象编程-上篇	http://www.zglg.work/Python-20-topics/python-oop-1/
Python面向对象编程-下篇	http://www.zglg.work/Python-20-topics/python-oop-2/
Python十大数据结构使用专题	http://www.zglg.work/Python-20-topics/python-data-structure/
Python包和模块使用注意事项专题	http://www.zglg.work/Python-20-topics/python-package-module-apply-items/
Python正则使用专题	http://www.zglg.work/Python-20-topics/python-re-apply/
Python时间专题	http://www.zglg.work/Python-20-topics/python-time/
Python装饰器专题	http://www.zglg.work/Python-20-topics/python-decorator-apply/
Python迭代器使用专题	http://www.zglg.work/Python-20-topics/python-iterator-apply/
Python生成器使用专题	http://www.zglg.work/Python-20-topics/python-generator-apply/
Python 绘图入门专题	http://www.zglg.work/Python-20-topics/python-graph-intro/
Matplotlib绘图基础专题	http://www.zglg.work/Python-20-topics/python-matplotlib-1/
Matplotlib绘图进阶专题	http://www.zglg.work/Python-20-topics/python-matplotlib-2/
Matplotlib绘图案例	http://www.zglg.work/Python-20-topics/python-matplotlib-examples/
NumPy图解入门	http://www.zglg.work/Python-20-topics/numpy-graph-intro/
	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples#numpy入门教程
NumPy介绍	http://www.zglg.work/numpy-intro/
安装和导入NumPy	http://www.zglg.work/numpy/numpy-install/
Python列表和NumPy数组有什么区别？	http://www.zglg.work/numpy/numpy-array-different-python-list/
什么是array?	http://www.zglg.work/numpy/what-is-numpy/
有关Array的详细信息	http://www.zglg.work/numpy/numpy-array-more/
如何创建array	http://www.zglg.work/numpy/numpy-create-array/
添加、删除和排序元素	http://www.zglg.work/numpy/numpy-add-remove-sort/
数组形状和大小	http://www.zglg.work/numpy/numpy-shape/
重塑array	http://www.zglg.work/numpy/numpy-reshape/
如何将一维array转换为二维array(如何向数组添加新轴)	http://www.zglg.work/numpy/numpy-1d-2d-more/
NumPy索引和切片	http://www.zglg.work/numpy/numpy-indexing-slicing/
如何从现有数据创建数组	http://www.zglg.work/numpy/numpy-create-an-array-from-existing-data/
数组基本操作	http://www.zglg.work/numpy/numpy-basic-array-operations/
广播	http://www.zglg.work/numpy/numpy-broadcasting/
更有用的数组操作	http://www.zglg.work/numpy/numpy-more-array-operations/
生成随机数	http://www.zglg.work/numpy/numpy-generate-random-number/
Readme	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples#readme-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples
Activity	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/activity
0 stars	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/stargazers
0 watching	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/watchers
0 forks	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FcrazyZSShuo%2Fpython-small-examples&report=crazyZSShuo+%28user%29
Releases	https://patch-diff.githubusercontent.com/crazyZSShuo/python-small-examples/releases
Packages 0	https://patch-diff.githubusercontent.com/users/crazyZSShuo/packages?repo_name=python-small-examples
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.