René's URL Explorer Experiment

Title: GitHub - sijichun/PythonTutor: Python教学 · GitHub

Open Graph Title: GitHub - sijichun/PythonTutor: Python教学

X Title: GitHub - sijichun/PythonTutor: Python教学

Description: Python教学. Contribute to sijichun/PythonTutor development by creating an account on GitHub.

Open Graph Description: Python教学. Contribute to sijichun/PythonTutor development by creating an account on GitHub.

X Description: Python教学. Contribute to sijichun/PythonTutor development by creating an account on GitHub.

Opengraph URL: https://github.com/sijichun/PythonTutor

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:15cd783d-2856-c3ae-a283-61bc57e73fd9
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	CB14:3C303F:7BFD4D:A519E0:6A5FD488
html-safe-nonce	98817b356d1c4c20a3ab5b9f20f141ba25664452c9bff01a8b9e2480a447a301
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJDQjE0OjNDMzAzRjo3QkZENEQ6QTUxOUUwOjZBNUZENDg4IiwidmlzaXRvcl9pZCI6IjI0ODEwNTgwODczMjkzMjIxMjEiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac	8148c7169a68c11a9ddd926947c09adba494d56bc6aa0539f2fe8e96044b3cd6
hovercard-subject-tag	repository:184601826
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/sijichun/PythonTutor
twitter:image	https://opengraph.githubassets.com/d532f4b7c10c157aa4c0b0717c16327ad37a2d2fbb4cd5084fbfe9d55805dd14/sijichun/PythonTutor
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/d532f4b7c10c157aa4c0b0717c16327ad37a2d2fbb4cd5084fbfe9d55805dd14/sijichun/PythonTutor
og:image:alt	Python教学. Contribute to sijichun/PythonTutor development by creating an account on GitHub.
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	2a1904016bf220ad1311da188567b50f2c83d69b89a554fd8b017417589fbe29
turbo-cache-control	no-cache
go-import	github.com/sijichun/PythonTutor git https://github.com/sijichun/PythonTutor.git
octolytics-dimension-user_id	7371922
octolytics-dimension-user_login	sijichun
octolytics-dimension-repository_id	184601826
octolytics-dimension-repository_nwo	sijichun/PythonTutor
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	184601826
octolytics-dimension-repository_network_root_nwo	sijichun/PythonTutor
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	f83c469daaa92993df0b1f479d525995ec8cc172
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/sijichun/PythonTutor#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fsijichun%2FPythonTutor
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub Copilot appDirect agents from issue to merge	https://github.com/features/ai/github-app
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
Code QualityEnforce quality at merge	https://github.com/features/code-quality
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
View all resources	https://github.com/resources
GitHub SponsorsFund open source developers	https://github.com/open-source/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/open-source/accelerator
GitHub Stars	https://stars.github.com
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/enterprise/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://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fsijichun%2FPythonTutor
Sign up	https://github.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=sijichun%2FPythonTutor
Reload	https://github.com/sijichun/PythonTutor
Reload	https://github.com/sijichun/PythonTutor
Reload	https://github.com/sijichun/PythonTutor
sijichun	https://github.com/sijichun
PythonTutor	https://github.com/sijichun/PythonTutor
Notifications	https://github.com/login?return_to=%2Fsijichun%2FPythonTutor
Fork 29	https://github.com/login?return_to=%2Fsijichun%2FPythonTutor
Star 59	https://github.com/login?return_to=%2Fsijichun%2FPythonTutor
Code	https://github.com/sijichun/PythonTutor
Issues 0	https://github.com/sijichun/PythonTutor/issues
Pull requests 0	https://github.com/sijichun/PythonTutor/pulls
Actions	https://github.com/sijichun/PythonTutor/actions
Projects	https://github.com/sijichun/PythonTutor/projects
Security and quality 0	https://github.com/sijichun/PythonTutor/security
Insights	https://github.com/sijichun/PythonTutor/pulse
Code	https://github.com/sijichun/PythonTutor
Issues	https://github.com/sijichun/PythonTutor/issues
Pull requests	https://github.com/sijichun/PythonTutor/pulls
Actions	https://github.com/sijichun/PythonTutor/actions
Projects	https://github.com/sijichun/PythonTutor/projects
Security and quality	https://github.com/sijichun/PythonTutor/security
Insights	https://github.com/sijichun/PythonTutor/pulse
	https://github.com/sijichun/PythonTutor
Branches	https://github.com/sijichun/PythonTutor/branches
Tags	https://github.com/sijichun/PythonTutor/tags
	https://github.com/sijichun/PythonTutor/branches
	https://github.com/sijichun/PythonTutor/tags
131 Commits	https://github.com/sijichun/PythonTutor/commits/master/
	https://github.com/sijichun/PythonTutor/commits/master/
Chinese	https://github.com/sijichun/PythonTutor/tree/master/Chinese
Chinese	https://github.com/sijichun/PythonTutor/tree/master/Chinese
Dify	https://github.com/sijichun/PythonTutor/tree/master/Dify
Dify	https://github.com/sijichun/PythonTutor/tree/master/Dify
csv	https://github.com/sijichun/PythonTutor/tree/master/csv
csv	https://github.com/sijichun/PythonTutor/tree/master/csv
html	https://github.com/sijichun/PythonTutor/tree/master/html
html	https://github.com/sijichun/PythonTutor/tree/master/html
pic	https://github.com/sijichun/PythonTutor/tree/master/pic
pic	https://github.com/sijichun/PythonTutor/tree/master/pic
.gitignore	https://github.com/sijichun/PythonTutor/blob/master/.gitignore
.gitignore	https://github.com/sijichun/PythonTutor/blob/master/.gitignore
Basic.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Basic.ipynb
Basic.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Basic.ipynb
Begin.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Begin.ipynb
Begin.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Begin.ipynb
CNN.ipynb	https://github.com/sijichun/PythonTutor/blob/master/CNN.ipynb
CNN.ipynb	https://github.com/sijichun/PythonTutor/blob/master/CNN.ipynb
Class.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Class.ipynb
Class.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Class.ipynb
Clustering.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Clustering.ipynb
Clustering.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Clustering.ipynb
EconML.ipynb	https://github.com/sijichun/PythonTutor/blob/master/EconML.ipynb
EconML.ipynb	https://github.com/sijichun/PythonTutor/blob/master/EconML.ipynb
Errors.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Errors.ipynb
Errors.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Errors.ipynb
Flask_request_selenium.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Flask_request_selenium.ipynb
Flask_request_selenium.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Flask_request_selenium.ipynb
Func_and_module.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Func_and_module.ipynb
Func_and_module.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Func_and_module.ipynb
HTML_bs.ipynb	https://github.com/sijichun/PythonTutor/blob/master/HTML_bs.ipynb
HTML_bs.ipynb	https://github.com/sijichun/PythonTutor/blob/master/HTML_bs.ipynb
LLM.ipynb	https://github.com/sijichun/PythonTutor/blob/master/LLM.ipynb
LLM.ipynb	https://github.com/sijichun/PythonTutor/blob/master/LLM.ipynb
Logistic_regression.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Logistic_regression.ipynb
Logistic_regression.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Logistic_regression.ipynb
NN.ipynb	https://github.com/sijichun/PythonTutor/blob/master/NN.ipynb
NN.ipynb	https://github.com/sijichun/PythonTutor/blob/master/NN.ipynb
Numpy_scipy_matplotlib.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Numpy_scipy_matplotlib.ipynb
Numpy_scipy_matplotlib.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Numpy_scipy_matplotlib.ipynb
OllamaAPI.py	https://github.com/sijichun/PythonTutor/blob/master/OllamaAPI.py
OllamaAPI.py	https://github.com/sijichun/PythonTutor/blob/master/OllamaAPI.py
Optimize.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Optimize.ipynb
Optimize.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Optimize.ipynb
PCA_Manifold.ipynb	https://github.com/sijichun/PythonTutor/blob/master/PCA_Manifold.ipynb
PCA_Manifold.ipynb	https://github.com/sijichun/PythonTutor/blob/master/PCA_Manifold.ipynb
Pandas.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Pandas.ipynb
Pandas.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Pandas.ipynb
README.md	https://github.com/sijichun/PythonTutor/blob/master/README.md
README.md	https://github.com/sijichun/PythonTutor/blob/master/README.md
RNN.ipynb	https://github.com/sijichun/PythonTutor/blob/master/RNN.ipynb
RNN.ipynb	https://github.com/sijichun/PythonTutor/blob/master/RNN.ipynb
Regex.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Regex.ipynb
Regex.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Regex.ipynb
Regression_lasso.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Regression_lasso.ipynb
Regression_lasso.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Regression_lasso.ipynb
SQL.ipynb	https://github.com/sijichun/PythonTutor/blob/master/SQL.ipynb
SQL.ipynb	https://github.com/sijichun/PythonTutor/blob/master/SQL.ipynb
Scikit_learn.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Scikit_learn.ipynb
Scikit_learn.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Scikit_learn.ipynb
String_and_file.ipynb	https://github.com/sijichun/PythonTutor/blob/master/String_and_file.ipynb
String_and_file.ipynb	https://github.com/sijichun/PythonTutor/blob/master/String_and_file.ipynb
Text_analytics.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Text_analytics.ipynb
Text_analytics.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Text_analytics.ipynb
Text_torch.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Text_torch.ipynb
Text_torch.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Text_torch.ipynb
Threads.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Threads.ipynb
Threads.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Threads.ipynb
Torch.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Torch.ipynb
Torch.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Torch.ipynb
Torch_graph.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Torch_graph.ipynb
Torch_graph.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Torch_graph.ipynb
Tree_and_forest.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Tree_and_forest.ipynb
Tree_and_forest.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Tree_and_forest.ipynb
README	https://github.com/sijichun/PythonTutor
	https://github.com/sijichun/PythonTutor#pythontutor
Errors.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Errors.ipynb
	https://github.com/sijichun/PythonTutor#python基础
Begin.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Begin.ipynb
Basic.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Basic.ipynb
Func_and_module.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Func_and_module.ipynb
Class.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Class.ipynb
Threads.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Threads.ipynb
	https://github.com/sijichun/PythonTutor#字符串专题
String_and_file.ipynb	https://github.com/sijichun/PythonTutor/blob/master/String_and_file.ipynb
Regex.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Regex.ipynb
	https://github.com/sijichun/PythonTutor#数据库与爬虫
SQL.ipynb	https://github.com/sijichun/PythonTutor/blob/master/SQL.ipynb
HTML_bs.ipynb	https://github.com/sijichun/PythonTutor/blob/master/HTML_bs.ipynb
Flask_request_selenium.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Flask_request_selenium.ipynb
	https://github.com/sijichun/PythonTutor#数值计算与数据管理
Numpy_scipy_matplotlib.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Numpy_scipy_matplotlib.ipynb
Pandas.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Pandas.ipynb
	https://github.com/sijichun/PythonTutor#统计方法待补充
Random.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Random.ipynb
Optimize.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Optimize.ipynb
Estimation.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Estimation.ipynb
Hypo_test.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Hypo_test.ipynb
Bayesian.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Bayesian.ipynb
MCMC.ipynb	https://github.com/sijichun/PythonTutor/blob/master/MCMC.ipynb
Linear_and_quantile_regression.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Linear_and_quantile_regression.ipynb
Probit_logit_count.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Probit_logit_count.ipynb
Duration_survival.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Duration_survival.ipynb
Stationary_time_series.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Stationary_time_series.ipynb
ARCH_GARCH.ipynb	https://github.com/sijichun/PythonTutor/blob/master/ARCH_GARCH.ipynb
Nonstationary.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Nonstationary.ipynb
Factor_pricing.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Factor_pricing.ipynb
Factor.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Factor.ipynb
Nonparametric.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Nonparametric.ipynb
	https://github.com/sijichun/PythonTutor#机器学习
Scikit_learn.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Scikit_learn.ipynb
Clustering.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Clustering.ipynb
PCA_Manifold.ipynb	https://github.com/sijichun/PythonTutor/blob/master/PCA_Manifold.ipynb
Regression_lasso.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Regression_lasso.ipynb
Logistic_regression.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Logistic_regression.ipynb
Tree_and_forest.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Tree_and_forest.ipynb
Torch.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Torch.ipynb
NN.ipynb	https://github.com/sijichun/PythonTutor/blob/master/NN.ipynb
RNN.ipynb	https://github.com/sijichun/PythonTutor/blob/master/RNN.ipynb
CNN.ipynb	https://github.com/sijichun/PythonTutor/blob/master/CNN.ipynb
Text_analytics.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Text_analytics.ipynb
Reinforcement.ipynb	https://github.com/sijichun/PythonTutor/blob/master/Reinforcement.ipynb
	https://github.com/sijichun/PythonTutor#常用数据集
UCI 提供的机器学习数据集	https://archive.ics.uci.edu/ml/datasets.php
GitHub上的一个数据集汇总	https://github.com/awesomedata/awesome-public-datasets
亚马逊数据集	https://registry.opendata.aws
微软数据集	https://msropendata.com
Google的数据集搜索	https://toolbox.google.com/datasetsearch
Kaggle数据集	https://www.kaggle.com/datasets
阿里天池数据集	https://tianchi.aliyun.com/dataset
和鲸社区数据集	https://www.kesci.com/home/dataset
欧盟数据集	https://data.europa.eu/euodp/data/dataset
Readme	https://github.com/sijichun/PythonTutor#readme-ov-file
Please reload this page	https://github.com/sijichun/PythonTutor
Activity	https://github.com/sijichun/PythonTutor/activity
29 forks	https://github.com/sijichun/PythonTutor/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fsijichun%2FPythonTutor&report=sijichun+%28user%29
Releases	https://github.com/sijichun/PythonTutor/releases
Packages 0	https://github.com/users/sijichun/packages?repo_name=PythonTutor
Please reload this page	https://github.com/sijichun/PythonTutor
Contributors	https://github.com/sijichun/PythonTutor/graphs/contributors
Please reload this page	https://github.com/sijichun/PythonTutor
Jupyter Notebook 93.1%	https://github.com/sijichun/PythonTutor/search?l=jupyter-notebook
HTML 6.8%	https://github.com/sijichun/PythonTutor/search?l=html
Python 0.1%	https://github.com/sijichun/PythonTutor/search?l=python
	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.