René's URL Explorer Experiment

Title: GitHub - jwalsh/advanced-python: Advanced Python programming concepts: internals, metaprogramming, concurrency, design patterns, functional programming, and more. Educational resource with examples and exercises.

Open Graph Title: GitHub - jwalsh/advanced-python: Advanced Python programming concepts: internals, metaprogramming, concurrency, design patterns, functional programming, and more. Educational resource with examples and exercises.

X Title: GitHub - jwalsh/advanced-python: Advanced Python programming concepts: internals, metaprogramming, concurrency, design patterns, functional programming, and more. Educational resource with examples and exercises.

Description: Advanced Python programming concepts: internals, metaprogramming, concurrency, design patterns, functional programming, and more. Educational resource with examples and exercises. - jwalsh/advanced-python

Open Graph Description: Advanced Python programming concepts: internals, metaprogramming, concurrency, design patterns, functional programming, and more. Educational resource with examples and exercises. - jwalsh/advanced...

X Description: Advanced Python programming concepts: internals, metaprogramming, concurrency, design patterns, functional programming, and more. Educational resource with examples and exercises. - jwalsh/advanced...

Opengraph URL: https://github.com/jwalsh/advanced-python

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:f4129f74-70ae-d0a6-e70b-93d28139a912
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	D10A:3804E:5006A0:70158B:698DF592
html-safe-nonce	87f14ed62733a0dff8a1383c7db1c256216f32a6d5d522589dc7d325d44f5a70
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJEMTBBOjM4MDRFOjUwMDZBMDo3MDE1OEI6Njk4REY1OTIiLCJ2aXNpdG9yX2lkIjoiNzQ0Mzc0NjUxMTI1NzQ2NjI1OCIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac	db73bc1ef6df58b1635f31e89da9e45a232b6a1ac5d90d7e70d463c775536b1f
hovercard-subject-tag	repository:791472406
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/jwalsh/advanced-python
twitter:image	https://opengraph.githubassets.com/f05e8c63c7406a4fe701c9a2ab213965e7fd96025b67816eb9c5fc21929021ff/jwalsh/advanced-python
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/f05e8c63c7406a4fe701c9a2ab213965e7fd96025b67816eb9c5fc21929021ff/jwalsh/advanced-python
og:image:alt	Advanced Python programming concepts: internals, metaprogramming, concurrency, design patterns, functional programming, and more. Educational resource with examples and exercises. - jwalsh/advanced...
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	ae22ef6ad27c5aeb770c5acd314c5724055bb23a663877aafdaaa50ed317ba34
turbo-cache-control	no-preview
go-import	github.com/jwalsh/advanced-python git https://github.com/jwalsh/advanced-python.git
octolytics-dimension-user_id	35480
octolytics-dimension-user_login	jwalsh
octolytics-dimension-repository_id	791472406
octolytics-dimension-repository_nwo	jwalsh/advanced-python
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	791472406
octolytics-dimension-repository_network_root_nwo	jwalsh/advanced-python
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	e545f5becd5b3ce9b429b68c3f994ad93c680ddb
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#start-of-content
	https://patch-diff.githubusercontent.com/
Sign in	https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fjwalsh%2Fadvanced-python
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%2Fjwalsh%2Fadvanced-python
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=jwalsh%2Fadvanced-python
Reload	https://patch-diff.githubusercontent.com/jwalsh/advanced-python
Reload	https://patch-diff.githubusercontent.com/jwalsh/advanced-python
Reload	https://patch-diff.githubusercontent.com/jwalsh/advanced-python
jwalsh	https://patch-diff.githubusercontent.com/jwalsh
advanced-python	https://patch-diff.githubusercontent.com/jwalsh/advanced-python
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2Fjwalsh%2Fadvanced-python
Fork 5	https://patch-diff.githubusercontent.com/login?return_to=%2Fjwalsh%2Fadvanced-python
Star 7	https://patch-diff.githubusercontent.com/login?return_to=%2Fjwalsh%2Fadvanced-python
7 stars	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/stargazers
5 forks	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/forks
Branches	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/branches
Tags	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/tags
Activity	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/activity
Star	https://patch-diff.githubusercontent.com/login?return_to=%2Fjwalsh%2Fadvanced-python
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2Fjwalsh%2Fadvanced-python
Code	https://patch-diff.githubusercontent.com/jwalsh/advanced-python
Issues 5	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/issues
Pull requests 2	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/pulls
Actions	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/actions
Projects 0	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/projects
Security 0	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/security
Insights	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/pulse
Code	https://patch-diff.githubusercontent.com/jwalsh/advanced-python
Issues	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/issues
Pull requests	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/pulls
Actions	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/actions
Projects	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/projects
Security	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/security
Insights	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/pulse
Branches	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/branches
Tags	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/tags
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/branches
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/tags
44 Commits	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/commits/main/
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/commits/main/
exercises	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/tree/main/exercises
exercises	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/tree/main/exercises
lambda-bytecode	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/tree/main/lambda-bytecode
lambda-bytecode	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/tree/main/lambda-bytecode
performance	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/tree/main/performance
performance	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/tree/main/performance
projects	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/tree/main/projects
projects	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/tree/main/projects
tests	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/tree/main/tests
tests	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/tree/main/tests
.dir-locals.el	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/.dir-locals.el
.dir-locals.el	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/.dir-locals.el
.editorconfig	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/.editorconfig
.editorconfig	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/.editorconfig
.gitignore	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/.gitignore
.gitignore	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/.gitignore
CLAUDE.md	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/CLAUDE.md
CLAUDE.md	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/CLAUDE.md
Makefile	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/Makefile
Makefile	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/Makefile
README.org	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/README.org
README.org	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/README.org
_.shar	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/_.shar
_.shar	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/_.shar
abstract_base_classes.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/abstract_base_classes.py
abstract_base_classes.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/abstract_base_classes.py
advanced_comprehensions.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/advanced_comprehensions.py
advanced_comprehensions.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/advanced_comprehensions.py
advanced_error_handling.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/advanced_error_handling.py
advanced_error_handling.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/advanced_error_handling.py
advanced_oop_patterns.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/advanced_oop_patterns.py
advanced_oop_patterns.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/advanced_oop_patterns.py
advanced_testing.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/advanced_testing.py
advanced_testing.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/advanced_testing.py
api_development.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/api_development.py
api_development.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/api_development.py
bytecode-inspector.org	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/bytecode-inspector.org
bytecode-inspector.org	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/bytecode-inspector.org
bytecode_inspector.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/bytecode_inspector.py
bytecode_inspector.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/bytecode_inspector.py
clojures-rfc.org	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/clojures-rfc.org
clojures-rfc.org	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/clojures-rfc.org
closures.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/closures.py
closures.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/closures.py
concurrency_and_parallelism.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/concurrency_and_parallelism.py
concurrency_and_parallelism.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/concurrency_and_parallelism.py
context_managers.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/context_managers.py
context_managers.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/context_managers.py
control_flow.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/control_flow.py
control_flow.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/control_flow.py
coroutines_async.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/coroutines_async.py
coroutines_async.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/coroutines_async.py
data.txt	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/data.txt
data.txt	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/data.txt
data_processor.cpp	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/data_processor.cpp
data_processor.cpp	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/data_processor.cpp
data_visualization.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/data_visualization.py
data_visualization.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/data_visualization.py
database_integration.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/database_integration.py
database_integration.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/database_integration.py
decorators.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/decorators.py
decorators.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/decorators.py
decorators_with_arguments.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/decorators_with_arguments.py
decorators_with_arguments.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/decorators_with_arguments.py
descriptors.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/descriptors.py
descriptors.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/descriptors.py
dictionaries_and_sets.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/dictionaries_and_sets.py
dictionaries_and_sets.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/dictionaries_and_sets.py
domain_modeling.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/domain_modeling.py
domain_modeling.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/domain_modeling.py
exception_handling.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/exception_handling.py
exception_handling.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/exception_handling.py
ffi.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/ffi.py
ffi.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/ffi.py
file_handling.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/file_handling.py
file_handling.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/file_handling.py
functions.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/functions.py
functions.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/functions.py
functools_module.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/functools_module.py
functools_module.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/functools_module.py
generators.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/generators.py
generators.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/generators.py
gui_development.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/gui_development.py
gui_development.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/gui_development.py
interpreter-internals.org	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/interpreter-internals.org
interpreter-internals.org	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/interpreter-internals.org
interpreter_internals.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/interpreter_internals.py
interpreter_internals.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/interpreter_internals.py
ipython.org	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/ipython.org
ipython.org	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/ipython.org
itertools_module.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/itertools_module.py
itertools_module.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/itertools_module.py
labels.json	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/labels.json
labels.json	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/labels.json
lambda-ast-explorer.org	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/lambda-ast-explorer.org
lambda-ast-explorer.org	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/lambda-ast-explorer.org
lambda_ast_explorer.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/lambda_ast_explorer.py
lambda_ast_explorer.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/lambda_ast_explorer.py
lambda_calculus.org	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/lambda_calculus.org
lambda_calculus.org	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/lambda_calculus.org
lambda_calculus.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/lambda_calculus.py
lambda_calculus.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/lambda_calculus.py
library_development.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/library_development.py
library_development.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/library_development.py
lists_and_tuples.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/lists_and_tuples.py
lists_and_tuples.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/lists_and_tuples.py
logging.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/logging.py
logging.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/logging.py
metaclasses.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/metaclasses.py
metaclasses.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/metaclasses.py
metaprogramming.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/metaprogramming.py
metaprogramming.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/metaprogramming.py
modules_and_packages.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/modules_and_packages.py
modules_and_packages.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/modules_and_packages.py
namespacing.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/namespacing.py
namespacing.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/namespacing.py
networking.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/networking.py
networking.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/networking.py
object_oriented_programming.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/object_oriented_programming.py
object_oriented_programming.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/object_oriented_programming.py
operator_overloading.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/operator_overloading.py
operator_overloading.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/operator_overloading.py
parsing.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/parsing.py
parsing.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/parsing.py
performance_optimization.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/performance_optimization.py
performance_optimization.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/performance_optimization.py
pfds.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/pfds.py
pfds.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/pfds.py
poetry.lock	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/poetry.lock
poetry.lock	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/poetry.lock
pyproject.toml	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/pyproject.toml
pyproject.toml	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/pyproject.toml
reflective_tower.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/reflective_tower.py
reflective_tower.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/reflective_tower.py
serialization.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/serialization.py
serialization.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/serialization.py
sicp.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/sicp.py
sicp.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/sicp.py
strings.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/strings.py
strings.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/strings.py
variables_and_data_types.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/variables_and_data_types.py
variables_and_data_types.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/variables_and_data_types.py
web_scraping.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/web_scraping.py
web_scraping.py	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/web_scraping.py
README	https://patch-diff.githubusercontent.com/jwalsh/advanced-python
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#advanced-python-exercises
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#getting-started
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#primary-topics
Decorators	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/decorators.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#decorators
Generators	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/generators.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#generators
Context Managers	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/context_managers.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#context-managers
Metaclasses	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/metaclasses.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#metaclasses
Descriptors	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/descriptors.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#descriptors
Abstract Base Classes (ABC)	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/abstract_base_classes.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#abstract-base-classes-abc
Coroutines and Asynchronous Programming	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/coroutines_async.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#coroutines-and-asynchronous-programming
Operator Overloading	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/operator_overloading.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#operator-overloading
Advanced List Comprehensions and Generator Expressions	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/advanced_comprehensions.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#advanced-list-comprehensions-and-generator-expressions
Closures	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/closures.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#closures
Domain Modeling with Classes	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/domain_modeling.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#domain-modeling-with-classes
Decorators with Arguments	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/decorators_with_arguments.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#decorators-with-arguments
Itertools Module	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/itertools_module.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#itertools-module
Functools Module	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/functools_module.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#functools-module
Advanced OOP Patterns	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/advanced_oop_patterns.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#advanced-oop-patterns
Concurrency and Parallelism	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/concurrency_and_parallelism.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#concurrency-and-parallelism
Advanced Error Handling	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/advanced_error_handling.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#advanced-error-handling
Metaprogramming	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/metaprogramming.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#metaprogramming
Performance Optimization	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/performance_optimization.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#performance-optimization
Advanced Testing	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/advanced_testing.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#advanced-testing
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#new-language-features
Python 3.8 Features	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/python_3_8_features.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#python-38-features
Library Development	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/library_development.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#library-development
Logging	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/logging.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#logging
Serialization	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/serialization.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#serialization
Networking	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/networking.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#networking
Web Scraping	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/web_scraping.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#web-scraping
Data Visualization	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/data_visualization.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#data-visualization
GUI Development	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/gui_development.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#gui-development
Database Integration	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/database_integration.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#database-integration
API Development	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/api_development.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#api-development
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#foundational-topics
Variables and Data Types	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/variables_and_data_types.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#variables-and-data-types
Control Flow	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/control_flow.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#control-flow
Functions	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/functions.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#functions
Lists and Tuples	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/lists_and_tuples.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#lists-and-tuples
Dictionaries and Sets	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/dictionaries_and_sets.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#dictionaries-and-sets
Strings	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/strings.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#strings
File Handling	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/file_handling.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#file-handling
Modules and Packages	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/modules_and_packages.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#modules-and-packages
Exception Handling	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/exception_handling.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#exception-handling
Object-Oriented Programming (OOP)	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/blob/main/object_oriented_programming.py
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#object-oriented-programming-oop
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#instructions
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#resources
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#official-documentation
Python Documentation	https://docs.python.org/
Python Tutorial	https://docs.python.org/3/tutorial/index.html
Python Standard Library	https://docs.python.org/3/library/index.html
Python Language Reference	https://docs.python.org/3/reference/index.html
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#books
Fluent Python	https://realpython.com/products/fluent-python/
Python Workout	https://realpython.com/products/python-workout/
Practices of the Python Pro	https://realpython.com/products/practices-of-the-python-pro/
Effective Python: 90 Specific Ways to Write Better Python	https://www.oreilly.com/library/view/effective-python-90/9780134854717/
Python Cookbook	https://www.oreilly.com/library/view/python-cookbook-3rd/9781449357337/
Python Tricks: A Buffet of Awesome Python Features	https://www.oreilly.com/library/view/python-tricks-a/9781775093305/
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#online-tutorials-and-courses
Real Python	https://realpython.com/
Learn Python	https://www.learnpython.org/
Codecademy: Learn Python	https://www.codecademy.com/learn/learn-python
Coursera: Python for Everybody Specialization	https://www.coursera.org/specializations/python
edX: Introduction to Python - Absolute Beginner	https://www.edx.org/course/introduction-to-python-absolute-beginner
Udemy: Complete Python Bootcamp	https://www.udemy.com/course/complete-python-bootcamp/
SICP in Python	https://wizardforcel.gitbooks.io/sicp-in-python/content/
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#blogs-and-articles
Real Python: Advanced Tutorials	https://realpython.com/tutorials/advanced/
Python for Beginners	https://www.pythonforbeginners.com/
Full Stack Python	https://www.fullstackpython.com/
GeeksforGeeks: Python Programming Language	https://www.geeksforgeeks.org/python-programming-language/
Programiz: Python Programming	https://www.programiz.com/python-programming
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#communities-and-forums
Stack Overflow: Python Questions	https://stackoverflow.com/questions/tagged/python
Reddit: Python Subreddit	https://www.reddit.com/r/Python/
Reddit: Learn Python Subreddit	https://www.reddit.com/r/learnpython/
Python Forum	https://python-forum.io/
Python.org Community	https://www.python.org/community/
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#podcasts
Real Python Podcast	https://realpython.com/podcasts/rpp/
Talk Python To Me	https://talkpython.fm/
Python Bytes	https://pythonbytes.fm/
Podcast.__init__	https://www.pythonpodcast.com/
	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#youtube-channels
Corey Schafer	https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g
Real Python	https://www.youtube.com/channel/UC-QDfvrRIDB6F0bIO4I4HkQ
Programming with Mosh	https://www.youtube.com/channel/UCWv7vMbMWH4-V0ZXdmDpPBA
Sentdex	https://www.youtube.com/channel/UCfv8cds8AfIM3UZtAWOz6Gg
Tech With Tim	https://www.youtube.com/channel/UCu8xYGLic-dmiKlsLVdyQXg
https://docs.python.org/	https://docs.python.org/
https://realpython.com/	https://realpython.com/
python	https://patch-diff.githubusercontent.com/topics/python
testing	https://patch-diff.githubusercontent.com/topics/testing
functional-programming	https://patch-diff.githubusercontent.com/topics/functional-programming
decorators	https://patch-diff.githubusercontent.com/topics/decorators
metaprogramming	https://patch-diff.githubusercontent.com/topics/metaprogramming
concurrency	https://patch-diff.githubusercontent.com/topics/concurrency
poetry	https://patch-diff.githubusercontent.com/topics/poetry
design-patterns	https://patch-diff.githubusercontent.com/topics/design-patterns
async-python	https://patch-diff.githubusercontent.com/topics/async-python
python3	https://patch-diff.githubusercontent.com/topics/python3
cpython	https://patch-diff.githubusercontent.com/topics/cpython
educational	https://patch-diff.githubusercontent.com/topics/educational
python-tutorial	https://patch-diff.githubusercontent.com/topics/python-tutorial
generators	https://patch-diff.githubusercontent.com/topics/generators
descriptors	https://patch-diff.githubusercontent.com/topics/descriptors
type-hints	https://patch-diff.githubusercontent.com/topics/type-hints
advanced-python	https://patch-diff.githubusercontent.com/topics/advanced-python
metaclasses	https://patch-diff.githubusercontent.com/topics/metaclasses
context-managers	https://patch-diff.githubusercontent.com/topics/context-managers
python-internals	https://patch-diff.githubusercontent.com/topics/python-internals
Readme	https://patch-diff.githubusercontent.com/jwalsh/advanced-python#readme-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/jwalsh/advanced-python
Activity	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/activity
7 stars	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/stargazers
1 watching	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/watchers
5 forks	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fjwalsh%2Fadvanced-python&report=jwalsh+%28user%29
Releases	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/releases
Packages 0	https://patch-diff.githubusercontent.com/users/jwalsh/packages?repo_name=advanced-python
Please reload this page	https://patch-diff.githubusercontent.com/jwalsh/advanced-python
Contributors 2	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/graphs/contributors
	https://github.com/jwalsh
jwalsh Jason Walsh	https://github.com/jwalsh
	https://github.com/aygp-dr
aygp-dr Aidan Pace	https://github.com/aygp-dr
Python 80.0%	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/search?l=python
Shell 13.2%	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/search?l=shell
Makefile 2.6%	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/search?l=makefile
JavaScript 1.4%	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/search?l=javascript
C++ 0.9%	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/search?l=c%2B%2B
Emacs Lisp 0.8%	https://patch-diff.githubusercontent.com/jwalsh/advanced-python/search?l=emacs-lisp
	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.