René's URL Explorer Experiment

Title: GitHub - realpython/materials at python-isinstance

Open Graph Title: GitHub - realpython/materials at python-isinstance

X Title: GitHub - realpython/materials at python-isinstance

Description: Bonus materials, exercises, and example projects for our Python tutorials - GitHub - realpython/materials at python-isinstance

Open Graph Description: Bonus materials, exercises, and example projects for our Python tutorials - GitHub - realpython/materials at python-isinstance

X Description: Bonus materials, exercises, and example projects for our Python tutorials - GitHub - realpython/materials at python-isinstance

Opengraph URL: https://github.com/realpython/materials

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern	/:user_id/:repository/tree/name(/path)
route-controller	files
route-action	disambiguate
fetch-nonce	v2:3a0fe3be-dee6-4f62-d2f2-fe731ef82654
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	8C0E:3CAE76:425BD0F:5622989:697DAC44
html-safe-nonce	41ac79a951a30f8fe01b52b595d91d696c9086c2095bc0084729a4adc1abf03d
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI4QzBFOjNDQUU3Njo0MjVCRDBGOjU2MjI5ODk6Njk3REFDNDQiLCJ2aXNpdG9yX2lkIjoiMTY0NzM5ODkxMzYxNjc1MTY4NCIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac	ca02b6d39a2a026c538619ce0f008b4468081a3dca04895405e097230c439cf2
hovercard-subject-tag	repository:132374697
github-keyboard-shortcuts	repository,source-code,file-tree,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	///files/disambiguate
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/realpython/materials/tree/python-isinstance
twitter:image	https://opengraph.githubassets.com/dce26a9409ac8b586ecb5ad75bb87bad8fdc0629a345c547a8324ca5671fa0b7/realpython/materials
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/dce26a9409ac8b586ecb5ad75bb87bad8fdc0629a345c547a8324ca5671fa0b7/realpython/materials
og:image:alt	Bonus materials, exercises, and example projects for our Python tutorials - GitHub - realpython/materials at python-isinstance
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	60279d4097367e16897439d16d6bbe4180663db828c666eeed2656988ffe59f6
turbo-cache-control	no-preview
go-import	github.com/realpython/materials git https://github.com/realpython/materials.git
octolytics-dimension-user_id	5448020
octolytics-dimension-user_login	realpython
octolytics-dimension-repository_id	132374697
octolytics-dimension-repository_nwo	realpython/materials
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	132374697
octolytics-dimension-repository_network_root_nwo	realpython/materials
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	7c85641c598ad130c74f7bcc27f58575cac69551
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance#start-of-content
	https://patch-diff.githubusercontent.com/
Sign in	https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Frealpython%2Fmaterials%2Ftree%2Fpython-isinstance
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%2Frealpython%2Fmaterials%2Ftree%2Fpython-isinstance
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%2Ffiles%2Fdisambiguate&source=header-repo&source_repo=realpython%2Fmaterials
Reload	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance
Reload	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance
Reload	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance
realpython	https://patch-diff.githubusercontent.com/realpython
materials	https://patch-diff.githubusercontent.com/realpython/materials
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2Frealpython%2Fmaterials
Fork 5.3k	https://patch-diff.githubusercontent.com/login?return_to=%2Frealpython%2Fmaterials
Star 5.1k	https://patch-diff.githubusercontent.com/login?return_to=%2Frealpython%2Fmaterials
realpython.com	https://realpython.com
MIT license	https://patch-diff.githubusercontent.com/realpython/materials/blob/master/LICENSE
5.1k stars	https://patch-diff.githubusercontent.com/realpython/materials/stargazers
5.3k forks	https://patch-diff.githubusercontent.com/realpython/materials/forks
Branches	https://patch-diff.githubusercontent.com/realpython/materials/branches
Tags	https://patch-diff.githubusercontent.com/realpython/materials/tags
Activity	https://patch-diff.githubusercontent.com/realpython/materials/activity
Star	https://patch-diff.githubusercontent.com/login?return_to=%2Frealpython%2Fmaterials
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2Frealpython%2Fmaterials
Code	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance
Issues 36	https://patch-diff.githubusercontent.com/realpython/materials/issues
Pull requests 32	https://patch-diff.githubusercontent.com/realpython/materials/pulls
Actions	https://patch-diff.githubusercontent.com/realpython/materials/actions
Security 0	https://patch-diff.githubusercontent.com/realpython/materials/security
Insights	https://patch-diff.githubusercontent.com/realpython/materials/pulse
Code	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance
Issues	https://patch-diff.githubusercontent.com/realpython/materials/issues
Pull requests	https://patch-diff.githubusercontent.com/realpython/materials/pulls
Actions	https://patch-diff.githubusercontent.com/realpython/materials/actions
Security	https://patch-diff.githubusercontent.com/realpython/materials/security
Insights	https://patch-diff.githubusercontent.com/realpython/materials/pulse
Branches	https://patch-diff.githubusercontent.com/realpython/materials/branches
Tags	https://patch-diff.githubusercontent.com/realpython/materials/tags
	https://patch-diff.githubusercontent.com/realpython/materials/branches
	https://patch-diff.githubusercontent.com/realpython/materials/tags
2,960 Commits	https://patch-diff.githubusercontent.com/realpython/materials/commits/python-isinstance/
	https://patch-diff.githubusercontent.com/realpython/materials/commits/python-isinstance/
.github	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/.github
.github	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/.github
add-to-path	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/add-to-path
add-to-path	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/add-to-path
advent-of-code	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/advent-of-code
advent-of-code	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/advent-of-code
arcade-a-primer	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/arcade-a-primer
arcade-a-primer	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/arcade-a-primer
arcade-platformer	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/arcade-platformer
arcade-platformer	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/arcade-platformer
asterioids-pygame-project	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/asterioids-pygame-project
asterioids-pygame-project	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/asterioids-pygame-project
asyncio-walkthrough	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/asyncio-walkthrough
asyncio-walkthrough	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/asyncio-walkthrough
basic-input-output-in-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/basic-input-output-in-python
basic-input-output-in-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/basic-input-output-in-python
binary-search	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/binary-search
binary-search	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/binary-search
bpython	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/bpython
bpython	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/bpython
brython	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/brython
brython	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/brython
build-a-blog-from-scratch-django	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/build-a-blog-from-scratch-django
build-a-blog-from-scratch-django	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/build-a-blog-from-scratch-django
build-a-django-content-aggregator	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/build-a-django-content-aggregator
build-a-django-content-aggregator	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/build-a-django-content-aggregator
build-a-gui-with-wxpython	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/build-a-gui-with-wxpython
build-a-gui-with-wxpython	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/build-a-gui-with-wxpython
build-a-rest-api-frontend	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/build-a-rest-api-frontend
build-a-rest-api-frontend	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/build-a-rest-api-frontend
build-a-web-scraper	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/build-a-web-scraper
build-a-web-scraper	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/build-a-web-scraper
build-python-turtle-game-space-invaders-clone	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/build-python-turtle-game-space-invaders-clone
build-python-turtle-game-space-invaders-clone	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/build-python-turtle-game-space-invaders-clone
bulk-file-rename-tool-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/bulk-file-rename-tool-python
bulk-file-rename-tool-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/bulk-file-rename-tool-python
celery-async-tasks	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/celery-async-tasks
celery-async-tasks	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/celery-async-tasks
chatgpt-mentor	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/chatgpt-mentor
chatgpt-mentor	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/chatgpt-mentor
chatgpt-unit-tests-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/chatgpt-unit-tests-python
chatgpt-unit-tests-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/chatgpt-unit-tests-python
chatterbot	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/chatterbot
chatterbot	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/chatterbot
code-image-generator	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/code-image-generator
code-image-generator	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/code-image-generator
complex-numbers	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/complex-numbers
complex-numbers	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/complex-numbers
consuming-apis-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/consuming-apis-python
consuming-apis-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/consuming-apis-python
contact-book-python-textual	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/contact-book-python-textual
contact-book-python-textual	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/contact-book-python-textual
creating-and-modifying-pdfs	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/creating-and-modifying-pdfs
creating-and-modifying-pdfs	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/creating-and-modifying-pdfs
crud-operations	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/crud-operations
crud-operations	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/crud-operations
data-analysis	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/data-analysis
data-analysis	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/data-analysis
directory-tree-generator-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/directory-tree-generator-python
directory-tree-generator-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/directory-tree-generator-python
django-diary	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-diary
django-diary	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-diary
django-flashcards-app	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-flashcards-app
django-flashcards-app	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-flashcards-app
django-gunicorn-nginx	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-gunicorn-nginx
django-gunicorn-nginx	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-gunicorn-nginx
django-hosting-heroku	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-hosting-heroku
django-hosting-heroku	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-hosting-heroku
django-markdown	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-markdown
django-markdown	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-markdown
django-migrations	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-migrations
django-migrations	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-migrations
django-pagination	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-pagination
django-pagination	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-pagination
django-todo-list	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-todo-list
django-todo-list	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-todo-list
django-user-management	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-user-management
django-user-management	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-user-management
django-view-auth	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-view-auth
django-view-auth	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-view-auth
django-vue-graphql	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-vue-graphql
django-vue-graphql	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/django-vue-graphql
docker-continuous-integration	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/docker-continuous-integration
docker-continuous-integration	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/docker-continuous-integration
document-python-code-with-chatgpt	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/document-python-code-with-chatgpt
document-python-code-with-chatgpt	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/document-python-code-with-chatgpt
document-your-python-project-with-mkdocs	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/document-your-python-project-with-mkdocs
document-your-python-project-with-mkdocs	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/document-your-python-project-with-mkdocs
duck-typing-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/duck-typing-python
duck-typing-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/duck-typing-python
duckdb	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/duckdb
duckdb	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/duckdb
dwitter-part-1	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/dwitter-part-1
dwitter-part-1	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/dwitter-part-1
dwitter-part-2	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/dwitter-part-2
dwitter-part-2	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/dwitter-part-2
dwitter-part-3	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/dwitter-part-3
dwitter-part-3	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/dwitter-part-3
dwitter-part-4	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/dwitter-part-4
dwitter-part-4	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/dwitter-part-4
emacs-the-best-python-editor	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/emacs-the-best-python-editor
emacs-the-best-python-editor	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/emacs-the-best-python-editor
embedded-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/embedded-python
embedded-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/embedded-python
embeddings-and-vector-databases-with-chromadb	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/embeddings-and-vector-databases-with-chromadb
embeddings-and-vector-databases-with-chromadb	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/embeddings-and-vector-databases-with-chromadb
expressions-vs-statements	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/expressions-vs-statements
expressions-vs-statements	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/expressions-vs-statements
face-recognition	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/face-recognition
face-recognition	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/face-recognition
fastapi-url-shortener	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/fastapi-url-shortener
fastapi-url-shortener	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/fastapi-url-shortener
flask-connexion-rest-part-1	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/flask-connexion-rest-part-1
flask-connexion-rest-part-1	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/flask-connexion-rest-part-1
flask-connexion-rest-part-2	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/flask-connexion-rest-part-2
flask-connexion-rest-part-2	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/flask-connexion-rest-part-2
flask-connexion-rest-part-3	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/flask-connexion-rest-part-3
flask-connexion-rest-part-3	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/flask-connexion-rest-part-3
flask-connexion-rest-part-4	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/flask-connexion-rest-part-4
flask-connexion-rest-part-4	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/flask-connexion-rest-part-4
flask-database	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/flask-database
flask-database	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/flask-database
flask-google-login	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/flask-google-login
flask-google-login	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/flask-google-login
flask-logging	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/flask-logging
flask-logging	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/flask-logging
flask-project	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/flask-project
flask-project	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/flask-project
flush-print	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/flush-print
flush-print	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/flush-print
folium-web-maps	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/folium-web-maps
folium-web-maps	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/folium-web-maps
formatting-floats-f-strings	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/formatting-floats-f-strings
formatting-floats-f-strings	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/formatting-floats-f-strings
functional-programming-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/functional-programming-python
functional-programming-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/functional-programming-python
game-of-life-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/game-of-life-python
game-of-life-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/game-of-life-python
generators	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/generators
generators	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/generators
geoshops	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/geoshops
geoshops	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/geoshops
github-copilot	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/github-copilot
github-copilot	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/github-copilot
hangman-pysimplegui	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/hangman-pysimplegui
hangman-pysimplegui	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/hangman-pysimplegui
hangman-tui	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/hangman-tui
hangman-tui	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/hangman-tui
hashtable	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/hashtable
hashtable	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/hashtable
histograms	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/histograms
histograms	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/histograms
how-to-check-if-a-python-string-contains-a-substring	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/how-to-check-if-a-python-string-contains-a-substring
how-to-check-if-a-python-string-contains-a-substring	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/how-to-check-if-a-python-string-contains-a-substring
how-to-remove-item-from-list-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/how-to-remove-item-from-list-python
how-to-remove-item-from-list-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/how-to-remove-item-from-list-python
html-css-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/html-css-python
html-css-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/html-css-python
huggingface-transformers	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/huggingface-transformers
huggingface-transformers	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/huggingface-transformers
inherit-python-string	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/inherit-python-string
inherit-python-string	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/inherit-python-string
inheritance-and-composition	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/inheritance-and-composition
inheritance-and-composition	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/inheritance-and-composition
instance-class-static-methods	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/instance-class-static-methods
instance-class-static-methods	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/instance-class-static-methods
interacting-with-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/interacting-with-python
interacting-with-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/interacting-with-python
intro-to-bokeh	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/intro-to-bokeh
intro-to-bokeh	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/intro-to-bokeh
intro-to-threading	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/intro-to-threading
intro-to-threading	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/intro-to-threading
introduction-combining-data-pandas-merge-join-and-concat	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/introduction-combining-data-pandas-merge-join-and-concat
introduction-combining-data-pandas-merge-join-and-concat	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/introduction-combining-data-pandas-merge-join-and-concat
ipython-console	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/ipython-console
ipython-console	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/ipython-console
iterate-through-dictionary-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/iterate-through-dictionary-python
iterate-through-dictionary-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/iterate-through-dictionary-python
itertools-in-python3	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/itertools-in-python3
itertools-in-python3	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/itertools-in-python3
jupyter-lab-files	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/jupyter-lab-files
jupyter-lab-files	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/jupyter-lab-files
langchain-rag-app	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/langchain-rag-app
langchain-rag-app	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/langchain-rag-app
linked-lists-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/linked-lists-python
linked-lists-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/linked-lists-python
loguru	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/loguru
loguru	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/loguru
making-programming-videos	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/making-programming-videos
making-programming-videos	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/making-programming-videos
mandelbrot-set-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/mandelbrot-set-python
mandelbrot-set-python	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/mandelbrot-set-python
marimo-notebook	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/marimo-notebook
marimo-notebook	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/marimo-notebook
mvc-lego	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/mvc-lego
mvc-lego	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/mvc-lego
name-main-idiom	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/name-main-idiom
name-main-idiom	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/name-main-idiom
namespace-package	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/namespace-package
namespace-package	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/namespace-package
README	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance
License	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance
	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance#real-python-materials
Python tutorials	https://realpython.com
	https://github.com/realpython/materials/actions
	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance#got-a-question
weekly Office Hours calls	https://realpython.com/office-hours/
RP Community Chat	https://realpython.com/community/
	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance#adding-source-code--sample-projects-to-this-repo-rp-contributors
	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance#running-code-style-checks
ruff	https://docs.astral.sh/ruff/
black	https://black.readthedocs.io/
	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance#running-python-code-formatter
black	https://black.readthedocs.io/
black	https://black.readthedocs.io/
realpython.com	https://realpython.com
Readme	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance#readme-ov-file
MIT license	https://patch-diff.githubusercontent.com/realpython/materials/blob/master/LICENSE
Please reload this page	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance
Activity	https://patch-diff.githubusercontent.com/realpython/materials/activity
Custom properties	https://patch-diff.githubusercontent.com/realpython/materials/custom-properties
5.1k stars	https://patch-diff.githubusercontent.com/realpython/materials/stargazers
155 watching	https://patch-diff.githubusercontent.com/realpython/materials/watchers
5.3k forks	https://patch-diff.githubusercontent.com/realpython/materials/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Frealpython%2Fmaterials&report=realpython+%28user%29
Releases	https://patch-diff.githubusercontent.com/realpython/materials/releases
Packages 0	https://patch-diff.githubusercontent.com/orgs/realpython/packages?repo_name=materials
Please reload this page	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance
Contributors 69	https://patch-diff.githubusercontent.com/realpython/materials/graphs/contributors
Please reload this page	https://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance
+ 55 contributors	https://patch-diff.githubusercontent.com/realpython/materials/graphs/contributors
Jupyter Notebook 44.9%	https://patch-diff.githubusercontent.com/realpython/materials/search?l=jupyter-notebook
HTML 24.5%	https://patch-diff.githubusercontent.com/realpython/materials/search?l=html
Python 18.3%	https://patch-diff.githubusercontent.com/realpython/materials/search?l=python
JavaScript 11.0%	https://patch-diff.githubusercontent.com/realpython/materials/search?l=javascript
Ren'Py 0.7%	https://patch-diff.githubusercontent.com/realpython/materials/search?l=ren%27py
Brainfuck 0.3%	https://patch-diff.githubusercontent.com/realpython/materials/search?l=brainfuck
	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.