René's URL Explorer Experiment


Title: materials/data-analysis at python-isinstance · realpython/materials · GitHub

Open Graph Title: materials/data-analysis at python-isinstance · realpython/materials

X Title: materials/data-analysis at python-isinstance · realpython/materials

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

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

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

Opengraph URL: https://github.com/realpython/materials/tree/python-isinstance/data-analysis

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository/tree/*name(/*path)
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:ce6bb963-a859-0ff8-9760-1fefb27d9cf0
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idA77C:1A18F5:48B8CFE:5EBB602:697DC6F5
html-safe-nonce787e52649faaa1040bd1fb7626234f78f6ce5eb5ae8c80f69c4673ce360bd38e
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJBNzdDOjFBMThGNTo0OEI4Q0ZFOjVFQkI2MDI6Njk3REM2RjUiLCJ2aXNpdG9yX2lkIjoiNjg1MzkwMTE2NzY4NDg2MzczMyIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac0a5495d08d9a03c3ed39af15bb435c8b3681c1cb348f58f11947dba8050e29ab
hovercard-subject-tagrepository:132374697
github-keyboard-shortcutsrepository,source-code,file-tree,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location///files/disambiguate
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/realpython/materials/tree/python-isinstance/data-analysis
twitter:imagehttps://opengraph.githubassets.com/dce26a9409ac8b586ecb5ad75bb87bad8fdc0629a345c547a8324ca5671fa0b7/realpython/materials
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/dce26a9409ac8b586ecb5ad75bb87bad8fdc0629a345c547a8324ca5671fa0b7/realpython/materials
og:image:altBonus materials, exercises, and example projects for our Python tutorials - realpython/materials
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None60279d4097367e16897439d16d6bbe4180663db828c666eeed2656988ffe59f6
turbo-cache-controlno-cache
go-importgithub.com/realpython/materials git https://github.com/realpython/materials.git
octolytics-dimension-user_id5448020
octolytics-dimension-user_loginrealpython
octolytics-dimension-repository_id132374697
octolytics-dimension-repository_nworealpython/materials
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id132374697
octolytics-dimension-repository_network_root_nworealpython/materials
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
release7c85641c598ad130c74f7bcc27f58575cac69551
ui-targetcanary-1
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/data-analysis#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%2Fdata-analysis
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub SparkBuild and deploy intelligent appshttps://github.com/features/spark
GitHub ModelsManage and compare promptshttps://github.com/features/models
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://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%2Fdata-analysis
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
Reloadhttps://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/data-analysis
Reloadhttps://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/data-analysis
Reloadhttps://patch-diff.githubusercontent.com/realpython/materials/tree/python-isinstance/data-analysis
realpython https://patch-diff.githubusercontent.com/realpython
materialshttps://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
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
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.