René's URL Explorer Experiment


Title: refresh data and refactor code for 1, 2, and 3 notebooks by mebauer · Pull Request #4 · mebauer/data-analysis-using-python · GitHub

Open Graph Title: refresh data and refactor code for 1, 2, and 3 notebooks by mebauer · Pull Request #4 · mebauer/data-analysis-using-python

Description: Data Analysis Using Python: A Beginner’s Guide Featuring NYC Open Data. - refresh data and refactor code for 1, 2, and 3 notebooks by mebauer · Pull Request #4 · mebauer/data-analysis-using-python

Opengraph URL: https://github.com/mebauer/data-analysis-using-python/pull/4

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository/pull/:id/files(.:format)
route-controllerpull_requests
route-actionfiles
fetch-noncev2:fa648d82-9c98-a18c-0513-897cf37d9389
current-catalog-service-hashae870bc5e265a340912cde392f23dad3671a0a881730ffdadd82f2f57d81641b
request-id82C8:BE6B4:2A0683:3623D0:69901833
html-safe-nonce5cc7b59da3fdd763f74750492d5a41192889feaa8cbcb935b956dfc9dc20b546
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI4MkM4OkJFNkI0OjJBMDY4MzozNjIzRDA6Njk5MDE4MzMiLCJ2aXNpdG9yX2lkIjoiNjAwMDk1MTY3NjY1OTMwODU5NiIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac3eae90cb4577938df7f447ffec14f9a6c11c80ad7013631b313f655d7b6b83b3
hovercard-subject-tagpull_request:1830309858
github-keyboard-shortcutsrepository,pull-request-list,pull-request-conversation,pull-request-files-changed,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location///pull_requests/show/files
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/mebauer/data-analysis-using-python/pull/4/files
og:imagehttps://avatars.githubusercontent.com/u/42323690?s=400&v=4
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None42c603b9d642c4a9065a51770f75e5e27132fef0e858607f5c9cb7e422831a7b
turbo-cache-controlno-preview
diff-viewunified
go-importgithub.com/mebauer/data-analysis-using-python git https://github.com/mebauer/data-analysis-using-python.git
octolytics-dimension-user_id42323690
octolytics-dimension-user_loginmebauer
octolytics-dimension-repository_id239354111
octolytics-dimension-repository_nwomebauer/data-analysis-using-python
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id239354111
octolytics-dimension-repository_network_root_nwomebauer/data-analysis-using-python
turbo-body-classeslogged-out env-production page-responsive full-width
disable-turbotrue
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
release3b33c5aedc9808f45bc5fcf0b1e4404cf749dac7
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fmebauer%2Fdata-analysis-using-python%2Fpull%2F4%2Ffiles
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%2Fmebauer%2Fdata-analysis-using-python%2Fpull%2F4%2Ffiles
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%2Fpull_requests%2Fshow%2Ffiles&source=header-repo&source_repo=mebauer%2Fdata-analysis-using-python
Reloadhttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files
Reloadhttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files
Reloadhttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files
mebauer https://patch-diff.githubusercontent.com/mebauer
data-analysis-using-pythonhttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fmebauer%2Fdata-analysis-using-python
Fork 46 https://patch-diff.githubusercontent.com/login?return_to=%2Fmebauer%2Fdata-analysis-using-python
Star 270 https://patch-diff.githubusercontent.com/login?return_to=%2Fmebauer%2Fdata-analysis-using-python
Code https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python
Issues 0 https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/issues
Pull requests 0 https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pulls
Discussions https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/discussions
Actions https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/actions
Projects 0 https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/projects
Security 0 https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/security
Insights https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pulse
Code https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python
Issues https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/issues
Pull requests https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pulls
Discussions https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/discussions
Actions https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/actions
Projects https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/projects
Security https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/security
Insights https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pulse
Sign up for GitHub https://patch-diff.githubusercontent.com/signup?return_to=%2Fmebauer%2Fdata-analysis-using-python%2Fissues%2Fnew%2Fchoose
terms of servicehttps://docs.github.com/terms
privacy statementhttps://docs.github.com/privacy
Sign inhttps://patch-diff.githubusercontent.com/login?return_to=%2Fmebauer%2Fdata-analysis-using-python%2Fissues%2Fnew%2Fchoose
mebauerhttps://patch-diff.githubusercontent.com/mebauer
mainhttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/tree/main
masterhttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/tree/master
Conversation 0 https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4
Commits 1 https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/commits
Checks 0 https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/checks
Files changed https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files
Please reload this pagehttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files
refresh data and refactor code for 1, 2, and 3 notebooks https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#top
Show all changes 1 commit https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files
78ac4b4 refresh data and refactor code for 1, 2, and 3 notebooks mebauer Apr 18, 2024 https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/commits/78ac4b447ce72a1687bf60fb1617dc78640d9b34
Clear filters https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files
Please reload this pagehttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files
Please reload this pagehttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files
1-reading-writing-files.ipynb https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-6c453914e6c35a5c588ccdf0be6a4a8d686f4773647d11640e298764ea07af7c
2-data-inspection-cleaning-wrangling.ipynb https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-5938a45c2c0adf68f4184519d8a88f2c45d57e741557792b5b30b8d62830e353
3-plotting-visualizations.ipynb https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-6d54d6e3f31c83781cb633bd7f016446b42cc7cc4697c499c799d21933704c0c
output.csv https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-4a9dab33f768636ab97a4892154db653e041aa73e18bc118a08a55ab5dce3d59
output.dbf https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-4692cf644f07d3f9a9ed06404b724fdd0586d27e402421a9e3c8e72700d0e2b2
output.json https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-ea0f13f7f6c4cb7bbe59578c7d7468012c58ad3571816b51c1bad49b40db70f4
output.xlsx https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-27368ffed0b95becc577e17f22818d40d2d0b32506a776f53da88855be025c12
sample-data.csv https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-6f25ba58475d5e48960b513d97a38c507145a9ddbe877312d27d6b31cdea4ed7
sample-data.json https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-c3aea8d47b474202a36e5d6645fc8d592ff4b91c7a91cf090c5de9d76249c704
sample-data.xlsx https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-251064d21ceb001bb962ff512f0aab827493d757c950b7011396bcbe3916f577
boros-shp.png https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-2066078d85b9cfda758ccd215a3c2720dfa217dc6e58443ef3ecbc45080118c8
1-data-wrangling.ipynb https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-179015913d3acbb46028ba576edbbebd42f8c94365ce0cc60429566cd24dd0db
1-reading-writing-files.ipynbhttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-6c453914e6c35a5c588ccdf0be6a4a8d686f4773647d11640e298764ea07af7c
View file https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/blob/78ac4b447ce72a1687bf60fb1617dc78640d9b34/1-reading-writing-files.ipynb
Open in desktop https://desktop.github.com
Please reload this pagehttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files
2-data-inspection-cleaning-wrangling.ipynbhttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-5938a45c2c0adf68f4184519d8a88f2c45d57e741557792b5b30b8d62830e353
View file https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/blob/78ac4b447ce72a1687bf60fb1617dc78640d9b34/2-data-inspection-cleaning-wrangling.ipynb
Open in desktop https://desktop.github.com
Please reload this pagehttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files
3-plotting-visualizations.ipynbhttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-6d54d6e3f31c83781cb633bd7f016446b42cc7cc4697c499c799d21933704c0c
View file https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/blob/78ac4b447ce72a1687bf60fb1617dc78640d9b34/3-plotting-visualizations.ipynb
Open in desktop https://desktop.github.com
Please reload this pagehttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files
data/output.csvhttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-4a9dab33f768636ab97a4892154db653e041aa73e18bc118a08a55ab5dce3d59
View file https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/blob/78ac4b447ce72a1687bf60fb1617dc78640d9b34/data/output.csv
Open in desktop https://desktop.github.com
Please reload this pagehttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files
data/output.dbfhttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-4692cf644f07d3f9a9ed06404b724fdd0586d27e402421a9e3c8e72700d0e2b2
View file https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/blob/78ac4b447ce72a1687bf60fb1617dc78640d9b34/data/output.dbf
Open in desktop https://desktop.github.com
data/output.jsonhttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-ea0f13f7f6c4cb7bbe59578c7d7468012c58ad3571816b51c1bad49b40db70f4
View file https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/blob/78ac4b447ce72a1687bf60fb1617dc78640d9b34/data/output.json
Open in desktop https://desktop.github.com
Please reload this pagehttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files
data/output.xlsxhttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-27368ffed0b95becc577e17f22818d40d2d0b32506a776f53da88855be025c12
View file https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/blob/78ac4b447ce72a1687bf60fb1617dc78640d9b34/data/output.xlsx
Open in desktop https://desktop.github.com
data/sample-data.csvhttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-6f25ba58475d5e48960b513d97a38c507145a9ddbe877312d27d6b31cdea4ed7
View file https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/blob/78ac4b447ce72a1687bf60fb1617dc78640d9b34/data/sample-data.csv
Open in desktop https://desktop.github.com
Please reload this pagehttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files
data/sample-data.jsonhttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-c3aea8d47b474202a36e5d6645fc8d592ff4b91c7a91cf090c5de9d76249c704
View file https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/blob/78ac4b447ce72a1687bf60fb1617dc78640d9b34/data/sample-data.json
Open in desktop https://desktop.github.com
Please reload this pagehttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files
data/sample-data.xlsxhttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-251064d21ceb001bb962ff512f0aab827493d757c950b7011396bcbe3916f577
View file https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/blob/78ac4b447ce72a1687bf60fb1617dc78640d9b34/data/sample-data.xlsx
Open in desktop https://desktop.github.com
images/boros-shp.pnghttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-2066078d85b9cfda758ccd215a3c2720dfa217dc6e58443ef3ecbc45080118c8
View file https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/blob/78ac4b447ce72a1687bf60fb1617dc78640d9b34/images/boros-shp.png
Open in desktop https://desktop.github.com
Reload?https://github.com/mebauer/data-analysis-using-python/pull/4/files
wrangling/1-data-wrangling.ipynbhttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files#diff-179015913d3acbb46028ba576edbbebd42f8c94365ce0cc60429566cd24dd0db
View file https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/blob/78ac4b447ce72a1687bf60fb1617dc78640d9b34/wrangling/1-data-wrangling.ipynb
Open in desktop https://desktop.github.com
Please reload this pagehttps://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python/pull/4/files
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.