René's URL Explorer Experiment

Title: GitHub - datalifenyc/data-analysis-using-python: Data Analysis Using Python: A Beginner’s Guide Featuring NYC Open Data

Open Graph Title: GitHub - datalifenyc/data-analysis-using-python: Data Analysis Using Python: A Beginner’s Guide Featuring NYC Open Data

X Title: GitHub - datalifenyc/data-analysis-using-python: Data Analysis Using Python: A Beginner’s Guide Featuring NYC Open Data

Description: Data Analysis Using Python: A Beginner’s Guide Featuring NYC Open Data - datalifenyc/data-analysis-using-python

Open Graph Description: Data Analysis Using Python: A Beginner’s Guide Featuring NYC Open Data - datalifenyc/data-analysis-using-python

X Description: Data Analysis Using Python: A Beginner’s Guide Featuring NYC Open Data - datalifenyc/data-analysis-using-python

Opengraph URL: https://github.com/datalifenyc/data-analysis-using-python

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:589bc89c-3385-43e9-32a9-49f1980d77d4
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	A07A:A8460:106DC1A:16B63C3:698DA7C8
html-safe-nonce	f994aa98dcaa8a09de3f2bdf1afe5da3a6b96a994c6d5b28b9b4ba6a26664bee
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJBMDdBOkE4NDYwOjEwNkRDMUE6MTZCNjNDMzo2OThEQTdDOCIsInZpc2l0b3JfaWQiOiI0NTg0MjM1MDUwMjU4NTA3NzIwIiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac	ab70f072a134f7033a1bb82af64ac9a3119a6cc691bc6bcbf13a1c45fa919f44
hovercard-subject-tag	repository:389828806
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/datalifenyc/data-analysis-using-python
twitter:image	https://opengraph.githubassets.com/6b2b32682b253e2ae1037b96f408ea8e155ef9e22467a749526c6a59f620e779/datalifenyc/data-analysis-using-python
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/6b2b32682b253e2ae1037b96f408ea8e155ef9e22467a749526c6a59f620e779/datalifenyc/data-analysis-using-python
og:image:alt	Data Analysis Using Python: A Beginner’s Guide Featuring NYC Open Data - datalifenyc/data-analysis-using-python
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	8c7947c0c592efeab6162b9909ad11fa43bff8b0cb5ff43273dc25e41979d43e
turbo-cache-control	no-preview
go-import	github.com/datalifenyc/data-analysis-using-python git https://github.com/datalifenyc/data-analysis-using-python.git
octolytics-dimension-user_id	57526824
octolytics-dimension-user_login	datalifenyc
octolytics-dimension-repository_id	389828806
octolytics-dimension-repository_nwo	datalifenyc/data-analysis-using-python
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	239354111
octolytics-dimension-repository_parent_nwo	mebauer/data-analysis-using-python
octolytics-dimension-repository_network_root_id	239354111
octolytics-dimension-repository_network_root_nwo	mebauer/data-analysis-using-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	b22a9fbf4dea601ec149a9e5362e0558df79b505
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python#start-of-content
	https://patch-diff.githubusercontent.com/
Sign in	https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fdatalifenyc%2Fdata-analysis-using-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%2Fdatalifenyc%2Fdata-analysis-using-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=datalifenyc%2Fdata-analysis-using-python
Reload	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python
Reload	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python
Reload	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python
datalifenyc	https://patch-diff.githubusercontent.com/datalifenyc
data-analysis-using-python	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python
mebauer/data-analysis-using-python	https://patch-diff.githubusercontent.com/mebauer/data-analysis-using-python
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2Fdatalifenyc%2Fdata-analysis-using-python
Fork 0	https://patch-diff.githubusercontent.com/login?return_to=%2Fdatalifenyc%2Fdata-analysis-using-python
Star 0	https://patch-diff.githubusercontent.com/login?return_to=%2Fdatalifenyc%2Fdata-analysis-using-python
MIT license	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/blob/master/LICENSE
0 stars	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/stargazers
46 forks	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/forks
Branches	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/branches
Tags	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/tags
Activity	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/activity
Star	https://patch-diff.githubusercontent.com/login?return_to=%2Fdatalifenyc%2Fdata-analysis-using-python
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2Fdatalifenyc%2Fdata-analysis-using-python
Code	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python
Pull requests 0	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/pulls
Actions	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/actions
Projects 0	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/projects
Security 0	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/security
Insights	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/pulse
Code	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python
Pull requests	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/pulls
Actions	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/actions
Projects	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/projects
Security	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/security
Insights	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/pulse
Branches	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/branches
Tags	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/tags
	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/branches
	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/tags
181 Commits	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/commits/master/
	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/commits/master/
1-reading-writing-files	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/tree/master/1-reading-writing-files
1-reading-writing-files	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/tree/master/1-reading-writing-files
2-data-inspection-cleaning-wrangling	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/tree/master/2-data-inspection-cleaning-wrangling
2-data-inspection-cleaning-wrangling	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/tree/master/2-data-inspection-cleaning-wrangling
3-plotting-data-visualizations	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/tree/master/3-plotting-data-visualizations
3-plotting-data-visualizations	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/tree/master/3-plotting-data-visualizations
4-geospatial-data-mapping	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/tree/master/4-geospatial-data-mapping
4-geospatial-data-mapping	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/tree/master/4-geospatial-data-mapping
mybinder-examples	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/tree/master/mybinder-examples
mybinder-examples	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/tree/master/mybinder-examples
.gitignore	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/blob/master/.gitignore
.gitignore	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/blob/master/.gitignore
CODE_OF_CONDUCT.md	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/blob/master/CODE_OF_CONDUCT.md
CODE_OF_CONDUCT.md	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/blob/master/CODE_OF_CONDUCT.md
CONTRIBUTING.md	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/blob/master/CONTRIBUTING.md
CONTRIBUTING.md	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/blob/master/CONTRIBUTING.md
LICENSE	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/blob/master/LICENSE
LICENSE	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/blob/master/LICENSE
README.md	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/blob/master/README.md
README.md	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/blob/master/README.md
environment.yml	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/blob/master/environment.yml
environment.yml	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/blob/master/environment.yml
mark_bauer_odw21.pdf	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/blob/master/mark_bauer_odw21.pdf
mark_bauer_odw21.pdf	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/blob/master/mark_bauer_odw21.pdf
README	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python
Code of conduct	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python
Contributing	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python
MIT license	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python
	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python#data-analysis-using-python-a-beginners-guide-featuring-nyc-open-data
	https://www.youtube.com/watch?v=kobhJAxy3jQ
	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python#table-of-contents
1. Introduction	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python#1-Introduction
2. Notebooks	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python#2-Notebooks
3. Data	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python#3-Data
4. Open Source Applications Used in Project	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python#4-Open-Source-Applications-Used-in-Project
5. Additional Resources	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python#5-Additional-Resources
	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python#1-introduction
Python programming language	https://www.python.org/
NYC Open Data	https://opendata.cityofnewyork.us/
Reading and Writing Files in Python	https://github.com/mebauer/data-analysis-using-python/tree/master/1-reading-writing-files
Data Inspection, Cleaning, and Wrangling in Python	https://github.com/mebauer/data-analysis-using-python/tree/master/2-data-inspection-cleaning-wrangling
Plotting and Data Visualization in Python	https://github.com/mebauer/data-analysis-using-python/tree/master/3-plotting-data-visualizations
Geospatial Data and Mapping	https://github.com/mebauer/data-analysis-using-python/tree/master/4-geospatial-data-mapping
	https://mybinder.org/v2/gh/mebauer/data-analysis-using-python/HEAD?filepath=mybinder-examples%2Fexamples.ipynb
	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python#2-notebooks
1_reading_writing_files.ipynb	https://github.com/mebauer/data-analysis-using-python/blob/master/1-reading-writing-files/1_reading_writing_files.ipynb
View	https://nbviewer.jupyter.org/github/mebauer/data-analysis-using-python/blob/master/1-reading-writing-files/1_reading_writing_files.ipynb
2_data_inspection_cleaning_wrangling.ipynb	https://github.com/mebauer/data-analysis-using-python/blob/master/2-data-inspection-cleaning-wrangling/2_data_inspection_cleaning_wrangling.ipynb
View	https://nbviewer.jupyter.org/github/mebauer/data-analysis-using-python/blob/master/2-data-inspection-cleaning-wrangling/2_data_inspection_cleaning_wrangling.ipynb
3_plotting_visualizations.ipynb	https://github.com/mebauer/data-analysis-using-python/blob/master/3-plotting-data-visualizations/3_plotting_visualizations.ipynb
View	https://nbviewer.jupyter.org/github/mebauer/data-analysis-using-python/blob/master/3-plotting-data-visualizations/3_plotting_visualizations.ipynb
4_geospatial_data_mapping.ipynb	https://github.com/mebauer/data-analysis-using-python/blob/master/4-geospatial-data-mapping/4_geospatial_data_mapping.ipynb
View	https://nbviewer.jupyter.org/github/mebauer/data-analysis-using-python/blob/master/4-geospatial-data-mapping/4_geospatial_data_mapping.ipynb
	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python#3-data
Building Footprints	https://data.cityofnewyork.us/Housing-Development/Building-Footprints/nqwf-w8eh
MapPLUTO	https://www1.nyc.gov/site/planning/data-maps/open-data/dwn-pluto-mappluto.page
Schools	https://data.cityofnewyork.us/Education/School-Point-Locations/jfju-ynrr
Streets	https://data.cityofnewyork.us/City-Government/NYC-Street-Centerline-CSCL-/exjm-f27b
Neighborhood Tabulation Areas (NTA)	https://data.cityofnewyork.us/City-Government/Neighborhood-Tabulation-Areas-NTA-/cpf4-rkhq
NYC Boroughs	https://data.cityofnewyork.us/City-Government/Borough-Boundaries/tqmj-j8zm
	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python#4-open-source-applications-used-in-project
Anaconda	https://www.anaconda.com/
Project Jupyter	https://jupyter.org/index.html
Jupyter Notebook	https://jupyter.org/try
nbviewer	https://nbviewer.jupyter.org/
Binder	https://mybinder.org/
	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python#5-additional-resources
NYC Open Data	https://opendata.cityofnewyork.us/
Sodapy Tutorial Using NYC Open Data	https://github.com/mebauer/sodapy-tutorial-nyc-open-data
Analyzing NYC's 311 Street Flooding Complaints from 2010 to 2020	https://github.com/mebauer/nyc-311-street-flooding
	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python#say-hello
markbauerwater	https://twitter.com/markbauerwater
markebauer	https://www.linkedin.com/in/markebauer/
mebauer	https://github.com/mebauer
Readme	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python#readme-ov-file
MIT license	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python#MIT-1-ov-file
Code of conduct	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python#coc-ov-file
Contributing	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python#contributing-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python
Activity	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/activity
0 stars	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/stargazers
0 watching	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/watchers
0 forks	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fdatalifenyc%2Fdata-analysis-using-python&report=datalifenyc+%28user%29
Releases	https://patch-diff.githubusercontent.com/datalifenyc/data-analysis-using-python/releases
Packages 0	https://patch-diff.githubusercontent.com/users/datalifenyc/packages?repo_name=data-analysis-using-python
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.