René's URL Explorer Experiment

Title: GitHub - Hossamshin/python_reference: Useful functions, tutorials, and other Python-related things

Open Graph Title: GitHub - Hossamshin/python_reference: Useful functions, tutorials, and other Python-related things

X Title: GitHub - Hossamshin/python_reference: Useful functions, tutorials, and other Python-related things

Description: Useful functions, tutorials, and other Python-related things - Hossamshin/python_reference

Open Graph Description: Useful functions, tutorials, and other Python-related things - Hossamshin/python_reference

X Description: Useful functions, tutorials, and other Python-related things - Hossamshin/python_reference

Opengraph URL: https://github.com/Hossamshin/python_reference

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:b36ca25a-abc9-9ac2-cbc3-a36d7deb7d0a
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	CD8C:2AEA36:11B73:177E1:696A9D23
html-safe-nonce	d8208aa9887b53f3892fa49551446f9a712962bafc932a249904aab5aeae4747
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJDRDhDOjJBRUEzNjoxMUI3MzoxNzdFMTo2OTZBOUQyMyIsInZpc2l0b3JfaWQiOiI0MTk4NTUxOTI2Mjg3ODAxNjM1IiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac	ab06d482151112ff10634727dc9363d598cd84536c38c4fd74119af926811fc2
hovercard-subject-tag	repository:621211229
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/Hossamshin/python_reference
twitter:image	https://opengraph.githubassets.com/f76d1b61341e8ce1775d0d96f88cb069205e2a31bc3f916069946a977cb69927/Hossamshin/python_reference
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/f76d1b61341e8ce1775d0d96f88cb069205e2a31bc3f916069946a977cb69927/Hossamshin/python_reference
og:image:alt	Useful functions, tutorials, and other Python-related things - Hossamshin/python_reference
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	a51f97dbb9326f71c08ecb61577457d543c602124d1a2672871258ef37ac5261
turbo-cache-control	no-preview
go-import	github.com/Hossamshin/python_reference git https://github.com/Hossamshin/python_reference.git
octolytics-dimension-user_id	95492452
octolytics-dimension-user_login	Hossamshin
octolytics-dimension-repository_id	621211229
octolytics-dimension-repository_nwo	Hossamshin/python_reference
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	13970153
octolytics-dimension-repository_parent_nwo	rasbt/python_reference
octolytics-dimension-repository_network_root_id	13970153
octolytics-dimension-repository_network_root_nwo	rasbt/python_reference
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	4bd0eac606c70914085176ef312ebdcd97a8cdf1
ui-target	canary-1
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/Hossamshin/python_reference#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FHossamshin%2Fpython_reference
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://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FHossamshin%2Fpython_reference
Sign up	https://github.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=Hossamshin%2Fpython_reference
Reload	https://github.com/Hossamshin/python_reference
Reload	https://github.com/Hossamshin/python_reference
Reload	https://github.com/Hossamshin/python_reference
Hossamshin	https://github.com/Hossamshin
python_reference	https://github.com/Hossamshin/python_reference
rasbt/python_reference	https://github.com/rasbt/python_reference
Notifications	https://github.com/login?return_to=%2FHossamshin%2Fpython_reference
Fork 0	https://github.com/login?return_to=%2FHossamshin%2Fpython_reference
Star 0	https://github.com/login?return_to=%2FHossamshin%2Fpython_reference
0 stars	https://github.com/Hossamshin/python_reference/stargazers
937 forks	https://github.com/Hossamshin/python_reference/forks
Branches	https://github.com/Hossamshin/python_reference/branches
Tags	https://github.com/Hossamshin/python_reference/tags
Activity	https://github.com/Hossamshin/python_reference/activity
Star	https://github.com/login?return_to=%2FHossamshin%2Fpython_reference
Notifications	https://github.com/login?return_to=%2FHossamshin%2Fpython_reference
Code	https://github.com/Hossamshin/python_reference
Pull requests 0	https://github.com/Hossamshin/python_reference/pulls
Actions	https://github.com/Hossamshin/python_reference/actions
Projects 0	https://github.com/Hossamshin/python_reference/projects
Security Uh oh! There was an error while loading. Please reload this page.	https://github.com/Hossamshin/python_reference/security
Please reload this page	https://github.com/Hossamshin/python_reference
Insights	https://github.com/Hossamshin/python_reference/pulse
Code	https://github.com/Hossamshin/python_reference
Pull requests	https://github.com/Hossamshin/python_reference/pulls
Actions	https://github.com/Hossamshin/python_reference/actions
Projects	https://github.com/Hossamshin/python_reference/projects
Security	https://github.com/Hossamshin/python_reference/security
Insights	https://github.com/Hossamshin/python_reference/pulse
Branches	https://github.com/Hossamshin/python_reference/branches
Tags	https://github.com/Hossamshin/python_reference/tags
	https://github.com/Hossamshin/python_reference/branches
	https://github.com/Hossamshin/python_reference/tags
421 Commits	https://github.com/Hossamshin/python_reference/commits/master/
	https://github.com/Hossamshin/python_reference/commits/master/
CSS	https://github.com/Hossamshin/python_reference/tree/master/CSS
CSS	https://github.com/Hossamshin/python_reference/tree/master/CSS
Data	https://github.com/Hossamshin/python_reference/tree/master/Data
Data	https://github.com/Hossamshin/python_reference/tree/master/Data
Images	https://github.com/Hossamshin/python_reference/tree/master/Images
Images	https://github.com/Hossamshin/python_reference/tree/master/Images
algorithms	https://github.com/Hossamshin/python_reference/tree/master/algorithms
algorithms	https://github.com/Hossamshin/python_reference/tree/master/algorithms
benchmarks	https://github.com/Hossamshin/python_reference/tree/master/benchmarks
benchmarks	https://github.com/Hossamshin/python_reference/tree/master/benchmarks
ipython_magic	https://github.com/Hossamshin/python_reference/tree/master/ipython_magic
ipython_magic	https://github.com/Hossamshin/python_reference/tree/master/ipython_magic
other	https://github.com/Hossamshin/python_reference/tree/master/other
other	https://github.com/Hossamshin/python_reference/tree/master/other
python_patterns	https://github.com/Hossamshin/python_reference/tree/master/python_patterns
python_patterns	https://github.com/Hossamshin/python_reference/tree/master/python_patterns
templates/webapp_ex1	https://github.com/Hossamshin/python_reference/tree/master/templates/webapp_ex1
templates/webapp_ex1	https://github.com/Hossamshin/python_reference/tree/master/templates/webapp_ex1
tutorials	https://github.com/Hossamshin/python_reference/tree/master/tutorials
tutorials	https://github.com/Hossamshin/python_reference/tree/master/tutorials
useful_scripts	https://github.com/Hossamshin/python_reference/tree/master/useful_scripts
useful_scripts	https://github.com/Hossamshin/python_reference/tree/master/useful_scripts
.gitignore	https://github.com/Hossamshin/python_reference/blob/master/.gitignore
.gitignore	https://github.com/Hossamshin/python_reference/blob/master/.gitignore
README.md	https://github.com/Hossamshin/python_reference/blob/master/README.md
README.md	https://github.com/Hossamshin/python_reference/blob/master/README.md
README	https://github.com/Hossamshin/python_reference
	https://github.com/Hossamshin/python_reference#a-collection-of-useful-scripts-tutorials-and-other-python-related-things
	https://github.com/Hossamshin/python_reference/blob/master/Images/python-logo-master-v3-TM-flattened.png
// Python tips and tutorials	https://github.com/Hossamshin/python_reference#-python-tips-and-tutorials
// Python and the web	https://github.com/Hossamshin/python_reference#-python-and-the-web
// Algorithms	https://github.com/Hossamshin/python_reference#-algorithms
// Plotting and Visualization	https://github.com/Hossamshin/python_reference#-plotting-and-visualization
// Benchmarks	https://github.com/Hossamshin/python_reference#-benchmarks
// Python and "Data Science"	https://github.com/Hossamshin/python_reference#-python-and-data-science
// Useful scripts and snippets	https://github.com/Hossamshin/python_reference#-useful-scripts-and-snippets
// Other	https://github.com/Hossamshin/python_reference#-other
// Links	https://github.com/Hossamshin/python_reference#-links
[back to top]	https://github.com/Hossamshin/python_reference#top
IPython nb	http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/tutorials/not_so_obvious_python_stuff.ipynb?create=1
IPython nb	http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/tutorials/scope_resolution_legb_rule.ipynb?create=1
IPython nb	http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/tutorials/key_differences_between_python_2_and_3.ipynb?create=1
Markdown	https://github.com/Hossamshin/python_reference/blob/master/tutorials/sqlite3_howto/README.md
Markdown	https://github.com/Hossamshin/python_reference/blob/master/tutorials/unit_testing.md
Markdown	https://github.com/Hossamshin/python_reference/blob/master/tutorials/installing_scientific_packages.md
IPython nb	http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/tutorials/sorting_csvs.ipynb
IPython nb	http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/tutorials/running_cython.ipynb
IPython nb	http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/tutorials/multiprocessing_intro.ipynb?create=1
IPython nb	http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/tutorials/python_data_entry_point.ipynb?create=1
IPython nb	http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/tutorials/awesome_things_ipynb.ipynb
IPython nb	http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/tutorials/useful_regex.ipynb
IPython nb	http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/tutorials/numpy_nan_quickguide.ipynb
IPython nb	http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/python_patterns/patterns.ipynb
IPython nb	http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/tutorials/things_in_pandas.ipynb
[back to top]	https://github.com/Hossamshin/python_reference#top
IPython nb	http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/tutorials/table_of_contents_ipython.ipynb
Markdown	https://github.com/Hossamshin/python_reference/blob/master/tutorials/markdown_syntax_highlighting/README.md
[back to top]	https://github.com/Hossamshin/python_reference#top
rasbt/algorithms_in_ipython_notebooks	https://github.com/rasbt/algorithms_in_ipython_notebooks
Collection of IPython Notebooks	https://github.com/rasbt/algorithms_in_ipython_notebooks/tree/master/ipython_nbs/sorting
IPython nb	http://nbviewer.ipython.org/github/rasbt/algorithms_in_ipython_notebooks/blob/master/ipython_nbs/statistics/linregr_least_squares_fit.ipynb?create=1
IPython nb	http://nbviewer.ipython.org/github/rasbt/algorithms_in_ipython_notebooks/blob/master/ipython_nbs/statistics/dixon_q_test.ipynb?create=1
IPython nb	http://nbviewer.ipython.org/github/rasbt/algorithms_in_ipython_notebooks/blob/master/ipython_nbs/geometry/points_in_hybercube.ipynb
IPython nbviewer	http://nbviewer.ipython.org/github/rasbt/algorithms_in_ipython_notebooks/blob/master/ipython_nbs/data-structures/singly-linked-list.ipynb
[back to top]	https://github.com/Hossamshin/python_reference#top
matplotlib-gallery	https://github.com/rasbt/matplotlib-gallery
IPython nb	http://nbviewer.ipython.org/github/rasbt/matplotlib-gallery/blob/master/ipynb/publication.ipynb
[back to top]	https://github.com/Hossamshin/python_reference#top
IPython nb	http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/benchmarks/pandas_sum_tricks.ipynb
https://github.com/rasbt/One-Python-benchmark-per-day)*	https://github.com/rasbt/One-Python-benchmark-per-day)*
IPython nb	http://nbviewer.ipython.org/github/rasbt/One-Python-benchmark-per-day/blob/master/ipython_nbs/day4_2_cython_numba_parakeet.ipynb
IPython nb	http://nbviewer.ipython.org/github/rasbt/One-Python-benchmark-per-day/blob/master/ipython_nbs/day7_2_jit_numpy.ipynb
IPython nb	http://nbviewer.ipython.org/github/rasbt/One-Python-benchmark-per-day/blob/master/ipython_nbs/day10_fortran_lstsqr.ipynb
IPython nb	http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/tutorials/multiprocessing_intro.ipynb
IPython nb	http://nbviewer.ipython.org/github/rasbt/One-Python-benchmark-per-day/blob/master/ipython_nbs/day16_numpy_vectorization.ipynb
[back to top]	https://github.com/Hossamshin/python_reference#top
pattern_classification	https://github.com/rasbt/pattern_classification
IPython nb	http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/tutorials/python_data_entry_point.ipynb
IPython nb	http://nbviewer.ipython.org/github/rasbt/pattern_classification/blob/master/preprocessing/about_standardization_normalization.ipynb
IPython nb	http://nbviewer.ipython.org/github/rasbt/pattern_classification/blob/master/dimensionality_reduction/projection/principal_component_analysis.ipynb
IPython nb	http://nbviewer.ipython.org/github/rasbt/pattern_classification/blob/master/dimensionality_reduction/projection/linear_discriminant_analysis.ipynb
IPython nb	http://nbviewer.ipython.org/github/rasbt/pattern_classification/blob/master/parameter_estimation_techniques/parzen_window_technique.ipynb
[back to top]	https://github.com/Hossamshin/python_reference#top
watermark	https://github.com/rasbt/watermark
Shell script	https://github.com/Hossamshin/python_reference/blob/master/useful_scripts/prepend_python_shebang.sh
function	https://github.com/Hossamshin/python_reference/blob/master/useful_scripts/random_string_generator.py
Converting large CSV files	https://github.com/rasbt/python_reference/blob/master/useful_scripts/large_csv_to_sqlite.py
Sparsifying a matrix	https://github.com/rasbt/python_reference/blob/master/useful_scripts/sparsify_matrix.py
[back to top]	https://github.com/Hossamshin/python_reference#top
Python book reviews	https://github.com/Hossamshin/python_reference/blob/master/other/python_book_reviews.md
Happy Mother's Day Plot	https://github.com/Hossamshin/python_reference/blob/master/other/happy_mothers_day.ipynb
[back to top]	https://github.com/Hossamshin/python_reference#top
PyPI - the Python Package Index	https://pypi.python.org/pypi
PEP 8	https://www.python.org/dev/peps/pep-0008/
PEP 257	https://www.python.org/dev/peps/pep-0257/
pep257 - Python style guide checker	https://pypi.python.org/pypi/pep257
Python subreddit	http://www.reddit.com/r/Python/
Python community on Google+	https://plus.google.com/communities/103393744324769547228
Python Weekly	http://www.pythonweekly.com
Dive Into Python	http://www.diveintopython.net
Dive Into Python 3	http://getpython3.com/diveintopython3/
The Hitchhiker’s Guide to Python	http://docs.python-guide.org/en/latest/
Think Python - How to Think Like a Computer Scientist	http://www.greenteapress.com/thinkpython/
A Byte of Python	https://python.swaroopch.com/
Python Patterns	http://matthiaseisen.com/pp/
Intro to Computer Science - Build a Search Engine & a Social Network	https://www.udacity.com/course/intro-to-computer-science--cs101
The IPython Notebook	http://ipython.org/notebook.html
matplotlib	http://matplotlib.org
NumPy	http://www.numpy.org
SciPy	http://www.scipy.org
pandas	http://pandas.pydata.org
Cython	http://cython.org
Numba	http://numba.pydata.org
scikit-learn	http://scikit-learn.org/stable/
Readme	https://github.com/Hossamshin/python_reference#readme-ov-file
Please reload this page	https://github.com/Hossamshin/python_reference
Activity	https://github.com/Hossamshin/python_reference/activity
0 stars	https://github.com/Hossamshin/python_reference/stargazers
0 watching	https://github.com/Hossamshin/python_reference/watchers
0 forks	https://github.com/Hossamshin/python_reference/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FHossamshin%2Fpython_reference&report=Hossamshin+%28user%29
Releases	https://github.com/Hossamshin/python_reference/releases
Packages 0	https://github.com/users/Hossamshin/packages?repo_name=python_reference
	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.