# Python
!!! info "Architectural Context"
Detailed reference for Python in the context of Developer Ecosystem.
- [digitalocean.com python π](https://www.digitalocean.com/community/tags/python) [COMMUNITY-TOOL]
- [Full Stack Python is an open book that explains each Python web application stack layer and provides the best web resources for those topics](http://www.fullstackpython.com) [COMMUNITY-TOOL]
- [realpython.com](http://realpython.com) [COMMUNITY-TOOL]
- [LearnPython.org interactive Python tutorial](http://www.learnpython.org) [COMMUNITY-TOOL]
- [Dough Hellmann - Python, OpenStack and Open Source](https://doughellmann.com) [COMMUNITY-TOOL]
- [The docker-py repository: an API client for docker written in Python](http://docker-py.readthedocs.org) [COMMUNITY-TOOL]
- [Awesome Python. A curated list of awesome Python frameworks, libraries and software](https://github.com/vinta/awesome-python) [COMMUNITY-TOOL]
- [Awesome Django. A curated list of awesome Django apps, projects and resources](https://gitlab.com/rosarior/awesome-django) [COMMUNITY-TOOL]
- [pyvideo.org](http://pyvideo.org) [COMMUNITY-TOOL]
- [Talk Python To Me Podcast](http://talkpython.fm) [COMMUNITY-TOOL]
- [Microsoft: Python Engineering](https://devblogs.microsoft.com/python) [COMMUNITY-TOOL]
- [blog.pythonlibrary.org π](http://www.blog.pythonlibrary.org) [COMMUNITY-TOOL]
- [fedoralovespython.org π](https://fedoralovespython.org) [COMMUNITY-TOOL]
- [futurecoder.io](https://futurecoder.io) [COMMUNITY-TOOL]
- [github.com/Asabeneh/30-Days-Of-Python](https://github.com/Asabeneh/30-Days-Of-Python) [COMMUNITY-TOOL]
- [Setting up Python on OSX: UPDATED](http://staticnat.com/setting-up-python-on-osx) [COMMUNITY-TOOL]
- [Python 3.4 Programming Tutorials - YouTube](https://www.youtube.com/playlist?list=PL6gx4Cwl9DGAcbMi1sH6oAMk4JHw91mC_) [COMMUNITY-TOOL]
- [Don't Make Us Say We Told You So: virtualenv for New Pythonistas](http://pyvideo.org/video/3460/dont-make-us-say-we-told-you-so-virtualenv-for) [COMMUNITY-TOOL]
- [commandlinefu.com: pip install into current directory without virtualenv](http://www.commandlinefu.com/commands/view/17656/pip-install-into-current-directory-without-virtualenv) [COMMUNITY-TOOL]
- [Talk Python To Me Podcast. Episode #36: Python IDEs with the PyCharm team](http://talkpython.fm/episodes/show/36/python-ides-with-the-pycharm-team) [COMMUNITY-TOOL]
- [My top 5 βnewβ Python modules of 2015](http://blog.rtwilson.com/my-top-5-new-python-modules-of-2015) [COMMUNITY-TOOL]
- [Why Python 3 exists](http://www.snarky.ca/why-python-3-exists) [COMMUNITY-TOOL]
- [Yagmail: Python e-mail library](https://github.com/kootenpv/yagmail) [COMMUNITY-TOOL]
- [How To Deadlock Your Python With getaddrinfo()](https://emptysqua.re/blog/getaddrinfo-deadlock) [COMMUNITY-TOOL]
- [New String Formatting in Python 3.6](https://zerokspot.com/weblog/2015/12/31/new-string-formatting-in-python) [COMMUNITY-TOOL]
- [tqdm: Instantly make your python loops show a progress meter - just wrap any iterator with "tqdm(iterator)", and you're done!](https://github.com/noamraph/tqdm) [COMMUNITY-TOOL]
- [If you don't like exceptions, you don't like Python](http://stupidpythonideas.blogspot.com.es/2015/05/if-you-dont-like-exceptions-you-dont.html) [COMMUNITY-TOOL]
- [Stop writing code that will break on Python 4!](http://astrofrog.github.io/blog/2016/01/12/stop-writing-python-4-incompatible-code) [COMMUNITY-TOOL]
- [github: Python3 in one pic](https://github.com/rainyear/python3-in-one-pic) [COMMUNITY-TOOL]
- [Complexity of Python Operations](https://ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt) [COMMUNITY-TOOL]
- [Create a GUI Application Using Qt and Python in Minutes: Example Web Browser](http://www.digitalpeer.com/blog/create-a-gui-application-using-qt-and-python-in-minutes-example-web-browser) [COMMUNITY-TOOL]
- [Python FAQ: Why should I use Python 3? π](https://eev.ee/blog/2016/07/31/python-faq-why-should-i-use-python-3) [COMMUNITY-TOOL]
- [PEP 8 Cheatsheet π](https://www.scribd.com/document/207247675/PEP-8-Cheatsheet-2009) [COMMUNITY-TOOL]
- [Lists vs. Tuples](http://nedbatchelder.com/blog/201608/lists_vs_tuples.html) [COMMUNITY-TOOL]
- [digitalocean.com: How To Use the Python Map Function π](https://www.digitalocean.com/community/tutorials/how-to-use-the-python-map-function) [COMMUNITY-TOOL]
- [thenextweb.com: 6 practical tricks every Python developer should have](https://thenextweb.com/news/6-practical-tricks-every-python-developer-should-have) [COMMUNITY-TOOL]
- [digitalocean.com: How To Code in Python 3 π](https://www.digitalocean.com/community/tutorial-series/how-to-code-in-python-3) [COMMUNITY-TOOL]
- [tryolabs.com: Top 10 Python libraries of 2020](https://tryolabs.com/blog/2020/12/21/top-10-python-libraries-of-2020) [COMMUNITY-TOOL]
- [blog.logrocket.com: Django REST framework alternatives](https://blog.logrocket.com/django-rest-framework-alternatives) [COMMUNITY-TOOL]
- [towardsdatascience.com: Unexpected Size of Python Objects in Memory](https://towardsdatascience.com/the-strange-size-of-python-objects-in-memory-ce87bdfbb97f) [COMMUNITY-TOOL]
- [aigents.co: Data Structures and Python π](https://aigents.co/data-science-blog/coding-tutorial/data-structures-and-python) [COMMUNITY-TOOL]
- [doppler.com: Using Environment Variables in Python for App Configuration π](https://www.doppler.com/blog/environment-variables-in-python) [COMMUNITY-TOOL]
- [realpython.com: Python Microservices With gRPC π](https://realpython.com/python-microservices-grpc) [COMMUNITY-TOOL]
- [dashbird.io: How I Manage Credentials in Python Using AWS Secrets Manager](https://dashbird.io/blog/aws-secrets-manager-python) [COMMUNITY-TOOL]
- [freecodecamp.org: The Python Handbook π](https://www.freecodecamp.org/news/the-python-handbook) [COMMUNITY-TOOL]
- [towardsdatascience.com: 7 Must-Know Data Wrangling Operations with Python Pandas](https://towardsdatascience.com/7-must-know-data-wrangling-operations-with-python-pandas-849438a90d15) [COMMUNITY-TOOL]
- [towardsdatascience.com: All The Important Features and Changes in Python 3.10](https://towardsdatascience.com/all-the-important-features-and-changes-in-python-3-10-e3d1fe542fbf) [COMMUNITY-TOOL]
- [freecodecamp.org: Python Map Function β How to Map a List in Python 3.0, With Example Code](https://www.freecodecamp.org/news/python-map-function-how-to-map-a-list-in-python-3-0-with-example-code) [COMMUNITY-TOOL]
- [analyticsindiamag.com: Object-Oriented Programming with Python](https://analyticsindiamag.com/object-oriented-programming-python) [COMMUNITY-TOOL]
- [analyticsvidhya.com: Top Online Platforms to Learn Python](https://www.analyticsvidhya.com/blog/2021/04/top-online-platforms-to-learn-python) [COMMUNITY-TOOL]
- [towardsdatascience.com: There is more to βpandas.read_csv()β than meets the eye](https://towardsdatascience.com/there-is-more-to-pandas-read-csv-than-meets-the-eye-8654cb2b3a03) [COMMUNITY-TOOL]
- [blog.adnansiddiqi.me: Getting started with Elasticsearch 7 in Python π](http://blog.adnansiddiqi.me/getting-started-with-elasticsearch-7-in-python) [COMMUNITY-TOOL]
- [developers.redhat.com: micropipenv: Installing Python dependencies in containerized applications π](https://developers.redhat.com/articles/2021/05/19/micropipenv-installing-python-dependencies-containerized-applications) [COMMUNITY-TOOL]
- [trstringer.com: Debug a Python Application Running in Kubernetes π](https://trstringer.com/debug-python-kubernetes) [COMMUNITY-TOOL]
- [theglitchblog.com: Logging in Python Using Best Practices](https://theglitchblogcom.wordpress.com/2021/06/17/logging-in-python-using-best-practices) [COMMUNITY-TOOL]
- [analyticsvidhya.com: Implementing ETL Process Using Python to Learn Data Engineering](https://www.analyticsvidhya.com/blog/2021/06/implementing-python-to-learn-data-engineering-etl-process) [COMMUNITY-TOOL]
- [infoworld.com: How to use the Python for loop](https://www.infoworld.com/article/2267127/how-to-use-the-python-for-loop.html) [COMMUNITY-TOOL]
- [stackoverflow.blog: Getting started withβ¦ Python π](https://stackoverflow.blog/2021/07/14/getting-started-with-python) [COMMUNITY-TOOL]
- [oxylabs.io: Python Web Scraping Tutorial: Step-By-Step](https://oxylabs.io/blog/python-web-scraping) [COMMUNITY-TOOL]
- [returngis.net: Gestionar recursos de Kubernetes con Python](https://www.returngis.net/2021/08/gestionar-recursos-de-kubernetes-con-python) [COMMUNITY-TOOL]
- [opensource.com: Parse command-line arguments with argparse in Python](https://opensource.com/article/21/8/python-argparse) [COMMUNITY-TOOL]
- [freecodecamp.org: Python List Methods β append( ) vs extend( ) in Python Explained with Code Examples](https://www.freecodecamp.org/news/python-list-methods-append-vs-extend) [COMMUNITY-TOOL]
- [geeksforgeeks.org: Top 10 Advance Python Concepts That You Must Know](https://www.geeksforgeeks.org/blogs/top-10-advance-python-concepts-that-you-must-know) [COMMUNITY-TOOL]
- [freecodecamp.org: Dictionary Comprehension in Python β Explained with Examples π](https://www.freecodecamp.org/news/dictionary-comprehension-in-python-explained-with-examples) [COMMUNITY-TOOL]
- [developers.redhat.com: Learn Python: Tutorials and updates from Red Hat experts](https://developers.redhat.com/topics/python) [COMMUNITY-TOOL]
- [towardsdatascience.com: How Not to Use Python Lists](https://towardsdatascience.com/how-not-to-use-python-lists-d06cbe8e593) [COMMUNITY-TOOL]
- [kdnuggets.com: How To Build A Database Using Python](https://www.kdnuggets.com/2021/09/build-database-using-python.html) [COMMUNITY-TOOL]
- [zdnet.com: Programming languages: Python just took a big jump forward](https://www.zdnet.com/article/programming-languages-python-just-took-a-big-jump-forward) [COMMUNITY-TOOL]
- [genbeta.com: Python se convierte en el lenguaje de programaciΓ³n mΓ‘s popular segΓΊn el Γndice TIOBE: adiΓ³s al largo reinado de C](https://www.genbeta.com/actualidad/python-se-convierte-lista-tiobe-lenguaje-popular-red-superando-incluso-a-c) [COMMUNITY-TOOL]
- [sureshdsk.dev: Check diff between two files in Python](https://sureshdsk.dev/check-diff-between-two-files-in-python) [COMMUNITY-TOOL]
- [freecodecamp.org: Python String split() and join() Methods β Explained with Examples](https://www.freecodecamp.org/news/python-string-split-and-join-methods-explained-with-examples) [COMMUNITY-TOOL]
- [pythonsimplified.com: How to schedule Python scripts using schedule library](https://hewing.foliotek.me) [COMMUNITY-TOOL]
- [blog.teclado.com: Python Methods: Instance, Static and Class](https://blog.teclado.com/python-methods-instance-static-class) [COMMUNITY-TOOL]
- [treyhunner.com: How to flatten a list in Python](https://treyhunner.com/2021/11/how-to-flatten-a-list-in-python) [COMMUNITY-TOOL]
- [makeuseof.com: 7 Vital Commands to Get Started With Python for Beginners](https://www.makeuseof.com/python-for-beginners) [COMMUNITY-TOOL]
- [freecodecamp.org: Python Sets β Explained with Examples](https://www.freecodecamp.org/news/python-set-operations-explained-with-examples) [COMMUNITY-TOOL]
- [aigents.co: Pro Python Tips for Data Analysts](https://aigents.co/data-science-blog/coding-tutorial/pro-python-tips-for-data-analysts) [COMMUNITY-TOOL]
- [dev.to: Creating a blockchain in 60 lines of Python](https://dev.to/imjoseangel/creating-a-blockchain-in-60-lines-of-python-2hlc) [COMMUNITY-TOOL]
- [towardsdatascience.com: Master Class Inheritance in Python π](https://towardsdatascience.com/master-class-inheritance-in-python-c46bfda63374) [COMMUNITY-TOOL]
- [makeuseof.com: 11 Useful Python One-Liners You Must Know](https://www.makeuseof.com/useful-python-one-liners-you-must-know) [COMMUNITY-TOOL]
- [redhat.com: Packaging applications to install on other machines with Python](https://www.redhat.com/en/blog/packaging-applications-python) [COMMUNITY-TOOL]
- [redhat.com: Writing and unit testing a Python application to query the RPM database](https://www.redhat.com/en/blog/query-rpm-database-python) [COMMUNITY-TOOL]
- [thenewstack.io: More Python for Non-Programmers](https://thenewstack.io/more-python-for-non-programmers) [COMMUNITY-TOOL]
- [developers.redhat.com: Generating pseudorandom numbers in Python](https://developers.redhat.com/articles/2021/11/04/generating-pseudorandom-numbers-python) [COMMUNITY-TOOL]
- [dev.to: Best Practices For Writing Clean Pythonic Code](https://dev.to/dollardhingra/python-code-best-practices-4k96) [COMMUNITY-TOOL]
- [searchenginejournal.com: An Introduction To Python & Machine Learning For Technical SEO](https://www.searchenginejournal.com/python-machine-learning-technical-seo/430000) [COMMUNITY-TOOL]
- [digitalocean.com: How To Create a Twitterbot with Python 3 and the Tweepy Library](https://www.digitalocean.com/community/tutorials/how-to-create-a-twitterbot-with-python-3-and-the-tweepy-library) [COMMUNITY-TOOL]
- [javarevisited.blogspot.com: Java vs Python - Which Programming Language beginners should learn in 2022?](https://javarevisited.blogspot.com/2018/06/java-vs-python-which-programming-language-to-learn-first.html#axzz7HHxvcHIY) [COMMUNITY-TOOL]
- [freecodecamp.org: Python Dictionary β How to Perform CRUD Operations on dicts in Python](https://www.freecodecamp.org/news/everything-you-need-to-know-about-python-dictionaries) [COMMUNITY-TOOL]
- [freecodecamp.org: Python Requests β How to Interact with Web Services using Python](https://www.freecodecamp.org/news/how-to-interact-with-web-services-using-python) [COMMUNITY-TOOL]
- [thenewstack.io: Guido van Rossumβs Ambitious Plans for Improving Python Performance](https://thenewstack.io/guido-van-rossums-ambitious-plans-for-improving-python-performance) [COMMUNITY-TOOL]
- [dev.to: python dictionary methods explanation and visualization](https://dev.to/mahmoudessam/python-dictionary-methods-explanation-and-visualization-1l64) [COMMUNITY-TOOL]
- [codesolid.com: Python Lists for Beginners: A Complete Lesson With Exercises π](https://codesolid.com/python-lists) [COMMUNITY-TOOL]
- [towardsdatascience.com: requirements.txt vs setup.py in Python](https://towardsdatascience.com/requirements-vs-setuptools-python-ae3ee66e28af) [COMMUNITY-TOOL]
- [realpython.com: Building Lists With Python's .append()](https://realpython.com/courses/building-lists-with-python-append) [COMMUNITY-TOOL]
- [freecodecamp.org: Python List .remove() - How to Remove an Item from a List in Python](https://www.freecodecamp.org/news/python-list-remove-how-to-remove-an-item-from-a-list-in-python) [COMMUNITY-TOOL]
- [freecodecamp.org: Else-If in Python β Python If Statement Example Syntax](https://www.freecodecamp.org/news/else-if-in-python-python-if-statement-example-syntax) [COMMUNITY-TOOL]
- [towardsdatascience.com: Work with SQL in Python Using SQLAlchemy and Pandas](https://towardsdatascience.com/work-with-sql-in-python-using-sqlalchemy-and-pandas-cd7693def708) [COMMUNITY-TOOL]
- [freecodecamp.org: Create a List in Python β Lists in Python Syntax](https://www.freecodecamp.org/news/create-a-list-in-python-lists-in-python-syntax) [COMMUNITY-TOOL]
- [freecodecamp.org: How to SSH into a Docker Container β Secure Shell vs Docker Attach](https://www.freecodecamp.org/news/how-to-ssh-into-a-docker-container-secure-shell-vs-docker-attach) [COMMUNITY-TOOL]
- [freecodecamp.org: How to Use *args and **kwargs in Python](https://www.freecodecamp.org/news/args-and-kwargs-in-python) [COMMUNITY-TOOL]
- [superfastpython.com: How to Identify a Deadlock in Python](https://superfastpython.com/thread-deadlock-in-python) [COMMUNITY-TOOL]
- [towardsdatascience.com: Fall in Love with Your Environment Setup](https://towardsdatascience.com/fall-in-love-with-your-environment-setup-779dfbf047ba) [COMMUNITY-TOOL]
- [towardsdatascience.com: You Donβt Need Sample Data, You Need Python Faker](https://towardsdatascience.com/you-dont-need-sample-data-you-need-python-faker-fa87c2a119a9) [COMMUNITY-TOOL]
- [thenewstack.io: Python for Beginners: When and How to Use Tuples](https://thenewstack.io/python-for-beginners-when-and-how-to-use-tuples) [COMMUNITY-TOOL]
- [freecodecamp.org: How to Set Up a Virtual Environment in Python β And Why It's Useful](https://www.freecodecamp.org/news/how-to-setup-virtual-environments-in-python) [COMMUNITY-TOOL]
- [freecodecamp.org: Python Attributes β Class and Instance Attribute Examples](https://www.freecodecamp.org/news/python-attributes-class-and-instance-attribute-examples) [COMMUNITY-TOOL]
- [notia.ai: Building an authenticated Python CLI](https://www.notia.ai/articles/building-an-authenticated-python-cli) [COMMUNITY-TOOL]
- [superfastpython.com: How to Choose the Right Python Concurrency API](https://superfastpython.com/python-concurrency-choose-api) [COMMUNITY-TOOL]
- [realpython.com/pdf-python](https://realpython.com/pdf-python) [COMMUNITY-TOOL]
- [dev.to: How to change an image with Python](https://dev.to/deotyma/how-to-change-an-image-with-python-518d) [COMMUNITY-TOOL]
- [towardsdatascience.com: Iterables vs Iterators in Python](https://towardsdatascience.com/python-iterables-vs-iterators-688907fd755f) [COMMUNITY-TOOL]
- [towardsdatascience.com: How to Implement a Linked List in Python](https://towardsdatascience.com/python-linked-lists-c3622205da81) [COMMUNITY-TOOL]
- [realpython.com/learning-paths: Python Learning Paths πππ](https://realpython.com/learning-paths) [COMMUNITY-TOOL]
- [superfastpython.com: Threading vs Multiprocessing in Python](https://superfastpython.com/threading-vs-multiprocessing-in-python) [COMMUNITY-TOOL]
- [mishrapartha.blogspot.com: A Beginnerβs Guide to Python for Data Science - Part 5 Adding Comments in Python](https://mishrapartha.blogspot.com/2022/11/a-beginners-guide-to-python-for-data_19.html) [COMMUNITY-TOOL]
- [morioh.com: How to create Google Map in Python using Gmaps](https://morioh.com) [COMMUNITY-TOOL]
- [pydantic/pydantic](https://github.com/pydantic/pydantic) [COMMUNITY-TOOL]
- [PyWhatKit](https://github.com/Ankit404butfound/PyWhatKit) [COMMUNITY-TOOL]
- [freecodecamp.org: Learn Data Structures and Algorithms β Introduction and Learning Resources](https://www.freecodecamp.org/news/learn-data-structures-and-algorithms) [COMMUNITY-TOOL]
- [freecodecamp.org: How to Use PyScript β A Python Frontend Framework π](https://www.freecodecamp.org/news/pyscript-python-front-end-framework) [COMMUNITY-TOOL]
- [realpython.com: How to Get a List of All Files in a Directory With Python](https://realpython.com/get-all-files-in-directory-python) [COMMUNITY-TOOL]
- [freecodecamp.org: Python For Loop - For i in Range Example](https://www.freecodecamp.org/news/python-for-loop-for-i-in-range-example) [COMMUNITY-TOOL]
- [github.blog: Why Python keeps growing, explained](https://github.blog/developer-skills/programming-languages-and-frameworks/why-python-keeps-growing-explained) [COMMUNITY-TOOL]
- [realpython.com: Evaluate Expressions Dynamically With Python eval() (Overview)](https://realpython.com/videos/python-eval-overview) [COMMUNITY-TOOL]
- [realpython.com: Splitting, Concatenating, and Joining Strings in Python Quiz](https://realpython.com/quizzes/python-split-strings) [COMMUNITY-TOOL]
- [realpython.com: How to Write Pythonic Loops](https://realpython.com/courses/how-to-write-pythonic-loops) [COMMUNITY-TOOL]
- [freecodecamp.org: Learn Algorithms and Data Structures in Python ππ](https://www.freecodecamp.org/news/learn-algorithms-and-data-structures-in-python) [COMMUNITY-TOOL]
- [realpython.com: Python Machine Learning Tutorials ππ](https://realpython.com/tutorials/machine-learning) [COMMUNITY-TOOL]
- [devopscube.com: Python For DevOps: Guide for DevOps Engineers](https://devopscube.com/python-for-devops) [COMMUNITY-TOOL]
- [realpython.com: An Intro to Threading in Python](https://realpython.com/intro-to-python-threading) [COMMUNITY-TOOL]
- [realpython.com: Functional Programming in Python](https://realpython.com/courses/functional-programming-python) [COMMUNITY-TOOL]
- [rogerperkin.co.uk: pyATS Tutorial for Beginners](https://www.rogerperkin.co.uk/network-automation/pyats/pyats-genie-tutorial) [COMMUNITY-TOOL]
- [genbeta.com: Ocho canales de YouTube para aprender Python desde cero hasta nivel experto](https://www.genbeta.com/a-fondo/ocho-canales-youtube-para-aprender-python-cero-nivel-experto-1) [COMMUNITY-TOOL]
- [martinheinz.dev: Boost Your Python Application Performance using Continuous Profiling](https://martinheinz.dev/blog/89) [COMMUNITY-TOOL]
- [towardsdatascience.com: Memoizing DataFrame Functions](https://towardsdatascience.com/memoizing-dataframe-functions-7a27dff532f7) [COMMUNITY-TOOL]
- [anaconda.com: Why Data Scientists Should Be Excited About Python in Excel](https://www.anaconda.com/blog/why-data-scientists-should-be-excited-about-python-in-excel) [COMMUNITY-TOOL]
- [testdriven.io: Clean Code in Python](https://testdriven.io/blog/clean-code-python) [COMMUNITY-TOOL]
- [pypi.org/project/latexify-py](https://pypi.org/project/latexify-py) [COMMUNITY-TOOL]
- [freecodecamp.org: How to Build an Online Banking System β Python Object-Oriented Programming Tutorial](https://www.freecodecamp.org/news/how-to-build-an-online-banking-system-python-oop-tutorial) [COMMUNITY-TOOL]
- [github.com/reactive-python/reactpy](https://github.com/reactive-python/reactpy) [COMMUNITY-TOOL]
- [opensource.com: Make your API better with this positional trick from Python 3.8](https://opensource.com/article/21/5/python-38-features) [COMMUNITY-TOOL]
- [Project Thoth](https://thoth-station.ninja) [COMMUNITY-TOOL]
- [developers.redhat.com: Thoth prescriptions for resolving Python dependencies](https://developers.redhat.com/articles/2021/09/22/thoth-prescriptions-resolving-python-dependencies) [COMMUNITY-TOOL]
- [Python Data Science Handbook π](https://jakevdp.github.io/PythonDataScienceHandbook) [COMMUNITY-TOOL]
- [github.dev: Python Data Science Handbook](https://github.dev/jakevdp/PythonDataScienceHandbook/tree/master/notebooks) [COMMUNITY-TOOL]
- [automatetheboringstuff.com: Automate the Boring Stuff with Python](https://automatetheboringstuff.com) [COMMUNITY-TOOL]
- [gettopical.com: Get Django Latest News](http://gettopical.com/djangoframework) [COMMUNITY-TOOL]
- [realpython.com: Django Development With Docker Compose and Machine](https://realpython.com/blog/python/django-development-with-docker-compose-and-machine) [COMMUNITY-TOOL]
- [realpython.com: Fun With Django's New Postgres Features](https://realpython.com/learning-paths/django-web-development) [COMMUNITY-TOOL]
- [TaskBuster Django Tutorial, made with Django 1.8 and Python 3](http://www.marinamele.com/taskbuster-django-tutorial) [COMMUNITY-TOOL]
- [TDD with Django, from scratch: a beginner's intro to testing and web development](http://www.pyvideo.org/video/3509/tdd-with-django-from-scratch-a-beginners-intro) [COMMUNITY-TOOL]
- [Installing and Configuring Django Web Framework with Virtual Environments in CentOS/Debian](http://www.tecmint.com/install-and-configure-django-web-framework-in-centos-debian-ubuntu) [COMMUNITY-TOOL]
- [github.com: Django app + RESTful API for automatic billing](https://github.com/silverapp/silver) [COMMUNITY-TOOL]
- [CodingEntrepreneurs youtube channel](https://www.youtube.com/user/CodingEntrepreneurs) [COMMUNITY-TOOL]
- [webcodegeeks.com: Python Django Tutorial](http://www.webcodegeeks.com/python/python-django-tutorial) [COMMUNITY-TOOL]
- [digitalocean.com: Building a REST API With Django REST Framework](https://www.digitalocean.com/community/tech-talks/building-a-rest-api-with-django-rest-framework) [COMMUNITY-TOOL]
- [github.com: Django Sage Painless](https://github.com/sageteamorg/django-sage-painless) [COMMUNITY-TOOL]
- [dev.to: Data Migration from Monolith to Microservice in Django](https://dev.to/balwanishivam/data-migration-from-monolith-to-microservice-in-django-5b9m) [COMMUNITY-TOOL]
- [dev.to: Building a REST API with Django REST Framework π](https://dev.to/nagatodev/how-to-connect-django-to-reactjs-part-2-2oje) [COMMUNITY-TOOL]
- [Flask Documentation π](https://flask.palletsprojects.com/en/stable) [COMMUNITY-TOOL]
- [The Flask Mega-Tutorial: Now with Python 3 Support](http://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-now-with-python-3-support) [COMMUNITY-TOOL]
- [realpython.com: Discover Flask, Part 1 - Setting Up a Static Site ](https://realpython.com/learning-paths/flask-by-example) [COMMUNITY-TOOL]
- [mherman.org: Scaling Flask with Kubernetes π](https://mherman.org/presentations/flask-kubernetes) [COMMUNITY-TOOL]
- [kdnuggets.com: How to Deploy a Flask API in Kubernetes and Connect it with Other Micro-services](https://www.kdnuggets.com/2021/02/deploy-flask-api-kubernetes-connect-micro-services.html) [COMMUNITY-TOOL]
- [dev.to: Getting Started with Flask and Docker](https://dev.to/ken_mwaura1/getting-started-with-flask-and-docker-3ie8) [COMMUNITY-TOOL]
- [freecodecamp.org: How to Dockerize a Flask Application](https://www.freecodecamp.org/news/how-to-dockerize-a-flask-app) [COMMUNITY-TOOL]
- [FastAPI π](https://fastapi.tiangolo.com) [COMMUNITY-TOOL]
- [blog.adnansiddiqi.me: Create your first REST API in FastAPI π](http://blog.adnansiddiqi.me/create-your-first-rest-api-in-fastapi) [COMMUNITY-TOOL]
- [freecodecamp.org: How to Create Microservices with FastAPI](https://www.freecodecamp.org/news/how-to-create-microservices-with-fastapi) [COMMUNITY-TOOL]
- [freecodecamp.org: FastAPI Course β Code APIs Quickly](https://www.freecodecamp.org/news/fastapi-helps-you-develop-apis-quickly) [COMMUNITY-TOOL]
- [wheel replaces Python's eggs](https://wheel.readthedocs.io/en/stable) [COMMUNITY-TOOL]
- [Speed up pip install](http://blog.ionelmc.ro/2015/01/02/speedup-pip-install) [COMMUNITY-TOOL]
- [Python Feature Flag Resources/Solutions](http://featureflags.io/python-feature-flags) [COMMUNITY-TOOL]
- [Profiling Python using cProfile: a concrete case](https://julien.danjou.info/blog/2015/guide-to-python-profiling-cprofile-concrete-case-carbonara) [COMMUNITY-TOOL]
- [nylas.com: Profiling Python in Production](https://www.nylas.com/blog/performance) [COMMUNITY-TOOL]
- [gabbi - Declarative HTTP testing library pypi](http://pypi.python.org/pypi/gabbi) [COMMUNITY-TOOL]
- [tracker: A time machine for debugging pesky stateful errors](https://github.com/madisonmay/tracker) [COMMUNITY-TOOL]
- [coursereport.com: A Beginnerβs Guide to Python for Cybersecurity](https://www.coursereport.com/blog/python-for-cyber-security-with-flatiron-school) [COMMUNITY-TOOL]
- [Getting Started with Data Wrangler in VS Code](https://code.visualstudio.com/docs/datascience/data-wrangler) [COMMUNITY-TOOL]
- [towardsdatascience.com: Unlimited scientific libraries and applications in Kubernetes, instantly!](https://towardsdatascience.com/unlimited-scientific-libraries-and-applications-in-kubernetes-instantly-b69b192ec5e5) [COMMUNITY-TOOL]
- [huyenchip.com: Why data scientists shouldnβt need to know Kubernetes](https://huyenchip.com/2021/09/13/data-science-infrastructure.html) [COMMUNITY-TOOL]
- [oreilly.com: how to use pivot tables in Pandas step-by-step](https://www.oreilly.com/learning/pivot-tables) [COMMUNITY-TOOL]
- [pbpython.com: Practical Business Python](http://pbpython.com) [COMMUNITY-TOOL]
- [Reshaping in Pandas β Pivot, Pivot-Table, Stack and Unstack explained with Pictures](https://nikolaygrozev.wordpress.com/2015/07/01/reshaping-in-pandas-pivot-pivot-table-stack-and-unstack-explained-with-pictures) [COMMUNITY-TOOL]
- [pandas.pydata.org: Reshaping by pivoting DataFrame objects](http://pandas.pydata.org/pandas-docs/stable/reshaping.html) [COMMUNITY-TOOL]
- [analyticsvidhya.com: A Complete Tutorial to Learn Data Science with Python from Scratch](http://www.analyticsvidhya.com/blog/2016/01/complete-tutorial-learn-data-science-python-scratch-2) [COMMUNITY-TOOL]
- [analyticsvidhya.com: Tutorial β Python List Comprehension With Examples](http://www.analyticsvidhya.com/blog/2016/01/python-tutorial-list-comprehension-examples) [COMMUNITY-TOOL]
- [analyticsvidhya.com: Cheat Sheet for Exploratory Data Analysis in Python π](https://www.analyticsvidhya.com/blog/2015/06/infographic-cheat-sheet-data-exploration-python) [COMMUNITY-TOOL]
- [pandastutor.com π](https://pandastutor.com) [COMMUNITY-TOOL]
- [github.com/gventuri/pandas-ai](https://github.com/sinaptik-ai/pandas-ai) [COMMUNITY-TOOL]
- [PandasDatabase is a RESTful database engine application built on top of Pandas](https://pypi.org/project/pddb) [COMMUNITY-TOOL]
- [orchest.io](https://orchest.io) [COMMUNITY-TOOL]
- [Python 3 standard library Module of the Week, Doug Hellmann](https://pymotw.com) [COMMUNITY-TOOL]
- [Python 2 standard library Module of the Week, Doug Hellmann](https://pymotw.com/2) [COMMUNITY-TOOL]
- [Python Multi-Process Execution Pool](https://github.com/eXascaleInfolab/PyExPool) [COMMUNITY-TOOL]
- [Ansible and AWS: cloud IT automation management](http://cloudacademy.com/blog/ansible-aws) [COMMUNITY-TOOL]
- [Boto](https://github.com/boto/boto) [COMMUNITY-TOOL]
- [Migrating to Boto3](https://aws.amazon.com/es/blogs/developer/migrating-to-boto3) [COMMUNITY-TOOL]
- [Managing the Cloud with a Few Lines of Python (EuroPython 2014)](http://pyvideo.org/video/2987/managing-the-cloud-with-a-few-lines-of-python) [COMMUNITY-TOOL]
- [ec2-ssh-yplan: A pair of command line utilities for finding and SSH-ing into your Amazon EC2 instances by tag (such as βNameβ)](https://pypi.org/project/ec2-ssh-yplan) [COMMUNITY-TOOL]
- [dashbird.io: Explaining boto3: how to use any AWS service with python](https://dashbird.io/blog/boto3-aws-python) [COMMUNITY-TOOL]
- [dashbird.io: 8 Must-Know Tricks to Use S3 More Effectively in Python](https://dashbird.io/blog/aws-s3-python-tricks) [COMMUNITY-TOOL]
- [PyInstaller is a program that freezes (packages) Python programs into stand-alone executables, under Windows, Linux, Mac OS X, FreeBSD, Solaris and AIX](http://www.pyinstaller.org) [COMMUNITY-TOOL]
- [DictMySQL: A MySQL class for more convenient database manipulation with Python dictionary](https://github.com/gyli/DictMySQL) [COMMUNITY-TOOL]
- [WinPython: Portable Scientific Python 2/3 32/64bit Distribution for Windows](http://sourceforge.net/projects/winpython) [COMMUNITY-TOOL]
- [Kite π](https://kite.com) [COMMUNITY-TOOL]
- [pyxll-jupyter: Integration for Jupyter notebooks and Microsoft Excel](https://github.com/pyxll/pyxll-jupyter) [COMMUNITY-TOOL]
- [Pydeps π](https://github.com/thebjorn/pydeps) [COMMUNITY-TOOL]
- [joke2k/faker π](https://github.com/joke2k/faker) [COMMUNITY-TOOL]
- [makeuseof.com: 10 Useful Tools for Python Developers](https://www.makeuseof.com/python-developer-tools) [COMMUNITY-TOOL]
- [dev.to: Code Quality Tools in Python](https://dev.to/dollardhingra/code-quality-tools-in-python-4k2a) [COMMUNITY-TOOL]
- [google/python-fire π](https://github.com/google/python-fire) [COMMUNITY-TOOL]
- [github.com/bloomberg/memray ππ](https://github.com/bloomberg/memray) [COMMUNITY-TOOL]
- [github.com/microsoft/pyright](https://github.com/microsoft/pyright) [COMMUNITY-TOOL]
- [github.com/kodemore/chili](https://github.com/kodemore/chili) [COMMUNITY-TOOL]
- [Ruff](https://github.com/astral-sh/ruff) [COMMUNITY-TOOL]
- [Scrapy](http://scrapy.org) [COMMUNITY-TOOL]
- [First web scraper](https://first-web-scraper.readthedocs.io/en/latest) [COMMUNITY-TOOL]
- [TWINT - Twitter Intelligence Tool](https://github.com/twintproject/twint) [COMMUNITY-TOOL]
- [Jython is a language that makes it easy to create projects with libraries from Python and Java.](https://www.techzine.eu#pg43) [COMMUNITY-TOOL]
- [opensource.com: How to use Python to hack your Eclipse IDE](https://opensource.com/life/16/2/how-use-python-hack-your-ide) [COMMUNITY-TOOL]
- [Click π](https://click.palletsprojects.com/en/stable) [COMMUNITY-TOOL]
- [PyGithub π](https://github.com/PyGithub/PyGithub) [COMMUNITY-TOOL]