René's URL Explorer Experiment

Title: GitHub - DebOM/functional_intro_to_python: A functional, Data Science focused introduction to Python · GitHub

Open Graph Title: GitHub - DebOM/functional_intro_to_python: A functional, Data Science focused introduction to Python

X Title: GitHub - DebOM/functional_intro_to_python: A functional, Data Science focused introduction to Python

Description: A functional, Data Science focused introduction to Python - DebOM/functional_intro_to_python

Open Graph Description: A functional, Data Science focused introduction to Python - DebOM/functional_intro_to_python

X Description: A functional, Data Science focused introduction to Python - DebOM/functional_intro_to_python

Opengraph URL: https://github.com/DebOM/functional_intro_to_python

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:8c5ad6d9-529f-c22b-cd4e-2ad01b6a367a
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	C762:3F1247:C0539B:107ABF4:6A53A95D
html-safe-nonce	96a2140348c3d3c84e8cfd74f937120c472d0c64625fe4008f216c4c2294fe47
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJDNzYyOjNGMTI0NzpDMDUzOUI6MTA3QUJGNDo2QTUzQTk1RCIsInZpc2l0b3JfaWQiOiI4Mzg3NzUwODg5NTIwMzQzMzkwIiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac	0a9217ebc0206e9fdd591dcffcd82a931ce7e5c3ae83bf876807ce3978ff1b20
hovercard-subject-tag	repository:132802030
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/DebOM/functional_intro_to_python
twitter:image	https://opengraph.githubassets.com/9fb2e5e74cf2a044655d9b7a58ffb2e2e5ab36c193fe93d2da075d2a37f58cfc/DebOM/functional_intro_to_python
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/9fb2e5e74cf2a044655d9b7a58ffb2e2e5ab36c193fe93d2da075d2a37f58cfc/DebOM/functional_intro_to_python
og:image:alt	A functional, Data Science focused introduction to Python - DebOM/functional_intro_to_python
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	b9a586c06a05a7a86fc7e3f4dbd03e42f6869085879aa184aa6369456dbd50fb
turbo-cache-control	no-cache
go-import	github.com/DebOM/functional_intro_to_python git https://github.com/DebOM/functional_intro_to_python.git
octolytics-dimension-user_id	17677292
octolytics-dimension-user_login	DebOM
octolytics-dimension-repository_id	132802030
octolytics-dimension-repository_nwo	DebOM/functional_intro_to_python
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	109538134
octolytics-dimension-repository_parent_nwo	noahgift/functional_intro_to_python
octolytics-dimension-repository_network_root_id	109538134
octolytics-dimension-repository_network_root_nwo	noahgift/functional_intro_to_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	07a982c1d40157c619b364352b704c3ce66bb332
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/DebOM/functional_intro_to_python#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FDebOM%2Ffunctional_intro_to_python
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub Copilot appDirect agents from issue to merge	https://github.com/features/ai/github-app
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
View all resources	https://github.com/resources
GitHub SponsorsFund open source developers	https://github.com/open-source/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/open-source/accelerator
GitHub Stars	https://stars.github.com
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/enterprise/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%2FDebOM%2Ffunctional_intro_to_python
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=DebOM%2Ffunctional_intro_to_python
Reload	https://github.com/DebOM/functional_intro_to_python
Reload	https://github.com/DebOM/functional_intro_to_python
Reload	https://github.com/DebOM/functional_intro_to_python
DebOM	https://github.com/DebOM
functional_intro_to_python	https://github.com/DebOM/functional_intro_to_python
noahgift/functional_intro_to_python	https://github.com/noahgift/functional_intro_to_python
Notifications	https://github.com/login?return_to=%2FDebOM%2Ffunctional_intro_to_python
Fork 0	https://github.com/login?return_to=%2FDebOM%2Ffunctional_intro_to_python
Star 0	https://github.com/login?return_to=%2FDebOM%2Ffunctional_intro_to_python
Code	https://github.com/DebOM/functional_intro_to_python
Pull requests 0	https://github.com/DebOM/functional_intro_to_python/pulls
Actions	https://github.com/DebOM/functional_intro_to_python/actions
Projects	https://github.com/DebOM/functional_intro_to_python/projects
Wiki	https://github.com/DebOM/functional_intro_to_python/wiki
Security and quality 0	https://github.com/DebOM/functional_intro_to_python/security
Insights	https://github.com/DebOM/functional_intro_to_python/pulse
Code	https://github.com/DebOM/functional_intro_to_python
Pull requests	https://github.com/DebOM/functional_intro_to_python/pulls
Actions	https://github.com/DebOM/functional_intro_to_python/actions
Projects	https://github.com/DebOM/functional_intro_to_python/projects
Wiki	https://github.com/DebOM/functional_intro_to_python/wiki
Security and quality	https://github.com/DebOM/functional_intro_to_python/security
Insights	https://github.com/DebOM/functional_intro_to_python/pulse
	https://github.com/DebOM/functional_intro_to_python
Branches	https://github.com/DebOM/functional_intro_to_python/branches
Tags	https://github.com/DebOM/functional_intro_to_python/tags
	https://github.com/DebOM/functional_intro_to_python/branches
	https://github.com/DebOM/functional_intro_to_python/tags
83 Commits	https://github.com/DebOM/functional_intro_to_python/commits/master/
	https://github.com/DebOM/functional_intro_to_python/commits/master/
.circleci	https://github.com/DebOM/functional_intro_to_python/tree/master/.circleci
.circleci	https://github.com/DebOM/functional_intro_to_python/tree/master/.circleci
colab-notebooks	https://github.com/DebOM/functional_intro_to_python/tree/master/colab-notebooks
colab-notebooks	https://github.com/DebOM/functional_intro_to_python/tree/master/colab-notebooks
funclib	https://github.com/DebOM/functional_intro_to_python/tree/master/funclib
funclib	https://github.com/DebOM/functional_intro_to_python/tree/master/funclib
helloworld	https://github.com/DebOM/functional_intro_to_python/tree/master/helloworld
helloworld	https://github.com/DebOM/functional_intro_to_python/tree/master/helloworld
notebooks	https://github.com/DebOM/functional_intro_to_python/tree/master/notebooks
notebooks	https://github.com/DebOM/functional_intro_to_python/tree/master/notebooks
tests	https://github.com/DebOM/functional_intro_to_python/tree/master/tests
tests	https://github.com/DebOM/functional_intro_to_python/tree/master/tests
.gitignore	https://github.com/DebOM/functional_intro_to_python/blob/master/.gitignore
.gitignore	https://github.com/DebOM/functional_intro_to_python/blob/master/.gitignore
LICENSE	https://github.com/DebOM/functional_intro_to_python/blob/master/LICENSE
LICENSE	https://github.com/DebOM/functional_intro_to_python/blob/master/LICENSE
Makefile	https://github.com/DebOM/functional_intro_to_python/blob/master/Makefile
Makefile	https://github.com/DebOM/functional_intro_to_python/blob/master/Makefile
README.md	https://github.com/DebOM/functional_intro_to_python/blob/master/README.md
README.md	https://github.com/DebOM/functional_intro_to_python/blob/master/README.md
index.html	https://github.com/DebOM/functional_intro_to_python/blob/master/index.html
index.html	https://github.com/DebOM/functional_intro_to_python/blob/master/index.html
requirements.txt	https://github.com/DebOM/functional_intro_to_python/blob/master/requirements.txt
requirements.txt	https://github.com/DebOM/functional_intro_to_python/blob/master/requirements.txt
README	https://github.com/DebOM/functional_intro_to_python
License	https://github.com/DebOM/functional_intro_to_python
	https://circleci.com/gh/noahgift/functional_intro_to_python
	https://github.com/DebOM/functional_intro_to_python#functional-data-science-intro-to-python
	https://github.com/DebOM/functional_intro_to_python#python-fundamentals
Lesson1: Introductory Concepts	https://github.com/noahgift/functional_intro_to_python/blob/master/notebooks/Functional_Introduction_To_Python_Section_1(Introductory_Concepts).ipynb
Lesson2: Functions	https://github.com/noahgift/functional_intro_to_python/blob/master/notebooks/Functional_Introduction_To_Python_Section_2(Functions).ipynb
Lesson3: Control Structures	https://github.com/noahgift/functional_intro_to_python/blob/master/notebooks/Functional_Introduction_To_Python_Section_3(Control_Structures).ipynb
Lesson4: Intermediate Topics: Classes, Modules, Libraries	https://github.com/noahgift/functional_intro_to_python/blob/master/notebooks/Functional_Introduction_To_Python_Section_4(Intermediate_Topics).ipynb
Lesson5: IO in Python	https://github.com/noahgift/functional_intro_to_python/blob/master/notebooks/IO%20Python.ipynb
	https://github.com/DebOM/functional_intro_to_python#safari-online-training--essential-machine-learning-and-exploratory-data-analysis-with-python-and-jupyter-notebook
Day1-Part1-Google Colab Notebook	https://colab.research.google.com/drive/1pYMAqirEGSYYJjKjjVU5EwVNoPMmIAB0#scrollTo=Pci2aotqPIME
Day1-Part2-Google Colab Notebook	https://colab.research.google.com/drive/1IpTZhKuL6_DBnSpU-_HP9MVWMNZ0B69_#scrollTo=HWKUOfEBUMLS
Day2-Part1-Google Colab Notebook	https://colab.research.google.com/drive/1TXkLVC2uL1sewVgu10bjZu7Dvhafw_4Y
Day2-Part2-Google Colab Notebook	https://drive.google.com/file/d/1-3jqdbh3DGQDrXkixjWYsgwROyZii4zf/view?usp=sharing
https://github.com/noahgift/functional_intro_to_python/tree/master/colab-notebooks	https://github.com/noahgift/functional_intro_to_python/tree/master/colab-notebooks
	https://github.com/DebOM/functional_intro_to_python#pragmatic-ai--introduction-to-cloud-based-machine-learning
Pragmatic AI Book	https://www.amazon.com/Pragmatic-AI-Introduction-Cloud-based-Learning/dp/0134863860
Pragmatic AI Rough Cuts	https://www.safaribooksonline.com/library/view/pragmatic-ai-an/9780134863924/
Pragmatic AI Source Code	https://github.com/noahgift/pragmaticai
	https://github.com/DebOM/functional_intro_to_python#screencasts-can-be-watched-from-1-4x-speed
Screencast: How to setup a Python Project in Github, Test it with Pytest, use Pylint and Build it With CircleCI	https://www.dropbox.com/s/yohpxvic00g4w44/project_setup.mov?dl=0
Screencast: How to launch AWS Spot Instances and Create Custom AMIs	https://www.dropbox.com/s/z5nbv2cu1zzub97/launch_spot.mov?dl=0
Screencast: How to use AWS S3 including from Pandas and Boto inside Jupyter	https://www.dropbox.com/s/fm495qy205j2lzs/s3_screencast.mov?dl=0
	https://github.com/DebOM/functional_intro_to_python#advanced-topics-in-progress
	https://github.com/DebOM/functional_intro_to_python#software-carpentary--testing-linting-building
How Create a Python Project Github Repository	https://github.com/noahgift/myrepo
How to Write "Clean" Code in Python (2010) Using Pylint	https://www.ibm.com/developerworks/aix/library/au-cleancode/
How to Test Jupyter Notebooks with Pytest	https://github.com/noahgift/functional_intro_to_python/blob/master/Makefile#L9
How to build and test a Python Project with CircleCI	https://github.com/noahgift/functional_intro_to_python/blob/master/.circleci/config.yml
How to get test Coverage with Pytest	https://github.com/noahgift/devml/blob/master/Makefile#L8
How to use Pylint to Fail on Error and Warnings only	https://github.com/noahgift/devml/blob/master/Makefile#L22
	https://github.com/DebOM/functional_intro_to_python#concurrency-in-python
IBM Developerworks: Writing Multi-Threaded Programs in Python (2008)	https://www.ibm.com/developerworks/aix/library/au-threadingpython/
IBM Developerworks: Using Multi-processing Module in Python (2009)	https://www.ibm.com/developerworks/aix/library/au-multiprocessing/index.html
Writing Async Network IO Calls to AWS API	https://github.com/noahgift/awsasync
Worker Farm with RabbitMQ and Tornado	https://github.com/noahgift/tornado_rabbitmq_linear_optimization
	https://github.com/DebOM/functional_intro_to_python#cloud-computing-aws-sentiment-analysis
AWS Sentiment Analysis Notebook	https://github.com/noahgift/recommendations/blob/master/notebooks/NLP_AWS.ipynb
	https://github.com/DebOM/functional_intro_to_python#recommendation-engines
Hand coded tanimoto and Pandas similarity engine	https://github.com/noahgift/recommendations/tree/master/tanimoto_example
	https://github.com/DebOM/functional_intro_to_python#cloud-computing-azure-sentiment-analysis
NLP on Azure	https://github.com/noahgift/recommendations/blob/master/notebooks/Azure_Sentiment_Analysis.ipynb
	https://github.com/DebOM/functional_intro_to_python#cloud-computing-aws
AWS + Boto: Python and AWS Jupyter Notebook	https://github.com/noahgift/functional_intro_to_python/blob/master/notebooks/aws/aws.ipynb
AWS + Boto: Launching Spot Instances From Python	https://github.com/noahgift/spot_price_machine_learning/blob/master/spot_launcher.py
AWS + Boto: Calling Spot Instance API to Create CLI Machine Learning Tool	https://github.com/noahgift/spot_price_machine_learning/blob/master/spot-price-ml.py
AWS + Boto: Spot Price Jupyter Notebook Exploration	https://github.com/noahgift/spot_price_machine_learning/blob/master/notebooks/spot_pricing_ml.ipynb
	https://github.com/DebOM/functional_intro_to_python#cloud-computing-gcp
Google Sheets to Pandas DataFrame	https://github.com/noahgift/pragmaticai-gcp/blob/master/notebooks/dataflow_sheets_to_pandas.ipynb
BigQuery to Pandas to Seaborn	https://github.com/noahgift/pragmaticai-gcp/blob/master/notebooks/pragai-big-instance-BigQuery.ipynb
NLP on Google Cloud	https://github.com/noahgift/recommendations/blob/master/notebooks/NLP_GCP.ipynb
	https://github.com/DebOM/functional_intro_to_python#machine-learning-and-data-science-full-jupyter-notebooks
DEVML: Datascience around Github	https://github.com/noahgift/devml
Social Power NBA: Datascience around the NBA and Social Media	https://github.com/noahgift/socialpowernba
Spot Price ML(KMeans Unsupervized Machine Learning Recommender): Datascience around AWS Spot Prices	https://github.com/noahgift/spot_price_machine_learning
	https://github.com/DebOM/functional_intro_to_python#data-visualization
	https://github.com/DebOM/functional_intro_to_python#seaborn-examples
Visualizing Spot Prices in Seaborn	https://github.com/noahgift/spot_price_machine_learning/blob/master/notebooks/spot_pricing_ml.ipynb
Correlation Heatmap in Seaborn for NBA	https://github.com/noahgift/socialpowernba/blob/master/notebooks/exploring_team_valuation_nba.ipynb
	https://github.com/DebOM/functional_intro_to_python#plotly
Exploring 30 years of Real Estate Prices with Zillow Data and Plotly	https://github.com/noahgift/real_estate_ml/blob/master/notebooks/explore_zillow_data_sets.ipynb
	https://github.com/DebOM/functional_intro_to_python#creating-commandline-tools
Python Commandline tool Rosetta: Comparing R, Bash, Go, Node, Python and Ruby	https://github.com/noahgift/cli-rosetta
Pyli: Deduplication Commandline Tool That Walks A Filesystem	https://github.com/nogibjj/pyli
Developersworks Article (2008): Creating Commandline Tools Python	https://www.ibm.com/developerworks/aix/library/au-pythocli/
	https://github.com/DebOM/functional_intro_to_python#creating-a-complete-data-engineering-api
Real world Data Engineering API	https://github.com/noahgift/pai-aws
	https://github.com/DebOM/functional_intro_to_python#statically-generated-websites
Interfacing with Hugo and Algolia from Python	https://github.com/noahgift/hugotools
	https://github.com/DebOM/functional_intro_to_python#deploying-python-packages-to-pypi
Article on how to deploy commandline tools and libraries to PyPi	https://www.ibm.com/developerworks/opensource/library/ba-github-analytics-2/index.html
	https://github.com/DebOM/functional_intro_to_python#web-scraping-in-python
Programatically Scraping Wikipedia API in Python: Pageviews and Articles	https://github.com/noahgift/socialpowernba/blob/master/socialpower/spwikipedia.py
Using Python Twitter API	https://github.com/noahgift/socialpowernba/blob/master/socialpower/spwikipedia.py
Serverless Web Scraping with Lambda and Step Functions	https://github.com/noahgift/web_scraping_python
	https://github.com/DebOM/functional_intro_to_python#logging-in-python
"Sensible" Logging Library in Python: Deployed to PyPI	https://github.com/nogibjj/sensible
	https://github.com/DebOM/functional_intro_to_python#mathmatical-and-algorithmic-programming
	https://github.com/DebOM/functional_intro_to_python#optimization
IBM Developerworks Series on Pyomo (Linear Optimization in Python)	https://www.ibm.com/developerworks/cloud/library/cl-optimizepythoncloud1/
Traveling Salesman (NP Hard Simulation Solution with Random, Greedy Start)	https://github.com/noahgift/or/blob/master/tsp_greedy_random_start.py
Greedy Coin Example in Python	https://github.com/noahgift/greedy_coin
	https://github.com/DebOM/functional_intro_to_python#linear-regression
Linear Regression in Jupyter Notebook	https://github.com/noahgift/socialpowernba/blob/master/notebooks/exploring_endorsement_revenue_nba.ipynb
Readme	https://github.com/DebOM/functional_intro_to_python#readme-ov-file
View license	https://github.com/DebOM/functional_intro_to_python#License-1-ov-file
Please reload this page	https://github.com/DebOM/functional_intro_to_python
Activity	https://github.com/DebOM/functional_intro_to_python/activity
0 forks	https://github.com/DebOM/functional_intro_to_python/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FDebOM%2Ffunctional_intro_to_python&report=DebOM+%28user%29
Releases	https://github.com/DebOM/functional_intro_to_python/releases
Packages 0	https://github.com/users/DebOM/packages?repo_name=functional_intro_to_python
Please reload this page	https://github.com/DebOM/functional_intro_to_python
Contributors	https://github.com/DebOM/functional_intro_to_python/graphs/contributors
Please reload this page	https://github.com/DebOM/functional_intro_to_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.