Build Streamlit Data Science Dashboards & Verbose Regex f-Strings
The Real Python Podcast
I'm Trying to Get Away From It All the Time
"It's my one chance to kind of turn off things. It depends on the area where i'm coting, you know, if that makes sense" "I guess it's a personal taste thing more than anything else," he says. 'If i'm writing words, i'm like doing more of that kind of thing'
Would you like a fast way to share your data science project results as an interactive dashboard instead of a Jupyter notebook? Streamlit is a library for creating simple web apps and dashboards using just Python. This week on the show, Christopher Trudeau is here, bringing another batch of PyCoder’s Weekly articles and projects.
We talk about the article “Forget About Jupyter Notebooks - Showcase Your Research Using Dashboards.” It covers the basics of turning a data science script into an interactive dashboard using Streamlit. We also share some additional resources to get you started with the library.
Christopher discusses an article covering ways to make life easier when working with Python regular expressions. He talks about composing verbose regexes using f-strings and potentially reusing these patterns.
We cover several other articles and projects from the Python community, including a news roundup, a step-by-step project to build a URL shortener with FastAPI, the fact that Python’s functions are sometimes classes, an automatic water pistol pigeon deterrent project, a discussion about music playlists for coding, a project for Python metadata extraction without execution, and a powerful audio-to-MIDI converter library.
Course Spotlight: Using Python Class Constructors
In this video course, you’ll learn how class constructors work in Python. You’ll also explore Python’s instantiation process, which has two main steps: instance creation and instance initialization.
Topics:
- 00:00:00 – Introduction
- 00:02:22 – ctx Library Hijacked to Steal AWS Keys
- 00:04:33 – Typosquatting Attack on ‘requests’
- 00:06:55 – Build a URL Shortener With FastAPI and Python
- 00:10:51 – Sponsor: Rookout
- 00:11:31 – Python’s Functions Are Sometimes Classes
- 00:14:05 – Forget Jupyter, Showcase Your Data with Dashboards
- 00:22:08 – The Unreasonable Effectiveness of f-strings and re.VERBOSE
- 00:25:43 – Robotic Water Pistol as Pigeon Deterrent
- 00:28:13 – Video Course Spotlight
- 00:29:34 – Do You Have a Favorite Playlist for Coding?
- 00:40:05 – dowsing: Metadata Extraction Without Execution
- 00:42:01 – spotify/basic-pitch: A lightweight yet powerful audio-to-MIDI converter
- 00:49:12 – Thanks and goodbye
News:
- ctx Library Hijacked to Steal AWS Keys
- Typosquatting Attack on ‘requests’ - One of the Most Popular Python packages
Topic Links:
- Build a URL Shortener With FastAPI and Python – In this step-by-step project, you’ll build an app to create and manage shortened URLs. Your Python URL shortener can receive a full target URL and return a shortened URL. You’ll also use the automatically created documentation of FastAPI to try out your API endpoints.
- Python’s Functions Are Sometimes Classes – Ever use
list()orenumerate()? Think of them as functions? They’re not—they’re classes. Sometimes we call classes functions in Python. Why? And what’s a “callable”? - Forget Jupyter, Showcase Your Data with Dashboards – Streamlit can be used as an alternative to Jupyter notebooks for sharing research data. Streamlit is a relatively new library for creating simple web apps and dashboards using just Python. Learn why it might be the right choice for your next data project.
- The Unreasonable Effectiveness of f-strings and re.VERBOSE – A look at one or two ways to make life easier when working with Python regular expressions.
- Robotic Water Pistol as Pigeon Deterrent – Max built a wifi-equipped water gun to shoot the pigeons on his balcony. It is controlled over the Internet by a Python script running
openCVreading the camera image from an old iPhone. See all the details.
Discussion:
Projects:
- dowsing: Metadata Extraction Without Execution
- spotify/basic-pitch: A lightweight yet powerful audio-to-MIDI converter with pitch bend detection
Additional Links:
- The Twelve-Factor App
- Streamlit vs Dash vs Voilà vs Panel — Battle of The Python Dashboarding Giants
- Getting machine learning to production | Vicki Boykis
- Detecting deforestation from satellite images | André Ferreira
- Create an app - Streamlit Docs
- spotify/pedalboard: 🎛 🔊 A Python library for manipulating audio.
- Episode #96: Manipulating and Analyzing Audio in Python – The Real Python Podcast
- Episode #15: Python Regular Expressions, Views vs Copies in Pandas, and More – The Real Python Podcast
- Episode #64: Detecting Deforestation With Python & Using GraphQL With Django and Vue – The Real Python Podcast
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