#480: Ahoy, Narwhals are bridging the data science APIs

Talk Python To Me

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Nội dung được cung cấp bởi Michael Kennedy. Tất cả nội dung podcast bao gồm các tập, đồ họa và mô tả podcast đều được Michael Kennedy hoặc đối tác nền tảng podcast của họ tải lên và cung cấp trực tiếp. Nếu bạn cho rằng ai đó đang sử dụng tác phẩm có bản quyền của bạn mà không có sự cho phép của bạn, bạn có thể làm theo quy trình được nêu ở đây https://vi.player.fm/legal.

Species Unite

1
Andrew Stein: Living with Lions 46:39

cách đây 10 ngày trước46:39

Nghe Sau

Danh sách

Thích

Đã thích

46:39

“If we march into that village and we start trying to persecute people for using poison, something that's very illegal, nobody's going to talk to us. We're not going to find out where the poison came from. We're not going to be able to shut anything down. We should take the approach that people are using poison because they're desperate, because they see no other alternative.” – Andrew Stein Andrew Stein is a wildlife ecologist who spent the past 25 years studying human carnivore conflict from African wild dogs and lions in Kenya and Botswana to leopards and hyenas in Namibia. His work has long focused on finding ways for people and predators to coexist. He is the founder of CLAWS , an organization based in Botswana that's working at the intersection of cutting-edge wildlife research and community driven conservation. Since its start in 2014 and official launch as an NGO in 2020, CLAWS has been pioneering science-based, tech-forward strategies to reduce conflict between people and carnivores. By collaborating closely with local communities, especially traditional cattle herders, CLAWS supports both species conservation and rural livelihoods—making coexistence not just possible, but sustainable.…

cách đây khoảng một năm trước 59:15

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See the full show notes for this episode on the website at talkpython.fm/480

538 tập

#Python #Prog Languages #Data Science #Michael Kennedy #Michael Kennedy (@mkennedy #Tech

#480: Ahoy, Narwhals are bridging the data science APIs

Talk Python To Me

5,690 subscribers

published cách đây khoảng một năm trước

Chia sẻ

MP3•Trang chủ episode

See the full show notes for this episode on the website at talkpython.fm/480

538 tập

#Python #Prog Languages #Data Science #Michael Kennedy #Michael Kennedy (@mkennedy #Tech

Alle episoder

Talk Python To Me

1
#501: Marimo - Reactive Notebooks for Python 1:00:35

cách đây 6 ngày trước1:00:35

1:00:35

Have you ever spent an afternoon wrestling with a Jupyter notebook, hoping that you ran the cells in just the right order, only to realize your outputs were completely out of sync? Today's guest has a fresh take on solving that exact problem. Akshay Agrawal is here to introduce Marimo, a reactive Python notebook that ensures your code and outputs always stay in lockstep. And that's just the start! We'll also dig into Akshay's background at Google Brain and Stanford, what it's like to work on the cutting edge of AI, and how Marimo is uniting the best of data science exploration and real software engineering. Episode sponsors Worth Search Talk Python Courses Links from the show Akshay Agrawal : akshayagrawal.com YouTube : youtube.com Source : github.com Docs : marimo.io Marimo : marimo.io Discord : marimo.io WASM playground : marimo.new Experimental generate notebooks with AI : marimo.app Pluto.jl : plutojl.org Observable JS : observablehq.com Watch this episode on YouTube : youtube.com Episode transcripts : talkpython.fm --- Stay in touch with us --- Subscribe to Talk Python on YouTube : youtube.com Talk Python on Bluesky : @talkpython.fm at bsky.app Talk Python on Mastodon : talkpython Michael on Bluesky : @mkennedy.codes at bsky.app Michael on Mastodon : mkennedy…

Talk Python To Me

1
#500: Django Simple Deploy and other DevOps Things 57:34

cách đây 10 ngày trước57:34

57:34

We're sitting down with Eric Matthes, the educator, author, and developer behind Django Simple Deploy. If you've ever struggled with taking that final step of getting your Django app onto a live server (without spending days wrestling with DevOps complexities), then give Django Simple Deploy a look. Eric shares how Django Simple Deploy automates away the boilerplate parts of deployment, so you can focus on building features instead of deciphering endless configs. We'll talk about this new project's journey to 1.0, the range of hosting platforms it supports, and why it's not just for beginners. Episode sponsors Worth Search Talk Python Courses Links from the show django-simple-deploy documentation : readthedocs.io django-simple-deploy repository : github.com Python Crash Course book : ehmatthes.github.io Code Red : codered.cloud Docker : docker.com Caddy : caddyserver.com Bunny.net CDN : bunny.net Platform.sh : platform.sh fly.io : fly.io Heroku : heroku.com Watch this episode on YouTube : youtube.com Episode transcripts : talkpython.fm --- Stay in touch with us --- Subscribe to Talk Python on YouTube : youtube.com Talk Python on Bluesky : @talkpython.fm at bsky.app Talk Python on Mastodon : talkpython Michael on Bluesky : @mkennedy.codes at bsky.app Michael on Mastodon : mkennedy…

Talk Python To Me

1
#499: BeeWare and the State of Python on Mobile 1:07:47

cách đây 20 ngày trước1:07:47

1:07:47

This episode is all about Beeware, the project that working towards true native apps built on Python, especially for iOS and Android. Russell's been at this for more than a decade, and the progress is now hitting critical mass. We'll talk about the Toga GUI toolkit, building and shipping your apps with Briefcase, the newly official support for iOS and Android in CPython, and so much more. I can't wait to explore how BeeWare opens up the entire mobile ecosystem for Python developers, let's jump right in. Episode sponsors Posit Python in Production Talk Python Courses Links from the show Anaconda open source team : anaconda.com PEP 730 – Adding iOS : peps.python.org PEP 738 – Adding Android : peps.python.org Toga : beeware.org Briefcase : beeware.org emscripten : emscripten.org Russell Keith-Magee - Keynote - PyCon 2019 : youtube.com Watch this episode on YouTube : youtube.com Episode transcripts : talkpython.fm --- Stay in touch with us --- Subscribe to Talk Python on YouTube : youtube.com Talk Python on Bluesky : @talkpython.fm at bsky.app Talk Python on Mastodon : talkpython Michael on Bluesky : @mkennedy.codes at bsky.app Michael on Mastodon : mkennedy…

Talk Python To Me

1
#498: Algorithms for high performance terminal apps 1:08:16

cách đây 27 ngày trước1:08:16

1:08:16

In this episode, we welcome back Will McGugan, the creator of the wildly popular Rich library and founder of Textualize. We'll dive into Will's latest article on "Algorithms for High Performance Terminal Apps" and explore how he's quietly revolutionizing what's possible in the terminal, from smooth animations and dynamic widgets to full-on TUI (or should we say GUI?) frameworks. Whether you're looking to supercharge your command-line tools or just curious how Python can push the limits of text-based UIs, you'll love hearing how Will's taking a modern, web-inspired approach to old-school terminals. Episode sponsors Posit Python in Production Talk Python Courses Links from the show Algorithms for high performance terminal apps post : textual.textualize.io Textual Demo : github.com Textual : textualize.io Zero ver : 0ver.org memray : github.com Posting app : posting.sh Bulma CSS framewokr : bulma.io JP Term : davidbrochart.github.io Rich : github.com btop : github.com starship : starship.rs Watch this episode on YouTube : youtube.com Episode transcripts : talkpython.fm --- Stay in touch with us --- Subscribe to Talk Python on YouTube : youtube.com Talk Python on Bluesky : @talkpython.fm at bsky.app Talk Python on Mastodon : talkpython Michael on Bluesky : @mkennedy.codes at bsky.app Michael on Mastodon : mkennedy…

Talk Python To Me

1
#497: Outlier Detection with Python 55:22

cách đây 30 ngày trước55:22

55:22

Have you ever wondered why certain data points stand out so dramatically? They might hold the key to everything from fraud detection to groundbreaking discoveries. This week on Talk Python to Me, we dive into the world of outlier detection with Python with Brett Kennedy. You'll learn how outliers can signal errors, highlight novel insights, or even reveal hidden patterns lurking in the data you thought you understood. We'll explore fresh research developments, practical use cases, and how outlier detection compares to other core data science tasks like prediction and clustering. If you're ready to spot those game-changing anomalies in your own projects, stay tuned. Discount code for book: TPkennedy3 (45% off, no expiration date) Episode sponsors Posit Python in Production Talk Python Courses Links from the show Data-morph : github.com PyOD : github.com Prophet : github.com Episode transcripts : talkpython.fm --- Stay in touch with us --- Subscribe to Talk Python on YouTube : youtube.com Talk Python on Bluesky : @talkpython.fm at bsky.app Talk Python on Mastodon : talkpython Michael on Bluesky : @mkennedy.codes at bsky.app Michael on Mastodon : mkennedy…

Talk Python To Me

1
#496: Scaf: Complete blueprint for new Python Kubernetes projects 1:19:34

cách đây 5 weeks trước1:19:34

1:19:34

Today we explore the wild world of Python deployment with my friend, Calvin Hendryx-Parker from Six Feet Up. We’ll tackle some of the biggest challenges in taking a Python app from “it works on my machine” to production, covering inconsistent environments, conflicting dependencies, and sneaky security pitfalls. Along the way, Calvin shares how containerization with Docker and Kubernetes can both simplify and complicate deployments, especially for smaller teams. Finally, we’ll introduce Scaf, a powerful project blueprint designed to give developers a rock-solid start on Python web projects of all sizes. Get notified when the Talk Python in Production book goes live and read the first third online right now. Episode sponsors Posit Python in Production Talk Python Courses Links from the show Calvin Hendryx-Parker : github.com Scaf on GitHub : github.com Scaf on GitHub (duplicate) : github.com "Deploy the Dream" song : deploy-the-dream-talk-python.mp3 CloudDevEngineering YouTube Channel : youtube.com TechWorld with Nana YouTube Channel : youtube.com Tilt (Kubernetes Dev Tool) : tilt.dev Talos (Minimal OS for Kubernetes) : talos.dev Traefik Reverse Proxy : traefik.io Sealed Secrets on GitHub : github.com Argo CD Documentation : readthedocs.io MailHog on GitHub : github.com Next.js : nextjs.org Cloud Custodian : cloudcustodian.io Valkey (Redis Replacement) : valkey.io “The ‘Works on My Machine’ Certification Program” (Coding Horror) : blog.codinghorror.com NVIDIA’s First Desktop AI PC (Ars Technica) : arstechnica.com Kind (Kubernetes in Docker) : kind.sigs.k8s.io Updated Effective PyCharm Course : training.talkpython.fm Talk Python in Production book : talkpython.fm/books/python-in-production Watch this episode on YouTube : youtube.com Episode transcripts : talkpython.fm --- Stay in touch with us --- Subscribe to Talk Python on YouTube : youtube.com Talk Python on Bluesky : @talkpython.fm at bsky.app Talk Python on Mastodon : talkpython Michael on Bluesky : @mkennedy.codes at bsky.app Michael on Mastodon : mkennedy…

Talk Python To Me

1
#495: OSMnx: Python and OpenStreetMap 1:01:55

cách đây 8 weeks trước1:01:55

1:01:55

On this episode, I'm joined by Dr. Geoff Boeing, an assistant professor at the University of Southern California whose research spans urban planning, spatial analysis, and data science. We explore why OpenStreetMap is such a powerful source of global map data—and how Geoff's Python library, OSMnx, makes that data easier to download, model, and visualize. Along the way, we talk about what shapes city streets around the world, how urban design influences everything from daily commutes to disaster resilience, and why turning open data into accessible tools can open up completely new ways of understanding our cities. If you've ever wondered how to build or analyze your own digital maps in Python, or what it takes to manage a project that transforms raw geographic data into meaningful research, you won't want to miss this conversation. Episode sponsors Posit Python in Production Talk Python Courses Links from the show City Street Orientations World : geoffboeing.com OSMnx Documentation : readthedocs.io OSMnx GitHub : github.com OpenStreetMap : openstreetmap.org Open Database License : opendatacommons.org ID Editor (Web Editor) : wiki.openstreetmap.org Planet OSM : planet.openstreetmap.org Overpass API : wiki.openstreetmap.org GeoPandas : geopandas.org NetworkX : networkx.org Shapely : shapely.readthedocs.io Watch this episode on YouTube : youtube.com Episode transcripts : talkpython.fm --- Stay in touch with us --- Subscribe to Talk Python on YouTube : youtube.com Talk Python on Bluesky : @talkpython.fm at bsky.app Talk Python on Mastodon : talkpython Michael on Bluesky : @mkennedy.codes at bsky.app Michael on Mastodon : mkennedy…

Talk Python To Me

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#494: Update on Flet: Python + Flutter UIs 1:00:23

cách đây 8 weeks trước1:00:23

1:00:23

As Python developers, we're incredibly lucky to have over half a million packages that we can use to build our applications with over at PyPI. However, when it comes to choosing a UI framework, the options get narrowed down very quickly. Intersect those choices with the ones that work on mobile, and you have a very short list. Flutter is a UI framework for building desktop and mobile applications, and is in fact the one that we used to build the Talk Python courses app, you'd find at talkpython.fm/apps . That's why I'm so excited about Flet. Flet is a Python UI framework that is distributed and executed on the Flutter framework, making it possible to build mobile apps and desktop apps with Python. We have Feodor Fitsner back on the show after he launched his project a couple years ago to give us an update on how close they are to a full featured mobile app framework in Python. Episode sponsors Posit Python in Production Talk Python Courses Links from the show Flet : flet.dev Flet on Github : github.com Packaging apps with Flet : flet.dev/docs/publish Flutter : flutter.dev React vs. Flutter : trends.stackoverflow.co Kivy : kivy.org Beeware : beeware.org Mobile forge from Beeware : github.com The list of built-in binary wheels : flet.dev/docs/publish/android#binary-python-packages Difference between dynamic and static Flet web apps : flet.dev/docs/publish/web Integrating Flutter packages : flet.dev/docs/extend/integrating-existing-flutter-packages serious_python : pub.dev/packages/serious_python Watch this episode on YouTube : youtube.com Episode transcripts : talkpython.fm --- Stay in touch with us --- Subscribe to Talk Python on YouTube : youtube.com Talk Python on Bluesky : @talkpython.fm at bsky.app Talk Python on Mastodon : talkpython Michael on Bluesky : @mkennedy.codes at bsky.app Michael on Mastodon : mkennedy…

Talk Python To Me

1
#493: Quarto: Open-source technical publishing 1:05:01

cách đây 10 weeks trước1:05:01

1:05:01

In this episode, I'm joined by JJ Allaire, founder and executive chairman at Posit, and Carlos Scheidegger, a software engineer at Posit, to explore Quarto, an open-source tool revolutionizing technical publishing. We discuss how Quarto empowers users to seamlessly transform Jupyter notebooks into polished reports, dashboards, e-books, websites, and more. JJ shares his journey from creating RStudio to developing Quarto as a versatile, multi-language tool, while Carlos delves into its roots in reproducibility and the challenges of academic publishing. Don't miss this deep dive into a tool that's shaping the future of data-driven storytelling! Episode sponsors Talk Python Courses Podcast Later Links from the show JJ Allaire JJ on LinkedIn : linkedin.com JJ on GitHub : github.com Carlos Scheidegger Personal site : cscheid.net Mastodon : @scheidegger Fast AI : fast.ai nbdev : nbdev.fast.ai nbsanity - Share Notebooks as Polished Web Pages in Seconds : answer.ai Pandoc : pandoc.org Observable : github.com Quarto Pub : quartopub.com Deno : deno.com Real World Data Science site : realworlddatascience.net Typst : typst.app Github Actions for Quarto : github.com Watch this episode on YouTube : youtube.com Episode transcripts : talkpython.fm --- Stay in touch with us --- Subscribe to Talk Python on YouTube : youtube.com Talk Python on Bluesky : @talkpython.fm at bsky.app Talk Python on Mastodon : talkpython Michael on Bluesky : @mkennedy.codes at bsky.app Michael on Mastodon : mkennedy…

Talk Python To Me

1
#492: Great Tables 1:04:21

cách đây 11 weeks trước1:04:21

1:04:21

Join me as I chat with Rich Iannone and Michael Chow from Posit where we explore the transformative power of data tables with the Great Tables library. We'll cover practical applications of Great Tables, showcasing how thoughtful design and advanced formatting can elevate your data presentations. And you'll learn about innovative features like nano plots and interactive elements and the importance of structure, format, and style in crafting tables that both inform and inspire. Whether you're a seasoned data scientist or just starting out, this episode is packed with valuable tips and inspiring examples to enhance your data storytelling. Episode sponsors Posit Podcast Later Talk Python Courses Links from the show Michael Chow : github.com/machow Richard Iannone : github.com/rich-iannone Episode Deep Dives Writeup : talkpython.fm/blog Great Tables : github.com Making Beautiful, Publication Quality Tables PyCon talk : youtube.com Andrew Weatherman's Visualization Gallery : aweatherman.com Bureau of the Census Manual of Tabular Presentation : census.gov Table Contest : posit.co Watch this episode on YouTube : youtube.com Episode transcripts : talkpython.fm --- Stay in touch with us --- Subscribe to Talk Python on YouTube : youtube.com Talk Python on Bluesky : @talkpython.fm at bsky.app Talk Python on Mastodon : talkpython Michael on Bluesky : @mkennedy.codes at bsky.app Michael on Mastodon : mkennedy…

Talk Python To Me

1
#491: DuckDB and Python: Ducks and Snakes living together 1:02:03

cách đây 16 weeks trước1:02:03

1:02:03

Join me for an insightful conversation with Alex Monahan, who works on documentation, tutorials, and training at DuckDB Labs. We explore why DuckDB is gaining momentum among Python and data enthusiasts, from its in-process database design to its blazingly fast, columnar architecture. We also dive into indexing strategies, concurrency considerations, and the fascinating way MotherDuck (the cloud companion to DuckDB) handles large-scale data seamlessly. Don’t miss this chance to learn how a single pip install could totally transform your Python data workflow! Episode sponsors Sentry Error Monitoring, Code TALKPYTHON Data Citizens Podcast Talk Python Courses Links from the show Alex on Mastodon : @__Alex__ DuckDB : duckdb.org MotherDuck : motherduck.com SQLite : sqlite.org Moka-Py : github.com PostgreSQL : www.postgresql.org MySQL : www.mysql.com Redis : redis.io Apache Parquet : parquet.apache.org Apache Arrow : arrow.apache.org Pandas : pandas.pydata.org Polars : pola.rs Pyodide : pyodide.org DB-API (PEP 249) : peps.python.org/pep-0249 Flask : flask.palletsprojects.com Gunicorn : gunicorn.org MinIO : min.io Amazon S3 : aws.amazon.com/s3 Azure Blob Storage : azure.microsoft.com/products/storage Google Cloud Storage : cloud.google.com/storage DigitalOcean : www.digitalocean.com Linode : www.linode.com Hetzner : www.hetzner.com BigQuery : cloud.google.com/bigquery DBT (Data Build Tool) : docs.getdbt.com Mode : mode.com Hex : hex.tech Python : www.python.org Node.js : nodejs.org Rust : www.rust-lang.org Go : go.dev .NET : dotnet.microsoft.com Watch this episode on YouTube : youtube.com Episode transcripts : talkpython.fm --- Stay in touch with us --- Subscribe to Talk Python on YouTube : youtube.com Talk Python on Bluesky : @talkpython.fm at bsky.app Talk Python on Mastodon : talkpython Michael on Bluesky : @mkennedy.codes at bsky.app Michael on Mastodon : mkennedy…

Talk Python To Me

1
#490: Django Ninja 1:04:32

cách đây 17 weeks trước1:04:32

1:04:32

If you're a Django developer, I'm sure you've heard so many people raving about FastAPI and Pydantic. But you really love Django and don't want to switch. Then you might want to give Django Ninja a serious look. Django Ninja is highly inspired by FastAPI, but is also deeply integrated into Django itself. We have Vitaliy Kucheryaviy the creator of Django Ninja on this show to tell us all about it. Episode sponsors Sentry Error Monitoring, Code TALKPYTHON Bluehost Talk Python Courses Links from the show Vitaly : github.com/vitalik Vitaly on X : @vital1k Top 5 Episodes of 2024 : talkpython.fm/blog/posts/top-talk-python-podcast-episodes-of-2024 Django Ninja : django-ninja.dev Motivation section we talked through : django-ninja.dev/motivation LLM for Django Ninja : llm.django-ninja.dev Nano Django : github.com/vitalik/nano-django Episode transcripts : talkpython.fm --- Stay in touch with us --- Subscribe to Talk Python on YouTube : youtube.com Talk Python on Bluesky : @talkpython.fm at bsky.app Talk Python on Mastodon : talkpython Michael on Bluesky : @mkennedy.codes at bsky.app Michael on Mastodon : mkennedy…

Talk Python To Me

1
#489: Anaconda Toolbox for Excel and more with Peter Wang 1:09:09

cách đây 17 weeks trước1:09:09

1:09:09

Peter Wang has been pushing Python forward since the early days of its data science roots. We're lucky to have him back on the show. We're going to talk about the Anaconda Toolbox for Excel as well as many other trends and topics that are hot in the Python space right now. I'm sure you'll enjoy listening to the two of us exchanging our takes on the topics and trends. Episode sponsors Sentry Error Monitoring, Code TALKPYTHON Bluehost Talk Python Courses Links from the show Peter on BSky : @wang.social Michael on BSky : @mkennedy.codes Michael's Curated BSky Starter List : bsky.app Python Blsky Starter Pack List : blueskydirectory.com Anaconda Toolbox for Microsoft Excel : anaconda.com JupyterLite : jupyter.org 8 of the Biggest Excel Mistakes of All Time : blog.hurree.co The Five Demons of Python Packaging PyBay talk : youtube.com PEP 759 : peps.python.org TIOBE Index : tiobe.com pyscript : pyscript.net Watch this episode on YouTube : youtube.com Episode transcripts : talkpython.fm --- Stay in touch with us --- Subscribe to Talk Python on YouTube : youtube.com Talk Python on Bluesky : @talkpython.fm at bsky.app Talk Python on Mastodon : talkpython Michael on Bluesky : @mkennedy.codes at bsky.app Michael on Mastodon : mkennedy…

Talk Python To Me

1
#488: Multimodal data with LanceDB 58:19

cách đây 18 weeks trước58:19

58:19

LanceDB is a developer-friendly, open source database for AI. It's used by well-known companies such as Midjourney and Character.ai. We have Chang She, the CEO and cofounder of LanceDB on to give us a look at the concept of multi-modal data and how you can use LanceDB in your own Python apps. Episode sponsors Sentry Error Monitoring, Code TALKPYTHON Bluehost Talk Python Courses Links from the show Chang She : @changhiskhan Chang on Github : github.com LanceDB : lancedb.com LanceDB Source : github.com Embeddings API : github.com MinIO : min.io LanceDB Quickstart : github.com VectorDB-recipes : github.com Watch this episode on YouTube : youtube.com Episode transcripts : talkpython.fm --- Stay in touch with us --- Subscribe to Talk Python on YouTube : youtube.com Talk Python on Bluesky : @talkpython.fm at bsky.app Talk Python on Mastodon : talkpython Michael on Bluesky : @mkennedy.codes at bsky.app Michael on Mastodon : mkennedy…

Talk Python To Me

1
#487: Building Rust Extensions for Python 1:02:24

cách đây 20 weeks trước1:02:24

1:02:24

There has been a lot of changes in the low-level Python space these days. The biggest has to be how many projects have rewritten core performance-intensive sections in Rust. Or even the wholesale adoption of Rust for newer projects such as uv and ruff. On this episode, we dive into the tools and workflow needed to build these portions of Python apps in Rust with David Seddon and Samuel Colvin. Episode sponsors Posit Data Citizens Podcast Talk Python Courses Links from the show Samuel Colvin : github.com/samuelcolvin David Seddon : github.com/seddonym David's blog : seddonym.me Pydantic : pydantic.dev PEP 0759 : peps.python.org TypeShed : github.com Maturin : maturin.rs rloop : github.com Install Rust : rust-lang.org Py03 : pyo3.rs The Rust Programming Language (book): https://doc.rust-lang.org/book/ Grimp : github.com Grimp Workflows : github.com White House recommends memory safe languages : whitehouse.gov Installing Rust : rust-lang.org jiter : github.com import-linter : github.com Logfire : pydantic.dev Crabs in Snakes, David Seddon, Pycon Italia : youtube.com Kraken engineering blog : engineering.kraken.tech Serde : serde.rs Mypy stub testing : mypy.readthedocs.io Watch this episode on YouTube : youtube.com Episode transcripts : talkpython.fm --- Stay in touch with us --- Subscribe to Talk Python on YouTube : youtube.com Talk Python on Bluesky : @talkpython.fm at bsky.app Talk Python on Mastodon : talkpython Michael on Bluesky : @mkennedy.codes at bsky.app Michael on Mastodon : mkennedy…

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