We have now described how to create a configuration for Claude Code so that it uses uv reliably: python4data.science/en/latest/pr... #ClaudeCode #Python #Packaging #uv

Since we have recently been asked frequently whether pandas is slow and whether we should use Polars, Dask or DuckDB instead, we have now provided an initial overview of the various technologies: www.python4data.science/en/latest/wo... #Python #Performance #DuckDB

We have now completely switched to pathlib: python-basics-tutorial.readthedocs.io/en/latest/sa... #Python

We have finally documented Ruff – the tool greatly simplifies static code analysis for Python projects: www.python4data.science/en/latest/pr... #Python #Ruff

We have now updated our packaging tutorial to include PEP 639, which enables SPDX-compliant licensing: python-basics-tutorial.readthedocs.io/en/latest/pa... #Python #Packaging #SPDX #Licensing

We have added a section on additional JSON tools: www.python4data.science/en/latest/da... #Python #JSON

We have added several geopython libraries: www.python4data.science/en/latest/da... #Python #Geospatial #GeoPython

We have significantly expanded the section on licences for AI systems: www.python4data.science/en/latest/pr... #AI #Licensing #OpenData #OpenSource

💥Spack v1.0 is out!💥 This is a huge milestone. We reworked the core to add compiler dependencies, and we're introducing a stable package API. 🚀1.0 also adds concurrent builds, better includes, and much more -- read it all in the release notes! github.com/spack/spack/...

The XKCD comic on reproducible scientific results fits perfectly with our tutorial 🧐 😉 www.python4data.science/en/latest/pr...

Almost more significant than the success of #Python is the growth of #Jupyter #Notebooks: “Data scientists and machine learning researchers commonly use the #OpenSource application for #MachineLearning, #DataViz, and more.” jupyter-tutorial.readthedocs.io/en/latest/in...

We have added a section on protomaps to our PyViz tutorial. Protomaps makes map visualisations so much easier. pyviz-tutorial.readthedocs.io/en/latest/pr... #Protomaps #Geography #World #Map @protomaps.com

We have expanded the section on geodata to include the most common (tile) file formats: www.python4data.science/en/latest/da... #Geography #GIS

We have updated our Python Basics tutorial to describe the guidelines for docstrings in more detail: python-basics-tutorial.readthedocs.io/en/latest/do... #Python #Documentation #DX

We have expanded the section on open source hardware licences to include the TAPR and Solderpad Hardware Licence: www.python4data.science/en/latest/pr... #OpenSource #Hardware #Licence

thoughtworks Technology Radar has now also adopted the tools uv and Renovate: www.thoughtworks.com/radar

We have expanded our section on GitLab CI/CD pipelines with examples of • GitLab Pages • npm deployments with rsync • building Docker containers • multi-arch images with Buildah • migrating GitHub Actions www.python4data.science/en/latest/pr... #GitLab #CICD #DevOps #DX

We have written down our experiences of how LLMs help us with programming: cusy.io/en/blog/how-... #LLM #AI #programming #DX #Python

Which Python dashboard library for which purpose? We were left with only two candidates: Voilà and Panel: jupyter-tutorial.readthedocs.io/en/latest/da... #DataViz #Python

🎉 4000 Pythonistas and data scientists now follow us on Bluesky 🤗 We are very pleased about the great interest in our offer. #Python #DataScience

Our course for the versioned and reproducible storage of code and data in data science workflows is now also referenced in the official Git documentation: git-scm.com/doc/ext #Git #DataScience #DX

git stash can make working much easier. We have described some options and configurations that we use: www.python4data.science/en/latest/pr... #git #dx

🎉 We are now on the ‘Awesome Inclusion Open Science list’ 🤗: github.com/willingc/awe... Many thanks to @willingc.bsky.social for creating the list. #Inclusion #OpenScience #OpenData #OpenSource

We have expanded our #Git section: • Add diff source and destination prefix • Add default branch config for init • Add git-symbolic-ref • Add Git Credential Store for Linux • Update shallow clones • Add shell config • Add shell config and command line tools www.python4data.science/en/latest/pr...

🥳🎉 We have published a new version of our Python Basic tutorial: python-basics-tutorial.readthedocs.io/en/25.1.0/ch... The biggest change is probably the Python package management with uv: python-basics-tutorial.readthedocs.io/en/25.1.0/ap... #Python

uv more and more plays a role in our Python workflows: • Reproducing and updating the Python environment • Create packages and publish them on PyPI or GitLab • Developing applications • Testing libraries with different Python versions • … python-basics-tutorial.readthedocs.io/en/latest/ap...

We have described how you can reproduce and update virtual Python environments with uv: python-basics-tutorial.readthedocs.io/en/latest/pa... #Python

We have added an instruction on how to get away from Git LFS to use DVC, for example: www.python4data.science/en/latest/pr... #Git #GitHub

The PyViz tutorial has also been available in English since October: pyviz-tutorial.readthedocs.io/en/latest/ #Python #DataViz

We have updated our Python glossary: python-basics-tutorial.readthedocs.io/en/latest/ap... #Python

Thanks to Kristian Rother’s proofreading, we have revised the Python Basics tutorial – it’s now focussing more strongly on the relevant topics: python-basics-tutorial.readthedocs.io/en/latest/ #Python

Whow, It’s amazing in how many areas uv has changed our workflows in just a few months: python-basics-tutorial.readthedocs.io/en/latest/li... #Python #uv #DX #CICD #Docker

🥳 🎉 Whow, so many Pythonistas and data scientists here on Bluesky – our Python4DataScience account now has 3000 followers: bsky.app/profile/pyth... #Python #DataScience #Bluesky

We have expanded the pytest plugins section: python-basics-tutorial.readthedocs.io/en/latest/te... #Python #Testing #pytest

We have extended our tutorial for publishing Python packages to include the digital attestations signed by PyPI: python-basics-tutorial.readthedocs.io/en/latest/pa... This significantly increases supply-chain security. #Python #PyPI #SupplyChainSecurity

A new version of the Python4DataScience tutorial has been released, including • many automatic checks of the documentation • the switch from Pipenv to uv • Notebooks with Python 3.13, NumPy 2.1 and pandas 2.2 • the automatic build of Docker containers github.com/cusyio/Pytho...

A new version of our Python Basics tutorial has been released, including the switch to uv and automatic testing of documentation: github.com/veit/python-...

We have now replaced pipenv with uv – this makes the developer experience so much better: www.python4data.science/en/latest/pr... #Python #uv #DX

In our Python Basics tutorial, we switched to uv for Python package and project management. This also solves the problem with pip install in ubuntu:latest: • python-basics-tutorial.readthedocs.io/en/latest/li... • python-basics-tutorial.readthedocs.io/en/latest/ap...

We have updated our Python tutorial and our cookiecutter template to Python 3.13 so that new projects can now start with the latest Python version: • python-basics-tutorial.readthedocs.io/en/latest/in... • github.com/veit/cookiec...

The page for supporting (remote) file systems in Python has become much more comprehensive: www.python4data.science/en/latest/da... And you are welcome to let us know if we have forgotten anything. #Python #HDFS #S3 #GoogleDrive #HuggingFace #Git

Here is a summary of how you can extensively test your documentation: python-basics-tutorial.readthedocs.io/en/latest/do... #Python #Documentation

We have significantly expanded the section on list types, including common list operations and nested lists. These are a good basis for working with arrays:

We are glad that we have never used Anaconda in our Python for Data Science stack: www.theregister.com/2024/08/08/a...

Our Git tutorial and our training courses for data scientists are now linked as external resources on the Git site: git-scm.com/doc/ext

Our Git tutorial and our training courses for data scientists are now linked as external resources on the Git site: git-scm.com/doc/ext

We have updated the overview of Python geodata libraries: www.python4data.science/en/latest/da...

We have updated the setup of our Python projects: • Installing Python: python-basics-tutorial.readthedocs.io/en/latest/in... • Python environments for apps and packages: python-basics-tutorial.readthedocs.io/en/latest/li... • Building Python docker containers: www.python4data.science/en/latest/pr...

Following Andreas Jung’s (@andreas-jung.com) talk at Python Users Berlin (@pyberlin.bsky.social) on fastapi-auth, we have updated our list of FastAPI extensions: www.python4data.science/en/latest/da... #FastAPI #Python #Berlin

We have updated the section on Python on mobile devices: python-basics-tutorial.readthedocs.io/en/latest/in... #Python #Mobile