November brought exciting news to the Python community, from PyPI’s first security audit to a new version of PyScript! The month also gave Python developers like you ample opportunities to get involved in the ecosystem through the annual Python Developers Survey and the PyCon US call for proposals. Development has also continued on Python 3.13 and Pydantic. Get ready to explore the recent highlights! PyPI Completes First Security Audit With the support of the Open Technology Fund (OTF), the Python […]

Wouldn’t it be cool to build a hangman game with a nice graphical user interface (GUI) in Python? Maybe you’ve built a text-based user interface version of hangman, and now you want to make an even more attractive game. For you as a Python programmer, building a GUI version of this game can be a rewarding challenge that can take you to the next skill level. Throughout this tutorial, you’ll build the hangman game in Python in a series of […]

Whether you’re a data scientist crunching big data in a distributed cluster, a back-end engineer building scalable microservices, or a front-end developer consuming web APIs, you should understand data serialization. In this comprehensive guide, you’ll move beyond XML and JSON to explore several data formats that you can use to serialize data in Python. You’ll explore them based on their use cases, learning about their distinct categories. By the end of this tutorial, you’ll have a deep understanding of the […]

Polars is a dataframe-based library that can be faster, more memory efficient, and often simpler to use than Pandas. It’s also much newer, and correspondingly less popular. In November 2023: Polars had ~2.6 million downloads from PyPI. Pandas had ~140 million downloads! Because of Pandas’ popularity and decade and a half of availability, there are many third-party libraries with built-in support for Pandas, and others that specifically extend Pandas. Many plotting and visualization libraries will accept Pandas dataframes as an […]

Python has a few important naming conventions that are based on using either a single or double underscore character (_). These conventions allow you to differentiate between public and non-public names in APIs, write safe classes for subclassing purposes, avoid name clashes, and more. Following and respecting these conventions allows you to write code that looks Pythonic and consistent in the eyes of other Python developers. This skill is especially useful when you’re writing code that’s intended for other developers […]

Python’s Rich package is a tool kit that helps you generate beautifully formatted and highlighted text in the console. More broadly, it allows you to build an attractive text-based user interface (TUI). Why would you choose a TUI over a graphical user interface, or GUI? Sometimes a text display feels more appropriate. Why use a full-blown GUI for a simple application, when an elegant text interface will do? It can be refreshing to work with plain text. Text works in […]

When you’re doing large scale data processing with Python, threads are a good way to achieve parallelism. This is especially true if you’re doing numeric processing, where the global interpreter lock (GIL) is typically not an issue. And if you’re using threading, thread pools are a good way to make sure you don’t use too many resources. But how many threads should your thread pool have? And do you need just one thread pool, or more than one? In this […]