One of the most common tasks you’ll encounter when analyzing Polars data is the need to summarize it. You can use the Polars .group_by() method to create groupings based on column values. A related summarization technique is aggregation, where you take a sequence of related values and condense them into a single value. By the end of this tutorial, you’ll understand that: You can summarize data using aggregation. You can use .filter() to view specific data. Using .group_by() allows you […]

Interactive Quiz ⋅ 7 QuestionsBy Philipp Acsany Share In this quiz, you’ll test your understanding of Python IDLE. Python IDLE is an IDE included with Python installations, designed for basic editing, execution, and debugging of Python code. You can also customize IDLE to make it a useful tool for writing Python. The quiz contains 7 questions and there is no time limit. You’ll get 1 point for each correct answer. At the end of the quiz, you’ll receive a total […]

Efficiently handling missing data in Polars is essential for keeping your datasets clean during analysis. Polars provides powerful tools to identify, replace, and remove null values, ensuring seamless data processing. This video course covers practical techniques for managing missing data and highlights Polars’ capabilities to enhance your data analysis workflow. By following along, you’ll gain hands-on experience with these techniques and learn how to ensure your datasets are accurate and reliable. By the end of this video course, you’ll understand […]

Welcome to the May 2025 edition of the Python news roundup. Last month brought confirmation that Python will have the eagerly-awaited template strings, or t-strings, included in the next release. You’ll also read about other key developments in Python’s evolution from the past month, updates from the Django world, and exciting announcements from the community around upcoming conferences. From new PEPs and alpha releases to major framework updates, here’s what’s been happening in the world of Python. PEP 750: Template […]

Interactive Quiz ⋅ 9 QuestionsBy Bartosz Zaczyński Share In this quiz, you’ll test your understanding of How to Use Loguru for Simpler Python Logging. By working through this quiz, you’ll revisit key concepts like installing Loguru, basic logging, formatting, sinks, log rotation, and capturing exception information. The quiz contains 9 questions and there is no time limit. You’ll get 1 point for each correct answer. At the end of the quiz, you’ll receive a total score. The maximum score is […]