Managing Dask Software Environments with Conda
This post shows you how to set up conda on your machine and explains why it’s the best way to manage software environments for Dask projects. This blog post says […]
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Splitting Large CSV files with Python
This blog post demonstrates different approaches for splitting a large CSV file into smaller CSV files and outlines the costs / benefits of the different approaches. TL;DR It’s faster to […]
7 Steps for rejecting meeting invites
Meetings are the main way to kill your productivity as a creative professional. Two strategically timed meetings can eliminate your makers hours for an entire day. Rejecting meeting invites to […]
Self Publishing High Quality Programming Books
This post describes a workflow for self publishing programming books that readers will love. Writing a book seems like a daunting task, but it’s less intimidating if each chapter is […]
Reading Delta Lakes into pandas DataFrames
This post explains how to read Delta Lakes into pandas DataFrames. The delta-rs library makes this incredibly easy and doesn’t require any Spark dependencies. Let’s look at some simple examples, […]
Testing Pandas Code
This post explains how to test Pandas code with the built-in test helper methods and with the beavis functions that give more readable error messages. Unit testing helps you write […]
Working with PySpark ArrayType Columns
This post explains how to create DataFrames with ArrayType columns and how to perform common data processing operations. Array columns are one of the most useful column types, but they’re […]
Defining PySpark Schemas with StructType and StructField
This post explains how to define PySpark schemas and when this design pattern is useful. It’ll also explain when defining schemas seems wise, but can actually be safely avoided. Schemas […]
Renaming Columns in Pandas DataFrames
This article explains how to rename a single or multiple columns in a Pandas DataFrame. There are multiple different ways to rename columns and you’ll often want to perform this […]
Adding constant columns with lit and typedLit to PySpark DataFrames
This post explains how to add constant columns to PySpark DataFrames with lit and typedLit. You’ll see examples where these functions are useful and when these functions are invoked implicitly. […]