This portion of Talk Python to me is sponsored by Linode. Simplify your infrastructure and cut your cloud bills in half with Linode's Linux virtual machines. Visit talkbython.fm slash Linode, or click that create free account button to get started. You'll get a $100 credit on S3 compatible object storage, managed Kubernetes clusters, and more. If it runs on Linux, it runs on Linode.