How do I run a dask.distributed cluster in a single thread?

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How can I run a complete Dask.distributed cluster in a single thread? I want to use this for debugging or profiling.

Note: this is a frequently asked question. I'm adding the question and answer here to Stack Overflow just for future reuse.

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