Basic Pandarallel Demonstration for Single Node Environment ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ This Jupyter benchmark is a simple use case for the pandarallel `parallel_apply` call. It can be run with `dragon` and base multiprocessing to compare performance on your machine. The program demonstrates how to use `parallel_apply`, the multiprocessing verison of pandas `apply`, on a pandas dataframe with random input. The code demonstrates the following key concepts working with Dragon: * How to write basic programs that can run with Dragon and base multiprocessing * How to use pandarallel and pandas with Dragon and base multiprocessing * How pandarallel handles various dtypes .. literalinclude:: ../../examples/jupyter/doc_ref/basic_pandarallel_demo.py