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Optimize computation of timeseries statistics through multiprocessing #7323

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Run time

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Job	Run time
venv (3.10, false, ubuntu-22.04)	9m 16s
conda	8m 14s
venv (3.12, false, ubuntu-22.04)	9m 16s
lint-docs-package	2m 41s
venv (3.13, false, ubuntu-22.04)	10m 6s
	39m 33s