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Optimize computation of timeseries statistics through multiprocessing #7320

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Run time

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Job	Run time
conda	8m 4s
venv (3.10, false, ubuntu-22.04)	8m 46s
lint-docs-package	2m 39s
venv (3.12, false, ubuntu-22.04)	9m 35s
venv (3.13, false, ubuntu-22.04)	9m 39s
	38m 43s