Vectorize metric computation (#1347) #4105

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Run time

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Job	Run time
long-1-test	14m 38s
lint	1m 38s
test (3.8)	1h 18m 56s
test (3.9)	1h 0m 28s
test (3.10)	56m 1s
experimental-test	2m 9s
long-2-test	20m 57s
test-pandas-versions (>=1.1,<1.2)	10m 2s
test-pandas-versions (>=1.2,<1.3)	9m 51s
test-pandas-versions (>=1.3,<1.4)	10m 23s
test-pandas-versions (>=1.4)	8m 39s
	4h 33m 42s