Series decomposition transform with FFT #988

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Run time

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Job	Run time
lint	1m 31s
test-pandas-versions (>=1.1,<1.2)	29m 41s
test (3.8, 0)	41m 23s
test-pandas-versions (>=1.2,<1.3)	32m 18s
test (3.8, 1)	37m 12s
test-pandas-versions (>=1.3,<1.4)	29m 3s
test (3.8, 2)	37m 32s
test-pandas-versions (>=1.4,<1.5)	25m 44s
test (3.10, 0)	42m 30s
test-pandas-versions (>=1.5,<2)	27m 27s
test (3.10, 1)	37m 7s
test (3.10, 2)	36m 12s
	6h 17m 40s