Series decomposition transform with FFT #983

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Run time

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Job	Run time
test (3.8, 0)	42m 12s
test-pandas-versions (>=1.1,<1.2)	28m 41s
test (3.8, 1)	36m 15s
lint	1m 33s
test-pandas-versions (>=1.2,<1.3)	30m 29s
test (3.8, 2)	36m 33s
test-pandas-versions (>=1.3,<1.4)	28m 31s
test (3.10, 0)	42m 30s
test-pandas-versions (>=1.4,<1.5)	26m 25s
test (3.10, 1)	37m 28s
test-pandas-versions (>=1.5,<2)	26m 27s
test (3.10, 2)	36m 6s
	6h 13m 10s