Series decomposition transform with FFT #990

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Run time

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Job	Run time
lint	1m 32s
test-pandas-versions (>=1.1,<1.2)	28m 28s
test (3.8, 0)	41m 55s
test-pandas-versions (>=1.2,<1.3)	31m 10s
test (3.8, 1)	36m 34s
test-pandas-versions (>=1.3,<1.4)	28m 47s
test (3.8, 2)	35m 55s
test (3.10, 0)	41m 44s
test (3.10, 1)	37m 2s
test-pandas-versions (>=1.4,<1.5)	26m 16s
test (3.10, 2)	36m 12s
test-pandas-versions (>=1.5,<2)	26m 55s
	6h 12m 30s