Unfortunately FRED has four different somewhat-overlapping data series that must be combined to get the full, long-run picture of the unemployment rate from 1929 to the present. The first data series in light green is undoubtably the least accurate of the four series, but it is probably the best that is available for the important years of the Great Depression.
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