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Income Taxes - Summary of Valuation Allowance (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2018
Dec. 31, 2017
Dec. 31, 2016
Valuation Allowance [Abstract]      
Balance at beginning of period $ 77,756 $ 74,480 $ 64,545
Additions 928 9,028 18,291
Deductions (1,540) (5,752) (8,356)
Balance at end of period $ 77,144 $ 77,756 $ 74,480