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Income Taxes - Reconciliation of Income Tax (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2017
Dec. 31, 2016
Dec. 31, 2015
Reconciliation of federal statutory income tax provision to actual provision      
Benefit at federal statutory tax rate $ (29,941) $ (7,137) $ (28,323)
State taxes, net of federal benefit (4,713) (1,108) (4,398)
Share-based compensation 1,370 5,148 3,634
Tax credits (2,733) (4,120) (2,652)
Other 492 272 42
Change in valuation allowance (17,817) 6,945 31,697
Federal statutory rate change 53,342 0 0
Income tax provision $ 0 $ 0 $ 0