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Income taxes, Effective tax rate reconciliation (Details)
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Effective Tax Rate Reconciliation [Abstract]      
Federal statutory tax rate 21.00% 21.00% 34.00%
Valuation allowance and tax accruals 14.80% 1.00% 1.60%
State income taxes, net of federal income taxes 12.00% 1.20% 1.30%
Business meals and entertainment 5.40% 0.40% 0.40%
Miscellaneous permanent items 1.40% 0.30% (0.90%)
Uncertain tax positions 1.00% (0.00%) (0.10%)
Stock option cancellations 0.80% 0.00% 1.70%
U.S. corporate tax rate change 0.00% 0.00% 19.40%
Foreign-derived intangible income deduction (5.40%) (1.50%) (0.00%)
Stock award excess tax benefit (8.40%) (1.50%) (1.40%)
R&D credit (83.20%) (4.90%) (3.30%)
Other 0.00% 0.10% (0.10%)
Effective tax rate (40.60%) 16.10% 52.60%