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Taxation - Reconciliation of statutory tax rate and effective tax rate (Details) - PRC
12 Months Ended
Jan. 01, 2008
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Reconciliation of the differences between statutory tax rate and the effective tax rate for China        
PRC statutory tax rate (as a percent) 25.00% 25.00% 25.00% 25.00%
Effect on tax rates in different tax jurisdiction (as a percent)   0.08% (0.78%) (0.37%)
Effect on tax holiday (as a percent)   0.99% 0.34% 0.29%
Changes in valuation allowance (as a percent)   (16.91%) (19.55%) (12.86%)
Permanent book-tax differences-non-deductible expenses (as a percent)   (14.26%) (5.95%) (12.81%)
Effective tax rate (as a percent)   (5.10%) (0.94%) (0.75%)