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Earnings per Common Share (Details) - USD ($)
$ / shares in Units, $ in Thousands
 3 Months Ended 12 Months Ended
Dec. 31, 2020
Sep. 30, 2020
Jun. 30, 2020
Mar. 31, 2020
Dec. 31, 2019
Sep. 30, 2019
Jun. 30, 2019
Mar. 31, 2019
Dec. 31, 2020
Dec. 31, 2019
Dec. 31, 2018
Earnings Per Share [Abstract]                      
Net (loss) income attributable to RLJ                 $ (404,441) $ 127,842 $ 188,643
Numerator:                      
Preferred dividends                 (25,115) (25,115) (25,115)
Less: Dividends paid on unvested restricted shares                 (55) (1,342) (1,181)
Less: Undistributed earnings attributable to unvested restricted shares                 0 0 0
Net (loss) income attributable to common shareholders excluding amounts attributable to unvested restricted shares                 $ (429,611) $ 101,385 $ 162,347
Denominator:                      
Weighted-average number of common shares - basic (in shares) 163,729,671 163,609,865 163,543,701 167,149,733 169,241,536 170,495,699 172,661,878 172,796,998 164,503,661 171,287,086 174,225,130
Unvested restricted shares                 0 101,390 91,275
Weighted-average number of common shares - diluted (in shares) 163,729,671 163,609,865 163,543,701 167,149,733 169,376,667 170,600,787 172,766,091 172,856,230 164,503,661 171,388,476 174,316,405
Net income per share attributable to common shareholders - basic (in dollars per share) $ (0.57) $ (1.10) $ (0.74) $ (0.21) $ 0.17 $ 0.15 $ 0.16 $ 0.12 $ (2.61) $ 0.59 $ 0.93
Net income per share attributable to common shareholders - diluted (in dollars per share) $ (0.57) $ (1.10) $ (0.74) $ (0.21) $ 0.17 $ 0.15 $ 0.16 $ 0.12 $ (2.61) $ 0.59 $ 0.93