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Leases
9 Months Ended
Sep. 30, 2019
Leases [Abstract]  
Leases Leases

We are subject to operating leases, the most significant of which are ground leases. We are the lessee to ground leases under nine of our hotels and one parking garage. The lease liabilities for our operating leases assume the exercise of all available extension options, as we believe they are reasonably certain to be exercised. As of September 30, 2019, our operating leases have a weighted-average remaining lease term of 66 years and a weighted-average discount rate of 5.77%.

The components of operating lease expense, which is included in other hotel expenses in our consolidated statements of operations, and cash paid for amounts included in the measurement of lease liabilities, are as follows (in thousands):
 
 
Three Months Ended
September 30, 2019
 
Nine Months Ended
September 30, 2019
Operating lease cost
 
$
2,834

 
$
8,417

Variable lease payments
 
$
311

 
$
1,137

Cash paid for amounts included in the measurement of operating lease liabilities

 
$
835

 
$
2,421



Maturities of lease liabilities are as follows (in thousands):
Year Ending December 31,
 
As of September 30, 2019
2019 (excluding the nine months ended September 30, 2019)
 
$
818

2020
 
3,315

2021
 
4,805

2022
 
3,940

2023
 
3,997

Thereafter
 
763,100

Total lease payments
 
779,975

Less imputed interest
 
(677,005
)
Total lease liabilities
 
$
102,970



The future minimum annual rental commitments under all noncancelable operating leases in effect as of December 31, 2018, as determined prior to the adoption of ASC 842 and its related practical expedients, are as follows (in thousands):
Year Ending December 31,
 
As of December 31, 2018
2019
 
$
5,232

2020
 
4,866

2021
 
6,132

2022
 
5,122

2023
 
5,096

Thereafter
 
636,770

 
 
$
663,218