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Leases
12 Months Ended
Dec. 31, 2019
Commitments and Contingencies Disclosure [Abstract]  
Leases of Lessee Disclosure
Note 16. Leases
Operating lease expense was as follows:
Lease TypeClassification
For the year ended December 31, 2019
Parking leasesCompensation and benefits$519  
Office leases (1)
Occupancy15,931  
Variable lease cost (2)
Occupancy118  
Short-term lease cost (2)
Occupancy369  
Sublease incomeOccupancy(286) 
Office equipment leasesCommunication and technology305  
Total operating lease expense$16,956  
(1) Office lease expense includes a $1.5 million charge related to the abandonment of a leased office space during the year ended December 31, 2019, as discussed below.
(2) Variable and short-term lease costs are excluded from the measurement of operating lease liabilities.
During the year ended December 31, 2019, the Company recognized an asset impairment loss of $2.1 million related to the abandonment of a leased office location. The loss is recorded in occupancy expense based on the present value of expected future cash flows and consists of a $1.5 million lease asset impairment and a $0.6 million property impairment.
Operating lease expense was $13.9 million and $10.5 million for the years ended December 31, 2018 and 2017, respectively, under ASC Topic 840.
The table below presents the maturity of operating lease liabilities:
As of December 31, 2019
2020$16,483  
202116,378  
202214,949  
202313,416  
202413,111  
Thereafter47,839  
Total undiscounted lease payments122,176  
Adjustment to discount to present value(21,022) 
Operating lease liabilities$101,154  
As of December 31, 2019, there were not any leases that were signed but not yet commenced, and none of the options to extend lease terms were reasonably certain of being exercised. Other information related to leases was as follows:
For the Year Ended December 31, 2019
Weighted average discount rate4.7 %
Weighted average remaining lease term8.1 years
Operating cash flows for operating leases14,183