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Leases
12 Months Ended
Dec. 31, 2021
Commitments and Contingencies Disclosure [Abstract]  
Lessee, Operating Leases
Note 16. Leases
Operating lease expense was as follows:
 For the Years Ended December 31,
Lease TypeClassification202120202019
Parking leasesCompensation and benefits$518 $520 $519 
Office leases (1)
Occupancy14,463 14,991 15,931 
Variable lease cost (2)
Occupancy110 135 118 
Short-term lease cost (2)
Occupancy455 343 369 
Sublease incomeOccupancy(267)(429)(286)
Office equipment leasesCommunication and technology247 281 305 
Total operating lease expense$15,526 $15,841 $16,956 
(1) Office lease expense includes impairment charges of $0.9 million and $1.5 million for the years ended December 31, 2020 and 2019, respectfully, related to the abandonment of a leased office space.
(2) Variable and short-term lease costs are excluded from the measurement of operating lease liabilities.
The table below presents the maturity of operating lease liabilities:
As of December 31, 2021
2022$16,310 
202316,028 
202415,114 
202514,994 
202614,260 
Thereafter43,091 
Total undiscounted lease payments (1)
119,797 
Adjustment to discount to present value(19,494)
Operating lease liabilities$100,303 
(1) Total undiscounted lease payments excludes $19.1 million of operating lease payments associated with leases that have been signed but have not yet commenced as of December 31, 2021. Leases that have been signed but have not yet commenced are also excluded from operating lease assets and operating lease liabilities within the Consolidated Statements of Financial Condition.
As of December 31, 2021, none of the options to extend lease terms were reasonably certain of being exercised. Other information related to leases was as follows:
 For the Years Ended December 31,
202120202019
Weighted average discount rate4.4 %4.6 %4.7 %
Weighted average remaining lease term8.3 years7.4 years8.1 years
Operating cash flows for operating leases16,821 16,546 14,183