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Leases
6 Months Ended
Jun. 30, 2020
Leases [Abstract]  
Leases LEASES
We have several non-cancellable operating leases, primarily for office space, that expire at various dates over the next nine years. These leases generally contain renewal options to extend for one lease term of five years. For leases that we are reasonably certain we will exercise the lease renewal options, the options were considered in determining the lease term, and associated potential option payments are included in the lease payments. The payments used in the renewal term were estimated using the percentage rate increase of historical rent payments for each location where the renewal will be exercised.

Payments due under the lease contracts include annual fixed payments for office space. Variable payments including payments for our proportionate share of the building’s property taxes, insurance, and common area maintenance are treated as non-lease components and are recognized in the period for which the costs occur.

Operating lease expense was as follows (in thousands):
Three Months Ended June 30,Six Months Ended June 30,
2020201920202019
Operating lease expense$1,145  $1,138  $2,285  $2,257  

Leases with an initial term of 12 months or less ("short-term lease") are not recorded on the balance sheet and are recognized on a straight-line basis over the lease term.
Other information related to leases was as follows:
As of
June 30, 2020
Supplemental cash flow information:
ROU assets obtained in exchange for operating lease obligations$3,358  
Weighted average remaining operating lease term4.1 years
Weighted average discount rate on operating leases4.55%

We determined the discount rate for leases using a portfolio approach to determine an incremental borrowing rate to calculate the right-of-use assets and lease liabilities.

Maturities of operating lease liabilities under non-cancellable leases were as follows (in thousands):
As of
June 30, 2020
2020 - remaining$2,146  
20214,337  
20224,164  
20233,408  
20243,509  
Thereafter11,073  
Total undiscounted lease payments28,637  
Less imputed interest(4,992) 
Total lease liabilities$23,645