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Leases (Tables)
9 Months Ended
Sep. 30, 2019
Leases [Abstract]  
Lease Costs
The components of lease expense was as follows (in thousands):
 
Three Months Ended September 30, 2019
 
Nine Months Ended September 30, 2019
 
 
 
 
Operating lease expense
$
3,239

 
$
8,711

Short-term lease expense
277

 
850

Variable lease expense
555

 
1,671

Total lease expense
$
4,071

 
$
11,232

Supplemental cash flow information related to operating leases (in thousands):
 
Three Months Ended September 30, 2019
 
Nine Months Ended September 30, 2019
 
 
 
 
Cash paid for amounts included in the measurement of lease liabilities:
 
 
 
Operating cash flows from operating leases
$
2,990

 
$
8,173

Right-of-use assets obtained in exchange for lease obligations:
 
 
 
Operating leases
$
2,970

 
$
10,356

Supplemental balance sheet information related to operating leases (in thousands):
 
September 30, 2019
Operating lease right-of-use assets
$
36,951

Operating lease liabilities
$
40,930



Maturity of Lease Liabilities
Maturities of lease liabilities as of September 30, 2019 were as follows (in thousands):
Remainder of 2019
$
2,984

2020
11,697

2021
10,491

2022
6,942

2023
4,084

2024
2,364

Thereafter
7,466

Total lease payments
46,028

Less: imputed interest
(5,098
)
Present value of lease liabilities
$
40,930

The Company's future minimum lease commitments, net of sub-lease rental income, as of December 31, 2018, under Accounting Standard Codification Topic 840, the predecessor to Topic 842, are as follows:
 
Net
Operating
Leases
2019
$
10,561

2020
8,270

2021
7,283

2022
4,894

2023
2,934

Thereafter
5,911

Total minimum payments
$
39,853