Leases The components of lease expense are as follows: | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Three Months Ended | | March 31, 2022 | | March 31, 2021 | | Offices | | Data Centers | | Total | | Offices | | Data Centers | | Total | | (in thousands) | Lease expense | $ | 4,409 | | | $ | 5,207 | | | $ | 9,616 | | | $ | 6,543 | | | $ | 6,398 | | | $ | 12,941 | | Short term lease expense | 151 | | | 3 | | | 154 | | | 76 | | | 7 | | | 83 | | Variable lease expense | 50 | | | 5 | | | 55 | | | 144 | | | 73 | | | 217 | | Sublease income | (172) | | | | | (172) | | | (188) | | | — | | | (188) | | Total operating lease expense | $ | 4,438 | | | $ | 5,215 | | | $ | 9,653 | | | $ | 6,575 | | | $ | 6,478 | | | $ | 13,053 | |
As of March 31, 2022, we have additional operating leases, that have not yet commenced which will result in additional operating lease liabilities and right of use assets: | | | | | | | | | | | | | | | | Offices | Data Centers | | | (in thousands) | Additional operating lease liabilities | | $ | — | | $ | 13,523 | | | | Additional right of use assets | | $ | — | | $ | 13,523 | | | |
These operating leases will commence during the fiscal year ending December 31, 2022.
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