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Research and Development (Tables)
 12 Months Ended
Dec. 31, 2021
Research and Development [Abstract]  
Summary of Research and Development Expenses
For the years ended December 31, 2021, 2020, 2019, the Company recorded the following related to research and development expenses and capitalized internally developed software costs:
Year ended December 31,
20212020
2019
Research and development expenses incurred
$13,377 $5,318 $9,849 
Capitalized internally developed software costs
23,846 13,082 4,261 
Research and development spend, inclusive of capitalized internally developed software cost
$37,223 $18,400 $14,110