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      "text": "GAAP Commissions and other related expense $ 1,146.4 $ 1,652.9 $ 1,218.0 $ 918.8 $ 4,936.1 Adjusted to exclude the following: Stock-based compensation (17.0) (6.4) (12.7) (22.9) (59.0) Non-GAAP Commissions and other related expense $ 1,129.4 $ 1,646.5 $ 1,205.3 $ 895.9 $ 4,877.1 GAAP Sales and marketing $ 145.0 $ 154.9 $ 144.4 $ 130.8 $ 575.1 Adjusted to exclude the following: Stock-based compensation (10.7) (11.2) (10.8) (9.3) (42.0) Non-GAAP Sales and marketing $ 134.3 $ 143.7 $ 133.6 $ 121.5 $ 533.1 GAAP Operations and support $ 108.9 $ 104.9 $ 95.1 $ 83.5 $ 392.4 Adjusted to exclude the following: Stock-based compensation (4.3) (4.1) (3.9) (3.3) (15.6) Acquisition-related expenses (8.1) (3.0) (1.6) 1.5 (11.2) Non-GAAP Operations and support $ 96.5 $ 97.8 $ 89.6 $ 81.7 $ 365.6 GAAP Research and development $ 108.2 $ 107.2 $ 81.5 $ 63.4 $ 360.3 Adjusted to exclude the following: Stock-based compensation (16.9) (18.9) (9.4) (12.3) (57.5) Non-GAAP Research and development $ 91.3 $ 88.3 $ 72.1 $ 51.1 $ 302.8 GAAP General and administrative $ 55.3 $ 55.2 $ 56.5 $ 41.1 $ 208.1 Adjusted to exclude the following: Stock-based compensation (14.9) (18.6) (13.3) (13.6) (60.4) Litigation charge (10.5) (10.5) Non-GAAP General and administrative $ 40.4 $ 36.6 $ 32.7 $ 27.5 $ 137.2",
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