kensho/bizbench huggingface dataset:
{"Total segment operating income": {"March 29, 2019": 1414, "March 30, 2018": 1584, "March 31, 2017": 1026}, "Reconciling items: -- Stock-based compensation expense": {"March 29, 2019": 352, "March 30, 2018": 610, "March 31, 2017": 440}, "Reconciling items: -- Amortization of intangible assets": {"March 29, 2019": 443, "March 30, 2018": 453, "March 31, 2017": 293}, "Reconciling items: -- Restructuring, transition and other costs": {"March 29, 2019": 241, "March 30, 2018": 410, "March 31, 2017": 273}, "Reconciling items: -- Acquisition-related costs": {"March 29, 2019": 3, "March 30, 2018": 60, "March 31, 2017": 120}, "Reconciling items: -- Other": {"March 29, 2019": -5, "March 30, 2018": 2, "March 31, 2017": "-"}, "Reconciling items: -- Total consolidated operating income (loss) from continuing operations": {"March 29, 2019": 380, "March 30, 2018": 49, "March 31, 2017": -100}}

Question: What is  Amortization of intangible assets expressed as a percentage of  Total segment operating income for fiscal year 2019?
Answer: 31.33
{"Balance, beginning of the year": {"January 31, 2020": 385, "February 1, 2019": 305, "February 2, 2018": 265}, "Tax positions related to current year: -- Additions": {"January 31, 2020": 116, "February 1, 2019": 57, "February 2, 2018": 63}, "Tax positions related to prior years: -- Additions": {"January 31, 2020": 98, "February 1, 2019": 44, "February 2, 2018": 2}, "Tax positions related to prior years: -- Reductions": {"January 31, 2020": -7, "February 1, 2019": -1, "February 2, 2018": -2}, "Tax positions related to prior years: -- Settlements": {"January 31, 2020": -28, "February 1, 2019": -4, "February 2, 2018": -9}, "Tax positions related to prior years: -- Reductions resulting from a lapse of the statute of limitations": {"January 31, 2020": -83, "February 1, 2019": -8, "February 2, 2018": -24}, "Tax positions related to prior years: -- Foreign currency effects": {"January 31, 2020": -2, "February 1, 2019": -8, "February 2, 2018": 10}, "Tax positions related to prior years: -- Balance, end of the year": {"January 31, 2020": 479, "February 1, 2019": 385, "February 2, 2018": 305}}

Question: What was the change in the balance at the beginning of the year between 2019 and 2020?
Answer: 80

Question: What was the percentage change in the balance at the end of the year between 2019 and 2020?
Answer: 24.42
{"Dividends receivable from associate (Note 5)": {"2018": 885, "2019": 450}, "Due from The Cool Pool Limited": {"2018": 32397, "2019": "\u2014"}, "Other receivables": {"2018": 113, "2019": 123}, "Total": {"2018": 33395, "2019": 573}}

Question: What was the change in other receivables from 2018 to 2019?
Answer: 10

Question: What was the percentage change in total from 2018 to 2019?
Answer: -98.28
{"Employee costs*": {"2017": 18789, "2018": 20980, "2019": 24863}, "Share-based compensation (Note 22)": {"2017": 4565, "2018": 5216, "2019": 5107}, "Other expenses": {"2017": 16496, "2018": 15797, "2019": 17415}, "Total": {"2017": 39850, "2018": 41993, "2019": 47385}}

Question: What was the change in other expenses from 2018 to 2019?
Answer: 1618

Question: What was the percentage change in employee costs from 2017 to 2018?
Answer: 11.66
{"Net sales": {"2018": 2157.7, "2017": 1797.6}, "Less: surcharge revenue": {"2018": 365.4, "2017": 239.2}, "Net sales excluding surcharge revenue": {"2018": 1792.3, "2017": 1558.4}, "Gross profit": {"2018": 382.3, "2017": 300.8}, "Gross margin": {"2018": 17.7, "2017": 16.7}, "Gross margin excluding surcharge revenue": {"2018": 21.3, "2017": 19.3}}

Question: What was the change in gross profit in 2018 from 2017?
Answer: 81.5

Question: What was the percentage change in gross profit in 2018 from 2017?
Answer: 27.09
{"PSG": {"2019": 976.0, "2018": 1110.1}, "ASG": {"2019": 794.8, "2018": 878.3}, "ISG": {"2019": 275.4, "2018": 317.1}, "Gross profit for all segments": {"2019": 2046.2, "2018": 2305.5}, "Unallocated manufacturing costs (2)": {"2019": -72.6, "2018": -66.8}, "Total gross profit": {"2019": 1973.6, "2018": 2238.7}}

Question: What is the change in gross profit from PSG from 2018 to 2019?
Answer: -134.1

Question: What is the change in gross profit from ASG from 2018 to 2019?
Answer: -83.5
{"Exercisable": {"Outstanding Options": 945.0, "Exercise Price": 47.24, "Weighted- Average Remaining Contractual Term (in years)": 3.81, "Aggregate Intrinsic Value(1)": 95.0}, "Vested and expected to vest": {"Outstanding Options": 2589.0, "Exercise Price": 56.13, "Weighted- Average Remaining Contractual Term (in years)": 6.41, "Aggregate Intrinsic Value(1)": 238.0}}

Question: What was the difference between outstanding options that were exercisable and vested and expected to vest?
Answer: 1644

Question: What was the difference between the aggregate intrinsic value between exercisable and vested and expected to vest options? 
Answer: 143
{"Gregory S. Clark": {"Total FY17 PRUs Vested at end of FY18": 2404175, "Total FY17 PRUs Vested at end of FY19": 175023, "Total FY17 PRUs Earned and Vested (1)": 2579198}, "Nicholas R. Noviello": {"Total FY17 PRUs Vested at end of FY18": 606935, "Total FY17 PRUs Vested at end of FY19": 44184, "Total FY17 PRUs Earned and Vested (1)": 651119}, "Amy L. Cappellanti-Wolf": {"Total FY17 PRUs Vested at end of FY18": 207142, "Total FY17 PRUs Vested at end of FY19": 15080, "Total FY17 PRUs Earned and Vested (1)": 222222}, "Samir Kapuria": {"Total FY17 PRUs Vested at end of FY18": 148322, "Total FY17 PRUs Vested at end of FY19": 10798, "Total FY17 PRUs Earned and Vested (1)": 159120}, "Scott C. Taylor": {"Total FY17 PRUs Vested at end of FY18": 414287, "Total FY17 PRUs Vested at end of FY19": 30160, "Total FY17 PRUs Earned and Vested (1)": 444447}}

Question: What is the difference between Total FY17 PRUs Earned and Vested between Gregory S. Clark and  Nicholas R. Noviello?
Answer: 1928079
{"Operating leases": {"Total": 1179, "Less than 1 Year": 441, "1 to 3 Years": 494, "3 to 5 Years": 190, "More than 5 Years": 54}, "Purchase commitments with contract manufacturers and suppliers": {"Total": 4967, "Less than 1 Year": 4239, "1 to 3 Years": 728, "3 to 5 Years": "\u2014", "More than 5 Years": "\u2014"}, "Other purchase obligations": {"Total": 1490, "Less than 1 Year": 676, "1 to 3 Years": 622, "3 to 5 Years": 98, "More than 5 Years": 94}, "Senior notes": {"Total": 20500, "Less than 1 Year": 6000, "1 to 3 Years": 5500, "3 to 5 Years": 2250, "More than 5 Years": 6750}, "Transition tax payable": {"Total": 8343, "Less than 1 Year": 749, "1 to 3 Years": 1498, "3 to 5 Years": 2113, "More than 5 Years": 3983}, "Other long-term liabilities .": {"Total": 1214, "Less than 1 Year": "\u2014", "1 to 3 Years": 220, "3 to 5 Years": 136, "More than 5 Years": 858}, "Total by period": {"Total": 37693, "Less than 1 Year": 12105, "1 to 3 Years": 9062, "3 to 5 Years": 4787, "More than 5 Years": 11739}, "Other long-term liabilities (uncertainty in the timing of future payments)": {"Total": 1428, "Less than 1 Year": "", "1 to 3 Years": "", "3 to 5 Years": "", "More than 5 Years": ""}, "Total": {"Total": 39121, "Less than 1 Year": "", "1 to 3 Years": "", "3 to 5 Years": "", "More than 5 Years": ""}}

Question: What was the difference in operating leases between those that were less than 1 year and 1 to 3 years?
Answer: 53

Question: What was the total senior notes as a percentage of total contractual obligations?
Answer: 52.4
{"Net cash used in operating activities": {"December 29, 2019": -270413, "December 30, 2018": -543389, "December 31, 2017": -267412}, "Net cash provided by (used in) investing activities": {"December 29, 2019": 21366, "December 30, 2018": 274900, "December 31, 2017": -293084}, "Net cash provided by financing activities": {"December 29, 2019": 344314, "December 30, 2018": 85847, "December 31, 2017": 589932}}

Question: What was the change in net cash provided by investing activities from 2018 to 2019?
Answer: -253534

Question: What is the percentage change of net cash provided by financing activities from 2017 to 2018?
Answer: -85.45
{"Net cash provided by (used in): -- Operating activities": {"Fiscal 2019": 6627, "Fiscal 2018": 6027, "2019 to 2018 Change": 600}, "Net cash provided by (used in): -- Investing activities": {"Fiscal 2019": -1756, "Fiscal 2018": -1250, "2019 to 2018 Change": -506}, "Net cash provided by (used in): -- Financing activities": {"Fiscal 2019": -3767, "Fiscal 2018": -3709, "2019 to 2018 Change": -58}, "Net cash provided by (used in): -- Effect of exchange rate changes on cash and cash equivalents": {"Fiscal 2019": -39, "Fiscal 2018": -134, "2019 to 2018 Change": 95}, "Net cash provided by (used in): -- Net increase (decrease) in cash and cash equivalents": {"Fiscal 2019": 1065, "Fiscal 2018": 934, "2019 to 2018 Change": 131}}

Question: What is the total cash flow in operating activity  in 2018 and 2019?
Answer: 12654
{"Interest expense: -- Gross interest expense": {"2019": 2093, "2018": 2230, "2017": 1559}, "Interest expense: -- Capitalized interest": {"2019": -72, "2018": -53, "2017": -78}, "Interest expense: -- Total interest expense": {"2019": 2021, "2018": 2177, "2017": 1481}}

Question: What is the change in the gross interest expense in 2019 from 2018?
Answer: -137
{"Revenue": {"July 27, 2019 (1)(2)": 51904.0, "July 28, 2018 (1)(3)": 49330.0, "July 29, 2017": 48005.0, "July 30, 2016 (4)(5)": 49247.0, "July 25, 2015 (4)": 49161.0}, "Net income": {"July 27, 2019 (1)(2)": 11621.0, "July 28, 2018 (1)(3)": 110.0, "July 29, 2017": 9609.0, "July 30, 2016 (4)(5)": 10739.0, "July 25, 2015 (4)": 8981.0}, "Net income per sharebasic": {"July 27, 2019 (1)(2)": 2.63, "July 28, 2018 (1)(3)": 0.02, "July 29, 2017": 1.92, "July 30, 2016 (4)(5)": 2.13, "July 25, 2015 (4)": 1.76}, "Net income per sharediluted": {"July 27, 2019 (1)(2)": 2.61, "July 28, 2018 (1)(3)": 0.02, "July 29, 2017": 1.9, "July 30, 2016 (4)(5)": 2.11, "July 25, 2015 (4)": 1.75}, "Shares used in per-share calculationbasic": {"July 27, 2019 (1)(2)": 4419.0, "July 28, 2018 (1)(3)": 4837.0, "July 29, 2017": 5010.0, "July 30, 2016 (4)(5)": 5053.0, "July 25, 2015 (4)": 5104.0}, "Shares used in per-share calculationdiluted": {"July 27, 2019 (1)(2)": 4453.0, "July 28, 2018 (1)(3)": 4881.0, "July 29, 2017": 5049.0, "July 30, 2016 (4)(5)": 5088.0, "July 25, 2015 (4)": 5146.0}, "Cash dividends declared per common share": {"July 27, 2019 (1)(2)": 1.36, "July 28, 2018 (1)(3)": 1.24, "July 29, 2017": 1.1, "July 30, 2016 (4)(5)": 0.94, "July 25, 2015 (4)": 0.8}, "Net cash provided by operating activities": {"July 27, 2019 (1)(2)": 15831.0, "July 28, 2018 (1)(3)": 13666.0, "July 29, 2017": 13876.0, "July 30, 2016 (4)(5)": 13570.0, "July 25, 2015 (4)": 12552.0}}

Question: What was the change in the basic shares used in per-share calculation between 2018 and 2019?
Answer: -418

Question: What was the percentage change in the  Net cash provided by operating activities  between 2017 and 2018?
Answer: -1.51
{"Equity securities -- Canada": {"2019": 22.3, "2018": 20.8}, "Equity securities -- United States": {"2019": 19.8, "2018": 12.7}, "Equity securities -- International (other than United States)": {"2019": 14.1, "2018": 18.1}, "Fixed income instruments -- Canada": {"2019": 41.2, "2018": 45.7}, "Cash and cash equivalents -- Canada": {"2019": 2.6, "2018": 2.7}}

Question: What is the total percentage of plan asset fair value allocated to fixed income instruments in 2018 and 2019?
Answer: 86.9

Question: What is the total percentage of plan asset fair value allocated to cash and cash equivalents in 2018 and 2019?
Answer: 5.3
{"Minimum rentals": {"2019": 184587, "2018": 184106, "2017": 185696}, "Contingent rentals": {"2019": 2255, "2018": 2221, "2017": 2419}, "Total rent expense": {"2019": 186842, "2018": 186327, "2017": 188115}, "Less rental expense on subleased properties": {"2019": -170651, "2018": -162640, "2017": -145728}, "Net rent expense": {"2019": 16191, "2018": 23687, "2017": 42387}}

Question: What is the difference in net rent expense between 2017 and 2018?
Answer: 18700

Question: What is the difference in minimum rentals between 2018 and 2019?
Answer: 481
{"Unused tax losses -- Not expiring": {"2019": 688, "2018": 575, "2017": 375}, "Unused tax losses -- Expiring in the following year": {"2019": 63, "2018": 7, "2017": 9}, "Unused tax losses -- Expiring after the following year": {"2019": 373, "2018": 476, "2017": 535}, "Unused tax losses -- Total unused tax losses": {"2019": 1124, "2018": 1058, "2017": 919}, "Unused tax losses -- Deductible temporary differences": {"2019": 538, "2018": 509, "2017": 524}, "Unused research and development and foreign tax credits -- Not expiring": {"2019": 28, "2018": 54, "2017": 38}, "Unused research and development and foreign tax credits -- Expiring in the following year": {"2019": 0, "2018": 0, "2017": 2}, "Unused research and development and foreign tax credits -- Expiring after the following year": {"2019": 17, "2018": 18, "2017": 34}, "Unused research and development and foreign tax credits -- Total unused tax credits": {"2019": 45, "2018": 72, "2017": 74}}

Question: What was the change in the amount Expiring after the following year in 2019 from 2018?
Answer: -1

Question: What was the percentage change in the amount Expiring after the following year in 2019 from 2018?
Answer: -5.56
{"Deferred revenue: -- Products": {"December 31, 2019": 6593, "December 31, 2018": 5216}, "Deferred revenue: -- Services": {"December 31, 2019": 94571, "December 31, 2018": 92750}, "Deferred revenue: -- Total deferred revenue": {"December 31, 2019": 101164, "December 31, 2018": 97966}, "Deferred revenue: -- Less: current portion": {"December 31, 2019": -62233, "December 31, 2018": -63874}, "Deferred revenue: -- Non-current portion": {"December 31, 2019": 38931, "December 31, 2018": 34092}}

Question: What is the percentage change in total deferred revenue 2018 and 2019?
Answer: 3.26

Question: What is the total non-current portion of the deferred revenue between 2018 and 2019?
Answer: 199130
{"Derivatives designated as hedging instruments: -- Foreign currency derivativescash flow hedges": {"July 27, 2019": 663, "July 28, 2018": 147}, "Derivatives designated as hedging instruments: -- Interest rate derivatives": {"July 27, 2019": 4500, "July 28, 2018": 6750}, "Derivatives designated as hedging instruments: -- Net investment hedging instruments": {"July 27, 2019": 309, "July 28, 2018": 250}, "Derivatives not designated as hedging instruments: -- Foreign currency derivatives": {"July 27, 2019": 2708, "July 28, 2018": 2298}, "Derivatives not designated as hedging instruments: -- Total return swapsdeferred compensation": {"July 27, 2019": 574, "July 28, 2018": 566}, "Derivatives not designated as hedging instruments: -- Total": {"July 27, 2019": 8754, "July 28, 2018": 10011}}

Question: What was the change in the Net investment hedging instruments between 2018 and 2019?
Answer: 59

Question: What was the percentage change in the total amount of outstanding derivatives between 2018 and 2019?
Answer: -12.56
{"Salaries": {"2019": 10031, "2018": 9025, "2017": 8693}, "Social security expenses": {"2019": 1477, "2018": 1339, "2017": 1281}, "Share-based payment expenses": {"2019": 1835, "2018": 830, "2017": 1120}, "Pension expenses": {"2019": 369, "2018": 330, "2017": 312}, "Employee-related restructuring expenses": {"2019": 1111, "2018": 19, "2017": 180}, "Termination benefits outside of restructuring plans": {"2019": 47, "2018": 52, "2017": 57}, "Employee benefits expenses": {"2019": 14870, "2018": 11595, "2017": 11643}}

Question: What was the change in Pension expenses in 2019 from 2018?
Answer: 39

Question: What was the percentage change in Pension expenses in 2019 from 2018?
Answer: 11.82
{"Long-term debt obligations including interest": {"Total": 334500, "Less than 1 Year": 17250, "1-3 Years": 317250, "3-5 Years": "$\u2014", "More than 5 Years": "$\u2014"}, "Operating lease obligations": {"Total": 82895, "Less than 1 Year": 9434, "1-3 Years": 47410, "3-5 Years": 15226, "More than 5 Years": 10825}, "Software subscription and other contractual obligations": {"Total": 18726, "Less than 1 Year": 12371, "1-3 Years": 6355, "3-5 Years": "\u2014", "More than 5 Years": "\u2014"}, "": {"Total": 436121, "Less than 1 Year": 39055, "1-3 Years": 371015, "3-5 Years": 15226, "More than 5 Years": 10825}}

Question: What is the sum of total operating lease obligations and Long-term debt obligations including interest?
Answer: 417395
{"Pro forma revenues (3)": {"2018 (1)": 1217655.0, "2017 (2)": 1060777.0}, "Pro forma net income from continuing operations available to common stockholders (3)": {"2018 (1)": 51975.0, "2017 (2)": 226086.0}, "Pro forma earnings per common share - basic (3)": {"2018 (1)": 0.98, "2017 (2)": 4.86}, "Pro forma earnings per common share - diluted (3)": {"2018 (1)": 0.89, "2017 (2)": 4.08}, "Pro forma common shares - basic": {"2018 (1)": 52798.0, "2017 (2)": 46552.0}, "Pro forma common shares - diluted": {"2018 (1)": 58640.0, "2017 (2)": 55389.0}}

Question: What was the change in Pro forma revenues between 2017 and 2018?
Answer: 156878

Question: What was the percentage change in the diluted Pro forma common shares between 2017 and 2018?
Answer: 5.87
{"Partners and commercial managements": {"2019": 0.5, "2018": 1.2}, "Accrued operating expenses": {"2019": 14.1, "2018": 9.1}, "Accrued interest": {"2019": 4.0, "2018": 4.6}, "Wages and social expenses": {"2019": 14.3, "2018": 16.1}, "Derivative financial instruments": {"2019": 12.3, "2018": 3.4}, "Payables to joint ventures": {"2019": 0.1, "2018": 0.1}, "Other": {"2019": 2.0, "2018": 2.0}, "Balance as of 31 December": {"2019": 47.3, "2018": 36.5}}

Question: What was the change in the Balance as of 31 December from 2018 to 2019?
Answer: 10.8

Question: What was the percentage change in the Balance as of 31 December from 2018 to 2019?
Answer: 29.59
{"Vessels, at cost": {"2019": 919212, "2018": 845868}, "Accumulated depreciation": {"2019": -274900, "2018": -248939}, "Vessels, net": {"2019": 644312, "2018": 596929}, "Construction in progress": {"2019": 65697, "2018": "\u2014"}, "Finance lease right-of-use asset, at cost (Note 15)": {"2019": 28993, "2018": "\u2014"}, "Accumulated amortization (Note 15)": {"2019": -2053, "2018": "\u2014"}, "Finance lease right-of use asset, net (Note 15)": {"2019": 26940, "2018": "\u2014"}, "Other property, at cost": {"2019": 5552, "2018": 5895}, "Accumulated depreciation and amortization": {"2019": -5289, "2018": -5165}, "Other property, net": {"2019": 263, "2018": 730}, "Total vessels and other property": {"2019": 737212, "2018": 597659}}

Question: What is the change in Total vessels and other property from Years Ended December 31, 2018 to 2019?
Answer: 139553
{"Assets -- Tangible assets aquired": {"Sumitomo": 1006, "SmartRG": 8594}, "Assets -- Intangible assets": {"Sumitomo": 22100, "SmartRG": 9960}, "Assets -- Goodwill": {"Sumitomo": "\u2014", "SmartRG": 3476}, "Assets -- Total assets acquired": {"Sumitomo": 23106, "SmartRG": 22030}, "Liabilities -- Liabilities Assumed": {"Sumitomo": -3978, "SmartRG": -6001}, "Liabilities -- Total liabilities assumed": {"Sumitomo": -3978, "SmartRG": -6001}, "Liabilities -- Total net assets": {"Sumitomo": 19128, "SmartRG": 16029}, "Liabilities -- Gain on bargain purchase of a business, net of tax": {"Sumitomo": -11322, "SmartRG": "\u2014"}, "Liabilities -- Total purchase price": {"Sumitomo": 7806, "SmartRG": 16029}}

Question: What was the difference in tangible assets acquired between Sumitomo and SmartRG?
Answer: 7588

Question: What was the difference in total purchase price between Sumitomo and SmartRG?
Answer: 8223

Question: What is the total net assets of SmartRG as a ratio of the total net assets of Sumitomo?
Answer: 0.84
{"(In millions, except for percentages) -- Sales and marketing": {"2019": 1493, "2018": 1593, "Dollars": -100, "Percent": -6}, "(In millions, except for percentages) -- Research and development": {"2019": 913, "2018": 956, "Dollars": -43, "Percent": -4}, "(In millions, except for percentages) -- General and administrative": {"2019": 447, "2018": 574, "Dollars": -127, "Percent": -22}, "(In millions, except for percentages) -- Amortization of intangible assets": {"2019": 207, "2018": 220, "Dollars": -13, "Percent": -6}, "(In millions, except for percentages) -- Restructuring, transition and other costs": {"2019": 241, "2018": 410, "Dollars": -169, "Percent": -41}, "(In millions, except for percentages) -- Total": {"2019": 3301, "2018": 3753, "Dollars": -452, "Percent": -12}}

Question: What is the total operating expense of fiscal years 2018 and 2019?
Answer: 7054
{"($ in millions) -- For the year ended December 31:": {"2019": 2019, "2018": 2018}, "($ in millions) -- Non-U.S. DB plans": {"2019": 243, "2018": 325}, "($ in millions) -- Non pension postretirement benefit plans": {"2019": 304, "2018": 335}, "($ in millions) -- Multi-employer plans": {"2019": 32, "2018": 38}, "($ in millions) -- DC plans": {"2019": 1040, "2018": 1024}, "($ in millions) -- Direct benefit payments": {"2019": 559, "2018": 567}, "($ in millions) -- Total": {"2019": 2177, "2018": 2288}}

Question: What is the increase / (decrease) in the Non-U.S. DB plans from 2018 to 2019?
Answer: -82
{"Total revenue": {"2019": 529646.0, "2018": 414673.0, "2017": 325887.0, "2016": 263865.0, "2015": 173457.0}, "Cost of revenue (exclusive of depreciation and amortization)": {"2019": 248580.0, "2018": 160439.0, "2017": 89708.0, "2016": 79145.0, "2015": 36506.0}, "Total costs and expenses": {"2019": 408693.0, "2018": 261883.0, "2017": 180288.0, "2016": 144054.0, "2015": 80351.0}, "Operating profit": {"2019": 120953.0, "2018": 152790.0, "2017": 145599.0, "2016": 119811.0, "2015": 93106.0}, "Total other income (expense), net": {"2019": -32105.0, "2018": -19276.0, "2017": -6931.0, "2016": 4653.0, "2015": 713.0}, "Income before income tax expense": {"2019": 88848.0, "2018": 133514.0, "2017": 138668.0, "2016": 124464.0, "2015": 93819.0}, "Income tax expense (benefit)": {"2019": -7125.0, "2018": 5534.0, "2017": "\u2014", "2016": "\u2014", "2015": "\u2014"}, "Net income": {"2019": 95973.0, "2018": 127980.0, "2017": 138668.0, "2016": 124464.0, "2015": 93819.0}, "Net income attributable to noncontrolling interests": {"2019": 63993.0, "2018": 103724.0, "2017": "N/A", "2016": "N/A", "2015": "N/A"}, "Net income attributable to GreenSky, Inc.": {"2019": 31980.0, "2018": 24256.0, "2017": "N/A", "2016": "N/A", "2015": "N/A"}, "Earnings per share of Class A common stock(1): -- Basic": {"2019": 0.52, "2018": 0.43, "2017": "N/A", "2016": "N/A", "2015": "N/A"}, "Earnings per share of Class A common stock(1): -- Diluted": {"2019": 0.49, "2018": 0.41, "2017": "N/A", "2016": "N/A", "2015": "N/A"}}

Question: What was the change in the cost of revenue between 2017 and 2018?
Answer: 70731

Question: What was the percentage change in operating profit between 2015 and 2016?
Answer: 28.68
{"NEO": {"FY19 Individual Annual": "Incentive Target (%)", "FY19": "Target ($)"}, "Gregory S. Clark": {"FY19 Individual Annual": 150, "FY19": 1500000}, "Nicholas R. Noviello": {"FY19 Individual Annual": 100, "FY19": 650000}, "Amy L. Cappellanti-Wolf": {"FY19 Individual Annual": 70, "FY19": 308000}, "Samir Kapuria(1)": {"FY19 Individual Annual": 100, "FY19": 450000}, "Scott C. Taylor": {"FY19 Individual Annual": 100, "FY19": 600000}}

Question: What is the total FY19 target($) for all NEOs?
Answer: 3508000
{"Tax at federal statutory rate": {"2019": 21.0, "2018": 21.0, "2017": 35.0}, "State taxes, net of federal effect": {"2019": -0.3, "2018": -0.1, "2017": -5.4}, "Foreign rate differential": {"2019": -6.0, "2018": -3.9, "2017": -9.3}, "Tax credits": {"2019": 1.6, "2018": 6.3, "2017": 4.1}, "Domestic production activities deduction": {"2019": "\u2014", "2018": "\u2014", "2017": -3.5}, "Stock-based compensation": {"2019": -1.0, "2018": -4.9, "2017": -5.3}, "Change in prior year reserves": {"2019": -1.5, "2018": -0.1, "2017": -2.0}, "Change in valuation allowance": {"2019": -13.4, "2018": -15.2, "2017": -35.2}, "Effect of change in tax rate due to Tax Act": {"2019": "\u2014", "2018": "\u2014", "2017": -23.4}, "Other (1)": {"2019": -4.2, "2018": -4.0, "2017": 2.6}, "Effective tax rate": {"2019": -3.8, "2018": -0.9, "2017": -42.4}}

Question: What is the difference in tax credits between 2018 and 2019?
Answer: 4.7
{"Years Ended December 31, -- ": {"2019": 2019, "2018": 2018}, "Years Ended December 31, -- Termination of long distance minutes": {"2019": 696.1, "2018": 793.6}, "Years Ended December 31, -- Total revenue from contracts with customers": {"2019": 696.1, "2018": 793.6}, "Years Ended December 31, -- Other revenue": {"2019": "\u2014", "2018": "\u2014"}, "Years Ended December 31, -- Total Telecommunications segment revenue": {"2019": 696.1, "2018": 793.6}}

Question: What is the increase / (decrease) in the Termination of long distance minutes from 2018 to 2019?
Answer: -97.5
{"Brokers commissions on revenue": {"2017": 6456, "2018": 7555, "2019": 7527}, "Bunkers consumption and other voyage expenses": {"2017": 8948, "2018": 12819, "2019": 16245}, "Total": {"2017": 15404, "2018": 20374, "2019": 23772}}

Question: What was the change in bunkers’ consumption and other voyage expenses from 2018 to 2019?
Answer: 3426

Question: What was the percentage change in total voyage expenses and commissions from 2017 to 2018?
Answer: 32.26
{"": {"September 30,   ": 2019.0, "September 30,    ": 2018.0}, "Total backlog     -- Cubic Transportation Systems": {"September 30,   ": 2953.3, "September 30,    ": 3544.9}, "Total backlog     -- Cubic Mission Solutions": {"September 30,   ": 103.7, "September 30,    ": 77.0}, "Total backlog     -- Cubic Global Defense": {"September 30,   ": 344.0, "September 30,    ": 442.6}, "Total backlog     -- Total  ": {"September 30,   ": 3401.0, "September 30,    ": 4064.5}}

Question: What is the percentage change in the backlog for Cubic Mission Solutions in 2019?
Answer: 34.68
{"1 - 100": {"Holding": 18402438.0, "Percentage to capital": 0.5, "Number of accounts": 528148.0, "Percentage to total accounts": 70.3}, "101 - 500": {"Holding": 37550103.0, "Percentage to capital": 1.0, "Number of accounts": 185200.0, "Percentage to total accounts": 24.6}, "501 - 1000": {"Holding": 14900327.0, "Percentage to capital": 0.4, "Number of accounts": 20749.0, "Percentage to total accounts": 2.8}, "1001 - 5000": {"Holding": 27199737.0, "Percentage to capital": 0.7, "Number of accounts": 13897.0, "Percentage to total accounts": 1.9}, "5001 - 10000": {"Holding": 9150929.0, "Percentage to capital": 0.2, "Number of accounts": 1292.0, "Percentage to total accounts": 0.2}, "10001 - 20000": {"Holding": 8811580.0, "Percentage to capital": 0.2, "Number of accounts": 622.0, "Percentage to total accounts": 0.1}, "20001 - 30000": {"Holding": 5636878, "Percentage to capital": 0.2, "Number of accounts": 230, "Percentage to total accounts": "-"}, "30001 - 40000": {"Holding": 5424479, "Percentage to capital": 0.1, "Number of accounts": 154, "Percentage to total accounts": "-"}, "40001- 50000": {"Holding": 4808196, "Percentage to capital": 0.1, "Number of accounts": 106, "Percentage to total accounts": "-"}, "50001 -100000": {"Holding": 21790964, "Percentage to capital": 0.6, "Number of accounts": 304, "Percentage to total accounts": "-"}, "100001 - above": {"Holding": 3598709075.0, "Percentage to capital": 96.0, "Number of accounts": 903.0, "Percentage to total accounts": 0.1}, "GRAND TOTAL": {"Holding": 3752384706.0, "Percentage to capital": 100.0, "Number of accounts": 751605.0, "Percentage to total accounts": 100.0}}

Question: Excluding shareholding of 100001 shares and above, what is the percentage to capital of the rest? 
Answer: 4

Question: How many accounts hold 1000 or lesser number of shares?
Answer: 734097
{"": {"Fiscal 2018": "", "Fiscal 2017": "(in millions)", "% Change": ""}, "Sales": {"Fiscal 2018": 325.2, "Fiscal 2017": 360.2, "% Change": -10.0}, "Operating income": {"Fiscal 2018": 16.6, "Fiscal 2017": 28.1, "% Change": -41.0}, "Adjusted EBITDA": {"Fiscal 2018": 26.3, "Fiscal 2017": 39.4, "% Change": -33.0}}

Question: What is the change in operating income from 2017 to 2018?
Answer: -11.5
{"At 31 March": {"2019": "\u00a3m", "2018": "\u00a3m", "2017": "\u00a3m"}, "Current -- Trade payables": {"2019": 4141, "2018": 3991, "2017": 4205}, "Current -- Other taxation and social security": {"2019": 564, "2018": 704, "2017": 704}, "Current -- Other payables": {"2019": 387, "2018": 456, "2017": 672}, "Current -- Accrued expenses": {"2019": 630, "2018": 492, "2017": 382}, "Current -- Deferred income a": {"2019": 68, "2018": 1525, "2017": 1474}, "Current -- ": {"2019": 5790, "2018": 7168, "2017": 7437}}

Question: What is the change in Current: Trade payables from 2018 to 2019?
Answer: 150

Question: What is the change in Current: Other taxation and social security from 2019 to 2018?
Answer: -140

Question: What is the change in Current: Other payables from 2019 to 2018?
Answer: -69
{"Short-term debt and current maturities of long-term debt": {"2019": 6034, "2018": 5057, "% Change": 19}, "Trade payables": {"2019": 11409, "2018": 10716, "% Change": 6}, "Other current financial liabilities": {"2019": 1743, "2018": 1485, "% Change": 17}, "Contract liabilities": {"2019": 16452, "2018": 14464, "% Change": 14}, "Current provisions": {"2019": 3682, "2018": 3931, "% Change": -6}, "Current income tax liabilities": {"2019": 2378, "2018": 3102, "% Change": -23}, "Other current liabilities": {"2019": 9023, "2018": 9118, "% Change": -1}, "Liabilities associated with assets classified as held for disposal": {"2019": 2, "2018": 1, "% Change": 54}, "Total current liabilities": {"2019": 50723, "2018": 47874, "% Change": 6}, "Long-term debt": {"2019": 30414, "2018": 27120, "% Change": 12}, "Provisions for pensions and similar obligations": {"2019": 9896, "2018": 7684, "% Change": 29}, "Deferred tax liabilities": {"2019": 1305, "2018": 1092, "% Change": 19}, "Provisions": {"2019": 3714, "2018": 4216, "% Change": -12}, "Other financial liabilities": {"2019": 986, "2018": 685, "% Change": 44}, "Other liabilities": {"2019": 2226, "2018": 2198, "% Change": 1}, "Total non-current liabilities": {"2019": 48541, "2018": 42995, "% Change": 13}, "Total liabilities": {"2019": 99265, "2018": 90869, "% Change": 9}, "Debt ratio": {"2019": 66, "2018": 65, "% Change": ""}, "Total equity attributable to shareholders of Siemens AG": {"2019": 48125, "2018": 45474, "% Change": 6}, "Equity ratio": {"2019": 34, "2018": 35, "% Change": ""}, "Non-controlling interests": {"2019": 2858, "2018": 2573, "% Change": 11}, "Total liabilities and equity": {"2019": 150248, "2018": 138915, "% Change": 8}, "": {"2019": "", "2018": "", "% Change": ""}}

Question: What were the average trade payables in 2019 and 2018?
Answer: 11062.5

Question: What is the increase / (decrease) in total current liabilities from 2018 to 2019?
Answer: 2849
{"": {"2019": "", "2018": "(in millions)"}, "Raw materials": {"2019": 260, "2018": 276}, "Work in progress": {"2019": 739, "2018": 656}, "Finished goods": {"2019": 837, "2018": 925}, "Inventories": {"2019": 1836, "2018": 1857}}

Question: What was the change in Work in progress in 2019 from 2018?
Answer: 83

Question: What was the percentage change in Work in progress in 2019 from 2018?
Answer: 12.65
{"Accrued property and real estate taxes": {"December 31, 2019": 198.1, "December 31, 2018": 169.7}, "Accrued pass-through costs": {"December 31, 2019": 74.2, "December 31, 2018": 71.2}, "Amounts payable to tenants": {"December 31, 2019": 77.9, "December 31, 2018": 93.5}, "Accrued rent": {"December 31, 2019": 75.6, "December 31, 2018": 61.4}, "Payroll and related withholdings": {"December 31, 2019": 102.4, "December 31, 2018": 90.4}, "Accrued construction costs": {"December 31, 2019": 27.8, "December 31, 2018": 41.5}, "Accrued income tax payable": {"December 31, 2019": 55.2, "December 31, 2018": 57.9}, "Other accrued expenses": {"December 31, 2019": 347.0, "December 31, 2018": 362.7}, "Accrued expenses": {"December 31, 2019": 958.2, "December 31, 2018": 948.3}}

Question: What was the change in Other accrued expenses between 2018 and 2019?
Answer: -15.7

Question: What is the sum of the three highest expenses in 2019?
Answer: 647.5

Question: What was the percentage change in accrued expenses between 2018 and 2019?
Answer: 1.04
{"(in thousands of dollars, except percentages)": {"2019 (1)": "$", "2018 (2)": "$", "Change": "%", "Change in constant currency (3)": "%", "Foreign exchange impact (3)": "$"}, "Canadian broadband services": {"2019 (1)": 147815.0, "2018 (2)": 153560.0, "Change": -3.7, "Change in constant currency (3)": -3.8, "Foreign exchange impact (3)": 73.0}, "American broadband services": {"2019 (1)": 148215.0, "2018 (2)": 136506.0, "Change": 8.6, "Change in constant currency (3)": 7.6, "Foreign exchange impact (3)": 1370.0}, "Inter-segment eliminations and other": {"2019 (1)": 6803.0, "2018 (2)": 7911.0, "Change": -14.0, "Change in constant currency (3)": -14.0, "Foreign exchange impact (3)": -2.0}, "": {"2019 (1)": 302833.0, "2018 (2)": 297977.0, "Change": 1.6, "Change in constant currency (3)": 1.1, "Foreign exchange impact (3)": 1441.0}}

Question: What was the increase / (decrease) in the Inter-segment eliminations and other from three months ended August 31, 2018 to 2019?
Answer: -1108
{"Cash and cash equivalents": {"January 31, 2020": 2915, "February 1, 2019": 3532}, "Restricted cash within other current assets": {"January 31, 2020": 83, "February 1, 2019": 35}, "Restricted cash within other assets": {"January 31, 2020": 33, "February 1, 2019": 29}, "Total cash, cash equivalents and restricted cash": {"January 31, 2020": 3031, "February 1, 2019": 3596}}

Question: What was the change in Restricted cash within other assets between 2019 and 2020?
Answer: 4

Question: What was the change in Restricted cash within other current assets between 2019 and 2020?
Answer: 48

Question: What was the percentage change in the total cash, cash equivalents and restricted cash between 2019 and 2020?
Answer: -15.71
{"": {"1st January 2019": "\u00a3m", "Change in year": "\u00a3m", "31st December 2019": "\u00a3m"}, "Translation reserve": {"1st January 2019": 30.3, "Change in year": -45.0, "31st December 2019": -14.7}, "Net investment hedge reserve": {"1st January 2019": -7.4, "Change in year": 12.9, "31st December 2019": 5.5}, "Cash flow hedges reserve": {"1st January 2019": "\u2013", "Change in year": 3.3, "31st December 2019": 3.3}, "Capital redemption reserve": {"1st January 2019": 1.8, "Change in year": "\u2013", "31st December 2019": 1.8}, "Employee Benefit Trust reserve": {"1st January 2019": -2.5, "Change in year": -4.0, "31st December 2019": -6.5}, "Total other reserves": {"1st January 2019": 22.2, "Change in year": -32.8, "31st December 2019": -10.6}}

Question: What was the amount of capital redemption reserve as a percentage of the total other reserves on 1st January 2019?
Answer: 8.11
{"License Revenues: -- Americas": {"2019": 215871.0, "Change increase (decrease))": 8216.0, "2018": 207655.0, "Change increase (decrease)": 29257.0, "2017": 178398.0}, "License Revenues: -- EMEA": {"2019": 163622.0, "Change increase (decrease))": -7009.0, "2018": 170631.0, "Change increase (decrease)": 23788.0, "2017": 146843.0}, "License Revenues: -- Asia Pacific": {"2019": 48599.0, "Change increase (decrease))": -10627.0, "2018": 59226.0, "Change increase (decrease)": 15323.0, "2017": 43903.0}, "License Revenues: -- Total License Revenues": {"2019": 428092.0, "Change increase (decrease))": -9420.0, "2018": 437512.0, "Change increase (decrease)": 68368.0, "2017": 369144.0}, "License Revenues: -- Cost of License Revenues": {"2019": 14347.0, "Change increase (decrease))": 654.0, "2018": 13693.0, "Change increase (decrease)": 61.0, "2017": 13632.0}, "License Revenues: -- GAAP-based License Gross Profit": {"2019": 413745.0, "Change increase (decrease))": -10074.0, "2018": 423819.0, "Change increase (decrease)": 68307.0, "2017": 355512.0}, "License Revenues: -- GAAP-based License Gross Margin %": {"2019": 96.6, "Change increase (decrease))": "", "2018": 96.9, "Change increase (decrease)": "", "2017": 96.3}, "% License Revenues by Geography: -- Americas": {"2019": 50.4, "Change increase (decrease))": "", "2018": 47.5, "Change increase (decrease)": "", "2017": 48.3}, "% License Revenues by Geography: -- EMEA": {"2019": 38.2, "Change increase (decrease))": "", "2018": 39.0, "Change increase (decrease)": "", "2017": 39.8}, "% License Revenues by Geography: -- Asia Pacific": {"2019": 11.4, "Change increase (decrease))": "", "2018": 13.5, "Change increase (decrease)": "", "2017": 11.9}}

Question: For 2019. what is the Cost of License Revenues expressed as a percentage of GAAP-based License Gross Profit? 
Answer: 3.47
{"Revenue": {"As Reported": 70965, "Without Adoption of ASC 606": 68845, "Impact of Adoption of ASC 606": -2120}, "Cost of goods sold": {"As Reported": 58701, "Without Adoption of ASC 606": 57471, "Impact of Adoption of ASC 606": -1230}, "Gross profit": {"As Reported": 12264, "Without Adoption of ASC 606": 11374, "Impact of Adoption of ASC 606": -890}}

Question: What is the percentage change in revenue after the adoption of ASC 606?
Answer: 3.08

Question: What is the percentage change in the costs of goods sold after the adoption of ASC 606?
Answer: 2.14
{"($ in millions) -- At December 31:": {"2019": 2019, "2018": 2018}, "($ in millions) -- Capitalized costs to obtain a contract": {"2019": 609, "2018": 717}, "Deferred costs to fulfill a contract -- Deferred setup costs": {"2019": 1939, "2018": 2085}, "Deferred costs to fulfill a contract -- Other deferred fulfillment costs": {"2019": 1820, "2018": 2173}, "Deferred costs to fulfill a contract -- Total deferred costs (1)": {"2019": 4368, "2018": 4975}}

Question: What is the increase/ (decrease) in Capitalized costs to obtain a contract from 2018 to 2019
Answer: -108
{"U.S. net operating loss carryforwards": {"2019": 2894000, "2018": 2627000}, "Stock compensation": {"2019": 784000, "2018": 359000}, "Canadian Provincial income tax losses": {"2019": 29000, "2018": 56000}, "Canadian Provincial scientific investment tax credits": {"2019": -4000, "2018": "-"}, "": {"2019": 3703000, "2018": 3042000}, "Valuation allowance": {"2019": -3703000, "2018": -3042000}, "Net deferred tax assets": {"2019": "-", "2018": "-"}}

Question: What is the change in stock compensation between 2018 and 2019?
Answer: 425000
{"Research and development expenses": {"2018": 125280, "2019": 150745}, "Capitalization of development expenses": {"2018": -49688, "2019": -60202}, "Amortization of capitalized development expenses": {"2018": 12039, "2019": 15597}, "Research and development grants and credits": {"2018": -321, "2019": -49}, "Total research and development expenses": {"2018": 87310, "2019": 106091}, "Impairment of research and development related assets": {"2018": 1278, "2019": 4755}, "Total": {"2018": 88588, "2019": 110846}}

Question: What is the change in total Research and development expenses?
Answer: 22258

Question: What is the percentage change in total Research and development expenses?
Answer: 25.13
{"U.S.": {"April 26, 2019": 159, "April 27, 2018": 853}, "International": {"April 26, 2019": 3740, "April 27, 2018": 4538}, "Total": {"April 26, 2019": 3899, "April 27, 2018": 5391}}

Question: What was the change in international assets between 2018 and 2019?
Answer: -798

Question: What was the change in U.S. assets between 2018 and 2019?
Answer: -694

Question: What was the percentage change in the total assets between 2018 and 2019?
Answer: -27.68
{"Statement of Operations Data (1): -- Net revenues": {"2019": 6489.0, "2018(6)": 7500.0, "2017": 7017.0, "2016": 6608.0, "2015": 4664.0}, "Statement of Operations Data (1): -- Net income (2)": {"2019": 1503.0, "2018(6)": 1848.0, "2017": 273.0, "2016": 966.0, "2015": 892.0}, "Statement of Operations Data (1): -- Basic net income per share": {"2019": 1.96, "2018(6)": 2.43, "2017": 0.36, "2016": 1.3, "2015": 1.21}, "Statement of Operations Data (1): -- Diluted net income per share": {"2019": 1.95, "2018(6)": 2.4, "2017": 0.36, "2016": 1.28, "2015": 1.19}, "Statement of Operations Data (1): -- Cash dividends declared per share": {"2019": 0.37, "2018(6)": 0.34, "2017": 0.3, "2016": 0.26, "2015": 0.23}, "Statement of Operations Data (1): -- Operating cash flows": {"2019": 1831.0, "2018(6)": 1790.0, "2017": 2213.0, "2016": 2155.0, "2015": 1259.0}, "Balance Sheet Data: -- Cash and investments (3)": {"2019": 5863.0, "2018(6)": 4380.0, "2017": 4775.0, "2016": 3271.0, "2015": 1840.0}, "Balance Sheet Data: -- Total assets": {"2019": 19845.0, "2018(6)": 17890.0, "2017": 18668.0, "2016": 17452.0, "2015": 15246.0}, "Balance Sheet Data: -- Long-term debt, net (4)": {"2019": 2675.0, "2018(6)": 2671.0, "2017": 4390.0, "2016": 4887.0, "2015": 4074.0}, "Balance Sheet Data: -- Long-term debt, gross": {"2019": 2700.0, "2018(6)": 2700.0, "2017": 4440.0, "2016": 4940.0, "2015": 4119.0}, "Balance Sheet Data: -- Net debt (5)": {"2019": "\u2014", "2018(6)": "\u2014", "2017": "\u2014", "2016": 1669.0, "2015": 2279.0}}

Question: What is the change in total assets between 2015 and 2016?
Answer: 2206

Question: What is the percentage change in Cash and Investments between 2016 and 2017?
Answer: 45.98
{"Trade accounts receivable sold": {"2019(3)": 4057, "2018": 8386, "2017": 8878}, "Cash proceeds received(1)": {"2019(3)": 4031, "2018": 7838, "2017": 8300}, "Pre-tax losses on sale of receivables(2)": {"2019(3)": 26, "2018": 15, "2017": 9}, "Deferred purchase price receivables as of August 31": {"2019(3)": "$\u2014", "2018": 533, "2017": 569}}

Question: What was the percentage change in Pre-tax losses on sale of receivables between 2017 and 2018?
Answer: 66.67
{"Less than 1 year": {"July 27, 2019": 4239, "July 28, 2018": 5407}, "1 to 3 years": {"July 27, 2019": 728, "July 28, 2018": 710}, "3 to 5 years": {"July 27, 2019": "\u2014", "July 28, 2018": 360}, "Total": {"July 27, 2019": 4967, "July 28, 2018": 6477}}

Question: What was the change in purchase commitments that were less than 1 year between 2018 and 2019?
Answer: -1168

Question: What were the commitments that were less than 1 year as a percentage of total purchase commitments in 2019?
Answer: 85.34

Question: What was the percentage change in total purchase commitments between 2018 and 2019?
Answer: -23.31

Question: What was the change in the amount of purchase commitments for commitments that were less than 1 year between 2018 and 2019?
Answer: -1168
{"($ in millions) -- For the year ended December 31:": {"2018": 2018, "2017": 2017, "Yr.-to-Yr. Percent Change": "Yr.-to-Yr. Percent Change", "Yr.-to-Yr. Percent Change Adjusted for Currency": "Yr.-to-Yr. Percent Change Adjusted for Currency"}, "($ in millions) -- Global Business Services external revenue": {"2018": 16595.0, "2017": 16073.0, "Yr.-to-Yr. Percent Change": 3.2, "Yr.-to-Yr. Percent Change Adjusted for Currency": 2.3}, "($ in millions) -- Consulting": {"2018": 7705.0, "2017": 7262.0, "Yr.-to-Yr. Percent Change": 6.1, "Yr.-to-Yr. Percent Change Adjusted for Currency": 5.1}, "($ in millions) -- Application Management": {"2018": 7852.0, "2017": 7821.0, "Yr.-to-Yr. Percent Change": 0.4, "Yr.-to-Yr. Percent Change Adjusted for Currency": -0.5}, "($ in millions) -- Global Process Services": {"2018": 1037.0, "2017": 990.0, "Yr.-to-Yr. Percent Change": 4.8, "Yr.-to-Yr. Percent Change Adjusted for Currency": 4.7}}

Question: What is the increase / (decrease) in the Global Business Services external revenue from 2017 to 2018?
Answer: 522

Question: What percentage of total Global Business Services external revenue was Application Management in 2018?
Answer: 46.43
{"Beginning of fiscal year": {"2019": 8680, "2018": 7390, "2017": 7103}, "Additions from business combinations": {"2019": "\u2014", "2018": 1270, "2017": "\u2014"}, "Additions for tax positions of the current year": {"2019": 2027, "2018": 1078, "2017": 762}, "Additions for tax positions of prior years": {"2019": 519, "2018": "\u2014", "2017": "\u2014"}, "Reductions for tax positions of prior years": {"2019": -633, "2018": -1058, "2017": -64}, "Lapse in statute of limitations": {"2019": -9, "2018": "\u2014", "2017": -411}, "Settlements": {"2019": -2923, "2018": "\u2014", "2017": "\u2014"}, "End of fiscal year": {"2019": 7661, "2018": 8680, "2017": 7390}}

Question: What was the change in the Additions for tax positions of the current year between 2018 and 2019?
Answer: 949

Question: What was the change in the balance at the Beginning of fiscal year between 2017 and 2019?
Answer: 1577

Question: What was the percentage change in the end of fiscal year balance between 2017 and 2018?
Answer: 17.46
{"Net revenue(1)": {"As reported": 25282320, "Balance without the adoption of ASU 2014-09": 24864754}, "Cost of revenue(2)": {"As reported": 23368919, "Balance without the adoption of ASU 2014-09": 23057603}, "Operating income": {"As reported": 701356, "Balance without the adoption of ASU 2014-09": 595105}, "Income tax expense": {"As reported": 161230, "Balance without the adoption of ASU 2014-09": 164054}, "Net income": {"As reported": 289474, "Balance without the adoption of ASU 2014-09": 180399}}

Question: What was the difference between net revenue and cost of revenue as reported?
Answer: 1913401

Question: What was the operating income balance without the adoption of ASU 2014-09 as a ratio of the amount as reported?
Answer: 0.85

Question: What was the difference in the net income between the amount as reported and the balance without the adoption of ASU 2014-09?
Answer: 109075
{"Operating lease obligations 1": {"Total": 595, "Less Than 1 Year": 178, "13 Years": 232, "35 Years": 128, "More Than 5 Years": 57}, "Capital purchase obligations 2": {"Total": 10918, "Less Than 1 Year": 9300, "13 Years": 1595, "35 Years": 14, "More Than 5 Years": 9}, "Other purchase obligations and commitments 3": {"Total": 2757, "Less Than 1 Year": 1636, "13 Years": 947, "35 Years": 147, "More Than 5 Years": 27}, "Tax obligations 4": {"Total": 4442, "Less Than 1 Year": 10, "13 Years": 746, "35 Years": 1853, "More Than 5 Years": 1833}, "Long-term debt obligations 5": {"Total": 41328, "Less Than 1 Year": 4706, "13 Years": 8510, "35 Years": 3508, "More Than 5 Years": 24604}, "Other long-term liabilities 6": {"Total": 1692, "Less Than 1 Year": 898, "13 Years": 640, "35 Years": 40, "More Than 5 Years": 114}, "Total 7": {"Total": 61732, "Less Than 1 Year": 16728, "13 Years": 12670, "35 Years": 5690, "More Than 5 Years": 26644}}

Question: What is the capital purchase obligations expressed as a percentage of the contractual obligations that is due in less than 1 year?
Answer: 55.6

Question: What is the percentage change of total liabilities due from Less than 1 year to 1-3 years?
Answer: -24.26
{"Stock-based compensation expense - Property": {"2019": 1.8, "2018": 2.4, "2017": 2.1}, "Stock-based compensation expense - Services": {"2019": 1.0, "2018": 0.9, "2017": 0.8}, "Stock-based compensation expense - SG&A": {"2019": 108.6, "2018": 134.2, "2017": 105.6}, "Total stock-based compensation expense": {"2019": 111.4, "2018": 137.5, "2017": 108.5}, "Stock-based compensation expense capitalized as property and equipment": {"2019": 1.6, "2018": 2.0, "2017": 1.6}}

Question: What was the percentage change in Total stock-based compensation expense between 2018 and 2019?
Answer: -18.98
{"Tax credits": {"December 28, 2019": 44696, "December 29, 2018": 39586}, "Inventory reserve": {"December 28, 2019": 12350, "December 29, 2018": 10850}, "Other reserves and accruals": {"December 28, 2019": 5852, "December 29, 2018": 5398}, "Non-statutory stock options": {"December 28, 2019": 2982, "December 29, 2018": 2722}, "Depreciation and amortization": {"December 28, 2019": 27758, "December 29, 2018": 1979}, "Net operating loss carryforwards": {"December 28, 2019": 21410, "December 29, 2018": 61275}, "Gross deferred tax assets": {"December 28, 2019": 115048, "December 29, 2018": 121810}, "Valuation allowance": {"December 28, 2019": -36604, "December 29, 2018": -34037}, "Total deferred tax assets": {"December 28, 2019": 78444, "December 29, 2018": 87773}, "Acquired intangibles and fixed assets": {"December 28, 2019": -13997, "December 29, 2018": -12667}, "Unrealized investment gains": {"December 28, 2019": -106, "December 29, 2018": -107}, "Tax on undistributed earnings": {"December 28, 2019": -75, "December 29, 2018": -53}, "Total deferred tax liabilities": {"December 28, 2019": -14178, "December 29, 2018": -12827}, "Net deferred tax assets": {"December 28, 2019": 64266, "December 29, 2018": 74946}}

Question: What is the change in the Tax credits from 2018 to 2019?
Answer: 5110