kensho/bizbench huggingface dataset:
{"Current: -- Federal": {"2019": 170, "2018": 223, "2017": "$\u2014"}, "Current: -- State and local": {"2019": 161, "2018": 50, "2017": 62}, "Current: -- Foreign": {"2019": 9966, "2018": 8295, "2017": 4247}, "Current: -- Total current income tax expense from continuing operations": {"2019": 10297, "2018": 8568, "2017": 4309}, "Deferred: -- Federal": {"2019": -43804, "2018": -807, "2017": -6}, "Deferred: -- State and local": {"2019": -773, "2018": -96, "2017": -97}, "Deferred: -- Foreign (1)": {"2019": -5180, "2018": 1467, "2017": 88}, "Deferred: -- Deferred tax expense (benefit) from continuing operations (1)": {"2019": -49757, "2018": 564, "2017": -15}, "Deferred: -- Provision for income tax expense (benefit) (1)": {"2019": -39460, "2018": 9132, "2017": 4294}}

Question: What was the change in current foreign income tax expense between 2017 and 2018?
Answer: 4048
{"Net operating loss carryforwards": {"2019": 19269, "2018": 22013}, "Depreciation, amortization and impairments": {"2019": -11945, "2018": -11112}, "Research and development credits": {"2019": 19189, "2018": 17432}, "Stock-based compensation": {"2019": 2783, "2018": 2376}, "Other tax credits": {"2019": 1018, "2018": 2015}, "Inventory reserve": {"2019": 624, "2018": 292}, "Warranty reserve": {"2019": 313, "2018": 429}, "Payroll and employee benefit accruals": {"2019": 2220, "2018": 1941}, "Allowance for doubtful accounts": {"2019": 454, "2018": 354}, "Other accrued liabilities": {"2019": 6208, "2018": 8975}, "Convertible debt": {"2019": -10822, "2018": -194}, "Other, net": {"2019": 3281, "2018": 3904}, "Gross deferred tax assets": {"2019": 32592, "2018": 48425}, "Valuation allowance": {"2019": -10929, "2018": -16844}, "Net deferred tax assets": {"2019": 21663, "2018": 31581}, "Reported as: -- Deferred tax assets": {"2019": 22626, "2018": 31581}, "Reported as: -- Deferred tax liabilities": {"2019": -963, "2018": "-"}, "Reported as: -- Net deferred tax assets": {"2019": 21663, "2018": 31581}}

Question: What was the percentage change in Inventory Reserve between 2018 to 2019?
Answer: 113.7

Question: What was the percentage change in Allowance for doubtful accounts between 2018 to 2019?
Answer: 28.25

Question: How much do the top 3 components add up to?
Answer: 44666
{"(In millions, except per share amounts) -- Year Ended June 30,": {"2019 (a)": 2019.0, "2018": 2018.0, "2017 (d)(e)": 2017.0, "2016 (d)": 2016.0, "2015": 2015.0}, "(In millions, except per share amounts) -- Revenue": {"2019 (a)": 125843.0, "2018": 110360.0, "2017 (d)(e)": 96571.0, "2016 (d)": 91154.0, "2015": 93580.0}, "(In millions, except per share amounts) -- Gross margin": {"2019 (a)": 82933.0, "2018": 72007.0, "2017 (d)(e)": 62310.0, "2016 (d)": 58374.0, "2015": 60542.0}, "(In millions, except per share amounts) -- Operating income": {"2019 (a)": 42959.0, "2018": 35058.0, "2017 (d)(e)": 29025.0, "2016 (d)": 26078.0, "2015": 18161.0}, "(In millions, except per share amounts) -- Net income": {"2019 (a)": 39240.0, "2018": 16571.0, "2017 (d)(e)": 25489.0, "2016 (d)": 20539.0, "2015": 12193.0}, "(In millions, except per share amounts) -- Diluted earnings per share": {"2019 (a)": 5.06, "2018": 2.13, "2017 (d)(e)": 3.25, "2016 (d)": 2.56, "2015": 1.48}, "(In millions, except per share amounts) -- Cash dividends declared per share": {"2019 (a)": 1.84, "2018": 1.68, "2017 (d)(e)": 1.56, "2016 (d)": 1.44, "2015": 1.24}, "Cash, cash equivalents, and short-term -- investments": {"2019 (a)": 133819.0, "2018": 133768.0, "2017 (d)(e)": 132981.0, "2016 (d)": 113240.0, "2015": 96526.0}, "Cash, cash equivalents, and short-term -- Total assets": {"2019 (a)": 286556.0, "2018": 258848.0, "2017 (d)(e)": 250312.0, "2016 (d)": 202897.0, "2015": 174303.0}, "Cash, cash equivalents, and short-term -- Long-term obligations": {"2019 (a)": 114806.0, "2018": 117642.0, "2017 (d)(e)": 106856.0, "2016 (d)": 66705.0, "2015": 44574.0}, "Cash, cash equivalents, and short-term -- Stockholders equity": {"2019 (a)": 102330.0, "2018": 82718.0, "2017 (d)(e)": 87711.0, "2016 (d)": 83090.0, "2015": 80083.0}}

Question: What was the total liabilities in 2018?
Answer: 176130
{"Non-current assets": {"2019 m": 48, "2018 m": "-", "2017 m": "-"}, "Fair value through other comprehensive income": {"2019 m": "-", "2018 m": 46, "2017 m": 37}, "Available-for-sale": {"2019 m": 6, "2018 m": 7, "2017 m": 7}, "Fair value through profit or loss": {"2019 m": 54, "2018 m": 53, "2017 m": 44}, "Current assets -- Fair value through other comprehensive income": {"2019 m": "-", "2018 m": "-", "2017 m": "-"}, "Current assets -- Available-for-sale": {"2019 m": "-", "2018 m": 2575, "2017 m": 1437}, "Current assets -- Investments held at amortised cost": {"2019 m": 3214, "2018 m": "-", "2017 m": "-"}, "Current assets -- Loans and receivables": {"2019 m": "-", "2018 m": 447, "2017 m": 83}, "Current assets -- ": {"2019 m": 3214, "2018 m": 3022, "2017 m": 1520}}

Question: What is the change in the Fair value through other comprehensive income from 2017 to 2018?
Answer: 9
{"Recipes": {"2019": 44, "2018": 44}, "Customer lists and other customer related intangibles": {"2019": 4529, "2018": 4529}, "Customer relationships": {"2019": 985, "2018": 985}, "Trade names": {"2019": 2248, "2018": 2248}, "Formula": {"2019": 438, "2018": 438}, "": {"2019": 8244, "2018": 8244}, "Accumulated amortization": {"2019": -8092, "2018": -7900}, "Intangible assets, net": {"2019": 152, "2018": 344}}

Question: What is the change in the value of customer relationships between 2018 and 2019?
Answer: 0
{"": {"2019": 0, "2018": 0}, "Auditors of the parent entity  Deloitte Touche Tohmatsu Australia -- Audit or review of the financial reports": {"2019": 3055, "2018": 2778}, "Auditors of the parent entity  Deloitte Touche Tohmatsu Australia -- Assurance related services (1)": {"2019": 341, "2018": 289}, "Auditors of the parent entity  Deloitte Touche Tohmatsu Australia -- Tax compliance services": {"2019": "\u2013", "2018": 11}, "Auditors of the parent entity  Deloitte Touche Tohmatsu Australia -- Other non-audit services (2)": {"2019": 222, "2018": 193}, "Auditors of the parent entity  Deloitte Touche Tohmatsu Australia -- ": {"2019": 3618, "2018": 3271}, "Other auditors (3) -- Audit or review of the financial reports": {"2019": 432, "2018": 419}, "Other auditors (3) -- Assurance related services (1)": {"2019": 50, "2018": 50}, "Other auditors (3) -- Tax compliance services": {"2019": 62, "2018": 29}, "Other auditors (3) -- ": {"2019": 544, "2018": 498}, "Other auditors (3) -- Total auditors remuneration": {"2019": 4162, "2018": 3769}}

Question: What is the difference in the total auditors' remuneration between 2018 and 2019?
Answer: 393

Question: In 2019, what is the percentage constitution of Deloitte Touche Tohmatsu Australia's remuneration in the total auditors' remuneration?
Answer: 86.93

Question: For the other auditors, what is the percentage change of tax compliance service from 2018 to 2019?
Answer: 113.79
{"Cash, cash equivalents and marketable securities (end of period)": {"2019": 2455194, "2018": 1969670}, "Net cash provided by (used in): -- Operating activities": {"2019": 70615, "2018": 9324}, "Net cash provided by (used in): -- Investing activities": {"2019": -569475, "2018": -810633}, "Net cash provided by (used in): -- Financing activities": {"2019": 736351, "2018": 1072182}, "Net cash provided by (used in): -- Effect of foreign exchange on cash and cash equivalents": {"2019": 1742, "2018": -1867}, "Net cash provided by (used in): -- Net increase in cash and cash equivalents": {"2019": 239233, "2018": 269006}, "Net cash provided by (used in): -- Change in marketable securities": {"2019": 246291, "2018": 762625}, "Net cash provided by (used in): -- Net increase in cash, cash equivalents and marketable securities": {"2019": 485524, "2018": 1031631}}

Question: What is the change in net increase in cash and cash equivalents for year ended 2018 and 2019 ?
Answer: -29773
{"Reconciliation of EBITDA and Adjusted EBITDA to Net (loss) income -- Net (loss) income": {"2019": -148986, "2018": -57747, "2017": -529072, "2016": 86664, "2015": 405460}, "Reconciliation of EBITDA and Adjusted EBITDA to Net (loss) income -- Income tax expense (recovery)": {"2019": 25482, "2018": 19724, "2017": 12232, "2016": 24468, "2015": -16767}, "Reconciliation of EBITDA and Adjusted EBITDA to Net (loss) income -- Depreciation and amortization": {"2019": 290672, "2018": 276307, "2017": 485829, "2016": 571825, "2015": 509500}, "Reconciliation of EBITDA and Adjusted EBITDA to Net (loss) income -- Interest expense, net of interest income": {"2019": 271255, "2018": 245601, "2017": 262110, "2016": 278145, "2015": 236481}, "Reconciliation of EBITDA and Adjusted EBITDA to Net (loss) income -- EBITDA": {"2019": 438423, "2018": 483885, "2017": 231099, "2016": 961102, "2015": 1134674}, "Reconciliation of EBITDA and Adjusted EBITDA to Net (loss) income -- Foreign exchange loss (gain) (a)": {"2019": 13574, "2018": -6140, "2017": 26463, "2016": 6548, "2015": 2195}, "Reconciliation of EBITDA and Adjusted EBITDA to Net (loss) income -- Other loss (income) (b) (c)": {"2019": 14475, "2018": 2013, "2017": 53981, "2016": 39013, "2015": -1566}, "Reconciliation of EBITDA and Adjusted EBITDA to Net (loss) income -- Write-down and loss on sale of vessels": {"2019": 170310, "2018": 53693, "2017": 270743, "2016": 112246, "2015": 70175}, "Reconciliation of EBITDA and Adjusted EBITDA to Net (loss) income -- Direct finance lease payments received in excess of revenue recognized": {"2019": 21636, "2018": 11082, "2017": 18737, "2016": 28348, "2015": 24429}, "Reconciliation of EBITDA and Adjusted EBITDA to Net (loss) income -- Amortization of in-process revenue contracts and other": {"2019": -4131, "2018": -10217, "2017": -13460, "2016": -24195, "2015": -33226}, "Reconciliation of EBITDA and Adjusted EBITDA to Net (loss) income -- Realized and unrealized losses on non-designated derivative instruments": {"2019": 13719, "2018": 14852, "2017": 38854, "2016": 35091, "2015": 102200}, "Reconciliation of EBITDA and Adjusted EBITDA to Net (loss) income -- Realized gains (losses) from the settlements of nondesignated derivative instruments": {"2019": 1532, "2018": "\u2014", "2017": 2047, "2016": -8646, "2015": -20008}, "Reconciliation of EBITDA and Adjusted EBITDA to Net (loss) income -- Loss on deconsolidation of Altera": {"2019": "\u2014", "2018": 7070, "2017": 104788, "2016": "\u2014", "2015": "\u2014"}, "Reconciliation of EBITDA and Adjusted EBITDA to Net (loss) income -- Adjustments related to equity (loss) income (d)": {"2019": 282375, "2018": 219395, "2017": 217866, "2016": 137496, "2015": 136921}, "Reconciliation of EBITDA and Adjusted EBITDA to Net (loss) income -- Adjusted EBITDA": {"2019": 951913, "2018": 775633, "2017": 951118, "2016": 1287003, "2015": 1415794}}

Question: What is the increase/ (decrease) in Income tax expense (recovery) from Year Ended December 31, 2019 to December 31, 2018?
Answer: 5758
{"Samir Kapuria": {"Ownership Requirement (1) (# of shares)": 39665, "Holdings as of October 25, 2019(# of shares)": 186735}, "Vincent Pilette": {"Ownership Requirement (1) (# of shares)": 85941, "Holdings as of October 25, 2019(# of shares)": 785906}, "Scott C. Taylor": {"Ownership Requirement (1) (# of shares)": 52887, "Holdings as of October 25, 2019(# of shares)": 408724}}

Question: What is the total summed ownership requirement for the Executive officers?
Answer: 178493
{"Allowance for doubtful accounts": {"July 27, 2019": 136.0, "July 28, 2018": 129.0}, "Percentage of gross accounts receivable": {"July 27, 2019": 2.4, "July 28, 2018": 2.3}, "Allowance for credit losslease receivables .": {"July 27, 2019": 46.0, "July 28, 2018": 135.0}, "Percentage of gross lease receivables (1)": {"July 27, 2019": 1.8, "July 28, 2018": 4.7}, "Allowance for credit lossloan receivables": {"July 27, 2019": 71.0, "July 28, 2018": 60.0}, "Percentage of gross loan receivables": {"July 27, 2019": 1.3, "July 28, 2018": 1.2}}

Question: What would be the change in Allowance for credit loss—loan receivables between 2018 and 2019?
Answer: 11

Question: What was the percentage change in Allowance for doubtful accounts between 2018 and 2019?
Answer: 5.43
{"Consolidated Statement of Operations Data -- Revenue": {"2019": 212628.0, "2018": 232223.0, "2017": 235429.0, "2016": 227297.0, "2015": 196285.0}, "Consolidated Statement of Operations Data -- Cost of revenue": {"2019": 48881.0, "2018": 51896.0, "2017": 53318.0, "2016": 54413.0, "2015": 48402.0}, "Consolidated Statement of Operations Data -- Gross profit": {"2019": 163747.0, "2018": 180327.0, "2017": 182111.0, "2016": 172884.0, "2015": 147883.0}, "Consolidated Statement of Operations Data -- Loss from operations": {"2019": -17094.0, "2018": -27679.0, "2017": -10372.0, "2016": -20570.0, "2015": -40309.0}, "Consolidated Statement of Operations Data -- Net loss": {"2019": -17819.0, "2018": -27617.0, "2017": -10751.0, "2016": -22391.0, "2015": -41897.0}, "Consolidated Statement of Operations Data -- Net loss per share: basic and diluted": {"2019": -0.23, "2018": -0.38, "2017": -0.15, "2016": -0.34, "2015": -0.67}, "Weighted-average shares used in computing net -- loss per share: basic and diluted": {"2019": 76080.0, "2018": 72882.0, "2017": 70053.0, "2016": 65701.0, "2015": 62428.0}, "Consolidated Balance Sheet Data: -- Cash,cash equivalents and marketable securities": {"2019": 129922.0, "2018": 128375.0, "2017": 131134.0, "2016": 114347.0, "2015": 98117.0}, "Consolidated Balance Sheet Data: -- Working capital": {"2019": 123358.0, "2018": 117572.0, "2017": 111076.0, "2016": 95285.0, "2015": 89550.0}, "Consolidated Balance Sheet Data: -- Total assets": {"2019": 274053.0, "2018": 235876.0, "2017": 224858.0, "2016": 216733.0, "2015": 189892.0}, "Consolidated Balance Sheet Data: -- Deferred revenue(current and non-current)": {"2019": 101164.0, "2018": 97966.0, "2017": 94637.0, "2016": 91617.0, "2015": 72008.0}, "Consolidated Balance Sheet Data: -- Total stockholders equity": {"2019": 108787.0, "2018": 103883.0, "2017": 98386.0, "2016": 82752.0, "2015": 78205.0}}

Question: What is the percentage change in revenue between 2018 and 2019?
Answer: -8.44

Question: What is the percentage change in gross profit between 2018 and 2019?
Answer: -9.19

Question: What is the total revenue earned by the company between 2015 to 2019?
Answer: 907577
{"": {"2019": "(Dollars in thousands)", "2018": "", "2017": "", "2016": "", "2015": ""}, "Gross Profit": {"2019": 114197, "2018": 89990, "2017": 72416, "2016": 60371, "2015": 54649}, "Depreciation expense (a)": {"2019": 6370, "2018": 6089, "2017": 5791, "2016": 4028, "2015": 2566}, "Plant start-up expense (b)": {"2019": "\u2014", "2018": "\u2014", "2017": "\u2014", "2016": 1628, "2015": "\u2014"}, "Non-cash share-based compensation (c)": {"2019": 922, "2018": 859, "2017": 243, "2016": 221, "2015": 201}, "Adjusted Gross Profit": {"2019": 121489, "2018": 96938, "2017": 78450, "2016": 66248, "2015": 57416}, "Adjusted Gross Profit as a % of Net Sales": {"2019": 49.4, "2018": 50.2, "2017": 51.5, "2016": 51.1, "2015": 50.6}}

Question: What is the percentage change in depreciation expense from 2018 to 2019?
Answer: 4.61

Question: What is the percentage change in non-cash share-based compensation expense from 2018 to 2019?
Answer: 7.33

Question: What is the percentage change in adjusted gross profit from 2018 to 2019?
Answer: 25.33
{"Current: -- Domesticfederal": {"2019": -23675, "2018": 69080, "2017": 2436}, "Current: -- Domesticstate": {"2019": 1383, "2018": 134, "2017": 12}, "Current: -- Foreign": {"2019": 175993, "2018": 178790, "2017": 188872}, "Current: -- Total current": {"2019": 153701, "2018": 248004, "2017": 191320}, "Deferred: -- Domesticfederal": {"2019": -8000, "2018": -24342, "2017": 253}, "Deferred: -- Domesticstate": {"2019": -2202, "2018": 93, "2017": 30}, "Deferred: -- Foreign": {"2019": 17731, "2018": 62105, "2017": -62537}, "Deferred: -- Total deferred": {"2019": 7529, "2018": 37856, "2017": -62254}, "Deferred: -- Total income tax expense": {"2019": 161230, "2018": 285860, "2017": 129066}}

Question: What is the change in the company's domestic-state income tax expense (benefit) between 2018 and 2019?
Answer: 1249

Question: What was the change in the company's total current income tax expense (benefit) between 2017 and 2018?
Answer: 56684

Question: What was the percentage change in the total income tax expense between 2018 and 2019?
Answer: -43.6
{"The Cool Pool (i)": {"2019": 39666, "2018": 151152, "2017": 59838}, "Magni Partners (ii)": {"2019": -858, "2018": -375, "2017": -260}, "Borr Drilling (iii)": {"2019": 542, "2018": "\u2014", "2017": "\u2014"}, "2020 Bulkers (iv)": {"2019": 265, "2018": "\u2014", "2017": "\u2014"}, "Total": {"2019": 39615, "2018": 150777, "2017": 59578}}

Question: What was the change in total transaction with other related parties from 2018 to 2019?
Answer: -111162

Question: What was the percentage change in total transaction with other related parties from 2017 to 2018?
Answer: 153.07
{"Company-operated restaurants: -- Beginning of period": {"2019": 137, "2018": 276, "2017": 417, "2016": 413, "2015": 431}, "Company-operated restaurants: -- New": {"2019": "\u2014", "2018": 1, "2017": 2, "2016": 4, "2015": 2}, "Company-operated restaurants: -- Refranchised": {"2019": "\u2014", "2018": -135, "2017": -178, "2016": -1, "2015": -21}, "Company-operated restaurants: -- Closed": {"2019": "\u2014", "2018": -5, "2017": -15, "2016": "\u2014", "2015": -6}, "Company-operated restaurants: -- Acquired from franchisees": {"2019": "\u2014", "2018": "\u2014", "2017": 50, "2016": 1, "2015": 7}, "Company-operated restaurants: -- End of period total": {"2019": 137, "2018": 137, "2017": 276, "2016": 417, "2015": 413}, "Company-operated restaurants: -- % of system": {"2019": 6, "2018": 6, "2017": 12, "2016": 18, "2015": 18}, "Franchise restaurants: -- Beginning of period": {"2019": 2100, "2018": 1975, "2017": 1838, "2016": 1836, "2015": 1819}, "Franchise restaurants: -- New": {"2019": 19, "2018": 11, "2017": 18, "2016": 12, "2015": 16}, "Franchise restaurants: -- Refranchised": {"2019": "\u2014", "2018": 135, "2017": 178, "2016": 1, "2015": 21}, "Franchise restaurants: -- Closed": {"2019": -13, "2018": -21, "2017": -9, "2016": -10, "2015": -13}, "Franchise restaurants: -- Sold to company": {"2019": "\u2014", "2018": "\u2014", "2017": -50, "2016": -1, "2015": -7}, "Franchise restaurants: -- End of period total": {"2019": 2106, "2018": 2100, "2017": 1975, "2016": 1838, "2015": 1836}, "Franchise restaurants: -- % of system": {"2019": 94, "2018": 94, "2017": 88, "2016": 82, "2015": 82}, "Franchise restaurants: -- System end of period total": {"2019": 2243, "2018": 2237, "2017": 2251, "2016": 2255, "2015": 2249}}

Question: What is the difference in the number of company-operated restaurants between 2017 and 2018 at end of period total? 
Answer: 139

Question: For franchise restaurants, what is the percentage increase of end of period total from 2015 to 2016?
Answer: 0.11
{"Adjusted EBITDA": {"2015 2": 3206.0, "2016 3": 3743.0, "2017 4": 4149.0, "2018 4,5": 4725.0, "2019 4": 4917.0}, "Cash Taxes": {"2015 2": -107.0, "2016 3": -98.0, "2017 4": -137.0, "2018 4,5": -172.0, "2019 4": -168.0}, "Maintenance Capex": {"2015 2": -124.0, "2016 3": -159.0, "2017 4": -115.0, "2018 4,5": -150.0, "2019 4": -160.0}, "Corporate Capex": {"2015 2": -26.0, "2016 3": -27.0, "2017 4": -17.0, "2018 4,5": -9.0, "2019 4": -11.0}, "Numerator": {"2015 2": 2948.0, "2016 3": 3459.0, "2017 4": 3880.0, "2018 4,5": 4394.0, "2019 4": 4579.0}, "Gross PPE": {"2015 2": 14397.0, "2016 3": 15652.0, "2017 4": 16950.0, "2018 4,5": 17717.0, "2019 4": 19326.0}, "Gross Intangibles": {"2015 2": 12671.0, "2016 3": 14795.0, "2017 4": 16183.0, "2018 4,5": 16323.0, "2019 4": 18474.0}, "Gross Goodwill6": {"2015 2": 4240.0, "2016 3": 4510.0, "2017 4": 4879.0, "2018 4,5": 4797.0, "2019 4": 5492.0}, "Denominator": {"2015 2": 31308.0, "2016 3": 34957.0, "2017 4": 38012.0, "2018 4,5": 38837.0, "2019 4": 43292.0}, "ROIC": {"2015 2": 9.4, "2016 3": 9.9, "2017 4": 10.2, "2018 4,5": 11.3, "2019 4": 10.6}}

Question: What was the change in adjusted EBITDA between 2016 and 2017?
Answer: 406

Question: What was the percentage change in gross goodwill between 2018 and 2019?
Answer: 14.49
{"Beginning balance": {"2019": 65542, "2018": 22173}, "Provision charged to expense": {"2019": 29849, "2018": 55152}, "Deductions": {"2019": -40352, "2018": -11783}, "Ending balance": {"2019": 55039, "2018": 65542}}

Question: What is the percentage change in the ending balance of allowance for doubtful accounts from 2018 to 2019?
Answer: -16.02

Question: What is the change in beginning balance of allowance of doubtful accounts from 2018 to 2019?
Answer: 43369
{"Expected dividend yield": {"2019": 0.6, "2018": 0.6, "2017": 0.8}, "Risk-free interest rate": {"2019": 2.3, "2018": 1.4, "2017": 0.5}, "Expected volatility(1)": {"2019": 28.6, "2018": 23.0, "2017": 33.0}, "Expected life": {"2019": 0.5, "2018": 0.5, "2017": 0.5}}

Question: What was the percentage change in expected volatility between 2018 and 2019?
Answer: 5.6

Question: What was the percentage change in Expected dividend yield between 2017 and 2018?
Answer: -0.2
{"Balance at Beginning of Fiscal Year": {"April 27, 2019": 1.4, "April 28, 2018": 1.3}, "Increases for Positions Related to the Prior Years": {"April 27, 2019": 1.8, "April 28, 2018": "\u2014"}, "Increases for Positions Related to the Current Year": {"April 27, 2019": 0.9, "April 28, 2018": 0.1}, "Decreases for Positions Related to the Prior Years": {"April 27, 2019": "\u2014", "April 28, 2018": "\u2014"}, "Lapsing of Statutes of Limitations": {"April 27, 2019": -1.0, "April 28, 2018": "\u2014"}, "Balance at End of Fiscal Year": {"April 27, 2019": 3.1, "April 28, 2018": 1.4}}

Question: What was the change in the Balance at Beginning of Fiscal Year from 2018 to 2019?
Answer: 0.1
{"Termination after Change of Control: -- Cash Severance(1)": {"Chris Lien": 1200000, "Wister Walcott": 450000, "Robert Bertz": 254063}, "Termination after Change of Control: -- Post-termination COBRA Reimbursement(2)": {"Chris Lien": 48160, "Wister Walcott": "\u2014", "Robert Bertz": 11098}, "Termination after Change of Control: -- Acceleration of Stock Options and RSUs(3)": {"Chris Lien": "\u2014", "Wister Walcott": 108675, "Robert Bertz": 55200}, "Termination after Change of Control: -- Total": {"Chris Lien": 1248160, "Wister Walcott": 558675, "Robert Bertz": 320361}, "Termination not in connection with Change of Control: -- Cash Severance(4)": {"Chris Lien": 600000, "Wister Walcott": 225000, "Robert Bertz": 103125}, "Termination not in connection with Change of Control: -- Post-termination COBRA Reimbursement(5)": {"Chris Lien": 24080, "Wister Walcott": "\u2014", "Robert Bertz": 5549}, "Termination not in connection with Change of Control: -- Total": {"Chris Lien": 624080, "Wister Walcott": 225000, "Robert Bertz": 108674}}

Question: What is the total cash severance paid by the company if they were to terminate Chris Lien, Mister Walcott and Robert Bertz after Change of Control?
Answer: 1904063

Question: What is the value of Wister Walcott's cash severance as a percentage of Chris Lien's under termination after Change of Control?
Answer: 37.5
{"Non-executive directors -- N Chandrasekaran@": {"Ratio to median remuneration": "-", "% increase in remuneration in the financial year": "-"}, "Non-executive directors -- Aman Mehta": {"Ratio to median remuneration": 51.55, "% increase in remuneration in the financial year": 5.0}, "Non-executive directors -- V Thyagarajan*": {"Ratio to median remuneration": "^", "% increase in remuneration in the financial year": "^"}, "Non-executive directors -- Prof Clayton M Christensen**": {"Ratio to median remuneration": "^", "% increase in remuneration in the financial year": "^"}, "Non-executive directors -- Dr Ron Sommer": {"Ratio to median remuneration": 36.0, "% increase in remuneration in the financial year": 4.76}, "Non-executive directors -- O P Bhatt": {"Ratio to median remuneration": 35.18, "% increase in remuneration in the financial year": 7.5}, "Non-executive directors -- Aarthi Subramanian@@": {"Ratio to median remuneration": "-", "% increase in remuneration in the financial year": "-"}, "Non-executive directors -- Dr Pradeep Kumar Khosla": {"Ratio to median remuneration": 24.55, "% increase in remuneration in the financial year": "^^"}, "Non-executive directors -- Hanne Sorensen***": {"Ratio to median remuneration": "^", "% increase in remuneration in the financial year": "^"}, "Non-executive directors -- Keki Mistry***": {"Ratio to median remuneration": "^", "% increase in remuneration in the financial year": "^"}, "Non-executive directors -- Don Callahan****": {"Ratio to median remuneration": "^", "% increase in remuneration in the financial year": "^"}, "Executive directors -- Rajesh Gopinathan": {"Ratio to median remuneration": 262.3, "% increase in remuneration in the financial year": 28.31}, "Executive directors -- N Ganapathy Subramaniam": {"Ratio to median remuneration": 190.01, "% increase in remuneration in the financial year": 24.88}, "Chief Financial Officer -- Ramakrishnan V": {"Ratio to median remuneration": "-", "% increase in remuneration in the financial year": 22.58}, "Company Secretary -- Rajendra Moholkar": {"Ratio to median remuneration": "-", "% increase in remuneration in the financial year": 18.23}}

Question: What is the difference in ratio to median remuneration between the two Executive Directors?
Answer: 72.29
{"Financial assets: -- Cash and cash equivalents": {"2018": 285907, "2019": 497874}, "Financial assets: -- Accounts receivable": {"2018": 173450, "2019": 199535}, "Financial liabilities: -- Accounts payable": {"2018": 80640, "2019": 119712}}

Question: What is the financial equity in 2018?
Answer: 378717

Question: What is the change in accounts payable from 2018 to 2019?
Answer: 39072
{"Net revenues by geographic region: -- Americas": {"2019": 3341, "2018": 3880, "Increase/ (decrease)": -539, "% Change": -14}, "Net revenues by geographic region: -- EMEA (1)": {"2019": 2239, "2018": 2618, "Increase/ (decrease)": -379, "% Change": -14}, "Net revenues by geographic region: -- Asia Pacific": {"2019": 909, "2018": 1002, "Increase/ (decrease)": -93, "% Change": -9}, "Net revenues by geographic region: -- Consolidated net revenues": {"2019": 6489, "2018": 7500, "Increase/ (decrease)": -1011, "% Change": -13}}

Question: What was the total net revenues in 2019 of Americas and EMEA?
Answer: 5580

Question: What was the total net revenues in 2018 of Americas and EMEA?
Answer: 6498

Question: What percentage of consolidated net revenue in 2019 consists of net revenue from Americas?
Answer: 51.49
{"Revenues:      -- Fixed fee license revenue": {"2019": 35.1, "2018": 75.3, "2017": 36.0}, "Revenues:      -- Per-unit royalty revenue": {"2019": 64.0, "2018": 24.3, "2017": 61.4}, "Revenues:      -- Total royalty and license revenue": {"2019": 99.1, "2018": 99.6, "2017": 97.4}, "Revenues:      -- Development, services, and other": {"2019": 0.9, "2018": 0.4, "2017": 2.6}, "Revenues:      -- Total revenues": {"2019": 100.0, "2018": 100.0, "2017": 100.0}, "Costs and expenses: -- Cost of revenues": {"2019": 0.5, "2018": 0.2, "2017": 0.6}, "Costs and expenses: -- Sales and marketing": {"2019": 17.9, "2018": 5.5, "2017": 38.6}, "Costs and expenses: -- Research and development": {"2019": 21.8, "2018": 8.8, "2017": 33.6}, "Costs and expenses: -- General and administrative": {"2019": 119.4, "2018": 37.7, "2017": 152.4}, "Costs and expenses: -- Restructuring costs": {"2019": "\u2014", "2018": "\u2014", "2017": 4.6}, "Costs and expenses: -- Total costs and expenses": {"2019": 159.6, "2018": 52.2, "2017": 229.8}, "Costs and expenses: -- Operating income (loss)": {"2019": -59.6, "2018": 47.8, "2017": -129.8}, "Costs and expenses: -- Interest and other income": {"2019": 5.0, "2018": 1.7, "2017": 1.0}, "Costs and expenses: -- Other expense": {"2019": 0.2, "2018": -0.2, "2017": 0.9}, "Costs and expenses: -- Income (loss) before provision for income taxes": {"2019": -54.4, "2018": 49.3, "2017": -127.9}, "Costs and expenses: -- Provision for income taxes": {"2019": -1.3, "2018": -0.4, "2017": -1.4}, "Costs and expenses: -- Net income (loss)": {"2019": -55.7, "2018": 48.9, "2017": -129.3}}

Question: What is the change in Fixed fee license revenue from 2018 and 2019?
Answer: -40.2

Question: What is the change in Per-unit royalty revenue between 2018 and 2019?
Answer: 39.7
{"": {"2019": "RMB\u2019Million", "2018": "RMB\u2019Million"}, "Transaction costs (Note (a))": {"2019": 85702, "2018": 69976}, "Employee benefits expenses (Note (b) and Note 13)": {"2019": 53123, "2018": 42153}, "Content costs (excluding amortisation of intangible assets)": {"2019": 48321, "2018": 39061}, "Amortisation of intangible assets (Note (c) and Note 20)": {"2019": 28954, "2018": 25616}, "Bandwidth and server custody fees (excluding depreciation of right-of-use assets)": {"2019": 16284, "2018": 15818}, "Depreciation of property, plant and equipment, investment properties and right-of-use assets (Note 16 and Note 18)": {"2019": 15623, "2018": 8423}, "Promotion and advertising expenses": {"2019": 16405, "2018": 19806}, "Travelling and entertainment expenses": {"2019": 1773, "2018": 1450}, "Auditors remuneration --  Audit and audit-related services": {"2019": 105, "2018": 110}, "Auditors remuneration --  Non-audit services": {"2019": 43, "2018": 26}}

Question: How much is the change in transaction costs from 2018 to 2019?
Answer: 15726

Question: How much is the change in Employee benefits expenses from 2018 to 2019?
Answer: 10970

Question: How much is the change in Promotion and advertising expenses from 2018 to 2019?
Answer: -3401
{"Net sales ": {"2019": 3164.4, "2018": 2873.5}, "Cost of sales ": {"2019": 2872.6, "2018": 2615.9}, "Gross profit ": {"2019": 291.8, "2018": 257.6}, "Gross margin ": {"2019": 9.2, "2018": 9.0}, "Operating income ": {"2019": 142.1, "2018": 118.3}, "Operating margin ": {"2019": 4.5, "2018": 4.1}, "Other expense ": {"2019": 16.1, "2018": 10.7}, "Income tax expense": {"2019": 17.3, "2018": 94.6}, "Net income ": {"2019": 108.6, "2018": 13.0}, "Diluted earnings per share ": {"2019": 3.5, "2018": 0.38}, "Return on invested capital* ": {"2019": 13.1, "2018": 16.1}, "Economic return*": {"2019": 4.1, "2018": 6.6}}

Question: What was the change in the gross profit between 2018 and 2019?
Answer: 34.2

Question: What was the percentage change in Income tax expense between 2018 and 2019?
Answer: -81.71
{"($ in millions) -- At December 31:": {"2019": 2019, "2018": 2018}, "($ in millions) -- Cash and cash equivalents": {"2019": 1697, "2018": 1833}, "($ in millions) -- Net investment in sales-type and direct financing leases (1)": {"2019": 6224, "2018": 6924}, "($ in millions) -- Equipment under operating leases external clients (2)": {"2019": 238, "2018": 444}, "($ in millions) -- Client loans": {"2019": 12884, "2018": 12802}, "($ in millions) -- Total client financing assets": {"2019": 19346, "2018": 20170}, "($ in millions) -- Commercial financing receivables": {"2019": 3820, "2018": 11838}, "($ in millions) -- Intercompany financing receivables (3) (4)": {"2019": 3870, "2018": 4873}, "($ in millions) -- Total assets": {"2019": 29568, "2018": 41320}, "($ in millions) -- Debt": {"2019": 24727, "2018": 31227}, "($ in millions) -- Total equity": {"2019": 2749, "2018": 3470}}

Question: What is the increase / (decrease) in the cash from 2018 to 2019?
Answer: -136
{"Unvested restricted stock at January 31, 2018": {"Unreleased Restricted Stock Units (in thousands)": 5670.7, "Weighted average grant date fair value per share": 82.94}, "Granted": {"Unreleased Restricted Stock Units (in thousands)": 2250.7, "Weighted average grant date fair value per share": 144.37}, "Vested": {"Unreleased Restricted Stock Units (in thousands)": -2982.0, "Weighted average grant date fair value per share": 76.3}, "Canceled/Forfeited": {"Unreleased Restricted Stock Units (in thousands)": -681.9, "Weighted average grant date fair value per share": 94.7}, "Performance Adjustment (1)": {"Unreleased Restricted Stock Units (in thousands)": 29.9, "Weighted average grant date fair value per share": 101.74}, "Unvested restricted stock at January 31, 2019": {"Unreleased Restricted Stock Units (in thousands)": 4287.4, "Weighted average grant date fair value per share": 120.07}}

Question: What is the difference in the units of unvested restricted stock for 2019 and 2018?
Answer: 1383.3
{"Revenue: -- Americas  .": {"July 27, 2019": 30927, "July 28, 2018": 29070, "July 29, 2017": 28351}, "Revenue: -- EMEA  .": {"July 27, 2019": 13100, "July 28, 2018": 12425, "July 29, 2017": 12004}, "Revenue: -- APJC .": {"July 27, 2019": 7877, "July 28, 2018": 7834, "July 29, 2017": 7650}, "Revenue: -- Total": {"July 27, 2019": 51904, "July 28, 2018": 49330, "July 29, 2017": 48005}, "Gross margin: -- Americas .": {"July 27, 2019": 20338, "July 28, 2018": 18792, "July 29, 2017": 18284}, "Gross margin: -- EMEA  .": {"July 27, 2019": 8457, "July 28, 2018": 7945, "July 29, 2017": 7855}, "Gross margin: -- APJC .": {"July 27, 2019": 4683, "July 28, 2018": 4726, "July 29, 2017": 4741}, "Gross margin: -- Segment total .": {"July 27, 2019": 33479, "July 28, 2018": 31463, "July 29, 2017": 30880}, "Gross margin: -- Unallocated corporate items .": {"July 27, 2019": -813, "July 28, 2018": -857, "July 29, 2017": -656}, "Gross margin: -- Total": {"July 27, 2019": 32666, "July 28, 2018": 30606, "July 29, 2017": 30224}}

Question: What was the percentage change in the total gross margin from all segments between 2018 and 2019?
Answer: 6.73
{"Year Ended May 31, -- (in millions)": {"2019": 2019, "2018": 2018, "2017": 2017}, "Cloud and license: -- revenues (1)": {"2019": 32582, "2018": 32041, "2017": 30452}, "Cloud and license: -- Cloud services and license support expenses": {"2019": 3597, "2018": 3441, "2017": 2881}, "Cloud and license: -- Sales and marketing expenses": {"2019": 7398, "2018": 7213, "2017": 6770}, "Cloud and license: -- Margin (2)": {"2019": 21587, "2018": 21387, "2017": 20801}, "Hardware: -- revenues": {"2019": 3704, "2018": 3994, "2017": 4152}, "Hardware: -- Hardware products and support expenses": {"2019": 1327, "2018": 1547, "2017": 1618}, "Hardware: -- Sales and marketing expenses": {"2019": 520, "2018": 643, "2017": 825}, "Hardware: -- Margin (2)": {"2019": 1857, "2018": 1804, "2017": 1709}, "Services: -- revenues": {"2019": 3240, "2018": 3395, "2017": 3359}, "Services: -- Services expenses": {"2019": 2703, "2018": 2729, "2017": 2661}, "Services: -- Margin (2)": {"2019": 537, "2018": 666, "2017": 698}, "Totals: -- revenues (1)": {"2019": 39526, "2018": 39430, "2017": 37963}, "Totals: -- Expenses": {"2019": 15545, "2018": 15573, "2017": 14755}, "Totals: -- Margin (2)": {"2019": 23981, "2018": 23857, "2017": 23208}}

Question: What was the percentage change in hardware revenues from 2017 to 2018?
Answer: -3.81

Question: How much was the total revenue for cloud and license business and services business in 2019?
Answer: 35822

Question: What was the difference in total expenses in 2019 and 2017?
Answer: 790
{"": {"June 30, 2019": "", "June 24, 2018": "(in thousands)", "June 25, 2017": ""}, "Equity-based compensation expense": {"June 30, 2019": 187234, "June 24, 2018": 172216, "June 25, 2017": 149975}, "Income tax benefit recognized related to equity-based compensation": {"June 30, 2019": 47396, "June 24, 2018": 87505, "June 25, 2017": 38381}, "Income tax benefit realized from the exercise and vesting of options and RSUs": {"June 30, 2019": 49242, "June 24, 2018": 90297, "June 25, 2017": 92749}}

Question: What is the percentage change in the Equity-based compensation expense from 2018 to 2019?
Answer: 8.72

Question: What is the percentage change in the Income tax benefit recognized related to equity-based compensation from 2018 to 2019?
Answer: -45.84
{"Committed credit facilities -- Unsecured revolving and expansion credit facilities(1)(2)": {"TOTAL AVAILABLE": 4000, "DRAWN": "\u2013", "LETTERS OF CREDIT": "\u2013", "COMMERCIAL PAPER OUTSTANDING": 1951, "NET AVAILABLE": 2049}, "Committed credit facilities -- Other": {"TOTAL AVAILABLE": 106, "DRAWN": "\u2013", "LETTERS OF CREDIT": 106, "COMMERCIAL PAPER OUTSTANDING": "\u2013", "NET AVAILABLE": "\u2013"}, "Committed credit facilities -- Total committed credit facilities": {"TOTAL AVAILABLE": 4106, "DRAWN": "\u2013", "LETTERS OF CREDIT": 106, "COMMERCIAL PAPER OUTSTANDING": 1951, "NET AVAILABLE": 2049}, "Committed credit facilities -- Total non-committed credit facilities": {"TOTAL AVAILABLE": 1939, "DRAWN": "\u2013", "LETTERS OF CREDIT": 1059, "COMMERCIAL PAPER OUTSTANDING": "\u2013", "NET AVAILABLE": 880}, "Committed credit facilities -- Total committed and non-committed credit facilities": {"TOTAL AVAILABLE": 6045, "DRAWN": "\u2013", "LETTERS OF CREDIT": 1165, "COMMERCIAL PAPER OUTSTANDING": 1951, "NET AVAILABLE": 2929}}

Question: What is the ratio of the net available total committed credit facilities over the net available total non-committed credit facilities?
Answer: 2.33

Question: What percentage of the total non-committed credit facilities available is classified as net available? 
Answer: 45.38
{"Profit before tax": {"2019": 4596.0, "2018": 5600.0, "2017": 5029.0}, "Tax expense at applicable tax rate of 26.4% rate of 26.4% (2018: 26.4%; 2017: 26.4%)": {"2019": 1212.0, "2018": 1478.0, "2017": 1327.0}, "Tax effect of: -- Foreign tax rates": {"2019": 209.0, "2018": 147.0, "2017": 403.0}, "Tax effect of: -- Changes in tax laws and tax rates": {"2019": 10.0, "2018": 0.0, "2017": 212.0}, "Tax effect of: -- Non-deductible expenses": {"2019": 116.0, "2018": 106.0, "2017": 82.0}, "Tax effect of: -- Tax-exempt income": {"2019": 93.0, "2018": 38.0, "2017": 95.0}, "Tax effect of: -- Withholding taxes": {"2019": 138.0, "2018": 91.0, "2017": 131.0}, "Tax effect of: -- Research and development and foreign tax credits": {"2019": 89.0, "2018": 33.0, "2017": 26.0}, "Tax effect of: -- Prior-year taxes": {"2019": 80.0, "2018": 17.0, "2017": 26.0}, "Tax effect of: -- Reassessment of deferred tax assets, research and development tax credits, and foreign tax credits": {"2019": 48.0, "2018": 58.0, "2017": 185.0}, "Tax effect of: -- Other": {"2019": 13.0, "2018": 13.0, "2017": 20.0}, "Tax effect of: -- Total income tax expense": {"2019": 1226.0, "2018": 1511.0, "2017": 983.0}, "Tax effect of: -- Effective tax rate (in %)": {"2019": 26.7, "2018": 27.0, "2017": 19.5}}

Question: What was the change in Other in 2019 from 2018?
Answer: 0

Question: What was the percentage change in Other in 2019 from 2018?
Answer: 0
{"Herbjrn Hansson": {"Age": 72, "Position": "Chairman, Chief Executive Officer, President and Director"}, "David Workman": {"Age": 58, "Position": "Director"}, "Richard H. K. Vietor": {"Age": 74, "Position": "Director"}, "Alexander Hansson": {"Age": 38, "Position": "Director"}, "Jim Kelly": {"Age": 66, "Position": "Vice Chairman, Director and Audit Committee Member"}, "Bjrn Giaever": {"Age": 52, "Position": "Chief Financial Officer"}}

Question: What is the total age of the company's Chief Executive Officer and Chief Financial Officer?
Answer: 124
{"Segment -- Telematics Systems": {"2018": 48943.0, "2017": 47432.0, "$ Change": 1511.0, "% Change": 3.2}, "Segment -- Software & Subscription Services": {"2018": 8233.0, "2017": 3075.0, "$ Change": 5158.0, "% Change": 167.7}, "Segment -- Satellite": {"2018": "-", "2017": 2447, "$ Change": -2447, "% Change": -100.0}, "Segment -- Corporate Expense": {"2018": -4794.0, "2017": -3586.0, "$ Change": -1208.0, "% Change": 33.7}, "Segment -- Total Adjusted EBITDA": {"2018": 52382.0, "2017": 49368.0, "$ Change": 3014.0, "% Change": 6.1}}

Question: What was the total Adjusted EBITDA for Telematics Systems and Software & Subscription Services in 2018?
Answer: 57176

Question: What was the total Adjusted EBITDA for Telematics Systems and Software & Subscription Services in 2017?
Answer: 50507
{"": {"2019": 0.0, "2018": 0.0, "2017": 0.0, "2016": 0.0, "2015": 0.0}, "Revenue": {"2019": 171819.0, "2018": 140176.0, "2017": 110865.0, "2016": 93597.0, "2015": 80216.0}, "EBITDA": {"2019": 62721.0, "2018": 44869.0, "2017": 33254.0, "2016": 27430.0, "2015": 22697.0}, "EPS": {"2019": 40.57, "2018": 28.86, "2017": 21.7, "2016": 17.89, "2015": 12.47}, "Profit for the year": {"2019": 52893.0, "2018": 37489.0, "2017": 28077.0, "2016": 23020.0, "2015": 15398.0}, "Dividend declared - AU cents": {"2019": 34.0, "2018": 27.0, "2017": 23.0, "2016": 20.0, "2015": 16.0}, "Share price - AU$": {"2019": 34.2, "2018": 22.51, "2017": 8.57, "2016": 6.46, "2015": 4.43}, "STI Achievement": {"2019": 100.0, "2018": 131.0, "2017": 103.0, "2016": 97.0, "2015": 63.0}, "STI performance hurdles": {"2019": 70.0, "2018": 50, "2017": 70, "2016": 50, "2015": "Different metrics related to subscriber related to subscriber growth, EPS and Product development related to subscriber growth, EPS and Product development related to subscriber growth, EPS and Product development"}, "LTI Achievement": {"2019": 100.0, "2018": 100.0, "2017": 100.0, "2016": 100.0, "2015": 50.0}, "LTI performance hurdles": {"2019": 50.0, "2018": "EPS", "2017": "EPS", "2016": "EPS", "2015": 50}}

Question: What is the percentage change in the revenue from 2018 to 2019?
Answer: 22.57

Question: What is the percentage change in profits from 2018 to 2019?
Answer: 41.09

Question: What is the percentage change in EBITDA from 2017 to 2018?
Answer: 34.93
{"Property and equipmentat cost: -- Leasehold improvements": {"2019": 3575, "2018": 3825}, "Property and equipmentat cost: -- Equipment": {"2019": 3041, "2018": 2604}, "Property and equipmentat cost: -- Capitalized internal-use software development costs": {"2019": 1088, "2018": 916}, "Property and equipmentat cost: -- Furniture and fixtures": {"2019": 526, "2018": 425}, "Property and equipmentat cost: -- ": {"2019": 8230, "2018": 7770}, "Property and equipmentat cost: -- Less: accumulated depreciation and amortization": {"2019": -3999, "2018": -3105}, "Property and equipmentat cost: -- Total property and equipment, net": {"2019": 4231, "2018": 4665}}

Question: What is the percentage change of net total property and equipment from 2018 to 2019?
Answer: -9.3
{"": {"2019": 0, "2018": 0}, "Interest rate swaps (AUD) at face value -- Current interest rate swaps": {"2019": 400000, "2018": 270000}, "Interest rate swaps (AUD) at face value -- Future interest rate swaps": {"2019": 275000, "2018": 400000}, "Interest rate swaps (NZD) at face value -- Current interest rate swaps": {"2019": 73500, "2018": 53500}, "Interest rate swaps (NZD) at face value -- Future interest rate swaps": {"2019": 50000, "2018": 100000}, "AUD equivalent of NZD interest rate swaps -- Current interest rate swaps": {"2019": 70361, "2018": 48944}, "AUD equivalent of NZD interest rate swaps -- Future interest rate swaps": {"2019": 47864, "2018": 91485}}

Question: What is the change in Interest rate swaps (AUD) at face value for Current interest rate swaps from 2018 to 2019?
Answer: 130000

Question: What is the change in Interest rate swaps (AUD) at face value for Future interest rate swaps from 2018 to 2019?
Answer: -125000

Question: What is the change in Interest rate swaps (NZD) at face value for Current interest rate swaps from 2018 to 2019?
Answer: 20000
{"Susan P. Barsamian(5)": {"Fees earned or paid in cash ($) (1)(2)": 3383, "Stock Awards ($)(3)(4)": 73210, "Total ($)": 76593}, "Frank E. Dangeard": {"Fees earned or paid in cash ($) (1)(2)": 85018, "Stock Awards ($)(3)(4)": 274982, "Total ($)": 360000}, "Peter A. Feld(7)": {"Fees earned or paid in cash ($) (1)(2)": 16071, "Stock Awards ($)(3)(4)": 174108, "Total ($)": 190179}, "Dale L. Fuller(7)": {"Fees earned or paid in cash ($) (1)(2)": 34821, "Stock Awards ($)(3)(4)": 147321, "Total ($)": 182142}, "Kenneth Y. Hao": {"Fees earned or paid in cash ($) (1)(2)": 21, "Stock Awards ($)(3)(4)": 324979, "Total ($)": 325000}, "Richard S. Hill(5)": {"Fees earned or paid in cash ($) (1)(2)": 15772, "Stock Awards ($)(3)(4)": 61948, "Total ($)": 77720}, "David W. Humphrey": {"Fees earned or paid in cash ($) (1)(2)": 21, "Stock Awards ($)(3)(4)": 324979, "Total ($)": 325000}, "Geraldine B. Laybourne(10)": {"Fees earned or paid in cash ($) (1)(2)": 80018, "Stock Awards ($)(3)(4)": 274982, "Total ($)": 355000}, "David L. Mahoney": {"Fees earned or paid in cash ($) (1)(2)": 105024, "Stock Awards ($)(3)(4)": 274976, "Total ($)": 380000}, "Robert S. Miller(10)(11)": {"Fees earned or paid in cash ($) (1)(2)": 120639, "Stock Awards ($)(3)(4)": 124635, "Total ($)": 245274}, "Anita M. Sands": {"Fees earned or paid in cash ($) (1)(2)": 70018, "Stock Awards ($)(3)(4)": 274982, "Total ($)": 345000}, "Daniel H. Schulman": {"Fees earned or paid in cash ($) (1)(2)": 195018, "Stock Awards ($)(3)(4)": 274982, "Total ($)": 470000}, "V. Paul Unruh": {"Fees earned or paid in cash ($) (1)(2)": 95018, "Stock Awards ($)(3)(4)": 274982, "Total ($)": 370000}, "Suzanne M. Vautrinot": {"Fees earned or paid in cash ($) (1)(2)": 70018, "Stock Awards ($)(3)(4)": 274982, "Total ($)": 345000}}

Question: How much more in Director compensation did Frank E. Dangeard have over Susan P. Barsamian?
Answer: 283407

Question: How much more in Director compensation did Peter A. Feld have over Dale L. Fuller?
Answer: 8037
{"1 year or less": {"December 31, 2019": 180219, "": 60}, "1-2 years": {"December 31, 2019": 91132, "": 30}, "2-5 years": {"December 31, 2019": 30604, "": 10}, "": {"December 31, 2019": 301955, "": 100}}

Question: What is the total unbilled receivables due within 2 years?
Answer: 271351

Question: What is the total unbilled receivables due between 1 to 5 years?
Answer: 121736

Question: What is the value of the unbilled receivables due within 2-5 years as a percentage of the unbilled receivables due within 1 year?
Answer: 16.98
{"Current -- Annual leave": {"2019 $000": 2349, "2018 $000": 2233}, "Current -- Long service leave": {"2019 $000": 830, "2018 $000": 781}, "Current -- Clawback": {"2019 $000": 2715, "2018 $000": 2463}, "Current -- Rebates": {"2019 $000": 241, "2018 $000": 224}, "Current -- ": {"2019 $000": 6135, "2018 $000": 5701}, "Non-Current -- Long service leave": {"2019 $000": 418, "2018 $000": 343}, "Non-Current -- ": {"2019 $000": 418, "2018 $000": 343}}

Question: What is the percentage change in the annual leave provisions from 2018 to 2019?
Answer: 5.19

Question: What is the percentage change in the current provisions from 2018 to 2019?
Answer: 7.61

Question: What is the percentage change in the non-current provisions from 2018 to 2019?
Answer: 21.87
{"Internally developed software": {"2019": 808.2, "2018": 746.0}, "Purchased software": {"2019": 78.9, "2018": 60.7}, "Computer software": {"2019": 887.1, "2018": 806.7}, "Accumulated amortization": {"2019": -481.1, "2018": -401.1}, "Computer software, net": {"2019": 406.0, "2018": 405.6}}

Question: What was the change in purchased software between 2018 and 2019?
Answer: 18.2
{"": {"31 March 2019": "$M", "31 March 2018": "$M"}, "Investment in Sophos Holdings Limited": {"31 March 2019": 1035.8, "31 March 2018": 1035.8}, "Investment in Sophos Limited": {"31 March 2019": 94.8, "31 March 2018": 63.3}, "At 31 March": {"31 March 2019": 1130.6, "31 March 2018": 1099.1}}

Question: What was the change in the amount of Investment in Sophos Limited in 2019 from 2018?
Answer: 31.5

Question: What was the percentage change in the amount of Investment in Sophos Limited in 2019 from 2018?
Answer: 49.76
{"": {"Business": "", "Consumer": "(Dollars in millions)", "Total": ""}, "As of December 31, 2017(1)": {"Business": 20197, "Consumer": 10278, "Total": 30475}, "Purchase accounting and other adjustments(2)(3)": {"Business": 250, "Consumer": 32, "Total": 282}, "Impairment": {"Business": "\u2014", "Consumer": -2726, "Total": -2726}, "As of December 31, 2018": {"Business": 20447, "Consumer": 7584, "Total": 28031}}

Question: What is the amount of goodwill under Business as a ratio of the Total amount as of December 31, 2018?
Answer: 0.73

Question: What is the sum of the total amount of goodwill for 2017 and 2018?
Answer: 58506