kensho/bizbench huggingface dataset:
{"Numerator: -- Netearnings": {"2019": 159407.0, "2018": 163677.0, "2017": 90683.0}, "Denominator: -- Weighted-average shares used to compute basic EPS": {"2019": 35538.0, "2018": 35586.0, "2017": 35741.0}, "Dilutive potential common shares due to dilutive: -- RSUs, net of tax effect": {"2019": 421.0, "2018": 423.0, "2017": 466.0}, "Dilutive potential common shares due to dilutive: -- Weighted-average shares used to compute diluted EPS": {"2019": 35959.0, "2018": 36009.0, "2017": 36207.0}, "Net earnings per share: -- Basic": {"2019": 4.49, "2018": 4.6, "2017": 2.54}, "Net earnings per share: -- Diluted": {"2019": 4.43, "2018": 4.55, "2017": 2.5}}

Question: What is the change in Net earnings between 2018 and 2019?
Answer: -4270

Question: What is the change in Weighted-average shares used to compute basic EPS from 2018 and 2019?
Answer: -48
{"Numerator (basic)  Net income for the year": {"2019": 2043.0, "2018": 2059.0}, "Denominator  Number of shares (in millions): Weighted average number of shares outstanding  basic": {"2019": 512.0, "2018": 515.0}, "Effect of dilutive securities (in millions): Employee stock options and restricted share units": {"2019": 1.0, "2018": 1.0}, "Weighted average number of shares outstanding  diluted": {"2019": 513.0, "2018": 516.0}, "Earnings per share: -- Basic": {"2019": 3.99, "2018": 4.0}, "Earnings per share: -- Diluted": {"2019": 3.97, "2018": 3.99}}

Question: What is the increase/ (decrease) in Numerator (basic) – Net income from 2018 to 2019?
Answer: -16

Question: What is the increase/ (decrease) in Basic Earnings per share from 2018 to 2019?
Answer: -0.01

Question: What is the increase/ (decrease) in Diluted Earnings per share from 2018 to 2019?
Answer: -0.02
{"Interest expense": {"For the Year Ended December 31, 2019": 125496, "For the Year Ended December 31, 2018": 129941, "For the Year Ended December 31, 2017": 115099}, "Amortization and write-off of deferred financing costs": {"For the Year Ended December 31, 2019": 7746, "For the Year Ended December 31, 2018": 7866, "For the Year Ended December 31, 2017": 6391}, "Other": {"For the Year Ended December 31, 2019": 237, "For the Year Ended December 31, 2018": 109, "For the Year Ended December 31, 2017": 121}, "Interest expense and finance cost": {"For the Year Ended December 31, 2019": 133479, "For the Year Ended December 31, 2018": 137916, "For the Year Ended December 31, 2017": 121611}}

Question: What was the change in Interest expense between 2017 and 2018?
Answer: 14842

Question: What was the percentage change in the Interest expense and finance cost between 2018 and 2019?
Answer: -3.22
{"Deferred product revenue": {"April 26, 2019": 84, "April 27, 2018": 107}, "Deferred services revenue": {"April 26, 2019": 3502, "April 27, 2018": 3134}, "Financed unearned services revenue": {"April 26, 2019": 82, "April 27, 2018": 122}, "Total": {"April 26, 2019": 3668, "April 27, 2018": 3363}, "Reported as: -- Short-term": {"April 26, 2019": 1825, "April 27, 2018": 1712}, "Reported as: -- Long-term": {"April 26, 2019": 1843, "April 27, 2018": 1651}, "Reported as: -- Total": {"April 26, 2019": 3668, "April 27, 2018": 3363}}

Question: What was the change in deferred services revenue between 2018 and 2019?
Answer: 368

Question: What was the percentage change in revenues reported as long-term between 2018 and 2019?
Answer: 11.63
{"Trade accounts receivable, current": {"2019": 378616.0, "2018": 338473.0}, "Income taxes receivable": {"2019": 1571.0, "2018": 916.0}, "Other": {"2019": 13440.0, "2018": 11132.0}, "Receivables, gross": {"2019": 393627.0, "2018": 350521.0}, "Less: Allowance for doubtful accounts": {"2019": 3480.0, "2018": 3096.0}, "Receivables,net": {"2019": 390147.0, "2018": 347425.0}, "Allowance for doubtful accounts as a percent of trade accounts receivable, current": {"2019": 0.9, "2018": 0.9}}

Question: What was the change in Income taxes receivable in 2019 from 2018?
Answer: 655

Question: What was the percentage change in Income taxes receivable in 2019 from 2018?
Answer: 71.51
{"Cash and cash equivalents": {"2019": 259067, "2018": 256947}, "Restricted cash included in other assets": {"2019": 304, "2018": 304}, "Cash, cash equivalents and restricted cash shown in the statement of cash flows": {"2019": 259371, "2018": 257251}}

Question: What is the percentage change in cash and cash equivalents between 2018 and 2019?
Answer: 0.83
{"Fiscal year 2016": {"Dividends Paid(1)": 62436, "Share Repurchases(2)": 148185, "Total": 210621}, "Fiscal year 2017": {"Dividends Paid(1)": 59959, "Share Repurchases(2)": 306397, "Total": 366356}, "Fiscal year 2018": {"Dividends Paid(1)": 57833, "Share Repurchases(2)": 450000, "Total": 507833}, "Fiscal year 2019": {"Dividends Paid(1)": 52004, "Share Repurchases(2)": 350000, "Total": 402004}, "Total": {"Dividends Paid(1)": 232232, "Share Repurchases(2)": 1254582, "Total": 1486814}}

Question: What was the change in share repurchases between 2016 and 2017?
Answer: 158212

Question: What was the percentage change in dividends paid between 2018 and 2019?
Answer: -10.08
{"Balance, beginning of the year": {"January 31, 2020": 7418, "February 1, 2019": 6660}, "Increase in goodwill related to business combinations": {"January 31, 2020": 1911, "February 1, 2019": 784}, "Other adjustment": {"January 31, 2020": "\u2014", "February 1, 2019": -26}, "Balance, end of the year": {"January 31, 2020": 9329, "February 1, 2019": 7418}}

Question: What was the change in the Increase in goodwill related to business combinations between 2019 and 2020?
Answer: 1127

Question: What was the change in balance at the beginning of the year between 2019 and 2020?
Answer: 758

Question: What was the percentage change in the balance at the end of the year between 2019 and 2020?
Answer: 25.76
{"Allowance for expected credit loss -- Balance as of 1 January": {"2019": 1.7, "2018": 1.3, "2017": 2.6}, "Allowance for expected credit loss -- Adjustment to prior years": {"2019": 1.5, "2018": "-", "2017": "-"}, "Allowance for expected credit loss -- Provisions for the year": {"2019": 2.4, "2018": 1.7, "2017": 0.6}, "Allowance for expected credit loss -- Provisions reversed during the year": {"2019": -1.9, "2018": -1.0, "2017": -1.9}, "Allowance for expected credit loss -- Provisions utilized during the year": {"2019": "-", "2018": -0.3, "2017": "-"}, "Allowance for expected credit loss -- Balance as of 31 December": {"2019": 3.7, "2018": 1.7, "2017": 1.3}}

Question: What was the change in the Balance as of 31 December in 2019 from 2018?
Answer: 2

Question: What was the percentage change in the Balance as of 31 December in 2019 from 2018?
Answer: 117.65
{"": {"2019": "(in thousands)", "2018": ""}, "Beginning balance": {"2019": 240500, "2018": 310645}, "Other additions": {"2019": 86, "2018": "\u2014"}, "Transfers to developed technology from IPR&D": {"2019": 4400, "2018": "\u2014"}, "Amortization": {"2019": -57015, "2018": -67947}, "Impairment losses": {"2019": "\u2014", "2018": -2198}, "Ending balance": {"2019": 187971, "2018": 240500}}

Question: What was the change in the Beginning balance from 2018 to 2019?
Answer: -70145
{"Various guarantees": {"2018": 451, "2019": 388}, "Other long-term assets": {"2018": 2092, "2019": 1613}, "Cash collaterals on swaps": {"2018": "\u2014", "2019": 22220}, "Total": {"2018": 2543, "2019": 24221}}

Question: What was the change in various guarantees from 2018 to 2019?
Answer: -63

Question: What was the percentage change in total other non-current assets from 2018 to 2019?
Answer: 852.46
{"": {"2019": "", "2018": "(in thousands)"}, "Cash": {"2019": 347, "2018": 374}, "Restricted cash": {"2019": 9967, "2018": 10000}, "Other current assets": {"2019": 33, "2018": "\u2014"}, "Long-term capitalized contract costs": {"2019": "\u2014", "2018": 33818}, "Long-term contracts financing receivable": {"2019": 115508, "2018": "\u2014"}, "Other noncurrent assets": {"2019": 1419, "2018": 810}, "Total assets": {"2019": 127274, "2018": 45002}, "Trade accounts payable": {"2019": 25, "2018": 165}, "Accrued compensation and other current liabilities": {"2019": 191, "2018": "\u2014"}, "Due to Cubic": {"2019": 25143, "2018": 11724}, "Other long-term liabilities": {"2019": 21605, "2018": 13}, "Long-term debt": {"2019": 61994, "2018": 9056}, "Total liabilities": {"2019": 108958, "2018": 20958}, "Total Cubic equity": {"2019": -603, "2018": -304}, "Noncontrolling interests": {"2019": 18919, "2018": 24348}, "Total liabilities and owners' equity": {"2019": 127274, "2018": 45002}}

Question: What is the change in total assets from 2018 to 2019?
Answer: 82272

Question: What is the percentage change in cash?
Answer: -7.22
{"Year Ended December 31 -- ": {"2019": 2019, "2018": 2018}, "Year Ended December 31 -- Common stock, vested at issuance and nonvested at issuance": {"2019": 721, "2018": 555}, "Year Ended December 31 -- Stock options": {"2019": 354, "2018": 132}, "Year Ended December 31 -- Restricted stock units": {"2019": 225, "2018": 103}, "Year Ended December 31 -- Compensation expense related to common stock awards issued under equity incentive plan": {"2019": 1300, "2018": 790}}

Question: What is the change in the common stock value between 2018 and 2019?
Answer: 166

Question: What is the total value of stock options in 2018 and 2019?
Answer: 486
{"Upfront revenue -- Upfront fees": {"2019 $'000": 113609, "2018 $'000": 140971}, "Upfront revenue -- Click-through fees": {"2019 $'000": 3657, "2018 $'000": 1349}, "Upfront revenue -- Advertising and subscription fees": {"2019 $'000": 2161, "2018 $'000": 1604}, "Upfront revenue -- ": {"2019 $'000": 119427, "2018 $'000": 143924}, "Upfront revenue -- Trail commission revenue": {"2019 $'000": 34732, "2018 $'000": 33007}, "Upfront revenue -- Total revenue from contracts with customers": {"2019 $'000": 154159, "2018 $'000": 176931}, "Upfront revenue -- Revenue related to performance obligations satisfied in previous years": {"2019 $'000": 502, "2018 $'000": 4760}}

Question: What is the percentage change in upfront fees from 2018 to 2019?
Answer: -19.41

Question: What is the percentage change in click-through fees from 2018 to 2019?
Answer: 171.09

Question: What is the percentage change in the total upfront revenue from 2018 to 2019?
Answer: -17.02
{"Audit fees (1)": {"2019": 3454348, "2018": 3589147}, "Tax fees (2)": {"2019": 546618, "2018": 931017}, "All other fees (3)": {"2019": 1895, "2018": 1895}, "Total": {"2019": 4002861, "2018": 4522059}}

Question: What was the change in All other fees in 2019 from 2018?
Answer: 0

Question: What was the percentage change in All other fees in 2019 from 2018?
Answer: 0
{"": {"As of December 31,": 2019, "": 2018}, "Deferred tax assets: -- Allowance for sales returns and price protection": {"As of December 31,": 19, "": 25}, "Deferred tax assets: -- Accrued expenses": {"As of December 31,": 28, "": 26}, "Deferred tax assets: -- Deferred revenue": {"As of December 31,": 119, "": 136}, "Deferred tax assets: -- Tax attributes carryforwards": {"As of December 31,": 93, "": 81}, "Deferred tax assets: -- Share-based compensation": {"As of December 31,": 54, "": 69}, "Deferred tax assets: -- Intangibles": {"As of December 31,": 1289, "": 43}, "Deferred tax assets: -- U.S. deferred taxes on foreign earnings": {"As of December 31,": "\u2014", "": 318}, "Deferred tax assets: -- Capitalized software development expenses": {"As of December 31,": 67, "": "\u2014"}, "Deferred tax assets: -- Other": {"As of December 31,": 109, "": 28}, "Deferred tax assets: -- Deferred tax assets": {"As of December 31,": 1778, "": 726}, "Deferred tax assets: -- Valuation allowance": {"As of December 31,": -181, "": -61}, "Deferred tax assets: -- Deferred tax assets, net of valuation allowance": {"As of December 31,": 1597, "": 665}, "Deferred tax liabilities: -- Intangibles": {"As of December 31,": -142, "": -140}, "Deferred tax liabilities: -- Capitalized software development expenses": {"As of December 31,": "\u2014", "": -57}, "Deferred tax liabilities: -- U.S. deferred taxes on foreign earnings": {"As of December 31,": -594, "": "\u2014"}, "Deferred tax liabilities: -- Other": {"As of December 31,": -73, "": -26}, "Deferred tax liabilities: -- Deferred tax liabilities": {"As of December 31,": -809, "": -223}, "Deferred tax liabilities: -- Net deferred tax assets": {"As of December 31,": 788, "": 442}}

Question: What was the percentage change in accrued expenses between 2018 and 2019?
Answer: 7.69

Question: What was the percentage change in intangibles between 2018 and 2019?
Answer: 2897.67

Question: What was the change in net deferred tax assets between 2018 and 2019?
Answer: 346
{"Net Sales": {"As Reported": 1000.3, "Adjustments": -24.2, "Balance Under ASC 605": 1024.5}, "Cost of Products Sold": {"As Reported": 734.5, "Adjustments": -24.2, "Balance Under ASC 605": 758.7}, "Total Inventories": {"As Reported": 116.7, "Adjustments": -0.5, "Balance Under ASC 605": 117.2}, "Contract Assets": {"As Reported": 0.8, "Adjustments": 0.8, "Balance Under ASC 605": "$\u2014"}, "Contract Liabilities": {"As Reported": 0.3, "Adjustments": 0.3, "Balance Under ASC 605": "$\u2014"}, "Retained Earnings": {"As Reported": 545.2, "Adjustments": 0.1, "Balance Under ASC 605": 545.1}}

Question: What percentage of net sales was retained earnings as reported?
Answer: 54.5

Question: What percentage of retained earnings was total inventories as reported?
Answer: 21.4
{"2017": {"Total Cash Dividends Paid": 119.7, "Total Cash Dividends Paid Per Common Share": 0.64}, "2018": {"Total Cash Dividends Paid": 102.9, "Total Cash Dividends Paid Per Common Share": 0.64}, "2019": {"Total Cash Dividends Paid": 99.1, "Total Cash Dividends Paid Per Common Share": 0.64}, "Total": {"Total Cash Dividends Paid": 321.7, "Total Cash Dividends Paid Per Common Share": ""}}

Question: What is the total cash dividends paid for 2019 expressed as percentage of the total cash dividends paid for all years?
Answer: 30.81

Question: About how many common shares were there in total for all years?
Answer: 502.66
{"Orders": {"2019": 12894.0, "2018": 11025.0, "Actual": 17.0, "Comp.": 16.0}, "Revenue": {"2019": 8916.0, "2018": 8821.0, "Actual": 1.0, "Comp.": 0.0}, "Adjusted EBITA": {"2019": 983.0, "2018": 958.0, "Actual": 3, "Comp.": ""}, "Adjusted EBITA margin": {"2019": 11.0, "2018": 10.9, "Actual": "", "Comp.": ""}}

Question: What it the increase / (decrease) in revenue from 2018 to 2019?
Answer: 95

Question: What is the increase / (decrease) in the Adjusted EBITDA margin from 2018 to 2019?
Answer: 0.1
{"(In thousands of Canadian dollars)": {"2019": "$", "2018": "$"}, "Dividends on multiple voting shares": {"2019": 32951, "2018": 29813}, "Dividends on subordinate voting shares": {"2019": 70757, "2018": 63886}, "": {"2019": 103708, "2018": 93699}}

Question: What was the increase / (decrease) in the Dividends on multiple voting shares from 2018 to 2019?
Answer: 3138
{"": {"2017": "NT$(In Thousands)", "2018": "NT$(In Thousands)", "2019": "NT$(In Thousands)"}, "Employees compensation  Cash": {"2017": 1032324, "2018": 1400835, "2019": 1132952}, "Directors compensation": {"2017": 11452, "2018": 7624, "2019": 10259}}

Question: What is the increase/ (decrease) in Directors’ compensation from 2018 to 2019?
Answer: 2635

Question: What is the increase/ (decrease) in Employees’ compensation – Cash from 2018 to 2019?
Answer: -267883
{"Gregory S. Clark(1)": {"FY19 RSU Award Amount (#)(2)": 0, "Grant Date Value ($)": 0}, "Nicholas R. Noviello": {"FY19 RSU Award Amount (#)(2)": 95416, "Grant Date Value ($)": 2106785}, "Amy L. Cappellanti-Wolf": {"FY19 RSU Award Amount (#)(2)": 78620, "Grant Date Value ($)": 1683254}, "Samir Kapuria": {"FY19 RSU Award Amount (#)(2)": 238243, "Grant Date Value ($)": 5100783}, "Scott C. Taylor": {"FY19 RSU Award Amount (#)(2)": 61339, "Grant Date Value ($)": 1354365}}

Question: What is the total grant date value for all NEOs?
Answer: 10245187

Question: How much more in grant date value does Nicholas R. Noviello have compared to Amy L. Cappellanti-Wolf?
Answer: 423531
{"Revenue: -- Perpetual license": {"2019": 80015.0, "2018": 109863.0, "2017": 132883.0, "2016": 145053.0, "2015": 166305.0}, "Revenue: -- Term license": {"2019": 199433.0, "2018": 178256.0, "2017": 206411.0, "2016": 152231.0, "2015": 109283.0}, "Revenue: -- Maintenance": {"2019": 280580.0, "2018": 263875.0, "2017": 242320.0, "2016": 218635.0, "2015": 202802.0}, "Revenue: -- Cloud": {"2019": 133746.0, "2018": 82627.0, "2017": 51097.0, "2016": 40647.0, "2015": 30626.0}, "Revenue: -- Consulting": {"2019": 217609.0, "2018": 256960.0, "2017": 255756.0, "2016": 205663.0, "2015": 173679.0}, "Revenue: -- Total revenue": {"2019": 911383.0, "2018": 891581.0, "2017": 888467.0, "2016": 762229.0, "2015": 682695.0}, "Revenue: -- (Loss) income from operations": {"2019": -134878.0, "2018": -17032.0, "2017": 93177.0, "2016": 50644.0, "2015": 64661.0}, "Revenue: -- Net (loss) income": {"2019": -90433.0, "2018": 10617.0, "2017": 98548.0, "2016": 45015.0, "2015": 36322.0}, "(Loss) earnings per share -- Basic": {"2019": -1.14, "2018": 0.14, "2017": 1.27, "2016": 0.59, "2015": 0.47}, "(Loss) earnings per share -- Diluted": {"2019": -1.14, "2018": 0.13, "2017": 1.19, "2016": 0.56, "2015": 0.46}, "(Loss) earnings per share -- Cash dividends declared per common share": {"2019": 0.12, "2018": 0.12, "2017": 0.12, "2016": 0.12, "2015": 0.12}}

Question: What is the percentage change in the revenue earned from term license between 2015 and 2016?
Answer: 39.3

Question: What is the percentage change in the revenue earned from perpetual license between 2018 and 2019?
Answer: -27.17

Question: What is the total revenue earned from maintenance in 2017 and 2018?
Answer: 506195
{"Stock options outstanding - December 31, 2018": {"Number of Shares": "-", "Weighted-Average Exercise Price": "- -", "Weighted Average Remaining Contractual Life (in years)": "", "Aggregated Intrinsic Value (in thousands)": ""}, "Granted": {"Number of Shares": 5835724, "Weighted-Average Exercise Price": 0.56, "Weighted Average Remaining Contractual Life (in years)": "", "Aggregated Intrinsic Value (in thousands)": ""}, "Forfeited or expired": {"Number of Shares": -20000, "Weighted-Average Exercise Price": 0.55, "Weighted Average Remaining Contractual Life (in years)": "", "Aggregated Intrinsic Value (in thousands)": ""}, "Stock options outstanding - December 31, 2019": {"Number of Shares": 5815724.0, "Weighted-Average Exercise Price": 0.56, "Weighted Average Remaining Contractual Life (in years)": 9.6, "Aggregated Intrinsic Value (in thousands)": 2725.0}, "Stock options exercisable - December 31, 2019": {"Number of Shares": 137500.0, "Weighted-Average Exercise Price": 0.55, "Weighted Average Remaining Contractual Life (in years)": 9.6, "Aggregated Intrinsic Value (in thousands)": 66.0}}

Question: What is the value of the stock options granted as a percentage of the total stock options outstanding as at December 31, 2019?
Answer: 100.34
{"Revenue": {"2019": 527550.0, "2018": 451013.0}, "Net income attributable to common stockholders": {"2019": 51075.0, "2018": 13264.0}, "Net income attributable to common stockholders per share - basic": {"2019": 1.05, "2018": 0.27}, "Net income attributable to common stockholders per share - diluted": {"2019": 1.02, "2018": 0.26}}

Question: What was the change in the Net income attributable to common stockholders per share - diluted between 2018 and 2019?
Answer: 0.76

Question: What was the change in the Net income attributable to common stockholders between 2018 and 2019?
Answer: 37811

Question: What was the percentage change in the revenue between 2018 and 2019?
Answer: 16.97
{"Cloud and related solutions": {"2019": 896164, "2018": 766377}, "Software and services": {"2019": 52364, "2018": 58101}, "Maintenance": {"2019": 48282, "2018": 50581}, "Total revenues": {"2019": 996810, "2018": 875059}}

Question: What is the percentage change in revenue between 2018 and 2019?
Answer: 13.91

Question: What is the total revenue earned from 2018 to 2019?
Answer: 1871869
{"Opening balance, January 1": {"2019": 707, "2018": 636}, "Incremental costs of obtaining a contract and contract fulfillment costs": {"2019": 602, "2018": 567}, "Amortization included in operating costs": {"2019": -523, "2018": -477}, "Impairment charges included in operating costs": {"2019": -3, "2018": -19}, "Ending balance, December 31": {"2019": 783, "2018": 707}}

Question: What is the difference in the opening and ending balances in 2019?
Answer: 76

Question: What is the total incremental costs of obtaining a contract and contract fulfillment costs in 2018 and 2019?
Answer: 1169

Question: What is the change in the incremental costs of obtaining a contract and contract fulfillment costs in 2018 to 2019?
Answer: 35
{"Developed technologies, at cost": {"2019": 670.2, "2018": 578.5}, "Customer relationships, trade names, patents, and user lists, at cost (1)": {"2019": 533.1, "2018": 372.5}, "Other intangible assets, at cost (2)": {"2019": 1203.3, "2018": 951.0}, "Less: accumulated amortization": {"2019": -922.5, "2018": -895.8}, "Other intangible assets, net": {"2019": 280.8, "2018": 55.2}}

Question: What was the difference in customer relationships, trade names, patents, and user lists, at cost from 2018 to 2019?
Answer: 160.6

Question: What is the increase in net other tangible assets from 2018 to 2019?
Answer: 225.6
{"Accounts payable": {"December 31, 2019": 32878, "December 31, 2018": 20214}, "Accrued expenses": {"December 31, 2019": 10092, "December 31, 2018": 34557}, "Subsidiary unit awards": {"December 31, 2019": 141, "December 31, 2018": 200}, "Other current liabilities": {"December 31, 2019": 5616, "December 31, 2018": 3459}, "Accounts payable, accrued expenses and other current liabilities": {"December 31, 2019": 48727, "December 31, 2018": 58430}}

Question: What was the percentage change between accounts payable in 2018 and 2019?
Answer: 62.65
{"Interest income": {"July 27, 2019": 1308, "July 28, 2018": 1508, "July 29, 2017": 1338, "Variance in Dollars": -200}, "Interest expense": {"July 27, 2019": -859, "July 28, 2018": -943, "July 29, 2017": -861, "Variance in Dollars": 84}, "Interest income (expense), net": {"July 27, 2019": 449, "July 28, 2018": 565, "July 29, 2017": 477, "Variance in Dollars": -116}}

Question: What was the change in Interest income between 2018 and 2019?
Answer: -200

Question: What was the percentage change in the net interest income (expense) between 2018 and 2019?
Answer: -20.53
{"Mr. Dorsey": {"Annual Base Salary as of December 31, 2017": 2.75, "Annual Base Salary as of December 31, 2018": 2.75, "Percentage Increase": 0.0}, "Ms. Friar (1)": {"Annual Base Salary as of December 31, 2017": 350000.0, "Annual Base Salary as of December 31, 2018": "$N/A", "Percentage Increase": "N/A"}, "Ms. Henry": {"Annual Base Salary as of December 31, 2017": 350000.0, "Annual Base Salary as of December 31, 2018": 400000.0, "Percentage Increase": 14.0}, "Ms. Reses": {"Annual Base Salary as of December 31, 2017": 350000.0, "Annual Base Salary as of December 31, 2018": 400000.0, "Percentage Increase": 14.0}, "Ms. Whiteley (2)": {"Annual Base Salary as of December 31, 2017": 325000.0, "Annual Base Salary as of December 31, 2018": 400000.0, "Percentage Increase": 23.0}, "Mr. Daswani (3)": {"Annual Base Salary as of December 31, 2017": 280000.0, "Annual Base Salary as of December 31, 2018": 300000.0, "Percentage Increase": 7.0}, "Mr. Murphy (3)": {"Annual Base Salary as of December 31, 2017": 270000.0, "Annual Base Salary as of December 31, 2018": 295000.0, "Percentage Increase": 9.0}}

Question: What is the difference in annual base salary in 2017 between Mr. Daswani and Mr. Murphy?
Answer: 10000

Question: What is the change in Ms Henry's annual base salary between 2017 and 2018?
Answer: 50000
{"Raw materials": {"August 31,2019": 2310081, "August 31,2018": 2070569}, "Work in process": {"August 31,2019": 468217, "August 31,2018": 788742}, "Finished goods": {"August 31,2019": 314258, "August 31,2018": 659335}, "Reserve for excess and obsolete inventory": {"August 31,2019": -69553, "August 31,2018": -60940}, "Inventories, net": {"August 31,2019": 3023003, "August 31,2018": 3457706}}

Question: What was the change in finished goods between 2018 and 2019?
Answer: -345077

Question: What was the change in work in process between 2018 and 2019?
Answer: -320525

Question: What was the percentage change in raw materials between 2018 and 2019?
Answer: 11.57
{"Orders": {"2019": 5806.0, "2018": 5569.0, "Actual": 4.0, "Comp.": 3.0}, "Revenue": {"2019": 5526.0, "2018": 4930.0, "Actual": 12.0, "Comp.": 11.0}, "Adjusted EBITA": {"2019": -71.0, "2018": -305.0, "Actual": 77, "Comp.": ""}, "Adjusted EBITA margin": {"2019": -1.3, "2018": -6.2, "Actual": "", "Comp.": ""}}

Question: What is the increase / (decrease) in revenue from 2018 to 2019?
Answer: 596
{"": {"Total Number of": "Shares", "Average Price": "Paid per", "Part of Publicly": "Announced", "May Yet Be": "Purchased"}, "(in millions, except per share amounts)": {"Total Number of": "Purchased", "Average Price": "Share", "Part of Publicly": "Program", "May Yet Be": "Under the Program"}, "March 1, 2019March 31, 2019": {"Total Number of": 58.0, "Average Price": 52.93, "Part of Publicly": 58.0, "May Yet Be": 8780.5}, "April 1, 2019April 30, 2019": {"Total Number of": 29.1, "Average Price": 54.41, "Part of Publicly": 29.1, "May Yet Be": 7198.4}, "May 1, 2019May 31, 2019": {"Total Number of": 24.9, "Average Price": 54.11, "Part of Publicly": 24.9, "May Yet Be": 5848.4}, "Total": {"Total Number of": 112.0, "Average Price": 53.57, "Part of Publicly": 112.0, "May Yet Be": ""}}

Question: How much is the percentage decrease in total number of shares purchased from March 2019 to April 2019?
Answer: -49.83

Question: What was the Average Price Paid per Share from March 2019 to April 2019?
Answer: 53.42
{"ASSETS -- Accounts receivable, net": {"As reported": 880.6, "Balances without adoption of New Revenue Standard": 556.1, "Effect of Change Higher / (Lower)": 324.5}, "ASSETS -- Inventories": {"As reported": 711.7, "Balances without adoption of New Revenue Standard": 724.2, "Effect of Change Higher / (Lower)": -12.5}, "ASSETS -- Other current assets": {"As reported": 191.6, "Balances without adoption of New Revenue Standard": 154.7, "Effect of Change Higher / (Lower)": 36.9}, "ASSETS -- Other assets": {"As reported": 111.8, "Balances without adoption of New Revenue Standard": 106.3, "Effect of Change Higher / (Lower)": 5.5}, "ASSETS -- Long-term deferred tax assets": {"As reported": 1677.2, "Balances without adoption of New Revenue Standard": 1700.7, "Effect of Change Higher / (Lower)": -23.5}, "LIABILITIES -- Accrued liabilities": {"As reported": 787.3, "Balances without adoption of New Revenue Standard": 420.3, "Effect of Change Higher / (Lower)": 367.0}, "LIABILITIES -- Deferred income on shipments to distributors": {"As reported": "$\u2014", "Balances without adoption of New Revenue Standard": 288.2, "Effect of Change Higher / (Lower)": -288.2}, "LIABILITIES -- Long-term deferred tax liability": {"As reported": 706.1, "Balances without adoption of New Revenue Standard": 689.3, "Effect of Change Higher / (Lower)": 16.8}, "STOCKHOLDERS' EQUITY -- Retained Earnings": {"As reported": 3210.6, "Balances without adoption of New Revenue Standard": 2975.3, "Effect of Change Higher / (Lower)": 235.3}}

Question: What was the difference in reported amounts between net accounts receivable and inventories?
Answer: 168.9

Question: What was the difference in reported amount between other assets and other current assets?
Answer: 79.8

Question: What was the Long-term deferred tax liability as a ratio of Accrued liabilities?
Answer: 0.9
{"2020": {"U.S. Pension Plans": 15514, "Non-U.S. Pension Plans": 46, "Post-Retirement Life Insurance Plan": 393}, "2021": {"U.S. Pension Plans": 15399, "Non-U.S. Pension Plans": 54, "Post-Retirement Life Insurance Plan": 377}, "2022": {"U.S. Pension Plans": 15218, "Non-U.S. Pension Plans": 82, "Post-Retirement Life Insurance Plan": 362}, "2023": {"U.S. Pension Plans": 14983, "Non-U.S. Pension Plans": 69, "Post-Retirement Life Insurance Plan": 347}, "2024": {"U.S. Pension Plans": 14706, "Non-U.S. Pension Plans": 84, "Post-Retirement Life Insurance Plan": 332}, "2025-2029": {"U.S. Pension Plans": 68594, "Non-U.S. Pension Plans": 715, "Post-Retirement Life Insurance Plan": 1468}, "Total": {"U.S. Pension Plans": 144414, "Non-U.S. Pension Plans": 1050, "Post-Retirement Life Insurance Plan": 3279}}

Question: What was the difference in the total expected payments between Non-U.S. Pension Plans and Post-Retirement Life Insurance Plan?
Answer: 2229

Question: What was the percentage change in the expected payments to U.S. Pension Plans between 2023 and 2024?
Answer: -1.85
{"Within 1 year": {"Amortized Cost": 6322, "Fair Value": 6324}, "After 1 year through 5 years": {"Amortized Cost": 12191, "Fair Value": 12218}, "After 5 years through 10 years": {"Amortized Cost": 1643, "Fair Value": 1687}, "After 10 years": {"Amortized Cost": 9, "Fair Value": 10}, "Mortgage-backed securities with no single maturity": {"Amortized Cost": 1425, "Fair Value": 1421}, "Total": {"Amortized Cost": 21590, "Fair Value": 21660}}

Question: What was the fair value of debt investments that had maturities within 1 year as a percentage of the total?
Answer: 29.2

Question: What was the difference between the amortized cost of debt investments that were within 1 year and after 1 year through 5 years?
Answer: 5869

Question: What was the difference between the total amortized cost and total fair value?
Answer: 70
{"": {"Year-ended 31 March 2019": "$M", "Year-ended 31 March 2018 Restated See note 2": "$M"}, "Revenue": {"Year-ended 31 March 2019": 710.6, "Year-ended 31 March 2018 Restated See note 2": 639.0}, "Net deferral of revenue (see note 23)": {"Year-ended 31 March 2019": 49.7, "Year-ended 31 March 2018 Restated See note 2": 129.6}, "Billings": {"Year-ended 31 March 2019": 760.3, "Year-ended 31 March 2018 Restated See note 2": 768.6}, "Currency revaluation": {"Year-ended 31 March 2019": 25.9, "Year-ended 31 March 2018 Restated See note 2": 18.7}, "Constant currency billings": {"Year-ended 31 March 2019": 786.2, "Year-ended 31 March 2018 Restated See note 2": 787.3}}

Question: What was the change in Revenue in 2019 from 2018?
Answer: 71.6

Question: What was the percentage change in Revenue in 2019 from 2018?
Answer: 11.21
{"Expected life (years)": {"2018": 5.6, "2017": 5.6}, "Risk-free interest rate": {"2018": 2.7, "2017": 1.9}, "Expected volatility": {"2018": 26.4, "2017": 29.4}, "Expected dividend yield": {"2018": "\u2014", "2017": "\u2014"}}

Question: What was the change in Expected volatility between 2017 and 2018?
Answer: -3

Question: What was the change in risk-free interest rate between 2017 and 2018?
Answer: 0.8

Question: What was risk-free interest rate in 2017 as a percentage of risk-free interest rate in 2018?
Answer: 70.37
{"For the Years Ended December 31, -- ": {"2019": 2019.0, "2018": 2018.0, "Change": "Change", "% Change": "% Change"}, "(In millions, except percentages) -- Revenues": {"2019": 13.2, "2018": 82.3, "Change": -69.1, "% Change": -84.0}, "(In millions, except percentages) -- Cost of revenues": {"2019": 1.9, "2018": 15.3, "Change": -13.4, "% Change": -88.0}, "(In millions, except percentages) -- Gross profit": {"2019": 11.3, "2018": 67.0, "Change": -55.7, "% Change": -83.0}, "(In millions, except percentages) -- Gross margin": {"2019": 86.0, "2018": 81.0, "Change": "", "% Change": ""}, "Operating expenses: -- Selling, general and administrative": {"2019": 31.7, "2018": 32.2, "Change": -0.5, "% Change": -2.0}, "Operating expenses: -- Research and development": {"2019": 2.0, "2018": 2.1, "Change": -0.1, "% Change": -5.0}, "Operating expenses: -- Total operating expenses": {"2019": 33.7, "2018": 34.3, "Change": -0.6, "% Change": -2.0}, "Operating expenses: -- Other expense": {"2019": -0.3, "2018": -4.0, "Change": 3.7, "% Change": -93.0}, "Operating expenses: -- Income (loss) before income taxes": {"2019": -22.7, "2018": 28.7, "Change": -51.4, "% Change": -179.0}, "Operating expenses: -- Income tax provision (benefit)": {"2019": -6.2, "2018": 8.0, "Change": -14.2, "% Change": -178.0}, "Operating expenses: -- Net income (loss)": {"2019": -16.5, "2018": 20.7, "Change": -37.2, "% Change": -180.0}}

Question: What is the percentage change in revenue between 2018 and 2019?
Answer: -83.96
{"Cash Compensation (Salary & Non-Equity Incentive Compensation)": {"Termination by Systemax without Cause or Resignation by Employee for good reason ($)": "-", "Termination Due to Death or Total Disability ($)": "-", "Change In Control Only ($)": "-", "Termination by Systemax without Cause or Resignation by Employee for good reason within a certain period of time following a Change in Control ($)": "-"}, "Value of Accelerated Vesting of Stock Option Awards": {"Termination by Systemax without Cause or Resignation by Employee for good reason ($)": "-", "Termination Due to Death or Total Disability ($)": "-", "Change In Control Only ($)": "-", "Termination by Systemax without Cause or Resignation by Employee for good reason within a certain period of time following a Change in Control ($)": 314100}, "Value of Accelerated Vesting of Restricted Stock Unit Awards": {"Termination by Systemax without Cause or Resignation by Employee for good reason ($)": "-", "Termination Due to Death or Total Disability ($)": "-", "Change In Control Only ($)": "-", "Termination by Systemax without Cause or Resignation by Employee for good reason within a certain period of time following a Change in Control ($)": "-"}, "Value of Accelerated Vesting of Performance Restricted Stock Unit Awards": {"Termination by Systemax without Cause or Resignation by Employee for good reason ($)": "-", "Termination Due to Death or Total Disability ($)": 209800, "Change In Control Only ($)": "-", "Termination by Systemax without Cause or Resignation by Employee for good reason within a certain period of time following a Change in Control ($)": 209800}, "Medical and Other Benefits": {"Termination by Systemax without Cause or Resignation by Employee for good reason ($)": "-", "Termination Due to Death or Total Disability ($)": "-", "Change In Control Only ($)": "-", "Termination by Systemax without Cause or Resignation by Employee for good reason within a certain period of time following a Change in Control ($)": "-"}, "Total": {"Termination by Systemax without Cause or Resignation by Employee for good reason ($)": "-", "Termination Due to Death or Total Disability ($)": 209800, "Change In Control Only ($)": "-", "Termination by Systemax without Cause or Resignation by Employee for good reason within a certain period of time following a Change in Control ($)": 523900}}

Question: What is the value of accelerated vesting of stock option awards as a percentage of the total payments made as a result of termination by Systemax without cause within a certain period of time following a Change in Control?
Answer: 59.95

Question: What is the total termination due to Thomas Clark as a result of death or termination by Systemax without cause within a certain period of time following a Change in Control?
Answer: 733700
{"Long-lived assets* by geographic region: -- Americas": {"2019": 322, "2018": 203, "2017": 197}, "Long-lived assets* by geographic region: -- EMEA": {"2019": 142, "2018": 62, "2017": 75}, "Long-lived assets* by geographic region: -- Asia Pacific": {"2019": 21, "2018": 17, "2017": 22}, "Long-lived assets* by geographic region: -- Total long-lived assets by geographic region": {"2019": 485, "2018": 282, "2017": 294}}

Question: What was the percentage change in the long-lived assets in Americas between 2018 and 2019?
Answer: 58.62

Question: What was the percentage change in the long-lived assets in Asia Pacific between 2018 and 2019?
Answer: 23.53

Question: What was the change in total long-lived assets by geographical region between 2017 and 2018?
Answer: -12
{"Net revenue": {"August 31, 2018": 5771831.0, "May 31, 2018": 5436952.0, "February 28, 2018": 5301101.0, "November 30, 2017": 5585532.0}, "Gross profit(4)": {"August 31, 2018": 442147.0, "May 31, 2018": 398227.0, "February 28, 2018": 397133.0, "November 30, 2017": 469285.0}, "Operating income(1)(4)(5)": {"August 31, 2018": 153896.0, "May 31, 2018": 112971.0, "February 28, 2018": 129532.0, "November 30, 2017": 145754.0}, "Net (loss) income(2)(4)(5)": {"August 31, 2018": -56608.0, "May 31, 2018": 42702.0, "February 28, 2018": 37528.0, "November 30, 2017": 63919.0}, "Net (loss) income attributable to Jabil Inc.(2)(4)(5)": {"August 31, 2018": -57314.0, "May 31, 2018": 42541.0, "February 28, 2018": 37308.0, "November 30, 2017": 63795.0}, "(Loss) earnings per share attributable to the stockholders of Jabil Inc. -- Basic": {"August 31, 2018": -0.34, "May 31, 2018": 0.25, "February 28, 2018": 0.21, "November 30, 2017": 0.36}, "(Loss) earnings per share attributable to the stockholders of Jabil Inc. -- Diluted": {"August 31, 2018": -0.34, "May 31, 2018": 0.25, "February 28, 2018": 0.21, "November 30, 2017": 0.35}}

Question: What was the change in gross profit between May 2018 and August 2018?
Answer: 43920

Question: What was the percentage change in net revenue between the three months ended November 30, 2017 and February 28, 2018?
Answer: -5.09
{"Net income from continuing operations": {"2019": 355.9, "2018": 255.4, "2017": 170.6}, "Basic weighted average common shares outstanding": {"2019": 236.2, "2018": 232.9, "2017": 217.2}, "Dilutive effect of stock options and RSUs": {"2019": 3.8, "2018": 4.4, "2017": 4.4}, "Dilutive effect of 2007 Junior Convertible Debt": {"2019": "\u2014", "2018": 1.3, "2017": 12.7}, "Dilutive effect of 2015 Senior Convertible Debt": {"2019": 9.9, "2018": 10.3, "2017": 0.5}, "Dilutive effect of 2017 Senior Convertible Debt": {"2019": "\u2014", "2018": "\u2014", "2017": "\u2014"}, "Dilutive effect of 2017 Junior Convertible Debt": {"2019": "\u2014", "2018": "\u2014", "2017": "\u2014"}, "Diluted weighted average common shares outstanding": {"2019": 249.9, "2018": 248.9, "2017": 234.8}, "Basic net income per common share from continuing operations": {"2019": 1.51, "2018": 1.1, "2017": 0.79}, "Diluted net income per common share from continuing operations": {"2019": 1.42, "2018": 1.03, "2017": 0.73}}

Question: What was the change in Net income from continuing operations between 2017 and 2018?
Answer: 84.8

Question: What was the percentage change in the Basic net income per common share from continuing operations between 2018 and 2019?
Answer: 37.27
{"Grant date": {"2015 Grant": 11.0, "2016 Grant": 5.0, "2017 Grant": 26.0, "2018 Grant": 4.0, "2019 Grant": 15.0}, "Mid market share price at grant date": {"2015 Grant": 3460.0, "2016 Grant": 3550.0, "2017 Grant": 5256.0, "2018 Grant": 5560.0, "2019 Grant": 8161.0}, "Number of employees": {"2015 Grant": 15.0, "2016 Grant": 13.0, "2017 Grant": 12.0, "2018 Grant": 12.0, "2019 Grant": 12.0}, "Shares under scheme": {"2015 Grant": 70290.0, "2016 Grant": 69890.0, "2017 Grant": 62356.0, "2018 Grant": 60899.0, "2019 Grant": 60626.0}, "Vesting period": {"2015 Grant": 3.0, "2016 Grant": 3.0, "2017 Grant": 3.0, "2018 Grant": 3.0, "2019 Grant": 3.0}, "Probability of vesting": {"2015 Grant": 71.5, "2016 Grant": 70.8, "2017 Grant": 73.1, "2018 Grant": 73.5, "2019 Grant": 74.1}, "Fair value": {"2015 Grant": 2473.9, "2016 Grant": 2513.4, "2017 Grant": 3842.1, "2018 Grant": 4084.4, "2019 Grant": 6048.9}}

Question: What was the change in the number of shares under scheme under the 2019 Grant from the 2018 Grant?
Answer: -273

Question: What was the percentage change in the number of shares under scheme under the 2019 Grant from the 2018 Grant?
Answer: -0.45
{"Audit Fees": {"2018 ($)": 5859755, "2019 ($)": 5024093}, "Audit-Related Fees": {"2018 ($)": 137420, "2019 ($)": 3178737}, "Tax Fees": {"2018 ($)": 1440168, "2019 ($)": 2346879}, "All Other Fees": {"2018 ($)": 11200, "2019 ($)": 10955}, "Total": {"2018 ($)": 7448544, "2019 ($)": 10560664}}

Question: What was the change in audit fees?
Answer: -835662

Question: What was the percentage change in total fees from 2018 to 2019?
Answer: 41.78
{"Stock options": {"2019": 223259, "2018": 229294, "2017": 258917}, "Restricted stock awards": {"2019": "\u2014", "2018": "\u2014", "2017": 129}, "Restricted stock units": {"2019": 136600, "2018": 148175, "2017": 188050}, "Common stock subject to repurchase": {"2019": 250, "2018": 957, "2017": 13281}}

Question: What was the change in Common stock subject to repurchase between 2018 and 2017?
Answer: -12324

Question: What was the percentage change in Common stock subject to repurchase between 2018 and 2019?
Answer: -73.88
{"Tax benefit computed at the statutory rate": {"2019": -427244, "2018": -631497}, "State taxes": {"2019": 6525, "2018": 6874}, "Book expenses not deductible for tax purposes": {"2019": 2980, "2018": 2882}, "Rate Change": {"2019": 45656, "2018": "\u2013"}, "Other": {"2019": 2517, "2018": -27286}, "": {"2019": -369566, "2018": -649027}, "Change in valuation allowance for deferred tax assets": {"2019": 269203, "2018": 658650}, "Income tax (benefit) expense": {"2019": -100363, "2018": 9623}}

Question: What is the change in state taxes from 2018 to 2019?
Answer: -349

Question: What is the percentage change in Book expenses not deductible for tax purposes from 2018 to 2019?
Answer: 3.4
{"Buildings and land": {"2019": 1693, "2018": 1737}, "Machinery and equipment": {"2019": 108945, "2018": 41330}, "Computer and communication equipment": {"2019": 29106, "2018": 24051}, "Furniture and fixtures": {"2019": 4119, "2018": 3203}, "Vehicles": {"2019": 262, "2018": 282}, "Leasehold improvements": {"2019": 33041, "2018": 20593}, "Construction in process": {"2019": 9089, "2018": 867}, "": {"2019": 186255, "2018": 92063}, "Less: Accumulated depreciation": {"2019": -78146, "2018": -60794}, "Property and equipment, net": {"2019": 108109, "2018": 31269}}

Question: What was the sum of the three highest property and equipment in 2019?
Answer: 171092

Question: What was the percentage change in the net property and equipment between 2018 and 2019?
Answer: 245.74
{"": {"2019": "", "2018": "(Unaudited)", "2017": ""}, "Gross profit": {"2019": 2283.9, "2018": 1753.2, "2017": 1689.1}, "Non-GAAP gross profit": {"2019": 2317.0, "2018": 1785.5, "2017": 1743.2}, "Gross margin": {"2019": 89, "2018": 85, "2017": 83}, "Non-GAAP gross margin": {"2019": 90, "2018": 87, "2017": 86}, "Loss from operations": {"2019": -25.0, "2018": -509.1, "2017": -499.6}, "Non-GAAP income (loss) from operations": {"2019": 316.0, "2018": -112.0, "2017": -125.5}, "Operating margin": {"2019": -1, "2018": -25, "2017": -25}, "Non-GAAP operating margin": {"2019": 12, "2018": -5, "2017": -6}, "Net loss": {"2019": -80.8, "2018": -566.9, "2017": -582.1}, "Non-GAAP net income (loss)": {"2019": 223.3, "2018": -106.3, "2017": -111.0}, "Diluted net loss per share": {"2019": -0.37, "2018": -2.58, "2017": -2.61}, "Non-GAAP diluted net income (loss) per share": {"2019": 1.01, "2018": -0.48, "2017": -0.5}, "GAAP diluted weighted average shares used in per share calculation": {"2019": 218.9, "2018": 219.5, "2017": 222.7}, "Non-GAAP diluted weighted average shares used in per share calculation": {"2019": 222.0, "2018": 219.5, "2017": 222.7}}

Question: What was the percentage increase in gross profit from 2018 to 2019?
Answer: 30.27

Question: How much did gross margin change from fiscal year ending January 31, 2019 compared to the prior year?
Answer: 4
{"Federal: -- Current": {"January 31, 2020": 78, "February 1, 2019": 181, "February 2, 2018": 688}, "Federal: -- Deferred": {"January 31, 2020": -219, "February 1, 2019": -92, "February 2, 2018": 275}, "Federal: -- ": {"January 31, 2020": -141, "February 1, 2019": 89, "February 2, 2018": 963}, "State: -- Current": {"January 31, 2020": 45, "February 1, 2019": 31, "February 2, 2018": 8}, "State: -- Deferred": {"January 31, 2020": -44, "February 1, 2019": -10, "February 2, 2018": 21}, "State: -- ": {"January 31, 2020": 1, "February 1, 2019": 21, "February 2, 2018": 29}, "Foreign: -- Current": {"January 31, 2020": 240, "February 1, 2019": 137, "February 2, 2018": 156}, "Foreign: -- Deferred": {"January 31, 2020": -5018, "February 1, 2019": -8, "February 2, 2018": 4}, "Foreign: -- ": {"January 31, 2020": -4778, "February 1, 2019": 129, "February 2, 2018": 160}, "Foreign: -- Total income tax provision (benefit)": {"January 31, 2020": -4918, "February 1, 2019": 239, "February 2, 2018": 1152}}

Question: What was the change in the current federal income tax provision between 2018 and 2019?
Answer: -507

Question: What was the percentage change in the Total income tax provision between 2018 and 2019?
Answer: -79.25
{"Accounts receivable, net": {"2019": 120016, "2018": 133136}, "Contract assets": {"2019": 18804, "2018": 12128}, "Contract liabilities": {"2019": 50974, "2018": 52966}}

Question: What is the accounts receivable, net increase / (decrease) from 2018 to 2019?
Answer: -13120
{"Beginning balance": {"2019": 138589, "2018": 94148, "2017": 68064}, "Receipts(1)": {"2019": 159527, "2018": 129153, "2017": 109818}, "Settlements(2)": {"2019": -262449, "2018": -181590, "2017": -127029}, "Fair value changes recognized in cost of revenue(3)": {"2019": 170368, "2018": 96878, "2017": 43295}, "Ending balance": {"2019": 206035, "2018": 138589, "2017": 94148}}

Question: What was the percentage change in the ending balance between 2017 and 2018?
Answer: 47.2

Question: What was the percentage change in the ending balance between 2018 and 2019?
Answer: 48.67
{"Balance, December 31, 2017": {"Software Solutions": 2134.7, "Data and Analytics": 172.1, "Corporate and Other": "$\u2014", "Total": 2306.8}, "HeavyWater and Ernst acquisitions (Note 3)": {"Software Solutions": 22.9, "Data and Analytics": "\u2014", "Corporate and Other": "\u2014", "Total": 22.9}, "Balance, December 31, 2018": {"Software Solutions": 2157.6, "Data and Analytics": 172.1, "Corporate and Other": "\u2014", "Total": 2329.7}, "Compass Analytics acquisition (Note 3)": {"Software Solutions": 31.7, "Data and Analytics": "\u2014", "Corporate and Other": "\u2014", "Total": 31.7}, "Balance, December 31, 2019": {"Software Solutions": 2189.3, "Data and Analytics": 172.1, "Corporate and Other": "$\u2014", "Total": 2361.4}}

Question: What was the change in the balance of software solutions between 2017 and 2018?
Answer: 22.9

Question: What was the difference in the total between HeavyWater and Ernst acquisitions and Compass Analytics acquisition?
Answer: 8.8

Question: What was the percentage change in total balance between 2018 and 2019?
Answer: 1.36
{"2021 Notes": {"Gross Carrying Amount": 650, "Unamortized Discount and Deferred Financing Costs": -3, "Net Carrying Amount": 647}, "2022 Notes": {"Gross Carrying Amount": 400, "Unamortized Discount and Deferred Financing Costs": -3, "Net Carrying Amount": 397}, "2026 Notes": {"Gross Carrying Amount": 850, "Unamortized Discount and Deferred Financing Costs": -8, "Net Carrying Amount": 842}, "2027 Notes": {"Gross Carrying Amount": 400, "Unamortized Discount and Deferred Financing Costs": -5, "Net Carrying Amount": 395}, "2047 Notes": {"Gross Carrying Amount": 400, "Unamortized Discount and Deferred Financing Costs": -10, "Net Carrying Amount": 390}, "Total debt": {"Gross Carrying Amount": 2700, "Unamortized Discount and Deferred Financing Costs": -29, "Net Carrying Amount": 2671}}

Question: What was the change in gross carrying amount between the 2022 and 2026 notes?
Answer: 450

Question: What was the change in gross carrying amount between the 2021 and 2022 notes?
Answer: -250

Question: What was the percentage change in the net carrying amount between the 2026 and 2027 notes?
Answer: -53.09
{"Domestic": {"2019": 3774, "2018": 3366, "2017": 3674}, "Foreign": {"2019": 8494, "2018": 9058, "2017": 8006}, "Income before provision for income taxes": {"2019": 12268, "2018": 12424, "2017": 11680}, "": {"2019": "", "2018": "", "2017": ""}}

Question: What is the % change in the foreign income from 2017 to 2018, in billions?
Answer: 13.14
{"Service costs": {"2019": 1.5, "2018": 2.2, "2017": 1.4}, "Interest costs": {"2019": 1.1, "2018": 1.0, "2017": 1.0}, "Amortization of actuarial loss": {"2019": 0.4, "2018": 0.8, "2017": "\u2014"}, "Settlements": {"2019": "\u2014", "2018": "\u2014", "2017": 0.5}, "Net pension period cost": {"2019": 3.0, "2018": 4.0, "2017": 2.9}}

Question: What was the change in service costs between 2017 and 2018?
Answer: 0.8

Question: What was the change in the Amortization of actuarial loss between 2018 and 2019?
Answer: -0.4

Question: What was the percentage change in the net pension period cost between 2018 and 2019?
Answer: -25