kensho/bizbench huggingface dataset:
{"Domestic": {"April 26, 2019": 678, "April 27, 2018": 589, "April 28, 2017": 166}, "Foreign": {"April 26, 2019": 590, "April 27, 2018": 610, "April 28, 2017": 455}, "Total": {"April 26, 2019": 1268, "April 27, 2018": 1199, "April 28, 2017": 621}}

Question: What was the change in foreign income before income taxes between 2017 and 2018?
Answer: 155

Question: What was the change in foreign income before income taxes between 2018 and 2019?
Answer: -20

Question: What was the percentage change in the total income before income taxes between 2018 and 2019?
Answer: 5.75
{"Total revenue": {"January 31, 2020": 777.0, "February 1, 2019": 639.0, "February 2, 2018": 474.0}, "Operating income": {"January 31, 2020": -287.0, "February 1, 2019": -247.0, "February 2, 2018": -239.0}, "Net income": {"January 31, 2020": -204.0, "February 1, 2019": -832.0, "February 2, 2018": -234.0}, "Net income attributable to VMware": {"January 31, 2020": -148.0, "February 1, 2019": -772.0, "February 2, 2018": -222.0}, "Net income per weighted-average share attributable to VMware common stockholders, basic for Classes A and B": {"January 31, 2020": -0.63, "February 1, 2019": -1.95, "February 2, 2018": -0.56}, "Net income per weighted-average share attributable to VMware common stockholders, diluted for Classes A and B": {"January 31, 2020": -0.67, "February 1, 2019": -1.93, "February 2, 2018": -0.56}, "Other comprehensive income (loss)": {"January 31, 2020": "$\u2014", "February 1, 2019": -26.0, "February 2, 2018": 35.0}}

Question: What was the change in total revenue between 2018 and 2019?
Answer: 165
{"Sales": {"53 WEEKS": 39568.0, "52 WEEKS": 37589.0, "CHANGE": 5.3, "NORMALISED": 3.3}, "EBITDA": {"53 WEEKS": 2613.0, "52 WEEKS": 2430.0, "CHANGE": 7.5, "NORMALISED": 6.1}, "Depreciation and amortisation": {"53 WEEKS": -756.0, "52 WEEKS": -673.0, "CHANGE": 12.3, "NORMALISED": 12.3}, "EBIT": {"53 WEEKS": 1857.0, "52 WEEKS": 1757.0, "CHANGE": 5.7, "NORMALISED": 3.8}, "Gross margin (%)": {"53 WEEKS": 28.7, "52 WEEKS": 29.0, "CHANGE": -24.0, "NORMALISED": -24.0}, "Cost of doing business (%)": {"53 WEEKS": 24.0, "52 WEEKS": 24.3, "CHANGE": -27.0, "NORMALISED": -26.0}, "EBIT to sales (%)": {"53 WEEKS": 4.7, "52 WEEKS": 4.7, "CHANGE": 2.0, "NORMALISED": 2.0}, "Sales per square metre ($)": {"53 WEEKS": 17163.0, "52 WEEKS": 16528.0, "CHANGE": 3.8, "NORMALISED": 2.0}, "Funds employed": {"53 WEEKS": 1468.0, "52 WEEKS": 1215.0, "CHANGE": 20.9, "NORMALISED": ""}, "ROFE (%)": {"53 WEEKS": 140.2, "52 WEEKS": 170.7, "CHANGE": -30.6, "NORMALISED": -33.2}}

Question: What is the percentage of EBIT in EBITDA?
Answer: 71.07

Question: What is the nominal difference for Sales between F19 and F18?
Answer: 1979
{"Revolving Credit Facility": {"April 27, 2019": 35.0, "April 28, 2018": 30.0}, "Term Loan": {"April 27, 2019": 243.7, "April 28, 2018": "\u2014"}, "Subsidiary Credit Facility": {"April 27, 2019": "\u2014", "April 28, 2018": 3.6}, "Other Debt": {"April 27, 2019": 16.8, "April 28, 2018": 24.2}, "Unamortized Debt Issuance Costs": {"April 27, 2019": -2.9, "April 28, 2018": "\u2014"}, "Total Debt": {"April 27, 2019": 292.6, "April 28, 2018": 57.8}, "Less: Current Maturities": {"April 27, 2019": -15.7, "April 28, 2018": -4.4}, "Total Long-term Debt": {"April 27, 2019": 276.9, "April 28, 2018": 53.4}}

Question: What was the change in the Revolving Credit Facility from 2018 to 2019?
Answer: 5
{"ROU assets, non-current (1)": {"Operating Leases": 886, "Finance Leases": 58}, "Lease liabilities, current (2)": {"Operating Leases": 109, "Finance Leases": 4}, "Lease liabilities, non-current (3)": {"Operating Leases": 746, "Finance Leases": 55}, "Total lease liabilities": {"Operating Leases": 855, "Finance Leases": 59}}

Question: What was the difference between current and non-current lease liabilities for operating leases?
Answer: 637

Question: What was the difference in total lease liabilities between operating leases and finance leases?
Answer: 796
{"Net income": {"2019": 95973, "2018": 127980, "2017": 138668}, "Interest expense": {"2019": 23860, "2018": 23584, "2017": 7536}, "Tax expense (benefit)": {"2019": -7125, "2018": 5534, "2017": "\u2014"}, "Depreciation and amortization": {"2019": 7304, "2018": 4478, "2017": 3983}, "Equity-based compensation expense(1)": {"2019": 13769, "2018": 6054, "2017": 4253}, "Change in financial guarantee liability(2)": {"2019": 16215, "2018": "\u2014", "2017": "\u2014"}, "Transaction expenses(3)": {"2019": 11345, "2018": 2393, "2017": 2612}, "Non-recurring expenses(4)": {"2019": 2804, "2018": "\u2014", "2017": "\u2014"}, "Adjusted EBITDA": {"2019": 164145, "2018": 170023, "2017": 157052}}

Question: What was the change in the interest expense between 2017 and 2018?
Answer: 16048

Question: What was the percentage change in Depreciation and amortization between 2018 and 2019?
Answer: 63.11
{"Term loan, face value(1)": {"2019": 393000, "2018": 397000}, "Unamortized debt discount (2)": {"2019": -3115, "2018": -3728}, "Unamortized debt issuance costs(2)": {"2019": -5388, "2018": -6450}, "Term loan": {"2019": 384497, "2018": 386822}}

Question: What was the percentage change in the term loan between 2018 and 2019?
Answer: -0.6
{"Numerator for basic and diluted earnings per share: -- Net income": {"2019": 13267.0, "2018": 3654.0}, "Denominators for basic and diluted earnings per share: -- Weighted average shares outstanding - basic": {"2019": 17424.0, "2018": 20721.0}, "Dilutive potential common shares -- Stock options and awards": {"2019": 1101.0, "2018": 296.0}, "Dilutive potential common shares -- Denominator for diluted earnings per share": {"2019": 18525.0, "2018": 21017.0}, "Dilutive potential common shares -- Net income per common share - basic": {"2019": 0.76, "2018": 0.18}, "Dilutive potential common shares -- Net income per common share  diluted": {"2019": 0.72, "2018": 0.17}}

Question: How much more stock options and awards did the company give out in 2019 compared to 2018?
Answer: 805
{"Cost of services ": {"2019": 10655.0, "2018": 10859.0, "2019 vs. 2018": -204.0, "": -1.9}, "Cost of wireless equipment ": {"2019": 4733.0, "2018": 4560.0, "2019 vs. 2018": 173.0, "": 3.8}, "Selling, general and administrative expense ": {"2019": 8188.0, "2018": 7689.0, "2019 vs. 2018": 499.0, "": 6.5}, "Depreciation and amortization expense ": {"2019": 4105.0, "2018": 4258.0, "2019 vs. 2018": -153.0, "": -3.6}, "Total Operating Expenses ": {"2019": 27681.0, "2018": 27366.0, "2019 vs. 2018": 315.0, "": 1.2}}

Question: What is the change in Cost of services from 2018 to 2019?
Answer: -204

Question: What is the change in Cost of wireless equipment from 2018 to 2019?
Answer: 173

Question: What is the change in Selling, general and administrative expense from 2018 to 2019?
Answer: 499
{"Product Revenue": {"2019": 0, "2018": 0, "Change": "%"}, "Altium Designer software licenses": {"2019": 62377, "2018": 51309, "Change": 22}, "Altium Designer subscriptions": {"2019": 58468, "2018": 51522, "Change": 13}, "Octopart search advertising": {"2019": 17940, "2018": 11968, "Change": 50}, "TASKING software licenses": {"2019": 12293, "2018": 8526, "Change": 44}, "TASKING maintenance": {"2019": 5741, "2018": 4709, "Change": 22}, "Altium Nexus": {"2019": 6635, "2018": 4848, "Change": 37}, "Service revenue": {"2019": 3655, "2018": 4833, "Change": -25}, "Other": {"2019": 4710, "2018": 2461, "Change": 91}, "Total Product Revenue": {"2019": 171819, "2018": 140176, "Change": 23}}

Question: What is the percentage of altium designer software licenses in total product revenue in 2018?
Answer: 36.6

Question: What is the percentage of TASKING software licenses in total product revenue in 2018?
Answer: 6.08
{"Loans and other borrowings": {"2019 m": 16876, "2018 m": 14275, "2017 m": 12713}, "Less: -- Cash and cash equivalents": {"2019 m": -1666, "2018 m": -528, "2017 m": -528}, "Less: -- Current asset investments": {"2019 m": -3214, "2018 m": -3022, "2017 m": -1520}, "Less: -- ": {"2019 m": 11996, "2018 m": 10725, "2017 m": 10665}, "Adjustments: -- To retranslate debt balances at swap rates where hedged by currency swaps": {"2019 m": -701, "2018 m": -874, "2017 m": -1419}, "Adjustments: -- To remove accrued interest applied to reflect the effective interest method and fair value adjustments": {"2019 m": -260, "2018 m": -224, "2017 m": -314}, "Adjustments: -- Net debt": {"2019 m": 11035, "2018 m": 9627, "2017 m": 8932}}

Question: What was the change in the Loans and other borrowings from 2018 to 2019?
Answer: 2601
{"Towers": {"Estimated Useful Lives (years) (1)": 20.0, "December 31, 2019": 13930.7, "December 31, 2018": 12777.9}, "Equipment (2)": {"Estimated Useful Lives (years) (1)": 2.0, "December 31, 2019": 1897.3, "December 31, 2018": 1667.3}, "Buildings and improvements": {"Estimated Useful Lives (years) (1)": 3.0, "December 31, 2019": 638.9, "December 31, 2018": 628.5}, "Land and improvements (3)": {"Estimated Useful Lives (years) (1)": 20.0, "December 31, 2019": 2486.1, "December 31, 2018": 2285.4}, "Construction-in-progress": {"Estimated Useful Lives (years) (1)": "", "December 31, 2019": 372.6, "December 31, 2018": 358.1}, "Total": {"Estimated Useful Lives (years) (1)": "", "December 31, 2019": 19325.6, "December 31, 2018": 17717.2}, "Less accumulated depreciation": {"Estimated Useful Lives (years) (1)": "", "December 31, 2019": -7241.2, "December 31, 2018": -6470.1}, "Property and equipment, net": {"Estimated Useful Lives (years) (1)": "", "December 31, 2019": 12084.4, "December 31, 2018": 11247.1}}

Question: What was the change in Construction-in-progress between 2018 and 2019?
Answer: 14.5

Question: What was the percentage change in Property and equipment, net between 2018 and 2019?
Answer: 7.44
{"Amounts in thousands of U.S. dollars -- Net cash provided by operating activities": {"2018": 283710, "2019": 317423, "Change": 33713}, "Amounts in thousands of U.S. dollars -- Net cash used in investing activities": {"2018": -692999, "2019": -442978, "Change": 250021}, "Amounts in thousands of U.S. dollars -- Net cash provided by financing activities": {"2018": 368120, "2019": 50066, "Change": -318054}}

Question: What was the percentage change in net cash provided by operating activities from 2018 to 2019?
Answer: 11.88

Question: What was the percentage change in net cash provided by financing activities from 2018 to 2019?
Answer: -86.4
{"Loss on sale of business": {"2019": "$\u2014", "2018": "$\u2014", "2017": -1.6}, "Income from discontinued operations before income taxes and equity method investment earnings": {"2019": 0.9, "2018": 0.4, "2017": 3.9}, "Income before income taxes and equity method investment earnings .": {"2019": 0.9, "2018": 0.4, "2017": 2.3}, "Income tax expense (benefit) .": {"2019": "\u2014", "2018": 0.5, "2017": -0.3}, "Income (loss) from discontinued operations, net of tax": {"2019": 0.9, "2018": -0.1, "2017": 2.6}}

Question: What is the percentage change in income from discontinued operations (net of tax) from 2017 to 2019?
Answer: -65.38
{"": {"2019": "", "2018": "(in thousands)"}, "Balance at beginning of year": {"2019": 9942, "2018": 13248}, "Additions (reductions) for tax positions taken in prior years": {"2019": 8458, "2018": -80}, "Recognition of benefits from expiration of statutes": {"2019": -776, "2018": -1770}, "Additions for tax positions related to the current year": {"2019": 951, "2018": 713}, "Reductions for tax positions related to acquisitions": {"2019": "\u2014", "2018": -2169}, "Balance at end of year": {"2019": 18575, "2018": 9942}}

Question: What is the percentage change in additions for tax positions related to the current year in 2019 from 2018?
Answer: 33.38
{"Net income (loss) attributable to Cal-Maine Foods, Inc.": {"June 1, 2019": 54229.0, "June 2, 2018": 125932.0, "June 3, 2017": -74278.0}, "Basic weighted-average common shares (including Class A)": {"June 1, 2019": 48467.0, "June 2, 2018": 48353.0, "June 3, 2017": 48362.0}, "Effect of dilutive securities: -- Common stock options and restricted stock": {"June 1, 2019": 122.0, "June 2, 2018": 115.0, "June 3, 2017": "\u2014"}, "Effect of dilutive securities: -- Dilutive potential common shares": {"June 1, 2019": 48589.0, "June 2, 2018": 48468.0, "June 3, 2017": 48362.0}, "Net income (loss) per common share: -- Basic": {"June 1, 2019": 1.12, "June 2, 2018": 2.6, "June 3, 2017": -1.54}, "Net income (loss) per common share: -- Diluted": {"June 1, 2019": 1.12, "June 2, 2018": 2.6, "June 3, 2017": -1.54}}

Question: What is the increase in net income (loss) from 2018 to 2019?
Answer: -71703

Question: What is the increase / decrease in the number of dilutive potential common shares from 2018 to 2019?
Answer: 121
{"Marketable debt securities -- U.S. treasury securities": {"Amortized Cost": 101563, "Unrealized Gains": 203, "Unrealized Losses": -7, "Fair Value": 101759}, "Marketable debt securities -- Agency securities": {"Amortized Cost": 26936, "Unrealized Gains": 33, "Unrealized Losses": -3, "Fair Value": 26966}, "Marketable debt securities -- Certificates of deposit and time deposits": {"Amortized Cost": 24126, "Unrealized Gains": "\u2014", "Unrealized Losses": "\u2014", "Fair Value": 24126}, "Marketable debt securities -- Commercial paper": {"Amortized Cost": 94035, "Unrealized Gains": "\u2014", "Unrealized Losses": "\u2014", "Fair Value": 94035}, "Marketable debt securities -- Corporate debt securities": {"Amortized Cost": 201552, "Unrealized Gains": 292, "Unrealized Losses": -24, "Fair Value": 201820}, "Marketable debt securities -- Total debt investments": {"Amortized Cost": 448212, "Unrealized Gains": 528, "Unrealized Losses": -34, "Fair Value": 448706}, "Equity Investments -- Marketable equity securities": {"Amortized Cost": 20270, "Unrealized Gains": 38662, "Unrealized Losses": "\u2014", "Fair Value": 58932}, "Equity Investments -- Non-marketable equity securities": {"Amortized Cost": 3000, "Unrealized Gains": "\u2014", "Unrealized Losses": "\u2014", "Fair Value": 3000}, "Equity Investments -- Total equity investments": {"Amortized Cost": 23270, "Unrealized Gains": 38662, "Unrealized Losses": "\u2014", "Fair Value": 61932}, "Equity Investments -- Total investments": {"Amortized Cost": 471482, "Unrealized Gains": 39190, "Unrealized Losses": -34, "Fair Value": 510638}}

Question: What is the difference in the total debt investments and the total equity investments, based on amortized cost?
Answer: 424942

Question: Based on fair value, what is the percentage constitution of U.S. treasury securities among the total debt investments?
Answer: 22.68

Question: Based on amortized cost, what is the percentage constitution of total equity investments among the total investments?
Answer: 4.94
{"Net sales of continuing operations -- Consolidated net sales": {"2019": 946.9, "2018": 896.9, "2017": 791.8, "2019 vs 2018": 5.6, "2018 vs 2017": 13.3}, "Net sales of continuing operations -- Consolidated gross profits": {"2019": 325.7, "2018": 307.7, "2017": 273.2, "2019 vs 2018": 5.8, "2018 vs 2017": 12.6}, "Net sales of continuing operations -- Consolidated gross margin": {"2019": 34.4, "2018": 34.3, "2017": 34.5, "2019 vs 2018": 0.1, "2018 vs 2017": -0.2}, "Net sales of continuing operations -- Consolidated SD&A costs **": {"2019": 260.4, "2018": 245.2, "2017": 227.2, "2019 vs 2018": 6.2, "2018 vs 2017": 7.9}, "Net sales of continuing operations -- Consolidated SD&A costs ** as % of sales": {"2019": 27.5, "2018": 27.3, "2017": 28.7, "2019 vs 2018": 0.2, "2018 vs 2017": -1.4}, "Net sales of continuing operations -- Consolidated operating income": {"2019": 66.1, "2018": 61.7, "2017": 45.7, "2019 vs 2018": 7.1, "2018 vs 2017": 35.0}, "Net sales of continuing operations -- Consolidated operating margin from continuing operations": {"2019": 7.0, "2018": 6.9, "2017": 5.8, "2019 vs 2018": 0.1, "2018 vs 2017": 1.1}, "Net sales of continuing operations -- Effective income tax rate": {"2019": 24.4, "2018": 21.3, "2017": -44.0, "2019 vs 2018": 3.1, "2018 vs 2017": 65.3}, "Net sales of continuing operations -- Net income from continuing operations": {"2019": 50.0, "2018": 49.5, "2017": 65.5, "2019 vs 2018": 1.0, "2018 vs 2017": -24.4}, "Net sales of continuing operations -- Net margin from continuing operations": {"2019": 5.3, "2018": 5.5, "2017": 8.3, "2019 vs 2018": -0.2, "2018 vs 2017": -2.8}, "Net sales of continuing operations -- Income (loss) from discontinued operations, net of tax $": {"2019": -1.5, "2018": 175.2, "2017": -25.1, "2019 vs 2018": -100.9, "2018 vs 2017": 798.0}}

Question: What is the total consolidated net sales in 2019 and 2018?
Answer: 1843.8

Question: What is the total consolidated net sales in 2017 and 2018
Answer: 1688.7

Question: What is the change in consolidated gross profit between 2017 and 2018?
Answer: 34.5
{"Cost of revenuesproduct sales: Software royalties, amortization, and intellectual property licenses": {"2019": 19, "2018": 13, "2017": 10}, "Cost of revenuessubscription, licensing, and other revenues: Game Operations and Distribution Costs": {"2019": 1, "2018": 2, "2017": 1}, "Cost of revenuessubscription, licensing, and other revenues: Software royalties, amortization, and intellectual property licenses": {"2019": 1, "2018": 3, "2017": 3}, "Product development": {"2019": 53, "2018": 61, "2017": 57}, "Sales and marketing": {"2019": 10, "2018": 15, "2017": 15}, "General and administrative": {"2019": 82, "2018": 115, "2017": 92}, "Share-based compensation expense before income taxes": {"2019": 166, "2018": 209, "2017": 178}, "Income tax benefit": {"2019": -29, "2018": -46, "2017": -34}, "Total share-based compensation expense, net of income tax benefit": {"2019": 137, "2018": 163, "2017": 144}}

Question: What was the change in product development between 2018 and 2019?
Answer: -8

Question: What was the percentage change in General and administrative expenses between 2017 and 2018?
Answer: 25
{"Gains (losses) on investments, net: -- Available-for-sale debt investments": {"July 27, 2019": -13, "July 28, 2018": -242, "July 29, 2017": -42, "Variance in Dollars": 229}, "Gains (losses) on investments, net: -- Marketable equity investments": {"July 27, 2019": -3, "July 28, 2018": 529, "July 29, 2017": -45, "Variance in Dollars": -532}, "Gains (losses) on investments, net: -- Non-marketable equity and other investments": {"July 27, 2019": 6, "July 28, 2018": 11, "July 29, 2017": -46, "Variance in Dollars": -5}, "Gains (losses) on investments, net: -- Net gains (losses) on investments": {"July 27, 2019": -10, "July 28, 2018": 298, "July 29, 2017": -133, "Variance in Dollars": -308}, "Gains (losses) on investments, net: -- Other gains (losses), net": {"July 27, 2019": -87, "July 28, 2018": -133, "July 29, 2017": -30, "Variance in Dollars": 46}, "Gains (losses) on investments, net: -- Other income (loss), net": {"July 27, 2019": -97, "July 28, 2018": 165, "July 29, 2017": -163, "Variance in Dollars": -262}}

Question: What was the difference in the variance in dollars between Available-for-sale debt investments and net Other gains (losses)?
Answer: 183
{"": {"Year Ended December 31,": 2019, "": 2018}, "Contract assets": {"Year Ended December 31,": 218, "": 210}, "Contract liabilities": {"Year Ended December 31,": 346, "": 359}}

Question: What is the percentage change in the contract assets from 2018 to 2019?
Answer: 3.81

Question: What is the percentage change in the contract liabilities from 2018 to 2019?
Answer: -3.62

Question: What is the change in the contract assets from 2018 to 2019?
Answer: 8
{"Numerator: -- Net Income (in millions)": {"April 27, 2019": 91.6, "April 28, 2018": 57.2, "April 29, 2017": 92.9}, "Denominator for Basic Earnings Per Share-Weighted Average Shares -- Outstanding and Vested/Unissued Restricted Stock Units": {"April 27, 2019": 37405298.0, "April 28, 2018": 37281630.0, "April 29, 2017": 37283096.0}, "Dilutive Potential Common Shares-Employee Stock Options, -- Restricted Stock Awards and Restricted Stock Units": {"April 27, 2019": 264262.0, "April 28, 2018": 260269.0, "April 29, 2017": 202605.0}, "Dilutive Potential Common Shares-Employee Stock Options, -- Denominator for Diluted Earnings Per Share": {"April 27, 2019": 37669560.0, "April 28, 2018": 37541899.0, "April 29, 2017": 37485701.0}, "Basic and Diluted Income Per Share: -- Basic Income Per Share": {"April 27, 2019": 2.45, "April 28, 2018": 1.54, "April 29, 2017": 2.49}, "Basic and Diluted Income Per Share: -- Diluted Income Per Share": {"April 27, 2019": 2.43, "April 28, 2018": 1.52, "April 29, 2017": 2.48}}

Question: What was the change in the Net income from 2018 to 2019?
Answer: 34.4
{"Current -- Federal": {"2019": 1615, "2018": 741, "2017": 584}, "Current -- State": {"2019": 900, "2018": 653, "2017": -88}, "Current -- Foreign": {"2019": 452, "2018": 263, "2017": 6}, "Current -- Total Current": {"2019": 2967, "2018": 1657, "2017": 502}, "Deferred -- Federal": {"2019": 2622, "2018": -8821, "2017": 3837}, "Deferred -- State": {"2019": -23, "2018": -2643, "2017": -1368}, "Deferred -- Foreign": {"2019": "\u2014", "2018": -18, "2017": 19}, "Deferred -- Total Deferred": {"2019": 2599, "2018": -11482, "2017": 2488}, "Deferred -- Total": {"2019": 5566, "2018": -9825, "2017": 2990}}

Question: What was the change in current State income tax expense between 2018 and 2019?
Answer: 247

Question: What was the change in total deferred income tax expense between 2017 and 2019?
Answer: 111

Question: What was the percentage change in the total income tax expense between 2017 and 2019?
Answer: 86.15
{"Cost of sales": {"December 31, 2019": 22, "December 31, 2018": 23, "December 31, 2017": 12}, "Selling, general and administrative": {"December 31, 2019": 46, "December 31, 2018": 67, "December 31, 2017": 31}, "Research and development": {"December 31, 2019": 77, "December 31, 2018": 35, "December 31, 2017": 18}, "Total pre-payroll tax and social contribution compensation": {"December 31, 2019": 145, "December 31, 2018": 125, "December 31, 2017": 61}}

Question: What was the increase ./ (decrease) in the cost of sales from 2018 to 2019?
Answer: -1
{"Scope 1": {"FY19": 263.0, "FY18": 390.0, "FY17": 491.0, "FY16": 565.0}, "Manchester": {"FY19": 213.0, "FY18": 281.0, "FY17": 361.0, "FY16": 357.0}, "London": {"FY19": 44.0, "FY18": 60.0, "FY17": 76.0, "FY16": 88.0}, "Scope 2": {"FY19": 258.0, "FY18": 340.0, "FY17": 437.0, "FY16": 445.0}, "Total": {"FY19": 521.0, "FY18": 731.0, "FY17": 928.0, "FY16": 1010.0}, "Revenue": {"FY19": 355.1, "FY18": 330.1, "FY17": 311.5, "FY16": 281.6}, "Carbon intensity": {"FY19": 1.47, "FY18": 2.21, "FY17": 2.98, "FY16": 3.59}, "Year-on-year change": {"FY19": -34.0, "FY18": -26.0, "FY17": -17.0, "FY16": ""}}

Question: What was the change in the CO2 emissions amount in London in 2019 from 2018?
Answer: -16

Question: What was the percentage change in the CO2 emissions amount in London in 2019 from 2018?
Answer: -26.67
{"Audit fees (1)": {"2019": 4598, "2018": 4701}, "Audit-related fees (2)": {"2019": "\u2014", "2018": "\u2014"}, "Tax fees (3)": {"2019": 108, "2018": 116}, "All other fees (4)": {"2019": 40, "2018": 101}, "Total": {"2019": 4746, "2018": 4918}}

Question: In year ended 2019, what is the Audit fees expressed as a percentage of total fees?
Answer: 96.88

Question: What is the Tax fees for fiscal year 2019 expressed as a percentage of total fees?
Answer: 2.28
{"Term Loan Credit Agreement (1)": {"2019": "$\u2014", "2018": 318782}, "TOKIN Term Loan Facility (2)": {"2019": 276808, "2018": "\u2014"}, "Customer Advances (3)": {"2019": 11270, "2018": "\u2014"}, "Other, net (4)": {"2019": 6393, "2018": 5841}, "Total debt": {"2019": 294471, "2018": 324623}, "Current maturities": {"2019": -28430, "2018": -20540}, "Total long-term debt": {"2019": 266041, "2018": 304083}}

Question: What was the change in Total debt between 2018 and 2019?
Answer: -30152

Question: What was the percentage change in total long-term debt between 2018 and 2019?
Answer: -12.51
{"Cable-ships and submersibles": {"2019": 246.5, "2018": 251.1}, "Equipment, furniture and fixtures, and software": {"2019": 214.1, "2018": 148.0}, "Building and leasehold improvements": {"2019": 48.9, "2018": 47.3}, "Land": {"2019": 36.8, "2018": 32.8}, "Construction in progress": {"2019": 14.3, "2018": 12.9}, "Plant and transportation equipment": {"2019": 13.5, "2018": 12.0}, "": {"2019": 574.1, "2018": 504.1}, "Less: Accumulated depreciation": {"2019": 168.3, "2018": 127.8}, "Total": {"2019": 405.8, "2018": 376.3}}

Question: What is the increase / (decrease) in the Cable-ships and submersibles from 2018 to 2019?
Answer: -4.6
{"Net income for basic and diluted net income per share": {"2019": 467468.0, "2018": 451779.0, "2017": 257692.0}, "Weighted average common shares-basic": {"2019": 170425.0, "2018": 187672.0, "2017": 198069.0}, "Effect of dilutive potential common shares: -- Incremental shares from assumed conversion of convertible notes (1)": {"2019": 4909.0, "2018": 2749.0, "2017": 1298.0}, "Effect of dilutive potential common shares: -- Convertible note hedge warrant shares (2)": {"2019": 2698.0, "2018": 485.0, "2017": 112.0}, "Effect of dilutive potential common shares: -- Restricted stock units": {"2019": 1236.0, "2018": 1385.0, "2017": 1800.0}, "Effect of dilutive potential common shares: -- Stock options": {"2019": 178.0, "2018": 278.0, "2017": 335.0}, "Effect of dilutive potential common shares: -- Employee stock purchase rights": {"2019": 13.0, "2018": 36.0, "2017": 27.0}, "Effect of dilutive potential common shares: -- Dilutive potential common shares": {"2019": 9034.0, "2018": 4933.0, "2017": 3572.0}, "Effect of dilutive potential common shares: -- Weighted average common shares-diluted": {"2019": 179459.0, "2018": 192605.0, "2017": 201641.0}, "Effect of dilutive potential common shares: -- Net income per common share-basic": {"2019": 2.74, "2018": 2.41, "2017": 1.3}, "Effect of dilutive potential common shares: -- Net income per common share-diluted": {"2019": 2.6, "2018": 2.35, "2017": 1.28}}

Question: What was the change in Net income per common share-diluted in 2019 from 2018?
Answer: 0.25

Question: What was the percentage change in Net income per common share-diluted in 2019 from 2018?
Answer: 10.64
{"Interest expense on Term Loans": {"2019": 8073, "2018": 101087}, "Amortization of debt issuance costs": {"2019": 5685, "2018": 16308}, "Other interest expense ": {"2019": 2120, "2018": 6949}, "Total interest expense, net": {"2019": 15878, "2018": 124344}}

Question: What is the change in Interest expense on Term Loans between December 31, 2018 and 2019?
Answer: -93014
{"Net loss": {"2019": -52250, "2018": -47515, "2017": -19634}, "Interest and investment (income) expense, net": {"2019": 2979, "2018": 4504, "2017": 216}, "Provision for income taxes": {"2019": 425, "2018": 796, "2017": 47}, "Depreciation and amortization": {"2019": 19671, "2018": 13693, "2017": 10207}, "Loss on extinguishment of convertible notes": {"2019": 1406, "2018": "\u2014", "2017": "\u2014"}, "Stock-based compensation": {"2019": 33489, "2018": 25825, "2017": 9299}, "Adjusted EBITDA": {"2019": 5720, "2018": -2697, "2017": 135}}

Question: What is the change in the Provision for income taxes from 2018 to 2019?
Answer: -371
{"Years ended August 31, -- (in thousands of dollars, except percentages)": {"2019 (1) $": 2019, "2018 (2) $": 2018, "Change %": "Change %", "Change in constant currency (3) %": -3.0, "Foreign exchange impact (3) $": -3}, "Years ended August 31, -- Canadian broadband services": {"2019 (1) $": 1294967, "2018 (2) $": 1299906, "Change %": -0.4, "Change in constant currency (3) %": -0.4, "Foreign exchange impact (3) $": "-"}, "Years ended August 31, -- American broadband services": {"2019 (1) $": 1036853.0, "2018 (2) $": 847372.0, "Change %": 22.4, "Change in constant currency (3) %": 17.9, "Foreign exchange impact (3) $": 37433.0}, "Years ended August 31, -- Inter-segment eliminations and other": {"2019 (1) $": "-", "2018 (2) $": 126, "Change %": -100.0, "Change in constant currency (3) %": -100.0, "Foreign exchange impact (3) $": "-"}, "Years ended August 31, -- ": {"2019 (1) $": 2331820.0, "2018 (2) $": 2147404.0, "Change %": 8.6, "Change in constant currency (3) %": 6.8, "Foreign exchange impact (3) $": 37433.0}}

Question: What is the increase / (decrease) in Canadian broadband services from 2018 to 2019?
Answer: -4939
{"Assets -- Current Assets": {"2019 $000": 4297, "2018 $000": 7869}, "Assets -- Non-Current Assets": {"2019 $000": 165165, "2018 $000": 174810}, "Assets -- Total Assets": {"2019 $000": 169462, "2018 $000": 182679}, "Liabilities -- Current Liabilities": {"2019 $000": 92352, "2018 $000": 93067}, "Liabilities -- Total Liabilities": {"2019 $000": 92352, "2018 $000": 93067}, "Liabilities -- Net Assets": {"2019 $000": 77110, "2018 $000": 89612}, "Equity -- Contributed Equity": {"2019 $000": 111290, "2018 $000": 111066}, "Equity -- Reserves": {"2019 $000": 3960, "2018 $000": 3198}, "Equity -- Accumulated Losses": {"2019 $000": -38140, "2018 $000": -24652}, "Equity -- Total Equity": {"2019 $000": 77110, "2018 $000": 89612}, "Financial Performance -- Loss of the parent entity": {"2019 $000": -4812, "2018 $000": -163}, "Financial Performance -- Total comprehensive loss of the parent entity": {"2019 $000": -4812, "2018 $000": -163}}

Question: What is the debts to assets ratio of the parent entity in 2018?
Answer: 0.51
{"Cash paid for acquisition": {"Trek": 11723, "Electrostatic Product Line": 3000, "LumaSense": 94946, "Total": 109669}, "Less cash acquired": {"Trek": -5651, "Electrostatic Product Line": "\u2014", "LumaSense": -10262, "Total": -15913}, "Total purchase price": {"Trek": 6072, "Electrostatic Product Line": 3000, "LumaSense": 84684, "Total": 93756}}

Question: What was the difference in the fair value of cash paid for acquisition between Trek and Electrostatic Product Line?
Answer: 8723

Question: What is the sum of the two highest total purchase prices?
Answer: 90756
{"Trade receivables, net": {"As reported December 31, 2017": 201.8, "Adjustments for ASC 606 adoption": -6.2, "Adjusted January 1, 2018": 195.6}, "Prepaid expenses and other current assets": {"As reported December 31, 2017": 44.6, "Adjustments for ASC 606 adoption": 11.8, "Adjusted January 1, 2018": 56.4}, "Receivables from related parties": {"As reported December 31, 2017": 18.1, "Adjustments for ASC 606 adoption": -3.7, "Adjusted January 1, 2018": 14.4}, "Computer software, net": {"As reported December 31, 2017": 416.8, "Adjustments for ASC 606 adoption": 1.8, "Adjusted January 1, 2018": 418.6}, "Deferred contract costs, net": {"As reported December 31, 2017": 136.1, "Adjustments for ASC 606 adoption": 13.3, "Adjusted January 1, 2018": 149.4}, "Other non-current assets": {"As reported December 31, 2017": 104.0, "Adjustments for ASC 606 adoption": 3.3, "Adjusted January 1, 2018": 107.3}, "Total assets": {"As reported December 31, 2017": 3655.9, "Adjustments for ASC 606 adoption": 20.3, "Adjusted January 1, 2018": 3676.2}, "Deferred revenues (current)": {"As reported December 31, 2017": 59.6, "Adjustments for ASC 606 adoption": -1.9, "Adjusted January 1, 2018": 57.7}, "Deferred revenues (non-current)": {"As reported December 31, 2017": 100.7, "Adjustments for ASC 606 adoption": 6.8, "Adjusted January 1, 2018": 107.5}, "Deferred income taxes": {"As reported December 31, 2017": 224.6, "Adjustments for ASC 606 adoption": 4.2, "Adjusted January 1, 2018": 228.8}, "Total liabilities": {"As reported December 31, 2017": 1947.1, "Adjustments for ASC 606 adoption": 9.1, "Adjusted January 1, 2018": 1956.2}, "Retained earnings": {"As reported December 31, 2017": 201.4, "Adjustments for ASC 606 adoption": 11.2, "Adjusted January 1, 2018": 212.6}, "Total equity": {"As reported December 31, 2017": 1708.8, "Adjustments for ASC 606 adoption": 11.2, "Adjusted January 1, 2018": 1720.0}, "Total liabilities and equity": {"As reported December 31, 2017": 3655.9, "Adjustments for ASC 606 adoption": 20.3, "Adjusted January 1, 2018": 3676.2}}

Question: What was the difference in amount as reported in 2017 between Total assets and Total liabilities?
Answer: 1708.8

Question: What was the difference between current and non-current deferred revenues after adjustment in 2018?
Answer: 41.1

Question: What was the difference between Total liabilities and equity and Total Equity as reported in 2017?
Answer: 1947.1
{"Computer hardware": {"July 31, 2019 ": 17799, "July 31, 2018": 20614}, "Software": {"July 31, 2019 ": 6741, "July 31, 2018": 4664}, "Capitalized software development costs": {"July 31, 2019 ": 7374, "July 31, 2018": 3978}, "Equipment and machinery": {"July 31, 2019 ": 10455, "July 31, 2018": 4265}, "Furniture and fixtures": {"July 31, 2019 ": 8137, "July 31, 2018": 4217}, "Leasehold improvements": {"July 31, 2019 ": 48191, "July 31, 2018": 10751}, "    Total property and equipment": {"July 31, 2019 ": 98697, "July 31, 2018": 48489}, "Less accumulated depreciation": {"July 31, 2019 ": -32888, "July 31, 2018": -29894}, "    Property and equipment, net ": {"July 31, 2019 ": 65809, "July 31, 2018": 18595}}

Question: What was the change in the Capitalized software development costs from 2018 to 2019?
Answer: 3396
{"Projected benefit obligation": {"2019": 60437, "2018": 51499}, "Accumulated benefit obligation": {"2019": 55941, "2018": 47713}, "Fair value of plan assets": {"2019": 12997, "2018": 12486}}

Question: What was the change in Fair value of plan assets from 2018 to 2019?
Answer: 511

Question: What was the percentage change in Fair value of plan assets from 2018 to 2019?
Answer: 4.09
{"": {"2019": "", "2018": "", "2017": "(In thousands, except percentages)", "2018 to 2019 % change": "", "2017 to 2018 % change": ""}, "Research and Development": {"2019": 207548, "2018": 160260, "2017": 115291, "2018 to 2019 % change": 30, "2017 to 2018 % change": 39}}

Question: What is the percentage increase in Research and Development expense from 2017 to 2019?
Answer: 80.02
{"Year ended December 31, -- (EUR million)": {"2018": 2018.0, "2019": 2019, "% Change": "% Change"}, "Front-end: -- Research and development expenses": {"2018": 125.3, "2019": 150.7, "% Change": 20.0}, "Front-end: -- Capitalization of development expenses": {"2018": -49.7, "2019": -60.2, "% Change": 21.0}, "Front-end: -- Research and development grants and credits": {"2018": -0.3, "2019": "\u2013", "% Change": "\u2013"}, "Front-end: -- Amortization of capitalized development  expenses": {"2018": 12.0, "2019": 15.6, "% Change": 30.0}, "Front-end: -- ": {"2018": 87.3, "2019": 106.1, "% Change": 22.0}, "Front-end: -- Impairment capitalized development expenses": {"2018": 1.3, "2019": 4.8, "% Change": "\u2013"}, "Front-end: -- Total": {"2018": 88.6, "2019": 110.8, "% Change": 25.0}}

Question: What is the change in total research and development expenses from 2018 to 2019?
Answer: 22.2
{"(in thousands of dollars, except percentages)": {"2019 (1)": "$", "2018 (2)": "$", "Change": "%", "Change in constant currency (3)": "%", "Foreign exchange impact (3)": "$"}, "Canadian broadband services": {"2019 (1)": 606286.0, "2018 (2)": 618886.0, "Change": -2.0, "Change in constant currency (3)": -2.2, "Foreign exchange impact (3)": 1102.0}, "American broadband services": {"2019 (1)": 571208.0, "2018 (2)": 478172.0, "Change": 19.5, "Change in constant currency (3)": 15.2, "Foreign exchange impact (3)": 20522.0}, "Inter-segment eliminations and other": {"2019 (1)": 26486.0, "2018 (2)": 24567.0, "Change": 7.8, "Change in constant currency (3)": 7.8, "Foreign exchange impact (3)": 12.0}, "": {"2019 (1)": 1203980.0, "2018 (2)": 1121625.0, "Change": 7.3, "Change in constant currency (3)": 5.4, "Foreign exchange impact (3)": 21636.0}}

Question: What was the increase / (decrease) in Canadian broadband services from 2018 to 2019?
Answer: -12600

Question: What was the increase / (decrease) in the Inter-segment eliminations and other from 2018 to 2019?
Answer: 1919
{"Deferred compensation plan asset components: -- Cash surrender value of corporate-owned life insurance policies": {"2019": 16883, "2018": 13103}, "Deferred compensation plan asset components: -- Fair value of mutual funds and money market funds": {"2019": 21975, "2018": 18867}, "Deferred compensation plan asset components: -- Total": {"2019": 38858, "2018": 31970}, "Deferred compensation plan assets reported in: -- Other long-term assets": {"2019": 38858, "2018": 31970}, "Deferred compensation plan liabilities reported in: -- Accrued compensation and related benefits (short-term)": {"2019": 425, "2018": 447}, "Deferred compensation plan liabilities reported in: -- Other long-term liabilities": {"2019": 39665, "2018": 32283}, "Deferred compensation plan liabilities reported in: -- Total": {"2019": 40090, "2018": 32730}}

Question: What was the change in Cash surrender value of corporate-owned life insurance policies from 2018 to 2019?
Answer: 3780

Question: What was the percentage change in amount spent on other long-term liabilities from 2018 to 2019?
Answer: 22.87
{"Cost of sales": {"2019": 1766, "2018": 1096, "2017": 338}, "Selling, general and administrative": {"2019": 13722, "2018": 6419, "2017": 4674}, "": {"2019": 15488, "2018": 7515, "2017": 5012}}

Question: What is the change in cost of sales in 2019 from 2018?
Answer: 670

Question: What is the percentage change in cost of sales in 2019 from 2018?
Answer: 61.13
{"Workforce reduction": {"Planned Costs": 3075, "Actual costs incurred through December 31, 2019": 3340}, "Building and equipment relocation": {"Planned Costs": 9025, "Actual costs incurred through December 31, 2019": 10534}, "Asset impairment charge": {"Planned Costs": "\u2014", "Actual costs incurred through December 31, 2019": 1168}, "Other charges (1)": {"Planned Costs": 1300, "Actual costs incurred through December 31, 2019": 988}, "Restructuring charges": {"Planned Costs": 13400, "Actual costs incurred through December 31, 2019": 16030}}

Question: What was the difference between the planned costs and actual costs incurred for Building and Equipment Relocation?
Answer: 1509

Question: What was the difference between the planned costs and actual costs incurred for Workforce Reduction?
Answer: 265

Question: What was the difference between the planned costs and actual costs incurred for total Restructuring Charges?
Answer: 2630
{"Change in benefit obligations: -- Benefit obligation at beginning of period": {"2019": 46.4, "2018": 51.3}, "Change in benefit obligations: -- Service cost": {"2019": "\u2014", "2018": 0.1}, "Change in benefit obligations: -- Interest cost": {"2019": 1.6, "2018": 1.4}, "Change in benefit obligations: -- Actuarial (gain) loss": {"2019": -1.2, "2018": -1.7}, "Change in benefit obligations: -- Benefits paid, net": {"2019": -3.3, "2018": -4.5}, "Change in benefit obligations: -- Plan amendments": {"2019": "\u2014", "2018": -0.2}, "Change in benefit obligations: -- Benefit obligation at end of period": {"2019": 43.5, "2018": 46.4}, "Change in plan assets: -- Fair value of plan assets at beginning of period": {"2019": "$ \u2014", "2018": "$ \u2014"}, "Change in plan assets: -- Employer contribution": {"2019": 3.3, "2018": 4.5}, "Change in plan assets: -- Benefits paid, net": {"2019": -3.3, "2018": -4.5}, "Change in plan assets: -- Fair value of plan assets at end of period": {"2019": "$ \u2014", "2018": "$ \u2014"}, "Net amount recognized: -- Underfunded status": {"2019": -43.5, "2018": -46.4}, "Net amount recognized: -- Accumulated benefit obligation at end of year": {"2019": 43.5, "2018": 46.4}, "Net amount recognized in consolidated balance sheets consists of: -- Current liability": {"2019": -5.3, "2018": -5.3}, "Net amount recognized in consolidated balance sheets consists of: -- Non-current liability": {"2019": -38.2, "2018": -41.1}, "Net amount recognized in consolidated balance sheets consists of: -- Net amount recognized": {"2019": -43.5, "2018": -46.4}, "Amounts recognized in accumulated other comprehensive loss consist of: -- Net actuarial (gain) loss": {"2019": -0.6, "2018": 0.4}, "Amounts recognized in accumulated other comprehensive loss consist of: -- Prior service credit": {"2019": -2.6, "2018": -3.0}, "Amounts recognized in accumulated other comprehensive loss consist of: -- Total": {"2019": -3.2, "2018": -2.6}}

Question: What is the difference between Benefit obligation at beginning of period for 2018 and 2019?
Answer: 4.9

Question: What is Benefit obligation at end of period expressed as a percentage of Benefit obligation at beginning of period for 2019?
Answer: 93.75
{"Geographic distribution of income (loss) from continuing operations before income taxes and equity in earnings of unconsolidated investees: -- U.S. loss": {"December 29, 2019": -84071, "December 30, 2018": -778316, "December 31, 2017": -1242000}, "Geographic distribution of income (loss) from continuing operations before income taxes and equity in earnings of unconsolidated investees: -- Non-U.S. income (loss)": {"December 29, 2019": 110040, "December 30, 2018": -120355, "December 31, 2017": 41250}, "Geographic distribution of income (loss) from continuing operations before income taxes and equity in earnings of unconsolidated investees: -- Income (loss) before income taxes and equity in earnings (loss) of unconsolidated investees": {"December 29, 2019": 25969, "December 30, 2018": -898671, "December 31, 2017": -1200750}, "Current tax (expense) benefit -- Federal": {"December 29, 2019": -328, "December 30, 2018": -1155, "December 31, 2017": 6816}, "Current tax (expense) benefit -- State": {"December 29, 2019": -370, "December 30, 2018": -553, "December 31, 2017": 6575}, "Current tax (expense) benefit -- Foreign": {"December 29, 2019": -24588, "December 30, 2018": -4100, "December 31, 2017": -12074}, "Current tax (expense) benefit -- Total current tax (expense) benefit": {"December 29, 2019": -25286, "December 30, 2018": -5808, "December 31, 2017": 1317}, "Deferred tax (expense) benefit -- Federal": {"December 29, 2019": -100, "December 30, 2018": "\u2014", "December 31, 2017": "\u2014"}, "Deferred tax (expense) benefit -- State": {"December 29, 2019": "\u2014", "December 30, 2018": "\u2014", "December 31, 2017": 1450}, "Deferred tax (expense) benefit -- Foreign": {"December 29, 2019": -1245, "December 30, 2018": 4798, "December 31, 2017": 1177}, "Deferred tax (expense) benefit -- Total deferred tax (expense) benefit": {"December 29, 2019": -1345, "December 30, 2018": 4798, "December 31, 2017": 2627}, "Deferred tax (expense) benefit -- (Provision for) benefit from income taxes": {"December 29, 2019": -26631, "December 30, 2018": -1010, "December 31, 2017": 3944}}

Question: What was the percentage change in Total deferred tax benefit  from 2017 to 2018?
Answer: 82.64
{"Net sales:     -- AMER ": {"2019": 1429.3, "2018": 1218.9}, "Net sales:     -- APAC ": {"2019": 1557.2, "2018": 1498.0}, "Net sales:     -- EMEA ": {"2019": 309.9, "2018": 281.5}, "Net sales:     -- Elimination of inter-segment sales": {"2019": -132.0, "2018": -124.9}, "Net sales:     -- Total net sales": {"2019": 3164.4, "2018": 2873.5}}

Question: What was the difference in net sales in 2018 between AMER and EMEA regions?
Answer: 937.4
{"Raw Materials and Component Parts": {"2019": 11600, "2018": 16206}, "Work in Progress": {"2019": 8896, "2018": 8216}, "Finished Goods": {"2019": 2860, "2018": 1764}, "": {"2019": 23356, "2018": 26186}}

Question: In 2019, what is the percentage constitution of finished goods among the total inventory amount?
Answer: 12.25

Question: What is the percentage change of amount of inventory from 2018 and 2019 ?
Answer: -10.81
{"Operating lease assets (1)": {"2019": 145711, "2018": "$\u2014"}, "Indirect tax receivables .": {"2019": 9446, "2018": 22487}, "Notes receivable (2)": {"2019": 8194, "2018": 8017}, "Income taxes receivable .": {"2019": 4106, "2018": 4444}, "Equity method investments (3) .": {"2019": 2812, "2018": 3186}, "Derivative instruments (4) .": {"2019": 139, "2018": "\u2014"}, "Deferred rent .": {"2019": "\u2014", "2018": 27249}, "Other .": {"2019": 79446, "2018": 33495}, "Other assets": {"2019": 249854, "2018": 98878}}

Question: What is the percentage change in other assets from 2018 to 2019?
Answer: 152.69
{"Cost of product revenues": {"April 26, 2019": 4, "April 27, 2018": 3, "April 28, 2017": 4}, "Cost of hardware maintenance and other services revenues": {"April 26, 2019": 10, "April 27, 2018": 10, "April 28, 2017": 13}, "Sales and marketing": {"April 26, 2019": 67, "April 27, 2018": 68, "April 28, 2017": 84}, "Research and development": {"April 26, 2019": 48, "April 27, 2018": 49, "April 28, 2017": 59}, "General and administrative": {"April 26, 2019": 29, "April 27, 2018": 31, "April 28, 2017": 35}, "Total stock-based compensation expense": {"April 26, 2019": 158, "April 27, 2018": 161, "April 28, 2017": 195}, "Income tax benefit for stock-based compensation": {"April 26, 2019": 15, "April 27, 2018": 29, "April 28, 2017": 41}}

Question: What would be the change in Research and development expense between 2017 and 2018?
Answer: -10

Question: What would be the percentage change in General and administrative expense between 2018 and 2019?
Answer: -6.45
{"": {"2019": "%", "2018": "%"}, "Equity instruments": {"2019": 53.9, "2018": 58.5}, "Debt instruments": {"2019": 18.6, "2018": 22.5}, "Real estate": {"2019": 10.8, "2018": 3.5}, "Cash and cash equivalents": {"2019": 3.7, "2018": 3.0}, "Other": {"2019": 13.0, "2018": 12.5}, "Total": {"2019": 100.0, "2018": 100.0}}

Question: What is the difference in equity instruments between 2018 and 2019?
Answer: 4.6

Question: What is the difference in debt instruments between 2018 and 2019?
Answer: 3.9
{"October 1 to October 31": {"Total number of Shares purchased": 3646581, "Average price paid per share": 97.28, "Total number of shares purchased as part of publicly announced plans or programs": "\u2014", "Maximum number (or approximate dollar value) of shares that may yet be purchased under the plans or programs": "\u2014"}, "November 1 to November 30": {"Total number of Shares purchased": 1096773, "Average price paid per share": "\u2014 (ii)", "Total number of shares purchased as part of publicly announced plans or programs": "\u2014", "Maximum number (or approximate dollar value) of shares that may yet be purchased under the plans or programs": "\u2014"}, "December 1 to December 31": {"Total number of Shares purchased": "\u2014", "Average price paid per share": "\u2014", "Total number of shares purchased as part of publicly announced plans or programs": "\u2014", "Maximum number (or approximate dollar value) of shares that may yet be purchased under the plans or programs": "\u2014"}, "Total": {"Total number of Shares purchased": 4743354, "Average price paid per share": 97.28, "Total number of shares purchased as part of publicly announced plans or programs": "\u2014", "Maximum number (or approximate dollar value) of shares that may yet be purchased under the plans or programs": "\u2014"}}

Question: What is the percentage amount of the number of shares purchased in October?
Answer: 76.88
{"": {"2018": "", "2017": "(dollars in thousands)", "$": "", "%": ""}, "Sales and marketing": {"2018": 69608.0, "2017": 46998.0, "$": 22610.0, "%": 48.1}, "% of revenue": {"2018": 47, "2017": 45, "$": "", "%": ""}}

Question: What is the change in the gross margin between 2017 and 2018?
Answer: 2
{"Equity securities - U.S. holdings(1)": {"2019": 24586, "2018": 20469}, "Equity funds - U.S. holdings(1) (7)": {"2019": "\u2014", "2018": 54}, "Bond funds - government(4) (7)": {"2019": 33991, "2018": 19146}, "Bond funds - other(5) (7)": {"2019": 207901, "2018": 202393}, "Real estate(6) (7)": {"2019": 2979, "2018": 2652}, "Cash and cash equivalents(2)": {"2019": 5700, "2018": 5866}, "Partnerships(3)": {"2019": 7539, "2018": 9172}, "Total fair value of plan assets": {"2019": 282696, "2018": 259752}}

Question: What was the change in Real Estate between 2018 and 2019?
Answer: 327

Question: What was the change in the government bond funds between 2018 and 2019?
Answer: 14845

Question: What was the percentage change in Partnerships between 2018 and 2019?
Answer: -17.8