kensho/bizbench huggingface dataset:
{"Numerator: -- Net income (loss)": {"2019": 20732.0, "2018": -26743.0, "2017": 18072.0}, "Net income (loss) per share: -- Basic": {"2019": 0.25, "2018": -0.34, "2017": 0.24}, "Net income (loss) per share: -- Diluted": {"2019": 0.25, "2018": -0.34, "2017": 0.24}, "Weighted average shares used in computing net income (loss) per share: -- Basic": {"2019": 81447998.0, "2018": 77709592.0, "2017": 73994577.0}, "Weighted average shares used in computing net income (loss) per share: -- Weighted average effect of diluted stock options": {"2019": 229035.0, "2018": "\u2014", "2017": 544520.0}, "Weighted average shares used in computing net income (loss) per share: -- Weighted average effect of diluted stock awards": {"2019": 1004181.0, "2018": "\u2014", "2017": 789246.0}, "Weighted average shares used in computing net income (loss) per share: -- Diluted": {"2019": 82681214.0, "2018": 77709592.0, "2017": 75328343.0}}

Question: What was the change in the basic Weighted average shares used in computing net income (loss) per share from 2018 to 2019?
Answer: 3738406
{"Mortgage loan originations(1): -- Purchase": {"2019": 1272.0, "2018": 1185.0, "2017": 1143.0}, "Mortgage loan originations(1): -- Refinance": {"2019": 796.0, "2018": 458.0, "2017": 616.0}, "Mortgage loan originations(1): -- Total": {"2019": 2068.0, "2018": 1643.0, "2017": 1760.0}}

Question: What was the change in the refinance originations between 2017 and 2018?
Answer: -158

Question: What was the percentage change in the total Mortgage loan originations between 2018 and 2019?
Answer: 25.87
{"Short-term borrowings -- Bonds": {"2019 m": -53, "Restated1 2018 m": -3477}, "Short-term borrowings -- Commercial paper": {"2019 m": -873, "Restated1 2018 m": -2712}, "Short-term borrowings -- Bank loans": {"2019 m": -1220, "Restated1 2018 m": -1159}, "Short-term borrowings -- Other short-term borrowings2": {"2019 m": -2124, "Restated1 2018 m": -1165}, "Short-term borrowings -- ": {"2019 m": -4270, "Restated1 2018 m": -8513}, "Long-term borrowings -- Bonds": {"2019 m": -44439, "Restated1 2018 m": -30473}, "Long-term borrowings -- Bank loans": {"2019 m": -1780, "Restated1 2018 m": -2157}, "Long-term borrowings -- Other long-term borrowings3": {"2019 m": -2466, "Restated1 2018 m": -278}, "Long-term borrowings -- ": {"2019 m": -48685, "Restated1 2018 m": -32908}, "Long-term borrowings -- Cash and cash equivalents": {"2019 m": 13637, "Restated1 2018 m": 4674}, "Other financial instruments -- Derivative financial instruments included in trade and other receivables (note 14)": {"2019 m": 3634, "Restated1 2018 m": 2629}, "Other financial instruments -- Derivative financial instruments included in trade and other payables (note 15)": {"2019 m": -2444, "Restated1 2018 m": -2383}, "Other financial instruments -- Short-term investments (note 13)": {"2019 m": 11095, "Restated1 2018 m": 6870}, "Other financial instruments -- ": {"2019 m": 12285, "Restated1 2018 m": 7116}, "Other financial instruments -- Net debt": {"2019 m": -27033, "Restated1 2018 m": -29631}}

Question: What is the change in Cash and cash equivalents between 2018 and 2019?
Answer: 8963
{"Deferred tax assets:     -- Receivables and inventory": {"December 27, 2019 ": 4468, "December 28, 2018": 3978}, "Deferred tax assets:     -- Accrued expenses": {"December 27, 2019 ": 170, "December 28, 2018": 1835}, "Deferred tax assets:     -- Self-insurance reserves": {"December 27, 2019 ": 1957, "December 28, 2018": 2050}, "Deferred tax assets:     -- Net operating loss carryforwards ": {"December 27, 2019 ": 1393, "December 28, 2018": 1749}, "Deferred tax assets:     -- Stock compensation": {"December 27, 2019 ": 1894, "December 28, 2018": 1670}, "Deferred tax assets:     -- Operating lease liabilities ": {"December 27, 2019 ": 37740, "December 28, 2018": "\u2014"}, "Deferred tax assets:     -- Other ": {"December 27, 2019 ": 612, "December 28, 2018": 803}, "Deferred tax assets:     -- Total deferred tax assets ": {"December 27, 2019 ": 48234, "December 28, 2018": 12085}, "Deferred tax liabilities:     -- Property & equipment ": {"December 27, 2019 ": -5218, "December 28, 2018": -3446}, "Deferred tax liabilities:     -- Intangible assets ": {"December 27, 2019 ": -15192, "December 28, 2018": -13197}, "Deferred tax liabilities:     -- Contingent earn-out liabilities ": {"December 27, 2019 ": -1526, "December 28, 2018": -3179}, "Deferred tax liabilities:     -- Prepaid expenses and other ": {"December 27, 2019 ": -1379, "December 28, 2018": -1052}, "Deferred tax liabilities:     -- Operating lease right-of-use assets ": {"December 27, 2019 ": -34895, "December 28, 2018": "\u2014"}, "Deferred tax liabilities:     -- Total deferred tax liabilities ": {"December 27, 2019 ": -58210, "December 28, 2018": -20874}, "Deferred tax liabilities:     -- Valuation allowance ": {"December 27, 2019 ": -907, "December 28, 2018": -812}, "Deferred tax liabilities:     -- Total net deferred tax liability": {"December 27, 2019 ": -10883, "December 28, 2018": -9601}}

Question: What is the change in Stock compensation between 2018 and 2019?
Answer: 224
{"Financial income and expenses -- SEK million": {"2018": 2018, "2017": 2017}, "Reported in prior years -- Reported in prior years": {"2018": 316, "2017": 372}, "Reported in prior years -- Financial expenses": {"2018": 2389, "2017": 843}, "Reported in prior years -- Total": {"2018": 2705, "2017": 1215}, "Reported in prior years -- SEK million": {"2018": 2018, "2017": 2017}, "Restated -- Financial income": {"2018": 151, "2017": 50}, "Restated -- Financial expenses": {"2018": 2032, "2017": 1570}, "Restated -- Net foreign exchange gains and losses": {"2018": 824, "2017": 405}, "Restated -- Total": {"2018": -2705, "2017": 1215}}

Question: What is the change in the net foreign exchange gains and losses between 2018 and 2017?
Answer: -1229
{"Consumer / SMB Fiber Revenue (in millions):": {"2018": 87.2, "2019": 42.3}, "Subscribers (in thousands): -- High-speed internet": {"2018": 68.2, "2019": 65.9}, "Subscribers (in thousands): -- Video": {"2018": 42.7, "2019": 48.8}, "Subscribers (in thousands): -- Voice": {"2018": 30.0, "2019": 30.3}}

Question: What is the total number of subscribers in 2019?
Answer: 140.9

Question: What is the percentage change in Hiah-speed internet Subscribers between 2018 to 2019?
Answer: 3.49
{"Domestic income (loss)": {"2019": 269331, "2018": 238405, "2017": 110562}, "Foreign income": {"2019": 171243, "2018": 147721, "2017": 138989}, "Income before income taxes": {"2019": 440574, "2018": 386126, "2017": 249551}}

Question: For Fiscal year 2019, what is the Foreign income expressed as a percentage of Income before income taxes?
Answer: 38.87
{"Grant date": {"2015 Grant": 1.0, "2016 Grant": 1.0, "2017 Grant": 1.0, "2018 Grant": 1.0, "2019 Grant": 1.0}, "Exercise price": {"2015 Grant": 2797.0, "2016 Grant": 4477.3, "2017 Grant": 5496.7, "2018 Grant": 7240.0, "2019 Grant": 7835.0}, "Number of employees": {"2015 Grant": 1038.0, "2016 Grant": 1040.0, "2017 Grant": 1229.0, "2018 Grant": 1294.0, "2019 Grant": 1318.0}, "Shares under scheme": {"2015 Grant": 34449.0, "2016 Grant": 22173.0, "2017 Grant": 22411.0, "2018 Grant": 16687.0, "2019 Grant": 16820.0}, "Vesting period": {"2015 Grant": 3.0, "2016 Grant": 3.0, "2017 Grant": 3.0, "2018 Grant": 3.0, "2019 Grant": 3.0}, "Expected volatility": {"2015 Grant": 21.0, "2016 Grant": 21.0, "2017 Grant": 21.0, "2018 Grant": 19.0, "2019 Grant": 21.0}, "Risk free interest rate": {"2015 Grant": 0.4, "2016 Grant": 0.1, "2017 Grant": 0.4, "2018 Grant": 0.8, "2019 Grant": 0.5}, "Expected dividend yield": {"2015 Grant": 2.5, "2016 Grant": 2.5, "2017 Grant": 2.3, "2018 Grant": 2.0, "2019 Grant": 1.8}, "Fair value": {"2015 Grant": 2931.3, "2016 Grant": 4696.7, "2017 Grant": 5799.0, "2018 Grant": 7623.7, "2019 Grant": 8305.1}}

Question: What was the change in the number of employees in 2019 from 2018?
Answer: 24

Question: What was the percentage change in the number of employees in 2019 from 2018?
Answer: 1.85
{"Net income": {"September 28,2019": 53825, "September 29,2018": 247358, "September 30,2017": 207122}, "Other comprehensive income (loss):(1) -- Translation adjustment, net of taxes(2)": {"September 28,2019": -32609, "September 29,2018": -18065, "September 30,2017": 24923}, "Other comprehensive income (loss):(1) -- Changes in unrealized losses on available-for-sale securities, net of taxes(3)": {"September 28,2019": "\u2014", "September 29,2018": -4, "September 30,2017": -3330}, "Other comprehensive income (loss):(1) -- Defined benefit pension plans, net of taxes(4)": {"September 28,2019": -6560, "September 29,2018": 996, "September 30,2017": 3613}, "Other comprehensive income (loss):(1) -- Other comprehensive income (loss), net of tax": {"September 28,2019": -39169, "September 29,2018": -17073, "September 30,2017": 25206}, "Other comprehensive income (loss):(1) -- Comprehensive income": {"September 28,2019": 14656, "September 29,2018": 230285, "September 30,2017": 232328}}

Question: What was the percentage change in Net income in 2018 from 2017?
Answer: 19.43
{"($ in millions) -- For the year ended December 31:": {"2019": 2019.0, "2018*": 2018.0, "Yr.-to-Yr. Percent/ Margin Change": "Yr.-to-Yr. Percent/ Margin Change"}, "Global Technology Services -- External total gross profit": {"2019": 9515.0, "2018*": 10035.0, "Yr.-to-Yr. Percent/ Margin Change": -5.2}, "Global Technology Services -- External total gross profit margin": {"2019": 34.8, "2018*": 34.4, "Yr.-to-Yr. Percent/ Margin Change": 0.3}, "Global Technology Services -- Pre-tax income": {"2019": 1645.0, "2018*": 1781.0, "Yr.-to-Yr. Percent/ Margin Change": -7.6}, "Global Technology Services -- Pre-tax margin": {"2019": 5.8, "2018*": 5.9, "Yr.-to-Yr. Percent/ Margin Change": -0.2}}

Question: What was the increase / (decrease) in the Pre-tax margin from 2018 to 2019?
Answer: -0.1
{"Projected benefit obligation at the beginning of the year": {"2019": 61.0, "2018": 50.4}, "Additions due to acquisition of Microsemi": {"2019": 9.8, "2018": "\u2014"}, "Service cost": {"2019": 1.5, "2018": 2.2}, "Interest cost": {"2019": 1.1, "2018": 1.0}, "Actuarial losses": {"2019": 6.0, "2018": 0.7}, "Benefits paid": {"2019": -0.9, "2018": -0.8}, "Foreign currency exchange rate changes": {"2019": -5.8, "2018": 7.5}, "Projected benefit obligation at the end of the year": {"2019": 72.7, "2018": 61.0}, "Accumulated benefit obligation at the end of the year": {"2019": 66.7, "2018": 55.5}, "Weighted average assumptions -- Discount rate": {"2019": 1.41, "2018": 1.73}, "Weighted average assumptions -- Rate of compensation increase": {"2019": 2.79, "2018": 2.91}}

Question: What was the change in Service cost between 2018 and 2019?
Answer: -0.7

Question: What was the change in the Discount rate between 2018 and 2019?
Answer: -0.32

Question: What was the percentage change in the Projected benefit obligation at the end of the year between 2018 and 2019?
Answer: 19.18
{"Other current assets": {"April 26, 2019": 75, "April 27, 2018": 66}, "Other non-current assets": {"April 26, 2019": 97, "April 27, 2018": 71}, "Total deferred commissions": {"April 26, 2019": 172, "April 27, 2018": 137}}

Question: What was the change in Total deferred commissions between 2018 and 2019?
Answer: 35

Question: What was the percentage change in  Total deferred commissions between 2018 and 2019?
Answer: 25.55
{"": {" million 2019": "", " million 2018": "(Restated)(a)"}, "Underlying operating profit before tax(b)": {" million 2019": 9947, " million 2018": 9463}, "Tax on underlying operating profit(c)": {" million 2019": -2536, " million 2018": -2432}, "Operating profit after tax": {" million 2019": 7411, " million 2018": 7031}, "Goodwill": {" million 2019": 18067, " million 2018": 17341}, "Intangible assets": {" million 2019": 12962, " million 2018": 12152}, "Property, plant and equipment": {" million 2019": 12062, " million 2018": 12088}, "Net assets held for sale": {" million 2019": 81, " million 2018": 108}, "Inventories": {" million 2019": 4164, " million 2018": 4301}, "Trade and other current receivables": {" million 2019": 6695, " million 2018": 6482}, "Trade payables and other current liabilities": {" million 2019": -14768, " million 2018": -14457}, "Period-end invested capital": {" million 2019": 39263, " million 2018": 38015}, "Average invested capital for the period": {" million 2019": 38639, " million 2018": 38749}, "Return on average invested capital": {" million 2019": 19.2, " million 2018": 18.1}}

Question: What is the increase / (decrease) in inventories?
Answer: -137
{"Outstanding at January 1, 2019   ": {"Number of Units": 997173.0, "Grant Date Fair Value": 52.22}, "Granted   ": {"Number of Units": 945159.0, "Grant Date Fair Value": 49.48}, "Vested   ": {"Number of Units": -386060.0, "Grant Date Fair Value": 51.79}, "Forfeited   ": {"Number of Units": -59579.0, "Grant Date Fair Value": 50.56}, "Outstanding at December 31, 2019   ": {"Number of Units": 1496693.0, "Grant Date Fair Value": 50.67}}

Question: What is the value difference between granted share and vested share?
Answer: 2.31

Question: What is the change in the outstanding number of shares between the beginning and end of the year 2019?
Answer: 499520

Question: What is the difference in grant date fair value between the vested stocks and the forfeited stocks?
Answer: 1.23
{"": {"2019": "", "2018": "(Dollars in millions)", "2017": ""}, "Total segment adjusted EBITDA": {"2019": 15987, "2018": 16647, "2017": 12560}, "Depreciation and amortization": {"2019": -4829, "2018": -5120, "2017": -3936}, "Goodwill impairment": {"2019": -6506, "2018": -2726, "2017": "\u2014"}, "Other operating expenses": {"2019": -7216, "2018": -8045, "2017": -6504}, "Share-based compensation": {"2019": -162, "2018": -186, "2017": -111}, "Operating (loss) income": {"2019": -2726, "2018": 570, "2017": 2009}, "Total other expense, net": {"2019": -2040, "2018": -2133, "2017": -1469}, "(Loss) income before income taxes": {"2019": -4766, "2018": -1563, "2017": 540}, "Income tax expense (benefit)": {"2019": 503, "2018": 170, "2017": -849}, "Net (loss) income": {"2019": -5269, "2018": -1733, "2017": 1389}}

Question: What is the sum of income tax expense (benefit) in 2018 and 2019?
Answer: 673

Question: What is the percentage change in income tax expense (benefit) in 2019 from 2018?
Answer: 195.88
{"Domestic": {"2017": 75659, "2018": 85263, "2019": 215573}, "Foreign": {"2017": 99290, "2018": 107050, "2019": 117670}, "Total": {"2017": 174949, "2018": 192313, "2019": 333243}}

Question: What is the proportion of the domestic income as a percentage of the total income in 2019?
Answer: 64.69

Question: What is the change in total income before income taxes between 2017 and 2018?
Answer: 17364

Question: What is the percentage change in total income between 2018 and 2019?
Answer: 73.28
{"Completed technologies": {"Weighted Average Amortization Period": 6.4, "Cost": 20341.0, "Accumulated Amortization": 7104.0, "Net": 13237.0}, "Customer relationships": {"Weighted Average Amortization Period": 4.8, "Cost": 17628.0, "Accumulated Amortization": 6701.0, "Net": 10927.0}, "Trade names": {"Weighted Average Amortization Period": 4.5, "Cost": 618.0, "Accumulated Amortization": 377.0, "Net": 241.0}, "Total intangible assets": {"Weighted Average Amortization Period": "", "Cost": 38587, "Accumulated Amortization": 14182, "Net": 24405}}

Question: What is the percentage constitution of the cost of customer relationships among the total cost of the total intangible assets in 2019?
Answer: 45.68
{"Total segments: -- Net revenues": {"March 29, 2019": 4731, "March 30, 2018": 4834, "March 31, 2017": 4019}, "Total segments: -- Operating income": {"March 29, 2019": 1414, "March 30, 2018": 1584, "March 31, 2017": 1026}, "Enterprise Security: -- Net revenues": {"March 29, 2019": 2323, "March 30, 2018": 2554, "March 31, 2017": 2355}, "Enterprise Security: -- Operating income": {"March 29, 2019": 269, "March 30, 2018": 473, "March 31, 2017": 187}, "Consumer Cyber Safety: -- Net revenues": {"March 29, 2019": 2408, "March 30, 2018": 2280, "March 31, 2017": 1664}, "Consumer Cyber Safety: -- Operating income": {"March 29, 2019": 1145, "March 30, 2018": 1111, "March 31, 2017": 839}}

Question: For fiscal year 2019, what is the total segements Operating income expressed as a percentage of net revenues?
Answer: 29.89
{"": {"December 28, 2019": "", "December 29, 2018": "(Dollars in thousands)", "December 30, 2017": ""}, "Interest income": {"December 28, 2019": 2714, "December 29, 2018": 1356, "December 30, 2017": 548}, "Weighted average balance of cash and investments": {"December 28, 2019": 179526, "December 29, 2018": 138467, "December 30, 2017": 124637}, "Weighted average yield on cash and investments  ": {"December 28, 2019": 2.05, "December 29, 2018": 1.51, "December 30, 2017": 0.84}, "Interest expense": {"December 28, 2019": 1915, "December 29, 2018": 3314, "December 30, 2017": 4491}, "Average debt outstanding": {"December 28, 2019": 56776, "December 29, 2018": 90086, "December 30, 2017": 127598}, "Weighted average interest rate on debt": {"December 28, 2019": 4.09, "December 29, 2018": 3.98, "December 30, 2017": 3.07}}

Question: What is the change in Interest income from Fiscal Year Ended December 28, 2019 to December 29, 2018?
Answer: 1358

Question: What is the change in Weighted average balance of cash and investments from Fiscal Year Ended December 28, 2019 to December 29, 2018?
Answer: 41059
{"": {"Fiscal 2018": "", "Fiscal 2017": "(in millions)", "% Change": ""}, "Sales": {"Fiscal 2018": 207.0, "Fiscal 2017": 168.9, "% Change": 23.0}, "Operating loss": {"Fiscal 2018": -0.1, "Fiscal 2017": -9.3, "% Change": -99.0}, "Adjusted EBITDA": {"Fiscal 2018": 26.2, "Fiscal 2017": 14.4, "% Change": 82.0}}

Question: What is the change in sales in 2018?
Answer: 38.1
{"Net earnings attributable to common shareholders  basic": {"2019": 3040.0, "2018": 2785.0}, "Dividends declared per common share (in dollars)": {"2019": 3.17, "2018": 3.02}, "Weighted average number of common shares outstanding (in millions) -- Weighted average number of common shares outstanding  basic": {"2019": 900.8, "2018": 898.6}, "Weighted average number of common shares outstanding (in millions) -- Assumed exercise of stock options(1)": {"2019": 0.6, "2018": 0.3}, "Weighted average number of common shares outstanding (in millions) -- Weighted average number of common shares outstanding  diluted (in millions)": {"2019": 901.4, "2018": 898.9}}

Question: What is the total net earnings attributable to common shareholders - basic in 2018 and 2019?
Answer: 5825

Question: What is the percentage change in the weighted average number of common shares outstanding - diluted?
Answer: 0.28
{"Cash and cash equivalents": {"FVTPL": "$ -", "Amortised cost": 768433, "Total": 768433, "Fair Value": 768433, "Fair Value hierarchy": 1}, "Trade and other receivables": {"FVTPL": "-", "Amortised cost": 45631, "Total": 45631, "Fair Value": 45631, "Fair Value hierarchy": -3}, "Other current financial assets (1)": {"FVTPL": 18632, "Amortised cost": 147, "Total": 18779, "Fair Value": 18779, "Fair Value hierarchy": 1}, "Other long-term financial assets (1)": {"FVTPL": 33796, "Amortised cost": 21959, "Total": 55755, "Fair Value": 55755, "Fair Value hierarchy": 1}, "Trade and other payables": {"FVTPL": "-", "Amortised cost": -30659, "Total": -30659, "Fair Value": -30659, "Fair Value hierarchy": -3}, "Other current financial liabilities": {"FVTPL": -6, "Amortised cost": -26380, "Total": -26386, "Fair Value": -29131, "Fair Value hierarchy": 2}, "Other long-term financial liabilities": {"FVTPL": -5627, "Amortised cost": -48894, "Total": -54521, "Fair Value": -54733, "Fair Value hierarchy": 2}, "Indebtedness (2)": {"FVTPL": "-", "Amortised cost": -3853883, "Total": -3853883, "Fair Value": -3709695, "Fair Value hierarchy": 2}, "": {"FVTPL": 46795, "Amortised cost": -3123646, "Total": -3076851, "Fair Value": -2935620, "Fair Value hierarchy": ""}}

Question: What is the difference between the FVTPL of the other current and long-term financial assets?
Answer: 15164
{"Equipment": {"Useful life (in years)": 1, "December 31, 2019": 22702, "December 31, 2018": 49804}, "Software": {"Useful life (in years)": 1, "December 31, 2019": 726, "December 31, 2018": 4088}, "Furniture and fixtures": {"Useful life (in years)": 1, "December 31, 2019": 459, "December 31, 2018": 967}, "Leasehold improvements": {"Useful life (in years)": 2, "December 31, 2019": 5440, "December 31, 2018": 3832}, "Construction in progress": {"Useful life (in years)": "", "December 31, 2019": "--", "December 31, 2018": 160}, "Property and equipment, gross": {"Useful life (in years)": "", "December 31, 2019": 29327, "December 31, 2018": 58581}, "Less: accumulated depreciation": {"Useful life (in years)": "", "December 31, 2019": -21671, "December 31, 2018": -51589}, "Property and equipment, net": {"Useful life (in years)": "", "December 31, 2019": 7656, "December 31, 2018": 7262}}

Question: What is the total software value as at December 31, 2018 and 2019?
Answer: 4814
{"Customer relationships": {"Gross Carrying Amount": 123731.0, "Accumulated Amortization": -39335.0, "Net Carrying Value": 84396.0, "Weighted- Average Remaining Life": 9.8}, "Developed technology": {"Gross Carrying Amount": 30542.0, "Accumulated Amortization": -13722.0, "Net Carrying Value": 16820.0, "Weighted- Average Remaining Life": 8.7}, "Trade name": {"Gross Carrying Amount": 3304.0, "Accumulated Amortization": -1082.0, "Net Carrying Value": 2222.0, "Weighted- Average Remaining Life": 4.8}, "Other": {"Gross Carrying Amount": 234, "Accumulated Amortization": -234, "Net Carrying Value": "\u2014", "Weighted- Average Remaining Life": "\u2014"}, "Total intangible assets": {"Gross Carrying Amount": 157811, "Accumulated Amortization": -54373, "Net Carrying Value": 103438, "Weighted- Average Remaining Life": ""}}

Question: What is the percentage constitution of the gross carrying amount of customer relationships among the total gross carrying amount of the total intangible assets?
Answer: 78.4

Question: What is the difference in the net carrying value between customer relationships and developed technology?
Answer: 67576
{"R&D expensed": {"2019": 1355, "2018": 1883}, "Capitalized software development costs": {"2019": 1074, "2018": 1276}, "Total resources expensed for R&D": {"2019": 2430, "2018": 3159}}

Question: By how much did the firm's capitalized software development costs decrease by in 2019 as compared to 2018?
Answer: 15.83

Question: What is the difference between the R&D expensed in 2019 and 2018?
Answer: -528

Question: What is the difference between the total resources expensed for R&D in 2019 and 2018?
Answer: -729