kensho/bizbench huggingface dataset:
{"Balance at beginning of period": {"April 26, 2019": 348, "April 27, 2018": 218, "April 28, 2017": 216}, "Additions based on tax positions related to the current year": {"April 26, 2019": 11, "April 27, 2018": 131, "April 28, 2017": 7}, "Additions for tax positions of prior years": {"April 26, 2019": 26, "April 27, 2018": "\u2014", "April 28, 2017": 7}, "Decreases for tax positions of prior years": {"April 26, 2019": -35, "April 27, 2018": -1, "April 28, 2017": "\u2014"}, "Settlements": {"April 26, 2019": -54, "April 27, 2018": "\u2014", "April 28, 2017": -12}, "Balance at end of period": {"April 26, 2019": 296, "April 27, 2018": 348, "April 28, 2017": 218}}

Question: What was the change in the Balance at beginning of period between 2017 and 2018?
Answer: 2

Question: What was the total change in Additions for tax positions of prior years between 2017 and 2019?
Answer: 19

Question: What was the percentage change in the Balance at end of period between 2018 and 2019?
Answer: -14.94
{"Pension plans: -- Net actuarial (loss) gain": {"2018": -2973, "Recognition of Net Periodic Benefits Expense": 224, "Deferrals": -297, "Net Change in AOCL": -73, "2019": -3046}, "Pension plans: -- Prior service benefit (cost)": {"2018": 46, "Recognition of Net Periodic Benefits Expense": -8, "Deferrals": 9, "Net Change in AOCL": 1, "2019": 47}, "Pension plans: -- Deferred income tax benefit (expense)": {"2018": 754, "Recognition of Net Periodic Benefits Expense": -53, "Deferrals": 69, "Net Change in AOCL": 16, "2019": 770}, "Pension plans: -- Total pension plans": {"2018": -2173, "Recognition of Net Periodic Benefits Expense": 163, "Deferrals": -219, "Net Change in AOCL": -56, "2019": -2229}, "Post-retirement benefit plans: -- Net actuarial (loss) gain": {"2018": 7, "Recognition of Net Periodic Benefits Expense": "\u2014", "Deferrals": -182, "Net Change in AOCL": -182, "2019": -175}, "Post-retirement benefit plans: -- Prior service (cost) benefit": {"2018": -87, "Recognition of Net Periodic Benefits Expense": 16, "Deferrals": "\u2014", "Net Change in AOCL": 16, "2019": -71}, "Post-retirement benefit plans: -- Deferred income tax benefit (expense)": {"2018": 22, "Recognition of Net Periodic Benefits Expense": -4, "Deferrals": 44, "Net Change in AOCL": 40, "2019": 62}, "Post-retirement benefit plans: -- Total post-retirement benefit plans": {"2018": -58, "Recognition of Net Periodic Benefits Expense": 12, "Deferrals": -138, "Net Change in AOCL": -126, "2019": -184}, "Post-retirement benefit plans: -- Total accumulated other comprehensive loss": {"2018": -2231, "Recognition of Net Periodic Benefits Expense": 175, "Deferrals": -357, "Net Change in AOCL": -182, "2019": -2413}}

Question: What is the change in the deferred income tax benefit (expense) for pension plans in 2019 from 2018?
Answer: 16

Question: What is the percentage change in the deferred income tax benefit (expense) for pension plans in 2019 from 2018?
Answer: 2.12
{"Balance, January 1": {"NOTE": "", "2019": -51, "2018": -54}, "Adoption of IFRS 9": {"NOTE": "", "2019": "\u2013", "2018": -4}, "Additions": {"NOTE": "", "2019": -114, "2018": -84}, "Usage": {"NOTE": "", "2019": 103, "2018": 91}, "Balance, December 31": {"NOTE": 10, "2019": -62, "2018": -51}}

Question: What is the change in the amount for Usage in 2019?
Answer: 12
{"Issued shares": {"2019": 1.0, "2018": 2.0, "2017": 2.3}, "Average price of issued shares": {"2019": 90.25, "2018": 39.03, "2017": 36.99}, "Weighted average grant date fair value of awards granted under the ESPP": {"2019": 42.75, "2018": 32.41, "2017": 19.2}}

Question: What is the change in the weighted average grant date fair value of awards granted under the ESPP from 2017 to 2018?
Answer: 13.21
{"": {"2019": 0, "2018": 0}, "Fees payable to the Companys auditor and its associates for: -- The audit of the Companys annual financial statements": {"2019": 559, "2018": 382}, "Fees payable to the Companys auditor and its associates for: -- The audit of the Companys subsidiaries": {"2019": 533, "2018": 441}, "Fees payable to the Companys auditor and its associates for: -- Fees related to the audit of the Company and its subsidiaries": {"2019": 1092, "2018": 823}, "Fees payable to the Companys auditor and its associates for: -- Audit-related assurance services1": {"2019": 64, "2018": 51}, "Fees payable to the Companys auditor and its associates for: -- Total fees for audit and audit-related services": {"2019": 1156, "2018": 874}, "Fees payable to the Companys auditor and its associates for: -- Other non-audit assurance services2": {"2019": 534, "2018": 230}, "Fees payable to the Companys auditor and its associates for: -- Total fees": {"2019": 1690, "2018": 1104}}

Question: What is the percentage change in the total fees from 2018 to 2019?
Answer: 53.08

Question: What is the percentage change in the audit-related assurance services from 2018 to 2019?
Answer: 25.49

Question: What is the percentage of other non-audit assurance services in total fees in 2019?
Answer: 31.6
{"Beginning balance": {"2019": 2876, "2018": 73606, "2017": 41268}, "Additions": {"2019": 157928, "2018": 93240, "2017": 134659}, "Proceeds from sales and borrower payments(1)": {"2019": -104858, "2018": -161009, "2017": -93044}, "Loss on sale": {"2019": "\u2014", "2018": "\u2014", "2017": -500}, "Increase in valuation allowance": {"2019": -1289, "2018": -92, "2017": -584}, "Transfers(2)": {"2019": 251, "2018": 22, "2017": -5017}, "Write offs and other(3)": {"2019": -2982, "2018": -2891, "2017": -3176}, "Ending balance": {"2019": 51926, "2018": 2876, "2017": 73606}}

Question: What was the change in the ending balance between 2017 and 2019?
Answer: -21680
{"Cost of revenue ": {"2019": 1684, "2018": 1053, "2017": 1353}, "Research and development  ": {"2019": 6199, "2018": 2555, "2017": 1873}, "Sales and marketing  ": {"2019": 7856, "2018": 4477, "2017": 4719}, "General and administrative  ": {"2019": 10215, "2018": 3649, "2017": 2349}, "Total share-based compensation expense": {"2019": 25954, "2018": 11734, "2017": 10294}}

Question: What is the change in Cost of revenue from Year Ending March 31, 2018 to 2019?
Answer: 631

Question: What is the change in Research and development expense from Year Ending March 31, 2018 to 2019?
Answer: 3644

Question: What is the change in Sales and marketing expense from Year Ending March 31, 2018 to 2019?
Answer: 3379
{"": {"March 31,": "", "June 30,": "(In thousands, except per share amounts)", "September 30,": "", "December 31,": ""}, "Net revenues": {"March 31,": 338649, "June 30,": 333532, "September 30,": 333326, "December 31,": 331035}, "Operating income": {"March 31,": 16720, "June 30,": 14300, "September 30,": 23542, "December 31,": 26719}, "Net income (loss) attributable to common stockholders": {"March 31,": -7265, "June 30,": -7387, "September 30,": 257, "December 31,": -5988}, "Basic and diluted earnings (loss) per share": {"March 31,": -0.11, "June 30,": -0.1, "September 30,": "$\u2014", "December 31,": -0.08}}

Question: What was the increase / (decrease) in the net revenues from March 31, 2019 to December 31 2019?
Answer: -7614
{"Net cash provided by (used for): -- Operating activities": {"2019": 3752.6, "2018": 3748.3, "2017": 2925.6}, "Net cash provided by (used for): -- Investing activities": {"2019": -3987.5, "2018": -2749.5, "2017": -2800.9}, "Net cash provided by (used for): -- Financing activities": {"2019": 521.7, "2018": -607.7, "2017": -113.0}, "Net cash provided by (used for): -- Net effect of changes in foreign currency exchange rates on cash and cash equivalents, and restricted cash": {"2019": -13.7, "2018": -41.1, "2017": 6.7}, "Net cash provided by (used for): -- Net increase in cash and cash equivalents, and restricted cash": {"2019": 273.1, "2018": 350.0, "2017": 18.4}}

Question: What was the change in the net cash provided by (used for) by operating activities between 2018 and 2019?
Answer: 4.3
{"Accounts receivable, gross": {"2019": 78269, "2018": 79902}, "Less: Allowance for doubtful accounts": {"2019": -261, "2018": -384}, "Accounts receivable, net": {"2019": 78008, "2018": 79518}}

Question: What was the change in gross accounts receivables between 2018 and 2019?
Answer: -1633

Question: What was the percentage change in net accounts receivables between 2018 and 2019?
Answer: -1.9
{"Cost: -- Patents": {"2019": 1801000, "2018": 1507000}, "Cost: -- Domain name": {"2019": 22000, "2018": 22000}, "Cost: -- Client Base (1)": {"2019": 144000, "2018": 142000}, "Cost: -- Trademark (1)": {"2019": 18000, "2018": 17000}, "Cost: -- Backlog (1)": {"2019": 13000, "2018": 13000}, "Cost: -- Technology": {"2019": 77000, "2018": 77000}, "Cost: -- ": {"2019": 2075000, "2018": 1778000}, "Cost: -- Less: Accumulated amortization": {"2019": -499000, "2018": -404000}, "Cost: -- Intangible assets, net": {"2019": 1576000, "2018": 1374000}}

Question: What was the change in total cost?
Answer: 297000

Question: What was the percentage change in net intangible assets?
Answer: 14.7
{"Cash flows provided by (used in): -- Operating activities": {"2019": 339096, "2018": 357321, "2017": 210027}, "Cash flows provided by (used in): -- Investing activities": {"2019": -217819, "2018": -221459, "2017": -1042711}, "Cash flows provided by (used in): -- Financing activities": {"2019": -118481, "2018": -141920, "2017": 821264}, "Cash flows provided by (used in): -- Increase (decrease) in cash and cash equivalents": {"2019": 2796, "2018": -6058, "2017": -11420}}

Question: What was the increase / (decrease) in the cash flow from operating activities from 2018 to 2019?
Answer: -18225
{"": {"Number of Shares": "", "Weighted-Average Grant-Date Fair Value": "(per share)"}, "Outstanding at April 1, 2018": {"Number of Shares": 243354.0, "Weighted-Average Grant-Date Fair Value": 10.78}, "Granted": {"Number of Shares": 265452.0, "Weighted-Average Grant-Date Fair Value": 14.66}, "Vested": {"Number of Shares": -197917.0, "Weighted-Average Grant-Date Fair Value": 12.74}, "Forfeited": {"Number of Shares": -73743.0, "Weighted-Average Grant-Date Fair Value": 11.3}, "Outstanding at March 31, 2019": {"Number of Shares": 237146.0, "Weighted-Average Grant-Date Fair Value": 13.46}}

Question: What was the difference between the granted shares and outstanding shares as at April 1, 2018?
Answer: 22098

Question: What is the total  Weighted-Average Grant-Date Fair Value for Outstanding at April 1, 2018?
Answer: 2623356.12

Question: What was the difference between the vested and granted Weighted-Average Grant-Date Fair Value?
Answer: 1.92
{"": {"April 26, 2019": "", "April 27, 2018 (2)": "", "April 28, 2017 (2)": "", "April 29, 2016": "(In millions)", "April 24, 2015": ""}, "Cash, cash equivalents and short-term investments": {"April 26, 2019": 3899, "April 27, 2018 (2)": 5391, "April 28, 2017 (2)": 4921, "April 29, 2016": 5303, "April 24, 2015": 5326}, "Working capital": {"April 26, 2019": 1743, "April 27, 2018 (2)": 3421, "April 28, 2017 (2)": 2178, "April 29, 2016": 2786, "April 24, 2015": 4064}, "Total assets": {"April 26, 2019": 8741, "April 27, 2018 (2)": 9991, "April 28, 2017 (2)": 9562, "April 29, 2016": 10037, "April 24, 2015": 9401}, "Total debt": {"April 26, 2019": 1793, "April 27, 2018 (2)": 1926, "April 28, 2017 (2)": 1993, "April 29, 2016": 2339, "April 24, 2015": 1487}, "Total deferred revenue and financed unearned services revenue": {"April 26, 2019": 3668, "April 27, 2018 (2)": 3363, "April 28, 2017 (2)": 3213, "April 29, 2016": 3385, "April 24, 2015": 3197}, "Total stockholders' equity": {"April 26, 2019": 1090, "April 27, 2018 (2)": 2276, "April 28, 2017 (2)": 2949, "April 29, 2016": 2881, "April 24, 2015": 3414}}

Question: What was the change in working capital between 2015 and 2016?
Answer: -1278

Question: What was the percentage change in Total stockholders' equity between 2018 and 2019?
Answer: -52.11
{"": {"Number of securities to be issued upon exercise of outstanding options and rights": "(a)", "Weighted-average exercise price of outstanding options and rights": "(b)", "Number of securities remaining available for future issuance under equity compensation plans (excluding securities reflected in column(a))": "(c)"}, "Equity compensation plans approved by security holders": {"Number of securities to be issued upon exercise of outstanding options and rights": 445000.0, "Weighted-average exercise price of outstanding options and rights": 2.34, "Number of securities remaining available for future issuance under equity compensation plans (excluding securities reflected in column(a))": 1780505.0}, "Equity compensation plans not approved by security holders": {"Number of securities to be issued upon exercise of outstanding options and rights": 500000, "Weighted-average exercise price of outstanding options and rights": 1.19, "Number of securities remaining available for future issuance under equity compensation plans (excluding securities reflected in column(a))": "\u2014"}, "Total": {"Number of securities to be issued upon exercise of outstanding options and rights": 945000.0, "Weighted-average exercise price of outstanding options and rights": 1.39, "Number of securities remaining available for future issuance under equity compensation plans (excluding securities reflected in column(a))": 1780505.0}}

Question: What is the proportion of equity compensation plans approved by security holders to the total number of securities to be issued upon exercise of outstanding options and rights?
Answer: 0.47
{"Furniture and equipment": {"Useful life in years": 5, "2019": 1785, "2018": 1189}, "Leasehold improvements (1)": {"Useful life in years": 5, "2019": 4074, "2018": 2776}, "System hardware": {"Useful life in years": 5, "2019": 1596, "2018": 1404}, "Office computers": {"Useful life in years": 3, "2019": 5309, "2018": 3745}, "Computer and system software": {"Useful life in years": 3, "2019": 1451, "2018": 1385}, "": {"Useful life in years": "", "2019": 14215, "2018": 10499}, "Less accumulated depreciation and amortization": {"Useful life in years": "", "2019": -7931, "2018": -5849}, "Property and equipment, net": {"Useful life in years": "", "2019": 6284, "2018": 4650}}

Question: What is the change in Furniture and equipment from December 31, 2019 to December 31, 2018?
Answer: 596

Question: What is the change in Leasehold improvements from December 31, 2019 to December 31, 2018?
Answer: 1298

Question: What is the change in System hardware from December 31, 2019 to December 31, 2018?
Answer: 192
{"Contract assets, current": {"September 30, 2019": 2350, "October 1, 2018": 169}, "Contract assets, non-current": {"September 30, 2019": 581, "October 1, 2018": 507}, "Contract liabilities, current": {"September 30, 2019": 5612, "October 1, 2018": 4281}, "Contract liabilities, non-current": {"September 30, 2019": 736, "October 1, 2018": 485}}

Question: What is the percentage change of total balances of contract assets, including current and non-current, from 2018 to 2019?
Answer: 333.58

Question: What is the ratio of contract liabilities to contract assets in 2018?
Answer: 7.05
{"Cost of revenue: -- Software delivery, support and maintenance": {"2019": 2075, "2018": 2184, "2017": 2879}, "Cost of revenue: -- Client services": {"2019": 4067, "2018": 3997, "2017": 4484}, "Cost of revenue: -- Total cost of revenue": {"2019": 6142, "2018": 6181, "2017": 7363}, "Cost of revenue: -- Selling, general and administrative expenses": {"2019": 27348, "2018": 24213, "2017": 23497}, "Cost of revenue: -- Research and development": {"2019": 9200, "2018": 8937, "2017": 8605}, "Cost of revenue: -- Total stock-based compensation expense": {"2019": 42690, "2018": 39331, "2017": 39465}}

Question: What was the change in the Software delivery, support and maintenance value from 2018 to 2019?
Answer: -109

Question: What is the change in the Total cost of revenue from 2018 to 2019?
Answer: -39
{"Beginning balance, as of January 1": {"2019": 43395, "2018": 36263, "2017": 38958}, "Additions: -- Tax positions for current year": {"2019": 1322, "2018": 4716, "2017": 8208}, "Additions: -- Tax positions for prior years": {"2019": 8043, "2018": 2626, "2017": 199}, "Reductions: -- Tax positions for prior years": {"2019": -31397, "2018": -153, "2017": -10573}, "Reductions: -- Expiration of statutes": {"2019": -183, "2018": -57, "2017": -325}, "Reductions: -- Settlements with tax authorities": {"2019": "\u2014", "2018": "\u2014", "2017": -204}, "Reductions: -- Ending balance, as of December 31": {"2019": 21180, "2018": 43395, "2017": 36263}}

Question: What was the change in Beginning balance, as of January 1 in 2019 from 2018?
Answer: 7132

Question: What was the percentage change in Beginning balance, as of January 1 in 2019 from 2018?
Answer: 19.67
{"Agricultural, Commercial, and Industrial (ACI)": {"2019": 28940, "2018": 33193}, "Public Works": {"2019": 12128, "2018": 17986}, "Residential": {"2019": 18762, "2018": 19786}, "Total": {"2019": 59830, "2018": 70965}}

Question: What is the percentage change in the revenue from agricultural, commercial and industrial group from 2018 to 2019?
Answer: -12.81

Question: What is the percentage change in the revenue from public works from 2018 to 2019?
Answer: -32.57

Question: What is the percent of total revenue from residential in the total revenue for the year ended December 31, 2019?
Answer: 31.36
{"Beginning balance": {"2019": 4568, "2018": 6890, "2017": 2420}, "Additions charged to expenses": {"2019": 5210, "2018": 1980, "2017": 4190}, "Accruals related to acquisitions": {"2019": "\u2014", "2018": 37, "2017": 4390}, "Deductions from reserves": {"2019": -1088, "2018": -4339, "2017": -4110}, "Ending balance": {"2019": 8690, "2018": 4568, "2017": 6890}}

Question: What was the change in Ending balance in 2019 from 2018?
Answer: 4122

Question: What was the percentage change in Ending balance in 2019 from 2018?
Answer: 90.24
{"Current: -- U.S.": {"2019": -391, "2018": -397, "2017": 1635}, "Current: -- Non-U.S.": {"2019": 10666, "2018": 12538, "2017": 7150}, "Current: -- Total Current": {"2019": 10275, "2018": 12141, "2017": 8785}, "Deferred: -- U.S.": {"2019": 558, "2018": -330, "2017": 17597}, "Deferred: -- Non-U.S.": {"2019": 3287, "2018": -240, "2017": -577}, "Deferred: -- Total Deferred": {"2019": 3845, "2018": -570, "2017": 17020}, "Deferred: -- Total provision for income taxes": {"2019": 14120, "2018": 11571, "2017": 25805}}

Question: What was the change in the total current income tax provision  between 2017 and 2018?
Answer: 3356

Question: What was the percentage change in the Total provision for income taxes between 2018 and 2019?
Answer: 22.03
{"Processing Activities -- Energy commodities": {"Average During the Fiscal Year Ended May 26, 2019": 0.4, "Average During the Fiscal Year Ended May 27, 2018": 0.2}, "Processing Activities -- Agriculture commodities": {"Average During the Fiscal Year Ended May 26, 2019": 0.4, "Average During the Fiscal Year Ended May 27, 2018": 0.4}, "Processing Activities -- Other commodities": {"Average During the Fiscal Year Ended May 26, 2019": 0.1, "Average During the Fiscal Year Ended May 27, 2018": "\u2014"}, "Processing Activities -- Foreign exchange": {"Average During the Fiscal Year Ended May 26, 2019": 0.7, "Average During the Fiscal Year Ended May 27, 2018": 0.7}}

Question: What is the percentage change in the average fair value impact of energy commodities from 2018 to 2019?
Answer: 100
{"": {"As Reported": "", "Without Adoption of ASC606": "(in thousands)", "Effect of Change Higher/(Lower)": ""}, "Revenue": {"As Reported": 9653559, "Without Adoption of ASC606": 9049790, "Effect of Change Higher/(Lower)": 603769}, "Cost of goods sold": {"As Reported": 5295100, "Without Adoption of ASC606": 5016679, "Effect of Change Higher/(Lower)": 278421}}

Question: What is the percentage change in the revenue after the adoption of ASC606?
Answer: 6.67
{"Allowance for doubtful accounts -- 2019": {"Balance at Beginning of Period": 1.0, "": 1.0, "Write-offs": -0.8, "Other": 0.0, "Balance at End of Period": 1.2}, "Allowance for doubtful accounts -- 2018": {"Balance at Beginning of Period": 1.1, "": 0.7, "Write-offs": -0.8, "Other": 0.0, "Balance at End of Period": 1.0}, "Allowance for doubtful accounts -- 2017": {"Balance at Beginning of Period": 9.1, "": 1.0, "Write-offs": -0.9, "Other": 0.0, "Balance at End of Period": 1.1}, "Allowance for sales returns (4) -- 2019": {"Balance at Beginning of Period": 0.0, "": 0.0, "Write-offs": 0.0, "Other": 0.0, "Balance at End of Period": 0.0}, "Allowance for sales returns (4) -- 2018": {"Balance at Beginning of Period": 0.0, "": 0.0, "Write-offs": 0.0, "Other": 0.0, "Balance at End of Period": 0.0}, "Allowance for sales returns (4) -- 2017": {"Balance at Beginning of Period": 1.4, "": 1.4, "Write-offs": 0.0, "Other": -1.4, "Balance at End of Period": 1.4}, "Allowance for inventory returns (5) -- 2019": {"Balance at Beginning of Period": 0.0, "": 0.0, "Write-offs": 0.0, "Other": 0.0, "Balance at End of Period": 0.0}, "Allowance for inventory returns (5) -- 2018": {"Balance at Beginning of Period": 0.0, "": 0.0, "Write-offs": 0.0, "Other": 0.0, "Balance at End of Period": 0.0}, "Allowance for inventory returns (5) -- 2017": {"Balance at Beginning of Period": -0.6, "": -0.5, "Write-offs": 0.0, "Other": 0.6, "Balance at End of Period": -0.5}, "Allowance for deferred tax assets -- 2019": {"Balance at Beginning of Period": 18.3, "": -0.3, "Write-offs": 0.0, "Other": -1.2, "Balance at End of Period": 16.8}, "Allowance for deferred tax assets -- 2018": {"Balance at Beginning of Period": 18.3, "": -0.3, "Write-offs": 0.0, "Other": 0.3, "Balance at End of Period": 18.3}, "Allowance for deferred tax assets -- 2017": {"Balance at Beginning of Period": 69.0, "": -28.6, "Write-offs": -2.9, "Other": -19.2, "Balance at End of Period": 18.3}}

Question: What is the total allowance for doubtful accounts charged to expenses between 2017 to 2019?
Answer: 2.7

Question: What is the percentage change in the allowance for deferred tax assets at the end of period between 2018 and 2019?
Answer: -8.2
{"($ in millions except per share amounts) -- For the year ended December 31:": {"2019": 2019.0, "2018": 2018.0}, "($ in millions except per share amounts) -- Revenue": {"2019": 77147.0, "2018": 79591.0}, "($ in millions except per share amounts) -- Net Income": {"2019": 9431.0, "2018": 8728.0}, "($ in millions except per share amounts) -- Income from continuing operations": {"2019": 9435.0, "2018": 8723.0}, "($ in millions except per share amounts) -- Operating (non-GAAP) earnings**": {"2019": 11436.0, "2018": 12657.0}, "Earnings per share of common stockcontinuing operations -- Assuming dilution": {"2019": 10.57, "2018": 9.51}, "Earnings per share of common stockcontinuing operations -- Basic": {"2019": 10.63, "2018": 9.56}, "Earnings per share of common stockcontinuing operations -- Diluted operating (non-GAAP)**": {"2019": 12.81, "2018": 13.81}, "Earnings per share of common stockcontinuing operations -- Net cash provided by operating activities": {"2019": 14770.0, "2018": 15247.0}, "Earnings per share of common stockcontinuing operations -- Capital expenditures, net": {"2019": 2370.0, "2018": 3716.0}, "Earnings per share of common stockcontinuing operations -- Share repurchases": {"2019": 1361.0, "2018": 4443.0}, "Earnings per share of common stockcontinuing operations -- Cash dividends paid on common stock": {"2019": 5707.0, "2018": 5666.0}, "Earnings per share of common stockcontinuing operations -- Per share of common stock": {"2019": 6.43, "2018": 6.21}, "Earnings per share of common stockcontinuing operations -- At December 31:": {"2019": 2019.0, "2018": 2018.0}, "Earnings per share of common stockcontinuing operations -- Cash, cash equivalents, restricted cash and marketable securities": {"2019": 9009.0, "2018": 12222.0}, "Earnings per share of common stockcontinuing operations -- Total assets": {"2019": 152186.0, "2018": 123382.0}, "Earnings per share of common stockcontinuing operations -- Working capital": {"2019": 718.0, "2018": 10918.0}, "Earnings per share of common stockcontinuing operations -- Total debt": {"2019": 62899.0, "2018": 45812.0}, "Earnings per share of common stockcontinuing operations -- Total equity": {"2019": 20985.0, "2018": 16929.0}, "Earnings per share of common stockcontinuing operations -- Common shares outstanding (in millions)": {"2019": 887.0, "2018": 892.0}, "Earnings per share of common stockcontinuing operations -- Stock price per common share": {"2019": 134.04, "2018": 113.67}}

Question: What is the increase / (decrease) in revenue from 2018 to 2019?
Answer: -2444

Question: What are the total assets increase / (decrease) from 2018 to 2019?
Answer: 28804
{"Weighted average shares - basic": {"2019": 30495, "2018": 27229, "2017": 27106}, "Effect of dilutive securities": {"2019": 111, "2018": 122, "2017": "\u2014"}, "Weighted average shares - diluted": {"2019": 30606, "2018": 27351, "2017": 27106}, "Number of anti-dilutive securities": {"2019": "\u2014", "2018": "\u2014", "2017": 967}}

Question: What is the change in weighted average shares - basic in 2019 from 2018?
Answer: 3266

Question: What is the percentage change in weighted average shares - basic in 2019 from 2018?
Answer: 11.99
{"Employee severance and benefit costs": {"2019": 16.0, "2018": 16.3, "2017(2)": 56.8}, "Lease costs": {"2019": "\u2014", "2018": 1.6, "2017(2)": 4.0}, "Asset write-off costs": {"2019": -3.6, "2018": 16.2, "2017(2)": 94.3}, "Other costs": {"2019": 13.5, "2018": 2.8, "2017(2)": 5.3}, "Total restructuring and related charges (1)": {"2019": 25.9, "2018": 36.9, "2017(2)": 160.4}}

Question: What was the change in Employee severance and benefit costs between 2018 and 2019?
Answer: -0.3

Question: What was the percentage change in other costs between 2018 and 2019?
Answer: 382.14
{"Nonvested at December 31, 2018": {"Number of Shares": 213337.0, "Weighted Average Grant Date Fair Value": 20.21}, "Vested": {"Number of Shares": -106610.0, "Weighted Average Grant Date Fair Value": 20.17}, "Forfeited": {"Number of Shares": -13885.0, "Weighted Average Grant Date Fair Value": 20.64}, "Nonvested at December 31, 2019": {"Number of Shares": 92842.0, "Weighted Average Grant Date Fair Value": 20.13}}

Question: What is the change in nonvested shares between 2018 and 2019?
Answer: -120495

Question: What was the difference in Weighted Average Grant Date Fair Value between Vested and Forfeited shares?
Answer: 0.47

Question: What was the difference between the Weighted Average Grant Date Fair Value of nonvested shares in 2019 and forfeited shares?
Answer: 0.51
{"Unrecognized tax benefit, beginning balance": {"December 28, 2019": 25224, "December 29, 2018": 18296, "December 30, 2017": 17978}, "Additions based on tax positions related to the current year": {"December 28, 2019": 3679, "December 29, 2018": 1677, "December 30, 2017": 694}, "Additions based on tax positions from prior years": {"December 28, 2019": "\u2014", "December 29, 2018": 5332, "December 30, 2017": "\u2014"}, "Reductions for tax positions of prior years": {"December 28, 2019": -5, "December 29, 2018": -7, "December 30, 2017": "\u2014"}, "Reductions due to lapse of the applicable statute of limitations": {"December 28, 2019": -98, "December 29, 2018": -74, "December 30, 2017": -376}, "Unrecognized tax benefit, ending balance": {"December 28, 2019": 28800, "December 29, 2018": 25224, "December 30, 2017": 18296}, "Interest and penalties recognized as a component of Provision (benefit) for income taxes": {"December 28, 2019": 59, "December 29, 2018": 71, "December 30, 2017": 67}, "Interest and penalties accrued at period end": {"December 28, 2019": 212, "December 29, 2018": 230, "December 30, 2017": 218}}

Question: What is the change in the Unrecognized tax benefit, beginning balance from 2018 to 2019?
Answer: 6928
{"": {"2019": "\u00a3m", "2018": "\u00a3m"}, "Amounts paid in the year: -- Final dividend for the year ended 31st December 2018 of 71.0p (2017: 62.0p) per share": {"2019": 52.3, "2018": 45.7}, "Amounts paid in the year: -- Interim dividend for the year ended 31st December 2019 of 32.0p (2018: 29.0p) per share": {"2019": 23.6, "2018": 21.3}, "Amounts paid in the year: -- Total dividends paid": {"2019": 75.9, "2018": 67.0}, "Amounts arising in respect of the year: -- Interim dividend for the year ended 31st December 2019 of 32.0p (2018: 29.0p) per share": {"2019": 23.6, "2018": 21.3}, "Amounts arising in respect of the year: -- Proposed final dividend for the year ended 31st December 2019 of 78.0p (2018: 71.0p) per share": {"2019": 57.5, "2018": 52.3}, "Amounts arising in respect of the year: -- Total dividends arising": {"2019": 81.1, "2018": 73.6}}

Question: What was the change in the amount of total dividends paid in 2019 from 2018?
Answer: 8.9

Question: What was the percentage change in the amount of total dividends paid in 2019 from 2018?
Answer: 13.28
{"Global Enterprise ": {"2019": 10818.0, "2018": 11201.0, "2019 vs. 2018": -383.0, "": -3.4}, "Small and Medium Business ": {"2019": 11464.0, "2018": 10752.0, "2019 vs. 2018": 712.0, "": 6.6}, "Public Sector and Other ": {"2019": 5922.0, "2018": 5833.0, "2019 vs. 2018": 89.0, "": 1.5}, "Wholesale ": {"2019": 3239.0, "2018": 3748.0, "2019 vs. 2018": -509.0, "": -13.6}, "Total Operating Revenues(1) ": {"2019": 31443.0, "2018": 31534.0, "2019 vs. 2018": -91.0, "": -0.3}, "Connections (000):(2) -- Wireless retail postpaid connections ": {"2019": 25217.0, "2018": 23492.0, "2019 vs. 2018": 1725.0, "": 7.3}, "Connections (000):(2) -- Fios Internet connections ": {"2019": 326.0, "2018": 307.0, "2019 vs. 2018": 19.0, "": 6.2}, "Connections (000):(2) -- Fios video connections ": {"2019": 77.0, "2018": 74.0, "2019 vs. 2018": 3.0, "": 4.1}, "Connections (000):(2) -- Broadband connections ": {"2019": 489.0, "2018": 501.0, "2019 vs. 2018": -12.0, "": -2.4}, "Connections (000):(2) -- Voice connections ": {"2019": 4959.0, "2018": 5400.0, "2019 vs. 2018": -441.0, "": -8.2}, "Net Additions in Period (000):(3) -- Wireless retail postpaid ": {"2019": 1391.0, "2018": 1397.0, "2019 vs. 2018": -6.0, "": -0.4}, "Net Additions in Period (000):(3) -- Wireless retail postpaid phones ": {"2019": 698.0, "2018": 625.0, "2019 vs. 2018": 73.0, "": 11.7}, "Churn Rate: -- Wireless retail postpaid ": {"2019": 1.24, "2018": 1.19, "2019 vs. 2018": "", "": ""}, "Churn Rate: -- Wireless retail postpaid phones ": {"2019": 0.99, "2018": 0.98, "2019 vs. 2018": "", "": ""}}

Question: What is the change in Global Enterprise value from 2018 to 2019?
Answer: -383

Question: What is the change in Small and Medium Business value from 2018 to 2019?
Answer: 712

Question: What is the change in Wholesale value from 2018 to 2019?
Answer: -509
{"Contract manufacturers and consignment warehouses:        -- Flextronics Technology": {"2019": 21.8, "2018": 14.0, "2017": 10.4}, "Contract manufacturers and consignment warehouses:        -- Sanmina": {"2019": 17.7, "2018": 16.0, "2017": 20.4}, "Distributors:        -- Avnet Logistics": {"2019": 31.3, "2018": 35.3, "2017": 25.5}, "Distributors:        -- Nexcomm ": {"2019": 14.8, "2018": 16.1, "2017": 19.7}}

Question: What was the change in net revenue from Sanmina from 2018 to 2019?
Answer: 1.7
{"Operating expenses:                 -- Research and development": {"2019": 57939, "2018": 38373, "Amount  ": 19566, "% Change": 51}, "Operating expenses:                 -- Sales and marketing": {"2019": 139194, "2018": 121246, "Amount  ": 17948, "% Change": 15}, "Operating expenses:                 -- General and administrative": {"2019": 53759, "2018": 36989, "Amount  ": 16770, "% Change": 45}, "Operating expenses:                 -- Impairment of long-lived assets  ": {"2019": "\u2014", "2018": 1712, "Amount  ": -1712, "% Change": "nm "}, "Operating expenses:                 -- Restructuring  ": {"2019": -170, "2018": 832, "Amount  ": -1002, "% Change": "nm "}, "Operating expenses:                 -- Total operating expenses": {"2019": 250722, "2018": 199152, "Amount  ": 51570, "% Change": 26}}

Question: What percentage of total operating expenses was General and administrative in 2019?
Answer: 21.44
{"DB pension": {"2019": -193, "2018": -213}, "DC pension": {"2019": -110, "2018": -106}, "OPEBs": {"2019": -3, "2018": -3}, "Less: -- Capitalized benefit plans cost": {"2019": 59, "2018": 56}, "Less: -- Total post-employment benefit plans service cost included in operating costs": {"2019": -247, "2018": -266}, "Less: -- Other costs recognized in severance, acquisition and other costs": {"2019": "\u2013", "2018": -4}, "Less: -- Total post-employment benefit plans service cost": {"2019": -247, "2018": -270}}

Question: What is the change in capitalized benefit plans cost in 2019?
Answer: 3
{"Domestic (U.S.) (1)": {"2019": 95639, "2018": 141582, "2017": -67}, "Foreign (Outside U.S.) (1)": {"2019": 74792, "2018": 45485, "2017": 9875}, "Total (1)": {"2019": 170431, "2018": 187067, "2017": 9808}}

Question: What was the change in Foreign income between 2017 and 2018?
Answer: 35610

Question: What was the percentage change in total income between 2018 and 2019?
Answer: -8.89
{"Year Ended December 31 -- ": {"2019": 2019, "2018": 2018}, "Year Ended December 31 -- Goodwill, beginning of period": {"2019": 3178, "2018": "$           -"}, "Year Ended December 31 -- Golden Ridge acquisition": {"2019": "-", "2018": 3178}, "Year Ended December 31 -- MGI acquistion": {"2019": 737, "2018": "-"}, "Year Ended December 31 -- Goodwill, end of period": {"2019": 3915, "2018": 3178}}

Question: What is the percentage change in goodwill at the end of the period at 2018 and 2019?
Answer: 23.19

Question: What is the difference in goodwill between the acquisitions made in 2018 and 2019?
Answer: 2441
{"": {"2019": "", "2018": "(In thousands)", "2017": ""}, "Unrecognized tax benefits, beginning of period": {"2019": 2735, "2018": 2714, "2017": 2055}, "Additions based on tax positions related to current year": {"2019": 371, "2018": 520, "2017": 730}, "Additions based on tax positions related to prior years": {"2019": 13, "2018": "\u2014", "2017": "\u2014"}, "2017 Tax Act and tax rate re-measurement  ": {"2019": "\u2014", "2018": -499, "2017": "\u2014"}, "Reductions based on tax positions related to prior years  ": {"2019": -17, "2018": "\u2014", "2017": "\u2014"}, "Lapses during the current year applicable to statutes of limitations  ": {"2019": "\u2014", "2018": "\u2014", "2017": -71}, "Unrecognized tax benefits, end of period": {"2019": 3102, "2018": 2735, "2017": 2714}}

Question: What was the change in the Unrecognized tax benefits, end of period from 2018 to 2019?
Answer: 367
{"Balance at beginning of year": {"2019": 4421, "2018": 6667, "2017": 2813}, "Provision charged to expense": {"2019": 9347, "2018": 8793, "2017": 7072}, "Write-offs, less recoveries": {"2019": -9219, "2018": -11039, "2017": -6516}, "Acquired allowance for doubtful accounts": {"2019": "\u2014", "2018": "\u2014", "2017": 3298}, "Balance at end of year": {"2019": 4549, "2018": 4421, "2017": 6667}}

Question: What was the increase / (decrease) in the balance at beginning of year from 2018 to 2019?
Answer: -2246
{"Net income   ": {"2019": 85762.0, "2018": 104690.0, "2017": 116481.0}, "Earnings per share -- Basic   ": {"2019": 1.33, "2018": 1.58, "2017": 1.68}, "Earnings per share -- Effect of CESs     ": {"2019": -0.01, "2018": "-", "2017": "-"}, "Earnings per share -- Diluted   ": {"2019": 1.32, "2018": 1.58, "2017": 1.68}, "Weighted average number of shares: -- Basic     ": {"2019": 64397.0, "2018": 66201.0, "2017": 69175.0}, "Weighted average number of shares: -- Effect of CESs     ": {"2019": 706.0, "2018": 233.0, "2017": 249.0}, "Weighted average number of shares: -- Diluted     ": {"2019": 65103.0, "2018": 66434.0, "2017": 69424.0}}

Question: What is change for basic earning per share between 2019 and 2018?
Answer: 0.25

Question: What is the change in number of basic shares between 2017 and 2018?
Answer: 2974

Question: What is the change in net income between 2019 and 2018?
Answer: 18928
{"Number of shares repurchased": {"April 26, 2019": 29.0, "April 27, 2018": 15.0, "April 28, 2017": 22.0}, "Average price per share": {"April 26, 2019": 72.87, "April 27, 2018": 51.57, "April 28, 2017": 32.72}, "Aggregate purchase price": {"April 26, 2019": 2111.0, "April 27, 2018": 794.0, "April 28, 2017": 705.0}, "Remaining authorization at end of period": {"April 26, 2019": 1889.0, "April 27, 2018": 4000.0, "April 28, 2017": 794.0}}

Question: What was the change in the Aggregate purchase price between 2018 and 2019?
Answer: 1317

Question: What was the change in the average price per share between 2017 and 2018?
Answer: 18.85

Question: What was the percentage change in the Remaining authorization at end of period between 2018 and 2019?
Answer: -52.78
{"2011": {"Amount of unclaimed dividend transferred (` lakh)": 102.6, "Number of shares transferred": 3028.0}, "2012": {"Amount of unclaimed dividend transferred (` lakh)": 86.5, "Number of shares transferred": 29672.0}, "TOTAL": {"Amount of unclaimed dividend transferred (` lakh)": 189.1, "Number of shares transferred": 32000.0}}

Question: What is the increase in number of shares transferred to IEPF from 2011 to 2012?
Answer: 26644

Question: How many times is the number of shares transferred from FY 2012 that of 2011?
Answer: 9.8
{"Accounts receivable, net": {"Balance as of March 30, 2018": 809, "Revenue Recognition Guidance": 24, "Accounting for Income Taxes Guidance": "$\u2014", "Opening Balance as of March 31, 2018": 833}, "Other current assets (1)": {"Balance as of March 30, 2018": 522, "Revenue Recognition Guidance": -8, "Accounting for Income Taxes Guidance": -8, "Opening Balance as of March 31, 2018": 506}, "Other long-term assets (2)": {"Balance as of March 30, 2018": 526, "Revenue Recognition Guidance": 57, "Accounting for Income Taxes Guidance": 750, "Opening Balance as of March 31, 2018": 1333}, "Total assets": {"Balance as of March 30, 2018": 15759, "Revenue Recognition Guidance": 73, "Accounting for Income Taxes Guidance": 742, "Opening Balance as of March 31, 2018": 16574}, "Short-term contract liabilities": {"Balance as of March 30, 2018": 2368, "Revenue Recognition Guidance": -107, "Accounting for Income Taxes Guidance": "$\u2014", "Opening Balance as of March 31, 2018": 2261}, "Other current liabilities": {"Balance as of March 30, 2018": 372, "Revenue Recognition Guidance": -2, "Accounting for Income Taxes Guidance": "$\u2014", "Opening Balance as of March 31, 2018": 370}, "Long-term contract liabilities": {"Balance as of March 30, 2018": 735, "Revenue Recognition Guidance": -62, "Accounting for Income Taxes Guidance": "$\u2014", "Opening Balance as of March 31, 2018": 673}, "Deferred income tax liabilities": {"Balance as of March 30, 2018": 592, "Revenue Recognition Guidance": 47, "Accounting for Income Taxes Guidance": "$\u2014", "Opening Balance as of March 31, 2018": 639}, "Total liabilities": {"Balance as of March 30, 2018": 10736, "Revenue Recognition Guidance": -124, "Accounting for Income Taxes Guidance": "$\u2014", "Opening Balance as of March 31, 2018": 10612}, "Retained earnings": {"Balance as of March 30, 2018": 328, "Revenue Recognition Guidance": 197, "Accounting for Income Taxes Guidance": 742, "Opening Balance as of March 31, 2018": 1267}}

Question: What is the percentage increase in Total assets from Balance as of March 30, 2018 to Opening balance as of March 31, 2018?
Answer: 5.17
{"Restaurants: -- Restaurant facility expenditures": {"2019": 9202, "2018": 17949}, "Restaurants: -- Purchases of assets intended for sale or sale and leaseback": {"2019": 21660, "2018": 5497}, "Restaurants: -- New restaurants": {"2019": 1381, "2018": 2088}, "Restaurants: -- Other, including information technology": {"2019": 3597, "2018": 7572}, "Restaurants: -- ": {"2019": 35840, "2018": 33106}, "Corporate Services: -- Information technology": {"2019": 9405, "2018": 4584}, "Corporate Services: -- Other, including facility improvements": {"2019": 2404, "2018": 152}, "Corporate Services: -- ": {"2019": 11809, "2018": 4736}, "Corporate Services: -- Total capital expenditures": {"2019": 47649, "2018": 37842}}

Question: What is the difference in restaurant facility expenditures between 2018 and 2019?
Answer: 8747

Question: What is the difference in total capital expenditure for restaurants and total capital expenditure for corporate services in 2018?
Answer: 28370
{"": {"Years ended December 31,": 2019.0, "": 2018.0}, "BASIC AND DILUTED -- Weighted average number of common shares outstanding": {"Years ended December 31,": 8844.0, "": 5884.0}, "BASIC AND DILUTED -- Net loss attributable to Neonode Inc.": {"Years ended December 31,": -5298.0, "": -3060.0}, "BASIC AND DILUTED -- Net loss per share basic and diluted": {"Years ended December 31,": -0.6, "": -0.52}}

Question: What is the percentage change in the weighted average number of common shares outstanding from 2018 to 2019?
Answer: 50.31
{"Cost of revenues": {"2019": 8741, "2018": 4982, "2017": 3735}, "Research and development": {"2019": 23132, "2018": 14975, "2017": 9550}, "Sales and marketing": {"2019": 38325, "2018": 27324, "2017": 16015}, "General and administrative": {"2019": 31156, "2018": 20807, "2017": 12760}, "Total share-based compensation expense": {"2019": 101354, "2018": 68088, "2017": 42060}}

Question: What is the percentage change in share-based compensation for research and development between 2018 and 2019?
Answer: 54.47

Question: What is the percentage change in share-based compensation for sales and marketing between 2018 and 2019?
Answer: 49.74
{"Fiscal Year -- (In thousands, except percentages)": {"2019": 2019.0, "2018": 2018.0}, "Fiscal Year -- Revenue": {"2019": 892665.0, "2018": 788495.0}, "Fiscal Year -- Operating income": {"2019": 267304.0, "2018": 235719.0}, "Fiscal Year -- Operating income as a % of revenue": {"2019": 29.9, "2018": 29.9}}

Question: What is the total revenue in 2018 and 2019?
Answer: 1681160

Question: What is the value of the revenue in 2018 as a percentage of the revenue in 2019?
Answer: 88.33

Question: What is the percentage change in the 2018 and 2019 revenue?
Answer: 13.21
{"Debt Obligations (1) ": {"Total ": 288.3, "2020": 101.2, "2021-2022 ": 12.4, "2023-2024 ": 12.2, "2025 and\nthereafter": 162.5}, "Capital Lease Obligations (2) ": {"Total ": 49.8, "2020": 6.7, "2021-2022 ": 6.4, "2023-2024 ": 2.5, "2025 and\nthereafter": 34.2}, "Operating Lease Obligations": {"Total ": 40.8, "2020": 10.4, "2021-2022 ": 12.2, "2023-2024 ": 8.8, "2025 and\nthereafter": 9.4}, "Purchase Obligations (3) ": {"Total ": 620.0, "2020": 598.8, "2021-2022 ": 20.7, "2023-2024 ": 0.4, "2025 and\nthereafter": 0.1}, "Repatriation Tax on Undistributed Foreign Earnings (4)": {"Total ": 65.1, "2020": 5.5, "2021-2022 ": 11.4, "2023-2024 ": 16.3, "2025 and\nthereafter": 31.9}, "Other Liabilities on the Balance Sheet (5)": {"Total ": 15.0, "2020": 3.3, "2021-2022 ": 4.0, "2023-2024 ": 0.6, "2025 and\nthereafter": 7.1}, "Other Liabilities not on the Balance Sheet (6) ": {"Total ": 8.6, "2020": 1.8, "2021-2022 ": "\u2014", "2023-2024 ": 1.3, "2025 and\nthereafter": 5.5}, "Other Financing Obligations (7) ": {"Total ": 119.0, "2020": 4.3, "2021-2022 ": 9.0, "2023-2024 ": 9.4, "2025 and\nthereafter": 96.3}, "Total Contractual Cash Obligations ": {"Total ": 1206.6, "2020": 732.0, "2021-2022 ": 76.1, "2023-2024 ": 51.5, "2025 and\nthereafter": 347.0}}

Question: What were the total debt obligations as a percentage of total contractual obligations?
Answer: 23.89

Question: What was the difference in the total between Other Liabilities on and not on the Balance Sheet?
Answer: 6.4

Question: What was the difference in the total between  Repatriation Tax on Undistributed Foreign Earnings and Purchase Obligations?
Answer: 554.9
{"Adjusted EBITDA -- International and Global Accounts": {"2019": 2286, "2018": 2341, "2017": 821}, "Adjusted EBITDA -- Enterprise": {"2019": 3490, "2018": 3522, "2017": 2456}, "Adjusted EBITDA -- Small and Medium Business": {"2019": 1870, "2018": 2013, "2017": 1581}, "Adjusted EBITDA -- Wholesale": {"2019": 3427, "2018": 3666, "2017": 2566}, "Adjusted EBITDA -- Consumer": {"2019": 4914, "2018": 5105, "2017": 5136}, "Adjusted EBITDA -- Total segment EBITDA": {"2019": 15987, "2018": 16647, "2017": 12560}, "Adjusted EBITDA -- Operations and Other EBITDA": {"2019": -7216, "2018": -8045, "2017": -6504}, "Adjusted EBITDA -- Total adjusted EBITDA": {"2019": 8771, "2018": 8602, "2017": 6056}}

Question: What is the change in the adjusted EBITDA under Wholesale in 2019 from 2018?
Answer: -239
{"Fair value of plan assets": {"2019": 90365, "2018": 84718}, "Less: projected benefit obligations": {"2019": 143662, "2018": 128915}, "Underfunded status": {"2019": -53297, "2018": -44197}}

Question: What is the increase in the fair value of plan assets from 2018 to 2019?
Answer: 5647

Question: What is the percentage increase of projected benefit obligations in 2019 compared to 2018?
Answer: 11.44
{"Balance at beginning of period": {"2019": 185, "2018": 205}, "Plus: Amounts charged to cost and expense": {"2019": 6014, "2018": 7261}, "Less: Amounts paid": {"2019": -4631, "2018": -7281}, "Balance at end of period": {"2019": 1568, "2018": 185}}

Question: What was the change in the balance at the beginning of the period and end of the period in 2019?
Answer: 1383

Question: What was the change in Amounts charged to cost and expense between 2018 and 2019?
Answer: -1247
{"Software": {"2019": 12.7, "2018": 5.4, "2017": 2.3}, "Computer hardware": {"2019": 1.2, "2018": 0.8, "2017": 0.8}, "Leasehold improvements": {"2019": 0.9, "2018": 0.2, "2017": 0.5}, "Furniture": {"2019": 0.6, "2018": 0.2, "2017": 0.5}, "Purchases of property, equipment and software": {"2019": 15.4, "2018": 6.6, "2017": 4.1}}

Question: What was the change in the cash used in Leasehold Improvements between 2017 and 2019?
Answer: 0.4

Question: What was the percentage change in the Purchases of property, equipment and software between 2018 and 2019?
Answer: 133.33
{"At 31 March": {"2019": "\u00a3m", "2018": "\u00a3m", "2017": "\u00a3m"}, "Current liabilities -- Listed bonds": {"2019": 1367, "2018": 1702, "2017": 1539}, "Current liabilities -- Finance leases": {"2019": 16, "2018": 18, "2017": 15}, "Current liabilities -- Bank loans": {"2019": "\u2013", "2018": "\u2013", "2017": 352}, "Current liabilities -- Other loans and bank overdrafts a": {"2019": 717, "2018": 561, "2017": 726}, "Current liabilities -- Total current liabilities": {"2019": 2100, "2018": 2281, "2017": 2632}, "Non-current liabilities -- Listed bonds": {"2019": 14586, "2018": 11789, "2017": 9866}, "Non-current liabilities -- Finance leases": {"2019": 190, "2018": 205, "2017": 214}, "Non-current liabilities -- Other loans": {"2019": "\u2013", "2018": "\u2013", "2017": 1}, "Non-current liabilities -- Total non-current liabilities": {"2019": 14776, "2018": 11994, "2017": 10081}, "Non-current liabilities -- Total": {"2019": 16876, "2018": 14275, "2017": 12713}}

Question: What is the change in listed bonds from 2018 to 2019?
Answer: -335
{"Consolidated Statements of Operations Data:                     -- Net revenues": {"2019": 995789.0, "2018": 983142.0, "2017": 607084.0, "2016": 519834.0, "2015": 552940.0}, "Consolidated Statements of Operations Data:                     -- Operating income (loss) (1)": {"2019": -14726.0, "2018": -38210.0, "2017": 6040.0, "2016": -30029.0, "2015": -62994.0}, "Consolidated Statements of Operations Data:                     -- Net loss": {"2019": -25853.0, "2018": -46792.0, "2017": -1744.0, "2016": -36363.0, "2015": -71643.0}, "Consolidated Statements of Operations Data:                     -- Net loss per share  basic": {"2019": -0.22, "2018": -0.41, "2017": -0.02, "2016": -0.35, "2015": -0.72}, "Consolidated Statements of Operations Data:                     -- Net loss per share  diluted": {"2019": -0.22, "2018": -0.41, "2017": -0.02, "2016": -0.35, "2015": -0.72}, "Consolidated Statements of Operations Data:                     -- Shares used in per share calculation  basic": {"2019": 117954.0, "2018": 114221.0, "2017": 108273.0, "2016": 103074.0, "2015": 99000.0}, "Consolidated Statements of Operations Data:                     -- Shares used in per share calculation  diluted": {"2019": 117954.0, "2018": 114221.0, "2017": 108273.0, "2016": 103074.0, "2015": 99000.0}}

Question: What was the change in the basic shares used in per share calculation between 2017 and 2018?
Answer: 5948