kensho/bizbench huggingface dataset:
{"": {"2019": "(Dollars in milions)", "2018": "", "2017": ""}, "Service cost": {"2019": 15, "2018": 18, "2017": 18}, "Interest cost": {"2019": 110, "2018": 97, "2017": 100}, "Expected return on plan assets": {"2019": -1, "2018": -1, "2017": -2}, "Recognition of prior service cost": {"2019": 16, "2018": 20, "2017": 20}, "Net periodic post-retirement benefit expense": {"2019": 140, "2018": 134, "2017": 136}}

Question: What is the sum of service costs in 2017, 2018 and 2019?
Answer: 51
{"Balance at beginning of year": {"December 31, 2019": 38, "December 31, 2018": 333, "December 31, 2017": 258}, "Additions based on tax positions related to the current year": {"December 31, 2019": 7, "December 31, 2018": 43, "December 31, 2017": 43}, "Additions based on acquisitions related to the current year": {"December 31, 2019": 5, "December 31, 2018": "\u2014", "December 31, 2017": "\u2014"}, "Additions for tax positions of prior years": {"December 31, 2019": 1, "December 31, 2018": 8, "December 31, 2017": 12}, "Reduction for tax positions of prior years": {"December 31, 2019": -1, "December 31, 2018": -310, "December 31, 2017": -9}, "Settlements": {"December 31, 2019": -2, "December 31, 2018": -18, "December 31, 2017": -2}, "Prepayment / Refund": {"December 31, 2019": "\u2014", "December 31, 2018": "\u2014", "December 31, 2017": "\u2014"}, "Reductions due to lapse of statute of limitations": {"December 31, 2019": "\u2014", "December 31, 2018": "\u2014", "December 31, 2017": "\u2014"}, "Foreign currency translation": {"December 31, 2019": "\u2014", "December 31, 2018": -18, "December 31, 2017": 31}, "Balance at end of year": {"December 31, 2019": 48, "December 31, 2018": 38, "December 31, 2017": 333}}

Question: What is the increase/ (decrease) in Balance at beginning of year from December 31, 2018 to 2019?
Answer: -295

Question: What is the increase/ (decrease) in Balance at end of year from December 31, 2018 to 2019?
Answer: 10
{"Company-owned restaurant buildings: -- On company-owned land": {"Operated": 9, "Franchise": 200, "Total": 209}, "Company-owned restaurant buildings: -- On leased land": {"Operated": 54, "Franchise": 581, "Total": 635}, "Company-owned restaurant buildings: -- Subtotal": {"Operated": 63, "Franchise": 781, "Total": 844}, "Company-owned restaurant buildings: -- Company-leased restaurant buildings on leased land": {"Operated": 74, "Franchise": 1054, "Total": 1128}, "Company-owned restaurant buildings: -- Franchise directly-owned or directly-leased restaurant buildings": {"Operated": "\u2014", "Franchise": 271, "Total": 271}, "Company-owned restaurant buildings: -- Total restaurant buildings": {"Operated": 137, "Franchise": 2106, "Total": 2243}}

Question: What is the percentage constitution of company-operated restaurants among the total restaurants?
Answer: 6.11

Question: What is the percentage constitution of franchise restaurant on leased land in the total number of franchise buildings? 
Answer: 27.59
{"Scope 2": {"Combustion of natural gas and operation of owned vehicles": "Electricity consumption in offices", "220.9": 4487.2, "320.0": 4457.3, "251.8": 4681.9}, "Scope 3": {"Combustion of natural gas and operation of owned vehicles": "Business travel (air and car)", "220.9": 3260.9, "320.0": 5117.4, "251.8": 4510.9}, "Intensity ratio -- tCO2e per $M of billings": {"Combustion of natural gas and operation of owned vehicles": "", "220.9": 10.5, "320.0": 12.9, "251.8": 14.9}}

Question: What was the change in the intensity ratio in 2019 from 2018?
Answer: -2.4

Question: What was the percentage change in the intensity ratio in 2019 from 2018?
Answer: -18.6
{"Revenue": {"FY 2019": 146463.0, "% Growth": 19.0, "FY 2018": 123104.0}, "Earnings before interest, tax, depreciation and amortization (before other income)": {"FY 2019": 39506.0, "% Growth": 21.5, "FY 2018": 32516.0}, "Profit Before Tax (PBT)": {"FY 2019": 41563.0, "% Growth": 21.9, "FY 2018": 34092.0}, "Profit after tax attributable to shareholders of the Company": {"FY 2019": 31472.0, "% Growth": 21.9, "FY 2018": 25826.0}, "Earnings per share (in `)": {"FY 2019": 83.05, "% Growth": 23.8, "FY 2018": 67.1}}

Question: What is the amount of expenses incurred for FY 2019?
Answer: 106957

Question: What is the amount of tax expense for FY 2019?
Answer: 10091

Question: By what amount did the EPS increase from FY 2018 to FY 2019?
Answer: 15.95
{"Cash and cash equivalents": {"2019": 12391, "2018": 11066, "% Change": 12}, "Trade and other receivables": {"2019": 18894, "2018": 18455, "% Change": 2}, "Other current financial assets": {"2019": 10669, "2018": 9427, "% Change": 13}, "Contract assets": {"2019": 10309, "2018": 8912, "% Change": 16}, "Inventories": {"2019": 14806, "2018": 13885, "% Change": 7}, "Current income tax assets": {"2019": 1103, "2018": 1010, "% Change": 9}, "Other current assets": {"2019": 1960, "2018": 1707, "% Change": 15}, "Assets classified as held for disposal": {"2019": 238, "2018": 94, "% Change": 154}, "Total current assets": {"2019": 70370, "2018": 64556, "% Change": 9}, "Goodwill": {"2019": 30160, "2018": 28344, "% Change": 6}, "Other intangible assets": {"2019": 9800, "2018": 10131, "% Change": -3}, "Property, plant and equipment": {"2019": 12183, "2018": 11381, "% Change": 7}, "Investments accounted for using the equity method": {"2019": 2244, "2018": 2579, "% Change": -13}, "Other financial assets": {"2019": 19843, "2018": 17774, "% Change": 12}, "Deferred tax assets": {"2019": 3174, "2018": 2341, "% Change": 36}, "Other assets": {"2019": 2475, "2018": 1810, "% Change": 37}, "Total non-current assets": {"2019": 79878, "2018": 74359, "% Change": 7}, "Total assets": {"2019": 150248, "2018": 138915, "% Change": 8}}

Question: What was the average inventories in 2019 and 2018?
Answer: 14345.5

Question: What is the increase / (decrease) in other current assets from 2018 to 2019?
Answer: 253

Question: What is the increase / (decrease) in total assets from 2018 to 2019?
Answer: 11333
{"Net revenues": {"2019": 100, "2018": 100}, "Cost of revenues": {"2019": 22, "2018": 21}, "Gross profit": {"2019": 78, "2018": 79}, "Operating expenses: -- Sales and marketing": {"2019": 32, "2018": 33}, "Operating expenses: -- Research and development": {"2019": 19, "2018": 20}, "Operating expenses: -- General and administrative": {"2019": 9, "2018": 12}, "Operating expenses: -- Amortization of intangible assets": {"2019": 4, "2018": 5}, "Operating expenses: -- Restructuring, transition and other costs": {"2019": 5, "2018": 8}, "Operating expenses: -- Total operating expenses": {"2019": 70, "2018": 78}, "Operating expenses: -- Operating income": {"2019": 8, "2018": 1}, "Operating expenses: -- Interest expense": {"2019": -4, "2018": -5}, "Operating expenses: -- Gain on divestiture": {"2019": "\u2014", "2018": 14}, "Operating expenses: -- Other expense, net": {"2019": -1, "2018": "\u2014"}, "Operating expenses: -- Income from continuing operations before income taxes": {"2019": 2, "2018": 9}, "Operating expenses: -- Income tax expense (benefit)": {"2019": 2, "2018": -14}, "Operating expenses: -- Income from continuing operations": {"2019": "\u2014", "2018": 23}, "Operating expenses: -- Income from discontinued operations, net of income taxes": {"2019": "\u2014", "2018": "\u2014"}, "Operating expenses: -- Net income": {"2019": 1, "2018": 24}}

Question: What is the Sales and marketing costs expressed as a percentage of Total operating expenses in 2019?
Answer: 45.71

Question: What is the change in Total operating expenses from fiscal year 2018 to fiscal year 2019?
Answer: -8
{"(EUR thousand)": {"2018": "Revenue", "2019": "Revenue"}, "United States": {"2018": 175855, "2019": 339463}, "Europe": {"2018": 165602, "2019": 126203}, "Asia": {"2018": 476624, "2019": 818194}, "Total": {"2018": 818081, "2019": 1283860}}

Question: What was the percentage change in revenue from 2018 to 2019?
Answer: 56.94
{"Current:                          -- Federal   ": {"2019": 18682, "2018": 22606, "2017": 53998}, "Current:                          -- State     ": {"2019": 5711, "2018": 6182, "2017": 6595}, "Current:                          -- Foreign     ": {"2019": 7323, "2018": 7018, "2017": 6185}, "Current:                          -- ": {"2019": 31716, "2018": 35806, "2017": 66778}, "Deferred:                          -- Federal     ": {"2019": -863, "2018": -3127, "2017": 1590}, "Deferred:                          -- State     ": {"2019": -326, "2018": -674, "2017": 35}, "Deferred:                          -- Foreign     ": {"2019": -212, "2018": -464, "2017": -51}, "Deferred:                          -- ": {"2019": -1401, "2018": -4265, "2017": 1574}, "Deferred:                          -- Total  ": {"2019": 30315, "2018": 31541, "2017": 68352}}

Question: What is the change in current federal taxes between 2018 and 2019?
Answer: -3924

Question: What is the change in tax payable between 2017 and 2018?
Answer: 36811
{"ASSETS -- Allowance for doubtful accounts and returns .": {"July 27, 2019": 127, "July 28, 2018": 285}, "ASSETS -- Sales-type and direct-financing leases": {"July 27, 2019": 176, "July 28, 2018": 171}, "ASSETS -- Inventory write-downs and capitalization": {"July 27, 2019": 409, "July 28, 2018": 289}, "ASSETS -- Investment provisions .": {"July 27, 2019": "\u2014", "July 28, 2018": 54}, "ASSETS -- IPR&D, goodwill, and purchased intangible assets": {"July 27, 2019": 1427, "July 28, 2018": 63}, "ASSETS -- Deferred revenue .": {"July 27, 2019": 1150, "July 28, 2018": 1584}, "ASSETS -- Credits and net operating loss carryforwards .": {"July 27, 2019": 1241, "July 28, 2018": 1087}, "ASSETS -- Share-based compensation expense": {"July 27, 2019": 164, "July 28, 2018": 190}, "ASSETS -- Accrued compensation": {"July 27, 2019": 342, "July 28, 2018": 370}, "ASSETS -- Other": {"July 27, 2019": 419, "July 28, 2018": 408}, "ASSETS -- Gross deferred tax assets": {"July 27, 2019": 5455, "July 28, 2018": 4501}, "ASSETS -- Valuation allowance": {"July 27, 2019": -457, "July 28, 2018": -374}, "ASSETS -- Total deferred tax assets .": {"July 27, 2019": 4998, "July 28, 2018": 4127}, "LIABILITIES -- Purchased intangible assets .": {"July 27, 2019": -705, "July 28, 2018": -753}, "LIABILITIES -- Depreciation .": {"July 27, 2019": -141, "July 28, 2018": -118}, "LIABILITIES -- Unrealized gains on investments .": {"July 27, 2019": -70, "July 28, 2018": -33}, "LIABILITIES -- Other": {"July 27, 2019": -112, "July 28, 2018": -145}, "LIABILITIES -- Total deferred tax liabilities": {"July 27, 2019": -1028, "July 28, 2018": -1049}, "LIABILITIES -- Total net deferred tax assets": {"July 27, 2019": 3970, "July 28, 2018": 3078}}

Question: What was the change in Share-based compensation expense between 2018 and 2019?
Answer: -26

Question: What was the change in Accrued compensation between 2018 and 2019?
Answer: -28
{"": {"2019": "in millions)", "2018": ""}, "Balance at beginning of year": {"2019": 3.0, "2018": 0.2}, "Additions for current year tax positions": {"2019": 1.5, "2018": 1.2}, "Additions for prior year tax positions": {"2019": 11.5, "2018": 1.7}, "Reductions as a result of settlement with tax authority": {"2019": -0.3, "2018": -0.1}, "Balance at end of year": {"2019": 15.7, "2018": 3.0}, "Interest and penalties included in balance": {"2019": 2.2, "2018": 0.1}, "Amount, if recognized, would impact the effective income tax rate": {"2019": 10.0, "2018": 1.8}, "Amount that could be settled within the next year": {"2019": 10.0, "2018": 1.9}}

Question: What is the % change in the balance at end of year from 2018 to 2019?
Answer: 423.33
{"Provision for income taxes": {"2019": 1185.0, "Actual": -87.0, "Constant": -86.0, "2018": 8837.0}, "Effective tax rate": {"2019": 9.7, "Actual": "", "Constant": "", "2018": 71.1}}

Question: By how much less was the provision for income taxes in 2019 compared to 2018?
Answer: 7652

Question: How much was the total provision for income taxes across 2018 and 2019?
Answer: 10022
{"($ in millions) -- Reporting Segment": {"Fiscal 2019 Operating Profit": 2019.0, "Fiscal 2018 Operating Profit": 2018, "% Inc (Dec)": "% Inc (Dec)"}, "($ in millions) -- Grocery & Snacks": {"Fiscal 2019 Operating Profit": 689.2, "Fiscal 2018 Operating Profit": 724.8, "% Inc (Dec)": -5.0}, "($ in millions) -- Refrigerated & Frozen": {"Fiscal 2019 Operating Profit": 502.2, "Fiscal 2018 Operating Profit": 479.4, "% Inc (Dec)": 5.0}, "($ in millions) -- International": {"Fiscal 2019 Operating Profit": 94.5, "Fiscal 2018 Operating Profit": 86.5, "% Inc (Dec)": 9.0}, "($ in millions) -- Foodservice": {"Fiscal 2019 Operating Profit": 117.7, "Fiscal 2018 Operating Profit": 121.8, "% Inc (Dec)": -3.0}, "($ in millions) -- Pinnacle Foods": {"Fiscal 2019 Operating Profit": 238.2, "Fiscal 2018 Operating Profit": "\u2014", "% Inc (Dec)": 100}}

Question: What is the percentage change in total operating profit of International and Foodservice from the fiscal year 2018 to 2019?
Answer: 1.87
{"Net taxable (loss) at effective tax rates": {"2019": -2508, "2018": -1567}, "Stock compensation expense": {"2019": 119, "2018": 358}, "Amortization of debt discount": {"2019": 94, "2018": 10}, "Impairment of goodwill": {"2019": "-", "2018": 519}, "Other": {"2019": -223, "2018": -153}, "Valuation allowance": {"2019": 2518, "2018": 833}, "Income tax expense": {"2019": "$-", "2018": "$-"}}

Question: What is the percentage change in the stock compensation expense from 2018 to 2019?
Answer: -66.76
{"Total cash provided by (used in) continuing operations: -- Operating activities": {"2019": 168405, "2018": 104055}, "Total cash provided by (used in) continuing operations: -- Investing activities": {"2019": -13819, "2018": 65661}, "Total cash provided by (used in) continuing operations: -- Financing activities": {"2019": -5730, "2018": -445529}, "Total cash provided by (used in) continuing operations: -- Net increase (decrease) in cash from continuing operations": {"2019": 148856, "2018": -275813}}

Question: What is the percentage change in cash flows from operating activities from 2018 to 2019?
Answer: 61.84
{"Stock-based compensation": {"2019": 25.9, "2018": 26.7}, "Research and development tax credit carryforwards": {"2019": 238.7, "2018": 170.3}, "Foreign tax credit carryforwards": {"2019": 198.6, "2018": 162.2}, "Accrued compensation and benefits": {"2019": 6.5, "2018": 25.9}, "Other accruals not currently deductible for tax": {"2019": 19.0, "2018": 22.9}, "Purchased technology and capitalized software": {"2019": 32.6, "2018": 43.4}, "Fixed assets": {"2019": 15.0, "2018": 16.5}, "Tax loss carryforwards": {"2019": 237.2, "2018": 85.7}, "Deferred revenue": {"2019": 49.0, "2018": 120.3}, "Other": {"2019": 28.4, "2018": 32.4}, "Total deferred tax assets": {"2019": 850.9, "2018": 706.3}, "Less: valuation allowance": {"2019": -797.8, "2018": -634.2}, "Net deferred tax assets": {"2019": 53.1, "2018": 72.1}, "Indefinite lived intangibles": {"2019": -67.6, "2018": -57.0}, "Total deferred tax liabilities": {"2019": -67.6, "2018": -57.0}, "Net deferred tax assets (liabilities)": {"2019": -14.5, "2018": 15.1}}

Question: What is the change in the total deferred tax assets from 2018 to 2019?
Answer: 144.6

Question: What is the change in stock-based compensation from 2018 to 2019?
Answer: 0.8
{"Nonvested at fiscal year end 2018": {"Shares": 1631470.0, "Weighted-Average Grant-Date Fair Value": 75.39}, "Granted": {"Shares": 692899.0, "Weighted-Average Grant-Date Fair Value": 77.77}, "Vested": {"Shares": -689040.0, "Weighted-Average Grant-Date Fair Value": 70.31}, "Forfeited": {"Shares": -232910.0, "Weighted-Average Grant-Date Fair Value": 78.8}, "Nonvested at fiscal year end 2019": {"Shares": 1402419.0, "Weighted-Average Grant-Date Fair Value": 78.36}}

Question: What was the change in the Weighted-Average Grant-Date Fair Value for nonvested shares in 2019 from 2018?
Answer: 2.97

Question: What was the percentage change in the Weighted-Average Grant-Date Fair Value for nonvested shares in 2019 from 2018?
Answer: 3.94
{"": {"Carrying Amount": "(in NT$ millions)", "Fair Amount": ""}, "Time Deposits: Non-Trading Purpose": {"Carrying Amount": 62320, "Fair Amount": 62320}, "Short-term Loans: Non-Trading Purpose": {"Carrying Amount": 12015, "Fair Amount": 12015}, "Bonds: Non-Trading Purpose": {"Carrying Amount": 38781, "Fair Amount": 39572}, "Long-term Loans: Non-Trading Purpose": {"Carrying Amount": 33902, "Fair Amount": 33902}}

Question: What is the difference in Time Deposits: Non-Trading Purpose between Carrying Amount and Fair Amount?
Answer: 0

Question: What is the difference between Bonds: Non-Trading Purpose Carrying Amount and Fair Amount?
Answer: -791
{"Allowance for doubtful accounts: -- Fiscal 2019": {"Balance at Beginning of Year": 2.2, "Additions Charged to Costs and Expenses": "$\u2014", "Deductions (1)": -0.2, "Balance at End of Year": 2.0}, "Allowance for doubtful accounts: -- Fiscal 2018": {"Balance at Beginning of Year": 2.1, "Additions Charged to Costs and Expenses": 0.2, "Deductions (1)": -0.1, "Balance at End of Year": 2.2}, "Allowance for doubtful accounts: -- Fiscal 2017": {"Balance at Beginning of Year": 2.5, "Additions Charged to Costs and Expenses": 0.2, "Deductions (1)": -0.6, "Balance at End of Year": 2.1}}

Question: What was the change in the Balance at Beginning of Year between 2017 and 2018?
Answer: -0.4
{"Asset impairment charges": {"2019": 10837, "2018": 58166, "2017": 0}, "Goodwill impairment charge": {"2019": 25700, "2018": 13466, "2017": 0}, "Impairment of long-term investments": {"2019": 651, "2018": 15487, "2017": 165290}}

Question: What was the change in the asset impairment charges from 2018 to 2019?
Answer: -47329

Question: What is the change in the Impairment of long-term investments between 2017 and 2018?
Answer: -149803
{"($ in millions) -- Reporting Segment": {"Fiscal 2018 Operating Profit": 2018, "Fiscal 2017 Operating Profit": 2017.0, "% Inc (Dec)": "% Inc (Dec)"}, "($ in millions) -- Grocery & Snacks": {"Fiscal 2018 Operating Profit": 724.8, "Fiscal 2017 Operating Profit": 655.4, "% Inc (Dec)": 11.0}, "($ in millions) -- Refrigerated & Frozen": {"Fiscal 2018 Operating Profit": 479.4, "Fiscal 2017 Operating Profit": 445.8, "% Inc (Dec)": 8.0}, "($ in millions) -- International": {"Fiscal 2018 Operating Profit": 86.5, "Fiscal 2017 Operating Profit": -168.9, "% Inc (Dec)": "N/A"}, "($ in millions) -- Foodservice": {"Fiscal 2018 Operating Profit": 121.8, "Fiscal 2017 Operating Profit": 105.1, "% Inc (Dec)": 16.0}, "($ in millions) -- Commercial": {"Fiscal 2018 Operating Profit": "-", "Fiscal 2017 Operating Profit": 202.6, "% Inc (Dec)": -100}}

Question: What is the total operating profit of all segments in 2018?
Answer: 1412.5
{"Land and land improvements": {"2019": 7348, "2018": 13132}, "Buildings and improvements": {"2019": 48191, "2018": 57959}, "Machinery and other equipment": {"2019": 107297, "2018": 81727}, "Software": {"2019": 108526, "2018": 84631}, "Leasehold improvements": {"2019": 17064, "2018": 11991}, "Construction and internal-use software development in progress": {"2019": 16814, "2018": 12888}, "Accumulated depreciation and amortization": {"2019": -160271, "2018": -144782}, "": {"2019": 144969, "2018": 117546}}

Question: What is the change in leasehold improvements from 2018 to 2019?
Answer: 5073

Question: What is the percentage change in leasehold improvements from 2018 to 2019?
Answer: 42.31
{"": {"Year-ended 31 March 2019": "$M", "Year-ended 31 March 2018 Restated See note 2": "$M"}, "Depreciation of property, plant and equipment": {"Year-ended 31 March 2019": 11.8, "Year-ended 31 March 2018 Restated See note 2": 11.6}, "Amortisation of intangible assets": {"Year-ended 31 March 2019": 16.9, "Year-ended 31 March 2018 Restated See note 2": 25.2}, "Research and development expenditure": {"Year-ended 31 March 2019": -143.9, "Year-ended 31 March 2018 Restated See note 2": -140.3}, "Operating lease rentals: -- Property": {"Year-ended 31 March 2019": 14.0, "Year-ended 31 March 2018 Restated See note 2": 12.5}, "Operating lease rentals: -- Other": {"Year-ended 31 March 2019": 1.6, "Year-ended 31 March 2018 Restated See note 2": 1.6}, "Operating lease rentals: -- Pension scheme contributions": {"Year-ended 31 March 2019": 8.9, "Year-ended 31 March 2018 Restated See note 2": 8.4}, "Operating lease rentals: -- Impairment of trade receivables": {"Year-ended 31 March 2019": 0.6, "Year-ended 31 March 2018 Restated See note 2": 0.6}, "Operating lease rentals: -- Net foreign currency differences": {"Year-ended 31 March 2019": -1.5, "Year-ended 31 March 2018 Restated See note 2": 6.9}}

Question: What was the change in the amount of Property in 2019 from 2018?
Answer: 1.5

Question: What was the percentage change in the amount of Property in 2019 from 2018?
Answer: 12
{"": {"2017": "%", "2018": "%", "2019": "%"}, "Fabless design companies": {"2017": 91.0, "2018": 92.4, "2019": 91.3}, "Integrated device manufacturers": {"2017": 9.0, "2018": 7.6, "2019": 8.7}, "Total": {"2017": 100.0, "2018": 100.0, "2019": 100.0}}

Question: What is the increase / (decrease) in the Fabless design companies from 2018 to 2019?
Answer: -1.1

Question: What is the increase / (decrease) in the Integrated device manufacturers from 2017 to 2018?
Answer: -1.4
{"Total cost of revenue": {"2019": 1058097.0, "2018": 1025419.0, "2017": 864909.0, "2019 % Change from 2018": 3.2, "2018 % Change from 2017": 18.6}, "Gross profit": {"2019": 713580.0, "2018": 724543.0, "2017": 632799.0, "2019 % Change from 2018": -1.5, "2018 % Change from 2017": 14.5}, "Gross margin %": {"2019": 40.3, "2018": 41.4, "2017": 42.3, "2019 % Change from 2018": "", "2018 % Change from 2017": ""}}

Question: What is the change in the Total cost of revenue from 2018 to 2019?
Answer: 32678

Question: What is the change in the gross margin % from 2018 to 2019?
Answer: -1.1
{"December 1 - December 31, 2018": {"Total Number of Shares Purchased": 75000.0, "Average Price Paid per Share (1)": 12.96, "Total Number of Shares Purchased as Part of Publicly Announced Plans or Programs": 75000.0, "Approximate Dollar Value of Shares that may be Purchased Under the Plans or Programs (2)": 19028173.0}, "January 1 - January 31, 2019": {"Total Number of Shares Purchased": 524577.0, "Average Price Paid per Share (1)": 14.0, "Total Number of Shares Purchased as Part of Publicly Announced Plans or Programs": 524577.0, "Approximate Dollar Value of Shares that may be Purchased Under the Plans or Programs (2)": 11685543.0}, "February 1 - February 28, 2019": {"Total Number of Shares Purchased": 116042.0, "Average Price Paid per Share (1)": 14.53, "Total Number of Shares Purchased as Part of Publicly Announced Plans or Programs": 116042.0, "Approximate Dollar Value of Shares that may be Purchased Under the Plans or Programs (2)": 10000013.0}, "Total": {"Total Number of Shares Purchased": 715619.0, "Average Price Paid per Share (1)": 13.97, "Total Number of Shares Purchased as Part of Publicly Announced Plans or Programs": 715619.0, "Approximate Dollar Value of Shares that may be Purchased Under the Plans or Programs (2)": 10000013.0}}

Question: How many shares were purchased in 2019?
Answer: 640619

Question: What is the percentage increase in total number of shares purchased between December 2018 and January 2019?
Answer: 599.44

Question: What is the percentage change in Total number of shares purchased between January 2019 and February 2019?
Answer: -77.88
{"Product and service revenue recognized at point in time": {"2019": 786918, "2018": 715055, "2017": 667440}, "Extended warranty and service contracts recognized over time": {"2019": 2030, "2018": 3837, "2017": 3572}, "Total": {"2019": 788948, "2018": 718892, "2017": 671012}}

Question: What was the change in Product and service revenue recognized at point in time between 2018 and 2019?
Answer: 71863

Question: What was the change in Extended warranty and service contracts recognized over time between 2017 and 2018?
Answer: 265

Question: What was the percentage change in total net sales between 2018 and 2019?
Answer: 9.74
{"Operating margin": {"2018": 4.4, "2019": 5.0, "Ambition": 12.0}, "financial net, tax and other": {"2018": -3.8, "2019": -2.5, "Ambition": -4.0}, "+ depreciation and amortization": {"2018": 3.9, "2019": 2.9, "Ambition": 3.0}, "+ depreciation of leased assets": {"2018": "\u2013", "2019": 1.1, "Ambition": 1}, " change in working capital": {"2018": 3.7, "2019": 1.0, "Ambition": 0.0}, "- capex": {"2018": 2.4, "2019": -2.8, "Ambition": -2.0}, "- leasing payment": {"2018": "-", "2019": -1.3, "Ambition": -1}, "- restructuring costs1)": {"2018": -3.8, "2019": -0.4, "Ambition": -1.0}, "Free cash flow (before M&A)": {"2018": 2.0, "2019": 3.4, "Ambition": 8.0}, "- M&A": {"2018": -0.6, "2019": -0.7, "Ambition": 1.0}}

Question: What is the change in operating margin between 2018 and 2019?
Answer: 0.6
{"Statement of income -- Liquefaction services revenue": {"2019": 218096, "2018": 127625}, "Statement of income -- Realized and unrealized (losses)/gains on the oil derivative instrument": {"2019": -26001, "2018": 16767}, "Statement of cash flows -- Net debt repayments": {"2019": -243513, "2018": -30300}, "Statement of cash flows -- Net debt receipts": {"2019": 129454, "2018": "\u2014"}}

Question: What was the percentage change in liquefaction services revenue between 2018 and 2019?
Answer: 70.89
{"Balance Sheet Data: -- Cash and cash equivalents (including restricted cash) (2)": {"2019": 1578.0, "2018": 1304.9, "2017": 954.9, "2016": 936.5, "2015": 462.9}, "Balance Sheet Data: -- Property and equipment, net": {"2019": 12084.4, "2018": 11247.1, "2017": 11101.0, "2016": 10517.3, "2015": 9866.4}, "Balance Sheet Data: -- Total assets (3)": {"2019": 42801.6, "2018": 33010.4, "2017": 33214.3, "2016": 30879.2, "2015": 26904.3}, "Balance Sheet Data: -- Long-term obligations, including current portion": {"2019": 24055.4, "2018": 21159.9, "2017": 20205.1, "2016": 18533.5, "2015": 17119.0}, "Balance Sheet Data: -- Redeemable noncontrolling interests": {"2019": 1096.5, "2018": 1004.8, "2017": 1126.2, "2016": 1091.3, "2015": "\u2014"}, "Balance Sheet Data: -- Total American Tower Corporation equity": {"2019": 5055.4, "2018": 5336.1, "2017": 6241.5, "2016": 6763.9, "2015": 6651.7}}

Question: What was the change in Long-term obligations, including current portion between 2018 and 2019?
Answer: 2895.5

Question: What was the percentage change in Total American Tower Corporation equity between 2015 and 2016?
Answer: 1.69

Question: What was the change in total assets between 2017 and 2018?
Answer: -203.9
{"Unrealized gains on company owned life insurance contracts and investments held in rabbi trusts": {"2019": 0.8, "2018": 1.5, "2017": 1.7}, "Interest income": {"2019": 0.1, "2018": 0.3, "2017": 0.3}, "Foreign exchange": {"2019": -0.4, "2018": -0.7, "2017": -0.4}, "Pension earnings, interest and deferrals": {"2019": -0.1, "2018": -2.1, "2017": -23.8}, "Pension curtailment": {"2019": "\u2014", "2018": "\u2014", "2017": -0.5}, "Other": {"2019": 0.2, "2018": 0.2, "2017": 1.2}, "Total other income (expense), net": {"2019": 0.6, "2018": -0.8, "2017": -21.5}}

Question: What was the change in interest income in 2019 from 2018?
Answer: -0.2

Question: What was the percentage change in interest income in 2019 from 2018?
Answer: -66.67
{"Revenues": {"2019": 1177.2, "2018": 1114.0, "2017": 1051.6}, "Expenses: -- Operating expenses": {"2019": 646.0, "2018": 625.4, "2017": 569.5}, "Expenses: -- Depreciation and amortization": {"2019": 236.2, "2018": 217.0, "2017": 206.5}, "Expenses: -- Transition and integration costs": {"2019": 5.4, "2018": 6.6, "2017": 13.1}, "Expenses: -- Total expenses": {"2019": 887.6, "2018": 849.0, "2017": 789.1}, "Expenses: -- Operating income": {"2019": 289.6, "2018": 265.0, "2017": 262.5}, "Expenses: -- Operating margin": {"2019": 24.6, "2018": 23.8, "2017": 25.0}, "Expenses: -- Interest expense, net": {"2019": -63.5, "2018": -51.7, "2017": -57.5}, "Expenses: -- Other expense, net": {"2019": -1.4, "2018": -7.1, "2017": -12.6}, "Expenses: -- Earnings before income taxes and equity in losses of unconsolidated affiliates": {"2019": 224.7, "2018": 206.2, "2017": 192.4}, "Expenses: -- Income tax expense (benefit)": {"2019": 41.9, "2018": 37.7, "2017": -61.8}, "Expenses: -- Earnings before equity in losses of unconsolidated affiliates": {"2019": 182.8, "2018": 168.5, "2017": 254.2}, "Expenses: -- Equity in losses of unconsolidated affiliates, net of tax": {"2019": -74.0, "2018": "\u2014", "2017": "\u2014"}, "Expenses: -- Net earnings": {"2019": 108.8, "2018": 168.5, "2017": 254.2}, "Net earnings per share attributable to Black Knight common shareholders: -- Diluted": {"2019": 0.73, "2018": 1.14, "2017": 1.47}, "Weighted average shares of common stock outstanding: -- Diluted": {"2019": 148.6, "2018": 148.2, "2017": 152.4}}

Question: What was the change in operating income between 2017 and 2018?
Answer: 2.5
{"": {"2018": "(Expressed in millions of U.S. Dollars)", "2019": ""}, "Audit fees": {"2018": 1.8, "2019": 1.7}, "Total fees": {"2018": 1.8, "2019": 1.7}}

Question: What was the change in audit fees from 2018 to 2019?
Answer: -0.1

Question: What was the percentage change in total fees from 2018 to 2019?
Answer: -5.56
{"": {"31 March 2019": "$M", "31 March 2018": "$M"}, "Cash at bank and in hand": {"31 March 2019": 134.3, "31 March 2018": 67.2}, "Short-term deposits": {"31 March 2019": 37.8, "31 March 2018": 52.8}, "Total cash and cash equivalent": {"31 March 2019": 172.1, "31 March 2018": 120.0}}

Question: What was the change in the Total cash and cash equivalent in 2019 from 2018?
Answer: 52.1

Question: What was the percentage change in the Total cash and cash equivalent in 2019 from 2018?
Answer: 43.42
{"": {"2019": "", "2018": "(in thousands)", "2017": ""}, "Net cash provided by (used in) operating activities": {"2019": -9885, "2018": 25601, "2017": 16586}, "Net cash used in investing activities": {"2019": -3822, "2018": -13203, "2017": -1873}, "Net cash provided by (used in) financing activities": {"2019": "$\u2014", "2018": -21556, "2017": 12778}}

Question: What is the percentage change in the net cash provided by operating activities between 2017 and 2018?
Answer: 54.35
{"Revenues": {"2018": 82.3, "2017": 50.5, "Change": 31.8, "% Change": 63.0}, "Cost of revenues": {"2018": 15.3, "2017": 6.0, "Change": 9.3, "% Change": 155.0}, "Gross profit": {"2018": 67.0, "2017": 44.5, "Change": 22.5, "% Change": 51.0}, "Operating expenses: -- Selling, general and administrative": {"2018": 32.2, "2017": 28.6, "Change": 3.6, "% Change": 13.0}, "Operating expenses: -- Research and development": {"2018": 2.1, "2017": 1.5, "Change": 0.6, "% Change": 40.0}, "Operating expenses: -- Total operating expenses": {"2018": 34.3, "2017": 30.1, "Change": 4.2, "% Change": 14.0}, "Operating expenses: -- Other income (expense)": {"2018": -4.0, "2017": 2.2, "Change": -6.2, "% Change": -282.0}, "Operating expenses: -- Income before income taxes": {"2018": 28.7, "2017": 16.6, "Change": 12.1, "% Change": 73.0}, "Operating expenses: -- Income tax provision (benefit)": {"2018": 8.0, "2017": -6.2, "Change": 14.2, "% Change": -229.0}, "Operating expenses: -- Net income": {"2018": 20.7, "2017": 22.8, "Change": -2.1, "% Change": -9.0}}

Question: What is the value of pre-tax income as a percentage of revenues in 2018?
Answer: 34.87

Question: What is the value of R&D expenses as a percentage of the cost of revenues in 2018?
Answer: 13.73
{"(In thousands of Canadian dollars)": {"2019": "$", "2018": "$"}, "Stock options": {"2019": 1046, "2018": 915}, "ISUs": {"2019": 61, "2018": 1}, "PSUs": {"2019": 981, "2018": 990}, "DSUs": {"2019": 631, "2018": "\u2014"}}

Question: What is the increase / (decrease) in the stock options from 2018 to 2019?
Answer: 131
{"Income tax expense, as reported (GAAP)": {"2019": 17.3, "2018": 94.6}, "Accumulated foreign earnings assertion ": {"2019": 10.5, "2018": "\u2014"}, "U.S. Tax Reform": {"2019": -7.0, "2018": -85.9}, "Impact of other special tax items": {"2019": 0.2, "2018": -1.1}, "Impact of valuation allowance release ": {"2019": "\u2014", "2018": 3.6}, "Impact of one-time employee bonus": {"2019": "\u2014", "2018": 0.3}, "Income tax expense, as adjusted (non-GAAP) (1)": {"2019": 21.0, "2018": 11.5}}

Question: What was the percentage change in the Income tax expense, as adjusted (non-GAAP) between 2018 and 2019?
Answer: 82.61
{"": {"Fair Value": "(U.S. $ in thousands)", "Useful Life": "(years)"}, "Developed technology": {"Fair Value": 50600, "Useful Life": 3}, "Customer relationships": {"Fair Value": 56900, "Useful Life": 2}, "Trade names": {"Fair Value": 19900, "Useful Life": 3}, "Total intangible assets subject to amortization": {"Fair Value": 127400, "Useful Life": ""}}

Question: What is the difference in fair value between developed technology and customer relationships?
Answer: 6300

Question: What is the percentage constitution of trade names among the total intangible assets subject to amortization?
Answer: 15.62
{"Cash and cash equivalents": {"2019": 195760, "2018": 303390, "2017": 224614}, "Restricted cash": {"2019": 250081, "2018": 155109, "2017": 129224}, "Cash and cash equivalents and restricted cash in Consolidated Statements of Cash Flows": {"2019": 445841, "2018": 458499, "2017": 353838}}

Question: What was the change in Cash and cash equivalents between 2018 and 2019?
Answer: -107630

Question: What was the percentage change in restricted cash between 2017 and 2018?
Answer: 20.03
{"Cash equivalents": {"Level 1": 10155, "Level 2": 10000, "Level 3": "-", "Total": 20155}, "Marketable securities: -- Municipal bonds": {"Level 1": "$\u2014", "Level 2": 44705, "Level 3": "\u2014", "Total": 44705}, "Marketable securities: -- Corporate bonds": {"Level 1": "\u2014", "Level 2": 48296, "Level 3": "\u2014", "Total": 48296}, "Marketable securities: -- Total marketable securities": {"Level 1": "$\u2014", "Level 2": 93001, "Level 3": "\u2014", "Total": 93001}, "Marketable securities: -- Investments in privately-held companies (1)": {"Level 1": "$\u2014", "Level 2": "\u2014", "Level 3": 3390, "Total": 3390}}

Question: What is the value of Level 1 cash equivalents as a percentage of the total cash equivalents?
Answer: 50.38

Question: What is the value of municipal bonds as a percentage of the total marketable securities?
Answer: 48.07
{"Net income per share: -- Basic": {"December 27, 2019 ": 0.82, "December 28, 2018 ": 0.71, "December 29, 2017": 0.55}, "Net income per share: -- Diluted": {"December 27, 2019 ": 0.81, "December 28, 2018 ": 0.7, "December 29, 2017": 0.54}, "Weighted average common shares: -- Basic": {"December 27, 2019 ": 29532342.0, "December 28, 2018 ": 28703265.0, "December 29, 2017": 26118482.0}, "Weighted average common shares: -- Diluted": {"December 27, 2019 ": 30073338.0, "December 28, 2018 ": 29678919.0, "December 29, 2017": 27424526.0}}

Question: What is the change in net income per diluted share between 2018 and 2019?
Answer: 0.11
{"Allowance for doubtful accounts: -- Fiscal 2017": {"of year": 622, "expenses": 541, "Deductions": -201, "Other": "-", "year": 962}, "Allowance for doubtful accounts: -- Fiscal 2018": {"of year": 962, "expenses": 685, "Deductions": -461, "Other": "-", "year": 1186}, "Allowance for doubtful accounts: -- Fiscal 2019": {"of year": 1186, "expenses": 1230, "Deductions": -660, "Other": "", "year": 1756}, "Warranty reserve: -- Fiscal 2017 (1)": {"of year": 1892, "expenses": 1305, "Deductions": -2562, "Other": 5883, "year": 6518}, "Warranty reserve: -- Fiscal 2018": {"of year": 6518, "expenses": 1331, "Deductions": -2115, "Other": "-", "year": 5734}, "Warranty reserve: -- Fiscal 2019": {"of year": 5734, "expenses": 1126, "Deductions": -5462, "Other": "", "year": 1398}, "Deferred tax assets valuation allowance: -- Fiscal 2017 (1)": {"of year": 1618, "expenses": 1391, "Deductions": "-", "Other": 3578, "year": 6587}, "Deferred tax assets valuation allowance: -- Fiscal 2018 (2)": {"of year": 6587, "expenses": "-", "Deductions": -4835, "Other": 15092, "year": 16844}, "Deferred tax assets valuation allowance: -- Fiscal 2019": {"of year": 16844, "expenses": 799, "Deductions": -6714, "Other": "-", "year": 10929}}

Question: What was the change in Other from Deferred tax assets valuation allowance between Fiscal 2017 and 2018?
Answer: 11514
{"Cash and cash equivalents": {"2019": 172960, "2018": 172704}, "Restricted cash included in other long-term assets": {"2019": 116, "2018": 114}, "Total cash, cash equivalents and restricted cash reported on the Consolidated Statements of Cash Flows": {"2019": 173076, "2018": 172818}}

Question: What was the change in Restricted cash included in other long-term assets from 2018 to 2019?
Answer: 2
{"Statutory income tax rate": {"2019": 26.7, "2018": 26.7}, "Income before income tax expense": {"2019": 2755, "2018": 2817}, "Computed income tax expense": {"2019": 736, "2018": 752}, "Increase (decrease) in income tax expense resulting from: -- Non-deductible stock-based compensation": {"2019": "\u2013", "2018": 5}, "Increase (decrease) in income tax expense resulting from: -- Non-deductible portion of equity losses": {"2019": 7, "2018": 1}, "Increase (decrease) in income tax expense resulting from: -- Income tax adjustment, legislative tax change": {"2019": -23, "2018": "-"}, "Increase (decrease) in income tax expense resulting from: -- Non-taxable portion of capital gains": {"2019": -2, "2018": -9}, "Increase (decrease) in income tax expense resulting from: -- Other items": {"2019": -6, "2018": 9}, "Increase (decrease) in income tax expense resulting from: -- Total income tax expense": {"2019": 712, "2018": 758}, "Increase (decrease) in income tax expense resulting from: -- Effective income tax rate": {"2019": 25.8, "2018": 26.9}, "Increase (decrease) in income tax expense resulting from: -- Cash income taxes paid": {"2019": 400, "2018": 370}}

Question: What was the increase / (decrease) in Income before income tax expense from 2019 to 2018?
Answer: -62
{"Finance lease obligations(a)": {"Total": 162, "2020": 61, "2021": 42, "2022": 29, "2023": 15, "2024": 7, "Thereafter": 8}, "Operating leases(b)": {"Total": 574, "2020": 136, "2021": 99, "2022": 75, "2023": 53, "2024": 40, "Thereafter": 171}, "Other contractual obligations(c)": {"Total": 1639, "2020": 627, "2021": 295, "2022": 203, "2023": 190, "2024": 185, "Thereafter": 139}, "Long-term debt, including current portion(a)": {"Total": 8164, "2020": 854, "2021": 702, "2022": 2399, "2023": 3710, "2024": "\u2014", "Thereafter": 499}, "Interest(d)": {"Total": 1038, "2020": 354, "2021": 315, "2022": 216, "2023": 115, "2024": 25, "Thereafter": 13}, "Pension fund obligations(e)": {"Total": 28, "2020": 28, "2021": "\u2014", "2022": "\u2014", "2023": "\u2014", "2024": "\u2014", "Thereafter": "\u2014"}, "Total": {"Total": 11605, "2020": 2060, "2021": 1453, "2022": 2922, "2023": 4083, "2024": 257, "Thereafter": 830}}

Question: What is the percentage of total pension fund obligations in the total amount of payments due?
Answer: 0.24

Question: What is the percentage constitution of amount of finance lease obligations due in 2024 among the total amount?
Answer: 4.32

Question: What is the difference between the total payment for operating leases and finance lease obligations?
Answer: 412
{"Current assets: -- Cash": {"Amortized Cost": 54275, "Unrealized Gains": "$\u2014", "Unrealized Losses": "$\u2014", "Fair Value": 54275}, "Cash equivalents: -- Money market funds": {"Amortized Cost": 129321, "Unrealized Gains": "\u2014", "Unrealized Losses": "\u2014", "Fair Value": 129321}, "Cash equivalents: -- Total cash equivalents": {"Amortized Cost": 129321, "Unrealized Gains": "\u2014", "Unrealized Losses": "\u2014", "Fair Value": 129321}, "Cash equivalents: -- Total cash and cash equivalents": {"Amortized Cost": 183596, "Unrealized Gains": "\u2014", "Unrealized Losses": "\u2014", "Fair Value": 183596}, "Short-term investments: -- Corporate bonds": {"Amortized Cost": 58115, "Unrealized Gains": "\u2014", "Unrealized Losses": -82, "Fair Value": 58033}, "Short-term investments: -- US treasury securities": {"Amortized Cost": 138826, "Unrealized Gains": "\u2014", "Unrealized Losses": -100, "Fair Value": 138726}, "Short-term investments: -- Commercial paper": {"Amortized Cost": 7973, "Unrealized Gains": "\u2014", "Unrealized Losses": "\u2014", "Fair Value": 7973}, "Short-term investments: -- Total short-term investments": {"Amortized Cost": 204914, "Unrealized Gains": "\u2014", "Unrealized Losses": -182, "Fair Value": 204732}, "Long-term investments: -- Strategic investments": {"Amortized Cost": 1250, "Unrealized Gains": "\u2014", "Unrealized Losses": "\u2014", "Fair Value": 1250}, "Long-term investments: -- Total long-term investments": {"Amortized Cost": 1250, "Unrealized Gains": "$\u2014", "Unrealized Losses": "$\u2014", "Fair Value": 1250}}

Question: What was the sum of amortized cost of corporate bonds and US treasury securities?
Answer: 196941

Question: What percentage of total fair value of cash and cash equivalents consists of cash?
Answer: 29.56
{"Promoters": {"Number of equity shares held": 2702450947.0, "Percentage of holding": 72.0}, "Other Entities of the Promoter Group": {"Number of equity shares held": 1091053, "Percentage of holding": "-"}, "Mutual Funds & UTI": {"Number of equity shares held": 93357668.0, "Percentage of holding": 2.5}, "Banks, Financial Institutions, States and Central Government": {"Number of equity shares held": 2750113.0, "Percentage of holding": 0.1}, "Insurance Companies": {"Number of equity shares held": 196172807.0, "Percentage of holding": 5.2}, "Foreign Institutional Investors and Foreign Portfolio Investors - Corporate": {"Number of equity shares held": 592842601.0, "Percentage of holding": 15.8}, "NRI's / OCB's / Foreign Nationals": {"Number of equity shares held": 4854682.0, "Percentage of holding": 0.1}, "Corporate Bodies / Trust": {"Number of equity shares held": 26208151.0, "Percentage of holding": 0.7}, "Indian Public & Others": {"Number of equity shares held": 130744399.0, "Percentage of holding": 3.6}, "Alternate Investment Fund": {"Number of equity shares held": 1663495, "Percentage of holding": "-"}, "IEPF account": {"Number of equity shares held": 248790, "Percentage of holding": "-"}, "GRAND TOTAL": {"Number of equity shares held": 3752384706.0, "Percentage of holding": 100.0}, "": {"Number of equity shares held": "", "Percentage of holding": ""}, "Name of the shareholder*": {"Number of equity shares held": "Number of equity shares held", "Percentage of holding": "Percentage of holding"}, "1. Tata Sons Private Limited": {"Number of equity shares held": 2702450947.0, "Percentage of holding": 72.0}, "2. Life Insurance Corporation of India": {"Number of equity shares held": 152493927.0, "Percentage of holding": 4.1}, "3. SBI Mutual Fund": {"Number of equity shares held": 21680561.0, "Percentage of holding": 0.6}, "4. First State Investments Icvc- Stewart Investors Asia Pacific Leaders Fund": {"Number of equity shares held": 19248438.0, "Percentage of holding": 0.5}, "5. Government of Singapore": {"Number of equity shares held": 18028475.0, "Percentage of holding": 0.5}, "6. Oppenheimer Developing Markets Fund": {"Number of equity shares held": 16731906.0, "Percentage of holding": 0.5}, "7. ICICI Prudential Life Insurance Company Ltd": {"Number of equity shares held": 16139316.0, "Percentage of holding": 0.4}, "8. Axis Mutual Fund Trustee Limited": {"Number of equity shares held": 15244614.0, "Percentage of holding": 0.4}, "9. Abu Dhabi Investment Authority": {"Number of equity shares held": 15036984.0, "Percentage of holding": 0.4}, "10. Vanguard Emerging Markets Stock Index Fund, A Series of Vanguard International Equity Index Funds": {"Number of equity shares held": 14112213.0, "Percentage of holding": 0.4}}

Question: What is the difference in percentage shareholding between Tata Sons Private Limited and Life Insurance Corporation of India?
Answer: 67.9

Question: What is the difference in number of equity shares held between ICICI Prudential Life Insurance and Axis Mutual Fund Trustee?
Answer: 894702

Question: What is the difference between number of equity shares held between Promoters and Insurance Companies?
Answer: 2506278140
{"Non-vested at March 31, 2018": {"Number of shares": 358.0, "Weighted-Average Grant Date Fair Value per Share": 16.27}, "Granted": {"Number of shares": 315.0, "Weighted-Average Grant Date Fair Value per Share": 15.28}, "Vested": {"Number of shares": -172.0, "Weighted-Average Grant Date Fair Value per Share": 16.27}, "Cancelled and forfeited": {"Number of shares": -68.0, "Weighted-Average Grant Date Fair Value per Share": 16.27}, "Non-vested at March 31, 2019": {"Number of shares": 433.0, "Weighted-Average Grant Date Fair Value per Share": 15.55}}

Question: What is the percentage change in the weighted average grant date fair value per share between 2018 and 2019?
Answer: -4.43

Question: What is the percentage change in the number of nonvested shares between March 31, 2018 and 2019? 
Answer: 20.95
{"Balance at beginning of period": {"2019": 11274, "2018": 17067, "2017": 18176}, "Remediation expense": {"2019": 2602, "2018": 1182, "2017": 307}, "Remediation payments": {"2019": -2455, "2018": -6967, "2017": -1416}, "Other activity (1)": {"2019": 23, "2018": -8, "2017": "\u2014"}, "Balance at end of the period": {"2019": 11444, "2018": 11274, "2017": 17067}}

Question: What was the percentage change in the Balance at end of the period between 2018 and 2019?
Answer: 1.51
{"Merchant fees": {"2019": 361755, "2018": 297776, "2017": 234548}, "Interchange fees": {"2019": 44150, "2018": 51128, "2017": 44410}, "Transaction fees": {"2019": 405905, "2018": 348904, "2017": 278958}, "Servicing fees(1)": {"2019": 123697, "2018": 65597, "2017": 46575}, "Other(2)": {"2019": 44, "2018": 172, "2017": 354}, "Servicing and other": {"2019": 123741, "2018": 65769, "2017": 46929}, "Total revenue": {"2019": 529646, "2018": 414673, "2017": 325887}}

Question: What was the change in the transaction fees between 2017 and 2019?
Answer: 126947

Question: What was the percentage change in the total revenue between 2018 and 2019?
Answer: 27.73
{"2021": {"Future Lease Commitments(1)": 144, "Purchase Obligations": 168, "Asset Retirement Obligations": 1, "Total": 313}, "2022": {"Future Lease Commitments(1)": 141, "Purchase Obligations": 74, "Asset Retirement Obligations": 3, "Total": 218}, "2023": {"Future Lease Commitments(1)": 127, "Purchase Obligations": 13, "Asset Retirement Obligations": 2, "Total": 142}, "2024": {"Future Lease Commitments(1)": 101, "Purchase Obligations": "\u2014", "Asset Retirement Obligations": "\u2014", "Total": 101}, "2025": {"Future Lease Commitments(1)": 77, "Purchase Obligations": "\u2014", "Asset Retirement Obligations": 2, "Total": 79}, "Thereafter": {"Future Lease Commitments(1)": 612, "Purchase Obligations": "\u2014", "Asset Retirement Obligations": 5, "Total": 617}, "Total": {"Future Lease Commitments(1)": 1202, "Purchase Obligations": 255, "Asset Retirement Obligations": 13, "Total": 1470}}

Question: What was the change in future lease commitments between 2021 and 2022?
Answer: -3

Question: What was the change in total contractual obligations between 2023 and 2022?
Answer: -76

Question: What was the percentage change in purchase obligations between 2022 and 2023?
Answer: -82.43
{"Unbilled receivables": {"As of December 31, 2019": 142.3, "As of December 31, 2018": 126.1}, "Prepaid income tax": {"As of December 31, 2019": 185.8, "As of December 31, 2018": 125.1}, "Value added tax and other consumption tax receivables": {"As of December 31, 2019": 71.3, "As of December 31, 2018": 86.3}, "Prepaid assets": {"As of December 31, 2019": 56.8, "As of December 31, 2018": 40.5}, "Prepaid operating ground leases": {"As of December 31, 2019": "\u2014", "As of December 31, 2018": 165.0}, "Other miscellaneous current assets": {"As of December 31, 2019": 57.4, "As of December 31, 2018": 78.2}, "Prepaid and other current assets": {"As of December 31, 2019": 513.6, "As of December 31, 2018": 621.2}}

Question: What was the change in Unbilled receivables between 2018 and 2019?
Answer: 16.2

Question: What was the change in prepaid assets between 2018 and 2019?
Answer: 16.3

Question: What was the percentage change in Prepaid and other current assets between 2018 and 2019?
Answer: -17.32
{"Fixed income": {"2019": 40, "2018": 40}, "Equities": {"2019": 55, "2018": 55}, "Other": {"2019": 5, "2018": 5}, "Total": {"2019": 100, "2018": 100}}

Question: What is the change in the allocation of equities from 2018 to 2019?
Answer: 0
{"": {"2019": "", "2018": "(dollars in thousands)", "$": "", "%": ""}, "Sales and marketing": {"2019": 87731.0, "2018": 69608.0, "$": 18123.0, "%": 26.0}, "% of revenue": {"2019": 44, "2018": 47, "$": "", "%": ""}}

Question: What is the change in the % of revenue from 2018 to 2019?
Answer: -3