kensho/bizbench huggingface dataset:
{"December 31 -- ": {"2019": 2019, "2018": 2018}, "December 31 -- Net operating loss carryforwards": {"2019": 7672, "2018": 4541}, "December 31 -- Stock options and warrants": {"2019": 420, "2018": 214}, "December 31 -- Property": {"2019": 138, "2018": 299}, "December 31 -- Intangible assets": {"2019": 66, "2018": 94}, "December 31 -- Capitalized expenses": {"2019": 54, "2018": 86}, "December 31 -- Other": {"2019": 210, "2018": 164}, "December 31 -- Operating right-of-use lease assets": {"2019": -667, "2018": ""}, "December 31 -- Operating right-of-use lease liabilities": {"2019": 794, "2018": ""}, "December 31 -- Net deferred tax assets": {"2019": 8687, "2018": 5398}, "December 31 -- Less: Valuation allowance": {"2019": -8687, "2018": -5398}, "December 31 -- Deferred tax asset (liability)": {"2019": "$             -", "2018": "$             -"}}

Question: What is the percentage change in net operating loss carryforward in 2018 and 2019?
Answer: 68.95

Question: What is the percentage change in the stock options and warrants between 2018 and 2019?
Answer: 96.26
{"Domestic (1)": {"2019": -415707, "2018": -426897, "2017": -373690}, "Foreign (1)": {"2019": 866411, "2018": 800298, "2017": 629923}, "": {"2019": 450704, "2018": 373401, "2017": 256233}}

Question: What was the change in Foreign income (loss) between 2018 and 2019?
Answer: 66113

Question: What was the percentage change in total income (loss) between 2017 and 2018?
Answer: 45.73
{"Weighted average share price at the grant date": {"2019": 373.33, "2018": 405.0}, "Risk free rate": {"2019": 1.08, "2018": 1.77}, "Dividend yield": {"2019": 0.23, "2018": 0.24}, "Expected volatility (Note)": {"2019": 30.0, "2018": 30.0}}

Question: How much did the Weighted average share price at the grant date change by between 2018 and 2019?
Answer: -31.67

Question: How much did the Expected volatility change by between 2018 and 2019?
Answer: 0
{"Base tolling fee (1)": {"2019": 204501, "2018": 119677}, "Amortization of deferred commissioning period revenue (2)": {"2019": 4220, "2018": 2467}, "Amortization of Day 1 gain (3)": {"2019": 9950, "2018": 5817}, "Other": {"2019": -575, "2018": -336}, "Total": {"2019": 218096, "2018": 127625}}

Question: What was the change in base tolling fee between 2018 and 2019?
Answer: 84824

Question: What was the percentage change in the total liquefaction services revenue between 2018 and 2019?
Answer: 70.89
{"": {"2019": "Number", "2018": "Number"}, "Customer operations": {"2019": 370, "2018": 380}, "Product and technology": {"2019": 317, "2018": 312}, "Corporate": {"2019": 115, "2018": 130}, "Total": {"2019": 802, "2018": 822}}

Question: What was the change in Corporate in 2019 from 2018?
Answer: -15

Question: What was the percentage change in Corporate in 2019 from 2018?
Answer: -11.54
{"Europe, C. I. S., Africa, Middle East": {"2019": 44360, "2018": 42782, "Actual": 4, "Comp.": 4}, "therein: Germany": {"2019": 12282, "2018": 11729, "Actual": 5, "Comp.": 4}, "Americas": {"2019": 23796, "2018": 22115, "Actual": 8, "Comp.": 3}, "therein: U. S.": {"2019": 17993, "2018": 16012, "Actual": 12, "Comp.": 6}, "Asia, Australia": {"2019": 18693, "2018": 18147, "Actual": 3, "Comp.": 2}, "therein: China": {"2019": 8405, "2018": 8102, "Actual": 4, "Comp.": 3}, "Siemens": {"2019": 86849, "2018": 83044, "Actual": 5, "Comp.": 3}, "therein: emerging markets1": {"2019": 27607, "2018": 28272, "Actual": -2, "Comp.": -2}}

Question: What was the average orders in the Americas region in 2019 and 2018?
Answer: 22955.5

Question: What is the increase / (decrease) in the orders for Asia and Australia from 2018 to 2019?
Answer: 546
{"Cash and cash equivalents, including restricted cash": {"2019": 72.5, "2018": 127.4, "2017": 134.2}, "Undrawn credit facilities": {"2019": 173.1, "2018": 278.7, "2017": 270.7}, "Liquidity": {"2019": 245.6, "2018": 406.1, "2017": 404.9}}

Question: What was the change in liquidity in 2019 from 2018?
Answer: -160.5

Question: What was the percentage change in liquidity in 2019 from 2018?
Answer: -39.52
{"Beginning balance of unrecognized tax benefits": {"2019": 469, "2018": 326, "2017": 250}, "Additions for current year tax positions": {"2019": 106, "2018": 142, "2017": 65}, "Reductions for prior year tax positions": {"2019": "\u2014", "2018": -14, "2017": "\u2014"}, "Ending balance (excluding interest and penalties)": {"2019": 575, "2018": 454, "2017": 315}, "Interest and penalties": {"2019": 22, "2018": 15, "2017": 11}, "Total": {"2019": 597, "2018": 469, "2017": 326}}

Question: What was the change in the Additions for current year tax positions from 2018 to 2019?
Answer: -36
{"Period -- October 2019": {"Total Number of Shares Withheld for Taxes": 16585.0, "Average Price Paid Per Share": 11.57}, "Period -- November 2019": {"Total Number of Shares Withheld for Taxes": 185887.0, "Average Price Paid Per Share": 13.15}, "Period -- December 2019": {"Total Number of Shares Withheld for Taxes": 12368.0, "Average Price Paid Per Share": 13.7}, "Period -- Total": {"Total Number of Shares Withheld for Taxes": 214840, "Average Price Paid Per Share": ""}}

Question: What is the percentage change in the average price paid per share between December 2019 and November 2019?
Answer: 4.18
{"": {"Reported change": "%", "Other activity (including M&A)": "pps", "Foreign exchange": "pps", "Organic* change": "%"}, "Revenue  Europe": {"Reported change": -1.9, "Other activity (including M&A)": 4.1, "Foreign exchange": 0.8, "Organic* change": 3.0}, "Service revenue -- Germany": {"Reported change": 2.6, "Other activity (including M&A)": "\u2013", "Foreign exchange": "\u2013", "Organic* change": 2.6}, "Service revenue -- Italy": {"Reported change": 1.0, "Other activity (including M&A)": 0.2, "Foreign exchange": "\u2013", "Organic* change": 1.2}, "Service revenue -- UK": {"Reported change": -8.1, "Other activity (including M&A)": 0.1, "Foreign exchange": 4.5, "Organic* change": -3.5}, "Service revenue -- Spain": {"Reported change": 1.8, "Other activity (including M&A)": 0.3, "Foreign exchange": "\u2013", "Organic* change": 2.1}, "Service revenue -- Other Europe": {"Reported change": -19.6, "Other activity (including M&A)": 22.9, "Foreign exchange": -0.4, "Organic* change": 2.9}, "Service revenue -- Europe": {"Reported change": -3.9, "Other activity (including M&A)": 4.0, "Foreign exchange": 0.8, "Organic* change": 0.9}, "Adjusted EBITDA -- Germany": {"Reported change": 10.9, "Other activity (including M&A)": -0.1, "Foreign exchange": -0.1, "Organic* change": 10.7}, "Adjusted EBITDA -- Italy": {"Reported change": 4.5, "Other activity (including M&A)": 0.1, "Foreign exchange": "\u2013", "Organic* change": 4.6}, "Adjusted EBITDA -- UK": {"Reported change": 45.4, "Other activity (including M&A)": -1.2, "Foreign exchange": 7.0, "Organic* change": 51.8}, "Adjusted EBITDA -- Spain": {"Reported change": 4.4, "Other activity (including M&A)": 0.6, "Foreign exchange": "\u2013", "Organic* change": 5.0}, "Adjusted EBITDA -- Other Europe": {"Reported change": -18.8, "Other activity (including M&A)": 26.8, "Foreign exchange": -0.3, "Organic* change": 7.7}, "Adjusted EBITDA -- Europe": {"Reported change": 7.3, "Other activity (including M&A)": 5.1, "Foreign exchange": 0.6, "Organic* change": 13.0}, "Adjusted EBITDA -- Europe adjusted operating profit": {"Reported change": 53.2, "Other activity (including M&A)": 34.8, "Foreign exchange": -1.7, "Organic* change": 86.3}}

Question: How many percent of organic change in Europe adjusted operating profit is the organic change in Italy EBITDA?
Answer: 5.33
{"Accrued employee related expenses": {"January 31, 2020": 845, "February 1, 2019": 780}, "Accrued partner liabilities": {"January 31, 2020": 181, "February 1, 2019": 207}, "Customer deposits": {"January 31, 2020": 247, "February 1, 2019": 239}, "Other(1)": {"January 31, 2020": 878, "February 1, 2019": 438}, "Total": {"January 31, 2020": 2151, "February 1, 2019": 1664}}

Question: What was the change in Customer deposits between 2019 and 2020?
Answer: 8
{"Short-term contract assets": {"As of June 30, 2019": 20956, "As of July 1, 2018": 5474}, "Long-term contract assets": {"As of June 30, 2019": 15386, "As of July 1, 2018": 12382}, "Short-term deferred revenue": {"As of June 30, 2019": 641656, "As of July 1, 2018": 618197}, "Long-term deferred revenue": {"As of June 30, 2019": 46974, "As of July 1, 2018": 64743}}

Question:  What is the total contract assets as of June 30, 2019? 
Answer: 36342

Question: What is the total deferred revenue as of June 30, 2019?
Answer: 688630

Question: What is the total revenue and assets as of June 30, 2019?
Answer: 724972
{"U.S.": {"2019": 55, "2018": 51, "2017": 55}, "Asia": {"2019": 16, "2018": 21, "2017": 17}, "Africa": {"2019": 8, "2018": 7, "2017": 7}, "Europe": {"2019": 2, "2018": 2, "2017": 2}, "Latin America": {"2019": 18, "2018": 17, "2017": 18}}

Question: What is the sum of the three least contributing property segments in 2019?
Answer: 26

Question: What was the change in the percentage of total revenue in U.S. between 2018 and 2019?
Answer: 4
{"Duo": {"Purchase Consideration": 2025, "Net Tangible Assets Acquired (Liabilities Assumed)": -57, "Purchased Intangible Assets": 342, "Goodwill": 1740}, "Luxtera": {"Purchase Consideration": 596, "Net Tangible Assets Acquired (Liabilities Assumed)": -19, "Purchased Intangible Assets": 319, "Goodwill": 296}, "Others (three in total)": {"Purchase Consideration": 65, "Net Tangible Assets Acquired (Liabilities Assumed)": 2, "Purchased Intangible Assets": 11, "Goodwill": 52}, "Total": {"Purchase Consideration": 2686, "Net Tangible Assets Acquired (Liabilities Assumed)": -74, "Purchased Intangible Assets": 672, "Goodwill": 2088}}

Question: What was the difference in Goodwill between Duo and Luxtera?
Answer: 1444

Question: What was the difference in Purchased intangible assets between Luxtera and Others?
Answer: 308
{"Convertible senior notes principal": {"1 year": "$-", "> 5 years": 230000, "Total": 352527}, "Convertible senior notes stated interest": {"1 year": 6591, "> 5 years": 6900, "Total": 32887}, "Operating leases": {"1 year": 7565, "> 5 years": 7659, "Total": 40177}, "Purchase obligations": {"1 year": 39390, "> 5 years": "-", "Total": 39390}, "Total contractual obligations": {"1 year": 53546, "> 5 years": 244559, "Total": 464981}}

Question: How much do the top 3 contractual obligation terms add up to?
Answer: 432094

Question: What are the Operating Leases as a percentage of the total contractual obligations? 
Answer: 8.64

Question: What are the Purchase Obligations as a percentage of the total contractual obligations? 
Answer: 8.47
{"Stock-based compensation expense included in cost of sales": {"2019": 369, "2018": 418, "2017": 379}, "Selling, general and administrative expense": {"2019": 3889, "2018": 3989, "2017": 4063}, "Research and development expense": {"2019": 2704, "2018": 2748, "2017": 2991}, "Stock-based compensation expense included in operating expenses": {"2019": 6593, "2018": 6737, "2017": 7054}, "Total stock-based compensation expense": {"2019": 6962, "2018": 7155, "2017": 7433}, "Tax benefit for expense associated with non-qualified options, PSUs, RSUs and restricted stock": {"2019": -1659, "2018": -1432, "2017": -1699}, "Total stock-based compensation expense, net of tax": {"2019": 5303, "2018": 5723, "2017": 5734}}

Question: What was the change in research and development expense between 2018 and 2019?
Answer: -44

Question: What was the change in total stock-based compensation expense between 2018 and 2019?
Answer: -193

Question: What was the percentage change in total stock-based compensation expense, net of tax between 2017 and 2018?
Answer: -0.19
{"Cash flow from operating activities of continuing operations: -- Loss from continuing operations": {"2019": -13735, "2018": -8101}, "Adjustments to reconcile net loss to net cash used in operating activities: -- Depreciation and amortization": {"2019": 1930, "2018": 773}, "Adjustments to reconcile net loss to net cash used in operating activities: -- Stock and share-based compensation": {"2019": 1360, "2018": 886}, "Adjustments to reconcile net loss to net cash used in operating activities: -- Settlement with Sellers of Golden Ridge": {"2019": 849, "2018": "-"}, "Adjustments to reconcile net loss to net cash used in operating activities: -- Provision for bad debts": {"2019": 472, "2018": "-"}, "Adjustments to reconcile net loss to net cash used in operating activities: -- Other": {"2019": 13, "2018": -14}, "Changes in operating assets and liabilities: -- Accounts receivable": {"2019": -1102, "2018": 331}, "Changes in operating assets and liabilities: -- Inventories": {"2019": 332, "2018": -138}, "Changes in operating assets and liabilities: -- Accounts payable and accrued expenses": {"2019": -296, "2018": 935}, "Changes in operating assets and liabilities: -- Commodities payable": {"2019": -1340, "2018": 176}, "Changes in operating assets and liabilities: -- Other": {"2019": -235, "2018": -89}, "Changes in operating assets and liabilities: -- Net cash used in operating activities of continuing operations": {"2019": -13450, "2018": -5241}}

Question: What is the percentage change in adjustment in depreciation and amortization in 2018 and 2019?
Answer: 149.68

Question: What is the percentage change in adjustments to stock and share-based compensation in 2018 and 2019?
Answer: 53.5
{"Assets -- Prepaid expenses and other": {"2019": 3027, "2018": 2347}, "Assets -- Other assets - net": {"2019": 1824, "2018": 1831}, "Assets -- Total": {"2019": 4851, "2018": 4178}}

Question: What was the increase / (decrease) in the prepaid expenses and other assets from 2018 to 2019?
Answer: 680
{"United States": {"2019": 279904, "2018": 313489, "2017": 287092}, "Singapore": {"2019": 32957, "2018": 6724, "2017": 5596}, "Taiwan": {"2019": 19810, "2018": 20802, "2017": 18586}, "China": {"2019": 87342, "2018": 79380, "2017": 66510}, "Czech Republic": {"2019": 33214, "2018": 36528, "2017": 34476}, "Other non-U.S.": {"2019": 15772, "2018": 13560, "2017": 10733}, "Consolidated net sales": {"2019": 468999, "2018": 470483, "2017": 422993}}

Question: What was the change in the net sales from United States between 2017 and 2018?
Answer: 26397
{"Year ended December 31, -- (dollars in millions)": {"2019": 2019.0, "2018": 2018.0, "2017": 2017.0}, "Entertainment and Communications -- Products and services transferred at a point in time": {"2019": 31.7, "2018": 25.3, "2017": 20.6}, "Entertainment and Communications -- Products and services transferred over time": {"2019": 942.4, "2018": 805.8, "2017": 664.3}, "Entertainment and Communications -- Intersegment revenue": {"2019": 21.6, "2018": 22.3, "2017": 21.2}, "Entertainment and Communications -- Total Entertainment and Communications": {"2019": 995.7, "2018": 853.4, "2017": 706.1}, "IT Services and Hardware -- Products and services transferred at a point in time": {"2019": 138.7, "2018": 142.9, "2017": 80.8}, "IT Services and Hardware -- Products and services transferred over time": {"2019": 423.9, "2018": 404.2, "2017": 300.0}, "IT Services and Hardware -- Intersegment revenue": {"2019": 4.8, "2018": 3.8, "2017": 4.3}, "IT Services and Hardware -- Total IT Services and Hardware": {"2019": 567.4, "2018": 550.9, "2017": 385.1}, "Total Revenue -- Total products and services transferred at a point in time": {"2019": 170.4, "2018": 168.2, "2017": 101.4}, "Total Revenue -- Total products and services transferred over time": {"2019": 1366.3, "2018": 1210.0, "2017": 964.3}, "Total Revenue -- Total revenue": {"2019": 1536.7, "2018": 1378.2, "2017": 1065.7}}

Question: What is the total revenue between 2017 to 2019?
Answer: 3980.6

Question: What is the total IT services and hardware between 2017 to 2019?
Answer: 1503.4
{"Amounts in thousands of U.S. Dollars -- Pool gross revenues (included in Revenues)": {"2017": 38046, "2018": 102253}, "Amounts in thousands of U.S. Dollars -- Pool gross voyage expenses and commissions (included in Voyage expenses and commissions)": {"2017": -9122, "2018": -10154}, "Amounts in thousands of U.S. Dollars -- GasLogs adjustment for net pool allocation (included in Net pool allocation)": {"2017": 7254, "2018": 17818}, "Amounts in thousands of U.S. Dollars -- GasLogs total net pool performance": {"2017": 36178, "2018": 109917}}

Question: What is the change in pool gross revenues from 2017 to 2018?
Answer: 64207

Question: What is the percentage change in total net pool performance from 2017 to 2018?
Answer: 203.82
{"Cash and cash equivalents": {"2019": 119629, "2018": 146061, "2017": 96329}, "Accounts receivable, net": {"2019": 76373, "2018": 49510, "2017": 40634}, "Working capital": {"2019": 167879, "2018": 152793, "2017": 119433}}

Question: What was the change in working capital between 2017 and 2018?
Answer: 33360

Question: What was the percentage change in Cash and cash equivalents between 2018 and 2019?
Answer: -18.1
{"": {"January 3, 2020": "", "December 28, 2018": "(in millions)", "December 29, 2017": ""}, "Total stock-based compensation expense": {"January 3, 2020": 52, "December 28, 2018": 44, "December 29, 2017": 43}, "Tax benefits recognized from stock-based compensation": {"January 3, 2020": 13, "December 28, 2018": 11, "December 29, 2017": 17}}

Question: What was the change in the Tax benefits recognized from stock-based compensation from 2017 to 2018?
Answer: -6
{"Total staff costs -- Staff costs included in operating expenses": {"2019": 8.1, "2018": 9.3, "2017": 9.2}, "Total staff costs -- Staff costs included in administrative expenses": {"2019": 37.7, "2018": 36.9, "2017": 34.6}, "Total staff costs -- Total": {"2019": 45.8, "2018": 46.2, "2017": 43.8}, "Staff costs comprise the following -- Wages and salaries": {"2019": 37.2, "2018": 38.1, "2017": 36.4}, "Staff costs comprise the following -- Share-based compensation": {"2019": 1.9, "2018": 2.1, "2017": 1.9}, "Staff costs comprise the following -- Pension costs": {"2019": 3.5, "2018": 3.3, "2017": 3.1}, "Staff costs comprise the following -- Other social security costs": {"2019": 0.9, "2018": 0.6, "2017": 0.3}, "Staff costs comprise the following -- Other staff costs": {"2019": 2.3, "2018": 2.1, "2017": 2.1}, "Staff costs comprise the following -- Total": {"2019": 45.8, "2018": 46.2, "2017": 43.8}, "Average number of permanent employees -- Seafarers": {"2019": 107.6, "2018": 111.7, "2017": 130.6}, "Average number of permanent employees -- Land-based": {"2019": 313.5, "2018": 302.2, "2017": 286.6}, "Average number of permanent employees -- Total": {"2019": 421.1, "2018": 413.9, "2017": 417.2}}

Question: What was the change in the total number of permanent employees from 2018 to 2019?
Answer: 7.2

Question: What was the percentage change in the total number of permanent employees from 2018 to 2019?
Answer: 1.74
{"": {"2019": "", "2018": "(in millions)", "2017": ""}, "Restructuring charges, net": {"2019": 255, "2018": 140, "2017": 146}, "Gain on divestiture": {"2019": "\u2014", "2018": -2, "2017": "\u2014"}, "Other charges (credits), net": {"2019": "\u2014", "2018": -12, "2017": 1}, "Restructuring and other charges, net": {"2019": 255, "2018": 126, "2017": 147}}

Question: What was the change in Restructuring charges, net in 2019 from 2018?
Answer: 115

Question: What was the percentage change in Restructuring charges, net in 2019 from 2018?
Answer: 82.14
{"Retained earnings": {"At December 31, 2017": 35635, "Topic 606": 2890, "ASU 2018-02": -652, "Other ASUs": -6, "At January 1, 2018": 37867}, "Accumulated other comprehensive income": {"At December 31, 2017": 2659, "Topic 606": "\u2014", "ASU 2018-02": 652, "Other ASUs": -22, "At January 1, 2018": 3289}, "Noncontrolling interests": {"At December 31, 2017": 1591, "Topic 606": 44, "ASU 2018-02": "\u2014", "Other ASUs": "\u2014", "At January 1, 2018": 1635}}

Question: What is the change in Retained earnings from December 31, 2017 to January 1, 2018?
Answer: 2232

Question: What is the change in Accumulated other comprehensive income from December 31, 2017 to January 1, 2018?
Answer: 630

Question: What is the change in Noncontrolling interests from December 31, 2017 to January 1, 2018?
Answer: 44
{"Total revenue": {"2019": 529646, "2018": 414673}, "Total costs and expenses": {"2019": 408693, "2018": 261883}, "Operating profit": {"2019": 120953, "2018": 152790}, "Total other income (expense), net": {"2019": -22297, "2018": -19276}, "Net income": {"2019": 98656, "2018": 133514}}

Question: What was the change in operating profit between 2018 and 2019?
Answer: -31837

Question: What was the percentage change in the net income between 2018 and 2019?
Answer: -26.11
{"Balances, January 31, 2018": {"Derivative Contracts": 1.0, "Convertible Debt Securities": 7.8, "Total": 8.8}, "Settlements": {"Derivative Contracts": "\u2014", "Convertible Debt Securities": -3.5, "Total": -3.5}, "(Losses) Gains included in earnings (1)": {"Derivative Contracts": -0.2, "Convertible Debt Securities": 0.5, "Total": 0.3}, "Losses included in OCI": {"Derivative Contracts": "\u2014", "Convertible Debt Securities": -0.4, "Total": -0.4}, "Balances, January 31, 2019": {"Derivative Contracts": 0.8, "Convertible Debt Securities": 4.4, "Total": 5.2}}

Question: Of the total balances as of January 31, 2019, what percentage came from convertible debt securities?
Answer: 84.62

Question: What is the difference in the balances for derivative contracts for 31 January 2018 and 31 January 2019?
Answer: 0.2
{"Cash and cash equivalents and investments": {"Fiscal 2019": 33413, "Fiscal 2018": 46548}, "Cash provided by operating activities": {"Fiscal 2019": 15831, "Fiscal 2018": 13666}, "Deferred revenue (1)": {"Fiscal 2019": 18467, "Fiscal 2018": 19685}, "Repurchases of common stockstock repurchase program": {"Fiscal 2019": 20577, "Fiscal 2018": 17661}, "Dividends": {"Fiscal 2019": 5979, "Fiscal 2018": 5968}, "Inventories": {"Fiscal 2019": 1383, "Fiscal 2018": 1846}}

Question: What was the change in inventories between 2018 and 2019?
Answer: -463

Question: What was the change in Cash provided by operating activities between 2018 and 2019?
Answer: 2165

Question: What was the percentage change in deferred revenue between 2018 and 2019?
Answer: -6.19
{"Federal statutory rate": {"2019": 21.0, "2018": 24.5, "2017": 35.0}, "Foreign rate differential": {"2019": 1.6, "2018": 5.1, "2017": 31.9}, "State taxes net of federal benefit": {"2019": 0.9, "2018": 0.8, "2017": 0.2}, "Warrant liabilities": {"2019": "\u2014", "2018": 4.4, "2017": -1.8}, "Change in valuation allowance": {"2019": -2.4, "2018": 34.0, "2017": -270.0}, "Research and development credits": {"2019": 1.4, "2018": 9.0, "2017": 12.8}, "Provision to return adjustments": {"2019": 0.3, "2018": 8.3, "2017": -4.0}, "Section 382 adjustment": {"2019": -19.3, "2018": "\u2014", "2017": "\u2014"}, "Nondeductible compensation expense": {"2019": -0.6, "2018": 1.4, "2017": -4.1}, "Global Intangible Low Taxed Income": {"2019": -2.9, "2018": "\u2014", "2017": "\u2014"}, "Nondeductible legal fees": {"2019": "\u2014", "2018": 0.9, "2017": -3.9}, "2017 tax reform": {"2019": "\u2014", "2018": -73.7, "2017": "\u2014"}, "Intra-entity license transfer": {"2019": 9.4, "2018": "\u2014", "2017": "\u2014"}, "Other permanent differences": {"2019": -0.1, "2018": -0.9, "2017": 0.1}, "Effective income tax rate": {"2019": 9.3, "2018": 13.8, "2017": -203.8}}

Question: What is the change in the Research and development credits from 2018 to 2019?
Answer: -7.6
{"Beginning balance": {"July 27, 2019": 2000, "July 28, 2018": 1973, "July 29, 2017": 1627}, "Additions based on tax positions related to the current year": {"July 27, 2019": 185, "July 28, 2018": 251, "July 29, 2017": 336}, "Additions for tax positions of prior years": {"July 27, 2019": 84, "July 28, 2018": 84, "July 29, 2017": 180}, "Reductions for tax positions of prior years .": {"July 27, 2019": -283, "July 28, 2018": -129, "July 29, 2017": -78}, "Settlements": {"July 27, 2019": -38, "July 28, 2018": -124, "July 29, 2017": -43}, "Lapse of statute of limitations .": {"July 27, 2019": -23, "July 28, 2018": -55, "July 29, 2017": -49}, "Ending balance .": {"July 27, 2019": 1925, "July 28, 2018": 2000, "July 29, 2017": 1973}}

Question: What was the change in the Additions based on tax positions related to the current year between 2017 and 2018?
Answer: -85

Question: What was the percentage change in the Beginning balance between 2018 and 2019?
Answer: 1.37
{"Current portion of Euro Term Loan(1)": {"2019": 2748, "2018": 3092}, "1.3% Term loan due 2024": {"2019": 1367, "2018": 1448}, "1.0% State of Connecticut term loan due 2023": {"2019": 378, "2018": 374}, "Capital lease obligations": {"2019": 370, "2018": 158}, "Line of credit borrowings": {"2019": 10000, "2018": "\u2014"}, "Total current portion of long-term obligations": {"2019": 14863, "2018": 5072}}

Question: What was the change in Capital lease obligations from 2018 to 2019?
Answer: 212

Question: What was the percentage change in Capital lease obligations from 2018 to 2019?
Answer: 134.18
{"Unvested PSUs, RSUs and restricted stock outstanding, December 31, 2018": {"Number of Shares": 1570.0, "Weighted Average Grant Date Fair Value": 18.52}, "PSUs, RSUs and restricted stock granted": {"Number of Shares": 897.0, "Weighted Average Grant Date Fair Value": 9.63}, "PSUs, RSUs and restricted stock vested": {"Number of Shares": -368.0, "Weighted Average Grant Date Fair Value": 17.23}, "PSUs, RSUs and restricted stock forfeited": {"Number of Shares": -208.0, "Weighted Average Grant Date Fair Value": 18.24}, "Unvested RSUs and restricted stock outstanding, December 31, 2019": {"Number of Shares": 1891.0, "Weighted Average Grant Date Fair Value": 14.58}}

Question: What was the change in Unvested RSUs and restricted stock outstanding between 2018 and 2019?
Answer: 321

Question: What was the difference between the weighted average grant date fair value of PSUs, RSUs and restricted stock that are granted as compared to those that are vested?
Answer: 7.6

Question: What was the Weighted Average Grant Date Fair Value of unvested stocks in 2018 as a ratio of the fair value in 2019?
Answer: 1.27
{"Anti-dilutive securities: -- Employee stock options": {"January 31, 2020": 34, "February 1, 2019": 50, "February 2, 2018": 51}, "Anti-dilutive securities: -- Restricted stock units": {"January 31, 2020": 315, "February 1, 2019": 255, "February 2, 2018": 140}, "Anti-dilutive securities: -- Total": {"January 31, 2020": 349, "February 1, 2019": 305, "February 2, 2018": 191}}

Question: What was the change in employee stock options between 2018 and 2019?
Answer: -1

Question: What was the percentage change in the total anti-dilutive securities between 2019 and 2020?
Answer: 14.43
{"": {"2019": 19.0, "2018": 18.0}, "Grant date (1)": {"2019": 30.0, "2018": 31.0}, "Performance period start date": {"2019": 1.0, "2018": 1.0}, "Exercise date": {"2019": 1.0, "2018": 1.0}, "Expected volatility (2)": {"2019": 15.0, "2018": 16.0}, "Expected dividend yield": {"2019": 4.0, "2018": 4.0}, "Risk-free interest rate": {"2019": 2.1, "2018": 1.9}, "Weighted average fair value at grant date": {"2019": 24.63, "2018": 20.23}}

Question: What is the change in expected volatility between 2018 and 2019?
Answer: 1

Question: What is the change in expected dividend yield between 2018 and 2019?
Answer: 0
{"Liability component: -- Principal": {"2019": 92000, "2018": 115000}, "Liability component: -- Less: debt discount, net of amortization": {"2019": -12776, "2018": -20903}, "Liability component: -- Net carrying amount": {"2019": 79224, "2018": 94097}, "Liability component: -- Equity component (1)": {"2019": -14555, "2018": 22094}}

Question: What is the change in Principal from December 31, 2019 to December 31, 2018?
Answer: -23000

Question: What is the change in Net carrying amount from December 31, 2019 to December 31, 2018?
Answer: -14873
{"Cost of cloud and software": {"2019": 138, "2018": 3, "2017": 55}, "Cost of services": {"2019": 154, "2018": 3, "2017": 118}, "Research and development": {"2019": 467, "2018": 3, "2017": 9}, "Sales and marketing": {"2019": 299, "2018": 11, "2017": 2}, "General and administration": {"2019": 71, "2018": 0, "2017": 2}, "Restructuring expenses": {"2019": 1130, "2018": 19, "2017": 182}}

Question: What was the change in General and administration in 2018 from 2017?
Answer: -2

Question: What was the percentage change in General and administration in 2018 from 2017?
Answer: -100
{"Customer relationships": {"2019": 336455, "2018": 159566}, "Other": {"2019": 15621, "2018": 5555}, "": {"2019": 352076, "2018": 165121}, "Accumulated amortization": {"2019": -73492, "2018": -52942}, "Intangible assets, net": {"2019": 278584, "2018": 112179}}

Question: What is the change in Intangible assets, net between 2018 and 2019?
Answer: 166405
{"Net income attributable to ON Semiconductor Corporation": {"2019": 211.7, "2018": 627.4, "2017": 810.7}, "Basic weighted average common shares outstanding": {"2019": 410.9, "2018": 423.8, "2017": 421.9}, "Add: Incremental shares for: -- Dilutive effect of share-based awards": {"2019": 1.9, "2018": 4.3, "2017": 5.5}, "Add: Incremental shares for: -- Dilutive effect of convertible notes": {"2019": 3.2, "2018": 7.8, "2017": 0.9}, "Add: Incremental shares for: -- Diluted weighted average common shares outstanding": {"2019": 416.0, "2018": 435.9, "2017": 428.3}, "Net income per common share attributable to ON Semiconductor Corporation: -- Basic": {"2019": 0.52, "2018": 1.48, "2017": 1.92}, "Net income per common share attributable to ON Semiconductor Corporation: -- Diluted": {"2019": 0.51, "2018": 1.44, "2017": 1.89}}

Question: What is the change in Net income attributable to ON Semiconductor Corporation from December 31, 2018 to 2019?
Answer: -415.7

Question: What is the change in Basic weighted average common shares outstanding from year ended December 31, 2018 to 2019?
Answer: -12.9
{"Net sales": {"2019": 2380.2, "2018": 2157.7, "2017": 1797.6}, "Net sales excluding surcharge revenue (1)": {"2019": 1942.1, "2018": 1792.3, "2017": 1558.4}, "Operating income": {"2019": 241.4, "2018": 189.3, "2017": 121.5}, "Net income": {"2019": 167.0, "2018": 188.5, "2017": 47.0}, "Diluted earnings per share": {"2019": 3.43, "2018": 3.92, "2017": 0.99}, "Purchases of property, plant, equipment and software": {"2019": 180.3, "2018": 135.0, "2017": 98.5}, "Free cash flow (1)": {"2019": -53.7, "2018": 34.7, "2017": -16.8}, "Pounds sold (in thousands) (2)": {"2019": 267536.0, "2018": 265620.0, "2017": 236346.0}}

Question: What was the change in Purchases of property, plant, equipment and software in 2019 from 2018?
Answer: 45.3

Question: What was the percentage change in Purchases of property, plant, equipment and software in 2019 from 2018?
Answer: 33.56
{"United States": {"2019": 956.6, "2018": 627.8, "2017": 522.8}, "United Kingdom": {"2019": 218.2, "2018": 240.7, "2017": 219.4}, "Australia": {"2019": 163.5, "2018": 166.7, "2017": 175.6}, "Far East/Middle East": {"2019": 74.0, "2018": 86.4, "2017": 112.7}, "Other": {"2019": 84.2, "2018": 81.3, "2017": 77.2}, "Total sales": {"2019": 1496.5, "2018": 1202.9, "2017": 1107.7}}

Question: What is the change in the amount of Other in 2019 from 2018?
Answer: 2.9

Question: What is the percentage change in the amount of Other in 2019 from 2018?
Answer: 3.57
{"Volatility": {"Options with two year vesting": 57.5, "Options with three year vesting": 52.5}, "Dividend yield": {"Options with two year vesting": 10.0, "Options with three year vesting": 10.0}, "Risk-free interest rate": {"Options with two year vesting": 1.64, "Options with three year vesting": 1.65}, "Weighted-average grant date fair value": {"Options with two year vesting": 0.59, "Options with three year vesting": 0.58}}

Question: What is the change in Weighted-average grant date fair value between the options with two year vesting and three year vesting?
Answer: 0.01
{"For the fiscal year: -- Net revenue": {"2019 (1)": 2569.8, "2018": 2056.6, "2017": 2031.0, "2016": 2504.1, "2015": 2512.2}, "For the fiscal year: -- (Loss) income from operations": {"2019 (1)": -25.0, "2018": -509.1, "2017": -499.6, "2016": 1.3, "2015": 120.7}, "For the fiscal year: -- Net (loss) income": {"2019 (1)": -80.8, "2018": -566.9, "2017": -582.1, "2016": -330.5, "2015": 81.8}, "For the fiscal year: -- Cash flow from operations": {"2019 (1)": 377.1, "2018": 0.9, "2017": 169.7, "2016": 414.0, "2015": 708.6}, "Common stock data: -- Basic net (loss) income per share": {"2019 (1)": -0.37, "2018": -2.58, "2017": -2.61, "2016": -1.46, "2015": 0.36}, "Common stock data: -- Diluted net (loss) income per share": {"2019 (1)": -0.37, "2018": -2.58, "2017": -2.61, "2016": -1.46, "2015": 0.35}, "At year end: -- Total assets": {"2019 (1)": 4729.2, "2018": 4113.6, "2017": 4798.1, "2016": 5515.3, "2015": 4909.7}, "At year end: -- Long-term liabilities": {"2019 (1)": 2638.9, "2018": 2246.4, "2017": 1879.1, "2016": 2304.7, "2015": 1290.4}, "At year end: -- Stockholders (deficit) equity": {"2019 (1)": -210.9, "2018": -256.0, "2017": 733.6, "2016": 1619.6, "2015": 2219.2}}

Question: What is the year-on-year percentage change in cash flow from operations from 2018 to 2019?
Answer: 41800
{"Subscription and returns -- Tax determination": {"2019": 203584, "2018": 147847, "2017": 114575}, "Subscription and returns -- Tax returns and compliance management": {"2019": 127815, "2018": 91239, "2017": 74454}, "Subscription and returns -- Interest income on funds held for customers": {"2019": 3213, "2018": 1055, "2017": "-"}, "Subscription and returns -- Total subscription and returns": {"2019": 334612, "2018": 240141, "2017": 189029}, "Subscription and returns -- Professional services": {"2019": 24399, "2018": 15126, "2017": 12476}, "Subscription and returns -- Total revenue (U.S.)": {"2019": 359011, "2018": 255267, "2017": 201505}, "Subscription and returns -- Total revenue (non U.S.)": {"2019": 23410, "2018": 16831, "2017": 11654}, "Subscription and returns -- Total revenue": {"2019": 382421, "2018": 272098, "2017": 213159}}

Question: What is the percentage change in total revenue between 2017 and 2018?
Answer: 27.65

Question: What is the percentage change in total revenue between 2018 and 2019?
Answer: 40.55

Question: What is the value of the U.S. generated revenue as a percentage of the 2018 total revenue?
Answer: 93.81
{"Cost of services ": {"2019": 31772.0, "2018": 32185.0, "2019 vs. 2018": -413.0, "": -1.3}, "Cost of wireless equipment ": {"2019": 22954.0, "2018": 23323.0, "2019 vs. 2018": -369.0, "": -1.6}, "Selling, general and administrative expense": {"2019": 29896.0, "2018": 31083.0, "2019 vs. 2018": -1187.0, "": -3.8}, "Depreciation and amortization expense ": {"2019": 16682.0, "2018": 17403.0, "2019 vs. 2018": -721.0, "": -4.1}, "Media goodwill impairment ": {"2019": 186.0, "2018": 4591.0, "2019 vs. 2018": -4405.0, "": -95.9}, "Consolidated Operating Expenses": {"2019": 101490.0, "2018": 108585.0, "2019 vs. 2018": -7095.0, "": -6.5}}

Question: What was the change in the cost of services from 2018 to 2019?
Answer: -413
{"As of January 1": {"2019": 20000, "2018": 1177489}, "Additions": {"2019": 372849, "2018": 118942}, "Transfer to vessels and equipment, net (note 16)": {"2019": "\u2014", "2018": -1296431}, "Transfer from vessels and equipment, net (note 16)": {"2019": "\u2014", "2018": 20000}, "Transfer from other non-current assets (note 17)": {"2019": 31048, "2018": "\u2014"}, "Interest costs capitalized": {"2019": 10351, "2018": "\u2014"}, "As of December 31": {"2019": 434248, "2018": 20000}}

Question: What was the change in additions between 2018 and 2019?
Answer: 253907

Question: What was the percentage change in asset under development as of December 31 between 2018 and 2019?
Answer: 2071.24
{"Cost of revenues -- Subscriptions": {"2019": 160320, "2017": 89193}, "Cost of revenues -- Other": {"2019": 70723, "2017": 32078}, "Cost of revenues -- Total cost of revenues": {"2019": 231043, "2017": 121271}, "Percentage of revenues -- Subscriptions": {"2019": 18, "2017": 18}, "Percentage of revenues -- Other": {"2019": 8, "2017": 6}, "Gross margins -- Subscriptions": {"2019": 80, "2017": 81}, "Gross margins -- Other": {"2019": 17, "2017": 16}, "Gross margins -- Total gross margin %": {"2019": 74, "2017": 76}}

Question: What is the value of the subscription costs as a percentage of the total cost of revenue in 2019?
Answer: 69.39
{"Balance as of January 1,": {"2019": 1004.8, "2018": 1126.2, "2017": 1091.3}, "Additions to redeemable noncontrolling interests": {"2019": 525.7, "2018": "\u2014", "2017": "\u2014"}, "Net income (loss) attributable to noncontrolling interests": {"2019": 35.8, "2018": -87.9, "2017": -33.4}, "Adjustment to noncontrolling interest redemption value": {"2019": -35.8, "2018": 86.7, "2017": "\u2014"}, "Adjustment to noncontrolling interest due to merger": {"2019": "\u2014", "2018": -28.1, "2017": "\u2014"}, "Purchase of redeemable noncontrolling interest": {"2019": -425.7, "2018": "\u2014", "2017": "\u2014"}, "Foreign currency translation adjustment attributable to noncontrolling interests": {"2019": -8.3, "2018": -92.1, "2017": 68.3}, "Balance as of December 31,": {"2019": 1096.5, "2018": 1004.8, "2017": 1126.2}}

Question: What was the change in balance as of January 1 between 2017 and 2018?
Answer: 34.9

Question: What was the percentage change in balance as of December 31 between 2018 and 2019?
Answer: 9.13
{"Cost of sales -- Service cost": {"2019": 10.0, "2018": 10.5, "2017": 20.2}, "Cost of sales -- Total cost of sales": {"2019": 10.0, "2018": 10.5, "2017": 20.2}, "Selling, general and administrative expenses -- Service cost": {"2019": 1.5, "2018": 1.6, "2017": 3.9}, "Selling, general and administrative expenses -- Total selling, general and administrative expenses": {"2019": 1.5, "2018": 1.6, "2017": 3.9}, "Other expense -- Pension earnings, interest and deferrals": {"2019": 0.1, "2018": 2.1, "2017": 23.8}, "Other expense -- Curtailment charge": {"2019": "\u2014", "2018": "\u2014", "2017": 0.5}, "Other expense -- Total other expense": {"2019": 0.1, "2018": 2.1, "2017": 24.3}, "Other expense -- Net pension expense": {"2019": 11.6, "2018": 14.2, "2017": 48.4}}

Question: What was the change in Total selling, general and administrative expenses in 2019 from 2018?
Answer: -0.1

Question: What was the percentage change in Total selling, general and administrative expenses in 2019 from 2018?
Answer: -6.25
{"Deferred tax assets: -- Tax carry forwards": {"June 30, 2019": 231390, "June 24, 2018": 206073}, "Deferred tax assets: -- Allowances and reserves": {"June 30, 2019": 97671, "June 24, 2018": 118559}, "Deferred tax assets: -- Equity-based compensation": {"June 30, 2019": 14661, "June 24, 2018": 16189}, "Deferred tax assets: -- Inventory valuation differences": {"June 30, 2019": 18516, "June 24, 2018": 14021}, "Deferred tax assets: -- Prepaid cost sharing": {"June 30, 2019": 74139, "June 24, 2018": 65644}, "Deferred tax assets: -- Outside basis differences of foreign subsidiaries": {"June 30, 2019": 16260, "June 24, 2018": "\u2014"}, "Deferred tax assets: -- Other": {"June 30, 2019": 17972, "June 24, 2018": 16514}, "Deferred tax assets: -- Gross deferred tax assets": {"June 30, 2019": 470609, "June 24, 2018": 437000}, "Deferred tax assets: -- Valuation allowance": {"June 30, 2019": -226928, "June 24, 2018": -199839}, "Deferred tax assets: -- Net deferred tax assets": {"June 30, 2019": 243681, "June 24, 2018": 237161}, "Deferred tax liabilities: -- Intangible assets": {"June 30, 2019": -9883, "June 24, 2018": -21558}, "Deferred tax liabilities: -- Convertible debt": {"June 30, 2019": -46993, "June 24, 2018": -60252}, "Deferred tax liabilities: -- Capita assets": {"June 30, 2019": -83298, "June 24, 2018": -61429}, "Deferred tax liabilities: -- Amortization of goodwill": {"June 30, 2019": -11299, "June 24, 2018": -10738}, "Deferred tax liabilities: -- Outside basis differences of foreign subsidiaries": {"June 30, 2019": "\u2014", "June 24, 2018": -6656}, "Deferred tax liabilities: -- Other": {"June 30, 2019": -8752, "June 24, 2018": -7955}, "Deferred tax liabilities: -- Gross deferred tax liabilities": {"June 30, 2019": -160225, "June 24, 2018": -168588}, "Deferred tax liabilities: -- Net deferred tax assets": {"June 30, 2019": 83456, "June 24, 2018": 68573}}

Question: What is the percentage change in the tax carry forwards from 2018 to 2019?
Answer: 12.29

Question: What is the percentage change in the gross deferred tax assets from 2018 to 2019?
Answer: 7.69
{"Reportable Segment -- Zayo Networks": {"2020": 621.4, "2021": 295.9, "2022": 117.4, "2023": 36.7, "2024": 14.1, "Thereafter": 17.5, "Total": 1103.0}, "Reportable Segment -- zColo": {"2020": 21.7, "2021": 11.0, "2022": 6.2, "2023": 3.5, "2024": 2.5, "Thereafter": 2.0, "Total": 46.9}, "Reportable Segment -- Allstream": {"2020": 110.3, "2021": 26.7, "2022": 11.8, "2023": 1.6, "2024": 0.3, "Thereafter": "\u2014", "Total": 150.7}, "Reportable Segment -- Total": {"2020": 753.4, "2021": 333.6, "2022": 135.4, "2023": 41.8, "2024": 16.9, "Thereafter": 19.5, "Total": 1300.6}}

Question: How much remaining transaction price of fixed fee, non-lease revenue arrangements does the company expect to recognize from Zayo Networks and zColo in 2020?
Answer: 643.1
{"Beginning balance as of January 1": {"2019": 19821, "2018": 10939, "2017": 10616}, "Increases for tax positions related to the current year": {"2019": 1240, "2018": 8977, "2017": 640}, "Decreases for tax positions related to prior years": {"2019": 0, "2018": 0, "2017": -146}, "Increases for tax positions related to prior years": {"2019": 95, "2018": 367, "2017": 153}, "Decreases relating to settlements with taxing authorities": {"2019": 0, "2018": 0, "2017": 0}, "Increases acquired in business acquisitions": {"2019": 0, "2018": 540, "2017": 0}, "Foreign currency translation": {"2019": 3, "2018": -5, "2017": 10}, "Reductions due to lapsed statute of limitations": {"2019": -555, "2018": -997, "2017": -334}, "Ending balance as of December 31": {"2019": 20604, "2018": 19821, "2017": 10939}}

Question: What is the change in Beginning balance as of January 1 between 2019 and 2018?
Answer: 8882

Question: What is the change in Increases for tax positions related to the current year between 2019 and 2018?
Answer: -7737

Question: What is the change in Increases for tax positions related to prior years between 2019 and 2018?
Answer: -272
{"Transitional and other employee related costs": {"2019": 49, "Actual": 3, "Constant": 4, "2018": 48}, "Stock-based compensation": {"2019": "\u2014", "Actual": -100, "Constant": -100, "2018": 1}, "Professional fees and other, net": {"2019": 16, "Actual": 373, "Constant": 426, "2018": 3}, "Business combination adjustments, net": {"2019": -21, "Actual": "*", "Constant": "*", "2018": "\u2014"}, "Total acquisition related and other expenses": {"2019": 44, "Actual": -15, "Constant": -13, "2018": 52}}

Question: What was the difference between the transitional and other employee related costs in 2019 and 2018?
Answer: 1

Question: What was the total amount spent on transitional and other employee related costs and professional fees and other, net in 2019?
Answer: 65
{"": {"2019": "", "2018": "(in thousands, except percentage data)", "2017": ""}, "Net revenue": {"2019": 711391, "2018": 771060, "2017": 768261}, "Percentage of net revenue": {"2019": 71.2, "2018": 72.8, "2017": 73.9}, "Contribution income": {"2019": 67775, "2018": 96340, "2017": 83870}, "Contribution margin": {"2019": 9.5, "2018": 12.5, "2017": 10.9}}

Question: What was the percentage change in net revenue from 2017 to 2019?
Answer: -7.4

Question: What was the change in contribution income from 2018 to 2019?
Answer: -28565
{"Total reported cases": {"FY 2016": 116, "FY 2017": 113, "FY 2018": 150, "FY 2019": 205}, "Ethics-related cases": {"FY 2016": 16, "FY 2017": 20, "FY 2018": 14, "FY 2019": 26}, "Cases investigated and verified as ethics violations": {"FY 2016": 2, "FY 2017": 4, "FY 2018": 1, "FY 2019": 2}, "Sexual Harassment Investigation Committees Formed": {"FY 2016": 5, "FY 2017": 7, "FY 2018": 3, "FY 2019": 4}, "Cases investigated and verified as violations": {"FY 2016": 5, "FY 2017": 3, "FY 2018": 3, "FY 2019": 4}}

Question: What is the change in Total reported cases from FY 2016 to FY 2017?
Answer: -3

Question: What is the change in Ethics-related cases between FY 2016 and FY 2017?
Answer: 4

Question: What is the change in Cases investigated and verified as ethics violations between FY 2016 and FY 2017?
Answer: 2
{"": {"December 31, 2019": "", "September 29,2019": "(Unaudited, in millions)", "December 31, 2018": ""}, "Research and development funding": {"December 31, 2019": 68, "September 29,2019": 14, "December 31, 2018": 19}, "Phase-out and start-up costs": {"December 31, 2019": -16, "September 29,2019": -15, "December 31, 2018": -1}, "Exchange gain (loss), net": {"December 31, 2019": 1, "September 29,2019": -1, "December 31, 2018": "\u2014"}, "Patent costs": {"December 31, 2019": -1, "September 29,2019": -1, "December 31, 2018": -1}, "Gain on sale of non-current assets": {"December 31, 2019": 1, "September 29,2019": "\u2014", "December 31, 2018": 1}, "Other, net": {"December 31, 2019": 1, "September 29,2019": 1, "December 31, 2018": -2}, "Other income and expenses, net": {"December 31, 2019": 54, "September 29,2019": -2, "December 31, 2018": 16}, "As percentage of net revenues": {"December 31, 2019": 2.0, "September 29,2019": -0.1, "December 31, 2018": 0.6}}

Question: What is the average Research and development funding for the period December 31, 2019 and 2018?
Answer: 43.5

Question: What is the average Other income and expenses, net for the period December 31, 2019 and 2018?
Answer: 35
{"": {"OPENING": "BALANCE", "NONCASH": "MOVEMENTS", "NET CASH": "MOVEMENTS", "CLOSING": "BALANCE"}, "2019": {"OPENING": "$M", "NONCASH": "$M", "NET CASH": "$M", "CLOSING": "$M"}, "Current, unsecured -- Short-term money market loans": {"OPENING": 16, "NONCASH": 2, "NET CASH": 21, "CLOSING": 39}, "Current, unsecured -- Bank loans": {"OPENING": 88, "NONCASH": 5, "NET CASH": 142, "CLOSING": 235}, "Current, unsecured -- Securities": {"OPENING": 500, "NONCASH": "\u2013", "NET CASH": -500, "CLOSING": "\u2013"}, "Current, unsecured -- Total current borrowings": {"OPENING": 604, "NONCASH": 7, "NET CASH": -337, "CLOSING": 274}, "Noncurrent, unsecured -- Bank loans": {"OPENING": 540, "NONCASH": 36, "NET CASH": 102, "CLOSING": 678}, "Noncurrent, unsecured -- Securities": {"OPENING": 1668, "NONCASH": 110, "NET CASH": 400, "CLOSING": 2178}, "Noncurrent, unsecured -- Unamortised borrowing costs": {"OPENING": -9, "NONCASH": 5, "NET CASH": "\u2013", "CLOSING": -4}, "Noncurrent, unsecured -- Finance leases": {"OPENING": "\u2013", "NONCASH": 6, "NET CASH": -3, "CLOSING": 3}, "Noncurrent, unsecured -- Total noncurrent borrowings": {"OPENING": 2199, "NONCASH": 157, "NET CASH": 499, "CLOSING": 2855}, "Noncurrent, unsecured -- Total": {"OPENING": 2803, "NONCASH": 164, "NET CASH": 162, "CLOSING": 3129}}

Question: What is the difference between the total opening balance and the total closing balance?
Answer: 326

Question: What percentage constitution does total non-current borrowings hold in the total opening balance?
Answer: 78.45

Question: What percentage constitution does bank loans hold in total non-current borrowings in the closing balance?
Answer: 23.75
{"Deferred tax assets -- Net operating loss and credit carry-forwards": {"2019": 196930, "2018": 109812}, "Deferred tax assets -- Research and development credits": {"2019": 24452, "2018": 16380}, "Deferred tax assets -- Sales tax liability": {"2019": 157, "2018": 258}, "Deferred tax assets -- Share-based compensation": {"2019": 5937, "2018": 5435}, "Deferred tax assets -- Accrued liabilities": {"2019": 6612, "2018": 5135}, "Deferred tax assets -- Gross deferred tax assets": {"2019": 234088, "2018": 137020}, "Deferred tax assets -- Valuation allowance": {"2019": -180090, "2018": -94118}, "Deferred tax assets -- Total deferred tax assets": {"2019": 53998, "2018": 42902}, "Deferred tax liabilities -- Convertible debt discount": {"2019": -16701, "2018": -21035}, "Deferred tax liabilities -- Deferred sales commissions": {"2019": -28601, "2018": -18253}, "Deferred tax liabilities -- Acquired intangibles": {"2019": -3857, "2018": -2670}, "Deferred tax liabilities -- Property and equipment": {"2019": -6731, "2018": -3573}, "Deferred tax liabilities -- Net deferred tax (liabilities) assets": {"2019": -1892, "2018": -2629}}

Question: What is the percentage change in the company's net operating loss and credit carry-forwards between 2018 and 2019?
Answer: 79.33

Question: What is the percentage change in the company's sales tax liability between 2018 and 2019?
Answer: -39.15