kensho/bizbench huggingface dataset:
{"Issuances -- 2024 Notes(1)": {"Increase (Decrease) in Principal": 600, "Increase (Decrease) in Carrying Value": 597, "Increase (Decrease) in Cash": 597, "Decrease in Equity": "$\u2014", "Gain (Loss)": "$\u2014"}, "Issuances -- 2026 Notes(1)": {"Increase (Decrease) in Principal": 500, "Increase (Decrease) in Carrying Value": 497, "Increase (Decrease) in Cash": 497, "Decrease in Equity": "\u2014", "Gain (Loss)": "\u2014"}, "Issuances -- 2027 Notes(2)": {"Increase (Decrease) in Principal": 900, "Increase (Decrease) in Carrying Value": 895, "Increase (Decrease) in Cash": 895, "Decrease in Equity": "\u2014", "Gain (Loss)": "\u2014"}, "Issuances -- 2029 Notes(1)": {"Increase (Decrease) in Principal": 700, "Increase (Decrease) in Carrying Value": 695, "Increase (Decrease) in Cash": 695, "Decrease in Equity": "\u2014", "Gain (Loss)": "\u2014"}, "Issuances -- 2030 Notes(2)": {"Increase (Decrease) in Principal": 850, "Increase (Decrease) in Carrying Value": 845, "Increase (Decrease) in Cash": 845, "Decrease in Equity": "\u2014", "Gain (Loss)": "\u2014"}, "Prepayments -- 2022 Term Loan B": {"Increase (Decrease) in Principal": -728, "Increase (Decrease) in Carrying Value": -721, "Increase (Decrease) in Cash": -728, "Decrease in Equity": "\u2014", "Gain (Loss)": -7}, "Settled conversions -- 2032D Notes": {"Increase (Decrease) in Principal": -10, "Increase (Decrease) in Carrying Value": -9, "Increase (Decrease) in Cash": -35, "Decrease in Equity": -28, "Gain (Loss)": 2}, "Settled conversions -- 2033F Notes": {"Increase (Decrease) in Principal": -45, "Increase (Decrease) in Carrying Value": -175, "Increase (Decrease) in Cash": -192, "Decrease in Equity": -28, "Gain (Loss)": 11}, "Settled conversions -- 2043G Notes": {"Increase (Decrease) in Principal": -1019, "Increase (Decrease) in Carrying Value": -691, "Increase (Decrease) in Cash": -1426, "Decrease in Equity": -326, "Gain (Loss)": -400}, "Conversions not settled -- 2033F Notes(3)": {"Increase (Decrease) in Principal": "\u2014", "Increase (Decrease) in Carrying Value": 135, "Increase (Decrease) in Cash": "\u2014", "Decrease in Equity": -133, "Gain (Loss)": -2}, "Conversions not settled -- ": {"Increase (Decrease) in Principal": 1748, "Increase (Decrease) in Carrying Value": 2068, "Increase (Decrease) in Cash": 1148, "Decrease in Equity": -515, "Gain (Loss)": -396}}

Question: What was the total value of the changes in principal on the issuance of 2024 Notes, 2026 Notes, 2027 Notes, 2029 Notes, and 2030 Notes?
Answer: 3550

Question: What is the difference of increase in cash between 2024 Notes and 2026 Notes?
Answer: 100
{"Contractual interest expense": {"2019": 19471, "2018": 30323, "2017": 38825}, "Capitalized interest": {"2019": -232, "2018": -141, "2017": -154}, "Amortization of debt issuance costs": {"2019": 334, "2018": 511, "2017": 1390}, "Amortization of debt (premium) discount": {"2019": 1481, "2018": 1843, "2017": -788}, "Imputed interest on acquisition related obligations": {"2019": 57, "2018": 113, "2017": 159}, "Interest expense on capital leases": {"2019": 128, "2018": 233, "2017": 323}, "Total interest expense": {"2019": 21239, "2018": 32882, "2017": 39755}}

Question: What was the change in the Amortization of debt issuance costs between 2017 and 2018?
Answer: -879

Question: What was the percentage change in the total interest expense between 2018 and 2019?
Answer: -35.41
{"Mr. Storey": {"Number of Shares Acquired on Vesting(1)": 1063929, "Value Realized on Vesting(2)": 13479617}, "Mr. Dev": {"Number of Shares Acquired on Vesting(1)": 55490, "Value Realized on Vesting(2)": 749737}, "Mr. Goff": {"Number of Shares Acquired on Vesting(1)": 114167, "Value Realized on Vesting(2)": 1338934}, "Mr. Trezise": {"Number of Shares Acquired on Vesting(1)": 71576, "Value Realized on Vesting(2)": 812600}, "Mr. Andrews": {"Number of Shares Acquired on Vesting(1)": 16678, "Value Realized on Vesting(2)": 221859}}

Question: What is the difference in the value realized on vesting between Mr. Trezise and Mr. Dev? 
Answer: 62863
{"Net cash provided by (used in): -- Operating activities": {"2019": -156832, "2018": 113207, "2017": 64241}, "Net cash provided by (used in): -- Investing activities": {"2019": 25761, "2018": 17496, "2017": -28718}, "Net cash provided by (used in): -- Financing activities": {"2019": -8406, "2018": 1287, "2017": 4635}, "Net cash provided by (used in): -- Net change in cash and cash equivalents": {"2019": -139477, "2018": 131990, "2017": 40158}}

Question: What was the difference in net cash provided by operating activities between 2017 and 2018?
Answer: 48966

Question: What was the percentage change for the total net change in cash and cash equivalents from 2017 to 2018?
Answer: 228.68
{"October 1, 2019 through October 31, 2019": {"Total Number of Shares Repurchased": "-", "Average Price Paid per Share": "-", "Total Number of Shares Purchased as part of a Publicly Announced Program": "- -", "Maximum Dollar Value of shares that may yet be purchased under the Repurchase Program": 12544543}, "November 1, 2019 through November 30, 2019": {"Total Number of Shares Repurchased": 274681.0, "Average Price Paid per Share": 4.82, "Total Number of Shares Purchased as part of a Publicly Announced Program": 191354.0, "Maximum Dollar Value of shares that may yet be purchased under the Repurchase Program": 11620641.0}, "December 1, 2019 through December 31, 2019": {"Total Number of Shares Repurchased": 374490.0, "Average Price Paid per Share": 4.7, "Total Number of Shares Purchased as part of a Publicly Announced Program": 374490.0, "Maximum Dollar Value of shares that may yet be purchased under the Repurchase Program": 9859153.0}, "Total shares repurchased": {"Total Number of Shares Repurchased": 649171.0, "Average Price Paid per Share": 4.75, "Total Number of Shares Purchased as part of a Publicly Announced Program": 565844.0, "Maximum Dollar Value of shares that may yet be purchased under the Repurchase Program": 9859153.0}}

Question: What is the total Maximum Dollar Value of shares that may yet be purchased under the Repurchase Program during October 1, 2019 through November 30, 2019?
Answer: 24165184
{"Outstanding, December 31, 2018": {"Number of Shares": 4864836, "Weighted Average Exercise Price ($)": 17.76, "Weighted Average Remaining Contractual Term (Years)": "", "Aggregate Intrinsic Value of In-the- Money Options ($)": ""}, "Exercised": {"Number of Shares": -854524, "Weighted Average Exercise Price ($)": 15.78, "Weighted Average Remaining Contractual Term (Years)": "", "Aggregate Intrinsic Value of In-the- Money Options ($)": ""}, "Forfeited": {"Number of Shares": -3496, "Weighted Average Exercise Price ($)": 17.89, "Weighted Average Remaining Contractual Term (Years)": "", "Aggregate Intrinsic Value of In-the- Money Options ($)": ""}, "Outstanding, December 31, 2019": {"Number of Shares": 4006816.0, "Weighted Average Exercise Price ($)": 18.18, "Weighted Average Remaining Contractual Term (Years)": 3.71, "Aggregate Intrinsic Value of In-the- Money Options ($)": 78949941.0}, "Exercisable, December 31, 2019": {"Number of Shares": 3462664.0, "Weighted Average Exercise Price ($)": 17.86, "Weighted Average Remaining Contractual Term (Years)": 3.7, "Aggregate Intrinsic Value of In-the- Money Options ($)": 69349255.0}}

Question: What is the difference in the Weighted Average Exercise Price between Exercised and Forfeited stock options?
Answer: 2.11

Question: What is the change in the number of shares between outstanding and exercisable stock options as of December 31, 2019?
Answer: 544152

Question: What is the difference in the Weighted Average Exercise Price between Exercised and Outstanding stock options in 2018?
Answer: 1.98
{"": {"Total": "", "Less than 1 year": "", "1-3 years": "(in millions of U.S. dollars)", "3-5 years": "", "More than 5 years": ""}, "Long-term debt": {"Total": 23, "Less than 1 year": 6, "1-3 years": 11, "3-5 years": 6, "More than 5 years": ""}, "Operating leases": {"Total": 3840, "Less than 1 year": 688, "1-3 years": 1114, "3-5 years": 792, "More than 5 years": 1246}, "Retirement obligations (2)": {"Total": 95, "Less than 1 year": 10, "1-3 years": 20, "3-5 years": 20, "More than 5 years": 44}, "Purchase obligations and other commitments (3)": {"Total": 286, "Less than 1 year": 206, "1-3 years": 61, "3-5 years": 12, "More than 5 years": 6}, "Total": {"Total": 4244, "Less than 1 year": 910, "1-3 years": 1206, "3-5 years": 830, "More than 5 years": 1296}}

Question: What is the proportion of the company's total long term debt as a ratio of its total contractual cash obligations?
Answer: 0.54

Question: What is the total contractual cash obligation due in less than one year from long-term debt and operating leases?
Answer: 3863
{"United States": {"2019": 799016, "2018": 880534, "2017": 944052}, "Americas excluding United States": {"2019": 94961, "2018": 101282, "2017": 116330}, "Europe, Middle East, and Africa": {"2019": 410485, "2018": 384196, "2017": 440135}, "Asia Pacific": {"2019": 130326, "2018": 145971, "2017": 115002}, "Total": {"2019": 1434788, "2018": 1511983, "2017": 1615519}}

Question: What is the percentage constitution of revenue from Asia Pacific among the total revenue in 2019?
Answer: 9.08

Question: What is the difference in total revenue between 2017 and 2018?
Answer: 103536
{"Pro forma revenue": {"2019": 1382957.0, "2018": 1361729.0}, "Pro forma net income": {"2019": 82003.0, "2018": 88428.0}, "Pro forma income per share: -- Basic": {"2019": 0.71, "2018": 0.76}, "Pro forma income per share: -- Diluted": {"2019": 0.69, "2018": 0.75}}

Question: What was the change in pro forma revenue between 2018 and 2019?
Answer: 21228

Question: What was the change in pro forma net income between 2018 and 2019?
Answer: -6425

Question: What was the percentage change in pro forma net income between 2018 and 2019?
Answer: -7.27
{"Balance of unrecognized tax benefits at beginning of year": {"2019": 28406, "2018": 27237, "2017": 24278}, "Increases for tax positions of prior years": {"2019": 2784, "2018": 315, "2017": 2478}, "Decreases for tax positions of prior years": {"2019": -96, "2018": -61, "2017": -114}, "Increases for tax positions established for the current period": {"2019": 2542, "2018": 1185, "2017": 1677}, "Decreases for settlements with taxing authorities": {"2019": -220, "2018": "\u2014", "2017": -154}, "Reductions resulting from lapse of applicable statute of limitation": {"2019": -4462, "2018": -115, "2017": -1155}, "Adjustment resulting from foreign currency translation": {"2019": 46, "2018": -155, "2017": 227}, "Balance of unrecognized tax benefits at end of year": {"2019": 29000, "2018": 28406, "2017": 27237}}

Question: What was the change in Balance of unrecognized tax benefits at beginning of year between 2017 and 2018?
Answer: 2959

Question: What was the change in balance of unrecognized tax benefits at the end of the year between 2018 and 2019?
Answer: 594

Question: What was the percentage change in increases for tax positions established for the current year between 2018 and 2019?
Answer: 114.51
{"Net earnings": {"2019": 36146, "2018": 46532, "2017": 14448}, "Other comprehensive earnings (loss): -- Changes in fair market value of derivatives, net of tax": {"2019": -509, "2018": 795, "2017": 110}, "Other comprehensive earnings (loss): -- Changes in unrealized pension cost, net of tax": {"2019": 6439, "2018": -1830, "2017": 13687}, "Other comprehensive earnings (loss): -- Cumulative translation adjustment, net of tax": {"2019": 83, "2018": -311, "2017": 437}, "Other comprehensive earnings (loss): -- Other comprehensive earnings (loss)": {"2019": 6013, "2018": -1346, "2017": 14234}, "Other comprehensive earnings (loss): -- Comprehensive earnings": {"2019": 42159, "2018": 45186, "2017": 28682}}

Question: What was the change in the Other comprehensive earnings  between 2017 and 2019?
Answer: -8221

Question: What was the percentage change in Comprehensive earnings between 2017 and 2018?
Answer: 57.54
{"Due in one year or less": {"Amortized Cost": 591, "Fair Value": 589}, "Due after one year through five years": {"Amortized Cost": 644, "Fair Value": 642}, "Due after five years through ten years": {"Amortized Cost": 455, "Fair Value": 452}, "": {"Amortized Cost": 1690, "Fair Value": 1683}}

Question: What was the amortized cost that was due in one year or less as a ratio of the fair value for the same period?
Answer: 1

Question: What was the difference between the amortized cost and fair value that was due after five years through ten years?
Answer: 3

Question: What was the difference in the total amortized cost and fair value?
Answer: 7
{"Provision for income taxes": {"2019": 2945.0, "2018": 3584.0, "2019 vs. 2018": -639.0, "": -17.8}, "Effective income tax rate": {"2019": 13.0, "2018": 18.3, "2019 vs. 2018": "", "": ""}}

Question: What is the change in Provision for income taxes from 2018 to 2019?
Answer: -639

Question: What is the change in Effective income tax rate from 2018 to 2019?
Answer: -5.3
{"": {"30 June 2019": 0, "30 June 2018": 0}, "Right-of-use assets* -- Properties": {"30 June 2019": 68569, "30 June 2018": 5070}, "Right-of-use assets* -- Motor Vehicles": {"30 June 2019": 259, "30 June 2018": "-"}, "Right-of-use assets* -- Connectivity Links": {"30 June 2019": 9696, "30 June 2018": "-"}, "Right-of-use assets* -- ": {"30 June 2019": 78524, "30 June 2018": 5070}}

Question: What was the percentage change in values of properties between 2018 and 2019?
Answer: 1252.45

Question: What was the sum of values of motor vehicles and connectivity links in 2019?
Answer: 9955
{"Depreciation:       -- AMER ": {"2019": 22531, "2018": 21224, "2017": 19694}, "Depreciation:       -- APAC ": {"2019": 16905, "2018": 15954, "2017": 15588}, "Depreciation:       -- EMEA ": {"2019": 6105, "2018": 6054, "2017": 5467}, "Depreciation:       -- Corporate ": {"2019": 5344, "2018": 4863, "2017": 4581}, "Depreciation:       -- ": {"2019": 50885, "2018": 48095, "2017": 45330}, "Capital expenditures: -- AMER": {"2019": 42459, "2018": 17690, "2017": 18111}, "Capital expenditures: -- APAC": {"2019": 33454, "2018": 33018, "2017": 13816}, "Capital expenditures: -- EMEA": {"2019": 5186, "2018": 7923, "2017": 5748}, "Capital expenditures: -- Corporate": {"2019": 9501, "2018": 4149, "2017": 863}, "Capital expenditures: -- ": {"2019": 90600, "2018": 62780, "2017": 38538}}

Question: What was the change in Corporate Depreciation between 2018 and 2019?
Answer: 481

Question: What was the percentage change in the total depreciation between 2017 and 2018?
Answer: 6.1
{"Post-retirement benefits": {"2019": 1100, "2018": 1061}, "Inventory reserves": {"2019": 708, "2018": 1236}, "Loss carry-forwards": {"2019": 4724, "2018": 4647}, "Credit carry-forwards": {"2019": 15964, "2018": 16909}, "Accrued expenses": {"2019": 4932, "2018": 5685}, "Research expenditures": {"2019": 17953, "2018": 16847}, "Operating lease liabilities": {"2019": 6211, "2018": "\u2014"}, "Stock compensation": {"2019": 2232, "2018": 2142}, "Foreign exchange loss": {"2019": 1986, "2018": 2245}, "Other": {"2019": 230, "2018": 207}, "Gross deferred tax assets": {"2019": 56040, "2018": 50979}, "Depreciation and amortization": {"2019": 12453, "2018": 11500}, "Pensions": {"2019": 13552, "2018": 11736}, "Operating lease assets": {"2019": 5963, "2018": "\u2014"}, "Subsidiaries' unremitted earnings": {"2019": 1903, "2018": 1258}, "Gross deferred tax liabilities": {"2019": 33871, "2018": 24494}, "Net deferred tax assets": {"2019": 22169, "2018": 26485}, "Deferred tax asset valuation allowance": {"2019": -8011, "2018": -8274}, "Total net deferred tax assets": {"2019": 14158, "2018": 18211}}

Question: What was the change in Research expenditures between 2018 and 2019?
Answer: 1106

Question: What was the percentage change in the Gross deferred tax assets between 2018 and 2019?
Answer: 9.93
{"Access & Aggregation": {"Network Solutions": 289980, "Services & Support": 58894, "Total": 348874}, "Subscriber Solutions & Experience (1)": {"Network Solutions": 144651, "Services & Support": 8269, "Total": 152920}, "Traditional & Other Products": {"Network Solutions": 20595, "Services & Support": 7672, "Total": 28267}, "Total": {"Network Solutions": 455226, "Services & Support": 74835, "Total": 530061}}

Question: What is the difference in the total revenue from Access & Aggregation and Traditional & Other Products?
Answer: 320607

Question: What is the total revenue from Network Solutions as a percentage of total revenue from all segments?
Answer: 85.88
{"Revenue": {"2019": 2072.0, "2018": 2168.0, "%Chg": -4.0}, "Operating expenses": {"2019": 1932.0, "2018": 1972.0, "%Chg": -2.0}, "Adjusted EBITDA": {"2019": 140.0, "2018": 196.0, "%Chg": -29.0}, "Adjusted EBITDA margin": {"2019": 6.8, "2018": 9.0, "%Chg": -2.2}, "Capital expenditures": {"2019": 102.0, "2018": 90.0, "%Chg": 13.0}}

Question: What was the increase / (decrease) in revenue from 2018 to 2019?
Answer: -96

Question: What is the increase / (decrease) in Adjusted EBITDA from 2018 to 2019?
Answer: -56
{"": {"2019": "$ million", "2018": "$ million"}, "Current income tax -- UK tax": {"2019": 0.3, "2018": 0.1}, "Current income tax -- Foreign tax": {"2019": 9.2, "2018": 6.2}, "Current income tax -- Amounts underprovided/(overprovided) in previous years": {"2019": 0.3, "2018": -1.2}, "Current income tax -- Total current income tax charge": {"2019": 9.8, "2018": 5.1}, "Deferred tax -- Recognition of deferred tax assets": {"2019": -1.5, "2018": -0.8}, "Deferred tax -- Reversal of temporary differences": {"2019": 3.5, "2018": 1.4}, "Deferred tax -- Adjustments in respect of prior years": {"2019": -0.2, "2018": -0.3}, "Deferred tax -- Total deferred tax charge": {"2019": 1.8, "2018": 0.3}, "Deferred tax -- Tax charge in the income statement": {"2019": 11.6, "2018": 5.4}}

Question: What was the change in the tax charge in the income statement?
Answer: 6.2

Question: What was the percentage change in the tax charge in the income statement?
Answer: 114.81
{"Ingredients": {"2019": 1942, "2018": 1580}, "Packaging": {"2019": 2230, "2018": 2072}, "Finished goods": {"2019": 2220, "2018": 2165}, "Total inventories, net": {"2019": 6392, "2018": 5817}}

Question: What is the percentage change in ingredients between 2018 and 2019?
Answer: 22.91

Question: What is the change in finished goods between 2018 and 2019?
Answer: 55
{"Robert D. Rosenthal": {"Fees Earned or Paid in Cash ($)": 95000, "Stock Awards ($) (1)": 40000, "Option Awards ($)": "-", "All Other Compensation ($) (2)": 25900, "Total ($)": 160900}, "Chad M. Lindbloom": {"Fees Earned or Paid in Cash ($)": 9500, "Stock Awards ($) (1)": 40000, "Option Awards ($)": "-", "All Other Compensation ($) (2)": 13800, "Total ($)": 148800}, "Paul S. Pearlman": {"Fees Earned or Paid in Cash ($)": 65000, "Stock Awards ($) (1)": 40000, "Option Awards ($)": "-", "All Other Compensation ($) (2)": 850, "Total ($)": 105850}, "Lawrence Reinhold": {"Fees Earned or Paid in Cash ($)": 65000, "Stock Awards ($) (1)": 40000, "Option Awards ($)": "-", "All Other Compensation ($) (2)": 850, "Total ($)": 105850}}

Question: What is the total compensation received by Robert D. Rosenthal and Chad M. Lindbloom during fiscal 2019?
Answer: 309700

Question: What is the total compensation received by Paul S. Pearlman and Lawrence Reinhold during fiscal 2019?
Answer: 211700

Question: What is the percentage of Pearlman's fees earned in cash as a percentage of his total compensation during fiscal 2019?
Answer: 61.41
{"Date of award:": {"Restricted Stock Units(1)": 2015, "Restricted Stock Units(2)": 2016, "Restricted Stock Units(3)": 2017, "Restricted Stock Units(4)": 2018}, "Original number of awards issued:": {"Restricted Stock Units(1)": 13250, "Restricted Stock Units(2)": 13000, "Restricted Stock Units(3)": 13000, "Restricted Stock Units(4)": 15050}, "Service period:": {"Restricted Stock Units(1)": 36, "Restricted Stock Units(2)": 36, "Restricted Stock Units(3)": 36, "Restricted Stock Units(4)": 36}, "Estimated fair value of award at grant date:": {"Restricted Stock Units(1)": 1112000, "Restricted Stock Units(2)": 1191000, "Restricted Stock Units(3)": 1177000, "Restricted Stock Units(4)": 1264000}, "Non-vested awards outstanding at -- September 30, 2019:": {"Restricted Stock Units(1)": 100, "Restricted Stock Units(2)": 4334, "Restricted Stock Units(3)": 8667, "Restricted Stock Units(4)": 15050}, "Fair value of non-vested awards at -- September 30, 2019 of approximately:": {"Restricted Stock Units(1)": 8000, "Restricted Stock Units(2)": 330000, "Restricted Stock Units(3)": 661000, "Restricted Stock Units(4)": 1148000}}

Question: What is the percentage change in the number of restricted stock units originally issued in October 2015 and 2016?
Answer: -1.89

Question: What is the percentage change in the number of restricted stock units originally issued in October 2017 and 2018?
Answer: 15.77
{"Acquisition-related charges: -- Acquisition and integration costs": {"2019": 10, "2018": 6}, "Acquisition-related charges: -- Charges associated with the amortization of acquisition-related fair value adjustments": {"2019": 3, "2018": 4}, "Acquisition-related charges: -- ": {"2019": 13, "2018": 10}, "Acquisition-related charges: -- Restructuring and other charges, net": {"2019": 63, "2018": 80}, "Acquisition-related charges: -- Other items": {"2019": 2, "2018": "\u2014"}, "Acquisition-related charges: -- Total": {"2019": 78, "2018": 90}}

Question: What was the change in Acquisition and integration costs in 2019 from 2018?
Answer: 4
{"Stock options": {"2019": 1687, "2018": 2806, "2017": 569}, "RSUs": {"2019": 2352, "2018": 2580, "2017": 83}, "ESPP common stock equivalents": {"2019": 74, "2018": 71, "2017": "\u2014"}, "ID Checker earnout shares": {"2019": "\u2014", "2018": "\u2014", "2017": 24}, "Total potentially dilutive common shares outstanding": {"2019": 4113, "2018": 5457, "2017": 676}}

Question: What is the percentage change in the amount of potentially dilutive common shares outstanding of ESPP common stock equivalents from 2018 to 2019?
Answer: 4.23

Question: What is the ratio of the amount of stock options between 2018 to 2019?
Answer: 1.66
{"($ in millions) -- For the fourth quarter:": {"2019": 2019.0, "2018": 2018.0, "Yr.-to-Yr. Percent/ Margin Change*": "Yr.-to-Yr. Percent/ Margin Change*"}, "($ in millions) -- Total consolidated expense and other (income)": {"2019": 7107.0, "2018": 6253.0, "Yr.-to-Yr. Percent/ Margin Change*": 13.7}, "Non-operating adjustments -- Amortization of acquired intangible assets": {"2019": -294.0, "2018": -106.0, "Yr.-to-Yr. Percent/ Margin Change*": 176.0}, "Non-operating adjustments -- Acquisition-related charges": {"2019": -27.0, "2018": -13.0, "Yr.-to-Yr. Percent/ Margin Change*": 104.7}, "Non-operating adjustments -- Non-operating retirement related (costs)/income": {"2019": -196.0, "2018": -387.0, "Yr.-to-Yr. Percent/ Margin Change*": -49.4}, "Non-operating adjustments -- Operating (non-GAAP) expense and other (income)": {"2019": 6591.0, "2018": 5746.0, "Yr.-to-Yr. Percent/ Margin Change*": 14.7}, "Non-operating adjustments -- Total consolidated expense-to-revenue ratio": {"2019": 32.6, "2018": 28.7, "Yr.-to-Yr. Percent/ Margin Change*": 3.9}, "Non-operating adjustments -- Operating (non-GAAP) expense-to-revenue ratio": {"2019": 30.3, "2018": 26.4, "Yr.-to-Yr. Percent/ Margin Change*": 3.9}}

Question: What was the increase / (decrease) in Total consolidated expense and other (income) from 2018 to 2019?
Answer: 854
{"Government segment: -- Billed": {"2019": 11608, "2018": 9100}, "Government segment: -- Advanced billings": {"2019": -608, "2018": -563}, "Government segment: -- ": {"2019": 11000, "2018": 8537}, "Restaurant/Retail segment: -- Accounts receivable - net": {"2019": 30774, "2018": 17682}, "Restaurant/Retail segment: -- ": {"2019": 41774, "2018": 26219}}

Question: What is the change in Government segment: Billed between December 31, 2018 and 2019?
Answer: 2508
{"Computer software": {"2019": 97.3, "2018": 94.5, "2017": 84.0}, "Other intangible assets": {"2019": 59.3, "2018": 57.2, "2017": 67.8}, "Deferred contract costs": {"2019": 42.9, "2018": 32.9, "2017": 25.7}, "Property and equipment": {"2019": 36.7, "2018": 32.4, "2017": 29.0}, "Total": {"2019": 236.2, "2018": 217.0, "2017": 206.5}}

Question: What was the change in property and equipment between 2017 and 2018?
Answer: 3.4

Question: What was the percentage change in the total depreciation and amortization between 2018 and 2019?
Answer: 8.85
{"Unbilled": {"2019": 22827, "2018": 24282}, "Billed: -- Current": {"2019": 1286, "2018": 1465}, "Billed: -- Past due": {"2019": 236, "2018": 271}, "Billed: -- Device payment plan agreement receivables, gross": {"2019": 24349, "2018": 26018}}

Question: What was the increase / (decrease) in the unbilled from 2018 to 2019?
Answer: -1455

Question: What was the increase / (decrease) in the past due from 2018 to 2019?
Answer: -35
{"Reconciliation to revenue -- Revenue": {"2019": 692.6, "2018": 635.4, "2017": 657.0}, "Reconciliation to revenue -- Port expenses, bunkers and commissions": {"2019": -267.7, "2018": -283.0, "2017": -259.9}, "Reconciliation to revenue -- Charter hire": {"2019": "-", "2018": -2.5, "2017": -8.5}, "Reconciliation to revenue -- Operating expenses": {"2019": -173.0, "2018": -180.4, "2017": -188.4}, "Reconciliation to revenue -- Gross profit": {"2019": 251.9, "2018": 169.5, "2017": 200.2}}

Question: What was the change in gross profit in 2019 from 2018?
Answer: 82.4

Question: What was the percentage change in gross profit in 2019 from 2018?
Answer: 48.61
{"December 31, 2019 -- ": {"Customer Relationships": "Customer Relationships", "Developed Technologies": "Developed Technologies", "Trade Name": "Trade Name", "Total": "Total"}, "December 31, 2019 -- Gross carrying amount": {"Customer Relationships": 52000, "Developed Technologies": 32000, "Trade Name": 3000, "Total": 87000}, "December 31, 2019 -- Accumulated amortization": {"Customer Relationships": -13866, "Developed Technologies": -18286, "Trade Name": -3000, "Total": -35152}, "December 31, 2019 -- Intangible assets, net": {"Customer Relationships": 38134, "Developed Technologies": 13714, "Trade Name": "$\u2014", "Total": 51848}}

Question: What is the value of the Trade Name as a percentage of the total gross carrying amount in 2019?
Answer: 3.45
{"Basic: -- Weighted average common shares outstanding": {"2019": 41649, "2018": 42090, "2017": 41822}, "Diluted: -- Dilutive effect of stock appreciation rights, restricted stock, restricted stock units and shares held in rabbi trust": {"2019": 153, "2018": 156, "2017": 319}, "Diluted: -- Total weighted average diluted shares outstanding": {"2019": 41802, "2018": 42246, "2017": 42141}, "Diluted: -- Anti-dilutive shares excluded from the diluted earnings per share calculation": {"2019": 69, "2018": 44, "2017": 46}}

Question: What was the change in the Anti-dilutive shares excluded from the diluted earnings per share calculation in 2019 from 2018?
Answer: 25

Question: What was the percentage change in the Anti-dilutive shares excluded from the diluted earnings per share calculation in 2019 from 2018?
Answer: 56.82
{"Cash, cash equivalents and restricted cash at beginning of period": {"2019": 60068, "2018": 103051, "2017": 60765}, "Cash provided by operating activities": {"2019": 10317, "2018": 3295, "2017": 4863}, "Cash used in investing activities": {"2019": -24574, "2018": -48413, "2017": -70972}, "Cash provided by financing activities": {"2019": 494101, "2018": 3099, "2017": 108475}, "Effects of exchange rates on cash, cash equivalents and restricted cash": {"2019": -250, "2018": -964, "2017": -80}, "Cash, cash equivalents and restricted cash at end of period": {"2019": 539662, "2018": 60068, "2017": 103051}}

Question: What is the change in Cash, cash equivalents and restricted cash at beginning of period from December 31, 2019 to December 31, 2018?
Answer: -42983

Question: What is the change in Cash provided by operating activities from December 31, 2019 to December 31, 2018?
Answer: 7022
{"Beginning balance": {"2019": 436.0, "2018": 398.5, "2017": 220.7}, "Increases related to acquisitions": {"2019": 329.7, "2018": "\u2014", "2017": 193.3}, "Decreases related to settlements with tax authorities": {"2019": -8.3, "2018": -0.1, "2017": -11.7}, "Decreases related to statute of limitation expirations": {"2019": -16.2, "2018": -10.9, "2017": -7.6}, "Increases related to current year tax positions": {"2019": 27.8, "2018": 30.3, "2017": 26.3}, "Increases (decreases) related to prior year tax positions": {"2019": -5.6, "2018": 18.2, "2017": -22.5}, "Ending balance": {"2019": 763.4, "2018": 436.0, "2017": 398.5}}

Question: What was the change in the Beginning balance between 2017 and 2018?
Answer: 177.8

Question: What was the percentage change in the Ending balance between 2018 and 2019?
Answer: 75.09
{"Year ended July 29, 2017 -- Balance at beginning of fiscal year .": {"Financing Receivables": 375, "Accounts Receivable": 249}, "Year ended July 29, 2017 -- Provisions (benefits)": {"Financing Receivables": -35, "Accounts Receivable": 27}, "Year ended July 29, 2017 -- Recoveries (write-offs), net .": {"Financing Receivables": -49, "Accounts Receivable": -61}, "Year ended July 29, 2017 -- Foreign exchange and other .": {"Financing Receivables": 4, "Accounts Receivable": -4}, "Year ended July 29, 2017 -- Balance at end of fiscal year": {"Financing Receivables": 295, "Accounts Receivable": 211}, "Year ended July 28, 2018 -- Balance at beginning of fiscal year .": {"Financing Receivables": 295, "Accounts Receivable": 211}, "Year ended July 28, 2018 -- Provisions (benefits)": {"Financing Receivables": -89, "Accounts Receivable": -45}, "Year ended July 28, 2018 -- Recoveries (write-offs), net .": {"Financing Receivables": -6, "Accounts Receivable": -37}, "Year ended July 28, 2018 -- Foreign exchange and other .": {"Financing Receivables": 5, "Accounts Receivable": "\u2014"}, "Year ended July 28, 2018 -- Balance at end of fiscal year": {"Financing Receivables": 205, "Accounts Receivable": 129}, "Year ended July 27, 2019 -- Balance at beginning of fiscal year": {"Financing Receivables": 205, "Accounts Receivable": 129}, "Year ended July 27, 2019 -- Provisions (benefits)": {"Financing Receivables": -16, "Accounts Receivable": 56}, "Year ended July 27, 2019 -- Recoveries (write-offs), net": {"Financing Receivables": -42, "Accounts Receivable": -50}, "Year ended July 27, 2019 -- Foreign exchange and other  .": {"Financing Receivables": -21, "Accounts Receivable": 1}, "Year ended July 27, 2019 -- Balance at end of fiscal year": {"Financing Receivables": 126, "Accounts Receivable": 136}}

Question: What was the percentage change in the balance at the end of fiscal year for financing receivables between 2018 and 2019?
Answer: -38.54
{"($ in millions) -- For the year ended December 31:": {"2018*": 2018.0, "2017*": 2017.0, "Yr.-to-Yr. Percent/ Margin Change": "Yr.-to-Yr. Percent/ Margin Change"}, "Global Business Services -- External gross profit": {"2018*": 4448.0, "2017*": 4033.0, "Yr.-to-Yr. Percent/ Margin Change": 10.3}, "Global Business Services -- External gross profit margin": {"2018*": 26.8, "2017*": 25.1, "Yr.-to-Yr. Percent/ Margin Change": 1.7}, "Global Business Services -- Pre-tax income": {"2018*": 1629.0, "2017*": 1303.0, "Yr.-to-Yr. Percent/ Margin Change": 25.0}, "Global Business Services -- Pre-tax margin": {"2018*": 9.6, "2017*": 7.9, "Yr.-to-Yr. Percent/ Margin Change": 1.7}}

Question: What is the increase / (decrease) in the external gross profit from 2017 to 2018?
Answer: 415

Question: What is the increase / (decrease) in the Pre-tax margin from 2017 to 2018?
Answer: 1.7
{"": {"2019": "$", "2018": "$", "2017": "$"}, "Net loss attributable to shareholders of Teekay Corporation for basic loss per share": {"2019": -310577, "2018": -79237, "2017": -163276}, "Reduction in net earnings due to dilutive impact of stock-based compensation in Teekay LNG, Altera and Teekay Tankers and stock purchase warrants in Altera": {"2019": "\u2014", "2018": "\u2014", "2017": -90}, "Net loss attributable to shareholders of Teekay Corporation for diluted loss per share": {"2019": -310577, "2018": -79237, "2017": -163366}, "Weighted average number of common shares": {"2019": 100719224, "2018": 99670176, "2017": 86335473}, "Dilutive effect of stock-based compensation": {"2019": "\u2014", "2018": "\u2014", "2017": "\u2014"}, "Common stock and common stock equivalents": {"2019": 100719224, "2018": 99670176, "2017": 86335473}, "Loss per common share - basic and diluted": {"2019": -3.08, "2018": -0.79, "2017": -1.89}}

Question: What is the increase/ (decrease) in Weighted average number of common shares from 2018 to 2019?
Answer: 1049048
{"Net operating loss and tax credit carryforwards": {"2019": 612.9, "2018": 584.9}, "163 (j) interest expense carryforward": {"2019": 49.3, "2018": "\u2014"}, "Tax-deductible goodwill and amortizable intangibles": {"2019": -48.6, "2018": -29.4}, "Capitalization of research and development expenses": {"2019": 42.7, "2018": "\u2014"}, "Reserves and accruals": {"2019": 27.5, "2018": 57.4}, "Property, plant and equipment": {"2019": -81.2, "2018": -63.5}, "Inventories": {"2019": 22.0, "2018": 20.2}, "Undistributed earnings of foreign subsidiaries": {"2019": -63.7, "2018": -48.7}, "Share-based compensation": {"2019": 10.3, "2018": 7.7}, "Pension": {"2019": 26.3, "2018": 24.3}, "Other": {"2019": 8.0, "2018": 6.0}, "Deferred tax assets and liabilities before valuation allowance": {"2019": 605.5, "2018": 558.9}, "  Valuation allowance": {"2019": -357.9, "2018": -347.5}, "Net deferred tax asset": {"2019": 247.6, "2018": 211.4}}

Question: What is the change in Net operating loss and tax credit carryforwards from December 31, 2018 to 2019?
Answer: 28

Question: What is the change in Reserves and accruals from year ended December 31, 2018 to 2019?
Answer: -29.9
{"Income tax benefit at the US Federal statutory rate": {"2019": -2718, "2018": -3654, "2017": -4019}, "Benefit for state taxes": {"2019": -304, "2018": -642, "2017": -142}, "Impact of foreign operations": {"2019": -310, "2018": 38, "2017": 158}, "Indefinite life assets": {"2019": 130, "2018": 335, "2017": 102}, "Officer life insurance": {"2019": 3, "2018": -5, "2017": -6}, "Change in valuation allowance": {"2019": 3302, "2018": 3328, "2017": 4007}, "Change in liability for unrecognized tax benefits": {"2019": -400, "2018": 40, "2017": 9}, "Impact of Tax Act, net": {"2019": 226, "2018": -3287, "2017": "\u2014"}, "Meals and entertainment": {"2019": 60, "2018": 81, "2017": 163}, "Equity": {"2019": 2, "2018": 476, "2017": "\u2014"}, "Global intangible low-taxed income": {"2019": 94, "2018": "\u2014", "2017": "\u2014"}, "Other": {"2019": 136, "2018": 39, "2017": -36}, "Total income tax expense (benefit)": {"2019": 221, "2018": -3251, "2017": 236}}

Question: What was the average indefinite life assets for 2017-2019?
Answer: 189

Question: What was the average Change in valuation allowance for 2017-2019?
Answer: 3545.67
{"Stock-based compensation (expense) (1)": {"2019": -7396, "2018": -7543, "2017": -7621}, "Income tax benefit (2)": {"2019": 1775, "2018": 1810, "2017": 2858}}

Question: What was the change in income tax benefit in 2019 from 2018?
Answer: -35

Question: What was the percentage change in income tax benefit in 2019 from 2018?
Answer: -1.93
{"": {"2019": "", "2018": "", "2017": "(In thousands, except percentages)", "2018 to 2019 % change": "", "2017 to 2018 % change": ""}, "Sales and Marketing": {"2019": 396514, "2018": 291668, "2017": 211918, "2018 to 2019 % change": 36, "2017 to 2018 % change": 38}}

Question: What is the percentage increase in sales and marketing expenses from 2017 to 2019?
Answer: 87.11
{"Number of shares available, beginning of year": {"2019": 4489347, "2018": 3668954, "2017": 5385870}, "Newly Registered Shares under Omnibus Incentive Plan": {"2019": "\u2014", "2018": 2199114, "2017": "\u2014"}, "Restricted stock shares issued for new awards(1)": {"2019": "\u2014", "2018": -571438, "2017": -480283}, "Restricted stock shares forfeited(1)": {"2019": 105960, "2018": 91542, "2017": 184235}, "Restricted stock units awarded": {"2019": -819808, "2018": -219923, "2017": -351946}, "Restricted stock units forfeited": {"2019": 96534, "2018": 64122, "2017": 288801}, "Shares issued for 2014 Special PSU Awards": {"2019": "\u2014", "2018": -658783, "2017": -749653}, "Shares issued for 2015 Three-Year PSU Awards": {"2019": "\u2014", "2018": -129139, "2017": "\u2014"}, "Shares issued for 2014 Three-Year PSU Awards": {"2019": "\u2014", "2018": "\u2014", "2017": -636723}, "Restricted stock units awarded for SLO Awards": {"2019": -46195, "2018": -23478, "2017": -44254}, "SLO units forfeited": {"2019": 1580, "2018": 817, "2017": 3639}, "Director shares granted and issued": {"2019": -22015, "2018": -10560, "2017": -15491}, "Director units granted and deferred(2)": {"2019": -6262, "2018": -16505, "2017": -17008}, "Shares withheld for taxes(3)": {"2019": 249368, "2018": 94624, "2017": 101767}, "Number of shares available, end of year(4)": {"2019": 4048509, "2018": 4489347, "2017": 3668954}}

Question: What is the percentage difference of shares withheld for taxes for 2018 to 2019?
Answer: 163.54

Question: What is the Number of shares available, end of year expressed as a percentage of Number of shares available, beginning of year for 2019? 
Answer: 90.18
{"COMMON STOCK PRICES -- 2019": {"First Quarter": "First Quarter", "Second Quarter": "Second Quarter", "Third Quarter": "Third Quarter", "Fourth Quarter": "Fourth Quarter"}, "COMMON STOCK PRICES -- High": {"First Quarter": 15.4, "Second Quarter": 17.81, "Third Quarter": 16.4, "Fourth Quarter": 11.59}, "COMMON STOCK PRICES -- Low": {"First Quarter": 10.49, "Second Quarter": 13.76, "Third Quarter": 9.92, "Fourth Quarter": 8.09}}

Question: What was the difference between the high and low closing prices per share for common stock in the second quarter of 2019?
Answer: 4.05

Question: What was the percentage change in the high closing price between the third and fourth quarter in 2019?
Answer: -29.33
{"Statutory U.S. Federal tax": {"December 27, 2019 ": 6805, "December 28, 2018 ": 5847, "December 29, 2017": 6443}, "Differences due to: -- State and local taxes, net of federal benefit ": {"December 27, 2019 ": 2078, "December 28, 2018 ": 1906, "December 29, 2017": 1112}, "Differences due to: -- Change in valuation allowance ": {"December 27, 2019 ": 95, "December 28, 2018 ": 523, "December 29, 2017": 289}, "Differences due to: -- Impact of the Tax Act ": {"December 27, 2019 ": "\u2014", "December 28, 2018 ": "\u2014", "December 29, 2017": -3573}, "Differences due to: -- Stock compensation ": {"December 27, 2019 ": -676, "December 28, 2018 ": -197, "December 29, 2017": 162}, "Differences due to: -- Other ": {"December 27, 2019 ": -92, "December 28, 2018 ": -637, "December 29, 2017": -391}, "Differences due to: -- Income tax expense": {"December 27, 2019 ": 8210, "December 28, 2018 ": 7442, "December 29, 2017": 4042}}

Question: What is the change in Statutory U.S. Federal tax between 2018 and 2019?
Answer: 958
{"Cash Compensation (Salary & Non-Equity Incentive Compensation)": {"Termination by Systemax without Cause or Resignation by Employee for good reason ($)": "-", "Termination Due to Death or Total Disability ($)": "-", "Change In Control Only ($)": "-", "Termination by Systemax without Cause or Resignation by Employee for good reason within a certain period of time following a Change in Control ($)": "-"}, "Value of Accelerated Vesting of Stock Option Awards": {"Termination by Systemax without Cause or Resignation by Employee for good reason ($)": "-", "Termination Due to Death or Total Disability ($)": "-", "Change In Control Only ($)": "-", "Termination by Systemax without Cause or Resignation by Employee for good reason within a certain period of time following a Change in Control ($)": 505100}, "Value of Accelerated Vesting of Restricted Stock Unit Awards": {"Termination by Systemax without Cause or Resignation by Employee for good reason ($)": 377400, "Termination Due to Death or Total Disability ($)": 188700, "Change In Control Only ($)": 377400, "Termination by Systemax without Cause or Resignation by Employee for good reason within a certain period of time following a Change in Control ($)": "-"}, "Value of Accelerated Vesting of Performance Restricted Stock Unit Awards": {"Termination by Systemax without Cause or Resignation by Employee for good reason ($)": "-", "Termination Due to Death or Total Disability ($)": 267500, "Change In Control Only ($)": "-", "Termination by Systemax without Cause or Resignation by Employee for good reason within a certain period of time following a Change in Control ($)": 267500}, "Medical and Other Benefits": {"Termination by Systemax without Cause or Resignation by Employee for good reason ($)": "-", "Termination Due to Death or Total Disability ($)": "-", "Change In Control Only ($)": "-", "Termination by Systemax without Cause or Resignation by Employee for good reason within a certain period of time following a Change in Control ($)": "-"}, "Total": {"Termination by Systemax without Cause or Resignation by Employee for good reason ($)": 377400, "Termination Due to Death or Total Disability ($)": 456200, "Change In Control Only ($)": 377400, "Termination by Systemax without Cause or Resignation by Employee for good reason within a certain period of time following a Change in Control ($)": 772600}}

Question: What is the percentage of payment due as a result of change in control as a percentage of the payment due to termination without cause within a certain period following a change in control?
Answer: 48.85
{"Assets -- Entertainment and Communications": {"2019": 1840.0, "2018": 1898.8}, "Assets -- IT Services and Hardware": {"2019": 500.7, "2018": 468.1}, "Assets -- Corporate and eliminations": {"2019": 313.1, "2018": 363.3}, "Assets -- Total assets": {"2019": 2653.8, "2018": 2730.2}}

Question: What is the sum of company's total assets between 2018 to 2019?
Answer: 5384

Question: What is the change in the value of the company's total assets between 2018 and 2019?
Answer: -76.4
{"FEI-NY": {"2019": 38096, "2018": 26936, "$": 11160, "%": 41}, "FEI-Zyfer": {"2019": 12235, "2018": 15272, "$": -3037, "%": -20}, "Intersegment sales": {"2019": -822, "2018": -2801, "$": 1979, "%": -71}, "": {"2019": 49509, "2018": 39407, "$": 10102, "%": 26}}

Question: In fiscal year 2019, what is the percentage constitution of revenues from FEI-NY among the total revenue?
Answer: 76.95

Question: In fiscal year 2018, what is the percentage constitution of revenues from FEI-Zyfer among the total revenue?
Answer: 38.75
{"Enterprise Security: -- Endpoint and information protection": {"March 29, 2019": 1027, "March 30, 2018": 983, "March 31, 2017": 947}, "Enterprise Security: -- Network and web security": {"March 29, 2019": 748, "March 30, 2018": 782, "March 31, 2017": 451}, "Enterprise Security: -- WSS and PKI": {"March 29, 2019": "-", "March 30, 2018": 238, "March 31, 2017": 422}, "Enterprise Security: -- Other products and services": {"March 29, 2019": 548, "March 30, 2018": 551, "March 31, 2017": 535}, "Enterprise Security: -- Total Enterprise Security": {"March 29, 2019": 2323, "March 30, 2018": 2554, "March 31, 2017": 2355}, "Consumer Cyber Safety: -- Consumer security": {"March 29, 2019": 1471, "March 30, 2018": 1504, "March 31, 2017": 1527}, "Consumer Cyber Safety: -- Identity and information protection": {"March 29, 2019": 937, "March 30, 2018": 776, "March 31, 2017": 137}, "Consumer Cyber Safety: -- Total Consumer Cyber Safety": {"March 29, 2019": 2408, "March 30, 2018": 2280, "March 31, 2017": 1664}, "Consumer Cyber Safety: -- Total net revenues": {"March 29, 2019": 4731, "March 30, 2018": 4834, "March 31, 2017": 4019}}

Question: For year ended march 29, 2019, what is Total Enterprise Security expressed as a percentage of Total net revenues?
Answer: 49.1

Question: For year ended march 29, 2019, what is the difference between  Total Consumer Cyber Safety and Total Enterprise Security?
Answer: 85
{"Number of units granted": {"2019": 70543.0, "2018": 56829.0, "2017": 100958.0}, "Weighted average fair value on grant date(1) (3)": {"2019": 57.53, "2018": 43.4, "2017": 44.24}, "Expected Price volatility(2)": {"2019": 22.86, "2018": 22.0, "2017": 25.31}, "Risk-free interest rate(2)": {"2019": 2.36, "2018": 2.0, "2017": 1.56}}

Question: What is the number of units granted for 2019 expressed as a percentage of all units granted?
Answer: 30.9
{"Month of purchase in 2019": {"No. of shares": "purchased", "Highest": "price paid", "Lowest": "price paid", "consideration": "paid"}, "": {"No. of shares": "", "Highest": "HKD", "Lowest": "HKD", "consideration": "HKD"}, "August": {"No. of shares": 362200.0, "Highest": 327.0, "Lowest": 312.4, "consideration": 116330916.0}, "September": {"No. of shares": 2294500.0, "Highest": 351.0, "Lowest": 323.6, "consideration": 776104729.0}, "October": {"No. of shares": 830000.0, "Highest": 327.8, "Lowest": 317.4, "consideration": 268272462.0}, "Total:": {"No. of shares": 3486700, "Highest": "", "Lowest": "", "consideration": 1160708107}}

Question: What percentage of total shares purchased is the August share purchase?
Answer: 10.39

Question: What percentage of total shares purchased is the September share purchase?
Answer: 65.81

Question: What percentage of the total aggregate consideration paid is the August aggregate consideration paid?
Answer: 10.02
{"Net income .": {"July 27, 2019": 11621.0, "July 28, 2018": 110.0, "July 29, 2017": 9609.0}, "Weighted-average sharesbasic": {"July 27, 2019": 4419.0, "July 28, 2018": 4837.0, "July 29, 2017": 5010.0}, "Effect of dilutive potential common shares": {"July 27, 2019": 34.0, "July 28, 2018": 44.0, "July 29, 2017": 39.0}, "Weighted-average sharesdiluted .": {"July 27, 2019": 4453.0, "July 28, 2018": 4881.0, "July 29, 2017": 5049.0}, "Net income per sharebasic .": {"July 27, 2019": 2.63, "July 28, 2018": 0.02, "July 29, 2017": 1.92}, "Net income per sharediluted": {"July 27, 2019": 2.61, "July 28, 2018": 0.02, "July 29, 2017": 1.9}, "Antidilutive employee share-based awards, excluded": {"July 27, 2019": 55.0, "July 28, 2018": 61.0, "July 29, 2017": 136.0}}

Question: What was the change in the Effect of dilutive potential common shares between 2017 and 2018?
Answer: 5
{"ASSETS --    Contract assets": {"Balance at September 29, 2018 ": "$\u2014", "Impacts due to adoption of Topic\n606": 76417, "Balance at September 30, 2018": 76417}, "ASSETS --    Inventories": {"Balance at September 29, 2018 ": 794346, "Impacts due to adoption of Topic\n606": -68959, "Balance at September 30, 2018": 725387}, "LIABILITIES AND SHAREHOLDERS' EQUITY --    Other accrued liabilities": {"Balance at September 29, 2018 ": 68163, "Impacts due to adoption of Topic\n606": -357, "Balance at September 30, 2018": 67806}, "LIABILITIES AND SHAREHOLDERS' EQUITY --    Retained earnings": {"Balance at September 29, 2018 ": 1062246, "Impacts due to adoption of Topic\n606": 7815, "Balance at September 30, 2018": 1070061}}

Question: What was the percentage change in other accrued liabilities between before and after the impact of Topic 606?
Answer: -0.52
{"Beginning balance": {"2019": 6164, "2018": 4931}, "Additions based on tax positions related to current year": {"2019": 164, "2018": 142}, "Additions for tax positions of prior years": {"2019": 231, "2018": 1444}, "Reductions due to change in foreign exchange rate  ": {"2019": -301, "2018": -353}, "Expiration of statutes of limitation": {"2019": -165, "2018": "\u2014"}, "Reductions due to settlements with tax authorities": {"2019": -77, "2018": "\u2014"}, "Ending balance": {"2019": 6016, "2018": 6164}}

Question: What was the change in the Beginning balance from 2018 to 2019?
Answer: 1233