next-tat/TAT-DQA huggingface dataset:
Questions and answers about page 1 of the financial report a10-networks-inc_2019.pdf:

question: What are the years included in the consolidated statement of operations?
answer: 2019
2018
2017
2016
2015
question: What is the accounting standards used to prepare the financial statements?
answer: Accounting Standards Codification
question: What is the total revenue earned by the company in 2019?
answer: $212,628
question: What is the percentage change in revenue between 2018 and 2019?
answer: -8.44
derivation: ($212,628-$232,223)/$232,223
scale: percent
question: What is the percentage change in gross profit between 2018 and 2019?
answer: -9.19
derivation: (163,747-180,327)/180,327 
scale: percent
question: What is the total revenue earned by the company between 2015 to 2019?
answer: 907577
derivation: 212,628+232,223+235,429+227,297
scale: thousand
Questions and answers about page 1 of the financial report cincinnati-bell-inc_2019.pdf:

question: What proportion of the amount invested in Enterprise Fiber products is the 2019 revenue?
answer: 363.33
derivation: 87.2/24
scale: percent
question: What is the total number of subscribers in 2019?
answer: 140.9
derivation: 68.2+42.7+30.0
scale: thousand
question: What is the percentage change in Hiah-speed internet Subscribers between 2018 to 2019?
answer: 3.49
derivation: (68.2-65.9)/65.9
scale: percent
question: What is the total revenue earned across 2018 to 2019?
answer: 129.5
derivation: 87.2+42.3
scale: million
question: When did the company start enjoying year on year  Entertainment and Communications revenue growth?
answer: 2013
question: What is the fiber network expansion in Hawaii?
answer: 4,700
question: How many video subscribers are there in 2018?
answer: 48.8
scale: thousand
Questions and answers about page 1 of the financial report calamp-corp_2019.pdf:

question: What was the main reason for the increase in net income in the fiscal year ended February 28, 2018?
answer: The increase is primarily the result of the $28.3 million non-operating gain from the legal settlement with a former supplier of LoJack, which was recognized during fiscal 2018.
question: What was the Adjusted EBITDA for Telematics Systems in 2018?
answer: 48,943
scale: thousand
question: What was the Adjusted EBITDA for Telematics Systems in 2017?
answer: 47,432
scale: thousand
question: What was the total Adjusted EBITDA for Telematics Systems and Software & Subscription Services in 2018?
answer: 57176
derivation: (48,943+8,233)
scale: thousand
question: What was the total Adjusted EBITDA for Telematics Systems and Software & Subscription Services in 2017?
answer: 50507
derivation: (47,432+3,075)
scale: thousand
question: What was the average corporate expense for both years, 2017 and 2018?
answer: -4190
derivation: (-4,794-3,586)/(2018-2017+1)
scale: thousand
Questions and answers about page 1 of the financial report verizon-communications-inc_2019.pdf:

question: What was the decrease in the cost of services in 2019?
answer: $413 million
question: What caused the decrease in the cost of services?
answer: decreases in network access costs, a product realignment charge in 2018 (see “Special Items”), decreases in employee-related costs resulting from the Voluntary Separation Program and decreases in digital content costs
question: What was the decrease in the cost of wireless equipment cost in 2019?
answer: $369 million
question: What was the change in the cost of services from 2018 to 2019?
answer: -413
derivation: 31,772 - 32,185
scale: million
question: What was the average cost of wireless equipment for 2018 and 2019?
answer: 23138.5
derivation: (22,954 + 23,323) / 2
scale: million
question: What was the average Selling, general and administrative expense for 2018 and 2019?
answer: 30489.5
derivation: (29,896 + 31,083) / 2
scale: million
Questions and answers about page 1 of the financial report mimecast-limited_2019.pdf:

question: Which model is used to estimate fair value of its ESPP share options on the date of grant ?
answer: Black-Scholes option-pricing model
question: What is the risk free interest rate based on?
answer: a treasury instrument whose term is consistent with the expected life of the ESPP share option.
question: What was the Expected term (in years) in 2019 and 2018 respectively?
answer: 0.5
0.5
question: What was the change in the Risk-free interest rate from 2018 to 2019?
answer: 0.9
derivation: 2.3 - 1.4
scale: percent
question: What is the average Expected volatility for 2018 and 2019?
answer: 34.5
derivation: (39.1 + 29.9) / 2
scale: percent
question: In which year was the Grant date fair value per ordinary share less than 30.0?
answer: 2018
derivation: locate and analyze Grant date fair value per ordinary share in row 7
Questions and answers about page 1 of the financial report opentext-corporation_2019.pdf:

question: How much did Cost of license revenues increase by in the year ended June 30, 2019 as compared to the prior fiscal year?
answer: $0.7 million
question: During Fiscal 2019, how much deals greater than $1.0 million were closed?
answer: 49 deals
question: What was the change increase in License revenues for Americas for 2018 to 2019?
answer: $8,216
scale: thousand
question: What is the percentage decrease of Total License Revenues from 2018 to 2019?
answer: 2.15
derivation: 9,420/437,512
scale: percent
question: For 2019. what is the Cost of License Revenues expressed as a percentage of GAAP-based License Gross Profit? 
answer: 3.47
derivation: 14,347/413,745
scale: percent
question: What is the average annual GAAP-based License Gross Profit for the 3 years?
answer: 397692
derivation: (413,745+423,819+355,512)/3
scale: thousand
Questions and answers about page 1 of the financial report cubic-corp_2019.pdf:

question: What does the long-term rate of return assumption represent?
answer: the expected average rate of earnings on the funds invested or to be invested to provide for the benefits included in the benefit obligations
question: How is the long-term rate of return assumption determined?
answer: based on a number of factors, including historical market index returns, the anticipated long-term asset allocation of the plans, historical plan return data, plan expenses, and the potential to outperform market index returns
question: What are the components under the Weighted-average assumptions used to determine benefit obligation at September 30?
answer: Discount rate
Rate of compensation increase
question: For the weighted-average assumptions used to determine benefit obligation at September 30, which year has the largest rate of compensation increase?
answer: 2018
derivation: 3.3%>3.2%>3.1%
question: For the weighted-average assumptions used to determine benefit obligation at September 30, what is the change in the discount rate in 2019 from 2018?
answer: -1.1
derivation: 2.5%-3.6%
scale: percent
question: For the weighted-average assumptions used to determine benefit obligation at September 30, what is the average discount rate across 2017, 2018 and 2019?
answer: 3.13
derivation: (2.5%+3.6%+3.3%)/3
scale: percent
Questions and answers about page 1 of the financial report adtran-inc_2019.pdf:

question: Which periods are included in the summary of the components of the expense (benefit) for income taxes in the table?
answer: the years ended December 31, 2019, 2018 and 2017
question: What was the expense (benefit) of the current Federal component in 2019?
answer: $(518)
scale: thousand
question: What is the expense (benefit) for current International component?
answer: (282)
scale: thousand
question: What was the change in current state expense (benefit) between 2018 and 2019?
answer: -589
derivation: -1,065-(-476)
scale: thousand
question: What was the change in deferred federal expense (benefit) between 2018 and 2019?
answer: 39249
derivation: 24,801-(-14,448)
scale: thousand
question: What is the percentage change in total income tax expense (benefit) between 2018 and 2019?
answer: -301.05
derivation: ($28,205-(-$14,029))/-$14,029
scale: percent
Questions and answers about page 2 of the financial report macom-technology_2019.pdf:

question: What was the (Divested)/acquired values in 2019, 2018 and 2017 respectively?
answer: —
(49)
952
scale: thousand
question: What was the Balance — beginning of year in 2018?
answer: $3,672
scale: thousand
question: What was the Balance — beginning of year in 2019?
answer: $5,756
scale: thousand
question: In which year was Balance — beginning of year less than 5,000 thousands?
answer: 2018
2017
derivation: locate and analyze Balance — beginning of year in row 3
question: What was the change in the Provisions/(expense) from 2017 to 2018?
answer: 128
derivation: 1,865 - 1,737
scale: thousand
question: What is the average Direct charges/(payments) for 2017-2019?
answer: 260.67
derivation: (570 + 268 - 56) / 3
scale: thousand
Questions and answers about page 1 of the financial report iselect-ltd_2019.pdf:

question: How are provisions measured?
answer: at the present value of management’s best estimate of the expenditure required to settle the present obligation at the reporting date using the discounted cash flow methodology
question: What is the range of the clawback period?
answer: between 0 and 24 months
question: How is annual and long service leave classified?
answer: classified as current where there is a current obligation to pay the employee shall they leave the Group
question: What is the percentage change in the annual leave provisions from 2018 to 2019?
answer: 5.19
derivation: (2,349-2,233)/2,233
scale: percent
question: What is the percentage change in the current provisions from 2018 to 2019?
answer: 7.61
derivation: (6,135-5,701)/5,701
scale: percent
question: What is the percentage change in the non-current provisions from 2018 to 2019?
answer: 21.87
derivation: (418-343)/343
scale: percent
Questions and answers about page 1 of the financial report conagra-brands-inc_2019.pdf:

question: What are Level 2 assets primarily consist of?
answer: individual fixed income securities where values are based on quoted prices of similar securities and observable market data
question: What are Level 3 assets consist of?
answer: investments where active market pricing is not readily available and, as such, fair value is estimated using significant unobservable inputs
question: What are the fair values of Level 2 government bonds and corporate bonds, respectively?
answer: 1,854.8
4.7
scale: million
question: What is the proportion of equity securities over the total fair value measurement of pension plan assets of Level 1 assets?
answer: 0.97
derivation: (319.8+256.5)/596.3 
question: Which fixed income securities have the highest fair value?
answer: Government bonds
derivation: 1,854.8>9.3>4.7
question: What is the proportion (in percentage) of real estate funds and master limited partnerships over the total pension plan assets?
answer: 0.24
derivation: (7.7+0.4)/3,355.1 
scale: percent
Questions and answers about page 1 of the financial report stmicroelectronics_2019.pdf:

question: In 2019, what constituted Impairment, restructuring charges and other related closure costs?
answer: mainly consisting of impairment of equipment and licenses dedicated exclusively to certain development projects that were cancelled, while no alternative future use was identified internally.
question: In 2018, what constituted Impairment, restructuring charges and other related closure costs?
answer: (i) $19 million related to the set-top box restructuring plan and (ii) $2 million of impairment of acquired technologies, for which it was determined that they had no future alternative use.
question: How much was the net restructuring charges related to the set-top box restructuring plan in 2017?
answer: $34 million
question: What is the average Impairment, restructuring charges and other related closure costs?
answer: 23.67
derivation: (5+21+45) / 3
scale: million
question: What is the increase/ (decrease) in Impairment, restructuring charges and other related closure costs from 2017 to 2019?
answer: -40
derivation: 5-45
scale: million
question: What is the increase/ (decrease) in Impairment, restructuring charges and other related closure costs from 2017 to 2018?
answer: -24
derivation: 21-45
scale: million
Questions and answers about page 1 of the financial report asm-international-nv_2019.pdf:

question: What was the percentage increase in new bookings in 2019 for the year in total?
answer: 24%
question: What does the table show?
answer: new orders levels for 2019 and the backlog for 2018
question: What is the % change in Backlog at the beginning of the year from 2018 to 2019?
answer: 71%
question: What is the average Backlog at the beginning of the year for both 2018 and 2019?
answer: 238.9
derivation: (176.3+301.5)/2
scale: million
question: What is the percentage change in Bookings, excluding the settlement gains of first quarter 2019 to second quarter?
answer: 14.89
derivation: (270-235)/235
scale: percent
question: What is the percentage change in Bookings, excluding the settlement gains, of the first two quarters 2019 to last two quarters?
answer: 31.68
derivation: (373+292-270-235)/(235+270)
scale: percent
Questions and answers about page 1 of the financial report nordic-american-tankers-limited_2019.pdf:

question: What is the amount of per share distributed as dividend-in-kind included in the 3rd quarter dividend in 2017?
answer: $0.05 per share distributed as dividend-in-kind
question: What is the total dividends distributed in 2019?
answer: $0.10
question: What is the value of total dividends distributed in 2019?
answer: $14.3 million
question: What is the average quarterly dividend payments per share in the first quarter of 2018 and 2019?
answer: 0.04
derivation: (0.03 + 0.04)/2 
question: What is the average quarterly dividend payments per share in the second quarter of 2018 and 2019?
answer: 0.02
derivation: (0.03 + 0.01)/2 
question: What is the average quarterly dividend payments per share in the third quarter of 2018 and 2019?
answer: 0.01
derivation: (0.01 + 0.02)/2
Questions and answers about page 1 of the financial report nortonlifelock-inc_2019.pdf:

question: What does the table show?
answer: components of income tax expense (benefit) recorded in continuing operations
question: What is the Pre-tax income from international operations for fiscal 2019?
answer: $214 million
question: What is the Pre-tax income from international operations for fiscal 2018?
answer: $890 million
question: What is the income tax expense for Federal for year ended March 29, 2019 expressed as a percentage of total income tax expenses?
answer: 45.06
derivation: 73/162
scale: percent
question: What is the summed Total current income tax expense for the fiscal years 2017, 2018 and 2019?
answer: 1502
derivation: 162+1,158+182
scale: million
question: What is the average Total current income tax expense for the fiscal years 2017, 2018 and 2019?
answer: 500.67
derivation: (162+1,158+182)/3
scale: million
Questions and answers about page 1 of the financial report netapp-inc_2019.pdf:

question: What did the provision for income taxes in the quarter ended January 26, 2018 include?
answer: significant charges attributable to United States tax reform.
question: How have the quarters of fiscal 2018 been adjusted?
answer: for our retrospective adoption of the new accounting standard Revenue from Contracts with Customers (ASC 606).
question: What was the net revenue for the quarter of July 28, 2017?
answer: 1,321
scale: million
question: What was the change in the gross profit between the quarters of January 26 and April 27, 2018?
answer: 73
derivation: 1,029-956
scale: million
question: What was the sum of the net revenues from the last two quarters?
answer: 3183
derivation: 1,539+1,644
scale: million
question: What was the percentage change in Net income (loss) between July 28, 2017 and October 27, 2017?
answer: 32.82
derivation: (174-131)/131
scale: percent
Questions and answers about page 1 of the financial report shopify-inc_2019.pdf:

question: How much is the research and development expenses for the year ended 2019?
answer: $ 355,015
scale: thousand
question: How much is the research and development expenses for the year ended 2018?
answer: $ 230,674
scale: thousand
question: How much is the research and development expenses for the year ended 2017?
answer: $ 135,997
scale: thousand
question: What is the average research and development expenses for 2018 and 2019?
answer: 292844.5
derivation: (355,015+230,674)/2
scale: thousand
question: What is the average research and development expenses for 2017 and 2018?
answer: 183335.5
derivation: (230,674+135,997)/2
scale: thousand
question: Between year ended 2018 and 2019, which year had higher research and development expenses?
answer: 2019
derivation: 355,015> 230,674
Questions and answers about page 1 of the financial report stmicroelectronics_2019.pdf:

question: What led to increase in net cash from operating activities in 2019?
answer: mainly due to more favorable changes in net working capital, compensating lower net income.
question: What was the value of proceeds from matured marketable securities in 2019?
answer: $200 million
question: What was the value of Net cash used in financing activities  in 2019?
answer: $343 million
question: What is the increase/ (decrease) in Net cash from operating activities from the period 2017 to 2019?
answer: 192
derivation: 1,869-1,677
scale: million
question: What is the increase/ (decrease) in Net cash used in investing activities from the period 2017 to 2019?
answer: -296
derivation: 1,172-1,468
scale: million
question: What is the increase/ (decrease) in Net cash used in financing activities from the period 2017 to 2019?
answer: 237
derivation: 343-106
scale: million
Questions and answers about page 1 of the financial report siemens-ag_2019.pdf:

question: What caused the increase in the other financial assets?
answer: The increase in other current financial assets was driven by higher loans receivable at SFS, which were mainly due to new business and reclassification of non-current loans receivable from other financial assets.
question: What caused the increase in the inventories?
answer: Inventories increased in several industrial businesses, with the build-up most evident at SGRE, Mobility and Siemens Healthineers.
question: What caused the deferred tax assets to increase?
answer: Deferred tax assets increased mainly due to income tax effects related to remeasurement of defined benefits plans.
question: What was the average inventories in 2019 and 2018?
answer: 14345.5
derivation: (14,806 + 13,885) / 2
scale: million
question: What is the increase / (decrease) in other current assets from 2018 to 2019?
answer: 253
derivation: 1,960 - 1,707
scale: million
question: What is the increase / (decrease) in total assets from 2018 to 2019?
answer: 11333
derivation: 150,248 - 138,915
scale: million
Questions and answers about page 2 of the financial report leidos-holdings_2019.pdf:

question: What was the increase in goodwill in 2017?
answer: $337 million
question: What was the acquisition costs in the consolidated statements of income for fiscal 2017?
answer: $24 million
question: What was the Integration costs in 2020, 2018 and 2017 respectively?
answer: 3
29
77
scale: million
question: In which year was Integration costs more than 20 million?
answer: 2018
2017
derivation: locate and analyze Integration costs in row 6
question: What was the change in the Total acquisition and integration costs from 2017 to 2018?
answer: -73
derivation: 29 - 102
scale: million
question: What was the average Acquisition costs for 2017, 2018 and 2020?
answer: 8.33
derivation: (0 + 0 + 25) / 3
scale: million
Questions and answers about page 1 of the financial report Monolithic-Power-Systems-Inc_2019.pdf:

question: What does the table provide?
answer: a reconciliation of cash, cash equivalents and restricted cash reported on the Consolidated Balance Sheets to the amounts reported on the Consolidated Statements of Cash Flows
question: What does restricted cash include?
answer: included a security deposit that is set aside in a bank account and cannot be withdrawn by the Company under the terms of a lease agreement
question: What is the amount spent on cash and cash equivalents in 2019 and 2018 respectively?
answer: 172,960
172,704
scale: thousand
question: What was the percentage change in Cash and cash equivalents from 2018 to 2019?
answer: 0.15
derivation: (172,960-172,704)/172,704
scale: percent
question: For how many years was the amount of total cash, cash equivalents and restricted cash reported on the Consolidated Statements of Cash Flows more than 150,000 thousand?
answer: 2
derivation: 172,818##173,076
question: What was the change in Restricted cash included in other long-term assets from 2018 to 2019?
answer: 2
derivation: 116-114 
scale: thousand
Questions and answers about page 1 of the financial report cal-maine-foods-inc_2019.pdf:

question: What is the total net sales for the year ending 2019?
answer: 1361188
derivation: 340,583 + 356,040 + 383,993 + 280,572
scale: thousand
question: What is the percentage increase / (decrease) in the diluted net income (loss) per share from 2019 to 2018?
answer: -58.79
derivation: 0.82 / 1.99 - 1
scale: percent
question: What is the increase in the gross profit in 2019 from 1st quarter to 2nd quarter?
answer: 13407
derivation: 70,535 - 57,128
scale: thousand
question: What was the additional tax benefit recorded in 2018?
answer: 8.0
scale: million
question: When was the Tax Cuts and Jobs Act of 2017 enacted?
answer: 2018
question: What was the impact of initial revaluation of our deferred tax liabilities during the third quarter?
answer: favorably impacted our results by $35.0 million.
scale: million
Questions and answers about page 1 of the financial report microsoft-corporation_2019.pdf:

question: Why did corporate and other operating loss decrease in 2018?
answer: due to a reduction in restructuring expenses, driven by employee severance expenses primarily related to our sales and marketing restructuring plan in fiscal year 2017.
question: Why did revenue increase on Office 365 Commercial in 2019 from 2018?
answer: due to growth in seats and higher average revenue per user
question: Why did server products revenue increase 6%?
answer: due to continued demand for premium versions and hybrid solutions, GitHub, and demand ahead of end-of-support for SQL Server 2008 and Windows Server 2008.
question: What was the intelligent cloud as a percentage of total revenue in 2019?
answer: 30.98
derivation: 38,985/125,843
scale: percent
question: How many revenue categories are there?
answer: 3
derivation: Productivity and Business Processes##Intelligent Cloud##More Personal Computing
question: What is the average operating income from 2017 to 2019?
answer: 35680.67
derivation: (42,959+35,058+29,025)/3
scale: million
Questions and answers about page 1 of the financial report extreme-networks-inc_2019.pdf:

question: What did Debt obligations relate to?
answer: amounts owed under our Credit Agreement.
question: What does Inventory unconditional purchase obligations represent?
answer: the purchase of long lead-time component inventory that our contract manufacturers procure in accordance with our forecast
question: What was the total amount of interest on debt obligations?
answer: 25,582
scale: thousand
question: How many types of contractual obligations had a total that exceeded $100,000 thousand?
answer: 2
derivation: Debt obligations##Non-cancellable operating lease obligations
question: What was the difference in the total between Contractual commitments and Inventory unconditional purchase obligations?
answer: 42759
derivation: 94,000-51,241
scale: thousand
question: What was the difference in the total between Deferred payments for an acquisition and Contingent consideration for an acquisition?
answer: 8702
derivation: 15,000-6,298
scale: thousand