next-tat/TAT-DQA huggingface dataset:
Questions and answers about page 1 of the financial report quicklogic-corporation_2019.pdf:

question: What are the respective proportion of cost of revenue as a percentage of revenue in 2017 and 2018?
answer: 55%
50%
question: What are the respective proportion of cost of revenue as a percentage of revenue in 2018 and 2019?
answer: 50%
43%
question: What are the respective proportion of gross profit as a percentage of revenue in 2018 and 2019?
answer: 50%
57%
question: What is the total proportion of cost of revenue as a percentage of revenue in 2017 and 2018?
answer: 105
derivation: (55 + 50) 
scale: percent
question: What is the average proportion of cost of revenue as a percentage of the total revenue in 2017 and 2018?
answer: 52.5
derivation: (55 + 50)/2 
scale: percent
question: What is the average proportion of cost of revenue as a percentage of the total revenue in 2018 and 2019?
answer: 46.5
derivation: (43 + 50)/2 
scale: percent
Questions and answers about page 1 of the financial report vodafone-group-plc_2019.pdf:

question: What are the financial items listed in the table?
answer: Salaries and fees
Incentive schemes
Other benefits
question: What does the table show?
answer: Aggregate emoluments of the Directors of the Company
question: How much is the 2019 salaries and fees ?
answer: 4
scale: million
question: What is the average salaries and fees between 2018 and 2019?
answer: 4
derivation: (4+4)/2
scale: million
question: What is the average incentive schemes between 2018 and 2019?
answer: 2.5
derivation: (2+3)/2
scale: million
question: What is the difference between average salaries and fees and average incentive schemes from 2018 to 2019?
answer: 1.5
derivation: [(4+4)/2] - [(2+3)/2]
scale: million
Questions and answers about page 1 of the financial report united-micro-electronics-corp_2019.pdf:

question: What was the legal reserve amount in 2019?
answer: $963,947
question: What is the implication for reserving debit elements?
answer: the special reserve in the amount equal to the reversal may be released for earnings distribution or offsetting accumulated deficits.
question: What was the cash dividend per share in 2019?
answer: $0.75
question: What is the average Legal reserve within Appropriation of earnings?
answer: 835623
derivation: (707,299+963,947) / 2
scale: thousand
question: What is the increase/ (decrease) in Legal reserve within Appropriation of earnings from 2018 to 2019?
answer: 256648
derivation: 963,947-707,299
scale: thousand
question: What is the increase/ (decrease) in Cash dividends within Appropriation of earnings from 2018 to 2019?
answer: 2849050
derivation: 9,765,155-6,916,105
scale: thousand
Questions and answers about page 1 of the financial report shopify-inc_2019.pdf:

question: What are the 3 dates listed in the table in chronological order?
answer: January 1, 2018
December 31, 2018
December 31, 2019
question: What financial items are listed in the table?
answer: Indirect taxes receivable
Unbilled revenues
Trade receivables
Accrued interest
Other receivables
question: How much is the other receivables as at December 31, 2019?
answer: 6,665
scale: thousand
question: What is the average trade receivables for 2018 and 2019?
answer: 10425.5
derivation: (9,660+11,191)/2
scale: thousand
question: What is the average indirect taxes receivable for 2018 and 2019 ?
answer: 20297.5
derivation: (36,821+3,774)/2
scale: thousand
question: What is the average other receivables for 2018 and 2019?
answer: 7642.5
derivation: (6,665+8,620)/2
scale: thousand
Questions and answers about page 1 of the financial report hc2-holdings-inc_2019.pdf:

question: What was the unfavorable claim reserve development in 2018?
answer: $81.6 million
question: What was the beginning balance in 2019?
answer: $ 738.7
scale: million
question: What was the beginning balance in 2018?
answer: $ 243.5
scale: million
question: What was the change in the beginning balance from 2018 to 2019?
answer: 495.2
derivation: 738.7 - 243.5
scale: million
question: What is the average recoverable from reinsurers value for 2018 and 2019?
answer: -118.5
derivation: -(136.4 + 100.6) / 2
scale: million
question: What is the percentage change in the Interest on liability for policy and contract claims from 2018 to 2019?
answer: 148.86
derivation: 21.9 / 8.8 -1
scale: percent
Questions and answers about page 1 of the financial report coherent-inc_2019.pdf:

question: What was the Total other assets in 2019?
answer: $140,964
scale: thousand
question: What was the Deferred tax assets in 2018?
answer: 64,858
scale: thousand
question: In which years was Other assets provided?
answer: 2019
2018
question: In which year was Other assets larger?
answer: 2019
derivation: 18,111>9,521
question: What was the change in Other assets in 2019 from 2018?
answer: 8590
derivation: 18,111-9,521
scale: thousand
question: What was the percentage change in Other assets in 2019 from 2018?
answer: 90.22
derivation: (18,111-9,521)/9,521
scale: percent
Questions and answers about page 1 of the financial report centurylink-inc_2019.pdf:

question: What does the table represent?
answer: maturities of lease liabilities
question: Which periods are highlighted in the table?
answer: 2020
2021
2022
2023
2024
Thereafter
question: The table highlights the maturities of what types of lease liabilities?
answer: Operating Leases
Finance Leases
question: How many periods are highlighted in the table?
answer: 6
derivation: 2020##2021##2022##2023##2024##Thereafter
question: What is the sum of finance leases from 2020 to 2024?
answer: 140
derivation: 47+28+22+22+21
scale: million
question: What is the percentage change in the amount of operating leases in 2021 from 2020?
answer: -21.52
derivation: (361-460)/460
scale: percent
Questions and answers about page 1 of the financial report leidos-holdings_2019.pdf:

question: What was the increase in cash provided by operating activities in 2019?
answer: $224 million
question: What caused the increase in net cash provided by operating activities in 2018?
answer: due to lower payments for taxes, integration and restructuring costs and proceeds received from the termination of interest rate swaps.
question: What was the Net cash provided by (used in) investing activities in fiscal 2029, 2018 and 2017 respectively?
answer: 65
(114)
(71)
scale: million
question: In which year was Net cash provided by operating activities less than 800 million?
answer: 2018
2017
derivation: locate and analyze Net cash provided by (used in) investing activities in row 5
question: What was the change in the Net cash provided by (used in) investing activities from 2017 to 2018?
answer: -43
derivation: -114 - (71)
scale: million
question: What was the average Net cash used in financing activities between fiscal years 2017-2019?
answer: 615
derivation: (709 + 707 + 429) / 3
scale: million
Questions and answers about page 1 of the financial report centurylink-inc_2019.pdf:

question: What is the change in the projected benefit obligation of the benefit plans recognized as?
answer: part of the net actuarial (gain) loss and is included in accumulated other comprehensive loss, a portion of which is subject to amortization over the remaining estimated life of plan participants
question: What is the remaining estimated life of plan participants?
answer: approximately 16 years as of December 31, 2019
question: In which years was the revised mortality tables and projection scales released by the Society of Actuaries adopted?
answer: 2019
2018
2017
question: What is the total special termination benefits charge in 2018 and 2019?
answer: 21
derivation: 6+15
scale: million
question: Which year has the lowest service cost?
answer: 2019
derivation: 56<63<66
question: What is the percentage change in interest cost in 2019 from 2018?
answer: 11.22
derivation: (436-392)/392
scale: percent
Questions and answers about page 1 of the financial report vodafone-group-plc_2019.pdf:

question: What financial items does amounts falling due within one year consist of?
answer: Amounts owed by subsidiaries
Taxation recoverable
Other debtors
Derivative financial instruments
question: What financial items does amounts falling due after more than one year consist of?
answer: Derivative financial instruments
Deferred tax
question: What is the 2019 taxation recoverable falling due within one year ?
answer: 233
scale: million
question: What is the 2019 average total amount falling due within one year?
answer: 232328.5
derivation: (243,424+221,233)/2
scale: million
question: What is the 2019 average total amount falling due after more than one year?
answer: 2959.5
derivation: (3,439+2,480)/2
scale: million
question: Between 2018 and 2019, which year has higher amounts owed by subsidiaries falling due within one year?
answer: 2019
derivation: 242,976>220,871
Questions and answers about page 1 of the financial report clearfield-inc_2019.pdf:

question: How many antidilutive shares were excluded for the year ended September 30, 2019?
answer: 268,000
question: What is the Advertising costs for the year ended September 30, 2019?
answer: $278,057
question: What is the basic earnings per share in 2019?
answer: $0.34
question: What is the basic net income per share in 2019?
answer: 0.34
derivation: 4,566,156/13,442,871
question: What is the change in basic net income per share from 2018 to 2019?
answer: 0.02
derivation: (4,566,156/13,442,871)-(4,274,547/13,429,232)
question: What is the total earnings in 2019?
answer: 4570576.14
derivation: 0.34*13,442,871
Questions and answers about page 1 of the financial report Auto-Trader_2019.pdf:

question: What was the weighted average market value per ordinary share for SIP awards released in 2019?
answer: 386.1p
question: What does the Shares released prior to the vesting date relate to?
answer: those attributable to good leavers as defined by the scheme rules
question: For which years was the amount Outstanding at 31 March calculated in?
answer: 2019
2018
question: What was the change in the dividend shares awarded in 2019 from 2018?
answer: -5260
derivation: 4,518-9,778
question: What was the change in the amount Outstanding at 31 March in 2019 from 2018?
answer: -369919
derivation: 320,872-690,791
question: What was the percentage change in the amount Outstanding at 31 March in 2019 from 2018?
answer: -53.55
derivation: (320,872-690,791)/690,791
scale: percent
Questions and answers about page 1 of the financial report leidos-holdings_2019.pdf:

question: What was the amortization related to its transition costs and project assets in 2020 and 2018 respectively?
answer: $417 million
$146 million
question: What were the balances net of dividends received during fiscal 2019 and fiscal 2018 respectively?
answer: $25 million
$29 million
question: What did the company combine "Dividends payable and "Income taxes payable" with in 2020 on the consolidated balance sheets?
answer: "Accounts payable and accrued liabilities"
question: In which year was Transition costs and project assets under other current assets less than 100 million?
answer: 2020
derivation: locate and analyze Transition costs and project assets(1) in row 5
question: What was the change in the Pre-contract costs from 2018 to 2020?
answer: -35
derivation: 6 - 41
scale: million
question: What was the change in the Equity method investments from 2018 to 2020?
answer: -7
derivation: 19 - 26
scale: million
Questions and answers about page 1 of the financial report quotient-technology-inc_2019.pdf:

question: Where does the company file income tax returns in?
answer: The Company files income tax returns in the United States and various states and foreign jurisdictions
question: What was the amount of accrued interest or penalties related to uncertain tax positions as of December 31, 2019?
answer: As of December 31, 2019 and 2018, the Company had no accrued interest or penalties related to uncertain tax positions.
question: Why would the unrecognized tax benefits, if recognized, not impact the company's effective tax rate?
answer: The unrecognized tax benefits, if recognized, would not impact the Company's effective tax rate as the recognition of these tax benefits would be offset by changes in the Company's valuation allowance.
question: What was the average unrecognized tax benefit - beginning balance, across the 3 year period from 2017 to 2019?
answer: 7397
derivation: (8,217+7,527+6,447)/(2019-2017+1)
scale: thousand
question: Which of the years had unrecognized tax benefit - ending balance of greater than $8,200 thousand?
answer: 2018
2019
derivation: 8,217##8,840
question: What is the total unrecognized tax benefit - ending balance across all 3 years?
answer: 24584
derivation: (8,840+8,217+7,527)
scale: thousand
Questions and answers about page 1 of the financial report macom-technology_2019.pdf:

question: What was the share based compensation expense in 2017?
answer: $0.8 million
question: Over what period would the expense be recognized?
answer: weighted-average period of 2.9 years.
question: What was the respective cost of revenue in 2019, 2018 and 2017?
answer: $2,936
$3,869
$3,189
scale: thousand
question: In which year was Research and development less than 10,000 thousands?
answer: 2019
derivation: locate and analyze Research and development in row 4
question: What was the average cost of revenue for 2017-2019?
answer: 3331.33
derivation: (2,936 + 3,869 + 3,189) / 3
scale: thousand
question: What is the change in the Selling, general and administrative expense from 2018 to 2019?
answer: -2315
derivation: 12,305 - 14,620
scale: thousand
Questions and answers about page 1 of the financial report gsi-technology-inc_2019.pdf:

question: What was the stock-based compensation expense in 2019, 2018 and 2017 respectively?
answer: $2.3 million
$2.1 million
$1.9 million
question: What was the research and development expenses in 2019, 2018 and 2017 respectively?
answer: 1,310
1,141
980
scale: thousand
question: What was the cost of revenues in 2019, 2018 and 2017 respectively?
answer: $234
$259
$282
scale: thousand
question: In which year was Research and development expenses less than 1,000 thousands?
answer: 2017
derivation: locate and analyze Research and development in row 5
question: What was the average cost of revenues between 2017-2019?
answer: 258.33
derivation: (234 + 259 + 282) / 3
scale: thousand
question: What was the change in the Selling, general and administrative between 2018 and 2019?
answer: 52
derivation: 722 - 670
scale: thousand
Questions and answers about page 1 of the financial report Woolworths-Limited_2019.pdf:

question: What is the gross margin for F19?
answer: 22.9%
question: What is the number of stores under Dan Murphy's store network in F19?
answer: 230
question: What percentage did Sales increased by between F19 and F18?
answer: 5.0%
question: What is the nominal difference for ROFE between F19 and F18?
answer: 1.9
derivation: 17.1 - 15.2 
scale: percent
question: What is the average value for sales per square metre for both F19 and F18?
answer: 18384.5
derivation: (18,675 + 18,094)/2 
scale: million
question: What is the average ROFE for the years F19 and F18?
answer: 16.15
derivation: (15.2 + 17.1)/2 
scale: percent
Questions and answers about page 1 of the financial report gaslog-ltd_2019.pdf:

question: What was the reason for the increase in net cash used in investing activities?
answer: The increase is mainly attributable to an increase of $591.5 million in payments for the construction costs of newbuildings and other fixed assets and a net decrease in cash from short-term investments of $43.0 million in 2018 compared to 2017
question: What are the components of net cash flows recorded?
answer: Operating activities
Investing activities
Financing activities
question: What was the reason for the increase in net cash provided by operating activities?
answer: The increase was attributable to an increase in total revenues (revenues and net pool allocation) of $103.7 million, partially offset by a decrease of $23.5 million caused by movements in working capital accounts, an increase of $15.3 million in cash paid for interest including the interest paid for finance leases and a net decrease of $4.8 million from the remaining movements.
question: Which year was the net cash provided by operating activities higher?
answer: 2018
derivation: $283,710 > $223,630
question: What was the percentage change in net cash provided by operating activities from 2017 to 2018?
answer: 26.87
derivation: ($283,710 - $223,630)/$223,630 
scale: percent
question: What was the percentage change in net cash provided by financing activities from 2017 to 2018?
answer: 4967.03
derivation: (368,120 - 7,265)/7,265 
scale: percent
Questions and answers about page 1 of the financial report guidewire-software-inc_2019.pdf:

question: What was the increase in interest income in 2019?
answer: $16.9 million
question: What does interest expense include?
answer: both stated interest and the amortization of debt discount and issuance costs associated with the $400.0 million aggregate principal amount of our Convertible Senior Notes that were issued in March 2018
question: What was the Interest income in 2019 and 2018 respectively?
answer: $30,182
$13,281
scale: thousand
question: In which year was Other income (expense), net negative?
answer: 2019
derivation: locate and analyze Other income (expense), net in row 7
question: What was the average Interest income for 2018 and 2019?
answer: 21731.5
derivation: (30,182 + 13,281) / 2
scale: thousand
question: What was the average interest expense for 2018 and 2019?
answer: 11888
derivation: (17,334 + 6,442) / 2
scale: thousand
Questions and answers about page 1 of the financial report freshpet-inc_2019.pdf:

question: What is the average duration of the accounts receivables?
answer: 25 days
question: How much was borrowed under credit facilities during 2019?
answer: $72.3 million
question: How much was the debt outstanding as at 2019 year end?
answer: $54.5 million
question: What was the percentage change in cash and cash equivalents from 2018 to 2019 year end?
answer: 25.39
derivation: (9,472-7,554)/7,554
scale: percent
question: What was the percentage change in net inventories from 2018 to 2019 year end?
answer: 34.61
derivation: (12,542-9,317)/9,317
scale: percent
question: What was the percentage change in accounts payables from 2018 to 2019 year end?
answer: 103.67
derivation: [(-18,668) - (-9,166)] / -9,166
scale: percent
Questions and answers about page 1 of the financial report microsoft-corporation_2019.pdf:

question: What were the total expenses in 2019?
answer: 82884
derivation: 125,843-42,959 
scale: million
question: How much were the research and development expenses in 2018?
answer: 12.47
derivation: (1-15%)*($2.2/15%) 
scale: billion
question: Why did revenue increase by 14% from 2018 to 2019?
answer: Revenue increased $15.5 billion or 14%, driven by growth across each of our segments. Intelligent Cloud revenue increased, driven by server products and cloud services. Productivity and Business Processes revenue increased, driven by Office and LinkedIn. More Personal Computing revenue increased, driven by Surface, Gaming, and Windows.
question: How much was the LinkedIn operating loss in 2018?
answer: LinkedIn operating loss increased $63 million to $987 million, including $1.5 billion of amortization of intangible assets.
question: Why did research and development expenses increase in 2018?
answer: Research and development expenses increased $1.7 billion or 13%, primarily due to investments in cloud engineering and LinkedIn expenses.
question: How much were the general and administrative expenses in 2017?
answer: 4277
derivation: (1-6%)*(273/6%) 
scale: million
Questions and answers about page 1 of the financial report international-business-machines-corp_2019.pdf:

question: What caused the increase in interest expense in 2019?
answer: driven by a higher average debt balance and higher interest rates as we issued debt to finance the Red Hat acquisition.
question: What is excluded from the Operating (non-GAAP) interest expense?
answer: It excludes the Red Hat pre-closing debt financing costs.
question: What was the increase in interest expense from 2018?
answer: $621 million
question: What was the average Interest expense?
answer: 1033.5
derivation: (1,344 + 723) / 2
scale: million
question: What is the increase / (decrease) in Acquisition-related charges from 2018 to 2019? 
answer: -228
derivation: -228 - 0
scale: million
question: What is the increase / (decrease) in the Operating (non-GAAP) interest expense from 2018 to 2019?
answer: 393
derivation: 1,116 - 723
scale: million
Questions and answers about page 1 of the financial report plexus-corp_2019.pdf:

question: How does the company define ROIC?
answer: as tax-effected operating income before restructuring and other special items divided by average invested capital over a rolling five-quarter period for the fiscal year.
question: How often does the company review their internal calculation of WACC?
answer: annually
question: What was the average invested capital in 2018?
answer: 735.6
scale: million
question: What was the change in the Adjusted operating income (tax effected) between 2018 and 2019?
answer: 2.1
derivation: 120.7-118.6
scale: million
question: What was the percentage change in the WACC between 2018 and 2019?
answer: -0.5
derivation: 9.0-9.5
scale: percent
question: What was the percentage change in the Average invested capital between 2018 and 2019?
answer: 25.49
derivation: (923.1-735.6)/735.6
scale: percent
Questions and answers about page 1 of the financial report sykes-enterprises-incorporated_2019.pdf:

question: What was the  Total Americas  amount in 2019?
answer: 1,296,660
scale: thousand
question: What was the Total EMEA amount in 2018?
answer: 294,954
scale: thousand
question: In which years is the disaggregation of revenue from contracts with customers by delivery location provided?
answer: 2019
2018
2017
question: In which year was Total Other largest?
answer: 2018
derivation: 95>89>82
question: What was the change in Total Other in 2018 from 2017?
answer: 13
derivation: 95-82
scale: thousand
question: What was the percentage change in Total Other in 2018 from 2017?
answer: 15.85
derivation: (95-82)/82
scale: percent
Questions and answers about page 1 of the financial report spirent-communications-plc_2019.pdf:

question: What is the percentage change in the total amount of emissions from Combustion of fuel and operation of facilities and Electricity, heat, steam and cooling purchased for own use?
answer: 6.14 per cent
question: By how much has Spirent reduced their total emissions since their 2014 baseline?
answer: 29 per cent
question: What are the scopes of emissions?
answer: Scope 1
Scope 2
question: In which year were the Scope 1 emissions larger?
answer: 2019
derivation: 144.7>137.2
question: What was the change in total emissions?
answer: -301.9
derivation: 4,785.7-5,087.6
question: What was the percentage change in total emissions?
answer: -5.93
derivation: (4,785.7-5,087.6)/5,087.6
scale: percent
Questions and answers about page 1 of the financial report marin-software-inc_2019.pdf:

question: What is the value of the goodwill impairment charge in the fourth quarter of 2019?
answer: $1.9 million
question: What is the value of the goodwill impairment charge in the third quarter of 2018?
answer: $14.7 million
question: What are the respective goodwill impairment values in 2018 and 2019?
answer: $14,740
$1,910
scale: thousand
question: What is the company's average goodwill impairment in 2018 and 2019?
answer: 8325
derivation: (14,740 + 1,910)/2 
scale: thousand
question: What is the company's total goodwill impairment in 2018 and 2019?
answer: 16650
derivation: 14,740 + 1,910 
scale: thousand
question: What is the value of the change in goodwill impairment between 2018 and 2019 as a percentage of the 2018 goodwill impairment?
answer: 87.04
derivation: 12,830/14,740 
scale: percent