feyninc/tacha huggingface dataset:
|  | Number of Options Outstanding (in thousands) | Weighted- Average Exercise Price Per Share | Weighted- Average Contractual Term (in Years) | Aggregate Intrinsic Value (in thousands) |
|---|---|---|---|---|
| Outstanding at December 31, 2016 | 7,384 | $10.59 | 5.3 | $74,065 |
| Granted | 25 | 23.99 |  |  |
| Exercised | (1,722) | 10.39 |  |  |
| Canceled/Forfeited | (401) | 16.04 |  |  |

Question: What is the percentage change in the number of outstanding options between December 31, 2016 and 2017?
Answer: -28.41
In fiscal 2018, we had purchases from our equity method investees of $34.9 million. Total dividends received from equity method investments in fiscal 2018 were $62.5 million.

Question: What was the value of equity that the company purchased during fiscal 2019?
Answer: $39.4 million

Question: How much dividends that the company received from equity method investments in fiscal 2017, 2018, and 2019, respectively?
Answer: $68.2 million, $62.5 million, $55.0 million
## Table

|  | 2019 | 2018 | 2017 |
|---|---|---|---|
| Net Sales: |  |  |  |
| Ardent Mills . | $3,476.0 | $3,344.1 | $3,180.0 |

Question: What was the net sales from Ardent Mills in fiscal 2018?
Answer: $3,344.1
## Table

|  | 2019 | 2018 | 2017 |
|---|---|---|---|
| Net Sales: |  |  |  |
| Ardent Mills . | $3,476.0 | $3,344.1 | $3,180.0 |
| Others | 195.4 | 198.8 | 177.7 |
| Total net sales . | $3,671.4 | $3,542.9 | $3,357.7 |

Question: What is the ratio of dividends that the company received from equity method investments to total earning after income taxes in fiscal 2019?
Answer: 0.32
|  | 2019 | 2018 | 2017 |
|---|---|---|---|
| Net Sales: |  |  |  |
| Ardent Mills . | $3,476.0 | $3,344.1 | $3,180.0 |
| Others | 195.4 | 198.8 | 177.7 |
| Total net sales . | $3,671.4 | $3,542.9 | $3,357.7 |

Question: What is the average of Ardent Mills’ net sales from 2017 to 2019? 
Answer: 3333.37

Question: What is Ardent Mills’ gross profit margin ratio for the fiscal year 2017?
Answer: 0.11
|  |  | Years Ended December 31, |  |
|---|---|---|---|
|  | 2019 | 2018 | 2017 |

Question: Which years does the table provide information for the  effect of derivative instruments on the Consolidated Statements of Earnings?
Answer: 2019, 2018, 2017
## Table

|  |  | Years Ended December 31, |  |
|---|---|---|---|
|  | 2019 | 2018 | 2017 |
| Foreign Exchange Contracts: |  |  |  |
| Amounts reclassified from AOCI to earnings: |  |  |  |
| Net sales | $— | $383 | $(488) |

Question: What were the net sales in 2018?
Answer: 383
## Table

|  |  | Years Ended December 31, |  |
|---|---|---|---|
|  | 2019 | 2018 | 2017 |
| Foreign Exchange Contracts: |  |  |  |
| Amounts reclassified from AOCI to earnings: |  |  |  |
| Net sales | $— | $383 | $(488) |
| Cost of goods sold | 860 | (6) | 497 |

Question: What was the Cost of goods sold in 2017?
Answer: 497
## Table

|  |  | Years Ended December 31, |  |
|---|---|---|---|
|  | 2019 | 2018 | 2017 |
| Foreign Exchange Contracts: |  |  |  |
| Amounts reclassified from AOCI to earnings: |  |  |  |
| Net sales | $— | $383 | $(488) |

Question: What was the change in the Net sales between 2017 and 2018?
Answer: 871

Question: What was the change in the Selling, general and administrative between 2018 and 2019?
Answer: -15
|  |  | Years Ended December 31, |  |
|---|---|---|---|
|  | 2019 | 2018 | 2017 |
| Foreign Exchange Contracts: |  |  |  |
| Amounts reclassified from AOCI to earnings: |  |  |  |
| Net sales | $— | $383 | $(488) |

Question: What was percentage change in the total gain between 2018 and 2019?
Answer: 59.45
Research and development expenses, which are expensed as incurred, consist primarily of salaries, bonuses, benefits and stock-based compensation expense for research and development employees, the expense of travel, entertainment and training for such personnel, professional services such as fees paid to software development firms and independent contractors, gains and losses on our operating expense cash flow hedges, and allocated IT and facilities costs.

Question: What are some of the marketing expenses incurred by the company?
Answer: salaries, bonuses, benefits and stock-based compensation expense for our marketing and sales employees, the expense of travel, entertainment and training for such personnel, sales and dealer commissions, and the costs of programs aimed at increasing revenue, such as advertising, trade shows and expositions, and various sales and promotional programs.
Marketing and sales expenses include salaries, bonuses, benefits and stock-based compensation expense for our marketing and sales employees, the expense of travel, entertainment and training for such personnel, sales and dealer commissions, and the costs of programs aimed at increasing revenue, such as advertising, trade shows and expositions, and various sales and promotional programs. Marketing and sales expenses also include payment processing fees, the cost of supplies and equipment, gains and losses on our operating expense cash flow hedges, allocated IT and facilities costs, and labor costs associated with sales and order management.

Question: What are some factors affecting cost of revenue in the near term?
Answer: the volume and mix of product sales, fluctuations in consulting costs, amortization of developed technology, new customer support offerings, royalty rates for licensed technology embedded in our products and employee stock-based compensation expense
|  | Fiscal year ended January 31, 2019 | Change compared to prior fiscal year |  | Fiscal year ended January 31, 2018 | Management comments |
|---|---|---|---|---|---|
| (in millions) |  | $ | % |  |  |
| Cost of revenue: |  |  |  |  |  |
| Subscription and maintenance | $216.0 | $1.6 | 1% | $214.4 | Up primarily due to an increase in cloud hosting costs partially offset by a decrease in royalty and depreciation expense. |
| Other (1) | 54.4 | (18.2) | (25)% | 72.6 | Down primarily due to lower employee-related costs from reduced headcount associated with the Fiscal 2018 Plan restructuring and lower professional fees. |

Question: What is the total cost of revenue and operating expenses for fiscal year ended January 31, 2019?
Answer: 2594.8

Question: How much do the top two expense categories in 2018 add up to? 
Answer: 1842.8

Question: How much does amortization of developed technology account for total cost of revenue in 2018?
Answer: 5.42
## Table

|  | Fiscal year ended January 31, 2019 | Change compared to prior fiscal year |  | Fiscal year ended January 31, 2018 | Management comments |
|---|---|---|---|---|---|
| (in millions) |  | $ | % |  |  |
| Cost of revenue: |  |  |  |  |  |
| Subscription and maintenance | $216.0 | $1.6 | 1% | $214.4 | Up primarily due to an increase in cloud hosting costs partially offset by a decrease in royalty and depreciation expense. |
| Other (1) | 54.4 | (18.2) | (25)% | 72.6 | Down primarily due to lower employee-related costs from reduced headcount associated with the Fiscal 2018 Plan restructuring and lower professional fees. |
| Amortization of developed technology | 15.5 | (0.9) | (5)% | 16.4 | Down as previously acquired developed technologies continue to become fully amortized. |
| Total cost of revenue | $285.9 | $(17.5) | (6)% | $303.4 |  |
| Marketing and sales | $1,183.9 | $96.6 | 9% | $1,087.3 | Up due to increased employee-related costs driven by higher headcount, as well as higher cloud hosting costs and professional fees. |
| Research and development | 725.0 | (30.5) | (4)% | 755.5 | Down due to a decrease in employee-related costs from lower headcount associated with the Fiscal 2018 plan restructuring partially offset by higher professional fees. |
| General and administrative | 340.1 | 34.9 | 11% | 305.2 | Up primarily due to higher professional fees, employee-related costs and facilities costs, partially offset by lower employee benefits costs. |
| Amortization of purchased intangibles | 18.0 | (2.2) | (11)% | 20.2 | Down as previously acquired intangible assets continue to become fully amortized. |
| Restructuring and other exit costs, net | 41.9 | (52.2) | (55)% | 94.1 | Down as we substantially completed the reduction in force and facilities consolidation of the Fiscal 2018 Plan. |
|  | $ 2,308.9 | $46.6 | 2% | $2,262.3 |  |

Question: What is the total cost of revenue for 2019?
Answer: 2,308.9
## Table

|  | 2019 | 2018 | 2017 |
|---|---|---|---|
|  |  | (in thousands) |  |
| Components of Net Periodic Postretirement Benefit |  |  |  |
| Cost (income): |  |  |  |
| Service cost | $41 | $39 | $34 |

Question: What was the service cost in 2019?
Answer: $41
## Table

|  | 2019 | 2018 | 2017 |
|---|---|---|---|
|  |  | (in thousands) |  |
| Components of Net Periodic Postretirement Benefit |  |  |  |
| Cost (income): |  |  |  |
| Service cost | $41 | $39 | $34 |
| Interest cost | 347 | 196 | 201 |

Question: What was the interest cost in 2019?
Answer: 347
|  | 2019 | 2018 | 2017 |
|---|---|---|---|
|  |  | (in thousands) |  |
| Components of Net Periodic Postretirement Benefit |  |  |  |
| Cost (income): |  |  |  |
| Service cost | $41 | $39 | $34 |

Question: For which years was  Teradyne’s net periodic postretirement benefit cost (income) calculated?
Answer: 2019, 2018, 2017

Question: In which year was service cost the largest?
Answer: 2019
## Table

|  | 2019 | 2018 | 2017 |
|---|---|---|---|
|  |  | (in thousands) |  |
| Components of Net Periodic Postretirement Benefit |  |  |  |
| Cost (income): |  |  |  |
| Service cost | $41 | $39 | $34 |
| Interest cost | 347 | 196 | 201 |
| Amortization of prior service credit | (191) | (373) | (496) |
| Net actuarial loss | 717 | 25 | 398 |
| Special termination benefits | — | 3,708 | 591 |
| Total net periodic postretirement benefit cost | 914 | 3,595 | 728 |
| Changes in Plan Assets and Benefit Obligations Recognized in Other Comprehensive Income: |  |  |  |
| Prior service cost | — | — | — |
| Reversal of amortization items: |  |  |  |
| Prior service credit | 191 | 373 | 496 |
| Total recognized in other comprehensive income | 191 | 373 | 496 |
| Total recognized in net periodic postretirement cost and other comprehensive income | $1,105 | $3,968 | $1,224 |

Question: What was the change in service cost in 2018 from 2017?
Answer: 5
|  | 2019 | 2018 | 2017 |
|---|---|---|---|
|  |  | (in thousands) |  |
| Components of Net Periodic Postretirement Benefit |  |  |  |
| Cost (income): |  |  |  |
| Service cost | $41 | $39 | $34 |

Question: What was the percentage change in service cost in 2018 from 2017?
Answer: 14.71
profit before tax

Question: What have the items in the table been charged in arriving at?
Answer: profit before tax
## Table

|  |  | 2019 | 2018 |
|---|---|---|---|
|  | Notes | $ million | $ million |
| Employee benefit costs | 8 | 220.5 | 208.9 |

Question: What was the amount of employee benefit costs in 2019?
Answer: 220.5
|  |  | 2019 | 2018 |
|---|---|---|---|
|  | Notes | $ million | $ million |
| Employee benefit costs | 8 | 220.5 | 208.9 |
| Costs of inventories recognised as an expense |  | 81.6 | 79.8 |
| Write-down of inventories to net realisable value | 19 | 1.6 | 0.1 |

Question: For which years were the items that have been charged in arriving at profit before tax recorded in?
Answer: 2019, 2018

Question: In which year was the amount of product development costs larger?
Answer: 2018

Question: What was the change in employee benefit costs?
Answer: 11.6

Question: What was the percentage change in employee benefit costs?
Answer: 5.55
(2) The impact on the Consolidated Statements of Comprehensive Loss is limited to the net effects of the impacts noted above on the Consolidated Statements of Operations, specifically on the line item "Net loss."

Question: What have been affected as a result of the net effect of the adjustments?
Answer: gross margin, loss from operations, and loss before income taxes have consequently been affected as a result of the net effect of the adjustments noted above
## Table

|  |  | For the Fiscal Year ended January 31, 2019 |  |
|---|---|---|---|
|  | As reported | Impact from the adoption of ASC 606 and 340-40 | As adjusted |
| Net revenue (1) |  |  |  |
| Subscription | $1,802.3 | $(16.6) | $1,785.7 |
| Maintenance | 635.1 | 5.7 | 640.8 |
| Other | 132.4 | (11.3) | 121.1 |
| Cost of revenue (1) |  |  |  |
| Cost of subscription and maintenance revenue | 216.0 | (0.1) | 215.9 |

Question: What was the adjusted cost of subscription and maintenance revenue for fiscal year 2019?
Answer: 215.9
## Table

|  |  | For the Fiscal Year ended January 31, 2019 |  |
|---|---|---|---|
|  | As reported | Impact from the adoption of ASC 606 and 340-40 | As adjusted |
| Net revenue (1) |  |  |  |
| Subscription | $1,802.3 | $(16.6) | $1,785.7 |
| Maintenance | 635.1 | 5.7 | 640.8 |
| Other | 132.4 | (11.3) | 121.1 |
| Cost of revenue (1) |  |  |  |
| Cost of subscription and maintenance revenue | 216.0 | (0.1) | 215.9 |
| Cost of other revenue | 54.4 | 1.1 | 55.5 |
| Operating expenses (1): |  |  |  |
| Marketing and sales | 1,183.9 | (17.9) | 1,166.0 |

Question: What were the reported marketing and sales expenses?
Answer: 1,183.9
|  |  | For the Fiscal Year ended January 31, 2019 |  |
|---|---|---|---|
|  | As reported | Impact from the adoption of ASC 606 and 340-40 | As adjusted |
| Net revenue (1) |  |  |  |
| Subscription | $1,802.3 | $(16.6) | $1,785.7 |
| Maintenance | 635.1 | 5.7 | 640.8 |

Question: What was the adjustment amount as a % of subscription net revenue?
Answer: 0.92

Question: What is other reported revenue as a % of total reported net revenue?
Answer: 5.15

Question: How much is total cost of revenue as reported?
Answer: 270.4
revenue recorded in 2018 related to the Samsung settlement and license agreement executed in December 2018, partially offset by a one-time payment from a new license agreement signed in December 2019

Question: What was the primary cause of the decrease in revenue in 2019 compared to 2018?
Answer: revenue recorded in 2018 related to the Samsung settlement and license agreement executed in December 2018, partially offset by a one-time payment from a new license agreement signed in December 2019
$104.5 million

Question: What was the revenue change between 2018 and 2019?
Answer: $104.5 million
## Table

|  |  | Years Ended December 31, |  |
|---|---|---|---|
|  | 2019 | 2018 | 2017 |
|  |  | (in thousands) |  |
| Revenue: |  |  |  |
| Royalty and license fees | $81,943 | $186,425 | $205,809 |
| Total revenue | 81,943 | 186,425 | 205,809 |
| Operating expenses: |  |  |  |
| Research, development and other related costs | 28,732 | 27,514 | 30,039 |
| Litigation | 3,471 | 26,099 | 36,209 |
| Amortization | 11,871 | 19,906 | 21,590 |
| Total operating expenses (1) | 44,074 | 73,519 | 87,838 |

Question: What was the total operating expense in 2017 and 2018, respectively?
Answer: 73,519, 44,074
|  |  | Years Ended December 31, |  |
|---|---|---|---|
|  | 2019 | 2018 | 2017 |

Question: Which year did the Semiconductor and IP Licensing segment have the highest total operating income?
Answer: 2017
|  |  | Years Ended December 31, |  |
|---|---|---|---|
|  | 2019 | 2018 | 2017 |
|  |  | (in thousands) |  |
| Revenue: |  |  |  |
| Royalty and license fees | $81,943 | $186,425 | $205,809 |

Question: What is the percentage of research, development, and other related costs as well as litigation expenses over total operating expenses in 2018?
Answer: 72.92

Question: What is the average revenue that the company received in the last three years, i.e. from 2017 to 2019?
Answer: 158059
## Table

|  |  | Amount Reclassified from AOCI |  |
|---|---|---|---|
|  |  | Years Ended June 30, |  |
| ($ in millions) (a) | Location of gain (loss) | 2019 | 2018 |
| Details about AOCI Components |  |  |  |
| Cash flow hedging items |  |  |  |

Question: What do the amounts in parentheses in the table indicate?
Answer: debits to income/loss.
|  |  | Amount Reclassified from AOCI |  |
|---|---|---|---|
|  |  | Years Ended June 30, |  |
| ($ in millions) (a) | Location of gain (loss) | 2019 | 2018 |
| Details about AOCI Components |  |  |  |
| Cash flow hedging items |  |  |  |

Question: Where are Net actuarial loss and Prior service cost included?
Answer: in the computation of net periodic benefit cost (see Note 11 for additional details).
## Table

|  |  | Amount Reclassified from AOCI |  |
|---|---|---|---|
|  |  | Years Ended June 30, |  |
| ($ in millions) (a) | Location of gain (loss) | 2019 | 2018 |

Question: In which years is information on the amounts reclassified from AOCI provided?
Answer: 2019, 2018

Question: In which year was the amount of tax benefit larger?
Answer: 2018
Depreciation and amortisation charges fell 1.2% but rose 2.7% in constant currency terms, on increased investments in mobile infrastructure network, spectrum and project related capital spending.  Depreciation and amortisation charges fell 1.2% but rose 2.7% in constant currency terms, on increased investments in mobile infrastructure network, spectrum and project related capital spending.

Question: Why did operating revenue increase?
Answer: increases in ICT, digital services and equipment sales
S$3.65 billion

Question: What was the free cash flow for the year?
Answer: S$3.65 billion
Net finance expense was up 2.9% on lower dividend income from the Southern Cross consortium and higher interest expense from increased borrowings.

Question: Who are the group's two largest regional associates?
Answer: Airtel, Telkomsel
|  | Financial Year ended 31 March |  |  |  |
|---|---|---|---|---|
|  | 2019 | 2018 | Change | Change in constant currency (1) |
|  | (S$ million) | (S$ million) | (%) | (%) |
| Operating revenue | 17,372 | 17,268 | 0.6 | 3.7 |
| EBITDA | 4,692 | 5,051 | -7.1 | -3.9 |

Question: What is the % change in EBITDA margin from 2018 to 2019?
Answer: -2.2

Question: What is the change in net profit from 2018 to 2019 in absolute numbers?
Answer: -2378
|  | Financial Year ended 31 March |  |  |  |
|---|---|---|---|---|
|  | 2019 | 2018 | Change | Change in constant currency (1) |

Question: Which year (2018 or 2019) had higher basic earnings per share?
Answer: 2018
the Company's operations in Thailand, Malta and Ireland.

Question: What does the foreign tax rate differential benefit primarily relate to?
Answer: the Company's operations in Thailand, Malta and Ireland.
## Table

|  |  | Year Ended March 31, |  |
|---|---|---|---|
|  | 2019 | 2018 | 2017 |
| Computed expected income tax provision | $43.0 | $232.6 | $31.4 |
| State income taxes, net of federal benefit | (8.7) | (1.3) | (4.6) |

Question: What was the State income taxes, net of federal benefit in 2019?
Answer: (8.7)
## Table

|  |  |  | Year Ended March 31, |  |  |
|---|---|---|---|---|---|
|  | 2019 | 2018 | 2017 |

Question: Which years does the table provide information for The sources and tax effects of the differences in the total income tax provision?
Answer: 2019, 2018, 2017
## Table

|  |  | Year Ended March 31, |  |
|---|---|---|---|
|  | 2019 | 2018 | 2017 |
| Computed expected income tax provision | $43.0 | $232.6 | $31.4 |
| State income taxes, net of federal benefit | (8.7) | (1.3) | (4.6) |
| Foreign income taxed at lower than the federal rate | (94.0) | (208.8) | (105.0) |
| Impact of the Act - one-time transition tax, net of foreign tax credits | 13.1 | 653.7 | — |
| Impact of the Act - deferred tax effects, net of valuation allowance | — | (136.7) | — |
| Global intangible low-taxed income | 95.4 | — | — |
| Business realignment | (90.6) | — | — |
| Increases related to current year tax positions | 9.0 | 32.0 | 53.7 |
| Decreases related to prior year tax positions (1) | (75.1) | (11.3) | (36.3) |
| Share-based compensation | (13.3) | (27.2) | (25.0) |
| Research and development tax credits | (27.5) | (17.0) | (12.8) |
| Intercompany prepaid tax asset amortization | 5.2 | 7.4 | 7.9 |
| Foreign exchange | 4.6 | (20.5) | (1.7) |
| Other | (2.6) | (0.5) | 9.8 |
| Change in valuation allowance | (9.9) | (20.5) | 1.8 |

Question: How many years did Intercompany prepaid tax asset amortization exceed $7 million?
Answer: 2
## Table

|  |  | Year Ended March 31, |  |
|---|---|---|---|
|  | 2019 | 2018 | 2017 |
| Computed expected income tax provision | $43.0 | $232.6 | $31.4 |
| State income taxes, net of federal benefit | (8.7) | (1.3) | (4.6) |
| Foreign income taxed at lower than the federal rate | (94.0) | (208.8) | (105.0) |

Question: What was the change in the Computed expected income tax provision between 2017 and 2018?
Answer: 201.2

Question: What was the percentage change in the Total income tax provision (benefit) between 2018 and 2019?
Answer: -131.42
## Table

|  |  | Year ended December 31, |  |
|---|---|---|---|
|  | 2019 | 2018 | 2017 |
| Revenues |  |  |  |
| Subscriptions | $817,811 | $612,888 | $465,254 |

Question: What are the respective subscription revenue in 2017, 2018 and 2019?
Answer: $465,254, $612,888, $817,811
## Table

|  |  | Year ended December 31, |  |
|---|---|---|---|
|  | 2019 | 2018 | 2017 |
| Revenues |  |  |  |
| Subscriptions | $817,811 | $612,888 | $465,254 |
| Other | 85,047 | 60,736 | 38,363 |

Question: What are the respective other revenue in 2017, 2018 and 2019?
Answer: 38,363, 60,736, 85,047
## Table

|  |  | Year ended December 31, |  |
|---|---|---|---|
|  | 2019 | 2018 | 2017 |
| Revenues |  |  |  |
| Subscriptions | $817,811 | $612,888 | $465,254 |
| Other | 85,047 | 60,736 | 38,363 |
| Total revenues | 902,858 | 673,624 | 503,617 |

Question: What are the respective total revenue in 2017, 2018 and 2019?
Answer: 503,617, 673,624, 902,858
|  |  | Year ended December 31, |  |
|---|---|---|---|
|  | 2019 | 2018 | 2017 |
| Revenues |  |  |  |
| Subscriptions | $817,811 | $612,888 | $465,254 |
| Other | 85,047 | 60,736 | 38,363 |

Question: What is the percentage change in subscription revenue between 2017 and 2018?
Answer: 31.73

Question: What is the percentage change in total revenue between 2017 and 2018?
Answer: 33.76

Question: What is the average other cost between 2017 to 2019?
Answer: 50158.67
Represents Operating expenses, exclusive of Depreciation, amortization and accretion, Selling, general, administrative and development expense, and Other operating expenses.

Question: What does the cost of operations represent?
Answer: Represents Operating expenses, exclusive of Depreciation, amortization and accretion, Selling, general, administrative and development expense, and Other operating expenses.
## Table

|  |  | Three Months Ended |  |  |  |
|---|---|---|---|---|---|
|  | March 31, | June 30, | September 30, | December 31, | Year Ended December 31, |
| 2018: |  |  |  |  |  |
| Operating revenues | $1,741.8 | $1,780.9 | $1,785.5 | $2,131.9 | $7,440.1 |
| Costs of operations (1) | 519.9 | 560.3 | 556.7 | 540.9 | 2,177.8 |
| Operating income | 402.9 | 546.0 | 567.2 | 388.9 | 1,905.0 |
| Net income | 280.3 | 314.4 | 377.3 | 292.7 | 1,264.7 |

Question: What was the net income at the end of March 31?
Answer: 280.3
## Table

|  |  | Three Months Ended |  |  |  |
|---|---|---|---|---|---|
|  | March 31, | June 30, | September 30, | December 31, | Year Ended December 31, |
| 2018: |  |  |  |  |  |
| Operating revenues | $1,741.8 | $1,780.9 | $1,785.5 | $2,131.9 | $7,440.1 |
| Costs of operations (1) | 519.9 | 560.3 | 556.7 | 540.9 | 2,177.8 |
| Operating income | 402.9 | 546.0 | 567.2 | 388.9 | 1,905.0 |

Question: What was the operating income at the end of June 30?
Answer: 546.0