next-tat/TAT-DQA huggingface dataset:
Questions and answers about page 1 of the financial report spirax-sarco-engineering-plc_2019.pdf:

question: What does the Board use Adjusted cash from operations for?
answer: to monitor the performance of the Group, with a focus on elements of cashflow, such as Net capital expenditure, which are subject to day to day control by the business
question: How is cash conversion calculated?
answer: as adjusted cash from operations divided by adjusted operating profit
question: In which years was the adjusted cash conversion calculated in?
answer: 2019
2018
question: In which year was the adjusted cash from operations larger?
answer: 2018
derivation: 242.9>238.1
question: What was the percentage change in the adjusted cash conversion in 2019 from 2018?
answer: 7
derivation: 91%-84%
scale: percent
question: What was the percentage change in the amount of tax paid in 2019 from 2018?
answer: 27.27
derivation: (78.4-61.6)/61.6
scale: percent
Questions and answers about page 1 of the financial report american-tower-corporation_2019.pdf:

question: What was the approximate percentage of revenue in the company's property segments were attributable to their communication sites in 2018?
answer: 96%
question: How many percent of total revenue in 2019 was accounted for by property segments in the U.S.?
answer: 55%
question: How many percent of total revenue in 2018 was accounted for by property segments in Asia?
answer: 21%
question: What is the sum of the three highest contributing property segments in 2017?
answer: 90
derivation: 55%+18%+17%
scale: percent
question: What is the sum of the three least contributing property segments in 2019?
answer: 26
derivation: 2%+8%+16%
scale: percent
question: What was the change in the percentage of total revenue in U.S. between 2018 and 2019?
answer: 4
derivation: 55%-51%
scale: percent
Questions and answers about page 1 of the financial report guidewire-software-inc_2019.pdf:

question: How many shares was the company authorized to issue in 2019 and 2018?
answer: 500,000,000
question: What was the Exercise of stock options to purchase common stock in 2019 and 2018 respectively?
answer: 216,727
537,064
question: What was the Vesting of restricted stock awards in 2019?
answer: 2,384,673
question: In which year was Exercise of stock options to purchase common stock less than 300,000?
answer: 2019
derivation: locate and analyze Exercise of stock options to purchase common stock in row 2
question: What was the average Vesting of restricted stock awards for 2018 and 2019?
answer: 2658414
derivation: (2,384,673 + 2,932,155) / 2
question: What is the change in the Shares available for grant under stock plans from 2018 to 2019?
answer: 3183867
derivation: 24,776,361 - 21,592,494
Questions and answers about page 1 of the financial report activision-blizzard-inc_2019.pdf:

question: What was the cost of revenues from product sales in 2019?
answer: $19
scale: million
question: What was the cost of revenues from product sales in 2018?
answer: $13
scale: million
question: What was the sales and marketing in 2017?
answer: 15
scale: million
question: What was the change in sales and marketing between 2018 and 2019?
answer: -5
derivation: 10-15
scale: million
question: What was the change in product development between 2018 and 2019?
answer: -8
derivation: 53-61
scale: million
question: What was the percentage change in General and administrative expenses between 2017 and 2018?
answer: 25
derivation: (115-92)/92
scale: percent
Questions and answers about page 1 of the financial report siemens-ag_2019.pdf:

question: What was the reason for the increase in the Orders at Mobility?
answer: grew to a record high on a sharp increase in volume from large orders, which the Strategic Company won across the businesses, most notably in the rolling stock and the customer services businesses.
question: What was the reason for the increase in the Revenue?
answer: Revenue grew slightly as double-digit growth in the customer services business was largely offset by a decline in the rail infrastructure business.
question: What were the Severance charges in 2019?
answer: 20
scale: million
question: What was the average orders for 2019 and 2018?
answer: 11959.5
derivation: (12,894 + 11,025) / 2
scale: million
question: What it the increase / (decrease) in revenue from 2018 to 2019?
answer: 95
derivation: 8,916 - 8,821
scale: million
question: What is the increase / (decrease) in the Adjusted EBITDA margin from 2018 to 2019?
answer: 0.1
derivation: 11.0% - 10.9%
scale: percent
Questions and answers about page 1 of the financial report torm_2019.pdf:

question: What are the staff costs included in operating expenses related to?
answer: the 108 seafarers (2018: 112, 2017: 131).
question: How is the average number of employees calculated?
answer: as a full-time equivalent (FTE)
question: What do the staff costs comprise of?
answer: Wages and salaries
Share-based compensation
Pension costs
Other social security costs
Other staff costs
question: In which year was the pension costs the largest?
answer: 2019
derivation: 3.5>3.3>3.1
question: What was the change in the total number of permanent employees from 2018 to 2019?
answer: 7.2
derivation: 421.1-413.9
scale: million
question: What was the percentage change in the total number of permanent employees from 2018 to 2019?
answer: 1.74
derivation: (421.1-413.9)/413.9
scale: percent
Questions and answers about page 1 of the financial report vmware-inc_2019.pdf:

question: What did Purchases and leases of products and purchases of services include?
answer: indirect taxes that were remitted to Dell during the periods presented.
question: Which years does the table provide information for VMware’s payments for such arrangements?
answer: 2020
2019
2018
question: What were the Dell subsidiary support and administrative costs in 2020?
answer: 119
scale: million
question: What was the change in Purchases and leases of products and purchases of services between 2018 and 2019?
answer: 58
derivation: 200-142
scale: million
question: How many years did Dell subsidiary support and administrative costs exceed $150 million?
answer: 1
derivation: 2018
question: What was the percentage change in Dell subsidiary support and administrative costs between 2019 and 2020?
answer: -17.93
derivation: (119-145)/145
scale: percent
Questions and answers about page 1 of the financial report advanced-energy_2019.pdf:

question: Which years does the table provide data for intangible assets?
answer: 2019
2018
question: What was the gross carrying amount of Technology in 2019?
answer: $83,368
scale: thousand
question: What was the accumulated amortization of customer relationships in 2018?
answer: (13,484)
scale: thousand
question: What is the sum of the two highest gross carrying amounts in 2019?
answer: 192363
derivation: 83,368+108,995
scale: thousand
question: What was the two highest net carrying amounts segments in 2018?
answer: Technology
Customer relationships
derivation: Find the 2 largest values for Rows 7 to 9, COL5 and the corresponding component in COL2
scale: thousand
question: What was the percentage change in the total gross carrying amount between 2018 and 2019?
answer: 181.49
derivation: ($219,251-$77,889)/$77,889
scale: percent
Questions and answers about page 1 of the financial report zendesk_2019.pdf:

question: What is the percentage increase in General and Administrative expenses from 2018 to 2019
answer: 36%
question: What was the increase in general and administrative expenses from 2017 to 2018?
answer: 22
scale: million
question: What is the difference between the increase in general and administrative expenses from 2018 to 2019 and 2017 to 2018?
answer: 16
derivation: 38 - 22 
scale: million
question: What are the components of the costs associated with acquisition of Smooch in 2019?
answer: The overall increase was also driven by costs associated with our acquisition of Smooch in 2019 including transaction costs of $3 million and a one-time share-based compensation charge of $3 million related to accelerated stock options of Smooch.
question: What is the increase in percentage of general and administrative expenses from 2017 to 2019?
answer: 72.72
derivation: (141,076 - 81,680)/81,680 
scale: percent
question: What is the overall increase in general and administrative expenses from 2017 to 2019?
answer: 60
derivation: 38 + 22 
scale: million
Questions and answers about page 1 of the financial report nanthealth-inc_2019.pdf:

question: What is the value of unrecognized stock-based compensation expense related to the stock options at December 31, 2019?
answer: $1,641
scale: thousand
question: What are the respective stock options outstanding and exercisable at December 31, 2019?
answer: 5,815,724
137,500
question: What are the weighted-average exercise price of the stock options outstanding and exercisable at December 31, 2019?
answer: $0.56
$0.55
question: What is the value of the stock options granted as a percentage of the total stock options outstanding as at December 31, 2019?
answer: 100.34
derivation: 5,835,724/5,815,724 
scale: percent
question: What is the average number of stocks outstanding as at December 31, 2018 and 2019?
answer: 2907862
derivation: (5,815,724 + 0)/2  
question: What is the total number of stocks outstanding as at December 31, 2018 and 2019?
answer: 5815724
derivation: 5,815,724 + 0
Questions and answers about page 1 of the financial report greensky-inc_2019.pdf:

question: Which years does the table provide information for the company's Selected Consolidated Balance Sheet Data?
answer: 2019
2018
2017
2016
question: What was the amount of restricted cash in 2019?
answer: 250,081
scale: thousand
question: What was the amount of Cash and cash equivalents in 2016?
answer: 185,243
scale: thousand
question: How many years did Restricted Cash exceed $200,000 thousand?
answer: 1
derivation: 2019
question: What was the change in Cash and cash equivalents between 2016 and 2017?
answer: 39371
derivation: 224,614-185,243
scale: thousand
question: What was the percentage change in total assets between 2018 and 2019?
answer: 18.45
derivation: (951,048-802,905)/802,905
scale: percent
Questions and answers about page 1 of the financial report gaslog-ltd_2019.pdf:

question: How does the Group limit its exposure to credit risk?
answer: To limit this risk, the Group currently deals primarily with financial institutions and customers with high credit ratings.
question: When did Shell acquire BG Group?
answer: February 15, 2016
question: What are the components subjected to credit risk?
answer: Cash and cash equivalents
Short-term investments
Trade and other receivables
Dividends receivable and other amounts due from related parties
Derivative financial instruments
question: Which year was the cash and cash equivalents higher?
answer: 2018
derivation: 342,594 > 263,747
question: What was the change in short-term investments from 2018 to 2019?
answer: -20500
derivation: 4,500 - 25,000 
scale: thousand
question: What was the percentage change in derivative financial instruments from 2018 to 2019?
answer: -73.66
derivation: (4,001 - 15,188)/15,188 
scale: percent
Questions and answers about page 1 of the financial report calamp-corp_2019.pdf:

question: How many shares were purchased in 2019?
answer: 640619
derivation: (524,577+116,042)
question: How many shares did the company purchase in December 2018?
answer: 75,000
question: What was the approximate dollar value of shares that may be purchased under the plans or program in December 2018?
answer: $19,028,173
question: What is the percentage increase in total number of shares purchased between December 2018 and January 2019?
answer: 599.44
derivation: [(524,577-75,000)/75,000]
scale: percent
question: What is the percentage change in Total number of shares purchased between January 2019 and February 2019?
answer: -77.88
derivation: (116,042-524,577)/524,577
scale: percent
question: How many shares did the company purchase in February 2019?
answer: 116,042
Questions and answers about page 1 of the financial report csg-systems-international-inc_2019.pdf:

question: What is the company's total cash, cash equivalents and short-term investments in 2019?
answer: $182.7
scale: million
question: What is the company's total cash, cash equivalents and short-term investments in 2018?
answer: $162.9
scale: million
question: What did the company do as part of its 2018 Credit Agreement?
answer: refinanced our 2015 Credit Agreement which extended the term of the loan to March 2023 as well as obtained a reduction in the interest rate and other fees
question: What is the company's total cash, cash equivalents and short-term investments in both 2018 and 2019?
answer: 345.6
derivation: $182.7 + $162.9 
question: What proportion of the company's cash, cash equivalents and short-term investments in 2019 are from the Asia Pacific region?
answer: 3.76
derivation: 6,871/182,657 
scale: percent
question: What is the total company's cash, cash equivalents, and short-term investment earned from the American region and the Europe, Middle East and Africa region in 2019?
answer: 175786
derivation: $50,477+$125,309 
scale: thousand
Questions and answers about page 1 of the financial report advanced-energy_2019.pdf:

question: What was service cost in 2019?
answer: $272
scale: thousand
question: What was interest cost in 2018?
answer: 802
scale: thousand
question: What was the Expected return on plan assets in 2017?
answer: (597)
scale: thousand
question: What was the change in the net periodic pension cost between 2018 and 2019?
answer: -177
derivation: $1,279-$1,456
scale: thousand
question: What was the change in Amortization of actuarial gains and losses between 2017 and 2018?
answer: -25
derivation: 478-503
scale: thousand
question: What was the percentage change in Interest cost between 2018 and 2019?
answer: 51
derivation: (1,211-802)/802
scale: percent
Questions and answers about page 1 of the financial report metro-ag_2019.pdf:

question: What was the amount of equity in FY2019?
answer: €2,735 million
question: What was the amount of liabilities in FY2019?
answer: €11,762 million
question: What are the main components in the consolidated financial statements measured in the table?
answer: Equity
Liabilities
Net debt
question: In which year was the amount of Equity larger for FY2018 adjusted figures and FY2019 figures?
answer: 2018
derivation: 3,074>2,735
question: What was the change in equity in FY2019 from FY2018 adjusted?
answer: -339
derivation: 2,735-3,074
scale: million
question: What was the percentage change in equity in FY2019 from FY2018 adjusted?
answer: -11.03
derivation: (2,735-3,074)/3,074
scale: percent
Questions and answers about page 1 of the financial report asm-international-nv_2019.pdf:

question: Which countries that the company operates in receive research and development grants and credits?
answer: Netherlands
Belgium
the United States
question: What are the years that information regarding Research and development is provided?
answer: 2018
2019
question: What is the  Research and development expenses for 2018?
answer: 125,280
question: Which year had the higher total research and development expense?
answer: 2019
derivation: For row 9, col3 to 4 find the larger number and the corresponding year in row 2
question: What is the change in total Research and development expenses?
answer: 22258
derivation: 110,846-88,588
question: What is the percentage change in total Research and development expenses?
answer: 25.13
derivation: (110,846-88,588)/88,588
scale: percent
Questions and answers about page 2 of the financial report cts-corporation_2019.pdf:

question: How does the company provide pension plans that cover salaries employees?
answer: provide pension benefits that are based on the employees´ years of service and compensation prior to retirement
question: What did the CTS Board of Directors authorize in February 2020?
answer: authorized and empowered management to explore termination of our U.S. based pension plans at management's discretion, subject to certain conditions
question: What was the accumulated benefit obligation in 2019?
answer: 4,766
scale: thousand
question: What was the change in the Projected benefit obligation at January 1 between 2018 and 2019?
answer: -539
derivation: 4,595-5,134
scale: thousand
question: How many years did the Interest cost exceed $150 thousand?
answer: 2
derivation: 2019##2018
question: What was the percentage change in company contributions between 2018 and 2019?
answer: -7.64
derivation: (145-157)/157
scale: percent
Questions and answers about page 1 of the financial report cisco-systems-inc_2019.pdf:

question: Which categories does the company report its product revenue?
answer: Infrastructure Platforms
Applications
Security
Other Products
question: What was the revenue from Security in 2019?
answer: 2,730
scale: million
question: What was the revenue from Other products in 2018?
answer: 999
scale: million
question: What was the change in revenue from security between 2017 and 2018?
answer: 200
derivation: 2,352-2,152
scale: million
question: How many years did revenue from infrastructure platforms exceed $30,000 million?
answer: 1
derivation: 2019
question: What was the percentage change in total revenue between 2017 and 2018?
answer: 2.81
derivation: (36,709-35,705)/35,705
scale: percent
Questions and answers about page 1 of the financial report lam-research-corporation_2019.pdf:

question: What is the cause of the increase in interest expense during the 12 months ended June 30, 2019?
answer: the issuance of $2.5 billion of Senior Notes in March 2019
question: What is total interest cost recognised in 2019?
answer: $110,161
scale: thousand
question: What is the contractual interest coupon in 2018?
answer: $77,091
scale: thousand
question: What is the percentage change in the Amortization of interest discount from 2018 to 2019?
answer: -67.8
derivation: (3,937-12,225)/12,225
scale: percent
question: What is the percentage change in the amortization of issuance costs from 2018 to 2019?
answer: -29.89
derivation: (1,426-2,034)/2,034
scale: percent
question: What is the percentage change in the total interest cost recognised from 2018 to 2019?
answer: 20.59
derivation: (110,161-91,353)/91,353
scale: percent
Questions and answers about page 1 of the financial report bce-inc_2019.pdf:

question: What is the weighted average fair value of the RSUs/PSUs granted in 2019?
answer: $58
question: Who are the RSUs/PSUs granted to?
answer: executives and other eligible employees
question: What conditions determine whether executives and other eligible employees are granted RSUs/PSUs?
answer: position
level of contribution
in certain cases, if performance objectives are met
question: In which year is the amount of dividends credited larger?
answer: 2019
derivation: 149,648>149,258
question: What is the change in the weighted average fair value of the RSUs/PSUs granted?
answer: 1
derivation: $58-$57
question: What is the average vested amount in 2018 and 2019?
answer: 892584.5
derivation: (904,266+880,903)/2
Questions and answers about page 1 of the financial report cts-corporation_2019.pdf:

question: Which years does the table provide information for Earnings before income taxes?
answer: 2019
2018
2017
question: What was the total earnings in 2019?
answer: 50,266
scale: thousand
question: What was the amount of earnings from Non-U.S. sources in 2017?
answer: 30,938
scale: thousand
question: Which years did earnings from Non-U.S. sources exceed $30,000 thousand?
answer: 2019
2017
derivation: (2019:35,163),(2017:30,938)
question: What was the change in the earnings from U.S. between 2017 and 2018?
answer: 21500
derivation: 30,815-9,315
scale: thousand
question: What was the percentage change in the total earnings between 2018 and 2019?
answer: -13.49
derivation: (50,266-58,103)/58,103
scale: percent
Questions and answers about page 1 of the financial report par-technology-corp_2019.pdf:

question: What was the revenue in 2019 and 2018 respectively?
answer: $187.2 million
$201.2 million
question: What was the revenue from Brink in 2019 and 2018 respectively?
answer: 41,689
25,189
scale: thousand
question: What was the core revenue in 2019 and 2018 respectively?
answer: $78,238
$102,877
scale: thousand
question: What is the average Core revenue for 2018 and 2019?
answer: 90557.5
derivation: (78,238 + 102,877) / 2
scale: thousand
question: In which year was Brink revenue less than 40,000 thousands?
answer: 2018
derivation: locate and analyze Brink in row 5
question: What percentage of total government revenue was from product sales in 2019?
answer: 1.36
derivation: 871 / 63,925
scale: percent
Questions and answers about page 1 of the financial report vmware-inc_2019.pdf:

question: What did the current amounts due to related parties include?
answer: an immaterial amount related to the Company’s current operating lease liabilities due to related parties as of January 31, 2020.
question: What was the current amount due from related parties in 2019?
answer: 1,248
scale: million
question: Which years does the table provide information for net Amounts due to and from related parties?
answer: 2020
2019
question: How many years did current amount due from related parties exceed $1,000 million?
answer: 2
derivation: 2020##2019
question: What was the change in current amount due to related parties between 2019 and 2020?
answer: 3
derivation: 161-158
scale: million
question: What was the percentage change in the net current amount due from related parities between 2019 and 2020?
answer: 33.67
derivation: (1,457-1,090)/1,090
scale: percent
Questions and answers about page 1 of the financial report international-business-machines-corp_2019.pdf:

question: What percentage of total revenue was Research, development and engineering (RD&E) expenses?
answer: Research, development and engineering (RD&E) expense was 7.8 percent of revenue in 2019 and 6.8 percent of revenue in 2018.
question: What caused the increase in the RD&E expenses?
answer: RD&E expense increased 11.3 percent in 2019 versus 2018 primarily driven by: • Higher spending (11 points) including investment in the z15 and Red Hat spending in the second half of 2019 (8 points); and • Higher acquisition-related charges associated with the Red Hat transaction (1 point); partially offset by • The effects of currency (1 point).
question: What caused the Operating (non-GAAP) expense increase?
answer: Operating (non-GAAP) expense increased 10.4 percent year to year primarily driven by the same factors excluding the acquisition-related charges associated with the Red Hat transaction.
question: What was the increase / (decrease) in the Total consolidated research, development and engineering from 2018 to 2019?
answer: 610
derivation: 5,989 - 5,379
scale: million
question: What was the average Acquisition-related charges?
answer: -26.5
derivation: (-53 + 0) / 2
scale: million
question: What was the Operating (non-GAAP) research, development and engineering average?
answer: 5657.5
derivation: (5,936 + 5,379) / 2
scale: million
Questions and answers about page 1 of the financial report microchip-technology-inc_2019.pdf:

question: What was the net amount of Customer-related assets?
answer: 373.1
scale: million
question: What was the gross amount of Core and developed technology assets?
answer: 7,413.0
scale: million
question: What was the Accumulated Amortization of Other assets?
answer: (2.7)
scale: million
question: What was the difference between the gross amount of Distribution rights and Other assets?
answer: 7
derivation: 7.3-0.3
scale: million
question: What was the difference between the net amount of Customer-related assets and In-process research and development assets?
answer: 365.4
derivation: 373.1-7.7
scale: million
question: What was the net amount of Core and developed technology assets as a percentage of total intangible assets?
answer: 94.23
derivation: 6,300.1/6,685.6
scale: percent