hellotayssir/FinQA_TAT-QA_financial_finetuning_dataset huggingface dataset:
The Monte Carlo simulation assumptions used for the periods presented were as follows:
As of January 3, 2020, there was $12 million of unrecognized compensation cost, net of estimated forfeitures, which is expected to be recognized over a weighted average period of 1.7 years. The fair value of performance-based stock awards that vested in fiscal 2019, 2018 and 2017 was $9 million, $13 million, and $4 million, respectively.
Table:
 |  | Year Ended | 
 | January 3, 2020 | December 28, 2018 | December 29, 2017
Expected volatility | 22.02% | 25.37% | 27.19%
Risk free rate of return | 2.39% | 2.35% | 1.53%
Weighted average grant date stock price | $62.66 | $65.00 | $53.73


Question: What was the change in Weighted average grant date stock price from 2017 to 2018?
Answer: 11.27
Calculation: 65 - 53.73
4 Expenses
The Group has identified a number of significant expense items below that impacted financial performance for the year:
(a) Finance costs
Included in finance costs are costs related to unsecured notes on issue and interest expense on lease liabilities.
Refer to note 16 for details on unsecured notes on issue and note 12 for details on interest expense on lease liabilities for the year.
(b) Data centre rent paid to APDC
NEXTDC Limited acquired Asia Pacific Data Centre ("APDC") on 18 October 2018 (refer to note 26). Prior to acquisition, APDC was the landlord of three of NEXTDC’s data centre facilities: M1 Melbourne, S1 Sydney and P1 Perth. For the year ended 30 June 2018, NEXTDC paid rent and ancillary amounts to APDC totalling $13.8 million that was included in the Consolidated Statement of Comprehensive Income in Data centre facility costs. On early adoption of AASB 16 from 1 July 2018, this rent ceased to be a Data centre facility cost, and became a depreciation expense and finance cost, until 18 October 2018, when the three leases were derecognised on acquisition.
(c) APDC acquisition costs
A number of acquisition related costs were incurred as a result of the acquisition of APDC. Refer note 26 for further details.
Table:
 |  | 30 June 2019 | 30 June 2018
 | Note | $'000 | $'000
EXPENSE |  |  | 
Finance costs | 4(a) | (54,897) | (25,803)
Data centre rent paid to APDC (included in Data centre facility costs) | 4(b) | - | (13,785)
APDC transaction costs (included in Professional fees) | 4(c) | (5,459) | -
Landholder duty on acquisition of APDC properties (included in Office and administrative expenses) | 4(c) | (3,498) | -


Question: What were the significant expense items, that The Group identified, which had impacted the financial performance for the year?
Answer: Finance costs, Data centre rent paid to APDC, APDC transaction costs, Landholder duty on acquisition of APDC properties
Inventories
Inventories are stated at the lower of cost (first-in, first-out or weighted average cost) or net realizable value. Inventories are as follows (in thousands):
Table:
 | Fiscal year-end | 
 | 2019 | 2018
Purchased parts and assemblies | $134,298 | $137,566
Work-in-process | 174,550 | 186,240
Finished goods | 133,682 | 162,935
Total inventories | $442,530 | $486,741


Question: How are inventories stated?
Answer: stated at the lower of cost (first-in, first-out or weighted average cost) or net realizable value
General and Administrative
General and administrative expenses increased $71.5 million, or 66.5%, for the year ended December 31, 2019 compared to the same period in 2018, due to an increase of $28.7 million in employee-related costs ($12.2 million of which related to stock-based compensation and related payroll taxes), a $14.9 million increase in finance costs, which include an estimated net liability for non-recurring HST payable to the Government of Canada in the amount of $8.1 million related to 2019 and prior years, sales and use and other value added taxes, insurance, and bank fees, a $9.0 million increase in Shopify Payments losses driven by increased GMV processed through Shopify Payments, a $8.6 million increase in losses and insurance related to Shopify Capital driven by an expansion of our Capital offerings and programs, a $6.9 million increase in professional services fees for legal and tax services, including those related to our international expansion and the growth of our business, a $1.8 million increase in computer and software costs, and a $1.6 million increase in general bad debt expense. General and administrative expenses increased $71.5 million, or 66.5%, for the year ended December 31, 2019 compared to the same period in 2018, due to an increase of $28.7 million in employee-related costs ($12.2 million of which related to stock-based compensation and related payroll taxes), a $14.9 million increase in finance costs, which include an estimated net liability for non-recurring HST payable to the Government of Canada in the amount of $8.1 million related to 2019 and prior years, sales and use and other value added taxes, insurance, and bank fees, a $9.0 million increase in Shopify Payments losses driven by increased GMV processed through Shopify Payments, a $8.6 million increase in losses and insurance related to Shopify Capital driven by an expansion of our Capital offerings and programs, a $6.9 million increase in professional services fees for legal and tax services, including those related to our international expansion and the growth of our business, a $1.8 million increase in computer and software costs, and a $1.6 million increase in general bad debt expense.
General and administrative expenses increased $39.7 million, or 58.7%, for the year ended December 31, 2018 compared to the same period in 2017, due to an increase of $30.3 million in employee-related costs, a $4.5 million increase in professional services fees for legal and tax services, a $4.0 million increase in finance costs, which includes insurance, sales and use and other value added taxes, and a $1.7 million increase in computer and software costs.
Table:
 | Years ended December 31, |  |  | 2019 vs 2018 | 2018 vs 2017
 | 2019 | 2018 | 2017 | % Change | % Change
 | (in thousands, except percentages) |  |  |  | 
General and administrative | $ 178,934 | $ 107,444 | $ 67,719 | 66.5 % | 58.7 %
Percentage of total revenues | 11.3 % | 10.0 % | 10.1 % |  | 


Question: What is the average general and administrative expenses for 2018 and 2019?
Answer: 143189
Calculation: (178,934+107,444)/2
(7) Property and Equipment
Property and equipment consist of the following (in millions):
On December 31, 2019, we entered into finance lease agreements for certain computer equipment. The leased equipment was valued at $13.7 million, net of prepaid maintenance and $0.3 million of imputed interest, and is included in Property and equipment, net on the Consolidated Balance Sheets. Refer to Note 12 — Long-Term Debt for additional information related to our finance leases.
Table:
 | December 31, | 
 | 2019 | 2018
Land | $11.9 | $11.9
Buildings and improvements | 81.2 | 71.1
Leasehold improvements | 7.1 | 6.7
Computer equipment | 234.1 | 208.9
Furniture, fixtures and other equipment | 11.2 | 11.0
Property and equipment | 345.5 | 309.6
Accumulated depreciation and amortization | (168.6) | (132.5)
Property and equipment, net | $176.9 | $177.1


Question: What was the change in leasehold improvements between 2018 and 2019?
Answer: 0.4
Calculation: 7.1-6.7
Geographic Revenue
In addition to the revenue presentation by reportable segment, we also measure revenue performance on a geographic basis.
Total revenue of $77,147 million in 2019 decreased 3.1 percent year to year as reported (1 percent adjusted for currency), but increased 0.2 percent excluding divested businesses and adjusted for currency.
Americas revenue decreased 1.9 percent as reported (1 percent adjusted for currency), but grew 1 percent excluding divested businesses and adjusted for currency. Within North America, the U.S. decreased 2.4 percent and Canada increased 4.0 percent as reported (6 percent adjusted for currency). Latin America declined as reported but grew adjusted for currency. Within Latin America, Brazil declined 4.8 percent as reported, but was flat adjusted for currency.
EMEA revenue decreased 4.1 percent as reported, but was essentially flat adjusted for currency and increased 1 percent excluding divested businesses and adjusted for currency. As reported, the U.K., France and Italy decreased 2.9 percent, 4.1 percent and 1.3 percent, respectively, but grew 1 percent, 1 percent and 4 percent, respectively, adjusted for currency. Germany decreased 7.9 percent as reported and 3 percent adjusted for currency. The Middle East and Africa region decreased 3.5 percent as reported and 2 percent adjusted for currency.
Asia Pacific revenue decreased 4.0 percent as reported (3 percent adjusted for currency) and 2 percent excluding divested businesses and adjusted for currency. Japan increased 2.3 percent as reported and 1 percent adjusted for currency.
Australia decreased 17.3 percent as reported and 11 percent adjusted for currency. China decreased 13.4 percent as reported and 11 percent adjusted for currency and India decreased 8.1 percent as reported and 5 percent adjusted for currency.
Table:
($ in millions) |  |  |  |  | 
For the year ended December 31: | 2019 | 2018 | Yr.-to-Yr. Percent Change | Yr.-to-Yr. Percent Change Adjusted for Currency | Yr.-to-Yr. Percent Change Excluding Divested Businesses And Adjusted for Currency
Total revenue | $77,147 | $79,591 | (3.1)% | (1.0)% | 0.2%
Americas | $36,274 | $36,994 | (1.9)% | (1.1)% | 0.8%
Europe/Middle East/Africa | 24,443 | 25,491 | (4.1) | 0.4 | 1.3
Asia Pacific | 16,430 | 17,106 | (4.0) | (3.0) | (2.5)


Question: What was the movement in total revenue in 2019?
Answer: Total revenue of $77,147 million in 2019 decreased 3.1 percent year to year as reported (1 percent adjusted for currency), but increased 0.2 percent excluding divested businesses and adjusted for currency.
ADVANCED ENERGY INDUSTRIES, INC. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS – (continued) (in thousands, except per share amounts)
NOTE 10. INVENTORIES
Our inventories are valued at the lower of cost or net realizable value and computed on a first-in, first-out (FIFO) basis. Components of inventories are as follows:
Table:
 | December 31, | 
 | 2019 | 2018
Parts and raw materials | $134,816 | $76,647
Work in process | 10,269 | 6,644
Finished goods | 84,934 | 14,696
Total | $230,019 | $97,987


Question: What was the change in inventories of finished goods between 2018 and 2019?
Answer: 70238
Calculation: 84,934-14,696
the fair value measurements of the borrowings under our credit agreement and receivables facility are classified as level 2 within the fair value hierarchy since they are determined based upon significant inputs observable in the market , including interest rates on recent financing transactions with similar terms and maturities . we estimated the fair value by calculating the upfront cash payment a market participant would require at december 31 , 2016 to assume these obligations . the fair value of our notes is classified as level 1 within the fair value hierarchy since it is determined based upon observable market inputs including quoted market prices in an active market . the fair value of our euro notes is determined based upon observable market inputs including quoted market prices in a market that is not active , and therefore is classified as level 2 within the fair value hierarchy . note 12 . commitments and contingencies operating leases we are obligated under noncancelable operating leases for corporate office space , warehouse and distribution facilities , trucks and certain equipment . the future minimum lease commitments under these leases at december 31 , 2016 are as follows ( in thousands ) : years ending december 31: .

Table:
2017 | $ 200450
2018 | 168926
2019 | 136462
2020 | 110063
2021 | 82494
thereafter | 486199
future minimum lease payments | $ 1184594
rental expense for operating leases was approximately $ 211.5 million , $ 168.4 million and $ 148.5 million during the years ended december 31 , 2016 , 2015 and 2014 , respectively .
we guarantee the residual values of the majority of our truck and equipment operating leases .
the residual values decline over the lease terms to a defined percentage of original cost .
in the event the lessor does not realize the residual value when a piece of equipment is sold , we would be responsible for a portion of the shortfall .
similarly , if the lessor realizes more than the residual value when a piece of equipment is sold , we would be paid the amount realized over the residual value .
had we terminated all of our operating leases subject to these guarantees at december 31 , 2016 , our portion of the guaranteed residual value would have totaled approximately $ 59.0 million .
we have not recorded a liability for the guaranteed residual value of equipment under operating leases as the recovery on disposition of the equipment under the leases is expected to approximate the guaranteed residual value .
litigation and related contingencies we have certain contingencies resulting from litigation , claims and other commitments and are subject to a variety of environmental and pollution control laws and regulations incident to the ordinary course of business .
we currently expect that the resolution of such contingencies will not materially affect our financial position , results of operations or cash flows. .

Question: what was the cumulative rental expense from 2014 to 2016 in millions
Answer: 528.4
Calculation: add(211.5, 168.4), add(148.5, #0)
Note 8 Property and Equipment, net
The following table details our property and equipment, net.
(1) Upon adoption of ASU 2016-02, $28.3 million of assets that were included in property and equipment, net as of December 31, 2018 are now included in other non-current assets on our Consolidated Balance Sheets as of December 31, 2019. These assets were related to capital leases, primarily for warehouse, office and small manufacturing facilities, IT equipment and automobiles, which are now ROU assets. Refer to Note 4, “Leases,” of the Notes to Consolidated Financial Statements for additional information on our ROU assets.
Table:
December 31, |  | 
(In millions) | 2019 | 2018(1)
Land and improvements | $ 50.7 | $ 41.2
Buildings | 747.0 | 728.6
Machinery and equipment | 2,453.2 | 2,325.7
Other property and equipment | 141.3 | 135.6
Construction-in-progress | 127.9 | 155.1
Property and equipment, gross | 3,520.1 | 3,386.2
Accumulated depreciation and amortization | (2,378.2) | (2,350.0)
Property and equipment, net | $ 1,141.9 | $ 1,036.2


Question: What is the Accumulated depreciation and amortization for year 2019?
Answer: 2,378.2
Loss per share
Basic loss per share are computed based on the weighted average number of common shares outstanding during the period. Diluted earnings/loss per share reflect the dilutive impact of outstanding stock options and restricted stock awards. Included in the weighted average shares outstanding is the share consideration in connection with the Restaurant Magic Acquisition (See Note 2 - Acquisitions) in the amount of 908,192 for the period after the close of the transaction. The shares were issued in January 2020, however, no contingencies existed as of the date of the acquisition.
The following is a reconciliation of the weighted average shares outstanding for the basic and diluted loss per share computations (in thousands, except share and per share data):
At December 31, 2019 and 2018 there were 383,000 and 750,000 incremental shares, respectively, from the assumed exercise of stock options that were excluded from the computation of diluted earnings per share because of the anti-dilutive effect on earnings per share. There were 308,000 restricted stock awards excluded from the computation of diluted earnings per share for the fiscal year ended 2019 and 113,000 for the fiscal year ended 2018.
Table:
 | 2019 | 2018
Net Loss | $(15,571) | $(24,122)
Basic: |  | 
Weighted average shares outstanding at beginning of year | 16,041 | 15,949
Weighted average shares issued during the year, net | 182 | 92
Weighted average common shares, basic | 16,223 | 16,041
Loss from per common share, basic | $(0.96) | $(1.50)
Diluted: |  | 
Weighted average common shares, basic | 16,223 | 16,041
Dilutive impact of stock options and restricted stock awards | — | —
Weighted average common shares, diluted | 16,223 | 16,041
Loss per common share, diluted | $ (0.96) | $ (1.50)


Question: How much was the restricted stock awards excluded from the computation of diluted earnings per share for the fiscal year ended 2019?
Answer: 308,000
5. Remuneration continued
Remuneration at a glance 2019
How we performed
The above figures exclude the acquisition of Thermocoax.
Table:
Remuneration key performance indicator | 2019 actual | 2019 threshold | 2019 target | 2019 maximum | Remuneration measure
Group operating profit (£m) | 277.3 | 256.7 | 270.3 | 283.8 | Annual Incentive Plan
Group cash generation (£m) | 296.4 | 270.7 | 285.0 | 299.2 | Annual Incentive Plan
Group ROCE (%) | 54.5 | 50.1 | 52.7 | 55.3 | Annual Incentive Plan
2017-2019 EPS (%) | 57.5 | 27.6 | N/A | 52.3 | Performance Share Plan
2017-2019 relative TSR (percentile TSR) | 94th | 50th | N/A | 75th | Performance Share Plan


Question: How many remuneration key performance indicators used Annual Incentive Plan as the remuneration measure?
Answer: 3
Calculation: Group operating profit##Group cash generation##Group ROCE
The reconciliation from non-current segment assets to non-current group assets is shown in the following table: non-current assets according to segment reporting only include the values of continuing operations in the previous year. Therefore, the non-current assets of METRO China must be taken into account in the previous year and are therefore part of the reconciliation:
1 Adjustment of previous year according to explanation in notes.
Table:
€ million | 30/9/2018 | 30/9/2019
Non-current segment assets | 6,348 | 6,268
plus non-current segment assets METRO China | 560 | 0
Financial assets | 88 | 97
Investments accounted for using the equity method | 178 | 179
Deferred tax assets | 329 | 191
Other | 1 | 1
Non-current group assets | 7,503 | 6,736


Question: What are the broad categories of non-current assets in the table?
Answer: Non-current segment assets, Non-current group assets
The following table sets forth the aggregate fees by categories specified below in connection with certain professional services rendered by Ernst & Young, our principal external auditors, for the years indicated.
(1) Audit fees consist of fees associated with the annual audit, review of our quarterly financial statements, statutory audits and internal control review. They also include fees billed for those services that are normally provided by the independent accountants in connection with statutory and regulatory filings.
(2) Audit-related fees consist of fees billed for assurance and services related to the performance of the audit or review of our financial statements but not described in footnote (1) above. These services include certification of our Singapore Branch to Singapore authorities and application for corporation registration.
(3) Tax fees include fees billed for professional services rendered by Ernst & Young, primarily in connection with our tax compliance activities.
All audit and non-audit services performed by Ernst & Young were pre-approved by our audit committee. In certain circumstances, the audit committee delegates to one designated member to pre-approve such audit and non-audit services. Pre-approval by a designated member should be reported to the audit committee at its upcoming meeting.
Table:
 |  | Years ended December 31, | 
 | 2018 | 2019 | 
 | NT$ | NT$ | US$
 |  | (in thousands) | 
Audit Fees (1) | 52,794 | 62,040 | 2,074
Audit-related Fees (2) | 1,283 | 1,095 | 37
Tax Fees (3) | 4,304 | 3,943 | 132
Total | 58,381 | 67,078 | 2,243


Question: What is the increase / (decrease) in Audit Fees in NT$ from 2018 to 2019?
Answer: 9246
Calculation: 62,040 - 52,794
AMERICAN TOWER CORPORATION AND SUBSIDIARIES NOTES TO CONSOLIDATED FINANCIAL STATEMENTS (Tabular amounts in millions, unless otherwise disclosed)
Cash and Cash Equivalents—Cash and cash equivalents include cash on hand, demand deposits and short-term investments with original maturities of three months or less. The Company maintains its deposits at high-quality financial institutions and monitors the credit ratings of those institutions.
Restricted Cash—Restricted cash includes cash pledged as collateral to secure obligations and all cash whose use is otherwise limited by contractual provisions.
The reconciliation of cash and cash equivalents and restricted cash reported within the applicable balance sheet that sum to the total of the same such amounts shown in the statements of cash flows is as follows:
Table:
 |  | Year Ended December 31, | 
 | 2019 | 2018 | 2017
Cash and cash equivalents | $1,501.2 | $1,208.7 | $802.1
Restricted cash | 76.8 | 96.2 | 152.8
Total cash, cash equivalents and restricted cash | $1,578.0 | $1,304.9 | $954.9


Question: What was the change in Cash and cash equivalents between 2017 and 2018?
Answer: 406.6
Calculation: $1,208.7-$802.1
Presentation of Derivative Gains (Losses) from Economic Hedges of Forecasted Cash Flows in Segment Results
Derivatives used to manage commodity price risk and foreign currency risk are not designated for hedge accounting treatment. We believe these derivatives provide economic hedges of certain forecasted transactions. As such, these derivatives are generally recognized at fair market value with realized and unrealized gains and losses recognized in general corporate expenses. The gains and losses are subsequently recognized in the operating results of the reporting segments in the period in which the underlying transaction being economically hedged is included in earnings. In the event that management determines a particular derivative entered into as an economic hedge of a forecasted commodity purchase has ceased to function as an economic hedge, we cease recognizing further gains and losses on such derivatives in corporate expense and begin recognizing such gains and losses within segment operating results, immediately.
The following table presents the net derivative gains (losses) from economic hedges of forecasted commodity consumption and the foreign currency risk of certain forecasted transactions associated with continuing operations, under this methodology:
As of May 26, 2019, the cumulative amount of net derivative gains from economic hedges that had been recognized in general corporate expenses and not yet allocated to reporting segments was $1.4 million. This amount reflected net gains of $1.0 million incurred during the fiscal year ended May 26, 2019, as well as net gains of $0.4 million incurred prior to fiscal 2019. Based on our forecasts of the timing of recognition of the underlying hedged items, we expect to reclassify to segment operating results gains of $0.9 million in fiscal 2020 and $0.5 million in fiscal 2021 and thereafter.
Table:
 |  | Fiscal Years Ended | 
($ in millions) | May 26, 2019 | May 27, 2018 | May 28, 2017
Net derivative gains (losses) incurred | $(3.6) | $(0.9) | $0.6
Less: Net derivative gains (losses) allocated to reporting segments | (1.8) | (7.1) | 5.7
Net derivative gains (losses) recognized in general corporate expenses | $(1.8) | $6.2 | $(5.1)
Net derivative gains (losses) allocated to Grocery & Snacks | $(2.1) | $0.2 | $3.4
Net derivative gains (losses) allocated to Refrigerated & Frozen | (1.1) | (0.3) | 0.8
Net derivative gains (losses) allocated to International Foods . | 2.8 | (6.9) | 1.6
Net derivative losses allocated to Foodservice . | (0.6) | (0.1) | —
Net derivative losses allocated to Pinnacle Foods | (0.8) | — | —
Net derivative losses allocated to Commercial . | — | — | (0.1)
Net derivative gains (losses) included in segment operating profit . | $(1.8) | $(7.1) | $5.7


Question: What is the cumulative amount of net derivative gains from economic hedges that had been recognized in general corporate expenses but not yet allocated to reporting segments?
Answer: $1.4 million