FangyuLei/tatqa huggingface dataset:
Year-ended 31 March 2019
Year-ended 31 March 2018
Year-ended 31 March 2017
tCO2e
tCO2e
tCO2e
Scope 1
Combustion of natural gas and operation of owned vehicles
220.9
320.0
251.8
Scope 2
Electricity consumption in offices
4,487.2
4,457.3
4,681.9
Scope 3
Business travel (air and car)
3,260.9
5,117.4
4,510.9
Total
7,969.0
9,894.7
9,444.6
Intensity ratio
tCO2e per $M of billings
10.5
12.9
14.9
greenhouse gas emissions .
in line with the companies act 2006 sophos is required to measure and report on its greenhouse gas - “ ghg ” emissions disclosures .
these have been calculated for the year-ending 31 march 2019 in line with the group ’ s financial year .
the calculation of the disclosures has been performed in accordance with greenhouse gas protocol corporate standard and using the uk government ’ s conversion factor guidance for the year reported .
the group ’ s operations that primarily release ghg includes usage of electricity and gas of owned and leased offices business travel and usage of vehicles .
the group keeps its data capture process under review seeking to extend the availability of direct information wherever possible .
where direct information for certain sites is not available estimates have been developed that enable reporting for them .
these estimates are revised if new or improved data is obtained .
the group will continue to build its ghg reporting capabilities .
the group ’ s chosen intensity ratio is ‘ tonnes of co2 equivalent per million us dollars of billings ’ as it aligns with sophos ’ strategic growth ambitions .
creating an environmentally friendly hq .
the group commissioned a greening study of its global headquarters in abingdon oxfordshire .
the purpose of the study was to benchmark the current environmental health and wellbeing performance of the building against current best practice and against direct and indirect competitors .
the findings of the study showed that the building performance was consistent with intermediate good practice and the building management was consistent with standard good practice .
the study highlighted areas of future improvement .
the findings and recommendations of this report will be a key driver for developing best practice in environmental sustainability to match the growth aspirations and objectives of the company .
the group is endeavouring to achieve the standards in environmental performance health and wellbeing that is expected of a global technology organisation at the group ’ s headquarters .

Question: In which year was the total Greenhouse gas emissions the largest?
Answer: 2018
Year ended December 31,
Year ended December 31,
Year ended December 31,
2019
2018
2017
Net cash provided by operating activities
$64,846
$72,130
$41,165
Net cash used in investing activities
(296,780)
(83,448)
(26,387)
Net cash provided by financing activities
9,042
397,255
6,783
Effect of exchange rate changes
169
(800)
(724)
Net (decrease) increase in cash, cash equivalents, and restricted cash
$(222,723)
385,137
20,837
liquidity and capital resources .
as of december 31 2019 and 2018 we had cash and cash equivalents of $ 343 .
6 million and $ 566 .
3 million respectively .
we finance our operations primarily through sales to our customers and a majority of our customers are billed monthly .
for customers with annual or multi-year contracts and those who opt for annual invoicing we generally invoice only one annual period in advance and all invoicing occurs at the start of the respective subscription period .
revenue is deferred for such advanced billings .
we also finance our operations from proceeds from issuance of stock under our stock plans and proceeds from issuance of debt .
we believe that our operations and existing liquidity sources will satisfy our cash requirements for at least the next 12 months .
our future capital requirements will depend on many factors including revenue growth and costs incurred to support customer growth acquisitions and expansions sales and marketing research and development increased general and administrative expenses to support the anticipated growth in our operations and capital equipment required to support our growing headcount and in support of our co-location data center facilities .
our capital expenditures in future periods are expected to grow in line with our business .
we continually evaluate our capital needs and may decide to raise additional capital to fund the growth of our business to further strengthen our balance sheet or for general corporate purposes through public or private equity offerings or through additional debt financing .
we also may in the future make investments in or acquire businesses or technologies that could require us to seek additional equity or debt financing .
access to additional capital may not be available or on favorable terms .
the table below provides selected cash flow information for the periods indicated -in thousands .

Question: What is the percentage change in the net cash provided by operating activities between 2017 and 2018?
Answer: 75.22
Fiscal Year Ended
Fiscal Year Ended
Fiscal Year Ended
Fiscal Year Ended
Fiscal Year Ended
December 28, 2019
December 28, 2019
December 29, 2018
$ Change
% Change
(Dollars in thousands)
Research and development
$81,499
$74,976
$6,523
8.7 %
% of revenues
13.8 %
14.2 %
Fiscal Year Ended
December 29, 2018
December 30, 2017
$ Change
% Change
(Dollars in thousands)
Research and development
$74,976
$73,807
$1,169
1.6 %
% of revenues
14.2 %
13.5 %
research and development .
the increase in research and development expenses in fiscal 2019 compared to fiscal 2018 was primarily driven by an increase in employee compensation costs caused by increases in headcount annual compensation and benefit adjustments and employee performance-based compensation partially offset by a decrease in project material costs .

Question: What is the average Research and development for the Fiscal Year Ended December 29, 2018 to December 30, 2017?
Answer: 74391.5
Years ended August 31,
2019
2018 (1)
Change
(in thousands of dollars, except percentages and earnings per share)
$
$
%
Profit for the year from continuing operations
356,908
384,578
(7.2)
Profit for the year
432,288
360,197
20.0
Profit for the year from continuing operations attributable to owners of the Corporation
339,973
375,214
(9.4)
Profit for the year attributable to owners of the Corporation
415,353
350,833
18.4
Profit for the year from continuing operations attributable to non-controlling interest(2)
16,935
9,364
80.9
Basic earnings per share from continuing operations
6.89
7.61
(9.5)
Basic earnings per share
8.41
7.12
18.1
3 .
6 profit for the year .
-1 fiscal 2018 was restated to comply with ifrs 15 and to reflect a change in accounting policy as well as to reclassify results from cogeco peer 1 as discontinued operations .
for further details please consult the " accounting policies " and " discontinued operations " sections .
-2 the non-controlling interest represents a participation of 21 % in atlantic broadband ' s results by caisse de d é p ô t et placement du qu é bec - " cdpq " effective since the metrocast acquisition on january 4 2018 .
fiscal 2019 profit for the year from continuing operations and profit for the year from continuing operations attributable to owners of the corporation decreased by 7 .
2 % and 9 .
4 % respectively as a result of : • last year ' s $ 94 million income tax reduction following the united states tax reform ; and • the increase in depreciation and amortization mostly related to the impact of the metrocast acquisition ; partly offset by • higher adjusted ebitda mainly as a result of the impact of the metrocast acquisition ; • the decrease in financial expense ; and • the decrease in integration restructuring and acquisition costs .
fiscal 2019 profit for the year and profit for the year attributable to owners of the corporation increased by 20 .
0 % and 18 .
4 % respectively mainly due to a profit for the year from discontinued operations of $ 75 .
4 million resulting from the sale of cogeco peer 1 in the third quarter of fiscal 2019 compared to a loss for the year from discontinued operations of $ 24 .
4 million for the prior year in addition to the elements mentioned above .

Question: What was the increase / (decrease) in the Profit for the year from continuing operations from 2018 to 2019?
Answer: -27670
($ in millions)
($ in millions)
($ in millions)
($ in millions)
For the year ended December 31:
2018
2017
Yr.-to-Yr. Percent/ Margin Change
Systems
External Systems Hardware gross profit
$2,590
$2,893
(10.5)%
External Systems Hardware gross profit margin
40.7%
44.6%
(3.8)pts
External Operating Systems Software gross profit
$1,412
$1,469
(3.9)%
External Operating Systems Software gross profit margin
84.5%
86.4%
(1.9)pts.
External total gross profit
$4,002
$4,362
(8.2)%
External total gross profit margin
49.8%
53.2%
(3.4)pts.
Pre-tax income
$ 904
$1,128
(19.9)%
Pre-tax margin
10.2%
12.6%
(2.4)pts.
the systems gross profit margin decrease year to year was driven by the mix away from ibm z and margin declines in power systems and storage systems .
the pre-tax income decline was driven by the strong performance in ibm z in the prior year and the continued investment in innovation across the systems portfolio .

Question: What is the increase/ (decrease) in External Systems Hardware gross profit from 2017 to 2018
Answer: -303
Shares
Weighted-Average Grant-Date Fair Value
Nonvested at fiscal year end 2018
1,631,470
$  75.39
Granted
692,899
77.77
Vested
(689,040)
70.31
Forfeited
(232,910)
78.80
Nonvested at fiscal year end 2019
1,402,419
$  78.36
restricted share awards .
restricted share awards which are generally in the form of restricted share units are granted subject to certain restrictions .
conditions of vesting are determined at the time of grant .
all restrictions on an award will lapse upon death or disability of the employee .
if the employee satisfies retirement requirements a portion of the award may vest depending on the terms and conditions of the particular grant .
recipients of restricted share units have no voting rights but do receive dividend equivalents .
for grants that vest through passage of time the fair value of the award at the time of the grant is amortized to expense over the period of vesting .
the fair value of restricted share awards is determined based on the closing value of our shares on the grant date .
restricted share awards generally vest in increments over a period of four years as determined by the management development and compensation committee .
restricted share award activity was as follows : .
the weighted-average grant-date fair value of restricted share awards granted during fiscal 2019 2018 and 2017 was $ 77 .
77 $ 93 .
45 and $ 67 .
72 respectively .
the total fair value of restricted share awards that vested during fiscal 2019 2018 and 2017 was $ 48 million $ 50 million and $ 50 million respectively .
as of fiscal year end 2019 there was $ 64 million of unrecognized compensation expense related to nonvested restricted share awards which is expected to be recognized over a weighted-average period of 1 .
7 years .

Question: What were the components of restricted share award activity under Nonvested at fiscal year end 2018 in the table?
Answer: Granted Vested Forfeited
($ in millions)
At December 31, 2018:
Americas
EMEA
Asia Pacific
Total
Recorded investment:
Lease receivables
$ 3,827
$1,341
$1,152
$ 6,320
Loan receivables
6,817
3,675
2,489
12,981
Ending balance
$10,644
$5,016
$3,641
$19,301
Recorded investment, collectively evaluated for impairment
$10,498
$4,964
$3,590
$19,052
Recorded investment, individually evaluated for impairment
$   146
$   52
$   51
$   249
Allowance for credit losses
Beginning balance at January 1, 2018
Lease receivables
$    63
$    9
$   31
$   103
Loan receivables
108
52
51
211
Total
$   172
$   61
$   82
$   314
Write-offs
(10)
(2)
(23)
(35)
Recoveries
0
0
2
2
Provision
7
9
0
16
Other*
(11)
(3)
(4)
(19)
Ending balance at December 31, 2018
$   158
$   65
$   56
$   279
Lease receivables
$    53
$   22
$    24
$    99
Loan receivables
$   105
$   43
$    32
$   179
Related allowance, collectively evaluated for impairment
$    39
$   16
$    5
$     59
Related allowance, individually evaluated for impairment
$   119
$   49
$    51
$   219
write-offs of lease receivables and loan receivables were $ 15 million and $ 20 million respectively for the year ended december 31 2018 .
provisions for credit losses recorded for lease receivables and loan receivables were $ 14 million and $ 2 million respectively for the year ended december 31 2018 .
the average recorded investment of impaired leases and loans for americas emea and asia pacific was $ 138 million $ 55 million and $ 73 million respectively for the year ended december 31 2018 .
both interest income recognized and interest income recognized on a cash basis on impaired leases and loans were immaterial for the year ended december 31 2018 .

Question: What is the average Recorded investment of Lease receivables for Americas and EMEA for December 2018?
Answer: 2584
Fiscal Years
Fiscal Years
Fiscal Years
2019
2018
2017
Numerator:     
Loss from continuing operations
$(383,798)
$(133,762)
$(150,416)
Loss from discontinued operations
—
(6,215)
(19,077)
Net loss
(383,798)
(139,977)
(169,493)
Warrant liability gain
—
(27,646)
—
Net loss attributable to common stockholders
$(383,798)
$(167,623)
$(169,493)
Denominator:     
Weighted average common shares outstanding-basic
65,686
64,741
60,704
Dilutive effect of warrants
—
570
—
Weighted average common shares outstanding-diluted
65,686
65,311
60,704
Common stock earnings per share-basic:     
Continuing operations
$(5.84)
$(2.07)
$(2.48)
Discontinued operations
—
(0.10)
(0.31)
Net common stock earnings per share-basic
$(5.84)
$(2.16)
$(2.79)
Common stock earnings per share-diluted:
Continuing operations
$(5.84)
$(2.47)
$(2.48)
Discontinued operations
—
(0.10)
(0.31)
Net common stock earnings per share-diluted
$(5.84)
$(2.57)
$(2.79)
24 .
earnings per share .
the following table set forth the computation for basic and diluted net income -loss per share of common stock -in thousands except per share data : .
as of september 27 2019 we had warrants outstanding which were reported as a liability on the consolidated balance sheet .
during fiscal years 2019 and 2018 we recorded gains of $ 0 .
8 million and $ 27 .
6 million respectively associated with adjusting the fair value of the warrants in the consolidated statements of operations primarily as a result of declines in our stock price .
when calculating earnings per share we are required to adjust for the dilutive effect of outstanding common stock equivalents including adjustment to the numerator for the dilutive effect of contracts that must be settled in common stock .
during the fiscal year ended september 27 2019 we excluded the effects of the warrant gain and the 214303 of potential shares of common stock issuable upon exercise of warrants as the inclusion would be anti-dilutive .
during the fiscal year ended september 28 2018 we adjusted the numerator to exclude the warrant gain $ 27 .
6 million and we also adjusted the denominator for the dilutive effect of the incremental warrant shares of 569667 under the treasury stock method .
for the fiscal years 2018 the table above excludes the effects of 375940 shares of potential shares of common stock issuable upon exercise of stock options restricted stock and restricted stock units as the inclusion would be anti-dilutive .
the table excludes the effects of 386552 and 1877401 shares for fiscal years 2019 and 2017 respectively of potential shares of common stock issuable upon exercise of stock options restricted stock restricted stock units and warrants as the inclusion would be anti-dilutive .

Question: What was the average Net loss for 2017 to 2019?
Answer: 231089.33
Capped Call
Embedded exchange feature of Notes
Non-marketable investments
(U.S. $ in thousands)
Balance as of June 30, 2017
$—
$—
$—
Purchases
87,700
(177,907)
—
Gains (losses)
Recognized in other non-operating (expense) income, net
12,232
(24,646)
Balance as of June 30, 2018
99,932
(202,553)
—
Change in unrealized gains (losses) relating to assets and liabilities held as of June 30, 2018
Recognized in other non-operating income (expense), net
12,232
(24,646)
—
Balance as of June 30, 2018
$99,932
$(202,553)
$—
Purchases
—
—
23,000
Transfer out
—
—
(20,942)
Gains (losses)
Recognized in finance income
—
—
270
Recognized in other non-operating (expense) income, net
114,665
(648,573)
—
Recognized in other comprehensive income
—
—
672
Balance as of June 30, 2019
$214,597
$(851,126)
$3,000
Change in unrealized gains (losses) relating to assets and liabilities held as of June 30, 2019
Recognized in other non-operating income (expense), net
114,665
(648,573)
—
non-marketable investments .
non-marketable equity securities are measured at fair value using market data such as publicly available financing round valuations .
financial information of private companies may not be available and consequently we will estimate the fair value based on the best available information at the measurement date .
the following table presents the reconciliations of level 3 financial instrument fair values : .
there were transfers out from level 3 due to initial public offerings of the respective investees during fiscal year 2019 .
there were no transfers between levels during fiscal year 2018 .

Question: What is the change in the balance of capped call between fiscal year ended June 30, 2018 and 2019?
Answer: 114665
Useful Lives
December 27, 2019 
December 28, 2018
Land
Indefinite
$1,170
$1,170
Buildings
20 years
1,360
1,292
Machinery and equipment
5-10 years
21,718
17,837
Computers, data processing and other equipment
3-7 years
12,686
11,244
Software
3-7 years
29,305
22,779
Leasehold improvements
1-40 years
70,903
60,565
Furniture and fixtures
7 years
3,309
3,268
Vehicles
5-7 years
6,410
2,769
Other
7 years
95
95
Construction-in-process   
9,200
15,757
156,156
136,776
Less: accumulated depreciation and amortization   
(63,310)
(51,500)
Equipment, leasehold improvements and software, net
$92,846
$85,276
note 7 – equipment leasehold improvements and software .
equipment leasehold improvements and software as of december 27 2019 and december 28 2018 consisted of the following : .
construction-in-process at december 27 2019 related primarily to the implementation of the company ’ s enterprise resource planning - “ erp ” system and at december 28 2018 related primarily to the implementation of the company ’ s erp system and the buildout of the company ’ s headquarters in ridgefield ct .
the buildout of the company ’ s headquarters was completed during fiscal 2019 .
the rollout of its erp system will continue through fiscal 2020 .
the net book value of equipment financed under finance leases at december 27 2019 and december 28 2018 was $ 3905 and $ 388 respectively .
no interest expense was capitalized during the fiscal years ended december 27 2019 december 28 2018 and december 29 2017 .

Question: What is the average value of buildings for 2018 and 2019?
Answer: 1326
Useful life (in years)
December 31, 2019
December 31, 2018
Equipment
1-3
$22,702
$49,804
Software
1-3
726
4,088
Furniture and fixtures
1-3
459
967
Leasehold improvements
2-8
5,440
3,832
Construction in progress
--
160
Property and equipment, gross
29,327
58,581
Less: accumulated depreciation
(21,671)
(51,589)
Property and equipment, net
$7,656
$7,262
property and equipment net .
property and equipment net consisted of the following -in thousands : .
depreciation expense on property and equipment was $ 5 .
0 million $ 6 .
4 million and $ 7 .
1 million for the years ended december 31 2019 2018 and 2017 respectively .

Question: What is the total software value as at December 31, 2018 and 2019?
Answer: 4814
(in thousands of $)
2019
2018
2017
Management and administrative services revenue
5,904
6,167
5,711
Ship management fees income
1,210
1,400
824
Debt guarantee compensation (i)
693
861
775
Other (ii)
(2)
(247)
135
Total
7,805
8,181
7,445
b transactions with golar power and affiliates : .
net revenues : the transactions with golar power and its affiliates for the twelve months ended december 31 2019 2018 and 2017 consisted of the following : .
-i debt guarantee compensation - in connection with the closing of the golar power and stonepeak transaction golar power entered into agreements to compensate golar in relation to certain debt guarantees -as further described under the subheading " guarantees and other " relating to golar power and subsidiaries .
-ii balances due to golar power and affiliates - receivables and payables with golar power and its subsidiaries are comprised primarily of unpaid management fees advisory and administrative services .
in addition certain receivables and payables arise when we pay an invoice on behalf of a related party and vice versa .
receivables and payables are generally settled quarterly in arrears .
balances owing to or due from golar power and its subsidiaries are unsecured interest-free and intended to be settled in the ordinary course of business .
in december 2019 we loaned $ 7 .
0 million to golar power with interest of libor plus 5 .
0 % .
the loan was fully repaid including interest in december 2019 .

Question: In which years was the transactions recorded for?
Answer: 2019 2018 2017