FangyuLei/tatqa huggingface dataset:
Year Ended December 31,
Year Ended December 31,
% Change
2019 vs. 2018
2019
2018
2019 vs. 2018
Cost of revenue(1):
Cost of SaaS and license revenue
$50,066
$44,933
11%
Cost of hardware and other revenue
133,533
100,782
32%
Total cost of revenue
$183,599
$145,715
26%
% of total revenue
37%
35%
comparison of years ended december 31 2019 to december 31 2018 .
the following tables in this section set forth our selected consolidated statements of operations -in thousands data for the percentage change and data as a percentage of revenue for the years ended december 31 2019 and 2018 .
certain previously reported amounts in the consolidated statements of operations for the year ended december 31 2018 have been reclassified to conform to our current presentation to reflect interest income as a separate line item which was previously included in other income net .
cost of revenue .
-1 excludes amortization and depreciation shown in operating expenses .
the $ 37 .
9 million increase in cost of revenue in 2019 as compared to 2018 was the result of a $ 32 .
8 million or 32 % increase in cost of hardware and other revenue and a $ 5 .
1 million or 11 % increase in cost of saas and license revenue .
our cost of software license revenue included within cost of saas and license revenue decreased $ 0 .
4 million to $ 1 .
3 million during 2019 as compared to $ 1 .
7 million during 2018 .
the increase in cost of alarm .
com segment hardware and other revenue related primarily to an increase in the number of hardware units shipped in 2019 as compared to 2018 .
the increase in cost of corresponding increase in amounts paid to wireless network providers .
cost of hardware and other revenue as a percentage of hardware and other revenue was 81 % and 78 % for the years ended december 31 2019 and 2018 respectively .
cost of saas and license revenue as a percentage of saas and license revenue was 15 % for each of the years ended december 31 2019 and 2018 .
cost of software license revenue as a percentage of software license revenue was 3 % and 4 % for the years ended december 31 2019 and 2018 respectively .
the increase in cost of hardware and other revenue as a percentage of hardware and other revenue in 2019 as compared to 2018 is a reflection of the mix of product sales during the periods .

Question: What was the change in total cost of revenue as a percentage of total revenue between 2018 and 2019?
Answer: 2
Fiscal Year Ending December 31, 2018
Fiscal Year Ending December 31, 2018
Quarter Ended
High $
Low $
March 31, 2018  
4.98
3.36
June 30, 2018  
11.00
4.29
September 30, 2018  
18.39
9.32
December 31, 2018  
18.00
8.92
market information .
our common stock is traded under the symbol “ oprx ” on the nasdaq capital market .
only a limited market exists for our securities .
there is no assurance that a regular trading market will develop or if developed that it will be sustained .
therefore a shareholder may be unable to resell his securities in our company .
the following tables set forth the range of high and low bid information for our common stock for the each of the periods indicated .
these quotations reflect inter-dealer prices without retail mark-up mark-down or commission and may not necessarily represent actual transactions .
on march 24 2020 the last sales price per share of our common stock was $ 7 .
93 .

Question: What is the Company’s trading symbol? 
Answer: OPRX
Fiscal Year Ended August 31,
Fiscal Year Ended August 31,
Fiscal Year Ended August 31,
2019(3)
2018
2017
Trade accounts receivable sold
$4,057
$8,386
$8,878
Cash proceeds received(1)
$4,031
$7,838
$8,300
Pre-tax losses on sale of receivables(2)
$26
$15
$9
Deferred purchase price receivables as of August 31
$—
$533
$569
in connection with the asset-backed securitization programs the company recognized the following -in millions : .
-1 the amounts primarily represent proceeds from collections reinvested in revolving-period transfers .
-2 recorded to other expense within the consolidated statements of operations .
-3 excludes $ 650 .
3 million of trade accounts receivable sold $ 488 .
1 million of cash and $ 13 .
9 million of net cash received prior to the amendment of the foreign asset-backed securitization program and under the previous north american asset-backed securitization program .
the asset-backed securitization programs require compliance with several covenants .
the north american asset-backed securitization program covenants include compliance with the interest ratio and debt to ebitda ratio of the five-year unsecured credit facility amended as of november 8 2017 - “ the 2017 credit facility ” .
the foreign asset-backed securitization program covenants include limitations on certain corporate actions such as mergers and consolidations .
as of august 31 2019 and 2018 the company was in compliance with all covenants under the asset-backed securitization programs .

Question: Which years does the table provide data for trade accounts receivable sold?
Answer: 2019 2018 2017
(Amounts in thousands, except per share data and percentages)
2019
2018
2017
Bookings
$1,002,320
$2,779,782
$1,234,013
Backlog
$3,400,952
$4,064,451
$2,536,499
Sales
$1,496,475
$1,202,898
$1,107,709
Sales growth %
24%
9%
Research & development
$50,132
$52,398
$52,652
Operating income
$86,237
$24,382
$2,628
Net income (loss) per share, continuing operations attributable to Cubic
$1.67
$0.29
$(0.95)
Adjusted EBITDA (1)
$146,594
$104,561
$87,470
Adjusted EBITDA growth %
40%
20%
Adjusted earnings per share (1)
$3.13
$2.19
$1.62
Adjusted earnings per share growth %
43%
35%
Cash dividend per share
$0.27
$0.27
$0.27
Long-term debt, inclusive of current portion
$199,824
$199,793
$199,761
financial and operating highlights .
continuing operations .
-1 see reconciliation of gaap to non-gaap financial measures tables in management ’ s discussion and analysis of financial condition and results of operations in the form 10-k .

Question: What is the change in the adjusted EBITDA growth % from 2018 to 2019?
Answer: 20
December 31,
December 31,
2019
2018
Building and improvements
$1,273
$1,273
Scientific equipment
597
598
Computer hardware and software
106
107
Machinery and equipment
274
275
Land and improvements
162
162
Other personal property
70
70
Office equipment
27
27
2,509
2,512
Less: accumulated depreciation
(1,969)
(1,906)
Total property, plant and equipment, net
$ 540
$ 606
note 5 – property plant and equipment .
property plant and equipment is summarized as follows -in thousands : .
we do not have leasehold improvements nor do we have capitalized leases .
costs of betterments are capitalized while maintenance costs and repair costs are charged to operations as incurred .
when a depreciable asset is retired from service the cost and accumulated depreciation will be removed from the respective accounts .
depreciation expense was $ 66 thousand and $ 73 thousand for each of the years ended december 31 2019 and 2018 respectively .

Question: How much of scientific equipment is being decapitalized from 2018 to 2019? 
Answer: 1
As of December 31,
As of December 31,
2019
2018
(Dollars in millions)
(Dollars in millions)
Trade and purchased receivables
$1,971
2,094
Earned and unbilled receivables
374
425
Other
20
21
Total accounts receivable
2,365
2,540
Less: allowance for doubtful accounts
(106)
(142)
Accounts receivable, less allowance
$2,259
2,398
-8 accounts receivable .
the following table presents details of our accounts receivable balances : .
we are exposed to concentrations of credit risk from residential and business customers .
we generally do not require collateral to secure our receivable balances .
we have agreements with other communications service providers whereby we agree to bill and collect on their behalf for services rendered by those providers to our customers within our local service area .
we purchase accounts receivable from other communications service providers primarily on a recourse basis and include these amounts in our accounts receivable balance .
we have not experienced any significant loss associated with these purchased receivables .

Question: How is the purchase of accounts receivable from other communications service providers done?
Answer: primarily on a recourse basis
December 31,
December 31,
2018
2019
Financial assets:
Cash and cash equivalents
285,907
497,874
Accounts receivable
173,450
199,535
Financial liabilities:
Accounts payable
80,640
119,712
note 17 .
financial instruments and financial risk management .
financial instruments .
financial instruments include : .
the carrying amounts of cash and cash equivalents accounts receivable and accounts payable equal their fair values because of the short-term nature of these instruments .

Question: What is the financial equity in 2018?
Answer: 378717
(In thousands)
2019
2018
2017
Balance at April 1
$687
$988
$1,617
Reductions:
Relating to positions taken during prior year
—
(300)
(604)
Relating to lapse in statute
(107)
(1)
(25)
Balance at March 31
$580
$687
$988
we recorded a liability for unrecognized tax positions .
the aggregate changes in the balance of our gross unrecognized tax benefits were as follows for the years ended march 31 : .
as of march 31 2019 we had a liability of $ 0 .
6 million related to uncertain tax positions the recognition of which would affect our effective income tax rate .
although the timing and outcome of tax settlements are uncertain it is reasonably possible that during the next 12 months an immaterial reduction in unrecognized tax benefits may occur as a result of the expiration of various statutes of limitations .
we are routinely audited and the outcome of tax examinations could also result in a reduction in unrecognized tax benefits .
other changes could occur in the amount of gross unrecognized tax benefits during the next 12 months which cannot be estimated at this time .
we recognize interest accrued on any unrecognized tax benefits as a component of income tax expense .
penalties are recognized as a component of general and administrative expenses .
we recognized interest and penalty expense of less than $ 0 .
1 million for the years ended march 31 2019 2018 and 2017 .
as of march 31 2019 and 2018 we had approximately $ 0 .
5 million and $ 0 .
8 million of interest and penalties accrued .
in the u .
s .
we file consolidated federal and state income tax returns where statutes of limitations generally range from three to five years .
although we have resolved examinations with the irs through tax year ended march 31 2010 u .
s .
federal tax years are open from 2006 forward due to attribute carryforwards .
the statute of limitations is open from fiscal year 2012 forward in certain state jurisdictions .
we also file income tax returns in international jurisdictions where statutes of limitations generally range from three to seven years .
years beginning after 2008 are open for examination by certain foreign taxing authorities .

Question: What was the average relating to lapse in statute for 2017-2019?
Answer: -44.33
Years Ended
Years Ended
Years Ended
2019 vs. 2018
2019 vs. 2018
July 27, 2019
July 28, 2018
July 29, 2017
Variance in Dollars
Variance in Percent
Product revenue:
Americas
$22,754
$21,088
$20,487
$1,666
8%
Percentage of product revenue
58.3%
57.5%
57.4%
EMEA
10,246
9,671
9,369
575
6%
Percentage of product revenue
26.3%
26.3%
26.2%
APJC
6,005
5,950
5,849
55
1%
Percentage of product revenue
15.4%
16.2%
16.4%
Total
$39,005
$36,709
$35,705
$2,296
6%
product revenue by segment .
the following table presents the breakdown of product revenue by segment -in millions except percentages : .
amounts may not sum and percentages may not recalculate due to rounding .
americas product revenue in the americas segment increased by 8 % driven by growth in the enterprise public sector and commercial markets .
these increases were partially offset by a product revenue decline in the service provider market .
from a country perspective product revenue increased by 9 % in the united states 26 % in mexico and 6 % in canada partially offset by a product revenue decrease of 1 % in brazil .
emea the increase in product revenue in the emea segment of 6 % was driven by growth in the public sector and enterprise markets partially offset by a decline in the service provider market .
product revenue in the commercial market was flat .
product revenue from emerging countries within emea increased by 9 % and product revenue for the remainder of the emea segment increased by 5 % .
apjc product revenue in the apjc segment increased by 1 % driven by growth in the public sector and enterprise markets partially offset by declines in the service provider and commercial markets .
from a country perspective product revenue increased by 9 % in japan and 5 % in india partially offset by a product revenue decrease of 16 % in china .

Question: What was the change in the product revenue from APJC between 2017 and 2018?
Answer: 101
2018/19
2017/18
Weighted average exercise price
Weighted average exercise price
Options
(p)
Options
(p)
Outstanding at the beginning of the period
17,835,628
33
20,231,334
35
Exercised during the period
(4,306,470)
32
(3,536,539)
34
Granted during the period
5,022,240
30
4,988,669
33
Forfeited/lapsed during the period
(2,447,511)
33
(3,847,836)
44
Outstanding at the end of the period
16,103,887
32
17,835,628
33
Exercisable at the end of the period
2,673,154
32
792,451
35
during the period 5 .
0 million -2017 / 18 : 5 .
0 million options were granted under the sharesave plan with a weighted average exercise price at the date of exercise of 30 pence per ordinary share -2017 / 18 : 33 pence .
the options outstanding at 30 march 2019 had a weighted average exercise price of 32 pence -2017 / 18 : 33 pence and a weighted average remaining contractual life of 1 .
6 years -2017 / 18 : 1 .
6 years .
in 2018 / 19 the group recognised an expense of £ 2 .
1m -2017 / 18 : £ 2 .
8m related to all equity-settled share-based payment transactions .
premier foods plc sharesave plan .

Question: What was the weighted average exercise price of outstanding options at 30 March 2019?
Answer: 32 pence
€ million
2017/2018
2018/2019
Expenses from logistics services
272
254
Losses from the disposal of fixed assets
4
6
Impairment losses on goodwill
0
3
Miscellaneous
17
17
293
279
5 .
other operating expenses .
the expenses from logistics services provided by metro logistics to companies intended for sale and non-group companies are offset by income from logistics services which are reported under other operating income .

Question: What is offset by income from logistics services?
Answer: The expenses from logistics services provided by METRO LOGISTICS to companies intended for sale and non-group companies
2019
2018
Assets
Prepaid expenses and other
$ 3,027
$ 2,347
Other assets - net
1,824
1,831
Total
$ 4,851
$ 4,178
contract costs as discussed in the significant accounting policies note topic 606 requires the recognition of an asset for incremental costs to obtain a customer contract which is then amortized to expense over the respective period of expected benefit .
the partnership recognizes a contract asset for incremental commission costs paid to verizon wireless personnel and agents in conjunction with obtaining customer contracts .
the costs are only deferred when it is determined the commissions are incremental costs that would not have been incurred absent the customer contract and are expected to be recovered .
costs to obtain a contract are amortized and recorded ratably as commission expense over the period representing the transfer of goods or services to which the assets relate .
costs to obtain contracts are amortized over the customers ' estimated device upgrade cycle of two to three years as such costs are typically incurred each time a customer upgrades their equipment .
the amortization periods for the costs incurred to obtain a customer contract is determined at a portfolio level due to the similarities within these customer contract portfolios .
other costs such as general costs or costs related to past performance obligations are expensed as incurred .
deferred contract costs are classified as current or non-current within prepaid expenses and other and other assets – net respectively .
the balances of deferred contract costs as of december 31 2019 and 2018 included in the balance sheet were as follows : .
for the years ended december 31 2019 and 2018 the partnership recognized expense of $ 3126 and $ 2161 respectively associated with the amortization of deferred contract costs primarily within selling general and administrative expenses in the statements of income .
deferred contract costs are assessed for impairment on an annual basis .
an impairment charge is recognized to the extent the carrying amount of a deferred cost exceeds the remaining amount of consideration expected to be received in exchange for the goods and services related to the cost less the expected costs related directly to providing those goods and services that have not yet been recognized as expenses .
there have been no impairment charges recognized for the year ended december 31 2019 and 2018 .

Question: What was the increase / (decrease) in the prepaid expenses and other assets from 2018 to 2019?
Answer: 680
(In millions)
(In millions)
(In millions)
(In millions)
June 30,
2019
2018
2017
United States
$ 55,252
$ 44,501
$ 42,730
Ireland
12,958
12,843
12,889
Other countries
25,422
22,538
19,898
Total
$  93,632
$  79,882
$  75,517
assets are not allocated to segments for internal reporting presentations .
a portion of amortization and depreciation is included with various other costs in an overhead allocation to each segment ; it is impracticable for us to separately identify the amount of amortization and depreciation by segment that is included in the measure of segment profit or loss .
long-lived assets excluding financial instruments and tax assets classified by the location of the controlling statutory company and with countries over 10 % of the total shown separately were as follows : .

Question: How is the portion of amortization and depreciation allocated?
Answer: A portion of amortization and depreciation is included with various other costs in an overhead allocation to each segment
Three Months Ended
Three Months Ended
Three Months Ended
December 31, 2019
September 29, 2019
December 31, 2018
(Unaudited, in millions)
(Unaudited, in millions)
(Unaudited, in millions)
Income tax expense
$(62)
$(28)
$(28)
during the fourth and third quarters of 2019 and the fourth quarter of 2018 we recorded an income tax expense of $ 62 million $ 28 million and $ 28 million respectively reflecting -i in the third quarter of 2019 the estimated annual effective tax rate in each of our jurisdictions applied to the consolidated results before taxes in the third quarter of 2019 and -ii in both fourth quarters the actual tax charges and benefits in each jurisdiction as well as the true-up of tax provisions based upon the most updated visibility on open tax matters in several jurisdictions .
and -ii in both fourth quarters the actual tax charges and benefits in each jurisdiction as well as the true-up of tax provisions based upon the most updated visibility on open tax matters in several jurisdictions .
and -ii in both fourth quarters the actual tax charges and benefits in each jurisdiction as well as the true-up of tax provisions based upon the most updated visibility on open tax matters in several jurisdictions .
income tax expense .

Question: What is the average Income tax expense for the period December 31, 2019 and 2018?
Answer: 45
Year Ended
Year Ended
Year Ended
December 27, 2019
December 28, 2018
December 29, 2017
Weighted average expected term
0.5 years
0.5 years
0.4 years
Risk-free interest rate
2.3%
1.9%
1.1%
Dividend yield
0.0%
0.0%
0.0%
Volatility
56.0%
52.7%
47.8%
2017 espp .
in may 2017 we adopted the 2017 employee stock purchase plan -the “ 2017 espp ” .
the 2017 espp grants employees the ability to designate a portion of their base-pay to purchase ordinary shares at a price equal to 85 % of the fair market value of our ordinary shares on the first or last day of each 6 month purchase period .
purchase periods begin on january 1 or july 1 and end on june 30 or december 31 or the next business day if such date is not a business day .
shares are purchased on the last day of the purchase period .
the table below sets forth the weighted average assumptions used to measure the fair value of 2017 espp rights : .
we recognize share-based compensation expense associated with the 2017 espp over the duration of the purchase period .
we recognized $ 0 .
3 million $ 0 .
3 million and $ 0 .
1 million of share-based compensation expense associated with the 2017 espp during 2019 2018 and 2017 respectively .
at december 27 2019 there was no unrecognized share-based compensation expense .

Question: How many years during the 3 year period had volatility of greater than 50.0%?
Answer: 2
AT DECEMBER 31
2019
2018
Trade receivables not past due
2,082
2,091
Trade receivables past due, net of allowance for doubtful accounts
Under 60 days
541
508
60 to 120 days
232
304
Over 120 days
64
72
Trade receivables, net of allowance for doubtful accounts
2,919
2,975
credit risk .
in many instances trade receivables are written off directly to bad debt expense if the account has not been collected after a predetermined period of time .
the following table provides further details on trade receivables net of allowance for doubtful accounts .

Question: What is the total Trade receivables past due, net of allowance for doubtful accounts for 2019?
Answer: 837
CONSOLIDATED
JUN 2019 $’000
JUN 2018 $’000
Revenue
426
1,208
Expenses
(1,035)
(989)
Operating income
(609)
219
Interest revenue
5
9
Impairment of other intangible assets
(603)
(16,902)
Profit/(loss) before tax from discontinued operations
(1,207)
(16,674)
Tax benefit/(expense) related to current pre-tax loss
(1,150)
(55)
Post-tax profit/(loss) of  discontinued operations
(2,357)
(16,729)
6 .
3 changes in group structure .
discontinued operations .
on 21 december 2018 the group executed a share sale agreement to sell infochoice pty ltd a wholly owned subsidiary .
at 30 june 2019 infochoice pty ltd was classified as a discontinued operation .
the business of infochoice pty ltd represented the group ’ s financial services and products comparison operating segment .
with infochoice pty ltd being classified as a discontinued operation its operating results are no longer presented in the segment note .
the sale of infochoice pty ltd was completed on 18 february 2019 .
the results of infochoice pty ltd for the period are presented below : .

Question: When was  Infochoice Pty Ltd classified as a discontinued operation?
Answer: 30 June 2019
Three Months Ended
March 31, 2019
June 30, 2019
September 30, 2019
December 31, 2019
Net sales
$143,791
$156,391
$114,092
$115,787
Gross profit
$60,612
$65,015
$46,331
$47,209
Operating income (loss)
$(6,167)
$562
$(20,288)
$(14,070)
Net income (loss)
$770
$3,995
$(46,123)
$(11,624)
Earnings (loss) per common share - basic
$0.02
$0.08
$(0.96)
$(0.25)
Earnings (loss) per common share - diluted
$0.02(1)
$0.08(1)
$(0.96)
$(0.25)
note 19 – summarized quarterly financial data -unaudited .
the following table presents unaudited quarterly operating results for each of our last eight fiscal quarters .
this information has been prepared on a basis consistent with our audited financial statements and includes all adjustments consisting only of normal recurring adjustments considered necessary for a fair presentation of the data .
unaudited quarterly operating results .
-in thousands except for per share amounts .
-1 assumes exercise of dilutive securities calculated under the treasury stock method .

Question: What is the total net sales of the 3 highest earning quarters in 2019?
Answer: 415969